diff --git a/.github/workflows/make_docs.yml b/.github/workflows/make_docs.yml deleted file mode 100644 index bae528ee..00000000 --- a/.github/workflows/make_docs.yml +++ /dev/null @@ -1,38 +0,0 @@ -name: Sphinx docs to gh-pages - -on: - push: - branches: - - main - -# workflow_dispatch: # Un comment line if you also want to trigger action manually - -jobs: - sphinx_docs_to_gh-pages: - runs-on: ubuntu-latest - name: Sphinx docs to gh-pages - steps: - - uses: actions/checkout@v2 - with: - fetch-depth: 0 - - name: Make conda environment - uses: conda-incubator/setup-miniconda@v2 - with: - python-version: 3.7 # Python version to build the html sphinx documentation - environment-file: environment.yml # Path to the documentation conda environment - auto-update-conda: false - auto-activate-base: false - show-channel-urls: true - - name: Installing the library - shell: bash -l {0} - run: | - ls - pwd - - name: Running the Sphinx to gh-pages Action - uses: uibcdf/action-sphinx-docs-to-gh-pages@v1.0.0 - with: - branch: main - dir_docs: docs/source - sphinxapiopts: '--separate -f -E --implicit-namespaces -l -o . ../' - sphinxapiexclude: '../*setup* ../*.ipynb' - sphinxopts: '' diff --git a/.gitmodules b/.gitmodules deleted file mode 100644 index 98959ac8..00000000 --- a/.gitmodules +++ /dev/null @@ -1,3 +0,0 @@ -[submodule "subpackages/SAMBA"] - path = subpackages/SAMBA - url = https://github.com/asemposki/SAMBA.git diff --git a/Taweret/__init__.py b/Taweret/__init__.py deleted file mode 100644 index 3d560f47..00000000 --- a/Taweret/__init__.py +++ /dev/null @@ -1,3 +0,0 @@ -__version__ = "0.1.0" -__author__ = "Kevin Ingles, Dananjaya (Dan) Liyanage, Alexandra Semposki, John Yannotty" -__credits__ = "The Ohio State University, Ohio University" diff --git a/Taweret/core/base_mixer.py b/Taweret/core/base_mixer.py deleted file mode 100644 index efef7af1..00000000 --- a/Taweret/core/base_mixer.py +++ /dev/null @@ -1,251 +0,0 @@ -from abc import ABC, abstractmethod - - -class BaseMixer(ABC): - @abstractmethod - def evaluate(self): - r""" - Calculate a point estimate for mixing model - - Returns: - ======== - - evaluation : float - point estimate from mixing model - - Example: - ======== - - Global linear mixing: - - .. math:: f_\mathrm{mixed} = \sum_{i=1}^N w_i \mathcal M_i(\theta_i) - - .. code-block:: python - - class MyMixer(BaseMixer): - @property - def models(self): - return self._model_list - @models.setter - def models(self, model_list): - self._model_list = model_list - def evaluate(self, weights, model_parameters): - value = 0 - for i in range(len(self._model_list)): - value += self._model_list[i]( - x, model_parameters[i] - ) * weight[i] - return value - - """ - return NotImplemented - - @abstractmethod - def evaluate_weights(self): - ''' - Calculate or sample a point estimate for model weights - - Returns: - -------- - weights : np.ndarray - array of the evaluations or samples of weights - - Example: - -------- - Global linear mixing: - - .. code-block:: python - - import scipy - class MyMixer(BaseMixer): - # . . . - def evaluate_weights(self, dirichlet_params): - return scipy.stats.dirichlet.rvs(dirichlet_params) - # . . . - - ''' - return NotImplemented - - @property - @abstractmethod - def map(self): - ''' - Stores the MAP values for the posterior distributions and is set - during the self.train step - ''' - - return NotImplemented - - @abstractmethod - def predict(self): - ''' - Evaluate posterior to make prediction at test points. - - Returns: - -------- - evaluated_posterior : np.ndarray - array of posterior predictive distribution evaluated at provided - test points - mean : np.ndarray - average mixed model value at each provided test points - credible_intervals : np.ndarray - intervals corresponding for 60%, 90% credible intervals - std_dev : np.ndarray - sample standard deviation of mixed model output at provided test - points - - Example: - -------- - Global liner mixing: - - .. code-block:: python - - class MyMixer(BaseMixer): - # . . . - def predict(self, x_test): - # work to calculate everything - # . . . - return posterior, means, credible_intervals, std_dev - - ''' - return NotImplemented - - @abstractmethod - def predict_weights(self): - ''' - Calculate posterior predictive distribution for model weights - - Returns: - -------- - evaluated_posterior : np.ndarray - array of posterior predictive distribution evaluated at provided - test points - mean : np.ndarray - average mixed model value at each provided test points - credible_intervals : np.ndarray - intervals corresponding for 60%, 90% credible intervals - std_dev : np.ndarray - sample standard deviation of mixed model output at provided test - points - - Example: - -------- - Global liner mixing: - - .. code-block:: python - - class MyMixer(BaseMixer): - # . . . - def predict_weights(self, x_test): - # work to calculate everything - # . . . - return posterior, means, credible_intervals, std_dev - ''' - return NotImplemented - - @abstractmethod - def prior_predict(self): - ''' - Get prior predictive distribution and prior distribution samples - - Returns: - -------- - evaluated_prior : np.ndarray - array of prior predictive distribution evaluated at provided - test points - mean : np.ndarray - average mixed model value at each provided test points - credible_intervals : np.ndarray - intervals corresponding for 60%, 90% credible intervals - std_dev : np.ndarray - sample standard deviation of mixed model output at provided test - points - - Example: - -------- - Global liner mixing: - - .. code-block:: python - - class MyMixer(BaseMixer): - # . . . - def prior_predict(self, x_test): - # work to calculate everything - # . . . - return prior, means, credible_intervals, std_dev - ''' - return NotImplemented - - @property - @abstractmethod - def posterior(self): - ''' - Stores the most recent posteriors from running self.train function - - Returns: - -------- - _posterior : np.ndarray - posterior from learning the weights - ''' - return NotImplemented - - @property - @abstractmethod - def prior(self): - ''' - Dictionary of prior distributions. Format should be compatible with - sampler. - - Returns: - -------- - _prior : Dict[str, Any] - Underlying prior object(s) - - Example: - -------- - Please consult ``BaseMixer.set_prior`` for an example - ''' - return NotImplemented - - @abstractmethod - def set_prior(self): - ''' - User must provide function that sets a member varibale called - ``_prior``. - Dictionary of prior distributions. Format should be compatible with - sampler. - - Example: - -------- - - .. code-block:: python - - class MyMixer(BaseMixer): - # . . . - def set_prior(self, prior_dict): - self._prior = prior_dict - # . . . - # creating a bilby prior dict - priors = dict() - priors['a'] = bilby.core.prior.MultivariateGaussian(mvg, 'a') - priors['b'] = bilby.core.prior.MultivariateGaussian(mvg, 'b') - m = MyMixer() - m.set_prior(prior_dict=priors) - ''' - return NotImplemented - - @abstractmethod - def train(self): - ''' - Run sampler to learn parameters. Method should also create class - members that store the posterior and other diagnostic quantities - import for plotting - MAP values should also caluclate and set as member variable of - class - - Return: - ------- - _posterior : np.ndarray - the mcmc chain return from sampler - ''' - return NotImplemented diff --git a/Taweret/core/base_model.py b/Taweret/core/base_model.py deleted file mode 100644 index 41b45a1b..00000000 --- a/Taweret/core/base_model.py +++ /dev/null @@ -1,81 +0,0 @@ -from abc import ABC, abstractmethod - - -class BaseModel(ABC): - @abstractmethod - def evaluate(self): - ''' - Calculate a point estimate for mixing model - - Returns: - -------- - evaluation : float - point estimate for model - - Example - ------- - - .. code-block:: python - - class MyModel(BaseModel): - @property - def model(self): - return self._model - - @models.setter - def model(self, the_model): - self._model = the_model - - def evaluate(self, model_parameters): - return self._model(model_parameters) - # . . . - ''' - return NotImplemented - - @abstractmethod - def log_likelihood_elementwise(self): - r''' - Calculate log_likelihood for array of points given, and return with - array with same shape[0] - - Returns: - -------- - log_likelis : np.ndarray - an array of length as shape[0] of the input evaluation points - - Example: - -------- - - .. code-block:: python - - class MyModel(BaseModel): - def log_likelihood_elementwise( - self, y_exp, y_err, model_params - ): - # Assuming a normal distribution for error - y = self.evaluate(model_params) - # If y_exp, y_err, y are numpy arrays of same length - return np.exp(-(y - y_exp) **2 / (2 * y_err ** 2)) \ - / np.sqrt(2 * np.pi * y_err ** 2)) - ''' - return NotImplemented - - @abstractmethod - def set_prior(self): - ''' - User must provide function that sets a member varibale called _prior. - Dictionary of prior distributions. Format should be compatible with - sampler. - - Example: - -------- - - .. code-block:: python - - class MyModel(BaseMixer): - # . . . - def set_prior(self, prior_dict): - self._prior = prior_dict - # . . . - ''' - return NotImplemented diff --git a/Taweret/core/trees_setup.py b/Taweret/core/trees_setup.py deleted file mode 100644 index 24806e75..00000000 --- a/Taweret/core/trees_setup.py +++ /dev/null @@ -1,109 +0,0 @@ -""" -Name: trees_setup.py -Author: John Yannotty (yannotty.1@osu.edu) -Desc: Setups up working environment for mixing classes - -Start Date: 11/28/22 -Version: 1.0 -""" - -import subprocess -import tempfile -import sys - -# ----------------------------------------------- -# Trees Configuration -# ----------------------------------------------- -# Check to see if .deb is intalled in current working directory - - -def trees_setup(): - openbt_deb = 'openbt_mixing0.current.deb' - - # Create temp directory to install the file - wd = tempfile.mkdtemp(prefix="openbtpy_") # Setting this as a test for now - wd_openbt_deb = wd + '/' + openbt_deb - - # Set github url (maybe configure with submodule) - openbt_url = "https://github.com/jcyannotty/OpenBT/raw/main/openbt_mixing0.current_amd64-MPI_Ubuntu_20.04.deb" - - # Get current version name - openbt_version = openbt_url.split("openbt_mixing")[1] - openbt_version = openbt_version.split("_amd64")[0] + "-MPI" - - # First determine if the file is available in the required directory - find_deb_out = subprocess.run( - ['find', wd, '-name', openbt_deb], capture_output=True) - find0 = True if not find_deb_out.stdout.decode("utf-8") == "" else False - - # If the package is not found, download it from github ---- clean up with - # submodule - if not find0: - download_out = subprocess.run( - ["wget", "-O", wd_openbt_deb, openbt_url], capture_output=True) - if download_out.returncode > 0: - raise Exception( - "Cannot download .deb package from openbt github. Please check the openbt_url.") - - # Check the version of the debian package that is installed on this cpu - version_out = subprocess.run( - ["dpkg-deb", "-f", wd_openbt_deb, "Version"], capture_output=True) - version0 = version_out.stdout.decode("utf-8").strip("\n") - # If the current install is not the current version, then download the new - # version - if not version0 == openbt_version: - download_out = subprocess.run( - ["wget", "-O", wd_openbt_deb, openbt_url], capture_output=True) - if download_out.returncode > 0: - raise Exception( - "Cannot download .deb package from openbt github. Please check the openbt_url.") - else: - new_version = True - else: - new_version = False - - # Check if the debian package has been installed - is_install_out = subprocess.run( - ["dpkg", "-s", "openbt"], capture_output=True) - is_install0 = is_install_out.stdout.decode("utf-8").strip("\n") - - # Install the debian package - if is_install0 == '': - # The package has never been installed - so install it - install_out = subprocess.run( - ["sudo", "apt-get", "install", wd_openbt_deb], capture_output=True) - if install_out.returncode > 0: - print("Installation Failed") - else: - print("Installation Successful") - elif new_version: - # The package has been installed, but its outdated - # Delete previous install - print("Deleting previous version of Openbt, please follow command prompts....\n") - delete_out = subprocess.run( - ["sudo", "apt-get", "remove", "openbt"], stderr=sys.stderr, stdout=sys.stdout) - - # Install new file - install_out = subprocess.run( - ["sudo", "apt-get", "install", wd_openbt_deb], capture_output=True) - if install_out.returncode > 0: - print("Installation Failed") - else: - print("Installation Successful") - else: - print("Current package already installed...") - - # Final Check - check_install_out = subprocess.run( - ["dpkg", "-s", "openbt"], capture_output=True) - check_install0 = check_install_out.stdout.decode("utf-8").strip("\n") - - # NEED TO FIGURE OUT WHAT THE CONDITION IS - if not check_install0 == "": - current_version_out = subprocess.run( - ["dpkg-deb", "-f", wd_openbt_deb, "Version"], capture_output=True) - current_version = current_version_out.stdout.decode( - "utf-8").strip("\n") - print("OpenBT Version: " + current_version + " successfully installed") - else: - print("OpenBT failed installation. Please report an issue.") diff --git a/Taweret/core/wrappers.py b/Taweret/core/wrappers.py deleted file mode 100644 index a9e42f00..00000000 --- a/Taweret/core/wrappers.py +++ /dev/null @@ -1,87 +0,0 @@ -""" -Name: wrappers.py -Author: John Yannotty (yannotty.1@osu.edu) -Desc: Defines classes to wrap the BAND mixing and calibration methods. Inspired by biliby documentation - (see repo: bilby/bilby/core/sampler/__init__.py) - -Start Date: 10/05/22 -Version: 1.0 -References: - https://github.com/lscsoft/bilby/blob/master/bilby/core/sampler/__init__.py - -""" - -from Taweret.mix.linear import linear_mix as LM -from Taweret.mix.trees import trees_mix as TM - -# Dictionary containing all implemented methods -IMPLEMENTED_MIXERS = { - "sigmoid": LM, - "cdf": LM, - "step": LM, - "mixbart": TM -} - - -def mixing( - model_list, - x_exp, - y_exp=None, - y_err=None, - method='sigmoid', - **kwargs): - """ - Name: mixing - Desc: interface for all BAND BMM modules - - Parameters --- update names - ---------- - model_list (list): list of model class instances - x_exp (np.array): x inputs to train with - y_exp (np.array): y experimental data to train with - y_exp (np.array): associated errors with y (std deviations???) - method (string): name of the mixing method - **kwargs : arguments which are mixing method specific - - """ - # Check valid method - valid_methods = list(IMPLEMENTED_MIXERS.keys()) - if not method.lower() in valid_methods: - raise ValueError( - "Invalid mixing method. Valid methods include..." + - ", ".join(valid_methods)) - - # Check for valid models, must have a predict method - i = 1 - for m in model_list: - try: - getattr(m, 'predict') - except AttributeError: - print("Model " + str(i) + " does not have a predict method") - i += 1 - - # Create the data dictionary - data = {'x_exp': x_exp, 'y_exp': y_exp, 'y_err': y_err} - - # Initialize the mixer class instance - mixer_class = IMPLEMENTED_MIXERS[method.lower()] - mixer = mixer_class(model_list, data, method, **kwargs) - - return mixer - - -# --------------------------------------------------------- -# --------------------------------------------------------- -# Older checks - - -# Check valid data (not model specific at this stage) -# data_keys = ['x_exp', 'y_exp', 'y_err'] # add to this list as needed -# for key in data_keys: -# if not (key in data.keys()): -# data.update({key:None}) - -# # Check if any extra data keys have been passed (not model specific at this stage) -# for in_key in data.keys(): -# if not (in_key in data_keys): -# raise KeyError("An extra data key was passed. Valid keys include..." + ", ".join(data_keys)) diff --git a/Taweret/mix/bivariate_linear.py b/Taweret/mix/bivariate_linear.py deleted file mode 100644 index 7df6d037..00000000 --- a/Taweret/mix/bivariate_linear.py +++ /dev/null @@ -1,703 +0,0 @@ -# Author : Dananjaya Liyanage -# Email : liyanagedananjaya@gmail.com - -import bilby -import os -import shutil -import numpy as np -from Taweret.utils.utils import mixture_function, eps, normed_mvn_loglike -from Taweret.core.base_mixer import BaseMixer -from Taweret.core.base_model import BaseModel -from Taweret.sampler.likelihood_wrappers import likelihood_wrapper_for_bilby - -# typing imports - -from typing import Any -from typing import Callable -from typing import Dict -from typing import List -from typing import Optional -from typing import Tuple -from typing import Type -from pathlib import Path - - -class BivariateLinear(BaseMixer): - - ''' - Local linear Bayesian mixing of two models. This is a general class of - mixing that offer both density (likelihood) and mean mixing methods. - The default mixing method is linear mixing of two likelihoods. - ''' - - def __init__(self, - models_dic: Dict[str, Type[BaseModel]], - method: str = 'sigmoid', - nargs_model_dic: Optional[Dict[str, int]] = None, - same_parameters: bool = False, - full_cov: bool = False, - BMMcor: bool = False, - mean_mix: bool = False): - ''' - Parameters - ---------- - models_dic : dictionary {'name1' : model1, 'name2' : model2} - Two models to mix, each must be derived from the base_model. - method : str - Mixing weight function form. This is a function of input - parameters. - nargs_model_dic : dictionary {'name1' : N_model1, 'name2' : N_model2} - Only used in calibration. Number of free parameters in each model - same_parameters : bool - Only used in BMM with calibration. If set, two models are assumed - to have same parameters. - full_cov : bool - This option is only used in BMMcor method. - For BMMC full covariance is not needed and mean_mix must have - full covariance. - BMMcor : bool - If set use BMMcor method for Bayesian model mixing. - mean_mix : bool - If set use mean mixing method for Bayesian model mixing. - - ''' - if nargs_model_dic is None: - nargs_model_dic = {} - if not isinstance(nargs_model_dic, dict): - raise AttributeError("nargs_model_dic has to be a dictionary") - - # check if more than two models are being mixed - if len(models_dic) != 2: - raise Exception('Bivariate linear mixing can mix only two models.\ - Please look at the other mixing methods in \ - Taweret for multi model mixing') - - # check if the models are derived from the base class - for i, model in enumerate(list(models_dic.values())): - try: - # model is not a class but an object - isinstance(model, BaseModel) - except AttributeError: - print(f'model {list(models_dic.keys())[i]} is not derived \ - from taweret.core.base_model class') - else: - continue - self.models_dic = models_dic - - # If a new method is added the following needs to be updated - # It has method and number of free parameters in each method - method_n_mix_dic = {'step': 1, 'addstep': 2, 'addstepasym': 3, - 'sigmoid': 2, 'cdf': 2, 'switchcos': 3, - 'calibrate_model_1': 0, 'calibrate_model_2': 0} - - # check if the mixing function exist - if method not in method_n_mix_dic: - raise Exception('Mixing function is not found') - else: - self.n_mix = method_n_mix_dic[method] - print(f'{method} mixing function has {self.n_mix} \ - free parameter(s)') - # assign default priors - priors = bilby.core.prior.PriorDict() - for i in range(0, self.n_mix): - name = f'{method}_{i}' - priors[name] = bilby.core.prior.Uniform(0, 1, name=name) - print(f'Warning : Default prior is set to {priors}') - print('To change the prior use `set_prior` method') - self.same_parameters = same_parameters - self.method = method - self.nargs_model_dic = nargs_model_dic - # Flag to know if the model was trained or not - self.model_was_trained = False - self._map = None - self._posterior = None - # This combines model priors with mixing method priors - self._prior = self.set_prior(priors) - self.BMMcor = BMMcor - self.mean_mix = mean_mix - self.full_cov = full_cov - -# Attributes - - @property - def prior(self): - return self._prior - - @prior.setter - def prior(self, bilby_prior_dic): - return self.set_prior(bilby_prior_dic) - - @property - def posterior(self): - if self._posterior is None: - raise Exception('First train the model to access the posterior') - else: - return self._posterior - - @property - def map(self): - if self._map is None: - raise Exception('First train the model to access the MAP') - else: - return self._map -# End Attributes - - def evaluate(self, - mixture_params: np.ndarray, - x: np.ndarray, - model_params: Optional[List[np.ndarray]] = [] - ) -> np.ndarray: - ''' - Evaluate the mixed model for given parameters at input values x - - Parameters - ---------- - mixture_params : np.1darray - parameter values that fix the shape of mixing function - x : np.1daray - input parameter values array - model_params: list[model_1_params, mode_2_params] - list of model parameter values for each model - - - Returns - --------- - evaluation : np.2darray - the evaluation of the mixed model at input values x - Has the shape of len(x) x Number of observables in the model - - ''' - - w1, w2 = mixture_function(self.method, x, mixture_params, self.prior) - model_1, model_2 = list(self.models_dic.values()) - try: - if self.same_parameters: - try: - model_1_out, _, _ = model_1.evaluate(x, model_params[0]) - except BaseException: - model_1_out, _ = model_1.evaluate(x, model_params[0]) - else: - try: - model_1_out, _, _ = model_1.evaluate(x, model_params[0]) - except BaseException: - model_1_out, _ = model_1.evaluate(x, model_params[0]) - except BaseException: - try: - model_1_out, _ = model_1.evaluate(x) - except BaseException: - model_1_out, _, _ = model_1.evaluate(x) - - try: - if self.same_parameters: - try: - model_2_out, _, _ = model_2.evaluate(x, model_params[0]) - except BaseException: - model_2_out, _ = model_2.evaluate(x, model_params[0]) - else: - try: - model_2_out, _, _ = model_2.evaluate(x, model_params[1]) - except BaseException: - model_2_out, _ = model_2.evaluate(x, model_params[1]) - except BaseException: - try: - model_2_out, _, _ = model_2.evaluate(x) - except BaseException: - model_2_out, _ = model_2.evaluate(x) - model_1_out = np.array(model_1_out) - model_2_out = np.array(model_2_out) - - if model_1_out.ndim == model_2_out.ndim and model_2_out.ndim <= 1: - return w1 * model_1_out + w2 * model_2_out - elif model_1_out.ndim == model_2_out.ndim and model_2_out.ndim == 2: - if len(model_1_out) != len(model_2_out): - raise Exception( - 'Dimension mismatch between outputs of models') - outputs = [] - for obs_n in range(0, model_1_out.shape[1]): - outputs.append( - w1 * model_1_out[:, obs_n] + w2 * model_2_out[:, obs_n]) - return np.array(outputs) - else: - assert Exception(f'Dimensional mismatch: dim of model 1 is \ - {model_1_out.ndim} , \ - model 2 is {model_2_out.ndim}') - - def evaluate_weights(self, - mixture_params: np.ndarray, - x: np.ndarray) -> np.ndarray: - ''' - return the mixing function values at the input parameter values x - - Parameters - ---------- - mixture_params : np.1darray - parameter values that fix the shape of mixing function - x : np.1darray - input parameter values - - Returns - ------- - weights : list[np.1darray, np.1darray] - weights for model 1 and model 2 at input values x - - ''' - - return mixture_function(self.method, x, mixture_params, self.prior) - - def predict(self, - x: np.ndarray, - CI: List = [5, 95], - samples: Optional[np.ndarray] = None, - nthin: int = 1 - ) -> (np.ndarray, np.ndarray, np.ndarray, np.ndarray): - ''' - Evaluate posterior to make prediction at test points x. - - Parameters - ---------- - x : np.1darray - input parameter values - CI : list - confidence intervals as percentages - samples: np.ndarray - If samples are given use that instead of posterior\ - for predictions. - - Returns: - -------- - evaluated_posterior : np.ndarray - array of posterior predictive distribution evaluated at provided - test points - mean : np.ndarray - average mixed model value at each provided test points - credible_intervals : np.ndarray - intervals corresponding for 60%, 90% credible intervals - std_dev : np.ndarray - sample standard deviation of mixed model output at provided test - points - ''' - - if self.model_was_trained is False and samples is None: - raise Exception('Posterior is not available to make predictions\n\ - train the model before predicting') - pos_predictions = [] - - if samples is not None: - print("using provided samples instead of posterior") - posterior = samples - else: - posterior = self._posterior - n_samples = posterior.shape[0] - for sample in posterior[::nthin]: - sample = np.array(sample).flatten() - - mixture_param = sample[0:self.n_mix] - model_params = [] - n_args_for_models = list(self.nargs_model_dic.values()) - n_args_sum = 0 - for i in range(0, len(n_args_for_models)): - model_params.append( - sample[self.n_mix + n_args_sum:self.n_mix + n_args_sum + n_args_for_models[i]]) - n_args_sum += n_args_for_models[i] - if self.same_parameters: - break - - value = self.evaluate(mixture_param, x, model_params) - pos_predictions.append(value) - pos_predictions = np.array(pos_predictions) - - CIs = np.nanpercentile(pos_predictions, CI, axis=0, keepdims=True) - - mean = np.nanmean(pos_predictions, axis=0, keepdims=True) - - std_dev = np.nanstd(pos_predictions, axis=0, keepdims=True) - - return pos_predictions, mean, CIs, std_dev - - def predict_weights(self, - x: np.ndarray, - CI: List = [5, 95], - samples: Optional[np.ndarray] = None - ) -> (np.ndarray, np.ndarray, np.ndarray, np.ndarray): - ''' - Calculate posterior predictive distribution for first model weights - - Parameters - ---------- - x : np.1darray - input parameter values - CI : list - confidence intervals - samples: np.ndarray - If samples are given use that instead of posterior\ - for predictions. - Returns: - -------- - posterior_weights : np.ndarray - array of posterior predictive distribution of weights - mean : np.ndarray - average mixed model value at each provided test points - credible_intervals : np.ndarray - intervals corresponding for 60%, 90% credible intervals - std_dev : np.ndarray - sample standard deviation of mixed model output at provided test - points - ''' - - if self.model_was_trained == False and samples is None: - raise Exception('Posterior is not available to make predictions\n\ - train the model before predicting') - pos_predictions = [] - - if samples is not None: - print("using provided samples instead of posterior") - posterior = samples - else: - posterior = self._posterior - for sample in posterior: - sample = np.array(sample).flatten() - - mixture_param = sample[0:self.n_mix] - - value, _ = self.evaluate_weights(mixture_param, x) - pos_predictions.append(value) - pos_predictions = np.array(pos_predictions) - print(pos_predictions.shape) - - CIs = np.percentile(pos_predictions, CI, axis=0) - - mean = np.mean(pos_predictions, axis=0) - - std_dev = np.std(pos_predictions, axis=0) - - return pos_predictions, mean, CIs, std_dev - - def prior_predict(self, - x: np.ndarray, - CI: List = [5, 95], - n_sample: int = 10000 - ) -> (np.ndarray, np.ndarray, np.ndarray, np.ndarray): - ''' - Evaluate prior to make prediction at test points x. - - Parameters - ---------- - x : np.1darray - input parameter values - CI : list - confidence intervals - n_samples : int - number of samples to evaluate prior_prediction - - Returns: - -------- - evaluated_prior : np.ndarray - array of prior predictive distribution evaluated at provided - test points - mean : np.ndarray - average mixed model value at each provided test points - credible_intervals : np.ndarray - intervals corresponding for 60%, 90% credible intervals - std_dev : np.ndarray - sample standard deviation of mixed model output at provided test - points - ''' - if self._prior is None: - raise Exception("Define the prior first using set_prior") - else: - samples = np.array(list(self._prior.sample(n_sample).values())).T - print(samples.shape) - return self.predict(x, CI=CI, samples=samples) - - def set_prior(self, - bilby_prior_dic): - ''' - Set prior for the mixing function parameters. - Prior for the model parameters should be defined in each model. - - Parameters: - ---------- - bilby_prior_dic : bilby.core.prior.PriorDict - The keys should be named as following : - '_1', '_2', ... - - Returns - ------- - A full Bilby prior object for the mixed model. - Including the mixing function parameters and model parameters. - The Bilby prior dictionary has following keys. - Prior for mixture function parameter : - '_1', '_2', ... - Prior parameters for model 1 : - '_1', '_2' , ... - Prior parameters for model 2 : - '_1', '_2' , ... - - ''' - for name, model in self.models_dic.items(): - if model.prior is None: - # print(f'model has no prior {model}') - continue - else: - priors = model.prior - for ii, entry2 in enumerate(priors): - bilby_prior_dic[f'{name}_{ii}'] = priors[entry2] - if self.same_parameters: - break - self._prior = bilby_prior_dic - return self._prior - - def mix_loglikelihood(self, - mixture_params: np.ndarray, - model_param: np.ndarray, - x_exp: np.ndarray, - y_exp: np.ndarray, - y_err: np.ndarray) -> float: - """ - log likelihood of the mixed model given the mixing function parameters - Parameters - ---------- - mixture_params : np.1darray - parameter values that fix the shape of mixing function - model_params: list[model_1_params, mode_2_params] - list of model parameter values for each model - x_exp: np.1darray - Experimentally measured input values - y_exp: np.2darray - Experimentally measured observable values. - Takes the shape len(x_exp) x number of observable types measured - y_err: np.2darray - Experimentally measured observable errors. - Takes the shape len(x_exp) x number of observable types measured - """ - if len(model_param) == 0: - model_1_param = np.array([]) - model_2_param = np.array([]) - else: - if self.same_parameters: - model_1_param = model_param[0] - model_2_param = model_param[0] - else: - model_1_param, model_2_param = model_param - - W_1, W_2 = self.evaluate_weights(mixture_params, x_exp) - model_1, model_2 = list(self.models_dic.values()) - if self.BMMcor and not self.mean_mix: - models_ar = [model_1, model_2] - weight_ar = [W_1, W_2] - model_param_ar = [model_1_param, model_2_param] - L_ar = [] - for i in range(0, 2): - model = models_ar[i] - model_param = model_param_ar[i] - predictions, model_errs, cov_mat = model.evaluate( - x_exp, - model_param, - full_corr=self.full_cov) - x_exp = x_exp.flatten() - y_exp_all = y_exp - - if len(x_exp) != y_exp_all.shape[0]: - raise Exception( - f'Dimensionality mismatch between x_exp and y_exp') - mask_y_exp = np.isfinite(y_exp_all) - mask_flat = mask_y_exp.flatten() - weights = [] - W = weight_ar[i] - for w in W: - ww_array = w * np.ones(y_exp_all.shape[1]) - weights.append(ww_array) - weights = np.array(weights).flatten()[mask_flat] - predictions = np.array(predictions).flatten()[mask_flat] - y_exp_all = np.array(y_exp_all).flatten()[mask_flat] - y_err_all = np.array(y_err).flatten()[mask_flat] - diff = (predictions - y_exp_all) * weights - final_cov = np.diag(np.square(y_err_all)) - if cov_mat is not None: - final_cov += cov_mat - L_ar.append(normed_mvn_loglike(diff, final_cov)) - L1, L2 = L_ar - return L1 + L2 - - if self.mean_mix and not self.BMMcor: - predictions_1, model_errs_1, cov_mat_1 = model_1.evaluate( - x_exp, model_1_param, full_corr=True) - predictions_2, model_errs_2, cov_mat_2 = model_2.evaluate( - x_exp, model_2_param, full_corr=True) - - weights = [] - for w in W_1: - weights.append(w * np.ones(y_exp.shape[1])) - weights = np.array(weights).flatten() - predictions_1 = np.array(predictions_1).flatten() - predictions_2 = np.array(predictions_2).flatten() - y_exp_all = np.array(y_exp).flatten() - y_err_all = np.array(y_err).flatten() - mix_prediction = predictions_1 * \ - weights + predictions_2 * (1 - weights) - diff = y_exp_all - mix_prediction - - # A better optimization yield 5 times the speed. - # For testing of the method loo at tests.ipynb in notebooks folder. - # N = len(y_exp_all) -# final_cov = np.zeros((N,N)) -# for i in range(0,N): -# for j in range(0,N): -# final_cov[i,j] = weights[i]*weights[j]*cov_mat_1[i,j] + (1-weights[i])*(1-weights[j])*cov_mat_2[i,j] - # Comment out the below code. BMM mean mixing does not touch the covariance stucture....yet... - # w1_mat = np.outer(weights, weights) - # w2_mat = np.outer(1-weights,1-weights) - # final_cov = w1_mat * cov_mat_1 + w2_mat * cov_mat_2 - if cov_mat_1 is not None and cov_mat_2 is not None: - final_cov = cov_mat_1 + cov_mat_2 - final_cov += np.diag(np.square(y_err_all)) - else: - final_cov = np.diag(np.square(y_err_all)) - # print(np.all(np.isclose(final_cov,final_cov_2))) - - return normed_mvn_loglike(diff, final_cov) - - else: - W_1 = np.log(W_1 + eps) - W_2 = np.log(W_2 + eps) - if self.method == 'calibrate_model_2': - L1 = np.zeros(len(x_exp)) - L2 = model_2.log_likelihood_elementwise( - x_exp, y_exp, y_err, model_2_param) - elif self.method == 'calibrate_model_1': - L2 = np.zeros(len(x_exp)) - L1 = model_1.log_likelihood_elementwise( - x_exp, y_exp, y_err, model_1_param) - else: - L1 = model_1.log_likelihood_elementwise( - x_exp, y_exp, y_err, model_1_param) - L2 = model_2.log_likelihood_elementwise( - x_exp, y_exp, y_err, model_2_param) - # L1 = log_likelihood_elementwise(self.models_dic.items()[0], self.x_exp, self.y_exp, \ - # self.y_err, model_1_param) - # L2 = log_likelihood_elementwise(self.models_dic.items()[1], self.x_exp, self.y_exp, \ - # self.y_err, model_2_param) - - # we use the logaddexp here for numerical accuracy. Look at the - # mix_loglikelihood_test to check for an alternative (common) way - mixed_loglikelihood_elementwise = np.logaddexp(W_1 + L1, W_2 + L2) - return np.sum(mixed_loglikelihood_elementwise).item() - - def train(self, - x_exp: np.ndarray, - y_exp: np.ndarray, - y_err: np.ndarray, - label: str = 'bivariate_mix', - outdir: str = 'outdir', - kwargs_for_sampler: Optional[Dict[str, int]] = None, - load_previous: bool = False - ): - ''' - Run sampler to learn parameters. Method should also create class - members that store the posterior and other diagnostic quantities - important for plotting - MAP values should also calculate and set as member variable of - class - Parameters: - ---------- - - x_exp: np.1darray - Experimentally measured input values - y_exp: np.2darray - Experimentally measured observable values. - Takes the shape len(x_exp) x number of observable types measured - y_err: np.2darray - Experimentally measured observable errors. - Takes the shape len(x_exp) x number of observable types measured - label: str - Name of the chain to be stored after sampling - outdir: str - Where to save the MCMC chain and output of bilby samplers - kwargs_for_sampler: Dict - Optional arguments to be used instead of default Bibly sampler - settings - load_previous: bool - If a previous training has been done, load that chain instead of - retraining. - - Return: - ------- - result : bilby posterior object - object returned by the bilby sampler - ''' - import platform - - if platform.system() == 'Darwin': - if 'threads' in kwargs_for_sampler.keys( - ) and kwargs_for_sampler['threads'] > 1: - import warnings - import multiprocessing - warnings.warn("'threads' detected in `kwargs` on Darwin." + - " Setting `start_method` fot `fork`") - multiprocessing.set_start_method('fork') - - prior = self._prior - if prior is None: - raise Exception("Please define the priors before training") - - if platform.system() == "Darwin": - if "threads" in kwargs_for_sampler.keys( - ) and kwargs_for_sampler['threads'] > 1: - import warnings - import multiprocessing - warnings.warn("'threads' dectected in 'kwargs_for_sampler'" + - " on Darwin. Setting `start_method` to `fork`") - multiprocessing.set_start_method('fork') - - # A few simple setup steps - likelihood = likelihood_wrapper_for_bilby(self, x_exp, y_exp, y_err) - - # if os.path.exists(outdir) and load_previous: - try: - - result = bilby.result.read_in_result(outdir=outdir, label=label) - except BaseException: - if load_previous: - print(f'Saved results for {label} do not exist in : ' + outdir) - # if os.path.exists(outdir+'/'+label): - # shutil.rmtree(outdir+'/'+label) - if kwargs_for_sampler is None: - kwargs_for_sampler = {'sampler': 'ptemcee', - 'ntemps': 10, - 'nwalkers': 200, - 'Tmax': 100, - 'burn_in_fixed_discard': 5000, - 'nsamples': 20000, - 'threads': 28, - 'printdt': 60} - # 'safety':2, - # 'autocorr_tol':5} - print(f'The following Default settings for \ - sampler will be used. You can change these \ - arguments by providing kwargs_for_sampler argument in \ - `train`. Check Bilby documentation for other sampling \ - options.\n{kwargs_for_sampler}') - else: - print( - f'The following settings were \ - provided for sampler \n{kwargs_for_sampler}') - - result = bilby.run_sampler( - likelihood, - prior, - label=label, - outdir=outdir, - **kwargs_for_sampler) - # The last two columns are model liklihood and log_prior. - self._posterior = result.posterior.values[:, 0:-2] - self.model_was_trained = True - # Shorcut to find MAP. Need to implement a proper optimization - # routine to find MAP - # currently MAP finding has to be done outside the bivariate - # mixing script because it can be computationally heavy. - # Users are given access to the log likelihood and they can - # optimize it Outside of bivaraiate linear mixing script. - self._map = self._posterior[np.argmax( - result.posterior.values[:, -2].flatten()), :] - - return result diff --git a/Taweret/mix/gaussian.py b/Taweret/mix/gaussian.py deleted file mode 100644 index 8cb8d3ac..00000000 --- a/Taweret/mix/gaussian.py +++ /dev/null @@ -1,243 +0,0 @@ -# SAMBA methods included here: Multivariate BMM -# Written by: Alexandra Semposki -# Authors of SAMBA: Alexandra Semposki, Dick Furnstahl, and Daniel Phillips - -# necessary imports -from Taweret.core.base_mixer import BaseMixer -import numpy as np -import sys -sys.path.append('../Taweret') - - -class Multivariate(BaseMixer): - r''' - The multivariate BMM class originally introduced - in the BAND SAMBA package. Combines individual - models using a Gaussian form. - - .. math:: - - f_{\dagger} - = \mathcal{N} - \left( - \sum_i \frac{f_i/v_i}{1/v_i}, \sum_i \frac{1}{v_i} - \right) - - Example: - -------- - - .. code-block:: python - - m = Multivariate(x=np.linspace(), models=dict(), n_models=0) - m.predict(ci=68) - m.evaluate_weights() - ''' - - def __init__(self, x, models, n_models=0): - ''' - Parameters: - ----------- - x : numpy.linspace - Input space variable in which mixing is occurring. - - models : dict - Dict of models with BaseModel methods. - - n_models : int - Number of free parameters per model. - - Returns: - -------- - None. - ''' - - # check for predict method in the models - for i in models.keys(): - try: - getattr(models[i], 'evaluate') - except AttributeError: - print('model {i} does not have an evaluate method') - - # set up the class variables - self.model_dict = models - self.x = x - self.n_models = n_models - - # convert models dict() to list - self.models = [i for i in self.model_dict.values()] - - # set up weights variable - self.var_weights = np.zeros(len(self.models)) - - return None - - def evaluate(self): - ''' - Evaluate the mixed model at one set of parameters. - Not needed for this mixing method. - ''' - return None - - def evaluate_weights(self): - ''' - Calculate the weights for each model in the mixed model - over the input space. - - Returns: - -------- - weights : numpy.ndarray - Array of model weights calculated in the - Multivariate.predict function. - ''' - - # check predict() has been called - if self.var_weights is np.zeros(len(self.models)): - raise Exception('Please run the predict function before\ - calling this function.') - - # return the weights calculated in the predict method - return self.var_weights - - @property - def map(self): - ''' - Return the MAP values of the parameters. - Not needed for this method. - ''' - return None - - @property - def posterior(self): - ''' - Return the posterior of the parameters. - Not needed for this mixing method. - ''' - return None - - def predict(self, ci=68): - ''' - The f_dagger function responsible for mixing the models together - in a Gaussian way. Based on the first two moments of the - distribution: mean and variance. - - Parameters: - ----------- - ci : int, list - The desired credibility interval(s) (1-sigma, 2-sigma) - - Returns: - -------- - mean, intervals, std_dev : numpy.ndarray - The mean, credible intervals, and std_dev - of the predicted mixed model - ''' - - # credibility interval(s) - self.ci = ci - - # predict for the two models - self.prediction = [] - - for i in range(len(self.models)): - self.prediction.append(self.models[i].evaluate(self.x)) - - # calculate the models from the class variables - f = [] - v = [] - - for i in range(len(self.models)): - f.append(self.prediction[i][0].flatten()) - v.append(np.square(self.prediction[i][1]).flatten()) - - # initialise arrays - num = np.zeros(len(self.x)) - denom = np.zeros(len(self.x)) - var = np.zeros(len(self.x)) - - # sum over the models in the same input space - for i in range(len(self.x)): - num[i] = np.sum([f[j][i] / v[j][i] for j in range(len(f))]) - denom[i] = np.sum([1 / v[j][i] for j in range(len(f))]) - - # combine everything via input space tracking - mean = num / denom - var = 1 / denom - - # variances for each model - v = np.asarray(v) - weights = 1.0 / v - self.var_weights = weights / np.sum(weights, axis=0) - - # std_dev calculation - std_dev = np.sqrt(var) - - # credibility interval check - if self.ci == 68: - val = [1.0] - elif self.ci == 95: - val = [1.96] - elif self.ci == [68, 95]: - val = [1.0, 1.96] - else: - raise ValueError('Choose 1 and/or 2 sigma band.') - - # calculate interval(s) - interval_low = [] - interval_high = [] - - for i in range(len(val)): - interval_low.append(mean - val[i] * std_dev) - interval_high.append(mean + val[i] * std_dev) - - # combine interval(s) into one list to return - interval = [interval_low, interval_high] - - return 0.0, mean, interval, std_dev - - def predict_weights(self): - ''' - Predict the weights of the mixed model. Returns - mean and intervals from the posterior of the - weights. - Not needed for this mixing method. - ''' - return None - - @property - # @prior.setter - def prior(self): - ''' - Return the prior of the parameters in the mixing. - Not needed for this method. - ''' - return None - - def prior_predict(self): - ''' - Find the predicted prior distribution. - Not needed for this mixing method. - ''' - return None - - def sample_prior(self): - ''' - Returns samples from the prior - distributions for the various weight parameters. - Not needed for this mixing method. - ''' - return None - - def set_prior(self): - ''' - Set the priors on the parameters. - Not needed for this mixing method. - ''' - return None - - def train(self): - ''' - Train the mixed model by optimizing the - weights. - Not needed in this mixing method. - ''' - return None diff --git a/Taweret/mix/trees.py b/Taweret/mix/trees.py deleted file mode 100644 index 31b9feee..00000000 --- a/Taweret/mix/trees.py +++ /dev/null @@ -1,1102 +0,0 @@ -# Name: -# trees.py -# Author: John Yannotty (yannotty.1@osu.edu) -# Desc: Defines the tree mixing class, which is an interface for BART-BMM -# -# Start Date: 10/05/22 -# Version: 1.0 -######################################################################## -from logging import raiseExceptions -# from symbol import pass_stmt -import numpy as np -import matplotlib.pyplot as plt -import sys -import subprocess -import tempfile -import shutil -import os -import typing - -#import Taweret.core.setup - -from scipy.stats import norm -from pathlib import Path -from scipy.stats import spearmanr - -from Taweret.core.base_mixer import BaseMixer -from Taweret.core.base_model import BaseModel - - -class Trees(BaseMixer): - r''' - Constructor for the Trees mixing class, which implements a mean-mixing strategy. - The weight functions are modeled using Bayesian Assitive Regression Trees (BART). - Please read the installation page of the documentation to ensure the BART-BMM Ubuntu - package is downloaded and installed. - - .. math:: - f_\dagger(x) = \sum_{k = 1}^K w_k(x)\;f_k(x) - - Example: - -------- - - .. code-block:: python - - # Initialize trees class - mix = Trees(model_dict = model_dict) - - # Set prior information - mix.set_prior(k=2.5,ntree=30,overallnu=5,overallsd=0.01,inform_prior=False) - - # Train the model - fit = mix.train(X=x_train, y=y_train, ndpost = 10000, nadapt = 2000, nskip = 2000, adaptevery = 500, minnumbot = 4) - - # Get predictions and posterior weight functions. - ppost, pmean, pci, pstd = mix.predict(X = x_test, ci = 0.95) - wpost, wmean, wci, wstd = mix.predict_weights(X = x_test, ci = 0.95) - - ''' - - def __init__(self, model_dict: dict, **kwargs): - ''' - - Parameters: - ---------- - :param dict model_dict: - Dictionary of models where each item is an instance of BaseModel. - - :param dict kwargs: - Additional arguments to pass to the constructor. - - Returns: - --------- - :returns: None. - ''' - # Check model class - for i, model in enumerate(list(model_dict.values())): - try: - isinstance(model, BaseModel) - except AttributeError: - print( - f'model {list(model_dict.keys())[i]} is not derived from \ - taweret.core.base_model class') - else: - continue - - # Store model dictionary if all models are instances of BaseModel - self.model_dict = model_dict - - # MCMC Parameters - self.nummodels = len(model_dict) - self.ndpost = 1000 - self.nskip = 100 - self.nadapt = 1000 - self.tc = 2 - self.pbd = 0.7 - self.pb = 0.5 - self.stepwpert = 0.1 - self.probchv = 0.1 - self.minnumbot = 5 - self.printevery = 100 - self.numcut = 100 - self.adaptevery = 100 - - # Set the prior defaults - self.overallsd = None - self.overallnu = 10 - self.k = 2 - self.ntree = 1 - self.ntreeh = 1 - self.power = 2.0 - self.base = 0.95 - self.inform_prior = False - self.diffwtsprior = False - self.tauvec = None - self.betavec = None - - # Define the roots for the output files - self.xroot = "x" - self.yroot = "y" - self.sroot = "s" - self.chgvroot = "chgv" - self.froot = "f" - self.fsdroot = "fsd" - self.wproot = "wpr" - self.xiroot = "xi" - - # Set other defaults - self.modelname = "mixmodel" - self.summarystats = "FALSE" - self.local_openbt_path = os.getcwd() - self.google_colab = False - - # Set the kwargs dictionary - self.__dict__.update((key, value) for key, value in kwargs.items()) - - # Set defaults not relevant to model mixing -- only set so cpp code - # doesn't break - self.truncateds = None - self.modeltype = 9 - # self.ci = 0.68 - self._is_prior_set = False - self._is_predict_run = False # Remove ???? - - def evaluate(self): - ''' - Evaluate the mixed-model to get a point prediction. - This method is not applicable to BART-based mixing. - ''' - - raise Exception("Not applicable for trees.") - - def evaluate_weights(self): - ''' - Evaluate the weight functions to get a point prediction. - This method is not applicable to BART-based mixing. - ''' - raise Exception("Not applicable for trees.") - - @property - def map(self): - ''' - Return the map values for parameters in the model. - This method is not applicable to BART-based mixing. - ''' - return super().map - - @property - def posterior(self): - ''' - Returns the posterior distribution of the error standard deviation, - which is learned during the training process. - - Parameters: - ------------ - :param: None. - - Returns: - --------- - :returns: The posterior of the error standard deviation . - :rtype: np.ndarray - - ''' - return self._posterior - - @property - def prior(self): - ''' - Returns a dictionary of the hyperparameter settings used in the various - prior distributions. - - Parameters: - ----------- - :param: None. - - Returns: - -------- - :returns: A dictionary of the hyperparameters used in the model. - :rtype: dict - - ''' - # Init hyperprameters dict - hyper_params_dict = {} - - # Get tau and beta based on the prior cases - if self.diffwtsprior: - hyper_params_dict.update({'beta': self.betavec}) - hyper_params_dict.update({'tau': self.tauvec}) - else: - hyper_params_dict.update( - {'tau': np.repeat(self.tau, self.nummodels)}) - if self.inform_prior: - hyper_params_dict.update({'beta': "Not fixed"}) - else: - hyper_params_dict.update( - {'beta': np.repeat(self.beta, self.nummodels)}) - - # Get the remaining hyperparameters - hyper_params_dict.update({'nu': self.overallnu, - 'lambda': self.overalllambda, - 'base': self.base, - 'power': self.power, - 'baseh': self.baseh, - 'powerh': self.powerh}) - - return hyper_params_dict - - def set_prior( - self, - ntree: int = 1, - ntreeh: int = 1, - k: float = 2, - power: float = 2.0, - base: float = 0.95, - overallsd: float = None, - overallnu: int = 10, - inform_prior: bool = True, - tauvec: bool = None, - betavec: bool = None): - ''' - Sets the hyperparameters in the tree and terminal node priors. Also - specifies if an informative or non-informative prior will be used when mixing EFTs. - - Parameters: - ----------- - :param int ntree: - The number of trees used in the sum-of-trees model for - the weights. - :param int ntreeh: - The number of trees used in the product-of-trees model - for the error standard deviation. Set to 1 for - homoscedastic variance assumption. - :param float k: - The tuning parameter in the prior variance of the terminal node - parameter prior. This is a value greater than zero. - :param float power: - The power parameter in the tree prior. - :param float base: - The base parameter in the tree prior. - :param float overallsd: - An initial estimate of the erorr standard deviation. - This value is used to calibrate the scale parameter in variance prior. - :param float overallnu: - The shape parameter in the error variance prior. - :param bool inform_prior: - Controls if the informative or non-informative prior is used. - Specify true for the informative prior. - :param np.ndarray tauvec: - A K-dimensional array (where K is the number of models) that - contains the prior standard deviation of the terminal node - parameter priors. This is used when specifying different - priors for the different model weights. - :param np.ndarray betavec: - A K-dimensional array (where K is the number of models) that - contains the prior mean of the terminal node - parameter priors. This is used when specifying different - priors for the different model weights. - - Returns: - -------- - :returns: None. - - ''' - # Extract arguments - # valid_prior_args = ['ntree', 'ntreeh', 'k','power','base','overallsd','overallnu','inform_prior','tauvec', 'betavec'] - prior_dict = { - 'ntree': ntree, - 'ntreeh': ntreeh, - 'k': k, - 'power': power, - 'base': base, - 'overallsd': overallsd, - 'overallnu': overallnu, - 'inform_prior': inform_prior, - 'tauvec': tauvec, - 'betavec': betavec} - - self._prior = dict() - for (key, value) in prior_dict.items(): - # if key in valid_prior_args: - # Update class dictionary which stores all objects - self.__dict__.update({key: value}) - # Updates prior specific dictionary - self._prior.update({key: value}) - - # Set h arguments - [self._update_h_args(arg) for arg in ["power", "base", - "pbd", "pb", "stepwpert", - "probchv", "minnumbot"]] - - # Quality check for wtsprior argument -- if both vecs are populated - # then set diffwtsprior - if (tauvec is not None) and (betavec is not None): - self.diffwtsprior = True - else: - self.diffwtsprior = False - - # Run _define_parameters - self._is_prior_set = True - self._define_params() - - def prior_predict(self): - ''' - Return the prior predictive distribution of the mixed-model. - This method is not applicable to BART-based mixing. - ''' - raise Exception("Not applicable for trees.") - - def train(self, X: np.ndarray, y: np.ndarray, **kwargs): - ''' - Train the mixed-model using a set of observations y at inputs x. - - Parameters: - ---------- - :param np.ndarray X: input parameter values of dimension (n x p). - :param np.ndarray y: observed data at inputs X of dimension (n x 1). - :param dict kwargs: dictionary of arguments - - Returns: - -------- - :returns: A dictionary which contains relevant information to the model such as - values of tuning parameters. The MCMC results are written to a text file - and stored in a temporary directory as defined by the fpath key in the - results dictionary. - :rtype: dict - - ''' - # Cast data to arrays if not already and reshape if needed - if isinstance(X, list): - X = np.array(X) - - if len(X.shape) == 1: - X = X.reshape(X.shape[0], 1) - - if isinstance(y, list): - y = np.array(y) - - if len(y.shape) == 1: - y = y.reshape(y.shape[0], 1) - - # Get number of observations and the number of columns in design matrix - if X.shape[0] == y.shape[0]: - self.n = X.shape[0] - self.p = X.shape[1] - else: - raise ValueError( - "Number of rows in x_exp does not match length of y_exp.") - - # Get predictions from the model set at X's - fhat_list = [] - shat_list = [] - for m in list(self.model_dict.values()): - # Get predictions from selected model - fhat_col, shat_col = m.evaluate(X) - - # Append predictions to respective lists - fhat_list.append(fhat_col) - shat_list.append(shat_col) - - # Construct two matrices using concatenate - f_matrix = np.concatenate(fhat_list, axis=1) - s_matrix = np.concatenate(shat_list, axis=1) - self.F_train = f_matrix - self.S_train = s_matrix - - # Set the rest of the data - self.y_train = y - # Reshape X_train to be pxn --- keeping this to remain in sync with - # remainder of code - self.X_train = np.transpose(X) - - # Overwrite any default parameters - if not self._is_prior_set: - self._define_params() - - # Set default outputs - self.fmean_out = 0 - self.rgy = [np.min(self.y_train), np.max(self.y_train)] - self.ntreeh = 1 - - # Set the mcmc properties from kwargs - self._set_mcmc_info(kwargs) - - # Set data informed prior values if needed - if self.overalllambda is None: - self.overallsd = np.std(self.y_train, ddof=1) - self.overalllambda = self.overallsd**2 - - # Write config file - self._write_config_file() - self._write_data() - print("Running model...") - cmd = "openbtcli" - self._run_model(cmd) - - # See which attributes are returned/can be returned here - # Return attributes to be saved as a separate fit object: - # Missing the influence attribute from the R code (skip for now) - res = {} - self.maxx = np.ceil(np.max(self.X_train, axis=1)) - self.minx = np.floor(np.min(self.X_train, axis=1)) - - keys = [ - 'fpath', - 'inform_prior', - 'minnumbot', - 'nummodels', - 'overallsd', - 'pb', - 'pbd', - 'probchv', - 'stepwpert'] - - for key in keys: - res[key] = self.__dict__[key] - # res['minx'] = self.minx; res['maxx'] = self.maxx - - # Get predictions at training points -- more importanlty, get the posterior of sigma - # ci level doesn't matter here, all we want is the posterior - train_post, train_mean, train_ci, train_sd = self.predict(X, ci=0.68) - if self.ntreeh == 1: - sigma_post = self.sdraws[:, 0] - else: - sigma_post = self.sdraws - - self._posterior = sigma_post - - return res - - def predict(self, X: np.ndarray, ci: float = 0.95): - ''' - Obtain the posterior predictive distribution of the mixed-model at a set - of inputs X. - - Parameters: - ---------- - :param np.ndarray X: design matrix of testing inputs. - :param float ci: credible interval width, must be a value within the interval (0,1). - - Returns: - -------- - :returns: The posterior prediction draws and summaries. - :rtype: np.ndarray, np.ndarray, np.ndarray, np.ndarray - :return value: the posterior predictive distribution evaluated at the specified test points - :return value: the posterior mean of the mixed-model at each input in X. - :return value: the pointwise credible intervals at each input in X. - :return value: the posterior standard deviation of the mixed-model at each input in X. - ''' - - # Set q_lower and q_upper - alpha = (1 - ci) - q_lower = alpha / 2 - q_upper = 1 - alpha / 2 - - # Casting lists to arrays when needed - if (isinstance(X, list)): - X = np.array(X) - if (len(X.shape) == 1): # If shape is (n, ), change it to (n, 1): - X = X.reshape(len(X), 1) - - # Get predictions from the model set at X's - fhat_list = [] - shat_list = [] - for m in list(self.model_dict.values()): - # Get predictions from selected model - fhat_col, shat_col = m.evaluate(X) - - # Append predictions to respective lists - fhat_list.append(fhat_col) - shat_list.append(shat_col) - - # Construct F matrix using concatenate - F = np.concatenate(fhat_list, axis=1) - self.F_test = F - - # Set control values - self.p_test = X.shape[1] - self.n_test = X.shape[0] - - self.q_lower = q_lower - self.q_upper = q_upper - self.xproot = "xp" - self.fproot = "fp" - self._write_chunks(X, (self.n_test) // (self.n_test / (self.tc)), - self.xproot, - '%.7f') - - # Write chunks for f in model mixing - if self.modeltype == 9: - self._write_chunks(F, (self.n_test) // (self.n_test / (self.tc)), - self.fproot, - '%.7f') - - # Set and write config file - self.configfile = Path(self.fpath / "config.pred") - pred_params = [self.modelname, self.modeltype, - self.xiroot, self.xproot, self.fproot, - self.ndpost, self.ntree, self.ntreeh, - self.p_test, self.nummodels, self.tc, self.fmean_out] - # print(self.ntree); print(self.ntreeh) - with self.configfile.open("w") as pfile: - for param in pred_params: - pfile.write(str(param) + "\n") - cmd = "openbtpred" - self._run_model(cmd) - self._read_in_preds() - self._is_predict_run = True # mark that the predict function has been called - - # Get results - pred_post = self.mdraws - pred_mean = self.pred_mean - pred_sd = self.pred_sd - pred_credible_interval = (self.pred_lower, self.pred_upper) - - # Return sigma posterior and summary stats - # sigma_post = self.sdraws - # sigma_mean = self.sigma_mean - # sigma_sd = self.sigma_sd - # sigma_credible_interval = (self.sigma_lower, self.sigma_upper) - return pred_post, pred_mean, pred_credible_interval, pred_sd - - def predict_weights(self, X: np.ndarray, ci: float = 0.95): - ''' - Obtain posterior distribution of the weight functions at a set - of inputs X. - - Parameters: - ---------- - :param np.ndarray X: design matrix of testing inputs. - :param float ci: credible interval width, must be a value within the interval (0,1). - - Returns: - -------- - :returns: The posterior weight function draws and summaries. - :rtype: np.ndarray, np.ndarray, np.ndarray, np.ndarray - :return value: the posterior draws of the weight functions at each input in X. - :return value: posterior mean of the weight functions at each input in X. - :return value: pointwise credible intervals for the weight functions. - :return value: posterior standard deviation of the weight functions at each input in X. - ''' - - # Set q_lower and q_upper - alpha = (1 - ci) - q_lower = alpha / 2 - q_upper = 1 - alpha / 2 - - # Checks for proper inputs and convert lists to arrays - if not self.modeltype == 9: - raise TypeError( - "Cannot call openbt.mixingwts() method for openbt objects that are not modeltype = 'mixbart'") - if isinstance(X, list): - X = np.array(X) - if (len(X.shape) == 1): - X = X.reshape(len(X), 1) - if not self.p == X.shape[1]: - raise ValueError( - "The X array does not have the appropriate number of columns.") - - # Set control parameters - self.xwroot = "xw" - # default, needed when considering the general class of model mixing - # problems -- revist this later - self.fitroot = ".fit" - self.q_lower = q_lower - self.q_upper = q_upper - - # write out the config file - # Set control values - # no need to set this as a class object like in predict function - self.n_test = X.shape[0] - self.X_test = X - self._write_chunks(X, (self.n_test) // (self.n_test / (self.tc)), - self.xwroot, - '%.7f') - - # Set and write config file - self.configfile = Path(self.fpath / "config.mxwts") - pred_params = [self.modelname, self.modeltype, - self.xiroot, self.xwroot, self.fitroot, - self.ndpost, self.ntree, self.ntreeh, - self.p, self.nummodels, self.tc] - # print(self.ntree); print(self.ntreeh) - with self.configfile.open("w") as pfile: - for param in pred_params: - pfile.write(str(param) + "\n") - # run the program - cmd = "openbtmixingwts" - self._run_model(cmd) - - # Read in the weights - self._read_in_wts() - - # New: make things a bit more like R, and save attributes to a fit - # object: - posterior = self.wdraws - post_mean = self.wts_mean - post_sd = self.wts_sd - post_credible_interval = [self.wts_lower, self.wts_upper] - - return posterior, post_mean, post_credible_interval, post_sd - - # ----------------------------------------------------------- - # Plotting - - def plot_prediction(self, xdim: int = 0): - ''' - Plot the predictions of the mixed-model. The x-axis of this plot - can be any column of the design matrix X, which is passed into - the predict function. - - Parameters: - ---------- - :param int xdim: index of the column to plot against the predictions. - - Returns: - -------- - :return: None. - ''' - col_list = ['red', 'blue', 'green', 'purple', 'orange'] - if self.pred_mean is None: - # Compute weights at training points - print("Getting predictions at training points by default.") - out_pred = self.predict(self.X_train.transpose()) - self.X_test = self.X_train.transpose() - - # Now plot the prediction -- need to improve this plot - fig = plt.figure(figsize=(6, 5)) - plt.plot(self.X_test[:, xdim], self.pred_mean, color='black') - plt.plot(self.X_test[:, xdim], self.pred_lower, - color='black', linestyle="dashed") - plt.plot(self.X_test[:, xdim], self.pred_upper, - color='black', linestyle="dashed") - for i in range(self.nummodels): - plt.plot(self.X_test[:, xdim], self.F_test[:, i], - color=col_list[i], linestyle='dotted') - # Recall X_train was transposed in the beginning - plt.scatter(self.X_train[xdim, :], self.y_train) - plt.title("Posterior Mean Prediction") - plt.xlabel("X") # Update Label - plt.ylabel("F(X)") # Update Label - plt.grid(True, color='lightgrey') - plt.show() - - def plot_weights(self, xdim: int = 0): - ''' - Plot the weight functions. The x-axis of this plot - can be any column of the design matrix X, which is passed into - the predict_weights function. - - Parameters: - ---------- - :param int xdim: index of the column to plot against the predictions. - - Returns: - -------- - :return: None. - - ''' - # Check if weights are already loaded - col_list = ['red', 'blue', 'green', 'purple', 'orange'] - if self.wts_mean is None: - # Compute weights at training points - print("Computing weights at training points by default.") - out_wts = self.weights(self.X_train.transpose()) - self.X_test = self.X_train.transpose() - - # Now plot the weights -- need to improve this plot - fig = plt.figure(figsize=(6, 5)) - for i in range(self.nummodels): - plt.plot(self.X_test[:, xdim], - self.wts_mean[:, i], color=col_list[i]) - plt.plot(self.X_test[:, xdim], self.wts_lower[:, i], - color=col_list[i], linestyle="dashed") - plt.plot(self.X_test[:, xdim], self.wts_upper[:, i], - color=col_list[i], linestyle="dashed") - plt.title("Posterior Weight Functions") - plt.xlabel("X") # Update Label - plt.ylabel("W(X)") # Update Label - plt.grid(True, color='lightgrey') - plt.show() - - def plot_sigma(self): - ''' - Plot the posterior distribution of the observational error - standard deviation. - ''' - fig = plt.figure(figsize=(6, 5)) - plt.hist(self.posterior, zorder=2) - plt.title("Posterior Error Standard Deviation") - plt.xlabel("Sigma") # Update Label - plt.ylabel("Frequency") # Update Label - plt.grid(True, color='lightgrey', zorder=0) - plt.show() - - # ---------------------------------------------------------- - # "Private" Functions - def _define_params(self): - """ - Private function. Set up parameters for the cpp. - """ - # Overwrite the hyperparameter settings when model mixing - if self.inform_prior: - self.tau = 1 / (2 * self.ntree * self.k) - self.beta = 1 / self.ntree - else: - self.tau = 1 / (2 * np.sqrt(self.ntree) * self.k) - self.beta = 1 / (2 * self.ntree) - - # overall lambda calibration - if self.overallsd is not None: - self.overalllambda = self.overallsd**2 - else: - self.overalllambda = None - - # Set overall nu - if self.overallnu is None: - self.overallnu = 10 - - def _read_in_preds(self): - """ - Private function, read in predictions from text files. - """ - mdraw_files = sorted( - list( - self.fpath.glob( - self.modelname + - ".mdraws*"))) - sdraw_files = sorted( - list( - self.fpath.glob( - self.modelname + - ".sdraws*"))) - mdraws = [] - for f in mdraw_files: - read = open(f, "r") - lines = read.readlines() - if lines[0] != '\n' and lines[1] != '\n': # If it's nonempty - mdraws.append(np.loadtxt(f)) - # print(mdraws[0].shape); print(len(mdraws)) - self.mdraws = np.concatenate( - mdraws, axis=1) # Got rid of the transpose - sdraws = [] - for f in sdraw_files: - read = open(f, "r") - lines = read.readlines() - if lines[0] != '\n' and lines[1] != '\n': # If it's nonempty - sdraws.append(np.loadtxt(f)) - # print(sdraws[0]); print(sdraws[0][0]) - # print(len(sdraws)); print(len(sdraws[0])); print(len(sdraws[0][0])) - self.sdraws = np.concatenate( - sdraws, axis=1) # Got rid of the transpose - - # New (added by me), since R returns arrays like these by default: - # Calculate mmean and smean arrays, and related statistics - self.pred_mean = np.empty(len(self.mdraws[0])) - self.sigma_mean = np.empty(len(self.sdraws[0])) - self.pred_sd = np.empty(len(self.mdraws[0])) - self.sigma_sd = np.empty(len(self.mdraws[0])) - self.pred_5 = np.empty(len(self.mdraws[0])) - self.sigma_5 = np.empty(len(self.mdraws[0])) - self.pred_lower = np.empty(len(self.mdraws[0])) - self.sigma_lower = np.empty(len(self.sdraws[0])) - self.pred_upper = np.empty(len(self.mdraws[0])) - self.sigma_upper = np.empty(len(self.sdraws[0])) - for j in range(len(self.mdraws[0])): - self.pred_mean[j] = np.mean(self.mdraws[:, j]) - self.sigma_mean[j] = np.mean(self.sdraws[:, j]) - self.pred_sd[j] = np.std(self.mdraws[:, j], ddof=1) - self.sigma_sd[j] = np.std(self.sdraws[:, j], ddof=1) - self.pred_5[j] = np.quantile(self.mdraws[:, j], 0.50) - self.sigma_5[j] = np.quantile(self.sdraws[:, j], 0.50) - self.pred_lower[j] = np.quantile(self.mdraws[:, j], self.q_lower) - self.sigma_lower[j] = np.quantile(self.sdraws[:, j], self.q_lower) - self.pred_upper[j] = np.quantile(self.mdraws[:, j], self.q_upper) - self.sigma_upper[j] = np.quantile(self.sdraws[:, j], self.q_upper) - - def _read_in_wts(self): - """ - Private function, read in weights from text files. - """ - # Initialize the wdraws dictionary - self.wdraws = {} - - # Initialize summary statistic matrices for the wts - self.wts_mean = np.empty((self.n_test, self.nummodels)) - self.wts_sd = np.empty((self.n_test, self.nummodels)) - self.wts_5 = np.empty((self.n_test, self.nummodels)) - self.wts_lower = np.empty((self.n_test, self.nummodels)) - self.wts_upper = np.empty((self.n_test, self.nummodels)) - - # Get the weight files - for k in range(self.nummodels): - wdraw_files = sorted(list(self.fpath.glob( - self.modelname + ".w" + str(k + 1) + "draws*"))) - wdraws = [] - for f in wdraw_files: - read = open(f, "r") - lines = read.readlines() - if lines[0] != '\n' and lines[1] != '\n': # If it's nonempty - wdraws.append(np.loadtxt(f)) - - # Store the wdraws array in the self.wdraws dictionary under the - # key wtname - wtname = "w" + str(k + 1) - self.wdraws[wtname] = np.concatenate( - wdraws, axis=1) # Got rid of the transpose - - for j in range(len(self.wdraws[wtname][0])): - self.wts_mean[j][k] = np.mean(self.wdraws[wtname][:, j]) - self.wts_sd[j][k] = np.std(self.wdraws[wtname][:, j], ddof=1) - self.wts_5[j][k] = np.quantile(self.wdraws[wtname][:, j], 0.50) - self.wts_lower[j][k] = np.quantile( - self.wdraws[wtname][:, j], self.q_lower) - self.wts_upper[j][k] = np.quantile( - self.wdraws[wtname][:, j], self.q_upper) - - def _run_model(self, cmd="openbtcli"): - """ - Private function, run the cpp program via the command line using - a subprocess. - """ - # Check to see if executable is in the current directory - sh = shutil.which(cmd) - - # Execute the subprocess, changing directory when needed - if sh is None: - # openbt exe were not found in the current directory -- try the - # local directory passed in - sh = shutil.which(cmd, path=self.local_openbt_path) - if sh is None: - raise FileNotFoundError( - "Cannot find openbt executables. Please specify the path using the argument local_openbt_path in the constructor.") - else: - cmd = sh - if not self.google_colab: - # MPI with local program - sp = subprocess.run(["mpirun", - "-np", - str(self.tc), - cmd, - str(self.fpath)], - stdin=subprocess.DEVNULL, - capture_output=True) - else: - # Shell command for MPI with google colab - full_cmd = "mpirun --allow-run-as-root --oversubscribe -np " + \ - str(self.tc) + " " + cmd + " " + str(self.fpath) - os.system(full_cmd) - else: - if not self.google_colab: - # MPI with installed .exe - sp = subprocess.run(["mpirun", - "-np", - str(self.tc), - cmd, - str(self.fpath)], - stdin=subprocess.DEVNULL, - capture_output=True) - else: - # Google colab with installed program - full_cmd = "mpirun --allow-run-as-root --oversubscribe -np " + \ - str(self.tc) + " " + cmd + " " + str(self.fpath) - os.system(full_cmd) - - def _set_mcmc_info(self, mcmc_dict): - """ - Private function, set mcmc information. - """ - # Extract arguments - valid_mcmc_args = [ - "ndpost", - "nskip", - "nadapt", - "tc", - "pbd", - "pb", - "stepwpert", - "probchv", - "minnumbot", - "printevery", - "numcut", - "adaptevery", - "xicuts"] - for (key, value) in mcmc_dict.items(): - if key in valid_mcmc_args: - self.__dict__.update({key: value}) - - # Cutpoints - if "xicuts" not in self.__dict__: - self.xi = {} - maxx = np.ceil(np.max(self.X_train, axis=1)) - minx = np.floor(np.min(self.X_train, axis=1)) - for feat in range(self.p): - xinc = (maxx[feat] - minx[feat]) / (self.numcut + 1) - self.xi[feat] = [ - np.arange(1, (self.numcut) + 1) * xinc + minx[feat]] - - # Birth and Death probability -- set product tree pbd to 0 for selected - # models - if (isinstance(self.pbd, float)): - self.pbd = [self.pbd, 0] - - # Update the product tree arguments - [self._update_h_args(arg) for arg in ["pbd", "pb", "stepwpert", - "probchv", "minnumbot"]] - - def _set_wts_prior(self, betavec, tauvec): - """ - Private function, set the non-informative weights prior when - the weights are not assumed to be identically distributed. - """ - # Cast lists to np.arrays when needed - if isinstance(betavec, list): - betavec = np.array(betavec) - if isinstance(tauvec, list): - tauvec = np.array(tauvec) - - # Check lengths - if not (len(tauvec) == self.nummodels and len( - betavec) == self.nummodels): - raise ValueError( - "Incorrect vector length for tauvec and/or betavec. Lengths must be equal to the number of models.") - - # Store the hyperparameters passed in - self.diffwtsprior = True - self.betavec = betavec - self.tauvec = tauvec - - def _update_h_args(self, arg): - """ - Private function, update default arguments for the - product-of-trees model. - """ - try: - self.__dict__[arg + "h"] = self.__dict__[arg][1] - self.__dict__[arg] = self.__dict__[arg][0] - except BaseException: - self.__dict__[arg + "h"] = self.__dict__[arg] - - def _write_chunks(self, data, no_chunks, var, *args): - """ - Private function, write data to text file. - """ - if no_chunks == 0: - print("Writing all data to one 'chunk'") - no_chunks = 1 - if (self.tc - int(self.tc) == 0): - splitted_data = np.array_split(data, no_chunks) - else: - sys.exit('Fit: Invalid tc input - exiting process') - int_added = 0 if var in ["xp", "fp", "xw"] else 1 - - for i, ch in enumerate(splitted_data): - np.savetxt(str(self.fpath / Path(self.__dict__[var + "root"] + str(i + int_added))), - ch, fmt=args[0]) - - # Need to generalize -- this is only used in fit - - def _write_config_file(self): - """ - Private function, create temp directory to write config and data files. - """ - f = tempfile.mkdtemp(prefix="openbtpy_") - self.fpath = Path(f) - run_params = [ - self.modeltype, - self.xroot, - self.yroot, - self.fmean_out, - self.ntree, - self.ntreeh, - self.ndpost, - self.nskip, - self.nadapt, - self.adaptevery, - self.tau, - self.beta, - self.overalllambda, - self.overallnu, - self.base, - self.power, - self.baseh, - self.powerh, - self.tc, - self.sroot, - self.chgvroot, - self.froot, - self.fsdroot, - self.inform_prior, - self.wproot, - self.diffwtsprior, - self.pbd, - self.pb, - self.pbdh, - self.pbh, - self.stepwpert, - self.stepwperth, - self.probchv, - self.probchvh, - self.minnumbot, - self.minnumboth, - self.printevery, - self.xiroot, - self.modelname, - self.summarystats] - # print(run_params) - self.configfile = Path(self.fpath / "config") - with self.configfile.open("w") as tfile: - for param in run_params: - tfile.write(str(param) + "\n") - - def _write_data(self): - """ - Private function, write data to textfiles. - """ - splits = (self.n - 1) // (self.n / (self.tc) - ) # Should = tc - 1 as long as n >= tc - # print("splits =", splits) - self._write_chunks(self.y_train, splits, "y", '%.7f') - self._write_chunks(np.transpose(self.X_train), splits, "x", '%.7f') - self._write_chunks(np.ones((self.n), dtype="int"), - splits, "s", '%.0f') - print("Results stored in temporary path: " + str(self.fpath)) - if self.X_train.shape[0] == 1: - # print("1 x variable, so correlation = 1") - np.savetxt(str(self.fpath / Path(self.chgvroot)), [1], fmt='%.7f') - elif self.X_train.shape[0] == 2: - # print("2 x variables") - np.savetxt(str(self.fpath / Path(self.chgvroot)), - [spearmanr(self.X_train, axis=1)[0]], fmt='%.7f') - else: - # print("3+ x variables") - np.savetxt(str(self.fpath / Path(self.chgvroot)), - spearmanr(self.X_train, axis=1)[0], fmt='%.7f') - - for k, v in self.xi.items(): - np.savetxt( - str(self.fpath / Path(self.xiroot + str(k + 1))), v, fmt='%.7f') - - # Write model mixing files - if self.modeltype == 9: - # F-hat matrix - self._write_chunks(self.F_train, splits, "f", '%.7f') - # S-hat matrix when using inform_prior - if self.inform_prior: - self._write_chunks(self.S_train, splits, "fsd", '%.7f') - # Wts prior when passed in - if self.diffwtsprior: - np.savetxt(str(self.fpath / Path(self.wproot)), - np.concatenate(self.betavec, self.tauvec), fmt='%.7f') - - # -------------------------------------------- - # Workking -- trees jail - # Return predictions of sigma --- need to figure this out (may group this into _posterior??) - # NEED TO THINK ABOUT THIS - # def predict_sigma(self, X, ci = 0.68): - # """ - # Working function, not completed. - # """ - # if self._is_predict_run and self.X_test == X: - # # If prediction was run and test data is the same - # sigma_post = self.sdraws - # sigma_mean = self.sigma_mean - # sigma_sd = self.sigma_sd - # sigma_credible_interval = (self.sigma_lower, self.sigma_upper) - - # # Get new credible intervals if ci level changes - # if not self.pred_ci == ci: - # new_sigma_lower = np.empty(len(self.sdraws[0])) - # new_sigma_upper = np.empty(len(self.sdraws[0])) - # for j in range(len(self.sdraws[0])): - # new_sigma_lower[j] = np.quantile(self.sdraws[:, j], self.q_lower) - # new_sigma_upper[j] = np.quantile(self.sdraws[:, j], self.q_upper) - # sigma_credible_interval = (new_sigma_lower, new_sigma_upper) - # else: - # # Run predict at X if predict has not already been called - # _,_,_,_ = self.predict(X, ci) - # sigma_post = self.sdraws - # sigma_mean = self.sigma_mean - # sigma_sd = self.sigma_sd - # sigma_credible_interval = (self.sigma_lower, self.sigma_upper) - - # return sigma_post, sigma_mean, sigma_credible_interval, sigma_sd diff --git a/Taweret/models/coleman_models.py b/Taweret/models/coleman_models.py deleted file mode 100644 index bf4e1899..00000000 --- a/Taweret/models/coleman_models.py +++ /dev/null @@ -1,253 +0,0 @@ -import numpy as np -from Taweret.core.base_model import BaseModel -from Taweret.utils.utils import normal_log_likelihood_elementwise as log_likelihood_elementwise_utils -from Taweret.utils.utils import normed_mvn_loglike -import bilby - - -class coleman_model_1(BaseModel): - - def __init__(self) -> None: - self._prior = None - - def evaluate( - self, - input_values: np.array, - model_param: np.array, - full_corr=False) -> np.array: - """ - Predict the mean and error for given input values - - Parameters - ---------- - input_values : numpy 1darray - input parameter values - model_param : numpy 1darray - value of the model parameter - """ - - x = input_values.flatten() - mean = np.zeros(len(x)) - var = 0.3 * 0.3 * np.zeros(len(x)) - - if len(model_param.flatten()) != 1: - raise TypeError( - 'The model_param has to be single element numpy array') - - mean = 0.5 * (x + model_param.item()) - 2 - # if full_corr: - # # for now coleman models do not have full covariance. - return mean.flatten(), np.sqrt(var).flatten(), None - # else: - # return mean.flatten(), np.sqrt(var).flatten() - - def log_likelihood_elementwise(self, x_exp, y_exp, y_err, model_param): - x_exp = x_exp.flatten() - y_exp = y_exp.flatten() - y_err = y_err.flatten() - # log likleihood elementwise can only handle 1 observable - return log_likelihood_elementwise_utils( - self, x_exp, y_exp, y_err, model_param) - - # def log_likelihood(self, x_exp, y_exp_all, y_err_all, W, model_param=None): - # """ - # Calculate Normal log likelihood for all centrality in x_exp with - # weights. - - # Parameters - # ---------- - - # x_exp : - - # y_exp_all : - - # y_err_all : - - # W : - # """ - - # predictions, model_errs = self.evaluate(x_exp, model_param) - # x_exp = x_exp.flatten() - # if len(x_exp)!=y_exp_all.shape[0]: - # raise Exception(f'Dimensionality mistmach between x_exp and y_exp') - # #Since the y_Exp_all has the shape of n_centralities * n_observabl_types - # weights = [] - # for w in W: - # weights.append(w*np.ones(y_exp_all.shape[1])) - # weights = np.array(weights).flatten() - # predictions = np.array(predictions).flatten() - # y_exp_all = np.array(y_exp_all).flatten() - # y_err_all = np.array(y_err_all).flatten() - # diff = (predictions - y_exp_all)*weights - # final_cov = np.diag(np.square(y_err_all)) - # N = len(x_exp) - # x_length = x_exp[1] - x_exp[0] - # for i in range(0,N): - # for j in range(0,N): - # rho = 0.6*x_length/((x_exp[i]-x_exp[j])**2) - # if i==j: - # continue - # final_cov[i,j]=np.sqrt(final_cov[i,i]*final_cov[j,j])*rho - # return normed_mvn_loglike(diff,final_cov) - - def set_prior(self, bilby_priors=None): - ''' - Set the prior on model parameters. - ''' - if bilby_priors is None: - print('Using default priors for model 1') - priors = bilby.prior.PriorDict() - priors['model1_0'] = bilby.core.prior.Uniform(1, 6, "model1_0") - else: - priors = bilby_priors - print(priors) - self._prior = priors - return priors - - @property - def prior(self): - if self._prior is None: - return self.set_prior() - else: - return self._prior - - @prior.setter - def prior(self, bilby_prior_dic): - return self.set_prior(bilby_prior_dic) - - -class coleman_model_2(BaseModel): - - def __init__(self) -> None: - self._prior = None - - def evaluate( - self, - input_values: np.array, - model_param: np.array, - full_corr=False) -> np.array: - """ - Predict the mean and error for given input values - - Parameters - ---------- - input_values : numpy 1darray - input parameter values - model_param : numpy 1darray - value of the model parameter - """ - - x = input_values.flatten() - mean = np.zeros(len(x)) - var = 0.3 * 0.3 * np.zeros(len(x)) - - if len(model_param.flatten()) != 1: - raise TypeError( - 'The model_param has to be single element numpy array') - - mean = -0.5 * (x - model_param.item()) + 3.7 - # if full_corr: - # # for now coleman models do not have full covariance. - return mean, np.sqrt(var), None - # else: - # return mean, np.sqrt(var) - - def log_likelihood_elementwise(self, x_exp, y_exp, y_err, model_param): - x_exp = x_exp.flatten() - y_exp = y_exp.flatten() - y_err = y_err.flatten() - # log likleihood elementwise can only handle 1 observable - return log_likelihood_elementwise_utils( - self, x_exp, y_exp, y_err, model_param) - - # def log_likelihood(self, x_exp, y_exp_all, y_err_all, W, model_param=None): - # """ - # Calculate Normal log likelihood for all centrality in x_exp with - # weights. - - # Parameters - # ---------- - - # x_exp : - - # y_exp_all : - - # y_err_all : - - # W : - # """ - - # predictions, model_errs = self.evaluate(x_exp, model_param) - # x_exp = x_exp.flatten() - # if len(x_exp)!=y_exp_all.shape[0]: - # raise Exception(f'Dimensionality mistmach between x_exp and y_exp') - # #Since the y_Exp_all has the shape of n_centralities * n_observabl_types - # weights = [] - # for w in W: - # weights.append(w*np.ones(y_exp_all.shape[1])) - # weights = np.array(weights).flatten() - # predictions = np.array(predictions).flatten() - # y_exp_all = np.array(y_exp_all).flatten() - # y_err_all = np.array(y_err_all).flatten() - # diff = (predictions - y_exp_all)*weights - # final_cov = np.diag(np.square(y_err_all)) - # N = len(x_exp) - # x_length = x_exp[1] - x_exp[0] - # for i in range(0,N): - # for j in range(0,N): - # rho = 0.6*x_length/((x_exp[i]-x_exp[j])**2) - # if i==j: - # continue - # final_cov[i,j]=np.sqrt(final_cov[i,i]*final_cov[j,j])*rho - # return normed_mvn_loglike(diff,final_cov) - - def set_prior(self, bilby_priors=None): - ''' - Set the prior on model parameters. - ''' - if bilby_priors is None: - print('Using default priors for model 2') - priors = bilby.prior.PriorDict() - priors['model2_0'] = bilby.core.prior.Uniform(-2, 3, "model2_0") - else: - priors = bilby_priors - print(priors) - self._prior = priors - return priors - - @property - def prior(self): - if self._prior is None: - return self.set_prior() - else: - return self._prior - - @prior.setter - def prior(self, bilby_prior_dic): - return self.set_prior(bilby_prior_dic) - - -class coleman_truth(BaseModel): - - def evaluate(self, input_values: np.array) -> np.array: - """ - Predict the mean and error for given input values - - Parameters - ---------- - input_values : numpy 1darray - input parameter values - """ - - x = input_values.flatten() - mean = np.zeros(len(x)) - var = 0.3 * 0.3 * np.ones(len(x)) - - mean = 2 - 0.1 * (x - 4)**2 - return mean, np.sqrt(var) - - def log_likelihood_elementwise(self, x_exp, y_exp, y_err, model_param): - pass - - def set_prior(self, bilby_priors=None): - pass diff --git a/Taweret/models/polynomial_models.py b/Taweret/models/polynomial_models.py deleted file mode 100644 index a5a42bfb..00000000 --- a/Taweret/models/polynomial_models.py +++ /dev/null @@ -1,392 +0,0 @@ -import numpy as np -from scipy.special import factorial -from Taweret.core.base_model import BaseModel - -# Polynomial Class Functions - - -class polynomal_model(BaseModel): - ''' - Polynomial models class. Used to define a function of the form - - .. math:: - f(x) = c(x-a)^p + b - ''' - - def __init__(self, a=0, b=0, c=1, p=1): - ''' - Parameters: - ----------- - :param float a: center parameter. - :param float b: shift parameter. - :param float c: scale parameter. - :param float p: power parameter. - - ''' - self.a = a - self.b = b - self.c = c - self.p = p - - def evaluate(self, x): - ''' - Evaluate the polynomial at a grid of x's. The standard deviation - output is set to 1 by default. - - Parameters: - ----------- - :param np.ndarray x: design matrix. - - Returns: - -------- - :returns: mean and standard deviation of the model at the x grid points. - :rtype: np.ndarray, np.ndarray - :return values: mean predictions. - :return values: standard deviation of the predictions. - - ''' - if isinstance(x, list): - x = np.array(x) - m = self.c * (x - self.a)**self.p + self.b - if len(m.shape) == 1: - m = m.reshape(m.shape[0], 1) - s = np.array([1] * x.shape[0]).reshape(m.shape[0], 1) - return m, s - - def set_prior(self): - ''' - Set the prior on any model parameters. - Not needed for this model. - ''' - return None - - def log_likelihood_elementwise(self): - ''' - Obtain the log likelihood for the model. - Not needed for this model. - ''' - return None - - -# Taylor Expansions -class sin_exp(BaseModel): - ''' - Sine Taylor series expansion model class. - ''' - - def __init__(self, k, x0): - ''' - Parameters: - ----------- - :param int k: the degree of the expansion. - :param float x0: the center of the expansion. - - ''' - - self.k = k - self.x0 = x0 - - def evaluate(self, x): - ''' - Evaluate the Taylor Series at a grid of x's. The standard deviation - output is set to 1 by default. - - Parameters: - ----------- - :param np.ndarray x: design matrix. - - Returns: - -------- - :returns: mean and standard deviation of the model at the x grid points. - :rtype: np.ndarray, np.ndarray - :return values: mean predictions. - :return values: standard deviation of the predictions. - - ''' - # Check type of x - if isinstance(x, list): - x = np.array(x) - - # Get degree list for polynomial expansion - deg = np.linspace(0, self.k, self.k + 1) - - # Get every 4th term (derivative repaets every 4 terms) - h0 = deg[deg % 4 == 0] - h1 = deg[deg % 4 == 1] - h2 = deg[deg % 4 == 2] - h3 = deg[deg % 4 == 3] - - # Compute taylor series: - xc = x - self.x0 - xc0 = xc.repeat(h0.shape[0]).reshape(x.shape[0], h0.shape[0]) - ts = np.sum( - np.sin( - self.x0) * - np.power( - xc0, - h0) / - factorial(h0), - axis=1) - - xc1 = xc.repeat(h1.shape[0]).reshape(x.shape[0], h1.shape[0]) - ts = ts + np.sum(np.cos(self.x0) * np.power(xc1, - h1) / factorial(h1), axis=1) - - xc2 = xc.repeat(h2.shape[0]).reshape(x.shape[0], h2.shape[0]) - ts = ts + np.sum(-np.sin(self.x0) * - np.power(xc2, h2) / factorial(h2), axis=1) - - xc3 = xc.repeat(h3.shape[0]).reshape(x.shape[0], h3.shape[0]) - ts = ts + np.sum(-np.cos(self.x0) * - np.power(xc3, h3) / factorial(h3), axis=1) - - if len(ts.shape) == 1: - ts = ts.reshape(ts.shape[0], 1) - - s = np.array([1] * x.shape[0]).reshape(ts.shape[0], 1) - return ts, s - - def set_prior(self): - ''' - Set the prior on any model parameters. - Not needed for this model. - ''' - return None - - def log_likelihood_elementwise(self): - ''' - Obtain the log likelihood for the model. - Not needed for this model. - ''' - return None - - -class cos_exp(BaseModel): - ''' - Cosine Taylor series expansion model class. - ''' - - def __init__(self, k, x0): - ''' - Parameters: - ----------- - :param int k: the degree of the expansion. - :param float x0: the center of the expansion. - - ''' - self.k = k - self.x0 = x0 - - def evaluate(self, x): - ''' - Evaluate the Taylor series at a grid of x's. The standard deviation - output is set to 1 by default. - - Parameters: - ----------- - :param np.ndarray x: design matrix. - - Returns: - -------- - :returns: mean and standard deviation of the model at the x grid points. - :rtype: np.ndarray, np.ndarray - :return values: mean predictions. - :return values: standard deviation of the predictions. - - ''' - # Check type of x - if isinstance(x, list): - x = np.array(x) - - # Get degree list for polynomial expansion - deg = np.linspace(0, self.k, self.k + 1) - - # Get every 4th term (derivative repaets every 4 terms) - h0 = deg[deg % 4 == 0] - h1 = deg[deg % 4 == 1] - h2 = deg[deg % 4 == 2] - h3 = deg[deg % 4 == 3] - - # Compute taylor series: - xc = x - self.x0 - xc0 = xc.repeat(h0.shape[0]).reshape(x.shape[0], h0.shape[0]) - ts = np.sum( - np.cos( - self.x0) * - np.power( - xc0, - h0) / - factorial(h0), - axis=1) - - xc1 = xc.repeat(h1.shape[0]).reshape(x.shape[0], h1.shape[0]) - ts = ts + np.sum(-np.sin(self.x0) * - np.power(xc1, h1) / factorial(h1), axis=1) - - xc2 = xc.repeat(h2.shape[0]).reshape(x.shape[0], h2.shape[0]) - ts = ts + np.sum(-np.cos(self.x0) * - np.power(xc2, h2) / factorial(h2), axis=1) - - xc3 = xc.repeat(h3.shape[0]).reshape(x.shape[0], h3.shape[0]) - ts = ts + np.sum(np.sin(self.x0) * np.power(xc3, - h3) / factorial(h3), axis=1) - - if len(ts.shape) == 1: - ts = ts.reshape(ts.shape[0], 1) - - s = np.array([1] * x.shape[0]).reshape(ts.shape[0], 1) - return ts, s - - def set_prior(self): - ''' - Set the prior on any model parameters. - Not needed for this model. - ''' - return None - - def log_likelihood_elementwise(self): - ''' - Obtain the log likelihood for the model. - Not needed for this model. - ''' - return None - - -class sin_cos_exp(BaseModel): - ''' - Taylor series expansion of - - .. math:: - f(x) = \\sin(x_1) + \\cos(x_2) - - - ''' - - def __init__(self, ks, kc, xs, xc): - ''' - Parameters: - ----------- - :param int ks: the degree of the sine expansion. - :param int kc: the degree of the cosine expansion. - :param float xs: the center of the sine expansion. - :param float xc: the center of the cosine expansion. - - ''' - - self.ks = ks - self.xs = xs - - self.kc = kc - self.xc = xc - - def evaluate(self, x): - ''' - Evaluate the model at a grid of x's. The standard deviation - output is set to 1 by default. - - Parameters: - ----------- - :param np.ndarray x: design matrix. - - Returns: - -------- - :returns: mean and standard deviation of the model at the x grid points. - :rtype: np.ndarray, np.ndarray - :return values: mean predictions. - :return values: standard deviation of the predictions. - - ''' - # Check type of x - if isinstance(x, list): - x = np.array(x) - - # Sine Part - # Get degree list for polynomial expansion - deg = np.linspace(0, self.ks, self.ks + 1) - - # Get every 4th term (derivative repaets every 4 terms) - h0 = deg[deg % 4 == 0] - h1 = deg[deg % 4 == 1] - h2 = deg[deg % 4 == 2] - h3 = deg[deg % 4 == 3] - - # Compute taylor series: - xctr = x.transpose()[0] - self.xs - xc0 = xctr.repeat(h0.shape[0]).reshape(x.shape[0], h0.shape[0]) - tss = np.sum( - np.sin( - self.xs) * - np.power( - xc0, - h0) / - factorial(h0), - axis=1) - - xc1 = xctr.repeat(h1.shape[0]).reshape(x.shape[0], h1.shape[0]) - tss = tss + np.sum(np.cos(self.xs) * np.power(xc1, - h1) / factorial(h1), axis=1) - - xc2 = xctr.repeat(h2.shape[0]).reshape(x.shape[0], h2.shape[0]) - tss = tss + np.sum(-np.sin(self.xs) * - np.power(xc2, h2) / factorial(h2), axis=1) - - xc3 = xctr.repeat(h3.shape[0]).reshape(x.shape[0], h3.shape[0]) - tss = tss + np.sum(-np.cos(self.xs) * - np.power(xc3, h3) / factorial(h3), axis=1) - - # Cosine Part - # Get degree list for polynomial expansion - deg = np.linspace(0, self.kc, self.kc + 1) - - # Get every 4th term (derivative repaets every 4 terms) - h0 = deg[deg % 4 == 0] - h1 = deg[deg % 4 == 1] - h2 = deg[deg % 4 == 2] - h3 = deg[deg % 4 == 3] - - # Compute taylor series: - xctr = x.transpose()[1] - self.xc - xc0 = xctr.repeat(h0.shape[0]).reshape(x.shape[0], h0.shape[0]) - tsc = np.sum( - np.cos( - self.xc) * - np.power( - xc0, - h0) / - factorial(h0), - axis=1) - - xc1 = xctr.repeat(h1.shape[0]).reshape(x.shape[0], h1.shape[0]) - tsc = tsc + np.sum(-np.sin(self.xc) * - np.power(xc1, h1) / factorial(h1), axis=1) - - xc2 = xctr.repeat(h2.shape[0]).reshape(x.shape[0], h2.shape[0]) - tsc = tsc + np.sum(-np.cos(self.xc) * - np.power(xc2, h2) / factorial(h2), axis=1) - - xc3 = xctr.repeat(h3.shape[0]).reshape(x.shape[0], h3.shape[0]) - tsc = tsc + np.sum(np.sin(self.xc) * np.power(xc3, - h3) / factorial(h3), axis=1) - - # Add the sine and cosine parts - ts = tss + tsc - - if len(ts.shape) == 1: - ts = ts.reshape(ts.shape[0], 1) - - s = np.array([1] * x.shape[0]).reshape(ts.shape[0], 1) - return ts, s - - def set_prior(self): - ''' - Set the prior on any model parameters. - Not needed for this model. - ''' - return None - - def log_likelihood_elementwise(self): - ''' - Obtain the log likelihood for the model. - Not needed for this model. - ''' - return None diff --git a/Taweret/models/samba_models.py b/Taweret/models/samba_models.py deleted file mode 100644 index 12af0906..00000000 --- a/Taweret/models/samba_models.py +++ /dev/null @@ -1,491 +0,0 @@ -########################################################### -# Models from the SAndbox for Mixing using Bayesian -# Analysis (SAMBA) package -# Author : Alexandra Semposki -# Original models : M. Honda, JHEP 12, 019 (2014). -# ########################################################## - -# imports -from Taweret.utils.utils import normal_log_likelihood_elementwise as log_likelihood_elementwise_utils -from Taweret.core.base_model import BaseModel -import numpy as np -from scipy import special, integrate -import math as math -import sys -sys.path.append('../../Taweret') - - -__all__ = ['Loworder', 'Highorder', 'TrueModel', 'Data'] - - -class Loworder(BaseModel): - - def __init__(self, order, error_model='informative'): - """ - - The SAMBA loworder series expansion function. - This model has been previously calibrated. - - Parameters - ---------- - order : int - Truncation order of expansion - error_model : str - Error calculation method. Either 'informative' or - 'uninformative' - - Raises - ------ - TypeError - If the order is not an integer - """ - - if isinstance(order, int): - self.order = order - else: - raise TypeError(f"order has to be an integer number: {order}") - - self.error_model = error_model - self.prior = None - - def evaluate(self, input_values: np.array) -> np.array: - """ - Evaluate the mean and standard deviation for - given input values to the function - - Parameters - ---------- - input_values : numpy 1darray - coupling strength (g) values - - Returns: - -------- - mean : numpy 1darray - The mean of the model - np.sqrt(var) : numpy 1darray - The truncation error of the model - """ - - self.x = input_values - - # model function - output = [] - - low_c = np.empty([int(self.order) + 1]) - low_terms = np.empty([int(self.order) + 1]) - - # if g is an array, execute here - try: - value = np.empty([len(self.x)]) - - # loop over array in g - for i in range(len(self.x)): - - # loop over orders - for k in range(int(self.order) + 1): - - if k % 2 == 0: - low_c[k] = np.sqrt( - 2.0) * special.gamma(k + 0.5) * (-4.0)**(k // 2) / (math.factorial(k // 2)) - else: - low_c[k] = 0 - - low_terms[k] = low_c[k] * self.x[i]**(k) - - value[i] = np.sum(low_terms) - - output.append(value) - data = np.array(output, dtype=np.float64) - - # if g is a single value, execute here - except BaseException: - value = 0.0 - for k in range(int(self.order) + 1): - - if k % 2 == 0: - low_c[k] = np.sqrt(2.0) * special.gamma(k + 0.5) * \ - (-4.0)**(k // 2) / (math.factorial(k // 2)) - else: - low_c[k] = 0 - - low_terms[k] = low_c[k] * self.x**(k) - - value = np.sum(low_terms) - data = value - - # rename for clarity - mean = data - - # uncertainties function - # even order - if self.order % 2 == 0: - - # find coefficients - c = np.empty([int(self.order + 2)]) - - # model 1 for even orders - if self.error_model == 'uninformative': - - for k in range(int(self.order + 2)): - - if k % 2 == 0: - c[k] = np.sqrt(2.0) * special.gamma(k + 0.5) * (-4.0)**( - k // 2) / (math.factorial(k) * math.factorial(k // 2)) - else: - c[k] = 0.0 - - # rms value - cbar = np.sqrt(np.sum((np.asarray(c))**2.0) / - (self.order // 2 + 1)) - - # variance - var1 = (cbar)**2.0 * (math.factorial(self.order + 2) - )**2.0 * self.x**(2.0 * (self.order + 2)) - - # model 2 for even orders - elif self.error_model == 'informative': - - for k in range(int(self.order + 2)): - - if k % 2 == 0: - - # skip first coefficient - if k == 0: - c[k] = 0.0 - else: - c[k] = np.sqrt(2.0) * special.gamma(k + 0.5) * (-4.0)**(k // 2) / ( - math.factorial(k // 2) * math.factorial(k // 2 - 1) * 4.0**(k)) - else: - c[k] = 0.0 - - # rms value - cbar = np.sqrt(np.sum((np.asarray(c))**2.0) / - (self.order // 2 + 1)) - - # variance - var1 = (cbar)**2.0 * (math.factorial(self.order // 2) - )**2.0 * (4.0 * self.x)**(2.0 * (self.order + 2)) - - # odd order - else: - - # find coefficients - c = np.empty([int(self.order + 1)]) - - # model 1 for odd orders - if self.error_model == 'uninformative': - - for k in range(int(self.order + 1)): - - if k % 2 == 0: - c[k] = np.sqrt(2.0) * special.gamma(k + 0.5) * (-4.0)**( - k // 2) / (math.factorial(k) * math.factorial(k // 2)) - else: - c[k] = 0.0 - - # rms value - cbar = np.sqrt(np.sum((np.asarray(c))**2.0) / - (self.order // 2 + 1)) - - # variance - var1 = (cbar)**2.0 * (math.factorial(self.order + 1) - )**2.0 * self.x**(2.0 * (self.order + 1)) - - # model 2 for odd orders - elif self.error_model == 'informative': - - for k in range(int(self.order + 1)): - - if k % 2 == 0: - - # skip first coefficient - if k == 0: - c[k] = 0.0 - else: - c[k] = np.sqrt(2.0) * special.gamma(k + 0.5) * (-4.0)**(k // 2) / ( - math.factorial(k // 2) * math.factorial(k // 2 - 1) * 4.0**(k)) - else: - c[k] = 0.0 - - # rms value - cbar = np.sqrt(np.sum((np.asarray(c))**2.0) / - (self.order // 2 + 1)) - - # variance - var1 = (cbar)**2.0 * (math.factorial((self.order - 1) // 2) - )**2.0 * (4.0 * self.x)**(2.0 * (self.order + 1)) - - # rename for clarity - var = var1 - - return mean.flatten(), np.sqrt(var).flatten() - - def log_likelihood_elementwise(self, x_exp, y_exp, y_err, model_param): - return log_likelihood_elementwise_utils( - self, x_exp, y_exp, y_err, model_param) - - def set_prior(self): - ''' - Set the prior on model parameters. - Not needed for this model. - ''' - return None - - -class Highorder(BaseModel): - - def __init__(self, order, error_model='informative'): - """ - The SAMBA highorder series expansion function. - - Parameters - ---------- - order : int - Truncation order of expansion - error_model : str - Error calculation method. Either 'informative' or 'uninformative' - - Raises - ------ - TypeError - If the order is not an integer - """ - - if isinstance(order, int): - self.order = order - else: - raise TypeError(f"order has to be an integer number: {order}") - - self.error_model = error_model - self.prior = None - - def evaluate(self, input_values: np.array) -> np.array: - """ - Evaluate the mean and standard deviation for given - input values - - Parameters - ---------- - input_values : numpy 1darray - coupling strength (g) values - - Returns: - -------- - mean : numpy 1darray - The mean of the model - np.sqrt(var) : numpy 1darray - The truncation error of the model - """ - - order = self.order - self.x = input_values - - # mean function - output = [] - - high_c = np.empty([int(order) + 1]) - high_terms = np.empty([int(order) + 1]) - - # if g is an array, execute here - try: - value = np.empty([len(self.x)]) - - # loop over array in g - for i in range(len(self.x)): - - # loop over orders - for k in range(int(order) + 1): - - high_c[k] = special.gamma( - k / 2.0 + 0.25) * (-0.5)**k / (2.0 * math.factorial(k)) - - high_terms[k] = (high_c[k] * self.x[i] ** - (-k)) / np.sqrt(self.x[i]) - - # sum the terms for each value of g - value[i] = np.sum(high_terms) - - output.append(value) - - data = np.array(output, dtype=np.float64) - - # if g is a single value, execute here - except BaseException: - value = 0.0 - - # loop over orders - for k in range(int(order) + 1): - - high_c[k] = special.gamma( - k / 2.0 + 0.25) * (-0.5)**k / (2.0 * math.factorial(k)) - - high_terms[k] = (high_c[k] * self.x**(-k)) / np.sqrt(self.x) - - # sum the terms for each value of g - value = np.sum(high_terms) - data = value - - # rename for clarity - mean = data - - # uncertainties function - # find coefficients - d = np.zeros([int(self.order) + 1]) - - # model 1 - if self.error_model == 'uninformative': - - for k in range(int(self.order) + 1): - - d[k] = special.gamma(k / 2.0 + 0.25) * (-0.5)**k * \ - (math.factorial(k)) / (2.0 * math.factorial(k)) - - # rms value (ignore first two coefficients in this model) - dbar = np.sqrt(np.sum((np.asarray(d)[2:])**2.0) / (self.order - 1)) - - # variance - var2 = (dbar)**2.0 * (self.x)**(-1.0) * (math.factorial(self.order + 1) - )**(-2.0) * self.x**(-2.0 * self.order - 2) - - # model 2 - elif self.error_model == 'informative': - - for k in range(int(self.order) + 1): - - d[k] = special.gamma(k / 2.0 + 0.25) * special.gamma( - k / 2.0 + 1.0) * 4.0**(k) * (-0.5)**k / (2.0 * math.factorial(k)) - - # rms value - dbar = np.sqrt(np.sum((np.asarray(d))**2.0) / (self.order + 1)) - - # variance - var2 = (dbar)**2.0 * self.x**(-1.0) * (special.gamma((self.order + \ - 3) / 2.0))**(-2.0) * (4.0 * self.x)**(-2.0 * self.order - 2.0) - - # rename for clarity - var = var2 - - return mean.flatten(), np.sqrt(var).flatten() - - def log_likelihood_elementwise(self, x_exp, y_exp, y_err, model_param): - return log_likelihood_elementwise_utils( - self, x_exp, y_exp, y_err, model_param) - - def set_prior(self): - ''' - Set the prior on the model parameters. - Not needed for this model. - ''' - return None - - -class TrueModel(BaseModel): - - def evaluate(self, input_values: np.array) -> np.array: - """ - Evaluate the mean of the true model for given input values. - - Parameters: - ---------- - input_values : numpy 1darray - coupling strength (g) values - - Returns: - -------- - mean : numpy 1darray - The true model evaluated at each point of the - given input space - np.sqrt(var) : numpy 1darray - The standard deviation of the true model. This - will obviously be an array of zeros. - """ - - self.x = input_values - - # true model - def function(x, g): - return np.exp(-(x**2.0) / 2.0 - (g**2.0 * x**4.0)) - - # initialization - self.model = np.zeros([len(self.x)]) - - # perform the integral for each g - for i in range(len(self.x)): - - self.model[i], self.err = integrate.quad( - function, -np.inf, np.inf, args=(self.x[i],)) - - mean = self.model - var = np.zeros(shape=mean.shape) - - return mean.flatten(), np.sqrt(var).flatten() - - def log_likelihood_elementwise(self, x_exp, y_exp, y_err): - return log_likelihood_elementwise_utils(self, x_exp, y_exp, y_err) - - def set_prior(self): - ''' - Set the prior on any model parameters. - Not needed for this model. - ''' - return None - - -class Data(BaseModel): # --> check that this model is set up correctly - - def evaluate(self, input_values: np.array, error=0.01) -> np.array: - """ - Evaluate the data and error for given input values - - Parameters: - ---------- - input_values : numpy 1darray - coupling strength (g) values for data generation - error : float - defines the relative error as a fraction between (0,1) - - Returns: - -------- - data : numpy 1darray - The array of data points - sigma : numpy 1darray - The errors on each data point - """ - - # call class for true model - truemodel = TrueModel() - - # data generation input values - x_data = input_values - - # adding data using the add_data function from SAMBA - if error is None: - raise ValueError( - 'Please enter a error in decimal form for the data set generation.') - elif error < 0.0 or error > 1.0: - raise ValueError('Error must be between 0.0 and 1.0.') - - # generate fake data - data, _ = truemodel.evaluate(x_data) - rand = np.random.RandomState() - var = error * rand.randn(len(x_data)) - data = data * (1 + var) - - # calculate standard deviation - sigma = error * data - - return data, sigma - - def log_likelihood_elementwise(self): - ''' - Obtain the log likelihood for the model. - Not needed for this model. - ''' - return None - - def set_prior(self): - ''' - Set the prior on any model parameters. - Not needed for this model. - ''' - return None diff --git a/Taweret/sampler/likelihood_wrappers.py b/Taweret/sampler/likelihood_wrappers.py deleted file mode 100644 index 5ca0f9fc..00000000 --- a/Taweret/sampler/likelihood_wrappers.py +++ /dev/null @@ -1,63 +0,0 @@ -# Add any new likelihood wrappers here to be used with other calibration -# packages -import bilby -import numpy as np - - -class likelihood_wrapper_for_bilby(bilby.Likelihood): - """ - Likelihood wrapper for Bilby calibrator - ... - - Attributes - ---------- - mixed_model : object - mixed model object from Taweret model mixing class - parameters : dic - dictionary with name of each parameter to be given to Bilby. - all parameters have the prefix theta_ and then the parameter number. - ex : for liklihood with three free parameters ; theta_0, theta_1, theta_2 - Parameters are order as [mixture function parameters, model 1 parameters, model 2 parameters] - - Methods - ------- - log_likelihood(self) - calculates the log likelihood for the parameter values specefied in the wrapper object. - """ - - def __init__(self, mixed_model, x_exp, y_exp, y_err): - - param_dic = {i: None - for i in mixed_model.prior.keys() - } - - super().__init__(parameters=param_dic) - self.mixed_model = mixed_model - self.x_exp = x_exp - self.y_exp = y_exp - self.y_err = y_err - - def log_likelihood(self): - """ - log likelihood function that can be used with Bilby. - return the scalar log likelihood value. - """ - params = list(self.parameters.values()) - - # Because when putting consteaints dummy variables enter which are None - # in parameters - params = [i for i in params if i is not None] - params = np.array(params).flatten() - - mix_param = params[0:self.mixed_model.n_mix] - models_params = [] - tot_sum = self.mixed_model.n_mix - n_args_list = list(self.mixed_model.nargs_model_dic.values()) - for i in range(0, len(n_args_list)): - models_params.append(params[tot_sum: tot_sum + n_args_list[i]]) - tot_sum += n_args_list[i] - if self.mixed_model.same_parameters: - break - - return self.mixed_model.mix_loglikelihood( - mix_param, models_params, self.x_exp, self.y_exp, self.y_err) diff --git a/Taweret/utils/utils.py b/Taweret/utils/utils.py deleted file mode 100644 index 1c3f07a8..00000000 --- a/Taweret/utils/utils.py +++ /dev/null @@ -1,304 +0,0 @@ -from scipy.linalg import lapack -from logging import raiseExceptions -import numpy as np -from scipy.special import expit -from scipy.stats import norm, beta, dirichlet -# define log likelihood to be calculated give a model with a predict function -# and experimental measurments. -# quick fix untill I find a permentant solution to put normed likelihood -# calculation code here - -# Path to Jetscape model source code -import sys -sys.path.append( - "/Users/dananjayaliyanage/git/Taweret/subpackages/js-sims-bayes/src") -# Imports from Jetscape code. Need to load the saved emulators. -# from configurations import * -# from emulator import * -# from bayes_mcmc import normed_mvn_loglike - -eps = 1e-15 - - -def normed_mvn_loglike(y, cov): - """ - Evaluate the multivariate-normal log-likelihood for difference vector `y` - and covariance matrix `cov`: - - log_p = -1/2*[(y^T).(C^-1).y + log(det(C))] + const. - - This likelihood IS NORMALIZED. - The normalization const = -n/2*log(2*pi), where n is the dimensionality. - - Arguments `y` and `cov` MUST be np.arrays with dtype == float64 and shapes - (n) and (n, n), respectively. These requirements are NOT CHECKED. - - The calculation follows algorithm 2.1 in Rasmussen and Williams (Gaussian - Processes for Machine Learning). - - """ - - # Compute the Cholesky decomposition of the covariance. - # Use bare LAPACK function to avoid scipy.linalg wrapper overhead. - L, info = lapack.dpotrf(cov, clean=False) - - if info < 0: - raise ValueError( - 'lapack dpotrf error: ' - 'the {}-th argument had an illegal value'.format(-info) - ) - elif info < 0: - raise np.linalg.LinAlgError( - 'lapack dpotrf error: ' - 'the leading minor of order {} is not positive definite' - .format(info) - ) - - # Solve for alpha = cov^-1.y using the Cholesky decomp. - alpha, info = lapack.dpotrs(L, y) - - if info != 0: - raise ValueError( - 'lapack dpotrs error: ' - 'the {}-th argument had an illegal value'.format(-info) - ) - - n = len(y) - norm_const = -n / (2. * np.log(2. * np.pi)) - # print(norm_const) - # print(L.diagonal()) - # return -.5*np.dot(y, alpha) - np.log(eps+L.diagonal()).sum() + norm_const - return -.5 * np.dot(y, alpha) - np.log(L.diagonal()).sum() + norm_const - - -def normal_log_likelihood_elementwise( - model: object, - x_exp: np.ndarray, - y_exp: np.ndarray, - y_err: np.ndarray, - model_param=np.array( - [])) -> np.ndarray: - """ - predict the log normal log liklihood for each experimental data point - - Parametrs - --------- - model : object - model object with a predict method - x_exp : np.1darray - input parameter values for experimental data - y_exp : np.1darray - mean of the experimental data - y_err : np.1darray - standard deviation of the experimental data - """ - if model_param.size == 0: - try: - predictions, model_err = model.evaluate(x_exp) - except BaseException: - predictions, model_err, _ = model.evaluate(x_exp) - - else: - try: - predictions, model_err = model.evaluate(x_exp, model_param) - except BaseException: - predictions, model_err, _ = model.evaluate(x_exp, model_param) - - sigma = np.sqrt(np.square(y_err) + np.square(model_err)) - diff = -0.5 * np.square((predictions.flatten() - y_exp) / sigma) \ - - 0.5 * np.log(2 * np.pi) - np.log(sigma) - return diff - - -def normal_likelihood_elementwise( - model: object, - x_exp: np.ndarray, - y_exp: np.ndarray, - y_err: np.ndarray, - model_param=np.array( - [])) -> np.ndarray: - """ - predict the normal liklihood for each experimental data point - - Parametrs - --------- - model : object - model object with a predict method - x_exp : np.1darray - input parameter values for experimental data - y_exp : np.1darray - mean of the experimental data - y_err : np.1darray - standard deviation of the experimental data - """ - if model_param.size == 0: - try: - predictions, model_err = model.evaluate(x_exp) - except BaseException: - predictions, model_err, _ = model.evaluate(x_exp) - - else: - try: - predictions, model_err = model.evaluate(x_exp, model_param) - except BaseException: - predictions, model_err, _ = model.evaluate(x_exp, model_param) - - sigma = np.sqrt(np.square(y_err) + np.square(model_err)) - pre_factor = np.sqrt(2.0 * np.pi) * sigma - diff = -0.5 * np.square((predictions.flatten() - y_exp) / sigma) - return np.exp(diff) / pre_factor - - -def mixture_function( - method: str, - x: np.ndarray, - mixture_params: np.ndarray, - prior=None) -> np.ndarray: - """ - predict the weights from the mixture funtion at the give input parameter values x - - Parameters - ---------- - method : str - name of the linear mixing function method - x : np.1darray - input parameter values - mixture_params : np.1darray - parametrs that decide the shape of mixture function - prior : (optional) bilby prior object - Used only in step mixing - to deal with negative values of the input. - """ - -# if mixture_params.size == 0: -# return np.ones(len(x)) - if method == 'sigmoid': - theta_0, theta_1 = mixture_params - w = expit((x - theta_0) / theta_1) - return w, 1 - w - elif method == 'step': - - x_0 = mixture_params[0] - if x_0 >= 0: - # If x is less than x_0 it's 1. Otherwise 0. - w = np.array( - [1 - (eps) if xi <= x_0 else eps for xi in x]).flatten() - elif x_0 < 0: - # x_0 = -1*x_0 - max_num = prior['step_0'].maximum - bound = max_num + x_0 - # If x is greater than max_num - |x_0| it's 1. Otherwise 0. - w = np.array( - [1 - (eps) if xi >= bound else eps for xi in x]).flatten() - return w, 1 - w - elif method == 'addstep': - - x_0, alpha = mixture_params - if x_0 >= 0: - # If x is less than x_0 it's 1. Otherwise 0. - w1 = np.array( - [1 - (eps) if xi <= x_0 else eps for xi in x]).flatten() - max_num = prior['addstep_0'].maximum - bound = max_num - x_0 - # If x is greater than max_num - |x_0| it's 1. Otherwise 0. - w2 = np.array( - [1 - (eps) if xi >= bound else eps for xi in x]).flatten() - else: - raise Exception(f'x_0 has to be non negative but provided {x_0}') - w = alpha * w1 + (1 - alpha) * w2 - return w, 1 - w - - elif method == 'addstepasym': - - x_0, x_1, alpha = mixture_params - if x_0 >= 0: - # If x is less than x_0 it's 1. Otherwise 0. - w1 = np.array( - [1 - (eps) if xi <= x_0 else eps for xi in x]).flatten() - # max_num = prior['addstepasym_0'].maximum - # bound = max_num - x_0 - # If x is greater than max_num - |x_0| it's 1. Otherwise 0. - # w2 = np.array([1-(eps) if xi>=bound else eps for xi in x]).flatten() - else: - raise Exception(f'x_0 has to be non negative but provided {x_0}') - - if x_1 >= 0: - # If x is less than x_0 it's 1. Otherwise 0. - w2 = np.array( - [1 - (eps) if xi >= x_1 else eps for xi in x]).flatten() - # max_num = prior['addstep_0'].maximum - # bound = max_num - x_0 - # If x is greater than max_num - |x_0| it's 1. Otherwise 0. - # w2 = np.array([1-(eps) if xi>=bound else eps for xi in x]).flatten() - else: - raise Exception(f'x_1 has to be non negative but provided {x_1}') - - w = alpha * w1 + (1 - alpha) * w2 - return w, 1 - w - - elif method == 'cdf': - theta_0, theta_1 = mixture_params - x = theta_0 + theta_1 * x - w = norm.cdf(x) - w = np.array(w).flatten() - return w, 1 - w - elif method == 'beta': - print('Warning: mixture_function - the `beta` choice forces a stochastic') - print(' likelihood to be returned after calibration') - w = beta.rvs(*mixture_params) - return w, 1 - w - elif method == 'dirchlet': - print('Warning: mixture_function - the `dirichlet` choice forces a stochastic') - print(' likelihood to be returned after calibration') - w = dirichlet.rvs(mixture_params) - return w - elif method == 'switchcos': - g1, g2, g3 = mixture_params - w = np.array(list(map(lambda x: switchcos(g1, g2, g3, x), x))) - return w, 1 - w - elif method == 'calibrate_model_1': - - w = np.ones(len(x)) - return w, 1 - w - elif method == 'calibrate_model_2': - - w = np.ones(len(x)) - return 1 - w, w - - else: - raise Exception('Method is not available for `mixture function`') - - -def switchcos(g1, g2, g3, x): - """Switchcos function in Alexandras Samba module - link https://github.com/asemposki/SAMBA/blob/0479b4deff46f3cb77b82bb30abd5693de8980f3/samba/mixing.py#L1205 - - Parameters: - ----------- - g1 : float - switching value from left constant to first cosine - g2 : float - switching value from second cosine to right constant - g3 : float - switching value from first cosine to second cosine - x : float - the input parameter value to calculate the weight - """ - - if g1 > g2 or g2 < g3 or g1 > g3: - # return -np.inf - # let's throw an error instead. - raise Exception(f'g1 > g3 > g2 but given g1:{g1} g2:{g2} g3:{g3}') - - if x <= g1: - return 1.0 - - elif x <= g3: - return (1.0 + np.cos((np.pi / 2.0) * ((x - g1) / (g3 - g1)))) / 2.0 - - elif x < g2: - return 0.5 + np.cos((np.pi / 2.0) * - (1.0 + ((x - g3) / (g2 - g3)))) / 2.0 - - else: - return 0.0 diff --git a/Taweretbandsdk.md b/Taweretbandsdk.md deleted file mode 100644 index c2ad0d0a..00000000 --- a/Taweretbandsdk.md +++ /dev/null @@ -1,53 +0,0 @@ -# BAND SDK v0.2 Community Policy Compatibility for Taweret - - -> This document summarizes the efforts of current and future BAND member packages to achieve compatibility with the BAND SDK community policies. Additional details on the BAND SDK are available [here](/resources/sdkpolicies/bandsdk.md) and should be considered when filling out this form. The most recent copy of this template exists [here](/resources/sdkpolicies/template.md). -> -> This file should filled out and placed in the directory in the `bandframework` repository representing the software name appended by `bandsdk`. For example, if you have a software `foo`, the compatibility file should be named `foobandsdk.md` and placed in the directory housing the software in the `bandframework` repository. No open source code can be included without this file. -> -> All code included in this repository will be open source. If a piece of code does not contain a open-source LICENSE file as mentioned in the requirements below, then it will be automatically licensed as described in the LICENSE file in the root directory of the bandframework repository. -> -> Please provide information on your compatibility status for each mandatory policy and, if possible, also for recommended policies. If you are not compatible, state what is lacking and what are your plans on how to achieve compliance. For current BAND SDK packages: If you were not fully compatible at some point, please describe the steps you undertook to fulfill the policy. This information will be helpful for future BAND member packages. -> -> To suggest changes to these requirements or obtain more information, please contact [BAND](https://bandframework.github.io/team). -> -> Details on citing the current version of the BAND Framework can be found in the [README](https://github.com/bandframework/bandframework). - - -**Website:** https://github.com/bandframework/Taweret \ -**Contact:** as727414@ohio.edu, ingles.27@buckeyemail.osu.edu, liyanage.5@osu.edu, yannotty.1@osu.edu \ -**Icon:** https://github.com/bandframework/Taweret/blob/main/logos/taweret_logo.PNG \ -**Description:** Taweret is a python package which implements a variety of Bayesian Model Mixing methodologies. - -### Mandatory Policies - -**BAND SDK** -| # | Policy |Support| Notes | -|---|-----------------------|-------|-------------------------| -| 1. | Support BAND community GNU Autoconf, CMake, or other build options. |Full| The majority of Taweret is written in Python which does not have compatibility with CMake or require GNU Autoconfig. The trees module has an additional step for installing a Ubuntu package and thus does not need compilation. These installation steps are described in the Taweret documentation.| -| 2. | Have a README file in the top directory that states a specific set of testing procedures for a user to verify the software was installed and run correctly. | Full | None. | -| 3. | Provide a documented, reliable way to contact the development team. |Full| The Taweret team can be contacted via the public issues page Github. | -| 4. | Come with an open-source license |Full| Taweret uses the MIT license.| -| 5. | Provide a runtime API to return the current version number of the software. |Full| None.| -| 6. | Provide a BAND team-accessible repository. |Full| https://github.com/bandframework/Taweret | -| 7. | Must allow installing, building, and linking against an outside copy of all imported software that is externally developed and maintained .|Full| None.| -| 8. | Have no hardwired print or IO statements that cannot be turned off. |Full| The trees module prints out one line when the model begins to train. This can be removed if needed.| - -### Recommended Policies - -| # | Policy |Support| Notes | -|---|------------------------|-------|-------------------------| -|**R1.**| Have a public repository. |Full| Taweret is a public repository. | -|**R2.**| Free all system resources acquired as soon as they are no longer needed. |Full| None. | -|**R3.**| Provide a mechanism to export ordered list of library dependencies. |None| None. | -|**R4.**| Document versions of packages that it works with or depends upon, preferably in machine-readable form. |None| None. | -|**R5.**| Have SUPPORT, LICENSE, and CHANGELOG files in top directory. |Partial| The LICENSE is in the top directory, the other two files are not included at this time. | -|**R6.**| Have sufficient documentation to support use and further development. |Full| Full documentation is provided at https://bandframework.github.io/Taweret/. | -|**R7.**| Be buildable using 64-bit pointers; 32-bit is optional. |Partial| The trees module depends on a Ubuntu package which is built for 64-bit.| -|**R8.**| Do not assume a full MPI communicator; allow for user-provided MPI communicator. |N/a| None. | -|**R9.**| Use a limited and well-defined name space (e.g., symbol, macro, library, include). |Full| None.| -|**R10.**| Give best effort at portability to key architectures. |Full| Documentation for installing the Ubuntu package required in the trees module is provided. | -|**R11.**| Install headers and libraries under `/include` and `/lib`, respectively. |Full| None.| -|**R12.**| All BAND compatibility changes should be sustainable. |Full| None.| -|**R13.**| Respect system resources and settings made by other previously called packages. |Full| None.| -|**R14.**| Provide a comprehensive test suite for correctness of installation verification. |Full| None.| diff --git a/docs/Makefile b/docs/Makefile deleted file mode 100644 index d0c3cbf1..00000000 --- a/docs/Makefile +++ /dev/null @@ -1,20 +0,0 @@ -# Minimal makefile for Sphinx documentation -# - -# You can set these variables from the command line, and also -# from the environment for the first two. -SPHINXOPTS ?= -SPHINXBUILD ?= sphinx-build -SOURCEDIR = source -BUILDDIR = build - -# Put it first so that "make" without argument is like "make help". -help: - @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) - -.PHONY: help Makefile - -# Catch-all target: route all unknown targets to Sphinx using the new -# "make mode" option. $(O) is meant as a shortcut for $(SPHINXOPTS). -%: Makefile - @$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O) diff --git a/docs/make.bat b/docs/make.bat deleted file mode 100644 index 6247f7e2..00000000 --- a/docs/make.bat +++ /dev/null @@ -1,35 +0,0 @@ -@ECHO OFF - -pushd %~dp0 - -REM Command file for Sphinx documentation - -if "%SPHINXBUILD%" == "" ( - set SPHINXBUILD=sphinx-build -) -set SOURCEDIR=source -set BUILDDIR=build - -if "%1" == "" goto help - -%SPHINXBUILD% >NUL 2>NUL -if errorlevel 9009 ( - echo. - echo.The 'sphinx-build' command was not found. Make sure you have Sphinx - echo.installed, then set the SPHINXBUILD environment variable to point - echo.to the full path of the 'sphinx-build' executable. Alternatively you - echo.may add the Sphinx directory to PATH. - echo. - echo.If you don't have Sphinx installed, grab it from - echo.http://sphinx-doc.org/ - exit /b 1 -) - -%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% -goto end - -:help -%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O% - -:end -popd diff --git a/docs/run_to_rebuild_tawret_rst.sh b/docs/run_to_rebuild_tawret_rst.sh deleted file mode 100644 index 373d2017..00000000 --- a/docs/run_to_rebuild_tawret_rst.sh +++ /dev/null @@ -1,5 +0,0 @@ -cd source/ -sphinx-apidoc -f -E --implicit-namespaces -l -o . ../Taweret -cd .. -make clean html -open build/html/Taweret.html diff --git a/docs/source/Taweret.core.rst b/docs/source/Taweret.core.rst deleted file mode 100644 index 28b0a263..00000000 --- a/docs/source/Taweret.core.rst +++ /dev/null @@ -1,31 +0,0 @@ -Taweret.core namespace -====================== - -.. py:module:: Taweret.core - -Submodules ----------- - - -.. automodule:: Taweret.core.base_mixer - :members: - :undoc-members: - :show-inheritance: - - -.. automodule:: Taweret.core.base_model - :members: - :undoc-members: - :show-inheritance: - - -.. automodule:: Taweret.core.trees_setup - :members: - :undoc-members: - :show-inheritance: - - -.. automodule:: Taweret.core.wrappers - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/source/Taweret.mix.rst b/docs/source/Taweret.mix.rst deleted file mode 100644 index c582fc49..00000000 --- a/docs/source/Taweret.mix.rst +++ /dev/null @@ -1,25 +0,0 @@ -Taweret.mix namespace -===================== - -.. py:module:: Taweret.mix - -Submodules ----------- - - -.. automodule:: Taweret.mix.bivariate_linear - :members: - :undoc-members: - :show-inheritance: - - -.. automodule:: Taweret.mix.gaussian - :members: - :undoc-members: - :show-inheritance: - - -.. automodule:: Taweret.mix.trees - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/source/Taweret.models.rst b/docs/source/Taweret.models.rst deleted file mode 100644 index fcecff7a..00000000 --- a/docs/source/Taweret.models.rst +++ /dev/null @@ -1,25 +0,0 @@ -Taweret.models namespace -======================== - -.. py:module:: Taweret.models - -Submodules ----------- - - -.. automodule:: Taweret.models.coleman_models - :members: - :undoc-members: - :show-inheritance: - - -.. automodule:: Taweret.models.polynomial_models - :members: - :undoc-members: - :show-inheritance: - - -.. automodule:: Taweret.models.samba_models - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/source/Taweret.rst b/docs/source/Taweret.rst deleted file mode 100644 index baae2627..00000000 --- a/docs/source/Taweret.rst +++ /dev/null @@ -1,22 +0,0 @@ -Taweret package -=============== - -Subpackages ------------ - -.. toctree:: - :maxdepth: 4 - - Taweret.core - Taweret.mix - Taweret.models - Taweret.sampler - Taweret.utils - -Module contents ---------------- - -.. automodule:: Taweret - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/source/Taweret.sampler.rst b/docs/source/Taweret.sampler.rst deleted file mode 100644 index 441027e3..00000000 --- a/docs/source/Taweret.sampler.rst +++ /dev/null @@ -1,13 +0,0 @@ -Taweret.sampler namespace -========================= - -.. py:module:: Taweret.sampler - -Submodules ----------- - - -.. automodule:: Taweret.sampler.likelihood_wrappers - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/source/Taweret.utils.rst b/docs/source/Taweret.utils.rst deleted file mode 100644 index b0f8ddbd..00000000 --- a/docs/source/Taweret.utils.rst +++ /dev/null @@ -1,13 +0,0 @@ -Taweret.utils namespace -======================= - -.. py:module:: Taweret.utils - -Submodules ----------- - - -.. automodule:: Taweret.utils.utils - :members: - :undoc-members: - :show-inheritance: diff --git a/docs/source/_static/Taweret.png b/docs/source/_static/Taweret.png deleted file mode 100644 index e289deb6..00000000 Binary files a/docs/source/_static/Taweret.png and /dev/null differ diff --git a/docs/source/conf.py b/docs/source/conf.py deleted file mode 100644 index 5281d42c..00000000 --- a/docs/source/conf.py +++ /dev/null @@ -1,75 +0,0 @@ -# Configuration file for the Sphinx documentation builder. -# -# This file only contains a selection of the most common options. For a full -# list see the documentation: -# https://www.sphinx-doc.org/en/master/usage/configuration.html - -# -- Path setup -------------------------------------------------------------- - -# If extensions (or modules to document with autodoc) are in another directory, -# add these directories to sys.path here. If the directory is relative to the -# documentation root, use os.path.abspath to make it absolute, like shown here. -# -import os -import sys -# sys.path.insert(0, os.path.abspath('../')) -print(os.path.abspath('./')) -sys.path.insert(0, os.path.abspath('../../')) -# Patch to make local documentation buildinig work -sys.path.insert(0, os.path.abspath('../../SAMBA')) - -# -- Project information ----------------------------------------------------- - -project = 'Taweret' -copyright = '2023, Dan Liyanage, Alexandra Semposki, John Yannotty, Kevin Ingles' -author = 'Dan Liyanage, Alexandra Semposki, John Yannotty, Kevin Ingles' - -# The full version, including alpha/beta/rc tags -release = '0.1.0' - - -# -- General configuration --------------------------------------------------- - -# Add any Sphinx extension module names here, as strings. They can be -# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom -# ones. -extensions = [ - 'sphinx.ext.autodoc', - 'sphinx.ext.viewcode', - 'sphinx.ext.napoleon', - 'nbsphinx' -] - -# Add any paths that contain templates here, relative to this directory. -templates_path = ['_templates'] - -# The language for content autogenerated by Sphinx. Refer to documentation -# for a list of supported languages. -# -# This is also used if you do content translation via gettext catalogs. -# Usually you set "language" from the command line for these cases. -language = 'python' - -# List of patterns, relative to source directory, that match files and -# directories to ignore when looking for source files. -# This pattern also affects html_static_path and html_extra_path. -exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store'] -autoclass_content = 'both' - -# -- Options for HTML output ------------------------------------------------- - -# The theme to use for HTML and HTML Help pages. See the documentation for -# a list of builtin themes. -# -html_theme = 'sphinx_rtd_theme' - -# Add any paths that contain custom static files (such as style sheets) here, -# relative to this directory. They are copied after the builtin static files, -# so a file named "default.css" will overwrite the builtin "default.css". -html_static_path = ['_static'] - -# To turn off pesky smart quotes warnings -smartquotes = False - -# Set the master/main rst file -master_doc = 'index' diff --git a/docs/source/how_to_add_documentation.rst b/docs/source/how_to_add_documentation.rst deleted file mode 100644 index b8625c1d..00000000 --- a/docs/source/how_to_add_documentation.rst +++ /dev/null @@ -1,74 +0,0 @@ -How to update documentation in Taweret `website `_ -=============================================================================================== - -We use ``sphinx`` python documentation generator to generate the webpage -for our python package. It uses ``reStructuredText`` as the plaintext markup -language. - -You might find this -`cheatsheet `_ -useful. - -You can also refer to -`sphinx website `_ -for more information. - -**Steps** - -- Step 1: Fork Taweret repo -- Step 2: Get the fork and chekout the ``develop`` branch - -.. code:: bash - - git clone --branch develop - cd Taweret - -- Step 3: Create a virtual environment for Taweret - -With conda: - -.. code:: bash - - conda env create --file=environment.yml - conda activate test_env - -With venv: - -.. code:: bash - - python3 -m venv test_env - source test_env/bin/activate - - -- Step 4: Locally generate documentation webpage - -.. code:: bash - - cd docs - sh run_to_rebuild_tawret_rst.sh - -This will create a webpage locally and open it in your default web browser. -You can modify the files inside ``Taweret/docs/source`` to make changes to -the webpage. - -``Taweret/docs/source/index.rst`` determines the overall structure of the -webpage. Each file that is referenced in the ``index.rst`` can be found in -the same folder. - -For example, if you want to modify the introduction, -change ``Taweret/docs/source/intro.rst``. - -After you make changes and locally build the web page, -you can push these changes to the original webpage by following -the below set of instructions. - -.. code:: bash - - git add - git commit -m - git push origin develop - -Then make a pull request from your forked repository to -the ``bandframework/Taweret`` repository, ``develop`` branch. -**Note** : You do not have to add or commit anything in -the ``Taweret/docs/build`` folder. diff --git a/docs/source/how_to_add_new_mixing.rst b/docs/source/how_to_add_new_mixing.rst deleted file mode 100644 index d5730329..00000000 --- a/docs/source/how_to_add_new_mixing.rst +++ /dev/null @@ -1,15 +0,0 @@ -How to add a new mixing method to Taweret -========================================= - -- Step 1 : Use the ``base_mixer`` abstract class in ``Taweret/core`` and implement all class methods for your mixing approach. \ -The base mixer contains the minimum requirements for a Taweret mixing module and thus serves as a starting point for each new mixing \ -method. It is also possible to create additional class methods which do not appear in the base class. - -- Step 2 : Add the new mixing module to ``Taweret/mix``\. This is the location where all of the mixing modules in Taweret will be stored. - -**Take a look at the other mixing methods that are in** ``Taweret/mix`` **for examples**. - - - - - diff --git a/docs/source/images/tree_split.png b/docs/source/images/tree_split.png deleted file mode 100644 index 53ae6a84..00000000 Binary files a/docs/source/images/tree_split.png and /dev/null differ diff --git a/docs/source/index.rst b/docs/source/index.rst deleted file mode 100644 index 607b47a2..00000000 --- a/docs/source/index.rst +++ /dev/null @@ -1,54 +0,0 @@ -.. Taweret documentation master file, created by - sphinx-quickstart on Wed Sep 21 14:40:23 2022. - You can adapt this file completely to your liking, but it should at least - contain the root `toctree` directive. - -Welcome to Bayesian Model Mixing with Taweret! -============================================== - -.. toctree:: - :maxdepth: 4 - :caption: About Taweret: - - intro - -.. toctree:: - :maxdepth: 4 - :caption: Installation: - - installation - macos_user - -.. toctree:: - :maxdepth: 4 - :caption: API Documentation: - - modules - -.. toctree:: - :maxdepth: 1 - :caption: Examples: - - notebooks/Linear_BMM_with_cdf_function_for_coleman_models - notebooks/coleman_models_BMM_comparative_study - notebooks/Linear_BMM_with_step_function_for_SAMBA_models - notebooks/Linear_BMM_with_cdf_function_for_SAMBA_models - notebooks/Linear_BMM_with_switchcos_function_for_SAMBA_models - notebooks/Bivariate_Test - notebooks/N_Model_BMM - notebooks/Trees_BMM_2D.ipynb - notebooks/Trees_BMM_2D_K_models.ipynb - -.. toctree:: - :maxdepth: 2 - :caption: For Developers: - - how_to_add_new_mixing - how_to_add_documentation - -Indices and tables -================== - -* :ref:`genindex` -* :ref:`modindex` -* :ref:`search` diff --git a/docs/source/installation.rst b/docs/source/installation.rst deleted file mode 100644 index 110d89c7..00000000 --- a/docs/source/installation.rst +++ /dev/null @@ -1,116 +0,0 @@ -Installation -============ - -Taweret requires the following for for basic functionality. - - python (>3.7) - - matplotlib - - numpy (>=1.20.3) - - scipy (>=1.7.0) - - seaborn - - emcee - - corner - - scikit-learn - - cycler - - statistics - - bilby - - jupyter - - ptemcee - - pytest - -Follow these steps to install Taweret from github. - -.. code-block:: bash - - git clone https://github.com/bandframework/Taweret.git - #If you want to use SMABA toy models please clone samba repo - #git clone https://github.com/asemposki/SAMBA.git - cd Taweret - conda env create -f environment.yml - conda activate test_env - cd docs/source/notebooks - jupyter notebook --browser=safari - -You can look at the available notebooks in the directory and modify it for your own use case. If \ -you need to add a new mixing method please refer to the **For Developers** section. - -The pip installation is not available yet. - -.. .. code-block:: bash -.. -.. pip install Taweret - - - -Additional Requirements ------------------------ - -Certain Taweret modules may require additional steps to properly setup an environment which can \ -execute the code. These modules and their respective requirements are listed below. - -**Bayesian Trees** -^^^^^^^^^^^^^^^^^^ - -The Trees module is a Python interface which calls and executes a Ubuntu package in order \ -to fit the mixing model and obtain the resulting predictions. This package is developed as a part of the \ -Open Bayesian Trees Project (OpenBT). See references [1] and [2] for details. To install the Ubuntu package, \ -please follow the steps below based on the operating system of choice. - - -**Linux:** - -1. Download the OpenBT Ubuntu Linux 20.04 package: - -.. code-block:: bash - - $ wget -q https://github.com/jcyannotty/OpenBT/raw/Taweret-v0.3/openbt_mixing0.current_amd64-MPI_Ubuntu_20.04.deb - - -2. Install the package and reset the library cache: - -.. code-block:: bash - - $ cd /location/of/downloaded/.deb - $ sudo dpkg -i openbt_mixing0.current_amd64-MPI_Ubuntu_20.04.deb - $ ldconfig - - -**Mac OS/X:** - -1. Install the OS/X OpenMPI package by running the following `brew` commands in a terminal window: - -.. code-block:: bash - - $ /bin/bash -c "$(curl -fsSL https://raw.githubusercontent.com/Homebrew/install/master/install.sh)" - $ brew install open-mpi - -2. Download the OpenBT OSX binary package, "OpenBT-Mixing-0.current.pkg", from https://github.com/jcyannotty/OpenBT/tree/Taweret-v0.3 . - -3. Install the OpenBT OSX package by double-clicking on the downloaded .pkg file and follow the on-screen instructions. - - -**Windows:** - -OpenBT will run within the Windows 10 Windows Subsystem for Linux (WSL) environment. For instructions on installing WSL, \ -please see (https://ubuntu.com/wsl). We recommend installing the Ubuntu 20.04 WSL build. \ -There are also instructions \ -(https://wiki.ubuntu.com/WSL?action=subscribe&_ga=2.237944261.411635877.1601405226-783048612.1601405226#Installing_Packages_on_Ubuntu) \ -on keeping your Ubuntu WSL up to date, or installing additional features like X support. Once you have \ -installed the WSL Ubuntu layer, start the WSL Ubuntu shell from the start menu and then install the package: - -.. code-block:: bash - - $ cd /mnt/c/location/of/downloaded/.deb - $ sudo dpkg -i openbt_mixing0.current_amd64-MPI_Ubuntu_20.04.deb - - -**Alternative:** - -Rather than installing the pre-built packages, one can also download the code from https://github.com/jcyannotty/OpenBT/tree/Taweret-v0.3 \ -and compile the C++ code locally. Then the trees module can be used by specifiying the location of the local openbt repository when \ -initializing the trees class instance. - -**OpenBT References** - -1. OpenBT Repository (https://bitbucket.org/mpratola/openbt/src/master/). - -2. OpenBT Repository with Model Mixing (https://github.com/jcyannotty/OpenBT). diff --git a/docs/source/intro.rst b/docs/source/intro.rst deleted file mode 100644 index 54786ca6..00000000 --- a/docs/source/intro.rst +++ /dev/null @@ -1,111 +0,0 @@ -Taweret for Bayesian Model Mixing -================================= - -.. contents:: - :local: - -Bayesian Model Mixing ---------------------- - -In computer simulation studies, it is often the case where a set of theoretically \ -sound models are considered, each intended to describe the true underlying physical phenomena of interest \ -across a sub-region of the domain. These models could differ by their underlying assumptions \ -and may not be valid in certain sub-regions of the input domain. In practice, the true underlying \ -model is not contained in the set of candidate models. Thus, selecting a single model to describe the true phenomena \ -across the entire input domain is inappropriate. As an alternative, one may elect to combine the information within \ -the model set in some systematic manner. A common approach involves combining the individual \ -mean predictions or predictive densities from the indivdual models using a linear combination or weighted average. \ -The weights in this linear combination may or may not depend on the inputs. When the models under consideration \ -exhibit varrying levels of predictive accuracy depending on the sub-region of the input domain, an input-dependent \ -weighting scheme is more appropriate. A memeber of the class of input-dependent weighting schemes is \ -Bayesian Model Mixing (BMM). BMM is a data-driven technique which combines the predictions from a set of N candidate models in a \ -Bayesian manner using input-dependent weights. Mixing can be performed using one of two strategies described below: \ -(1) A two-step approach: Each model is fit prior to mixing. \ -The weight functions are then learned conditional on the predictions from each model. \ -(2) A joint analysis: When the models have unknown parameters, one could elect to perform calibration while simultaneously \ -learning the weight functions. - -Taweret is a python package which provides a variety of BMM methods. Each method combines the information across a set of N models \ -in a Bayesian manner using an input-dependent weighting scheme. The BMM methods in Taweret are designed to esitmate the \ -true mean of the underlying system (mean-mixing) or the true predictive density of the underlying system (density-mixing). \ -Selecting a mixing objectve (mean vs. density mixing) and associated method is problem dependent. - -The typical workflow of Bayesian Model Mixing includes: - -1. Define a set of candidate models and collect experimental data. -2. Decide on a mixing method. -3. Learn the weights/mixing function to combine models. - -Taweret for Bayesian Model Mixing ---------------------------------- - -.. image:: _static/Taweret.png - -Taweret is the protective ancient Egyptian goddess of childbirth and fertility. She has the head of a hippopotamus \ -and limbs and paws of a lion. Her back and tail is of a Nile crocodile. Hence the name of our Bayesian Model \ -Mixing package, Taweret! - - -Models -^^^^^^ -The user has to provide models that they would like to mix. Currently Taweret supports mixing of two \ -or more models with a 1,...,p-dimensional input space (depending on the method of mixing chosen) and a single output. \ -The models are required to have an "evaluate" a method which should return a mean and a standard deviation for each input parameter value. - -Mixing Method -^^^^^^^^^^^^^ -The user will then choose a mixing method. Currently Taweret supports: \ -1. **Linear mixing** (2 models) \ -2. **Multivariate BMM** (N models) \ -3. **Bayesian Trees** (N models) \ - -Details of each Mixing Method -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ -**Linear mixing**: A density-mixing method employing a mixing function between the two models chosen \ -with four different types of mixing functions available in Taweret (*Step*, *Sigmoid*, \ -*CDF*, *Piecewise cosine*). This mixing method takes two models and the experimental data as input \ -and calculates the likelihood. Finding of the optimal weights by either optimizing the \ -likelihood or finding the full posterior is done as the next step. - -**Multivariate BMM**: A mean-mixing method that combines two (or more!) models provided by the user into \ -a mixed model. This method, unlike linear mixing, only requires knowledge of the two models and their \ -uncertainties at the input points. Given that the models are supplied by the user, one could combine \ -two functions with a Gaussian Process (as seen in the example notebook for this method). - -**Bayesian Trees**: This mean-mixing method estimates the true underlying system by combining the mean predictions \ -from N models using a linear combination and input-dependent weighting scheme. The weights functions \ -are defined using Bayesian Additive Regression Trees (BART). This flexible and non-parametric weighting scheme \ -allows the weight functions to reflect the localized performances of each model based on the information across \ -a set of observational data and the corresponding mean predictions from the model set. This approach is applicable for \ -p-dimensional input spaces. - -Estimating the Weight Functions -^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ -Taweret provides a variety of BMM methods, each which utilize an input-dependent weighting scheme. \ -The weighting scheme may vary substantially across the different methods. For example, Linear mixing \ -defines the weights using a parametric model, while the Bayesian Trees approach uses a non-parametric model. \ -Another weighting scheme involves precision weighting, as seen in Multivariate BMM. Hence, the exact estimation \ -of the weight functions may differ substantially across the various BMM methods. Despite this, the estimation \ -process in each method is facilitated using Bayesian principles. Examples of each method can be found in the \ -Python notebooks (docs/source/notebooks) and under the Examples tab on this page. In these examples, BMM is \ -applied to the SAMBA, Coleman, and Polynomial models. - -Working with Multiple Models -^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - -**A Two-step approach**: \ -In some cases, the models under consideration may have been previously calibrated. \ -Consequently, the predictions from each model are easily ascertained across a new set of input locations. This calibration \ -phase is the first step in the two-step process. The second step invloves mixing the predictions from each model \ -to estimate the true system. Thus, conditional on the individual predictions across a set of inputs along with observational data, \ -the weight functions are learned and the overall mean or predictive density of the underlying system is estimated in a Bayesian manner. \ -Examples of this two-step analysis can be found in a variety of the notebooks provided in the Examples section. - - -**Mixing and Calibration**: \ - -This joint analysis is advantageous because it enables each model to be calibrated predominantly based on the sub-regions \ -of the domain where its predictions align well with the observational data. These sub-regions will be simultaneously identified \ -by the weight functions. This should lead more reliable inference than then case where each model is calibrated individually and \ -thus forced to reflect a global fit to the data. For example, the joint analysis would avoid situations where a model is calibrated \ -using experimental data that is outside its applicability. Examples of this joint analysis are applied to the Coleman models. diff --git a/docs/source/macos_user.rst b/docs/source/macos_user.rst deleted file mode 100644 index d3a4580b..00000000 --- a/docs/source/macos_user.rst +++ /dev/null @@ -1,14 +0,0 @@ -MacOS Users -=========== - -To run the `bilby` examples using the `ptemcee` module, you will need \ -to run the following commands at the beginning of your notebook - -.. code-block:: python - - import multiprocessing - multiprocessing.set_start_method('fork') -There is currently an `issue `_ open on the `bilby` \ -repository that will address this automatically in the future. \ -For now, you will receive a warning whenever you use `ptemcee` with more than one `thread`, even if you have set the start method. -We will remove this warning once `bilby` patches their bug. diff --git a/docs/source/macos_users.rst b/docs/source/macos_users.rst deleted file mode 100644 index d5557166..00000000 --- a/docs/source/macos_users.rst +++ /dev/null @@ -1,15 +0,0 @@ -MacOS Users -=========== - -To run the `bilby` examples using the `ptemcee` module, you will need \ -to run the following commands at the beginning of your notebook - -.. code-block:: python - - import multiprocessing - multiprocessing.set_start_method('fork') - -There is currently an `issue `_ open on the `bilby` \ -repository that will address this automatically in the future. \ -For now, you will receive a warning whenever you use `ptemcee` with more than one `thread`, even if you have set the start method. -We will remove this warning once `bilby` patches their bug. diff --git a/docs/source/modules.rst b/docs/source/modules.rst deleted file mode 100644 index 5d9e899b..00000000 --- a/docs/source/modules.rst +++ /dev/null @@ -1,7 +0,0 @@ -Taweret -======= - -.. toctree:: - :maxdepth: 4 - - Taweret diff --git a/docs/source/notebooks/.gitignore b/docs/source/notebooks/.gitignore deleted file mode 100644 index 00ca089d..00000000 --- a/docs/source/notebooks/.gitignore +++ /dev/null @@ -1 +0,0 @@ -outdir/ diff --git a/docs/source/notebooks/Bivariate_Test.ipynb b/docs/source/notebooks/Bivariate_Test.ipynb deleted file mode 100644 index b161c960..00000000 --- a/docs/source/notebooks/Bivariate_Test.ipynb +++ /dev/null @@ -1,239 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "1095e7b4", - "metadata": {}, - "source": [ - "# Bivariate BMM Test\n", - "\n", - "### Author: Alexandra Semposki\n", - "\n", - "### Date: 10 September 2023" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "1b313006", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib \n", - "import matplotlib.pyplot as plt\n", - "from matplotlib.ticker import AutoMinorLocator\n", - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "0789a18f", - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.append('../../../')" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "9baed56e", - "metadata": {}, - "outputs": [], - "source": [ - "from Taweret.models.samba_models import *\n", - "from Taweret.mix.gaussian import *" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "7886c9c5", - "metadata": {}, - "outputs": [], - "source": [ - "g = np.linspace(1e-6, 1.0, 100)\n", - "order = 3" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "21cb15d3", - "metadata": {}, - "outputs": [], - "source": [ - "model_1 = Loworder(order)\n", - "model_2 = Highorder(order)\n", - "true = TrueModel().evaluate(g)\n", - "\n", - "exp_1 = model_1.evaluate(g)\n", - "exp_2 = model_2.evaluate(g)\n", - "\n", - "var_1 = exp_1[1].flatten()\n", - "var_2 = exp_2[1].flatten()\n", - "\n", - "# combine to form dict of models\n", - "models = {\n", - " '1': model_1,\n", - " '2': model_2\n", - "}" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "633b0a85", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#example plot to test models\n", - "fig = plt.figure(figsize=(8,6), dpi=100)\n", - "ax = plt.axes()\n", - "ax.set_xlim(0.0,1.0)\n", - "ax.set_ylim(1.2,3.2)\n", - "ax.tick_params(axis='x', direction='in')\n", - "ax.tick_params(axis='y', direction='in')\n", - "ax.locator_params(nbins=8)\n", - "ax.xaxis.set_minor_locator(AutoMinorLocator())\n", - "ax.yaxis.set_minor_locator(AutoMinorLocator())\n", - "\n", - "ax.plot(g, true[0].flatten(), 'k', label='True')\n", - "ax.plot(g, exp_1[0].flatten(), 'r--', label='Small-g')\n", - "ax.plot(g, exp_2[0].flatten(), 'b--', label='Large-g')\n", - "\n", - "ax.set_title('SAMBA Models')\n", - "ax.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "ee90f513", - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "#call mixing method and plot\n", - "mixed = Multivariate(g, models, n_models=2)\n", - "_, mixed_mean, mixed_intervals, mixed_std_dev = mixed.predict(ci=68)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "39d907e9", - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#plotting bivariate BMM results on top of SAMBA models\n", - "fig = plt.figure(figsize=(8,6), dpi=100)\n", - "ax = plt.axes()\n", - "ax.set_xlim(0.0,1.0)\n", - "ax.set_ylim(1.0,3.0)\n", - "ax.tick_params(axis='x', direction='in')\n", - "ax.tick_params(axis='y', direction='in')\n", - "ax.locator_params(nbins=8)\n", - "ax.xaxis.set_minor_locator(AutoMinorLocator())\n", - "ax.yaxis.set_minor_locator(AutoMinorLocator())\n", - "\n", - "ax.plot(g, true[0].flatten(), 'k', label='True')\n", - "ax.plot(g, exp_1[0].flatten(), 'r--', label='Small-g')\n", - "ax.plot(g, exp_2[0].flatten(), 'b--', label='Large-g')\n", - "\n", - "ax.plot(g, exp_1[0].flatten() - var_1, 'r', linestyle='dotted')\n", - "ax.plot(g, exp_1[0].flatten() + var_1, 'r', linestyle='dotted')\n", - "\n", - "ax.plot(g, exp_2[0].flatten() - var_2, 'b', linestyle='dotted')\n", - "ax.plot(g, exp_2[0].flatten() + var_2, 'b', linestyle='dotted')\n", - "\n", - "ax.plot(g, mixed_mean, 'g', label='Mixed model')\n", - "ax.plot(g, mixed_intervals[0][0], 'g--')\n", - "ax.plot(g, mixed_intervals[1][0], 'g--')\n", - "ax.fill_between(g, mixed_intervals[0][0], mixed_intervals[1][0], color='green', alpha=0.2)\n", - "\n", - "ax.set_title('SAMBA Models')\n", - "ax.legend()" - ] - }, - { - "cell_type": "markdown", - "id": "1889cc39", - "metadata": {}, - "source": [ - "Written by: Alexandra Semposki\n", - "\n", - "Last edited: 10 September 2023" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/docs/source/notebooks/Linear_BMM_with_cdf_function_for_SAMBA_models.ipynb b/docs/source/notebooks/Linear_BMM_with_cdf_function_for_SAMBA_models.ipynb deleted file mode 100644 index b6f9de12..00000000 --- a/docs/source/notebooks/Linear_BMM_with_cdf_function_for_SAMBA_models.ipynb +++ /dev/null @@ -1,434 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "loose-scanner", - "metadata": {}, - "source": [ - "# Linear Bivariate BMM with SAMBA toy models : cdf mixing\n", - "\n", - "The best way to learn Taweret is to use it. You can run, modify and experiment with this notebook on [GitHub Codespaces](https://github.com/bandframework/Taweret)." - ] - }, - { - "cell_type": "markdown", - "id": "economic-dublin", - "metadata": {}, - "source": [ - "This notebook shows how to use the Bayesian model mixing package **Taweret** for a toy problem. \n", - "\n", - "**Author : Dan Liyanage**\n", - "\n", - "Date : 11/10/2022\n", - "\n", - "More about SAMBA toy models can be found in [Uncertainties here, there, and everywhere: interpolating between small- and large-g expansions using Bayesian Model Mixing](https://arxiv.org/abs/2206.04116)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "after-peace", - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "import os\n", - "\n", - "# You will have to change the following imports depending on where you have \n", - "# the packages installed\n", - "\n", - "cwd = os.getcwd()\n", - "\n", - "# Get the first part of this path and append to the sys.path\n", - "tw_path = cwd.split(\"Taweret/\")[0] + \"Taweret\"\n", - "samba_path = tw_path + \"/subpackages/SAMBA\"\n", - "sys.path.append(tw_path)\n", - "sys.path.append(samba_path)\n", - "\n", - "# For plotting\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "sns.set_context('poster')\n", - "# To define priors. (uncoment if not using default priors)\n", - "import bilby\n", - "\n", - "# For other operations\n", - "import numpy as np" - ] - }, - { - "cell_type": "markdown", - "id": "c33c9f9f", - "metadata": {}, - "source": [ - "## 1. Get toy models and the pseudo-experimental data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "loaded-machinery", - "metadata": {}, - "outputs": [], - "source": [ - "# Toy models from SAMBA\n", - "from Taweret.models import samba_models as toy_models\n", - "\n", - "m1 = toy_models.Loworder(2, 'uninformative')\n", - "m2 = toy_models.Highorder(2, 'uninformative')\n", - "truth = toy_models.TrueModel()\n", - "exp = toy_models.Data()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "lasting-spokesman", - "metadata": {}, - "outputs": [], - "source": [ - "g = np.linspace(0.1, 0.6, 10)\n", - "plot_g = np.linspace(0.01,1,100)\n", - "m1_prediction = m1.evaluate(plot_g)\n", - "m2_prediction = m2.evaluate(plot_g)\n", - "true_output = truth.evaluate(plot_g)\n", - "exp_data= exp.evaluate(g,error = 0.01)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "dimensional-greene", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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CBQs0nrNPnz7i640bNwIAnJycxJksCxgZGaFHjx6SfkDZAx0AzJ8/X3w9c+ZMXLhwQaVPamoqXn31VcTFxQEAhg0bVuqZNQs4Ojpi4sSJAPInWBk9erTaiVb27t2Lr7/+utjzffbZZ2JAXLRoEb799lutdxyfPXuG1atXF3t3kKgq4iyXRGT4HBvnD7UsEM/n6Iio7H755RdcuHABjx8/xuHDh+Hj44M33ngDPj4+yMjIwIkTJ/DHH38gNzd/LcwpU6aIIVCdgiGT4eHh4jG9e/dWux6cr68v9u3bJ/YraCur4cOHw8/PDxs3bkRiYiK6dOmC1157Db169ULNmjURHByM9evXi4uju7m5iXfqymrlypXw9/fH/fv3ERgYiBdeeAGTJ0+Gj48PUlJScOjQIezZswf29vZo2bIlTpw4ofFcLVu2xLp16zBx4kQolUq88847+OmnnzB8+HD4+PjA0tISKSkpCAsLw/nz53Hy5ElkZ2djy5YtenkvRJUJAx0RGT6nxsC9o8+3OTEKEemBq6srzpw5g6FDh+LGjRuIjo7GJ598otLPyMgIb7/9tk5D/3x9fREeHi7Z1tSvsIYNG0omFimLdevWwdraGj/88ANyc3OxefNmbN68WaVfy5YtsW/fPjg7O+vlunZ2djh+/DgGDBiAe/fu4cGDB1i6dKmkj4ODA3bu3Km2nqLGjx8PFxcXTJo0CQ8ePEBoaChWrlypsb+5uTkcHR3L/D6IKhsOuSQiw1d0YhQGOiLSEy8vL1y5cgWbN2/GkCFD4ObmBnNzc1hbW8PHxwdvvvkmrly5gm+++QZGRsX/2KRpApSimjVrBhcXl2L7lYaxsTG+++47XL58GTNnzoSPjw+sra1hbm4Od3d3DB06FFu3bsXly5fh6empt+sCQP369XH9+nWsXLkSbdq0gbW1NSwtLdGkSRPMnTsXV69eLdF7ffHFFxEWFoaNGzdi1KhR8PLygpWVFUxMTGBvb4/WrVvDz88PmzdvxpMnTzBgwAC9vh+iykAhcMEOg3D69Gl0795d3A4MDBTXqSGq9u6fA9b3e75tZAIsfAIYm8pXE1Ehd+/eRW5uLkxMTNCwYdGJfIiIqDoqy/eGkmQD3qEjIsPnVOQOnTIXSIiQpxYiIiIiA8JAR0SGr4Y9YFnkGQ9OjEJERETEQEdElYRTY+l23B156iAiIiIyIAx0RFQ5qAQ6rkVHRERExEBHRJWDY5FAxyGXRERERAx0RFRJFJ0YJf4uoFTKUwsRERGRgWCgI6LKoegdupx0IPmBPLUQERERGQgGOiKqHKxdAXMbaRsXGCciIqJqjoGOiCoHhULNxCgMdERERFS9MdARUeXBiVGIiIiIJBjoiKjyKDoxCpcuICIiomqOgY6IKo+id+ji7gCCIE8tRERERAaAgY6IKo+iz9BlJgFpcbKUQkRERGQIGOiIqPKw8wBMLKRtnBiFiIiIqrFSBboLFy7gxx9/hJ+fH9q3b4969erBysoK5ubmcHFxQa9evfDJJ5/g/v37+q4XJ06cwIQJE+Dt7Y0aNWrAwcEBbdq0wZIlS/D48eMSnevZs2dYtWoVOnfuDGdnZ1hYWMDT0xMjR47E33//rffaiaiMjIyBWg2lbZwYhYiIiKoxk9Ic1Lt3b6SlpandFxsbi9jYWJw8eRLLly/H4sWLMX/+/DIVCQC5ubmYMWMGfvvtN0l7ZmYmEhMTceXKFXz33XfYsGEDhg4dWuz5Tp8+jTFjxuDhw4eS9vv37+P+/fvYvXs3hgwZgj/++AOWlpZlrp+I9MSpERBz4/k2J0YhIiKiaqxUgQ4AnJ2d0aFDBzRt2hSurq5wdXWFIAiIjIzEgQMHcObMGWRlZWHBggXIycnB//73vzIVOm3aNGzYsAEAYGtri8mTJ6NNmzZIS0vD33//jQMHDiAxMRGvvvoq/P390bt3b43nunHjBgYNGoTk5GQAQLdu3TBmzBg4ODggODgYa9euRUxMDP7++2+MHDkS+/fvh7GxcZnqJyI9cWoi3Y67I08dRERERAagVIEuKCgITZs2hUKhULt//vz52Lx5M/z8/CAIAj799FNMmTIFderUKVWRhw4dEsNc7dq1cfLkSTRs+HzY1bRp0/D999/j7bffRnZ2NiZPnow7d+7AzMxM7fmmTp0qhrm5c+fiiy++kOyfPXs2fH19ERwcDH9/f6xfvx5Tp04tVe1EpGeORZYuiOcdOiIiIqq+SvUMXbNmzTSGuQITJkzA4MGDAeQPl/T39y/NpQBAcnfvhx9+kIS5Am+99RZefvllAEBERIQYAIs6cOAAzp07BwBo1aoVVqxYodLHxcUFmzdvFreXLFkCpVJZ6vqJSI+KznSZ8hjIfCZPLUREREQyK9dZLps2bSq+jomJKdU5wsPDcfHiRQCAl5cXhg8frrHvu+++K77etm2b2j7bt28XX8+ZM0fjUMq2bduiR48eAIBHjx7h1KlTJa6diMqBQ31AUeT/2/i78tRCREREJLNyDXT37t0TX7u6upbqHIXv7A0YMEDrncHu3bvDysoKABAYGIjU1FSt5xs4cKDWaxfef+jQIZ1rJqJyZGIGOHhJ2/gcHREVceLECSgUCigUCixZsqTM5+vVq5d4vvIWGRkpXsvPz6/cr1eZ6PvvlagqKLdA99dff2HPnj0AgBo1amDQoEGlOs+NG89ns2vfvr3WviYmJmjdujUAQKlU4vbt25L9MTExiIvLX4TYw8MDzs7OWs9X+Ho3b94sUd1EVI5UJkbh0gVERERUPZV6lssCp06dQkJCAgAgOzsb0dHROHz4MI4ePQoAMDU1xa+//lpseNIkJOT5D2peXl5aej7vExgYKB5bOJSV5lzqjtWkYMmD0rh+/XqpjiOqljgxChEREREAPQS6efPmiZOMFKZQKNC7d2988skn6Nq1a6nPn5SUJL52dHQstn+tWrXUHqvvc6mzfv16LF26tNh+RFRGRSdG4R06IipnJ06ckLsEIiK1ym3Ipbu7O3x9fVGvXr0ynafwc3AWFhbF9q9Ro4b4OiUlpdzORUQyKnqHLjESyMmQpRQiIiIiOZU50AUFBUEQBAiCgNTUVFy5cgVLlixBUlISFi1ahBYtWuDw4cP6qFWvDyLrcq6KePCZiEqhaKCDADy9p7YrERERUVWm1zt0lpaWaNWqFRYvXowrV66gdu3aSEhIwJAhQ3Dt2rVSnbNg1koAyMgo/jfwhftYW1uX6Vzp6ekaz6XOpEmTEBgYWKo/P/74Y7HnJ6L/Z24F2NaVtnHYJREV49GjR1iwYAGaNm0KKysr2NjYoFWrVli6dCmSk5O1HqvrLJeCIGDLli3o27cvnJycUKNGDXh7e2PSpEm4cuUKAGDjxo3iuTZu3KhT7UlJSVi+fDnatGkDOzs7WFpawsfHB3Pnzi310lCaJCcn44svvkCvXr3g6uoKMzMzODk5oVOnTliyZAliY2O1Hq/u/V2+fBkzZsxAo0aNYG1trfG9Hz58GMOHD0ft2rVhYWEBDw8PvPLKKzhy5Eip3ss///yDCRMmoEGDBrC2tkbNmjXh5eWF8ePH499//9V6rLoZNe/evYv3338fTZs2hZ2dHWfbJINQ5mfoNKlfvz4+//xz+Pn5ITs7G8uXL5esAacrOzs78XV8fHyx/Z8+far2WH2fSx0PDw94eHgU24+I9MCxEfAs+vk2J0YhIi2OHDmCsWPHihO5Fbh27RquXbuGrVu3IiAgAO7u7qW+RmpqKoYNG4Zjx45J2iMiIhAREYEtW7bgm2++kfyCWReXL1/G8OHDVSZeu3PnDu7cuYMtW7bg6NGjaNGiRalrL3DkyBGMGzdO5eek+Ph4xMfH49y5c/j666+xZs0ajBs3Tqdzrlq1CgsWLEBeXp7GPkqlEtOnT8e6desk7dHR0YiOjsbevXvx9ttva12PuLAHDx7g1VdfxdmzZ1X2RUZGIjIyEr///jtGjBiBzZs3o2bNmsWec+vWrZg2bZpONwWIKlK5BToAkqUKSvswcePGjREQEAAg/wtir169tPaPiIiQHFv0XOr6leZcRCQzp8ZAWKEfmrgWHRFpcPXqVXz55ZfIycnBxIkT0b17d1hbWyM0NBRr1qzBo0ePcO/ePUycOFEljOlKEAS88sor4vGWlpaYNGmSONv2xYsXsX79erz99tsYOXKkzud98OABBg0ahNjYWIwYMQIvvvgiHBwcEBUVhXXr1iEkJASxsbEYPXo0rl+/DlNT01LVDwD//vsvBg0ahNzcXABAu3btMGbMGNStWxexsbHYs2cPAgICkJKSgtdffx2CIGD8+PFaz7ljxw4cOnQIVlZWmDBhAjp06AAzMzPcvn1bskbxu+++K4Y5Y2NjvPbaa+jduzfMzc1x9epV/Pbbb/juu+/w4MGDYt9HdHQ0OnbsiMePHwMAmjVrhhEjRqBhw4YwNjZGaGgoNm/ejLCwMOzevRtpaWk4ePCg1ruv//33H5YtWwaFQiH+G7KyskJ4eHiZfglApBdCOcrMzBQACAAEMzOzUp3jxx9/FM8xc+ZMrX1zcnIEKysrAYBgZGQkpKamqvRxcnISzxcTE6P1fCtWrBD7zps3r1T16yowMFC8FgAhMDCwXK9HVOld3CAIi22e//m+ndwVUTUWGhoqBAcHC6Ghodo75uUJQmoc/+TllfvfSUBAgOT7ap06dYSbN2+q9IuNjRU8PT3FfhcvXlR7vp49e4p91Fm/fr24383NTbh7965Kn7CwMKFu3bqSujZs2KDSLyIiQtLH2tpaOHnypEq/tLQ0oV27dmK/Xbt2FfOpaJaamirUrl1bPNfChQsFpVKp0u/7778X+1hZWQnR0dEqfTZs2CCpv1GjRkJUVJTGa58+fVpQKBQCAKFmzZpq3+ujR4+EJk2aSM67ePFilX5KpVLo3LmzAEBQKBTCV199pfZ9ZGVlCePGjRPPtXbtWpU+Rf8NOTs7C9euXdP4PoiK0vl7gxolyQbleofu7t274msnJ6dSnWPAgAHia39/fwiCoPE3KIGBgeJMlj169IClpaXa823ZsgUAcOjQIUycOFHjtQ8ePCi+HjhwYKnqJ6Jy4tJcuv30HpCdDpgVP2yGSDYZCcAX9eWuQn4fhAGWxS8fpE9btmxB06ZNVdqdnJywcOFCTJs2DUD+zwZt27Yt8fm/+eYb8fX69evRoEEDlT7e3t7YsGED+vbtW6Jzr169Gj169FBpr1mzJpYvX45+/foByK99xIgRJaw838aNG8U7Wv3798dnn32mtt/s2bNx+fJlbNiwAampqfj++++xcuVKjedVKBT4888/tT6S8tVXX0EQBADA559/rva91q5dG9u3b0ebNm20Dt38559/xGGW77zzDt577z21/czMzLB+/Xr8999/iIiIwFdffYUpU6ZoPC8A/PLLL3oZ1kqkb+W2bAEA/Pzzz+Lr0q5F5+3tLQ5XiIiIwN69ezX2LfzFdMyYMWr7FG5fvXq1xi8Kly5dwqlTpwAAbm5u6N69e4lrJ6Jy5OwDKAp9CROUQOxt+eohIoPVsmVL+Pr6atzfp08f8fWtW7dKfP7w8HDcuHEDAPDCCy+IAUvTtZo3b65xf1G1atXChAkTNO7v0aMHTEzyfz9fmtoL7N69W3w9f/58rX0XLFig9jh1unXrhtatW2vcn5WVhQMHDgAAbGxsxGCtTosWLbR+tgCwadMmAPlB8oMPPtDa18zMTPy58M6dOyrPKBbm4eGBoUOHaj0fkVxKHOh+/vlnBAQEiL9JUScvLw8rVqzATz/9JLa9+eabKv0Kzx6kbb26wot1z549G/fuqU5P/sMPP+Cff/4BAHh5eeGNN95Qe66BAweiY8eOAPLH1Kv7ohUTEyP54rlkyRIYGZVr9iWikjKrCdQq8hvwJ9flqYWIDFqXLl207ndzcxNfJyYmlvj8Fy5cEF/37t272P669CnQoUMHMbCpY25uDkfH/LudpakdyH/+7/z58wDy7/p169ZNa/8GDRqIdyDDwsIQFxensW9xvxC/du0asrOzAeT/8r+4dYILh291Cn4Z7+DggHPnzuGvv/7S+qfwZxYcHKzxvN26deNyVmSwSjzkMigoCDNnzkTdunXx4osvonnz5nB2doaZmRmSkpJw8+ZN7Nu3D5GRkeIx8+fPR8+ePUtd5EsvvYQ33ngDGzZswOPHj9GuXTtMmTIFbdq0QVpaGv7++2/s378fQP5vW3777TeYmZlpPN/atWvRrVs3cVres2fPYuzYsXBwcEBwcDDWrl2LJ0+eAMgfoqkpHBKRzFyaSWe3jLkpXy1EZLAKAo8m5ubm4uvMzMwSn//Ro0fi6/r1ix9Sq0ufAsXVDjyvvzS1A/nLFKSlpYm1GRsbF3tM48aNxV+wP378WOOjNcVNGFL4s2vYsGGx11U3lLVAWlqaODvn06dPdZ4Rs0DRGVAL48QnZMhK/QxddHQ01q9fr7WPra0tPv/8c8ycObO0lxH9+uuvUCgUWL9+PZ49e4avvvpKpY+9vT02bNhQ7G++mjdvjgMHDmDMmDF4+PAhTp8+jdOnT6v0GzJkCH7//XedvrARkQxcmwG39jzffnJDvlqIdFHDIf/5sequhkOFXq68R9kUhCEAOk1/r0ufAhUxQiglJUV8rW7+AXUKL71Q+PiiatSoofU8BXMfALp9LtrqS0pKKvZ4bQruFKpT3PsgklOJA90PP/yAsWPH4uTJkwgKCsKjR48QGxuLlJQUWFpawsXFBS1atED//v0xatQo2Nra6qdQExP89ttveP311/Hbb7/hzJkzePz4MSwsLFCvXj0MGTIEM2bMQO3atXU6X7du3XDz5k38+uuv2LNnD+7du4eUlBS4uLigffv2mDBhAsdKExk61yIPp8fcApRKgEOkyVAZGVX4ZCBU/gqHjPT09GL7Fw6AhsDa2lp8rWtthYNY4eNLqnAwLOtnV/hcrVq1EhdyJ6rqShzorKys0L9/f/Tv37/MF+/Vq5fWZ/E0HVPcWnS6srOzw7x58zBv3jy9nI+IKphLM+l2diqQGAHU4iyCRFRx6tSpI74OCyv+Dmx4eHh5llNiNjY2sLS0RFpaGsLCwpCXl1fs6KTQ0OfD3Qu//5Iq/PyiujkSitLWx9bWFtbW1khJScHdu3eRnZ2t9REcoqqCv8YmosrL2hWoWeRuB5+jI6IKVjAbNwAEBAQU21+XPhVJoVCgQ4cOAPLvkql7DKWwsLAwMVjVr19fp+f8NGnRooX4DODp06eLfQ6wuIXfC+ZsSEtLw+HDh0tdF1FlwkBHRJWXQpH/HF1hfI6OiCqYt7e3uBRBcHAwjhw5orHvsWPHxCUODMnIkSPF1ytWrNDa9/PPPxdHWBU+rjTMzc3FtX6Tk5Oxbt06jX1v3ryp9bMFAD8/P/H1xx9/XOqJYogqEwY6IqrcXIus5/SEd+iIqOK9++674utJkyapHRoYHh5usDNnT5w4UZyHwN/fH//73//UPhbz888/i5PiWVlZ4a233irztefOnSsuCfDRRx+pvUMYExOD0aNHa11UHABeeeUVdO7cGUD+kghDhw7VuqyCUqnE0aNHNS6kTlQZlHqWSyIig+BSNNAZ3m++iajq8/Pzw7Zt23D06FE8fPgQrVq1wqRJk8ShjBcuXMD69euRlpaGkSNHYteuXQAqZhZLXVhaWmLz5s146aWXkJubi08//RT+/v4YM2YM3N3dERcXhz179uD48eMA8odprlmzRvIMXGl16dIFb731Fr777jukpaWhV69eGDduHHr37g1zc3NcvXoV69atQ0JCAl555RXs2bNH47kUCgV2796Nzp07IyoqCkeOHIGXlxdGjhyJjh07wsnJCVlZWXjy5AmuXr2Ko0ePIiYmBn369MGiRYvK/F6I5MBAR0SVW9E7dMkPgPQEoGbFTotORNWbQqHAnj17MHToUBw/fhxpaWn4/vvvJX2MjY3x9ddfw8rKSgx0ZZkhUt/69u2L/fv3Y9y4cXj69CkuXLggWTS9gJWVFdasWYPx48fr7drffPMN0tLS8NtvvyEvLw+bN2/G5s2bJX3mzJmDYcOGaQ10AFC7dm1cvHgRfn5+OHDgANLS0rBp0yZs2rRJ4zFcZ44qM8P4tRARUWk5NgSMi8xixolRiEgGVlZW+Pfff7Fp0yb4+vqiVq1aMDc3R7169TBhwgQEBQXhnXfewdOnT8VjHBwM65dP/fv3R3h4OFauXInu3bvDyckJpqamqFWrFjp06IDFixcjLCxMr2EOyL9TuW7dOhw6dAhDhgyBs7MzzMzM4O7ujuHDh8Pf3x+rV6/W+XyOjo7Yv38/goKC8NZbb6FVq1aoVasWjI2NYWlpifr162Pw4MFYsWIFbt68iY0bN+r1/RBVJIVQ0nUDqFycPn0a3bt3F7cDAwPRrVs3GSsiqkR+6QE8vvZ8u//nQOc35auHqp27d+8iNzcXJiYmaNiwodzlkIEbMWKEeJcpISEB9vb2MldEROWhLN8bSpINeIeOiCo/PkdHRJVEZGQk9u/fDyB/8WuGOSIqKwY6Iqr8ij5HF8NAR0QV7/bt24iNjdW4/8GDBxg+fDiys7MBADNnzqyo0oioCuOkKERU+RVdiy4uBMjNBkzM1PcnIioHhw8fxocffghfX1907doVXl5eMDc3R3x8PIKCgrBz506kp6cDALp27YrJkyfLXDERVQUMdERU+bkUCXR52UB8qGrQIyIqZ9nZ2fD394e/v7/GPn379sXOnTthbGxcgZURUVXFQEdElV8NO8DWA3h2/3lbzE0GOiKqUK+//jrs7Oxw+PBhXL9+HU+fPkVCQgIsLCzg4uKCTp064bXXXsNLL70kd6lEVIUw0BFR1eDaXBrontwAWo6Rrx4iqnZq1aoFPz8/+Pn5yV0KEVUjnBSFiKqGonfjONMlERERVQMMdERUNRSd6fLJDYDLbBIREVEVx0BHRFVD0YlRMhKAlMfy1EJERERUQRjoiKhqsPMEzG2kbRx2SURERFUcAx0RVQ1GRoBLU2kbAx0RERFVcQx0RFR1qHuOjoiIiKgKY6Ajoqqj6HN0MTflqYOIiIiogjDQEVHVUfQO3dMwIDtNnlqIiIiIKgADHRFVHc4+gKLwlzUBiAmWrRwiIiKi8sZAR0RVh2kNwLGRtO3JdXlqISIiIqoADHREVLXwOToiIiKqRhjoiKhq4UyXREREVI0w0BFR1eJa9A5dMKDMk6cWIiIionLGQEdEVYtrC+l2ThqQECFPLURERETljIGOiKoWK2fA0lnaFsNhl0RUtZw4cQIKhQIKhQJLliyRuxwikpGJ3AUQEemdazMg7Pjz7Sc3gKbD5auHiGSRlJSE1atXAwBatWqFYcOGyVqPNpWpViIyLAx0RFT1uDYvEug40yVRdZSUlISlS5cCACZOnGjQIaky1UpEhoVDLomo6nEpMtPl42vy1EFERERUzhjoiKjqqdNKup36BEh+JEspREREROWJgY6Iqh6H+oC5rbTtwUV5aiEiIiIqRwx0RFT1GBkBbm2kbQ8vyVMLEVW4yMhIKBQKeHl5iW2bNm0SZ4Us/OfEiRMA1M8aeffuXbz//vto2rQp7OzsVGaU7NWrl3hMcZYsWaJyzdLWqsmjR4+wYMECNG3aFFZWVrCxsUGrVq2wdOlSJCcnF1sjEVVOnBSFiKomt7ZAeMDzbQY6IiqBrVu3Ytq0acjIyJC7FJ0cOXIEY8eORUJCgqT92rVruHbtGrZu3YqAgAC4u7vLVCERlRcGOiKqmtzaSrcfXQWUeYCRsSzlEFHFcXZ2xt69exEbG4vp06cDAHr37o23335bpW+zZs1U2v777z8sW7YMCoUCEydORPfu3WFlZYXw8HC9B6Ky1goAV69exZdffomcnByxXmtra4SGhmLNmjV49OgR7t27h4kTJ+LYsWN6rZ+I5MdAR0RVU9Ehl9kpQHwo4OwjTz1EAJSCEklZSXKXITs7czsYKcrvqY+aNWti2LBhiIyMFNs8PDx0Xgrg6NGjcHZ2xtGjR9GiRYvyKfL/lbVWANi3bx/q1KmDI0eOoGnTppJ906dPR/v27REVFYXjx4/j0qVLaNu2rYYzEVFlxEBHRFWTtStg4w4kP3je9vASAx3JKikrCT2395S7DNmdHH0SDhYOcpeh1S+//FLuYU6ftmzZohLmAMDJyQkLFy7EtGnTAACHDh1ioCOqYjgpChFVXe5Ffmjhc3REpAMPDw8MHTpU7jJ01rJlS/j6+mrc36dPH/H1rVu3KqIkIqpADHREVHUVfY6OgY6IdNCtWzedZq40FF26dNG6383NTXydmJhY3uUQUQVjoCOiqqtooIu5BeRUjhnriEg+lW0mSEdHR637zc3NxdeZmZnlXQ4RVTA+Q0dEVVftVoDCCBCU+dvKXODxdcCjo6xlUfVlZ26Hk6NPyl2G7OzM7eQuQasaNWrIXUKJGBnx9/NE1RkDHRFVXeZWgJMPEFvomZGHlxjoSDZGCiODnwyEykdeXp7cJRBRFcVf6RBR1VZ0+QI+R0dEelJ4KGN2drbWvvHx8eVdDhFVUwx0RFS1qUyMclGeOoiowhUeiigIgt7Pb29vL75++PCh1r5nz57Vur+8ayWiqouBjoiqtqKBLjESSHsqSylEVLGsrKzE12lpaXo/f+F13/7991+N/Y4dO4Zr165pPVd510pEVRcDHRFVbc4vACZFJjh4dFmeWoioQjk4OMDW1hYAcPXqVb3f+XrppZfE18uWLUNcXJxKn1u3bmHChAnFnqu8ayWiqouTohBR1WZsAtRpBdwvNNzp4SWg4YuylUREFadPnz7Ys2cPwsLC8Oqrr+KVV16BnZ2duM5chw4d4OBQuolq2rVrB19fXxw/fhxRUVFo3bo1ZsyYgcaNGyMlJQWBgYH4448/YGpqiqFDh2Lfvn2y1UpEVRcDHRFVfW5tpYHuAZ+jI6ouFi9eDH9/f6Snp2PXrl3YtWuXZH9AQAB69epV6vNv2rQJvr6+uHv3Lh4+fIiPP/5Yst/BwQHbtm3Df//9V2ygK+9aiahq4pBLIqr61M10yeFMRNVCixYtcOXKFUyfPh0+Pj6wtLQU73jpg7u7Oy5duoSlS5eiZcuWsLS0RM2aNdGkSRPMmzcP169fR79+/QyiViKqmhQCB2kbhNOnT6N79+7idmBgILp16yZjRURVSGIk8G1LadvbVwEHLzmqoSro7t27yM3NhYmJCRo2bCh3OUREZADK8r2hJNmAd+iIqOqz8wRq1pK2cT06IiIiqgIY6Iio6lMoALd20jYGOiIiIqoCGOiIqHpQWWCcgY6IiIgqPwY6Iqoeiga6x9eAvBx5aiEiIiLSEwY6Iqoeis50mZsJxAbLUwsRERGRnjDQEVH1UNMBcPCWtnE9OiIiIqrkGOiIqPpQeY7usjx1EBEREekJAx0RVR+cGIWIiIiqGAY6Iqo+iga6uDtAVoo8tRARERHpAQMdEVUfrs0BI5NCDQLw6Kpc1RARERGVGQMdEVUfpjUAl2bStoecGIWIiIgqLwY6Iqpe+BwdERERVSEMdERUvRQNdA8Y6IiIiKjyYqAjouqlaKBLeQQk3ZenFiIiIqIyYqAjourFsRFQw17aFnVWnlqIiIiIyoiBjoiqFyMjwKOLtC3qjDy1EBEREZURAx0RVT+enaXb93mHjoiIiConBjoiqn48i9yhiw8FUuPkqYWIiIioDBjoiKj6cW0JmFpK23iXjoiIiCohBjoiqn6MTYC6HaRtUf/JUwsRERFRGTDQEVH15NlVus2JUYiIdKZQKKBQKNCrVy+5S6Fi9OrVS/z7qih+fn7iNSMjIyvsutWVidwFEBHJoujEKDE3gcxngIWtPPUQEVGVdeLECZw4cQJAftipV6+erPVUJfxsGeiIqLpyawsYmwF52fnbghKIPg80fFHeuoiIqMo5ceIEli5dCiD/jll1DB3lhZ9tKYdcpqSkYPfu3Zg9eza6dOkCJycnmJqawsbGBk2aNMGECRPg7+8PQRDKXODGjRvFW7Yl/aNOZGRkic7BoQREVZRpDaBOG2kbn6MjItKJIAgQBEG8M0JE8inxHbqvv/4aCxcuRGZmpsq+lJQUhISEICQkBFu2bEH37t2xdetWeHh46KXYkvD29q7waxJRJePZBYgOer7NQEdERESVTIkDXWhoqBjm3N3d0adPH7Rr1w5OTk7IyMjAuXPnsHXrVqSmpiIwMBC9evVCUFAQnJ2dS1Wgr68v9u7dq1Pfjz76CCEhIQCASZMmFdu/d+/eePvtt7X2cXR01OnaRFQJeXYBTn/9fPvRZSAnI//uHVElF5uSCWdriwo7joiIZCKU0IwZM4R+/foJR44cEfLy8tT2iYyMFBo3biwAEAAIb7zxRkkvU2LR0dGCkZGRAEAwNjYWHjx4oLZfRESEWNfEiRPLvS5dBQYGinUBEAIDA+Uuiajqy0gShCV2grDY5vmfCP6/RyUXGhoqBAcHC6GhoXKXIgiCIFyMTBCa/s9f+PVkWImO+/VkmND0f/7CxciEcqpMHhkZGcLPP/8sDBo0SHB3dxfMzc0FGxsboWnTpsJbb70lhISEqD0uISFB8PDwEAAICoVCOHDggNbrzJw5U/w+PnbsWJX9np6eAgDB09NTrGv16tVCp06dBEdHR8HCwkKoX7++8Oabbwp3797V+f09fvxYWLp0qdC1a1fBxcVFMDU1FWrVqiV07txZ+PTTT4WEBO1/nz179hTrFgRByMvLEzZt2iT0799fcHNzE0xMTISiPzIW9O/Zs6fac06cOFHsExERIQiCIOzfv18YOnSo+Hfg7e0t+Pn5qXz+SqVS2LVrl9C/f3/B3d1dMDMzE+rWrStMmTJFiIqK0vlzuXLlivD2228LLVq0EOzt7QUzMzOhdu3awsCBA4XffvtNyMnJ0Xp80feYkZEhfPvtt0KnTp0EBwcHwcLCQvD29hamTZsmhIWp/39t8eLFkp/vNP0p+DdRWHR0tPDjjz8Ko0ePFnx8fAQrKyvBxMREqFWrltChQwfho48+Eu7fv1/s51D077es0tPThZUrVwrt2rUTbGxsBCsrK8HHx0f44IMPxHrU/f0XlZycLGzbtk2YNm2a0K5dO8He3l4wMTERbG1tBR8fH2HKlCnCuXPnNNZhCJ9tccryvaEk2aDEf7NPnz7Vqd/Vq1fFAmrWrCmkpaWV9FIlsnTpUvF6gwYN0tiPgY6IJH7uLg10J1bJXRFVQoYU6ArCnOeH+wXPD/frHOp+PRkmHlOVQt2JEycENzc3rT/wGRsbC8uXL1d7/OnTpwVjY2MBgODk5CQ8evRIbb+9e/eK5/P29haePXum0qdwoIuOjhZatmypsSYLCwthy5Ytxb6/7777TqhZs6bW92dvby/4+/trPEfhH/gTEhKEHj16qD1PYSUJdGFhYcLkyZM11lezZk3h+PHjgiAIQkpKijB06FCNfe3s7IRLly5p/UwyMzOFSZMmCQqFQuvn0rRpU41BrOh7DA8PF5o3b67xXJaWlsK///6rco7Sho6AgIBi6wcgmJmZCevWrdP6eegz0IWFhQkNGjTQ+m/t33//LTbQZWVlCRYWFjp9NtOnT1cbvg3hsy1ORQW6Eg+5dHBw0Klfy5Yt0aRJE9y5cwfp6em4d+8eWrRoUdLL6UQQBGzYsEHcnjJlSrlch4iqII8uwONrz7ejzgD4QLZyiMoiNiUTE9efR2pWrti27OBtAMDUHpqfLV97KlzsBwCpWbmYuP48js/tWamHXx46dAhDhw5FTk4OFAoF+vbti/79+8Pd3R3Z2dm4ePEiNm/ejKSkJCxYsAAAMH/+fMk5unbtiiVLluDjjz9GXFwcxo8fj6NHj8LI6Pm8ctHR0Zg8eTIAwNTUFNu2bYONjY3GunJycjBq1Chcu3YNrVu3xrhx41C3bl08efIEO3fuxOnTp5GZmYmJEyfCzs4OgwcPVnueRYsWYdmyZQAACwsLjBgxAt26dYOjoyMSExNx/Phx7Nq1C4mJiRg8eDCOHz+O7t27a/3Mxo0bh1OnTqFp06YYO3Ys6tevj7S0NJw8ebL4D1yDBQsWYPv27WjUqBEmTJiABg0aIDk5Gdu3b8exY8eQnp6OkSNHIiIiAhMmTMC+ffvQtm1bjBkzBh4eHoiLi8OmTZtw4cIFJCUlYezYsbhx4wbMzMxUrpWbm4sBAwaIk7W4uLhgzJgxaNWqFSwtLfHw4UPs3bsXp06dwq1bt9CjRw9cuXIFTk5OGutPTk7GoEGDcPv2bfTr1w+DBw+Gq6srnjx5gs2bN+PixYtIS0vD2LFjcefOHcnPygXX/vPPP7F9+3YAwKeffopmzZpJrlGzZk3JdmZmJgRBQOPGjdG7d2+88MILcHR0hImJCZ48eYJTp07hr7/+QnZ2NqZOnQoXFxeN/070JSkpCb6+voiKigIAuLm5YfLkyfDx8UFKSgoOHjyIv/76C6NGjULLli21nkupVCIzMxMuLi7o06cPWrZsiTp16qBGjRpITEzExYsXsWPHDiQmJuKXX36BjY0NVq1aJTlHVfpsy6zUkVMH7du3F1NlUFBQuV3n6NGj4nVcXFy03kLnHToikri1T3qH7rPagpCrfRgOUVGGdIeu8J22wn803akraf/K4tGjR4KDg4MAQLC1tRWOHTumsV+LFi3EO3W3b99W6ZOXlyf07t1b/B792Wefiftyc3OF7t27i/tWrdJ8l7/gDl3Bn7feekvt4yvLly8X+7i6ugrJyckqfQ4dOiTeZWjRooUQHh6u9pr//fefYGNjI96pUPczUuE7OACEWbNmCbm5uRrfhyCU7A4dAGHcuHFCdna2Sr/XX39d7NOuXTsBgLBw4UJBqVRK+uXk5Ej+Dnbu3Kn2uh999JHYZ+zYsUJqaqrafj/88IOkNm3vEYBgYmIi7NixQ6VPbm6u8PLLL4v9vvzyS7XnKnw3KSAgQG2fwiIjI4WrV69q7XPlyhXB2dlZACA0bNhQ5TMroK87dNOmTRPP06VLF7V3oXfu3Cne0S74o+4OXW5urnDw4EGNj28JgiDEx8cLXbp0Ef/fjIyMVNtPzs+2OAY75FJXmZmZgq2trVjE48ePy+tSwujRo8XrzJs3T2vfwoGufv36Qvv27QU7OzvB1NRUcHFxEbp37y4sXrxY4zN45YWBjkgmKbHSQLfYRhAeXJS7KqpkDCnQCYLuIa2qhjlBEIR3331X/J66b98+rX3v3Lkj/hA6Y8YMtX0ePnwoODk5iT/cnzlzRhAE6Q+TL774otYf/AoHunbt2mn9YbZwSPjxxx9V9rdp00YAIFhbWxf7M8vatWvFc/35558q+wv/wN+mTZtiw5wglCzQNW7cWMjMzFTb7/79+5Lhb76+vhqvWfhnpcmTJ6vsj4mJEYfxtWvXrtj3MW7cODEsqPsMC/9c9vHHH2s8T0hIiNivT58+avuUNHTo6rfffhPPe/r0abV99BHoYmNjBXNzcwGAYGVlJTx8+FBj37lz5xYb6HR17949tb9IKUzOz7Y4FRXoSrUOnS62bduGZ8+eAQDatGkDV1fXcrlOQkIC/vrrL3G7YMiDLsLCwsTb9zk5OYiJiUFgYCCWLl0KLy8vLF++vERr6d2/fx+nT58u1Z/r16+X5G0Tkb5YOQGOjaRtUWflqYVIT6b28MbCgT4q7csO3sbaU+EAVIdZFlg40Efr8MzKQBAEbNmyBQDQuHFjDBkyRGv/xo0bo0OHDgCAw4cPq+1Tp04dcW3c3NxcvPbaa9i3bx8+++wzAPlD+7Zs2aJxHdyi5s6dKxm2WdS8efPE17t27ZLsu3HjBi5fvgwgf4ikm5ub1muNHTsWJib5T9loen8FZs2aBWNjY619SmrmzJkwNzdXu69u3brw9PQUt+fMmaPxPB07doSpqSkA4NatWyr7t2/fLs7EPnfu3GLfx4QJEwAAeXl5OHbsmMZ+RkZGWutq1KgR6tatq7Gu8tS1a1fxdVBQkJaeZXPgwAFkZWUByP/3VKdOHY1933vvPa3/tkuifv36YoYoz/enTkV9tvpQ4mfodBEXFyf5QrRo0aLyuAwAYOvWreI/sB49eqBRo0bFHJHPx8cHffv2RdOmTeHg4ICMjAzcuXMHe/bsQUhICHJycrBw4ULcv38fP//8s07nXL9+vbhSPRFVIh6dgfjQ59tR/wFdZstXD5EeFISyoqFt2cHbWHc6HDHJWSrHVIUwBwDBwcGIj48HALi6ukp+8atJwQ//ERERyMzMhIWF6rODAwcOxDvvvINvvvkGUVFRGDZsGABAoVBg06ZNcHFx0bnGvn37at3fpUsXWFpaIi0tDRcuXIAgCGJYPHXqlKRuXd6flZUVkpKSEBwcrLVfcc/YlUbnzp217nd1dUVkZCQAoFOnThr7mZqaolatWnjy5AkSExNV9hf+XBITE4v9XB4+fCi+1va5NG7cGLVq1dJ6Ljc3N0RHR6utqyyuXr2KrVu34uzZs7h79y6Sk5PFn3uLevDggV6vXdj58+fF18X9261duzZeeOEF3Lx5s9jzPnr0CFu2bMGxY8cQHByMxMREpKenq+2r7/dnKJ+tPug90GVnZ2PEiBGIi4sDAAwbNgzDhw/X92VEv/32m/hal7tztWrVwqVLl9CmTRu1+5ctW4bVq1fj/fffhyAI+OWXX+Dr64tXX31VbzUTkYHx7Apc3vR8+/5ZQKkE9PQbRiK5aAp1VTnMARDDAQCcPHmyxBN6JCQkaLwDsWLFCpw6dQqXLl0S2+bOnYv+/fvrfH57e/tiA4KRkRG8vLxw8+ZNpKamIiUlRZxopfD7+/HHH/Hjjz/qfO2EhASt+93d3XU+l66KW9O38N07XfsW3IkrrPDnMnPmzBJUqP1z0WVN4oK6NAWCksrNzcWsWbOwdu1anUeLJScn6+Xa6jx69Eh83bBhw2L7N2jQoNhA98svv+C9997TGOCK0tf7M7TPVh/0GuiUSiUmTZqEwMBAAPm3SdevX6/PS0hcuHBBHKpoa2uLUaNGFXuMtbW1xjAH5P+W7d1330VKSgoWL14MAFi6dCkDHVFV5lnkt8cZCUB8COCsOmSNqLLRFOoKq0phDsifja8ssrOzNe4zMzODl5eXJNCV9GcES0vLEvcrHOjK8v60vTcAqFGjRqnPrUlJht+VZaheeX0u+ho+WBJz5szBr7/+CiD/zuSAAQPQoUMHuLu7w9LSUhx6Ghsbi+nTpwPIHzpaXlJTU8XXRWeNVKe4f+M7d+7EjBkzxO3OnTujZ8+e8PLygq2trSTkT5s2DXFxcXp7f4b22eqD3gKdIAiYMWMGfv/9dwCAh4cH/v33X9jb2+vrEioK35177bXX9PpFaN68efjqq6+QnJyM4OBghIeHw9tb+ze7SZMmFXsbWpPr169j1qxZpTqWiMrIzgOwrQs8i37eFvUfAx1VGVN7eGscZuliY16lwhyQP7ywQMEQSX1Zt26dyjNtEyZMwMWLF3X6QRcA0tLSStzP2tpafF34/f31118YOnSoTuer6gp/LomJibCzs5OvmDKIjo4WH/dxc3NDQECAxrtiFfXMXuHPVpc7asX9Gy9YJsTY2Bh79+7Fyy+/rLHv1KlTdayyeIb42eqDXgKdIAh48803sXbtWgD5t+uPHz+OevXq6eP0aqWnp2Pbtm3idkkmQ9GFhYUFOnXqhCNHjgAA7ty5U2yg8/DwgIeHh17rIKIK4tkFuL79+XbUf0B7/X5dIZLL2lPqwxyQP/xy7anwKhXqCg8b1OU5Hl3dvn1bnBzD0tIS3bt3h7+/v9he8HNQcRITE5GQkKB1bV+lUomIiAgA+T9MFw50Rd8fA10+d3d3XL16FUD+D+OFJ7WoTP79918olUoAwEcffaR1iGPBv5HyVnjinXv37qF169Za+9+7d0/jvoiICHH/sGHDtIa55OTkYocJl4Qhfrb6UOZ7yIIgYNasWSppt379+mUuTpudO3eK41lbtWqFtm3b6v0ahcdMl3X4BhEZOI8iwy6j/gNKMMstkaHSNJtlYYVnv6wKWrVqJd6dCQwMFCdIKYvMzEyMHj1avDvx/fffY8eOHeLPO+vWrcPOnTt1Pt/Ro0e17j979qx4l6NDhw6S2TN79eolvt6zZ4/O16zqDPlzKTxss7jntp48eSK+btCggda+Bw8eLFthOiqYBRbID0XaPH78GLdva/6aU5L35+/vLwYwTSr7Z6sPZQp0BWFuzZo1APKn9A0ICCj2A9KHwsMtp0yZUi7XKJjYBUClvW1PRDryLPKb3JRHQFKUPLUQ6YmmMOdiozqFfFUKdcbGxhg/fjyA/EkqFi5cWOZzvvfee7hx4waA/Gnb33jjDVhbW2Pbtm3iMzfTpk1DVJRuXze+/vprrT98fvnll+LrkSNHSva1adMGzZs3BwBcvnxZMmKpOhszZoz47NXPP/+s9S5RRSs8ZLG44YiFnz/T9h7CwsKwadMmjfv1adCgQeJnu23bNjx+/Fhj39WrV2t95kzX95ednY1ly5YVW1tl/2z1odSBrmiYq127ttZxqPoUGhoqTrxiYWGBcePG6f0aGRkZkjUnGjdurPdrEJEBcWwI1CwykxnXo6NKTNs6c+cW9C12nbrKbsGCBeKQxl9//RUffvghcnJyNPbPyMjAhg0b8Oeff6rs27t3r/jzjpeXl2Q5o/bt24s/dCYlJeG1117TaQKF8+fP47333lN792HVqlXilPu1a9fG66+/LtmvUCiwatUq8a7dlClT1NZdWExMDD755JMqve6tm5sb3n33XQD5j+b0798fV65c0XrMzZs3JZNzlBcvLy/xdcEagpq0b99efP3FF1/g6dOnKn3u37+PIUOG6DxDZFk5Ojpi4sSJAPIn6Bk9ejRSUlJU+u3duxdff/211nM1adJEDGH79u3D2bOq32szMjIwfvx4nf69VvbPVh9K/Qzd7NmzxS9urq6uCAgI0HkNuLIqfHduxIgR5XL3bOXKleI/1CZNmpT7EFIikplCkT/b5e1/nrdFnQFajZWvJqJS0mXRcG3r1BXeX1nVrl0bO3fuxKBBg5CZmYlVq1bh999/x6hRo9CiRQtYW1sjLS0NUVFRuHjxIo4dO4b09HR8+umnkvNER0eLz+mbmppi27Zt4myTBebOnYt///0XR44cwX///YclS5aonKewOnXqwMPDA6tXr8apU6cwbtw4uLu7IzY2Fjt27BB/aW1kZIS1a9dK7kAUGDBgAD777DMsXLgQ6enpGDt2LFatWoUhQ4agQYMGMDc3x7NnzxAaGoqgoCCcOXMGSqUSvr6+Zf1oDdpnn32Ga9eu4dChQwgPD0e7du0wYMAA+Pr6ws3NDQqFAk+fPsXNmzdx4sQJ3L59G8bGxjqvOVxaPXr0gJmZGbKzs/HFF18AAFq2bCne9apRowZ69uwJIH/Gx44dO+LcuXO4f/8+mjRpgmnTpsHHxwd5eXkICgrCli1bkJaWBj8/P2zcuLFcay+wcuVK+Pv74/79+wgMDMQLL7yAyZMnw8fHBykpKTh06BD27NkDe3t7tGzZEidOnFB7HjMzM7z55ptYtWoVcnNz0bNnT/j5+aFDhw6wtLREcHAwNm3ahOjoaPTp0wchISFa14GrCp9tmQmlMHv2bAGAAEBwdXUVbt++XZrTCAEBAeJ5PD09dTomJydHcHV1FY8LCAjQ+XopKSnCggULhJiYGI19lEql8M033wgKhUK8xh9//KHzNUorMDBQvB4AITAwsNyvSURF/PejICy2ef7nuzZyV0SVRGhoqBAcHCyEhobKXYrw68kwwfPD/Sp/fj0Zppf+lc3ly5eFJk2aSL7HavpjbGwsrF27Vjw2NzdX6Natm7h/xYoVGq/z5MkTwcXFRQAgGBkZCSdOnFDp4+npKf7M8+DBA6Fly5Yaa7GwsBC2bNlS7PvbunWr4ODgoNP7s7a2Fq5fv65yjp49e4p9dFXQv2fPnmr3T5w4UewTERGh9VwluX7hz1CTnJwc4YMPPhBMTU11+lw0nau491jS97Bo0SKda4iIiBC8vLy01j179mwhPDxc3J44cWKpa9PVvXv3hAYNGmisycHBQTh27Fixf/9ZWVnCgAEDtL6/nj17CvHx8Tr9ncv12RanLN8bSpINSnyHbtGiRfjhhx8A5N/ynzNnDu7cuYM7d+5oPa5NmzZ6mQFy//794gONDRo0EBO3LnJzc7F8+XKsXLkS3bt3R6dOndCgQQPY2toiIyMDISEh2L17t+S9TJ06FWPH8jf0RNWCZxfp9tN7QPJjwKa2PPUQlVBsSia+PXZXpV3bOnOa7tR9e+wuhrauA2drC/0XWoFat26NW7duYe/evdi3bx+CgoIQExODtLQ0WFlZoW7dumjevDl69+6Nl19+Ga6uruKxS5cuxenTpwEAffv2xbx58zRex8XFBZs2bcJLL70EpVKJ8ePH49q1axpnsnRzc0NQUBB++eUX/Pnnn7h79y5SU1Ph5uaGfv364f3339dpToJx48Zh6NCh2LRpEw4fPoyrV68iPj4eubm5sLW1hbe3N9q0aYM+ffpg4MCBOi+tUJmZmJhg1apVmD17NtavX4/jx4/j7t27SEhIgJGREWrVqoVGjRqhY8eO6N+/P3r06FEhdX366ado2bIlNmzYIP49aVr/rl69erhy5QpWr16NPXv2iM97ubq6okuXLpg8eTJ69eolWUy9ItSvXx/Xr1/H999/j+3bt+Pu3btQKpWoW7cuBg8ejLfffht169bF5s2btZ7HzMwMBw4cwMaNG7Fp0yZcu3YNGRkZcHJyQrNmzfDaa69h/PjxOq8BWBU+27JQCELJpnHr1asXTp48WeILbdiwAX5+fpK2EydOoHfv3gAAT09PnT64l19+Gfv37wcALF++HPPnz9e5hqSkJJ3XxTM3N8eSJUswb968CllQ8vTp0+jevbu4HRgYiG7dupX7dYmoEGUesNILyHr2vG3Yzxx2ScW6e/cucnNzYWJiUiHPkmtzKSoRE9efR2pWLgDdFw0vPEzTytwEmyZ1QFvP8ltLtjqqV68eoqKidP6Zh4gqt7J8byhJNtDbwuIV4dGjRzh06BCA/BmsigbE4tjY2CAgIABBQUE4d+4c7t27h/j4eCQkJMDExAQODg5o1qwZfH194efnBycnp3J4F0RksIyMAa/uwJ39z9vCAxjoqFJp62mPTZM6YOL685jTp6HOz8IV9Pv22F2GOSKiSqTEgU7TA46l0atXr2LXiyisTp06yM3NLfX1jIyM0KtXL8k6JUREEvV7SwNdWED+enSF1oAiMnRtPe1xfG7PEg+XnNrDu0oMsyQiqk7KfywhEVFl4t1bup0WC8TckqcWojIobShjmCMiqlwY6IiICnPwBuw8pW3hAfLUQkRERFQMBjoiosIUivxhl4WFMdARERGRYWKgIyIqquiwy6gzQE6mPLUQUZURGRkJQRA4wyUR6RUDHRFRUV49AEWhL4+5mUB0kHz1EBEREWnAQEdEVFRNB6BOa2kbh10SERGRAWKgIyJSp+iwy7Dj8tRBREREpAUDHRGROvV9pdtPrgNp8fLUQkRERKQBAx0RkTru7QFTS2lb+AlZSiEiIiLShIGOiEgdEzOgXjdpG5+jIyIiIgPDQEdEpEnRYZfhAYAgyFMLGTRjY2MAQF5eHgT+GyEiqvYEQUBeXh6A598jygsDHRGRJkUXGE9+CMTflacWMmhmZmYA8r+Bp6eny1wNERHJLT09XfwFX8H3iPLCQEdEpIljI8C6jrSNs12SGjY2NuLrhIQE3qUjIqrGBEFAQkKCuF34e0R5YKAjItJEoVA/7JKoCCsrKygUCgBAamoqHjx4gLS0NAY7IqJqRBAEpKWl4cGDB0hNTQUAKBQKWFlZlet1Tcr17ERElV393sDVrc+3I08Dudn5k6YQ/T8jIyO4ubnh4cOHEAQBqampSE1NhUKhKPdnJ4iIyDAUfY5aoVDAzc0NRkblew+NgY6ISBuvntLt7FTgwQWgXld56iGDZW1tLQl1QP5va3Nzc2WujIiIKlpBmLO2ti73azHQERFpY+UEuLbIX1i8QHgAAx2pZW1tjUaNGiE1NRXJycnIzs4WZzkjIqKqzdjYGGZmZrCxsYGVlVW535krwEBHRFSc+r2lgS4sAPBdJF89ZNCMjIxgY2NT7g/BExERAZwUhYioeN5Fli94dBnISJSnFiIiIqJCGOiIiIrj0RkwsXi+LSiBiFPy1UNERET0/xjoiIiKY2oBeHaRtoVx+QIiIiKSHwMdEZEuig675ALjREREZAAY6IiIdFF0gfGkKOBpmDy1EBEREf0/BjoiIl24NAUsnaVtoYflqYWIiIjo/zHQERHpQqEAGvWTtoUclKcWIiIiov/HQEdEpKvGA6XbUf9x+QIiIiKSFQMdEZGuvHsBxubPt4U84N4x2cohIiIiYqAjItKVmWV+qCuMwy6JiIhIRgx0REQl0XiAdPvuv0Bejjy1EBERUbXHQEdEVBKNigS6rGf5z9IRERERyYCBjoioJGzqAHVaS9tC/eWphYiIiKo9BjoiopJq9JJ0+84BQBDkqYWIiIiqNQY6IqKSalwk0CVFAXF35KmFiIiIqjUGOiKiknJtDti4S9tCDslTCxEREVVrDHRERCWlUKjOdslAR0RERDJgoCMiKo2iwy4fXABS4+SphYiIiKotBjoiotKo1x0wsyrUIAB3D8tWDhEREVVPDHRERKVhYg7U95W2cdglERERVTAGOiKi0io67DLsOJCTKU8tREREVC0x0BERlVbDfoCi0JfRnHQg4pR89RAREVG1w0BHRFRalo5A3Y7StpCD8tRCRERE1RIDHRFRWTQqsnxBqD8gCPLUQkRERNUOAx0RUVk0HijdTnkMPL4qSylERERU/TDQERGVhWNDwMFb2hbiL08tREREVO0w0BERlYVCoXqXjs/RERERUQVhoCMiKquiyxc8uQ48eyBPLURERFStMNAREZVV3U6AhZ207fZ+WUohIiKi6oWBjoiorIxNVO/S3dorTy1ERERUrTDQERHpQ9Ph0u3oIA67JCIionLHQEdEpA/evQFzW2lb8D55aiEiIqJqg4GOiEgfTMwAn8HStpt75KmFiIiIqg0GOiIifWn6inT74UUgMUqeWoiIiKhaYKAjItIX755ADXtpG4ddEhERUTlioCMi0hdjU8DnZWnbLQ67JCIiovLDQEdEpE9FZ7t8dAVIiJCnFiIiIqryGOiIiPSpXg+gZi1pG9ekIyIionLCQEdEpE/GJoDPEGkbAx0RERGVEwY6IiJ9Kzrs8sl14GmYPLUQERFRlcZAR0Skb55dAUsnaRsnRyEiIqJywEBHRKRvxibAC0Olbbf+kqUUIiIiqtoY6IiIykPRYZcxN4G4UHlqISIioiqLgY6IqDx4dAasXKRtnByFiIiI9IyBjoioPBgZAy8Mk7bxOToiIiLSMwY6IqLyUnTYZdwdIPa2PLUQERFRlcRAR0RUXup2BKzrSNs47JKIiIj0iIGOiKi8GBkBTYdJ227uAQRBlnKIiIio6mGgIyIqT0WHXT69mz/jJREREZEeMNAREZUn9/aAbV1p242d8tRCREREVQ4DHRFReVIoVO/SXdsO5OXKUw8RERFVKQx0RETlreVY6XbqEyD8hCylEBERUdXCQEdEVN5cXgBqt5K2Xf1dllKIiIioamGgIyKqCK3GSbfvHAAykmQphYiIiKoOBjoioorQfCRgZPp8Oy8LuLVHvnqIiIioSihVoEtJScHu3bsxe/ZsdOnSBU5OTjA1NYWNjQ2aNGmCCRMmwN/fH4Ke1lry8/ODQqHQ+c+JEyd0Ou+zZ8+watUqdO7cGc7OzrCwsICnpydGjhyJv//+Wy+1ExEBAGo6AI0HSNuubpOnFiIiIqoyTEp6wNdff42FCxciMzNTZV9KSgpCQkIQEhKCLVu2oHv37ti6dSs8PDz0Uqw+nT59GmPGjMHDhw8l7ffv38f9+/exe/duDBkyBH/88QcsLS1lqpKIqpRW44Db/zzffnAeiL8LODaUryYiIiKq1Eoc6EJDQ8Uw5+7ujj59+qBdu3ZwcnJCRkYGzp07h61btyI1NRWBgYHo1asXgoKC4OzsrJeCf/nll2LP1axZM637b9y4gUGDBiE5ORkA0K1bN4wZMwYODg4IDg7G2rVrERMTg7///hsjR47E/v37YWxsrJf6iagaa9AXqOkIpMc/b7u2DejzP/lqIiIiokqtxIFOoVCgX79+mDt3Lvr06QMjI+moTT8/P3z00Ufo378/QkJCEBERgY8++gjr16/XS8H9+vVDvXr1ynSOqVOnimFu7ty5+OKLLyT7Z8+eDV9fXwQHB8Pf3x/r16/H1KlTy3RNIiIYmwItRgNBPz5vu/Yn0HshYMRfGhEREVHJlfgZumXLluHw4cN48cUXVcJcAU9PT2zfvl3c3r59O9LT00tfpR4dOHAA586dAwC0atUKK1asUOnj4uKCzZs3i9tLliyBUqmssBqJqAprVWRNuuSHQMQpeWohIiKiSq/Egc7BwUGnfi1btkSTJk0AAOnp6bh3715JL1UuCgfNOXPmaBxK2bZtW/To0QMA8OjRI5w6VT1+4FIqlRi1YwFm7V+NLwJ34Z/b5xGVGMtAS6Qvrs3z/xR29Q95aiEiIqJKr8RDLkvC2tpafJ2RkVGel9KZv7+/+HrgwIFa+w4cOFAMcocOHUKvXr3KszSDEJUUjzsZ/+BOBnDqKYDw/HZBaQZTpQNqGjvBwdwZ7lZ10cGtBQY0bIfa1vay1kxU6bR8DXgy//n27X+AzGTAwka+moiIiKhSKrdAl5WVhdDQUHHb09NTL+edNm0aQkJCEBMTA3Nzc7i4uKBjx44YOXIkhgwZAoVCofHYmJgYxMXFAQA8PDyKnVylffv24uubN2/qpX5Dd+NJpNp2hVE2co2eIBlPkJwNRCYApxOAr28AxnmOcDStj0b2TdDZvSX6NWgHFyuGPCKNmo8Cjn4MKHPzt3MzgOC/gDYTZC2LiIiIKp9yC3Tbtm3Ds2fPAABt2rSBq6urXs579OhR8XVWVhaSk5Nx9+5dbN26Fa1atcKff/6Jxo0bqz02JCREfO3l5VXstQr3KXysJgVLHpTG9evXS3WcvoU8jSrxMXnG8YhRxiPm6TkEPgVWXlWghuCBF+za4eVGvTCkcReYmZiVQ7VElZSVE9CwPxBy4Hnb1W0MdERERFRi5RLo4uLiMG/ePHF70aJFZT6npaUl+vTpgw4dOqBevXowMzNDTEwMAgMDsXfvXuTk5ODq1avo3Lkzzpw5Ax8fH5VzJCUlia8dHR2LvWatWrXUHqvJ+vXrsXTpUp3ej6Fyt3GBq1EXPMuJRaYQD6XxMygUJVsgXqEQkKmIwuXkKFy+uBtLz5vByfQFdK7dGWOa90Uzp4Za76QSVQutxkoD3f3/gIRwwMFbvpqIiIio0tF7oMvOzsaIESPEoY3Dhg3D8OHDy3TO2bNn44cffoCVlZXafeHh4Rg5ciSuXLmCxMREjBo1CtevX1eZhTM1NVV8bWFhUex1a9SoIb5OSUkpwzuoPMa27IGxLXuI2+k5WQiOicbN2CiEJUTjfvJDxKQ/RlxWBLKMHkJhlFf8SY2yEZd3FX8/uIq/H6yBhVAbXWv3xYy2r6CJY4NyfDdEBqxhf6CGA5CR8Lzt2p9A7wXy1URERESVjl4DnVKpxKRJkxAYGAgAqF+/vl7Wn2vXrp3W/d7e3jh8+DCaNWuG2NhY3Lp1C7t378aoUaM0HqPLHSLeRQJqmpqjnXsDtHNXDV4pmZk4Fn4dp+9fQfDT23iSeQ/ZRg+hMMrVes5MxWMce7IFxw5sgY2RB170GIBJrYbBw7Zueb0NIsNjYpb/LN35X563Xd0G9PwI0LAkDBEREVFRegt0giBgxowZ+P333wHkTzry77//wt6+YibHcHJywpw5c7Bw4UIAwP79+1UCXeE7fLrMull47bzCM3ZqMmnSJPTt21fXkiWuX7+OWbNmlepYuVhbWGDYCx0w7IUOYltiejq2Xw/EkchTCE+9glyTB1qHbCYr72N35K/YHfkrHE0b4NUmwzG+2XBYmxX/eRNVeq1ekwa6Z/eBqNOAVw/NxxAREREVopdAJwgC3nzzTaxduxYA4O7ujuPHj6NevXr6OL3OevfuLb6+ffu2yn47OzvxdXx8fLHne/r0qdpjNfHw8ICHh0ex/aoy+5o1MaNTf8zo1B+CIODygwf48+YxnH8ShKd5N6Ewfabx2Pice/jpxhf4+ca36F67H2a2HY+mtZpWYPVEFax2S8D5BSA2+Hnb5c0MdERERKSzMo/rEQQBs2bNws8//wwAcHNzQ0BAAOrXr1/m4kqq8EQn6iYxKTz7ZURERLHnK9xH08yZpJlCoUDbunXxxUt+OPnGz/hv/HFM9v4atfL6QJmj+Q6cEtk4+Xg/xuwfg5d2jsCukN1Iz0nX2J+o0lIogFbjpG3B+4DUOHnqISIiokqnTIGuIMytWbMGAFCnTh0EBASgQQN5JroomIgFUH9HzcXFBU5OTgDylxiIjY3Ver4LFy6Ir5s1a6afIqsxGwszvNP9RZyYtBr+I45giMunqJHZFcpcS43HPEgPxdKgJej+Z298dvZzPEp9VIEVE1WAVq8BxubPt/OygStb5KuHiIiIKpVSB7qiYa527doICAhAw4YN9VZcSQUEBIivNd1RGzBggPj60KFDWs938OBB8fXAgQPLWB0VVtfeCssGDMO5aWuw9cUD6GL5IYTU5hAE9f8ks5Xp2B76BwbsfgkfnPwQIQnFrwtIVCnUdACavSJtu7QBUOowgywRERFVe6UOdLNnzxbDnKurKwICAtCoUSO9FVZSsbGx+Pbbb8XtwYMHq+03ZswY8fXq1auRl6f+h6ZLly7h1KlTAPKHkXbv3l2P1VIBhUKB1h618MvI8TgzaRPeqLsOZskDocyxVdtfgBL+kQcx8p+RmHF0Ji48uQBBKNk6eUQGp91k6XbSfeDeMXlqISIiokqlVIHurbfewk8//QTgeZgrzTNmJ06cgEKhgEKh0DiByqZNm+Dv76/1h/aIiAgMGDBAHHLp4+ODkSNHqu07cOBAdOzYEQBw9epVzJ8/X6VPTEwMJkyYIG4vWbJEZU070j/bGqZ4v097BL35OT5r+wec0mciN6UJBEH98hFnHp3GpMOT8NrB13As6hiDHVVe7u0A1+bStou/yVMLERERVSolnuVy0aJF+OGHHwDk312ZM2cO7ty5gzt37mg9rk2bNqWaAfLKlSv49ttvUadOHfTr1w8tWrSAi4sLTE1NERsbi8DAQOzduxfZ2dkAAHt7e+zcuRPGxsYaz7l27Vp069YNycnJ+OKLL3D27FmMHTsWDg4OCA4Oxtq1a/HkyRMA+UM033jjjRLXTaVnamyE4a09MKzVTJyLGI3vT53HxYS/YGp3AQqjHJX+N+Nv4p0T78DHwQezW89Gd7fuXEOQKheFAmg/BfhnzvO20MNAYhRg7ylfXURERGTwShzoTp8+Lb4WBEHtHS51NmzYAD8/v5JeTvTo0SNs3LhRa5/27dtj8+bNaNKkidZ+zZs3x4EDBzBmzBg8fPgQp0+flryvAkOGDMHvv/+uNRxS+VEoFOjkXQudvF/CpahOWO5/ETdSDsLU/iyMTNJU+t9OuI1Zx2ahhVMLvNX6LXR07chgR5VH81HAkY+BrOT/bxCASxuBvovlrIqIiIgMnN4WFi8vH3zwAdq1a4egoCBcuXIFT548wdOnT5GWlgYbGxu4u7ujY8eOGDVqFPr27avzD/DdunXDzZs38euvv2LPnj24d+8eUlJS4OLigvbt22PChAkYOnRoOb870lVbT3vsmtYXp+62wsrD13E3PQBmDqdgZJao0vd63HVMPTIV7V3bY3ar2Wjj0kaGiolKyMwSaDkGOP/r87YrW4Be8wETM/nqIiIiIoOmEPjgkUE4ffq0ZOKVwMBAdOvWTcaKDJdSKeDQzSf48kgworODYOZ4DMbmmtft6urWFe+2eReNHbiWIBm42NvAT52kbSN+A5qrfyaYiIiIqqaSZAPO9EGVjpGRAoNa1MbRd3tjaZ/xMH3yATIejYIy20Ft/zMPz+DV/a9iyX9LEJ8RX8HVEpWAsw/g2VXadnG9PLUQERFRpcBAR5WWibERxnX0RMD7fTCi4TCkhb2PzMfD1S55oBSU2H13NwbuGYifr/2MjNwMGSom0kH7IksYRJ3Jv3NHREREpAYDHVV6DpZmWDmyBXbP7Ib6Fn2RFjYXmU9ehjLXSqVvRm4Gfrz6IwbvHYy/w/6GUlDKUDGRFk1eBiydpW0XuIQBERERqcdAR1VGW08H7H+rGz4e1BJmaT2Qdm8esuL6QlCaqvSNTY/FwtMLMWb/GFyJvSJDtUQamJgBbV6Xtl37E8hKlaceIiIiMmgMdFSlmBgbYXI3Lxx7vxcGNvNAdnxfpIV9gOykdmoXKL+dcBsTDk3AwtML+XwdGY62fgAK/XvNTgFu7JSrGiIiIjJgDHRUJbnaWuCncW3x7ZhWsDZxQNbjkUiPeAu5qQ3U9v877G8M2TsEv9/+HbnK3AqulqgIOw+gUX9p28XfAE5KTEREREUw0FGVNrSVGw6/2wPdGzpCmVUHGdGTkX7fD3lZzip9U3JSsOL8Cg7DJMPQfop0+8kN4MFFeWohIiIig8VAR1Vebdsa2PRGByx5+QWYmxgjL60J0sPnIPPJYAh55ir9QxJDxGGYTzOeylAxEYD6fQA7T2nb+V/kqYWIiIgMFgMdVQtGRgr4dfXCgbe7o4W7LQBj5CR2Q1r4+8h51lrtMX+H/Y2h+4bir3t/QeBQN6poRkZAuzekbbf2As8eylMPERERGSQGOqpWGjhbYffMLnjbtwEUCkDItUHmo9FIj5yGvEwXlf7Psp7h4zMfY8qRKYhKjpKhYqrW2kwETGo831bmAud+lq8eIiIiMjgMdFTtmBob4b1+jbHxjQ6wq5m/pEFehjfSI97WOAzz/JPzeGXfK1h7fS1ylDkVXTJVVzUdgNbjpG2XNgFZKfLUQ0RERAaHgY6qrZ6NnHDg7e5oWdfu/1sKDcNMbqHSP1uZje+ufIdX/3kV1+KuVWitVI11ehOSJQyyngGXt8hWDhERERkWBjqq1tzsamDH9E54vdPzySeEXBtkPnwN6dETgVw7lWPuJd3D6wdfx4rzK5Cek16B1VK1VKs+0GSQtC1oDZDH5TWIiIiIgY4I5ibG+HRYM3wzuiUsTJ//L5GX6oOUe+8iL7EbFEX+VxEg4Pfbv2PE3yNw4cmFii6Zqpsub0m3n90Hbu+TpxYiIiIyKAx0RP9veGt37JvVDd6Ols8bBXOkPxmM1IiZqGVaT+WYB6kPMOnwJHwW9Bnv1lH5qdsRcGsnbfvvBy40TkRERAx0VL3FpmRKthu7WmPvrK7o1sBR0q7MrIvI61PR2HQMzI1VJ03ZHrIdr/z9CoIeB5VrvVRNKRRAl9nStkeXgftn5amHiIiIDAYDHVVbl6IS4fvlSaw9FS5pt61hig1vtMfYDnWLHGGMi9dboUbsBxAy6qmc72HqQ0w9MhWfnP0Eqdmp5Vc4VU9NXgbsPKRt//0gTy1ERERkMBjoqFq6FJWIievPIzUrF8sO3lYJdabGRlg+vDnmv9QECoX02OhYK6RGToMyfgjMjFTv1u0M3cln60j/jE3+f8bLQkIOAk/D5KmHiIiIDAIDHVU7sSmZYpgroC7UKRQKTO9ZH2vGtZFMlpLPCGlxXZAe8Q5aOLZWucajtEeYfHgyvrjwBbLyssrjbVB11Ho8YG5bqEEAzv4oWzlEREQkPwY6qnacrS0wp09DlXZ1oQ4ABjSrjbHtPVTaAUDIqYV3m32DBR0XoIZJDek+CNgcvBmv/vMqbj29pZ/iqXoztwba+Unbrv4BpCfIUg4RERHJj4GOqqWpPbyxcKCPSru6ULf2VDg2/Bep9jyZOUpM+O0C6hq/iD1D9qCdSzuVPuHPwjH+wHisubYGOcocvdRP1ViH6YCRyfPt3Azgwm/y1UNERESyYqCjakuXULf2VDiWHbyt9Tzp2XmYtPECbkaZ4Lf+v+GDdh/AzMhM0idXyMVPV3/C6wdfR/gz1buARDqzdQOajZC2nf8VyMlU35+IiIiqNAY6qta0hbqOy/9VG+bm9W+MXo2dJG3ZeUq8+fsl7Ln8CBOaTsCOl3fghVovqBx76+ktjP5nNP688ycEriFGpdW5yBIGabHAjZ3y1EJERESyYqCjak9TqItJVp3MZOFAH7zZuwF+fb0dBreoLdmnFIC5O69hw5kI1Lerj60Dt2Jmy5kwVhhL+mXmZWLZuWWYfXw24jPi9ftmqHqo3QLw6iltO/MtoMyTpx4iIiKSDQMdETSHusIWDvTB1B7eAAAzEyN8O6a1mrXqgKX/BOO7Y3dhamSKN1u9ia0Dt8LL1kul36kHpzDi7xE4GX1SP2+Cqpcub0m3n94Fgv+SpRQiIiKSDwMd0f+b2sMbLjaq68oBgIuNuRjmChgbKbB8eHNML9IOAF8fDcX3x+4CAJo5NsOOwTvwWpPXVPolZCZg9vHZ+CzoM2TkZujhXVC10aAv4NpC2nbyC0CplKceIiIikgUDHdH/W3sqXO0wSyB/+KW6JQ0UCgU+eqkJPujfWGXfV0dD8dOJewAACxMLzO84H2v6rkEti1oqfbeHbOfyBlQyCgXQc560Le42cGe/PPUQERGRLBjoiKDbbJaa1qlTKBSY1bsBPh3aVGXfKv8Q/HoqTNzu5tYNe4buQa+6vVT6RiZHYvzB8dh4cyOUAu+ykA4aDwKci0y+c2oVwAl3iIiIqg0GOqr2NIU5dcMvNYU6AHi9cz18oibULT94B7+djhC3HSwc8F3v7/C/zv9TWYw8V5mLry59hRlHZyAuPa6kb4WqGyMjoMdcaduTG0Covzz1EBERUYVjoKNqTVOYWzjQB+cW9NV58fECEzrXw/8Gqy5X8On+YGw+GyluKxQKjGo0CjsG70DTWqoh8Ozjsxj5z0icenCqBO+GqqUXhgGOjaRtJ3mXjoiIqLpgoKNqS1uYK5gARZfFx4ua1M0LiwapHvO/fbewNShK0lbPth62DNyCKc2nQAGFZF9CZgJmHZuFledXIitP/bN9RDAyBroXuUv36DJw75g89RAREVGFYqCjakmXMFegNKFuSndvfPRSE5X2RX/dxJ/n70vaTI1MMafNHKzttxbONZxVjtl6eyvGHRiH8CT11yJCsxGAfZGlMU6u5F06IiKiaoCBjqqd2JRMfPv/SwoUpi7MFdAU6r49dhexKZlqj5nRsz7m9muk0j5/7w3sv/5Ipb1j7Y7YPWQ3etftrbIvJDEEo/ePxp67eyAU80O6pnqoCjM2UX2W7sF5IIJrHBIREVV1DHRU7ThbW2DTpA6wMjcR27SFuQJFQ52VuQk2TeoAZ2sLjcfM9m2Id/o2lLQJAvDu9qs4cy9epb+dhR2+7f0tJjR8D4LSRLIvMy8Ti/9bjA9PfYjU7FS111t7Khy+X57EpahEre+FqqAWowE7D2nbyS/kqYWIiIgqDAMdVUttPe3FUKdLmCtQEOoKwlxbT/tij5nTpyFm924gacvJEzBt80XcePBMpf/l+0nYdLgO0iNnIy/TRWX/ochDGPXPKNyKl65ZVzCMNDUrFxPXn2eoq26MTYFu70nbok4DkWfkqYeIiIgqBAMdVVttPe1xfG5PncNcgak9vHF8bk+dwhyQP6Pl+/0aYUJnT0l7WnYe/DacR0R8mtgWm5KJievPIzUrF8osV6RHzkZ2QieVcz5IfYDxh8Zj061NUApKlWcCC0Idh19WM61eA2zcpG2nVslTCxEREVUIBjqq1rQNl9TncQqFAotfbopBzWtL2p+mZeP1384hNjlTPO+cPoWGaAqmyIoZhowH42FuZCk5NleZiy8vfomhOydh+eELKtec06dhqd8fVVIm5kDXd6Rt4SeA6PNyVENEREQVgIGOqIIYGynw9eiW6NqglqT9QWIGJqw/j2cZOQDUT8CSm9IMT0Nmw9W8scp5IzMuoabXdzCu+XwWzJIMI6Uqps0EwMpV2nZihTy1EBERUbljoCOqQOYmxvjl9XZo5mYjab/zJAVTN19EZk4eAPWhTsi1x92rE9DOdqTKmnVGpsmo4bEWZo7HMP+lRgxz1ZmpBdD1bWlb2DEg8rQ89RAREVG5YqAjqmBW5ibY+EYH1KtVU9J+PiIBb227gjxl/rIE6pdKMEZAUDuYxU+HMtdKskehEGDudBQXslYiPkN1Bk2qRtq+AVgWWdPw36Vcl46IiKgKYqAjkoGjlTm2TO4IJ2tzSfvR4Bh8diBY3Na0/l18XD2kh89BbmpDlX3nHp/DyL9HIuhxkP4Lp8rBrCbQc5607cF5IOSQPPUQERFRuWGgI5JJXYea2DypA6wtpOvNbTgTiS1BUeK2plAn5FkjI/oNZMX2h6LI/8pPM59i2pFp+OHKD8hT5pXPGyDD1mYiYF9P2nbsE4D/HoiIiKoUBjoiGfnUtsG6Ce1gZiz9X3HJ37dwMjRO3J7awxsuNuZFDwdgBPucAdgwYD2ca0qH2AkQ8Mv1XzDlyBTEpseWR/lkyEzMgN6LpG1xt4HrO+Sph4iIiMoFAx2RzDp618LKkc0lbXlKAbN/v4zQmBQA+YuGxyRnqT0+JjkLl0PssevlXejm1k1l/8WYixj1zyj89+g//RdPhq3ZCMClmbQtYDmQq/7fEhEREVU+DHREBmB4a3e85dtA0paSlYtJGy9g9dFQyaLh6iw7eBu7zifixz4/4r2278FYYSzZn5CZgBlHZ3AIZnVjZAT0WSxte3YfuLhBnnqIiIhI7xjoiAzEu30bYVAL6cLjDxIzsPrYXZW+6oZfLjt4G78FRuKNZm9g44CNqG0pPVfBEMypR6ciLj1O5Xiqohq+CHh0kbad+gLISpGnHiIiItIrBjoiA2FkpMBXo1qiVV07rf0WDvTBuQV91U6Usuzgbaw9FY5Wzq2w8+Wd6OneU6XPhScXMOqfUZwFs7pQKIC+Re7SpccDZ3+Spx4iIiLSKwY6IgNiYWqMtRPawabIzJcFFg70ERcN1zT7ZUGoszW3xXe+3+H9tu+rDMEsmAVzzdU1HIJZHXh0Ahq9JG3773sgjesVEhERVXYMdEQG5q8rD5Gcmat2Xx27GpLt4kKdkcIIfs38sHHARrjUdJH0ESDgp2s/Yfq/07kQeXXQ52MAiufb2SlA4NeylUNERET6wUBHZEBiUzLxrZpn5gp8sOsaQp5In33SFOq+PXYXsSmZAIBWzq2w6+Vd6O7WXaXfucfn8Oo/r+Lik4tlrJ4MmktToMVoaduFtUBStDz1EBERkV4w0BEZEGdrC2ya1AFW5uqHXKZn52H6lot4lpEjaS8a6qzMTbBpUgc4W1uIbXYWdvihzw94t+27KkMw4zLiMPnIZKy7sQ5KQanHd0QGpfd8wMj0+XZeNnDic/nqISIiojJjoCMyMG097cVQt+ClJni1nbtkf+TTdLy3/SqUSkHSXhDqCsJcW097lXMbKYwwqdkkrO+vuhC5UlDi28vfYvax2UjKTNL7+yIDYF8PaDdJ2nb1D+DxNVnKISIiorJjoCMyQG097XF8bk9M61kfnwxthpbutpL9x+7Eqh2aObWHN47P7ak2zBXWxqUNdr68E13qdFHZF/gwEKP2j8K1OP6QXyX1mAuYWhZqEAD/+YAgaDyEiIiIDBcDHZGBKhguaWFqjDXj26KWpZlk/7fH7uLf4BiNxxXHwcIBa/quwexWs2GkkH4peJL2BH6H/LD51mYI/EG/arFyBrq/K22LOgPc/lueeoiIiKhMGOiIKoE6djXww2ttYGykkLS/u/0qwuNSS31eI4URprecjl9f/BW1LGpJ9uUKufji4hd478R7SMnmItRVSufZgK2HtO3IIiAnU556iIiIqNQY6Igqic71a2H+S00kbSlZuZi25RJSs9Qvc6CrjrU7YteQXWjv2l5l37/3/8Wr/7yK209vl+kaZEBMawAvLpW2Jd0Hgn6Upx4iIiIqNQY6okpkcjcvDG1VR9J2LzYVH+y8VuahkY41HPHri79iavOpKvsepD7A+IPjsTN0J4dgVhVNhwMeRZ6hPPUVkPJEnnqIiIioVBjoiCoRhUKBFa+0QBNXa0n7oZtPsDYwvMznNzEywdtt3sZPfX6CnbmdZF+2MhufnP0EC04vQHpOepmvRTJTKIABn0Oy2HhOGnDsE9lKIiIiopJjoCOqZGqYGePX19vBtoappH2Vfwgu30/UyzW6u3fHzpd3ooVTC5V9+8P3Y+yBsQhLCtPLtUhGdVoBrcdJ267+Djy6Iks5REREVHIMdESVkEetmvhubGsoCt1cyVUKeOuPK0hKz9bLNVwtXbGx/0a8/sLrKvvCn4VjzP4x+CfsnxKfNzaFE28YFN//AWbSO7449BGXMSAiIqokGOiIKqmejZzwVu8GkraHSRn4YNd1vT3nZmpsinnt5+GbXt/AytRKsi8zLxMLTi/A0rNLkZWXpdP51p4Kh++XJ3EpSj93EkkPrF2AHu9L26KDgFt75KmHiIiISoSBjqgSe7tPQ3TwcpC0HQ2OwYYzkXq9Tl/PvtgxeAd8HHxU9u0K3YXXD76O6ORoredYeyocyw7eRmpWLiauP89QZ0g6vQnY15O2HV0M5GTIUg4RERHpjoGOqBIzMTbCd2Naw6HIouOfH7qNa9FJer1WXZu6+Lr7WgjJnVT23U64jdH7R+PY/WNqjy0IcwUKQh2HXxoIE3PgxU+lbc+igf9+kKceIiIi0hkDHVEl52prga9fbSlpy8kTMHvbZSRn5uj1Wu52tpjTcj4yHo6GoJROypKSk4J3At7Blxe+RI7y+XWLhrkCc/o0hLO1hV7rozLweRmo113advrr/PXpiIiIyGAx0BFVAb0aO2NGz/qStuiEDHy0W3/P0xWY2sMbH3Z7DekRs5GX5aSyf1PwJkzyn4QnaU80hrmFA30wtYe3XuuiMipYxkBR6NtCTjpw6EP5aiIiIqJiMdARVRHv92uEtp72kraDN55g6zn932GZ2sMb8/v2QnrEbOQ8a6Wy/2rcVby8ZwRWnNynso9hzoC5NgfaviFtCzkI3DkgTz1ERERULAY6oirC1NgI349tDbua0qGQn+4Pxs2Hz/R+vak9vLHwpVbIfDQamY+HQVAaS/ZnKpNRo+4GmDkeBaAEwDBXKfT5GLAscuf14DwgK1WeeoiIiEgrBjqiKqSOXQ18OVL6PF12rhJz/ryCjOw8vV9vag9vLBz4AnKSOiE9aiaU2dIZNxUKAeZOx1Cj7nq82782w1xlUMMe6L9c2pb8ADi5Up56iIiISCsGOqIqpu8LLpjSzUvSFhaXhs8PqT7Lpg/5oc4Hykx3pEXMRk6K6tIGJlb3sC9uLi7FXCqXGkjPmo8CvHpI287+CMTckqceIiIi0oiBjqgKmjegCVq420raNp+NQkBIbLlcb2oPb7jYmAPKmsh8MAGZMQMhCNIvL3EZcZh8eDLW31wPpaAslzpITxQKYNDXgHGh5TCEPGD/u4CSf3dERESGhIGOqAoyMzHCN6NbwcJU+r/4vF3X8TQ1S+/XW3sqHDHJBedVICehBzKipkGZYyPplyfk4ZtL32DO8Tl4lqX/5/pIjxwbAt3elbZFnwOubJGnHiIiIlKLgY6oiqrvZIVFg16QtMWlZGH+nht6XcpA09IEeRn1kB7xNnJTG6jsO/HgBF7951XcjL+ptzqoHHR7D7CXDt/F0f8BafHy1ENEREQqGOiIqrBxHT3g28RZ0nYkOAY7Lkbr5fyawpyLjTkAQMizQkb0JGTF9YUgKCR9HqU9wuuHXscft//Q+1p5pCemFsCgr6RtmUnAkY9lKYeIiIhUlSrQpaSkYPfu3Zg9eza6dOkCJycnmJqawsbGBk2aNMGECRPg7++vtx/SMjMzcfDgQcydOxc9e/aEq6srzMzMYGVlBW9vb7z66qvYuXMncnJyij1XZGQkFAqFzn969eqll/dAJAeFQoGVI1qglqWZpH3pP8GIjE8r07m1LRp+bkFfLBxYMDmKEbLj+yLj/iQocy0lfXOVufj8/Of44NQHSM3mtPgGqUEfoOkr0rZrfwARgfLUQ0RERBIlDnRff/01nJ2dMXLkSPz44484e/Ys4uPjkZubi5SUFISEhGDLli146aWX0LNnT9y/X7ZFjf/88084Oztj0KBB+Oqrr3Dq1CnExMQgJycHaWlpiIiIwM6dO/Hqq6+iTZs2uHHjRpmuR1TVOFmbY8WIFpK29Ow8vLP9KnLzSjfBhbYwV7A0QcHslwXy0hvmD8FMr6dy3OHIwxhzYAxCEkJKVQ+Vs/7LAXPp85A48B6Qq//nMYmIiKhkTEp6QGhoKDIzMwEA7u7u6NOnD9q1awcnJydkZGTg3Llz2Lp1K1JTUxEYGIhevXohKCgIzs7OxZxZvcjISKSkpAAAHB0d0bdvX3To0AG1a9dGbm4urly5gs2bNyM+Ph43b95E7969cebMGTRu3LjYc/fu3Rtvv/221j6Ojo6lqpvIkLz4ggvGdvDAtvPPf8FyNToJPwaEYU7fhiU6ly5hrkDBdkF/IdcWGVFTYeZ0BOaOJyV9o5KjMO7gOCzouADDGwyHQiEdokkysqkN+H4MHPrgeVt8KHByVf5C5ERERCSbEgc6hUKBfv36Ye7cuejTpw+MjKQ3+fz8/PDRRx+hf//+CAkJQUREBD766COsX7++1EV27NgR8+bNw8svvwxTU1PJvvHjx2PBggUYOnQozpw5g6dPn2LmzJk4fvx4sef18PDAsGHDSl0XUWWyaJAPzobFI/Jputj23fG76NHIEa097HU6R2xKJr49dlelXV2YK1A01AHGyI57CWa53rCpuxspOcli36y8LCz+bzEuxVzCwo4LUdO0po7vjspd+8n5Qy0fXXnedvobwOdloE4r2coiIiKq7ko85HLZsmU4fPgwXnzxRZUwV8DT0xPbt28Xt7dv34709HS1fYszbdo0BAUF4ZVXXlEJcwVq1aqFXbt2oUaNGgCAgIAAREZGlup6RFWVpbkJvhndCsZGz+985SkFvLfjGjJz8nQ6h7O1BTZN6gAr8+e/C9IW5goUHX5pZW6CTWPewM4hO9CsVjOV/n+H/Y3XDryG8KRwneqiCmBkDAz5HjAq9HtAIQ/YNwvIzZavLiIiomquxIHOwcFBp34tW7ZEkyZNAADp6em4d+9eSS9Vouu5urqiZ8+e4vb169dLdT2iqqy1hz3e9pUOsYyIT8NXR3R/dq2tp70Y6nQJcwUKQp2VuQk2TeqAtp72cLNyw+aXNuO1Jq+p9A97FoYxB8bgn7B/dK6Nyplrc6D7+9K2mJvA6a/lqYeIiIjKd9kCa2tr8XVGRkZ5XkqW6xFVRrN610fLunaStnWnI3ApKkHnc7T1tMfxuT11DnMFpvbwxvG5PdHW8/kQT1NjU8zvOB9f9fwKlqbSWTAzcjOw4PQCLPlvCTJzM0t0LSon3ecCzk2lbae+AJ5wTUEiIiI5lFugy8rKQmhoqLjt6elZXpcSFZ7hUpfrnT59Gh06dIC9vT3MzMzg6uqKHj16YMmSJXj48GF5lkokGxNjI3w1qgXMTJ7/7y8IwAe7rus89BLIH35ZGpqO61evH3YM3oEmDk1U9u2+uxvjD45H5LPIUl2T9MjEDBj2I6Awft6mzAX2vQnkFb90DBEREelXiSdF0dW2bdvw7NkzAECbNm3g6upaXpcCAJw4cQJ37twBADg5OaF9+/bFHhMWFoawsDBxOyYmBjExMQgMDMTy5cuxZMkSzJ8/X+fZ9u7fv1/qZRo4RJQqUgNna7zbtxFW+t8R28Lj0vDN0VDML/SsW0XzsPHA1oFbsfL8SuwM3SnZF5IYgtH7R2Npl6UY4DVApgoJAFCnNdB1jnSo5eNrwJlvgR5z5auLiIioGiqXQBcXF4d58+aJ24sWLSqPy4gyMjIwc+ZMcXv+/PkwNjbWcgTg4+ODvn37omnTpnBwcEBGRgbu3LmDPXv2ICQkBDk5OVi4cCHu37+Pn3/+Wac61q9fj6VLl5bpvRBVlKndveB/8zGuPXgmtq0NDEf/Zq5oo+Osl+XB3Ngc/+v8P7RxaYNPzn6CjNznw6fTc9PxwakPcOHJBczrMA/mxuay1Vnt9foICDkIxD3/pQBOrgSaDAKc5fulABERUXWj9yGX2dnZGDFiBOLi4gAAw4YNw/Dhw/V9GYk33nhDvDvXvn17zJ49W2PfWrVq4dKlSwgODsZ3332H6dOnY9SoUZgwYQKWL1+O27dv4+uvvxbvyv3yyy/YsWNHudZPJAcTYyN8MaolzIyffxlQCsAHO3Wf9bI8DfYejD8H/4kGdg1U9u0I3YHXD76O+8mluyNOemBiDgz9CVAU+jaSl50/62Vernx1ERERVTN6DXRKpRKTJk1CYGAgAKB+/fplWn9OFwsWLBCXSKhVqxa2b9+ucXkDIH/ilDZt2mjcr1Ao8O6772LJkiViG++6UVXVyMVaZWHxsLg0rP5Xda05OXjbeuOPQX9gWINhKvtuJ9zGq/tfxeHIwxVfGOVzbwt0LvILtIeXgKAf5amHiIioGlIIgiDo40SCIGD69OlYu3YtgPxFu0+ePIl69erp4/RqLVu2TBzOaWdnh2PHjmkNayWRmZkJFxcXJCfnL3ocFhYGb2/tM/qV9Rm6WbNmiduBgYHo1q1bqc5FVBK5eUq8suY/XC809NJIAex5sytaFZkNU0777u3DZ0GfITNPdbbLMY3H4IP2H8DM2EyGyqq5nAzg527A00JL0xibAzMCAafG8tVFRERUiZ0+fRrdu3cXt7VlA708QycIAt58800xzLm7u+P48ePlGuZWrFghhjlbW1scPnxYb2EOACwsLNCpUyccOXIEAHDnzp1iA52Hhwc8PDz0VgNRRTAxNsIXI1vi5e9PIztPCeD50Mt/3uoGC1Ptz6NWlKENhqJpraaYe3Iuwp6FSfb9GfInrsVdw1c9v0Jdm7oyVVhNmdbIH3q5vj+A///9YF4WsHsKMOVY/qyYREREVG7KPORSEATMmjVLnDjEzc0NAQEBqF+/fpmL02TlypWYP38+AMDGxgaHDx9Ghw4d9H4dR0dH8XVSUpLez09kKBq7qg69vBubiu+OGcbQywIN7Bvgj0F/YEj9ISr7OARTRh4dgU5vStueXAcClslTDxERUTVSpkBXEObWrFkDAKhTpw4CAgLQoIHqJAb6smLFCnz00UcA8p+H8/f3R8eOHcvlWgUTuwD5QzqJqrLpPbzR3M1W0vbLqXAEP0qWqSL1aprWxLJuy/BJl09gYSxd0y41JxVzT87FZ0GfISsvS6YKq6k+HwNORWa3PPMtEBEoTz1ERETVRKkDXdEwV7t2bQQEBKBhw4bFHFl6he/MWVlZwd/fH507dy6Xa2VkZCAoKEjcbtyYz4JQ1ZY/62ULmBo/X3cxTylg/t4byFPq5VFbvRrecDj+GPQHvGy9VPZtD9mO8QfHIyo5SobKqinTGsCItYDkOUYB2DsDyEiSqyoiIqIqr9SBbvbs2WKYc3V1RUBAABo1aqS3wopatWqVeGeuIMx16dKl3K63cuVKpKSkAACaNGlSrkNIiQxFE1cbvNlLeof9WnQStpyNlKegYjS0b4g/B/2pdgjmnYQ7GL1/NPwj/GWorJpybQ74fixtS34AHHhfnnqIiIiqgVIFurfeegs//fQTgOdhrjR3sE6cOAGFQgGFQqF1ApUvv/wSH374IYD8MHfo0CF07dq1xNdLTU3FwoULERsbq7GPIAhYvXo1PvnkE7Htf//7X4mvRVRZvdm7PrydLCVtXxwOwaOkDA1HyKtgCOanXT9VGYKZlpOGD059gE/OfoLMXNXZMakcdJ4N1Osubbu5C7i+U556iIiIqrgSz3K5aNEi/PDDDwDy12ybM2cO7ty5Iy7srUmbNm1KNQPkunXr8MEHH4jb06dPR3x8PP766y+txzVp0gRNmjSRtOXm5mL58uVYuXIlunfvjk6dOqFBgwawtbVFRkYGQkJCsHv3bsl7mTp1KsaOHVviuokqK3MTYywf3hxjfn0+5DgtOw+L/76FtRPayViZdsMaDEOzWs3w/sn3Ef4sXLJvZ+hOXI27ii97fglvW+2z1VIZGRkBw38G1nQBMp8vhYED7+VPnmLHmYCJiIj0qcSB7vTp0+JrQRDEZ9qKs2HDBvj5+ZX0cpLrAcBXX32Fr776qtjjFi9eLFkcvLC8vDycOHECJ06c0Hi8ubk5lixZgnnz5pWkXKIqoZN3LYxuVxfbL0aLbUeDY+B/8wkGNHOVsTLtGtg3wLZB27D83HLsC9sn2Xc38S7G7B+DRZ0WqR2iSXpk6w4M/gbYNel5W1Zy/vN0E/8BjAxjKQwiIqKqoMzLFlQmNjY2CAgIwOeff45hw4ahWbNmcHV1hZmZGWrWrAl3d3cMGDAAq1atQnR0ND766CMYGVWrj4hINH9gEzhaSdcQW/z3TaRk5shUkW5qmtbEZ90+w2ddP0MNkxqSfRm5GVh4eiEWnl6I9Jx0mSqsJpqNAFqMkbZFncmf+ZKIiIj0RiEIguFNX1cNlWQ1eKKKsu/qQ8z586qkbUJnT3wytJk8BZVQeFI45p6ai7uJquvpedl64YseX6CxA2ewLTeZz4A13YBn95+3GZkAk48Abm3lq4uIiMjAlSQb8PYTEWk0pGUd9GjkJGnbEhSFy/cTZaqoZLztvPHHwD8wstFIlX0RzyIw7uA47AjZAf5eq5xY2AKv/AIoCn2rUeYCO9/gUgZERER6wkBHRBopFAosG9YMFqbPv1QIAjB/9w3k5CllrEx3FiYWWNx5MVb1WAVLU+nsnVl5Wfg06FPMPTkXydmGtYB6leHZBej2rrQtKQr4e3b+PyYiIiIqEwY6ItKqrkNNvNtXusZkSEwK1gaGazjCML3k9RJ2DN4BHwcflX1Hoo7g1X9exfW46zJUVg30mg/U7Shtu/0PcP5XeeohIiKqQhjoiKhYk7p5wae2jaTt23/vIjrBcCcWiU1RXXfOw8YDWwduxWtNXlPZ9zD1ISYemojvL62FUqgcdx8rDWNTYOR6oIa9tP3wQuDhZXlqIiIiqiIY6IioWKbGRvj8leZQKJ63ZeUq8cn+YPmK0uJSVCJ8vzyJtadU7yKaGZthfsf5+Lb3t7Axk4bUXCEXv978DuP3T8PTjKcVVW71YOsODP9F2qbMAXb68Xk6IiKiMmCgIyKdtKprhwmdPCVtR4NjEHAnVqaK1LsUlYiJ688jNSsXyw7eVhvqAMDXwxe7Xt6F1s6tVfbdSDiHoX+9gnOPz5V3udVLo/5A1znSNj5PR0REVCYMdESks/f6NUYtS+nadEv+uYXMnDyZKpKKTckUw1wBbaGutlVtrO+/Hu1tR0EQFJJ9z7ITMPXIVHx3+TvkKA177b1KxfdjPk9HRESkRwx0RKQz2xqm+OilJpK2qKfp+FVDYKpoztYWmNOnoUq7tlC34fR9HA9qi4z7k6HMtZbsEyBg7Y21eMP/DTxMfVguNVc7fJ6OiIhIrxjoiKhERrRxR1tP6Q/jPwbcM5gJUqb28MbCgaozWaoLdWtPhWPZwdsAgLz0BkgPfxu5qY1Ujr0Wdw2j/h6Fw5GHy6fo6obP0xEREekNAx0RlYiRkQKfDG0KIwOeIEWXUFc4zBUQ8qzxbrOVeK/tezBRmEj2peSkYO7JuVh6dikycjPKr/jqQtPzdHunA0rOMkpERKQrBjoiKrGmdWzxuoFPkKIt1HVc/q9KmAOAhQN9MK1nA7zR7A1sGbgF7lbuKn12he7C2P1jEZoYWi51VyvqnqcL9QdOrpSnHiIiokqIgY6ISsXQJ0gBNIe6mOQslbaFA30wtYe3uN3MsRl2vrwTA70GqvQNexaGsfvHYtudbRA4O2PpFTxPV7OWtP3kCuDOQXlqIiIiqmQY6IioVDRNkKJp8hG5aAp1hRUNcwWszKywovsKfNr1U9QwqSHZl63MxvJzy/F2wNtIzEzUa83Viq07MGojoDCWtu+dDsTflaUkIiKiyoSBjohKbUQbd7TxsJO0/WBAE6QUmNrDGy425mr3udiYqw1zBRQKBYY1GIbtg7ejiUMTlf0nok9g5N8jcf7xeZ3riU3J1LmvPo4zeF49gBc/kbZlJQN/jgOyUuSpiYiIqJJgoCOiUsufIKWZygQpnxrQBClA/gQo6oZZAvnDL3W5q+hl64XfB/6O8T7jVfbFZsRiypEp+Pbyt8WuWXcpKhG+X54s8Z3MtafC4fvlSVyKqqJ3AzvPApqNlLbFhwB/zeSi40RERFow0BFRmTRzs8X4IhOkHAmOwanQOJkqklI3m2VR2tapK8zM2AwfdvgQP/b5EQ4WDpJ9AgSsu7EOEw9NRHRytNrjL0Uliguf63rNwu8hNSv3/9i76/Corn2N49+Je0IIDgkEl+LuEty1VKG01KBOubVzDu0pdfeW4hQp7lJcihd3dxKCxnXuH3MITGYS4pNJ3s/zzHOz115779++Jw15s9deiyETdhTMUGcwQK/voUQt8/Yji2HzV7apSURExA4o0IlItr3R0XKClP8uOUxikm2nn08rzFkbfpmZgNW6bGvm9ppL89LNLfYdCD/AwCUDWXxqsdmEKWERsSlhLjPXTH0Pd0NdgRx+6eIBD08DNz/z9jX/hROrbVKSiIhIfqdAJyLZ5uvhzOguVc3aToRFMmPHeRtVlHaYe7dbdba/E5LhxcfTEuAewM8hPzOq4SicHMzXrItKiOKdze/wf5v+j4h40ztgxb3deKVD5UxdM617eKVDZYp7u2WoTrvjX8E086Xh/n+ejDB3GNzIXxPuiIiI5AcKdCKSIwY0KEeNUj5mbV/9dZzb0em/U5Yb0gtzdydAycji4w/iYHBgSM0hTOs2jSCfIIv9y88sZ8CiAewJ25Ppa2bkHgqsSh1Ma9TdL/Y2TB9s+r8iIiKSQoFORHKEo4OBf/esYdZ2MzqBb9fk7dTzmQlCORHqAGoWrcmfPf6kb6W+FvsuR11m6Iqh/LT3JxKTEzN0zUId5u5q+RrU6G3eFn4MZg+FpESrh4iIiBRGCnQikmOaBhela62SZm1Ttp7l1LXIPLl+WESs1QCZXhBKK2B9u+ZEpt5T83D24IMWH/BFmy/wdvE225dsTObnfT8zdMVQLkZcTDfUNflotcIcmCZJ6f0TFDf/IwGn1sLKt21Tk4iISD6kQCciOertrtVxcbz3oyUx2chHS9OfZTKnFPd2Y/Kwxni53nunLSNBKHXA8nJ1YvKwxll6T61z+c7M7TmXBiUaWOzbd20fAxYPYPGpxTzTqoLVUGdteYVCF+bucvWCR2aCR4B5+47fYMc429QkIiKSzyjQiUiOCizqwdOtKpi1rTkalmfLGDQIKpIS6jIThO6GurthrkFQkSzXUMqrFOM7jeflei/jaHA025cyYcrG/+PhpgFWQ939Cm2Yu6tIEAyeDo6pZiZd/n9wco1tahIREclHFOhEJMe92LYiAV7mv4Dn5TIGDYKKsHZUm0wHoeGtg1k7qk22wtxdjg6ODK89nCldp1DWq6zF/uVnl9N/UX/qVrludRkFMC2vUKjD3F2BTaD3D+ZtxiTT+3TXjtmkJBERkfxCgU5Ecpy3mzNvdq5i1pbXyxhkdVr/nF4OoHax2szpNYdeFXtZ7LsadZVhK5/mputCwHKij9A7cZmanKVAqz0IWr9p3hZ3B6YPgqjrtqlJREQkH1CgE5FcMaBBOWqWzh/LGNiap7MnY1uO5Ys2X+Dj4pNqrxHXgPV4lP8ZB5cwi2MzO+Nmgdb2HcuZL2+ehT+fgMR4m5QkIiJiawp0IpIrHB0M/KuH7ZcxyE86l+/M3F5zaVyyscU+R/dLeFT4Hv9SuwCj2T6Fuv9xcIA+v0Dpeubt57bAopfAaLR+nIiISAGmQCciucbWyxjkRyU9S9LE7W1iQ7tiNJpPmGJwSCDBbw4P1Z+DwTHCbJ9C3f+4eMDgGeBd2rx9/0xY+6FtahIREbEhBToRyVXvdLNcxuDzFYV3IotxG0/z0fJjJNxoQ/SZF0mKK27R52zMbgKqfY+T1yGzdoW6//EpBY/OBGcP8/ZNX8CuCbapSURExEYU6EQkV5Xzt1zGYMWhq+w+d8NGFdnOuI2nzRYNT44rQ/SZkdT27mbRNzb5Du7lpuJaag443FubTqHuf0rVgQETwZDqn7Glb8DRZbapSURExAYU6EQk173QtiJFPJzN2j5adhRjIXrnKSwi1ur7g+92rcMf/T7l55CfCXAPsNjv4rcLzwrf4uB+LqXt2zUnCIuIzdV67ULVLtD9K/M2YzLMGQYXdtqmJhERkTymQCciuc7HzZmX2lc2a9t97iarDofaqKK8V9zbLWXB87vuXzS8ZZmWzOs1j5DAEItjHVxu4BH0Cy7FVuLlCpOHNc7x5RXsVsOnLJczSIyBGQ/D9VO2qUlERCQPKdCJSJ54vGkQgf7m7zx9uvwoCXm02Hh+0CCoSEqouz/M3VXErQhftf2K/7b4Lx5O5v+/MhiMuAaso3zt8fj6aN01M+3ehbqPmbdFX4dp/SHymm1qEhERySMKdCKSJ1ycHHizc1WzttPhUczaecFGFdlGg6AirB3VxiLM3WUwGOhTqQ9zes2hXvF6FvvPRZ7g4SUPM/nQZJKNhScMp8tggJ7fQsUO5u03z5gWHo+Psk1dIiIieUCBTkTyTPeHSlGnrK9Z2zerjxMZl2ijimwjI8Mly3mXY2Lnibxc72WcDE5m++KT4/li1xc8s+oZLkdezq0y7YujMwyabJos5X6X/4E/n9TC4yIiUmAp0IlInnFwMPBW1+pmbeGR8Zq1MQ2ODo4Mrz2cP7r/QUXfihb7d17dSf9F/Vl4cmGhmmAmTa7e8Ohs8As0bz+5GuY/B8lJtqlLREQkFynQiUiealaxKB2qma+9Nm7Tac3amI4aRWswq+csnqjxhMW+yIRI3tvyHq+tf43rMXq3Du8S8NhccC9i3n5onmlJAwVfEREpYBToRCTP/V/XajgY7m1Hxyfx7WrLKf3lHldHV0Y3Gs34TuMp6VnSYv+a82vot6gfa86tsUF1+UyxKqYndc6e5u27J8Ka921Tk4iISC5RoBORPFelhDcDG5Qza5u58wInwyJtVJH9aFyqMfN6zaNXxV4W+27E3uDV9a/y7uZ3uRN/xwbV5SPlGsHgP8DRxbx989ew+RublCQiIpIbFOhExCZe61gFN+d7P4KSko18tuKoDSuyH94u3oxtOZav235NEdciFvsXnVpEv4X92Hp5qw2qy0cqtoP+48GQ6p+61f+B3ZNsUpKIiEhOU6ATEZso6evGMy3Np+5fdTiUXWdv2Kgi+xMSFMK83vNoV66dxb7Q6FCe/etZxm4bS3RCtA2qyydq9IKe31m2L34VDs7L83JERERymgKdiNjMc22C8fc0HxL32YpjmrExEwLcA/i23bd82OJDvJy9LPbPPDaTgYsHsidsjw2qyyfqPwGdxqZqNMK8Z+HEapuUJCIiklMU6ETEZrzdnHm5fSWzth1nb7DxRLiNKrJPBoOB3pV6M6/XPJqUamKx/3zEeYYsH8IXO78gNrGQzibafCS0ftO8LTkBZj0GpzfYpiYREZEcoEAnIjb1SJNAyvi5m7V9vvKontJlQSmvUvzW8Tfebvw2bo7mi5cbMTL58GQGLRnEgWsHbFShjbV7FxoNN29LjIUZg+Hc37apSUREJJsU6ETEplydHHk1pLJZ28FLd1hx8KqNKrJvDgYHHq3+KLN7zqZOsToW+8/cPsPjyx/nu3++Iz4p3gYV2pDBAF0/g9oPm7cnRMMfA+HCDtvUJSIikg0KdCJic33rlaFiMfM1w75YdYykZD2ly6ryvuWZ3GUyrzd4HWcHZ7N9ycZkxh0Yx+Clgzly/YiNKrQRBwfo/RPU6GPeHh8J0/rDxd02KUtERCSrFOhExOacHB14vWNVs7ZT16KYv+eSjSoqGBwdHHmq1lPM7jmbmkVrWuw/cfMEjy59lB/3/khCUoINKrQRRyfo/ztU62HeHncHpvWFy3ttUpaIiEhWKNCJSL7QtVZJapb2MWv7+q/jxCUm2aiigqOiX0WmdpvKyLojcXJwMtuXaEzkl32/8MjSRzh6oxCtA+joDAMmQuXO5u2xt2FqH7h60CZliYiIZJYCnYjkCw4OBkZ1Nn9Kd+lWDLN2XrBRRQWLs4Mzz9V5jpndZ1KlSBWL/cduHuORJY8Urqd1Ti4waApU7GDeHnMTpvSCsEI2HFVEROySAp2I5BttqxSjUfkiZm3frTlJdHyijSoqeKr6V2Vm95k8V/s5HA2OZvsK5dM6ZzcY/AdUaG3eHn0dJveE0MO2qUtERCSDFOhEJN8wGAy82bmaWVt4ZByT/z5no4oKJmdHZ0bWG8n07tOpXKSyxf5C97TO2R0emQlBLczbo67B5B5wtZAu8yAiInZBgU5E8pXGFfxpXaWYWdsvG05xO6YQBIs8VqNoDWZ1n5Xu07pBSwZxKPyQjSrMQy6e8OgsKJdqYfbo6zCpB1zeY5u6REREHkCBTkTynTc7mb9Ldzsmgd83nbZRNQXbg57Wnbx1kseWPcY3u78hLinOBhXmIVdveGwOlGtq3h57Cyb31pIGIiKSLynQiUi+81BZX7rWKmnWNn7zGcIjC3igsKG7T+uerf2sxdO6JGMS4w+OZ+DigewN22ubAvOKmw88PheCWpq3x92GKb3h/Hbb1CUiIpIGBToRyZde71gFB8O97ej4JH5ef8p2BRUCzo7OvFTvJWZ0n0HVIlUt9p+5fYYnlz/JZzs/IyYxxgYV5hFXL3hsNgS3NW+Pj4Bp/eDsFpuUJSIiYo0CnYjkS5VLeNO3Xlmztj+2nyMsItZGFRUe1YtWZ0aPGYyoO8Ji3TojRqYenkr/Rf3ZeXWnjSrMAy4epolSKoWYt8dHwh8D4PQG29QlIiKSigKdiORbr3SojNN9j+liE5L5dYPepcsLzg7OPF/neWb1mEXNojUt9l+IuMCwlcP4YOsHRMRH2KDCPODsDg//AVW6mLcnRMP0QXBshW3qEhERuY8CnYjkW4FFPehf3/wp3bRtekqXl6oUqcK0btN4tf6ruDi4WOyffXw2fRb2YePFjTaoLg84u8GgqVCth3l7YizMegwOzLFNXSIiIv+jQCci+drI9pXMntLFJSbzy3o9pctLTg5OPP3Q08zuNZs6xepY7A+LDmPEmhG8tektbsbetEGFuczJBQZOgpp9zduTE2HuM7BzvE3KEhERAQU6Ecnnyvl7MKCBlXfp7ugpXV4L9g1mcpfJvNX4Ldyd3C32Lz29lN4LerP8zHKMRqMNKsxFjs7Q73eo+1iqHUZY+jps/tomZYmIiCjQiUi+N6Kdlad0epfOJhwdHHms+mPM7z2fpqWaWuy/GXeT0RtH89Lal7gaddUGFeYiRyfo9QM0ecFy3+oxpk9BC7IiIpLvKdCJSL5Xzt+DgQ31lC4/KeNVht86/sYHzT/A28XbYv+Gixvos7APM4/OJNmYbIMKc4mDA3T5GNq+bblv89emp3XJBeh+RUQk31OgExG78GJby6d0P2/QunS2ZDAY6Fu5Lwt7L6RDYAeL/VEJUYzdPpYhy4dw+lYBeqJqMEDbt6Dzx5b7dk2AecMhMT7v6xIRkUJJgU5E7ILpKV05s7bp28/rKV0+UMyjGF+3/Zov23xJUbeiFvv3XtvLgMUD+HnfzyQkJdigwlzS7EXo/SMYUv1TenCOaVmDuAK6nIOIiOQrCnQiYjdGtKuIs6P5U7qf1uspXX5gMBjoVL4TC/sspF/lfhb7E5IT+GnvTwxaMoi9YXvzvsDcUu9xGDgZHJzN20+vg0ndITLMNnWJiEihoUAnInajbBErT+l2nCdUT+nyDV9XX95v/j6/d/qdct7lLPafvHWSJ5c/yYfbPiw4C5LX6AWPzgJnT/P2K/tgfEe4rj86iIhI7lGgExG78mJb86d08YnJ/KyndDkqqwu3339ck1JNmNtrLk/VegpHg6NZPyNGZh2bRZ8FfVhzbk22as03KnWAIYvBI9WQ05tnYXwnuPSPTcoSEZGCT4FOROxKWk/prt7WU7qcsPvcTdp/sYFxGzM3icm4jadp/8UGdp+7t7C4u5M7rzd4nendp1Pdv7rFMWExYby6/lVeWfsKoVGh2a7d5so2gKf/Ar8g8/bocJjUA06utk1dIiJSoCnQiYjdGdGuksVTul8042W27T53kyETdhAZl8jYZUcyHOrGbTzN2GVHiIxLZMiEHWahDqBG0RpM7z6dUQ1HWV2QfO2FtfRe2JsZR2eQlJyUI/diM0UrmkJdydrm7QlRMP1h2DfTNnWJiEiBpUAnInanjJ87g1I9pZux4zzXIuJsVJH9C4uITQlzd2Uk1N0Nc3fdDXWph206OTgxpOYQ5vWaR4vSLSzOE5UQxUfbP+LJ5U9y7MaxbN6NjXmXgKFLoUIb8/bkRJj/HGz8XAuQi4hIjlGgExG7lPopXVxiMr9vLkBrneWx4t5uvNKhskV7eqEudZi765UOlSnu7Wb1mLLeZfk55Gc+afUJ/m7+Fvv3h+/n4SUP89Wur4hOiM7kXeQjbj7w2ByoNcBy39oPYdFIKEhLOIiIiM0o0ImIXSrt506/emXN2qZtPcetaC3onFXDWwfzbjfLd92shbq0wty73aozvHVwutcxGAx0D+7Owt4L6V2xt8X+JGMSEw9NpN+ifmy8uDGTd5GPOLlAv3HQbKTlvj3TYFp/iLmV52WJiEjBokAnInbrhbYVcbj3kI6o+CQmbjlrs3oKgoyEuuyEufv5ufnxYcsP+b3T7wT5BFnsvxR5iRFrRvDG+je4Fn0tE3eRjzg4QOex0PljwGC+78wGmNAFbp23SWkiIlIwKNCJiN0qH+BJzzqlzdom/X2WiFgNZcuO9EJdk49W50iYu9/dJQ6er/M8Tg5OFvtXnVtFrwW97HvSlGYvwsPTIPWkMNeOwO8hWtZARESyLEuBLiIigrlz5zJy5EiaN29OsWLFcHZ2xsfHh2rVqvHkk0+yYsUKjLnw0vf69et58sknCQ4Oxt3dHX9/f+rXr8+YMWO4cuVKps51+/ZtPvvsM5o1a0bx4sVxc3MjKCiIAQMGsGjRohyvXURy3ottK5lt345JYNo2PfHIrrRCXegdy4lnshPm7nJ1dGVE3RHM7TWXBiUaWOyPTIjko+0f8diyxzh8/XC2rmUz1XvAU0vBs5h5e2QoTOoOR5fapi4REbFrBmMmU9dXX33Fu+++S2zsg9d8atWqFdOmTSMwMDDLBd6VmJjI888/z/jx49PsU6RIESZOnEjv3pbvZKS2efNmBg8ezKVLl9Ls06tXL6ZPn46np2eWas6MzZs306pVq5TtTZs20bJly1y/rkhB8NzUXaw8dG8dswAvFzaNbo+7i2M6R0lGpDW88q6cCHOpGY1GFpxcwJe7v+R23G2L/Q4GBx6p9ggj647Ey8UrR6+dJ26eg+mD4NrRVDsM0PEDaP4SGAxWDxURkcIhM9kg00/ojh8/nhLmypYty5AhQ/j++++ZOXMmEydO5Pnnn8fLyyvlwm3btiUsLCwr92Hm2WefTQlzvr6+vP7660ybNo1ff/2V7t27A3Dz5k0GDRrEunXr0j3XgQMH6N69e0qYa9myJT/88APTp0/nvffeo0SJEgAsWrSIAQMGkJRkp0N8RAqJke3MZ2cMj4xn5k49pcsJw1sHU8LH1eq+Ej6uOR7mwDRpSt/KfVnUZxG9Kvay2J9sTOaPI3/Qa0EvVp5dmSujQXJVkSAYthIqtE61wwh//QsWjoRELcEhIiIZk+kndC+88AKnT59m1KhRdOjQAQcHy0x47tw5OnfuzLFjprWEnnrqKSZMmJDlIpcvX063bt0AKFWqFBs2bKByZfNf4L7//ntefvllACpUqMDRo0dxcXGxer6mTZuyfft2AEaNGsXnn39utj80NJT27dtz+LBpWM9vv/3G8OHDs1x/RugJnUj2DJmwgw3H702cUcrXjQ1vtsPFSa8KZ4ctntCltuPKDj7c/iFnbp+xur9FmRa80/gdAn3SHg0SFhGb5lIKNpMYD0tehb1/WO4LbGZ6584zIM/LEhER28vVJ3Rjx45l5cqVdOzY0WqYAwgKCmLWrFkp27NmzSI6OuvrCf373/9O+fqHH36wCHMAL730Ej179gTgzJkzTJw40eq5li5dmhLm6tatyyeffGLRp0SJEkyZMiVle8yYMSQnJ2e5fhHJfSPbm79Ld+V2LPP+uWijagqGB4U5yNji49nVuFRj5vacS/8KwzEmW06asuXSFvou7MvPe38mLsnyyda4jadp/8UGdp+7mat1ZpqTC/T+Edr/y3Lf+a3wWzsIPZT3dYmIiF3JdKDz97dcCNaaOnXqUK1aNQCio6M5efJkZi8FwOnTp9m1axdgevLWt2/fNPu+9tprKV/PmDHDap/7g+Yrr7yCo6P1d2waNGhA69am4TCXL19m40Y7XgtJpBBoVN6fJhXMfz79tP4UiUn6Y0xWpBXmrA2/zItQt/9iJHPWVCXq9GskRlax2B+fHM9P+36i78K+bL60OaX97n1ExiUyZMKO/BfqDAZoPcr0NM7Zw3zf7fMwvhMcW26b2kRExC7k6lgkb2/vlK9jYmKydI4VK1akfN2lSxcM6bwo3qpVK7P39yIjI9M9391hnGm5f//y5foHVSS/S/2U7vyNaJbsz9zst5L+OnPb3wnJ8OLjOSUsIpYhE3YQGZeIMaEoMReeIubiY3g6Wv6B8ULEBV5Y/QKvr3+dr9ZuN7uPu6EuLOLBk3rlueo9Te/V+ZQ1b4+PhBmPwOZvwN7eFRQRkTxhOXYlh8TFxXH8+PGU7aAgy0VjM+LAgQMpXzdq1Cjdvk5OTtSrV49NmzaRnJzMkSNHzI4JDQ3l2jXTOzaBgYEUL1483fPdf+zBgwcfWOv58+c5fz5rEzHs378/S8eJyD0tKwVQp6wv+y7emxnxx3Un6VWnNA4OmjUwIzKyaPjd/5u6393tnH6nrri3G690qHzf9QwkRjzE1cOVadXoHw5ELCXJaD551V/n/sKYvAFn/w4k3GgJmEZjvNKhcv57l+6uUrXh2XUw8zG4uOO+HUZY/R/T8Mue34KLR5qnEBGRwifXAt2MGTO4fdv0S1X9+vUpWbJkls5zd2IVMA25fJAKFSqwadOmlGPvD2VZOZe1Y9MyYcIE3n///Qf2E5HcYTAYGNm+MsOn7EppOxEWyarDV+lSq5QNK7MPGQlzd+V1qLN6vWQ3Nm1vznMhHTgcP5G91/aaHWNwiMetxHKc/XYTd7U3b7XtkesTuGSbV3EYshgWvwL7Z5rvO/CnaamDwX+AX/aXAxIRkYIhV4ZcXrt2jdGjR6dsv/fee1k+161bt1K+Dgh48GxfRYsWtXpsTp9LRPKnDtWKU62kt1nbj+tO2d/U9nksLCKWb9ecsGhPbxbLtBYf/3bNiVwZ1pjW9X5dHUMrz//wQfMPcHPwttjv6BqGR9A4TvALYdHZX0Yn1zm7Qd9fIGQMkOrJ8tX98FtbOKP3ukVExCTHA118fDz9+/dPGdrYp0+fdCcyeZD734Nzc3vwMBl3d/eUryMiInLtXCKSPzk4GBjRzvxdugOXbvP3qes2qsg+FPd2Y/Kwxni53hu4kZElCVKHLC9XJyYPa5xrwxrTCnUfLT/GJ7O9uXb0VeJvNsZotBxiu/zMcnrO78nkQ5NJSE7IlfpyjMEALV+DR2aAS6qQGn0dpvSBbT/rvToREcnZIZfJyckMGzYsZchjxYoVs7X+XGrpTYiSG+fK7PWGDRtGSEhIlurZv38/I0aMyNKxImKu20Ol+GLVMc5dv7dcyi8bTtGiktb0Sk+DoCJMHtaYIRN28EqHyhkenni337drTjB5WGMaBBXJzTLTHO4ZeicO8CTuaj8SbjXEreRCHN0vmfWJTozmi11fMP/EfN5t+i6NSqb/brbNVe0Kw9fCzEfh+n1PUI1JsOItuLIPenwNzu5pn0NERAq0HAt0RqOR559/nj/+MC2QGhgYyOrVqylSJHv/sN+dtRIyNlPm/X3un2UzK+e6f+281OeyJjAwkMBAvdcgYmuODgaGtwrmvQX3JjPadCKcg5duU6uMrw0ry/8aBBVh7ag2mX7CNrx1ML3rlc6zCUfSCnV3JccG8kr17/Er8Q/f7vmWiHjzURanbp9i2MphdC3fldcbvk5Jz6y9550nilWB4Wtg3rNwfIX5vn0zIOyIadkDv3K2qU9ERGwqR4ZcGo1GXnzxRcaNGwdA2bJlWbt2LeXLl8/2uf38/FK+Dg8Pf2D/69fvDau6/9icPpeI5G8DGpQlwMvFrO3XXF4rraDIaijL69kjh7cOtrouHpjWy3uuTWUervYwS/ouoV/lflb7LT+7nF4LejH+wHjik+KzXVNW3x184HFuvjB4BrT5P8t9V/bCr63h5JosXVtEROxbtgOd0WhkxIgR/PLLLwCUKVOGdevWUbFixWwXB1C1atWUr8+cOfPA/vf3uf/YnD6XiORvbs6OPNXCfDbbpfsvc/6+YZhi38ZtPP2/YZaWQu/EpayL5+/mz/vN32dq16lU97d8/y4mMYZv/vmGfov6mS1Knlm7z92k/RcbMr0e37iNp2n/xYYHL3ru4ADt3oGH/wAXL/N9MTdgWn/Y8DkkJ2eychERsWfZCnR3w9zPP/8MQOnSpVm3bh2VKlV6wJEZ99BDD6V8vXPnznT7JiYmsmfPHgAcHByoUaOG2f4SJUpQrFgxwLRmXFhY+rOd3X+9WrVqZapuEbG9x5sE4enimLKdbIRxm/SUriBIa4mF+6Ve7Lxu8brM6D6Dd5u8i3fqiUaAc3fO8cLqF3hp7UtciLiQqXp2n7uZsvh5ZhZZv3sfdxc9f2CoA6jeA55ZA/6p/3BqhHUfwoyHIfpGpuoXERH7leVAlzrMlSpVinXr1lG5cuUcKw6gS5cuKV+vWLEi3anHN23alDKTZevWrfH09Ez3fMuXL0/32suWLUv5ulu3bhmuWUTyB18PZx5pbP5e65+7LhAeaf2pjtiHtMKcteGXqcOVo4Mjg6sNZknfJfSv3B9D6mUBgPUX1tNnQR9+2PMDMYkPft86LCI2Jcyldd2M3MfdUJehYZvFq5kWIa/Ww3LfiVXwWxu4vPfB5xEREbuX5UA3cuTIlDBXsmRJ1q1bR5UqVXKssLuCg4NTFgc/c+YM8+fPT7Pv119/nfL14MGDrfa5v/2bb74hKSnJar/du3ezcaNpnZ8yZcrQqlWrTNcuIrb3dKsKODve+6U9LjGZKX+ftV1Bki3pLX6+/Z0Qq0saWAtX/m7+jGk+hhndZ1A7oLbFMfHJ8fy6/1d6LejFijPp/zGxuLcbr3Sw/GNmeqEurft4pUPljL+L6OZrmgwl5H0wpPrn/NZ5GN8J/pmSsXOJiIjdylKge+mll/jpp5+Ae2EuK++YrV+/HoPBgMFgSHcClffffz/l65EjR3Ly5EmLPj/88AOLFy8GoEKFCjz11FNWz9WtWzeaNGkCwN69e3n77bct+oSGhvLkk0+mbI8ZMwYHh1xZg11EclkpX3d61y1j1jZ56zmi7nuaIvYhvTB3d9bLtNapSytc1QyoydRuU/lvi//i7+Zvsf9q1FXe3PgmT618imM3jqVZW2aum5H7yDCDAVq+Ck8uBM9i5vuS4mDRS7BgBMTr3VERkYIq08sWvPfee/zwww+AaZ22V155haNHj3L06NF0j6tfv36Wp/Tv2rUrTz31FBMnTuTKlSs0bNiQZ555hvr16xMVFcWiRYtYsmQJAC4uLowfPx4XF5c0zzdu3DhatmzJnTt3+Pzzz9m6dSuPPPII/v7+HD58mHHjxnH16lXANEQzrXAoIvbhudbBzNl9MWX7dkwCM3de4OmWFdI5SvKTzISgtJY0uLudur+DwYE+lfrQPrA9P+/9mRlHZ5BkNB+9sTt0N4OWDGJglYGMrDsSPzc/i1oyct0cDXP3q9AantsIs4fChe3m+/ZOg0u7YeAk01BNEREpUAzG9MaRWNG2bVs2bNiQ6QtNnDiRoUOHmrWtX7+edu3aARAUFMTZs2fTPD4xMZHnnnsu3YXKixQpwsSJE+ndu/cD69m8eTODBw/m0qVLafbp1asXf/zxh9n6dbll8+bNZsM6N23aRMuWLXP9uiKFxTOTd7L6yL2JkEr7urFhdDucHfX0Pb8Li4il/RcbzN5RgweHIGvhycvV6YHr7J28eZJPdn7C9ivbre73cfFhRN0RDKo6CCcHy7+LpveOn7VZObMd5u6XlACr/gXbf7bc5+wB3b+Cuo/kzLVERCTXZCYb2M1vMk5OTowfP55169bx+OOPU6FCBdzc3PDz86Nu3br8+9//5tChQxkKcwAtW7bk4MGDfPrppzRp0oSiRYvi4uJCuXLl6NevHwsWLGDhwoV5EuZEJPc938Z8RsDLt2NZvO+yjaqRzCju7cbkYY3xcr0XnjISglIPg/RydWLysMYPfEetUpFKjOs4jm/afkMZrzIW++/E3+HjHR8zcPFAtl7e+sDr3pXrYQ7A0Rm6fgIDJlgubZAQDQue1xBMEZECJtNP6CR36AmdSO7r//PfZtPCVy3hzYpXW2EwWM50KPnP3aUBXulQOVMhaNzG03y75gSThzWmQVCRTF0zNjGWyYcm8/uB34lNsj77ZNtybXmz4ZsE+pi/VvCgpRVyPMylFn7SNAQz9IDlvmLVNQRTRCQfK5BP6EREsiv1U7pjoRGsO5b+epSSfzQIKsLaUW0yHYKGtw5m7ag2mQ5zAG5ObjxX5zkW911M1/JdrfZZf2E9vRf25qtdXxEZH2l2XWtLKYBp+GWuhjmAgErwzGpoOMxy37UjMK4d7PkD9HddERG7pkAnIoVGh2rFqVTcfBjaL+u10Lg9yfCU/jl03F0lPUvyWZvPmNRlEtX9LYdTJiYnMvHQRLrP7868E/NISk5i3MbTVodZgmn4ZUYXH88WZzfo8TX0H299CObCF2HuMxB7J/drERGRXKFAJyKFhoODgWdTPRXZcfYG+y7csk1BYncalGjAjO4zeL/5+1aXObgRe4P//P0fQmb15ZP1S9I9V0YWH88xDw0wzYJZ4iHLfQfnwC8t4eKuvKlFRERylAKdiBQqfeqWsRgG9/vmMzaqRuyRo4Mj/Sr3Y0nfJQytOdTqTJfh8WfwCBqHW5mpGJyvA1gdfpmnoa5oxbSHYN46BxM6w6avIDk5b+oREZEcoUAnIoWKi5MDQ5qXN2tbduAKl27F2KYgsVveLt680fANFvReQNuyba32cfY5hGfFr2jTdBurRzXJ1KLnueLuEMyBk8HN13xfciKseR+m9oY7V/KmHhERyTYFOhEpdB5tHIi7s2PKdlKykcl/n7VdQWLXgnyC+L7D9/QuMYak2BIW+w2GJP65vYDu87rjU3wnb3etYtEnT0MdQM0+8PxmKNfUct+ZjfBzczi2PO/qERGRLFOgE5FCx8/DhUENy5q1zdh+nojYBBtVJPZu3MbTTFvvRvSZl4m90ofkRE+LPjfjbvLh9g9ZfvNNHmsbDZjPLpnnoc4vEIYuhTb/B4ZUvw7E3IAZg2HJaxAflXc1iYhIpinQiUih9FSLCty//FxEXCJ/7rpou4LEboVFxPLtmhP/23Ik4VZTok6Nor5vH6vv1526fYpFoR9Qs/4sHFyvmu37ds0JwiKsr3eXKxydoN07MGQx+Fguos6uCfBra7j0T97VJCIimaJAJyKFUvkATzrVMB8eN2HzGRKTNCGEZE5xbzcmD2uMl+u98PZul/pM7vNfFvZeSIfADlaPOx+zF6/g73AtOQ+DYwRerk5MHtY420ssZEn5lqYhmNV6WO67fhLGd4SNX0ByUt7XJiIi6VKgE5FC65lW5ksYXLoVw8pDoTaqRuxZg6AiKaHu3W7VUxYND/QJ5Jt23zCh8wSr69cZScalyA48K31B//ZHqFHGBmHuLg9/eHga9PwWnD3M9yUnwtr/wqTucPOcbeoTERGrFOhEpNBqGFSEOuX8zNrGbTqN0Wi0foBIOhoEFWHtqDYpYe5+jUo2YmaPmXzY4kOKuxe32G9wiGPe2fH0mN+DBScXkGSrJ2EGAzQYCs9tgtL1Lfef3wo/t4C9M0D/nYiI5AsKdCJSaBkMBp5pWcGsbe+FW/xz/qaNKhJ7l95wSQeDA70r9WZx38W8WPdF3J3cLfqERYfxry3/4uElD/P35b9zs9T0BVSCp1dB6zctJ0yJj4AFz8OsxyEq3Db1iYhICgU6ESnUutYqSRk/81+sf9+khcYl93g4e/BCnRdY0ncJfSv1xYDBos+xm8d47q/neH718xy/edwGVQKOztD+PXhqOfgFWe4/ugR+bAJHluR9bSIikkKBTkQKNSdHB55qUd6sbeWhq5y/Hm2bgqTQKO5RnA9afMCfPf+kSakmVvtsubSFgYsH8p+//0NYdFgeV/g/gU1NE6bUedRyX3Q4zHoM5j8PMbfyvDQREVGgExFhUKNyZjMUJhthwhY9pZO8Uc2/GuM6juOnDj9Rya+Sxf5kYzLzTsyj+7zufPfPd0TGR+Z9kW4+0PdnGDQVPIpa7t83w7QY+al1eV+biEghp0AnIoWej5szgxuVM2v7c9cFbkdroXHJGwaDgVZlWzG752zGNBtDgHuARZ/YpFjGHRhHt3ndmH5kOglJNvj+rNELXtwGVbtb7rtzCab2gaWjIM4GoVNEpJBSoBMRAYa2KI/Dfa8yRccnMWPnedsVJIWSk4MT/av0Z2nfpbxYx/rEKTfjbvLxjo/ps7APK8+uzPCsrFldsNziOK/iMPgP6PMzuPpYHrBznOlp3ZlNWbqeiIhkjgKdiAhQtogHXR8qZdY2actZErTQuNiAh7MHL9R9gaV9lzKwykAcDY4Wfc5HnGfUhlE8vuxxdl7dme75dp+7SfsvNjBu4+lM1TFu42naf7GB3edSzfxqMEDdR+GFv6FCG8sDb52DyT30tE5EJA8o0ImI/M/wVAuNX70Ty4qDV21UjQgU8yjGv5v9m3m95tGuXDurffaH72fYymG8uPpFjt04ZrF/97mbDJmwg8i4RMYuO5LhUDdu42nGLjtCZFwiQybssAx1AH7l4IkF0PVzsPI00fS0rhmc3pCha4qISOYp0ImI/E/dcn40CCpi1jZRk6NIPhDsF8x37b9jcpfJ1C5W22qfTZc2MXDxQN7d/C6XIy8DpuGSd8PcXRkJdXfD3F13Q53VYZsODtDkWXhhCwQ2t9x/6zxM6QVLXoe4iAzcrYiIZIYCnYjIfVIvYfDP+Vvsu3DLJrWIpFa/RH2mdZ3GV22/ItA70GK/ESOLTi2ix/wefL7zc1ycY3mlQ2WLfumFutRh7q5XOlROd+F0ilaEoUuh62fg7GG5f9d4+Kk5nFyd9jlERCTTFOhERO7TuWZJSvqY/9I6+e+ztilGxAqDwUDHoI4s6LOA95q8R1E3y2UEEpITmHJ4Cl3ndQW/NYzuUsGij7VQl1aYe7dbdYa3DrZot+DgAE2eMz2tC2phuf/2eZjWH+a/ANE3Hnw+ERF5IAU6EZH7ODs68ESzILO2xfsvZ3mGQJHc4uzgzMPVHmZZv2WMqDsCDyfLp2KRCZF8t+c7/gx9kZ4tzwCJZvvvD3XZDnP38w+GIUtM79ZZe1q3bzr82BgOzYcMztIpIiLWKdCJiKTySONAXJzu/XhMSDIyfbuWMJD8ycPZg+frPM+yfst4rPpjODk4WfS5Hnud9dd/pcxDP+Dksxe4N3vr2GVHaPLR6pwLc3elvFv3N5RvZbk/6hrMHgozH4M7l7N2DRERUaATEUnN39OFPnVLm7VN23ae+EQtYSD5V1H3orzV+C0W9VlE1wpdrfa5k3gV9zIz8ajwHY5eRwHT07HQO3EWfbMV5u7nXwGeXAQ9v7W+bt2xpfBjE9g1EZL135iISGYp0ImIWDG0ufk7R+GRcSw9oKcIkv+V8y7HZ60/488ef9KyTEurfRzdruJRbhLuQb/i6G45k2uOhbm7HBygwVAYsR2qdrPcH3cHlrwKk7rDNculF0REJG0KdCIiVtQo7UOTCv5mbRO3nMWo933ETlQvWp2fQ35mQucJ1ClWx2ofJ4+zeJT/FfdyE3BwuwRACR/XnA1z9/MpDYOnw4CJ4FnMcv/5v+HnFrDuI0jQe6siIhmhQCcikobUSxjsv3ibPVrCQOxMo5KNmNp1Kt+1+45KfpWs9nHyOo5nhe9xK/MH12IvZHjx8SwxGKBWPxixA+o8Yrk/OQE2fAq/tISzm3OvDhGRAkKBTkQkDSHVS1DGz92sbeKWs7YpRiQbDAYD7QLbMafnHDoGvEpyvJ/Vfs4+B/AI/pov93zAl2u25m5RHv7Q9xd4fC74BVnuv37CNARz4QgtcSAikg4FOhGRNDg5OvBkqiUMlh+4wtXbGgom9mnC5nPM21SSqNOjiL3am+REL4s+BoMRZ7/dTLzwAo/OG01YdFjuFlUpBF7cBi1eAYOj5f490+CHRrBvppY4EBGxQoFORCQdgxsF4u5875fMxGQjf2w/Z8OKRLLGbJ05oxMJN5sRdXI0zYs8iY+L5eyTBkMSByKW02lOV77Y+QU3YnPxKZmLB3T8AJ7bAGUaWO6PDof5z8Hknpo0RUQkFQU6EZF0+Ho407d+GbO26dvPE5uQZKOKRDIvzUXDu9bh115vsrz/coY/NBxng5tFnyRjPJMPT6bL3C5898933Im/k3uFlnwInv4Lun4GLpZPDzm7yTRpyur3IT469+oQEbEjCnQiIg8wtHl5s+3rUfEs3qclDMQ+pBnm7luawMfFh5frv8yqgcup69MTY7Ll4uQxiTGMOzCOLnO78Ou+X4lKiMqdgh0coclzpklTqvWw3J+cAJu/gp+awLEVuVODiIgdUaATEXmAKiW8aVkpwKxNSxiIPQiLiOXbNScs2tNaZy7APYCpfT9iWNAvxN9sgtFo+WtCRHwEP+z9gS5zuzDh4ASiE3LpSZlvGRj8BzwyE3wDLfffOg8zHoaZj8GtC7lTg4iIHVCgExHJgNRP6Q5fucOuczdtU4xIBhX3dmPysMZ4ud574paRRcNfb9+EUfXfIerUGyTcqo/RaLDocyvuFl/v/pqu87oy5dAUYhNzabKgql1hxDZo+Ro4WD455OgS06QpG7+AxLjcqUFEJB9ToBMRyYD21YoTVNTDrG3qVk2OIvlfg6AiKaEuI2HuruGtg3mnY0ucbjzKx40n07l8Z6v9bsTe4PNdn9NtXjemH5lOfFJ8TpZv4uIJIWPg+S0Q1MJyf2IMrP0v/NQMTqzO+euLiORjCnQiIhng4GDg8SapljA4eIVrEXoiIPlfg6AirB3VJsNh7q7hrYNZO6oNPWvU44s2XzCn5xzalWtnte+1mGt8vONjus3rxqyjs3In2BWvBkOXQp9fwKOo5f4bp+CP/qZhmDf1BxcRKRwU6EREMmhgw7K4Ot37sZmQZGTmjvM2rEgk44p7W85gmdnjqvpX5bv23zGz+0xalWlltX9odCgfbv+Q7vO78+exP0lISsjSddNkMEDdR2DkLmj4NGA5HJSjS+DHxrDhM0jQupEiUrAp0ImIZJCfhwu96pQ2a5u+4zyJSck2qkjENmoG1OSnkJ+Y2nUqTUs1tdrnatRV/rvtv/SY34M5x+eQkJzDwc7DH3p8Bc+uh7KNLPcnxsK6sabZMI8u1aLkIlJgKdCJiGTCk83Km21fuR3L6iNhtilGxMbqFq/LuE7jmNh5Ig1LNLTa53LUZd7f+j495/dk7vG5OR/sSteFYaug94/Wh2HePAszH4Vp/bQouYgUSAp0IiKZ8FBZX+qW8zNrm7rtrE1qEckvGpZsyMQuExnfaTz1i9e32udS5CXGbB1Dj3n/e2KXk0MxHRyg3uPw0m5oNBwMVn69ObUWfm4OK96B2Ns5d20RERtToBMRyaQnmppPjrLl5HVOhkXaqBqR/KNxqcZM6jKJcZ3GUa94Pat97j6xy5V37NyLQPcv4NkNENjMcn9yImz7Eb6rD/9MgWQNlxYR+6dAJyKSSd1rl8Lf08Wsbdo2zagnAmAwGGhaqimTu0zmt46/UbdYXav9rkRd4b/b/ku3+d3489ifOTsrZqna8NRy6D8evEtb7o8Oh0Uvwbi2cO7vnLuuiIgNKNCJiGSSm7MjgxqWM2ubu/siUXGJNqpIJP8xGAw0K92MKV2n8GvIr2kGu7uTp3Sb140ZR2cQl5RDS4EYDPDQABi5E1q9AY4uln2u7IOJXeHPIVrmQETslgKdiEgWPNYkEMN9s6VHxCWyYO8l2xUkkk8ZDAaal2nOlK5T+K3jb2kOxQyNDuWj7R/RdW5Xph6eSkxiTM4U4OoFHf4NI7ZD1e7W+xxeAD80gjUfQFxEzlxXRCSPKNCJiGRBOX8P2lctbtY2des5jJoaXcSqu0/sJneZzLhO49KcPOVazDU+2/kZXeZ2YeLBiUQnRKd73rCIDK4z5x8Mj0yHx+dBQFXL/UlxsOlL+L4B7Jmm9+tExG4o0ImIZNETzcwnRzl6NYJd527aqBoR+3D3HbtJXSYxvtN4GpRoYLXfjdgbfLX7KzrP7cy4/eOIiLd8cjZu42naf7GB3Zn5765SB3hhC3T93DSJSmqRobBwBPzWBs5szPh5RURsRIFORCSLWlcuRlBRD7O2KVv1Ho5IRhgMBhqXasxL1b/GePkFEqMqWe13K+4W3+35js5zOvPDnh+4FXsLMIW5scuOEBmXyJAJOzIX6hydocmz8NI/0OQFcHCy7HN1P0zuCdMHw7XjWbhDEZG8oUAnIpJFDg4GHm9i/pRuxcErGR8CJlLIhUXEMmTCDiJvBxFz/hmizr5AYmQVq30jEiL4df+vdJrbiSEL/s1HK3ek7Lsb6jL9356HP3T9BF7YCpU7We9zfDn81BSWvgFR4Zk7v4hIHlCgExHJhoENy+LqdO9HaUKSkVk7LtiwIhH7UdzbjVc6VE7ZTo4JIubCMKLOjKCCRyOrx8QkxvDP7fl4VvoU1xILMTjdAuCVDpUp7u2WtUKKVYHHZsNjc6FYNcv9xiTY+Tt8Vw82fw0J+qONiOQfCnQiItng5+FC77rm61xN33GexCRNqCCSEcNbB/Nut+pmbcmx5di/uz+DS39Nx6COGDBYHGdwSMTFfyuelT6nSaPVdKyTA7/SVA6B57dA96/AI8Byf9wdWD0GfmgI+2Zq4hQRyRcU6EREsumJpuXNtq/cjmX1kTDbFCNih6yFOoBxa+Ko7jCS+b3nU9WzLUajlWBnSOJw5Gp6L+zNmxve5NiNY9krxtEJGj0NL+8xrV/nZOWp3+0LMP85+K01nFqbveuJiGSTAp2ISDY9VNaXuuX8zNqm7zhvm2JE7FRaoW7ssiM8+tMZdu3qQtSpUcTfbIzR6GjRL9mYzIqzKxiweAAj1oxgb9je7BXk5mNav27kLqj9sPU+Vw/A1L4wpQ9c2Z+964mIZJECnYhIDnisSaDZ9qYT17hwI/31s0TEXFqhLvROHADGhKLEXe1H1Mk3qePTHVdHV6vn2XhxI08sf4KnVjzFlktbsrc+pF856PcbDF8HQS2t9zm9Dn5tDfOeg1v6Y46I5C0FOhGRHNCjdmm83e5NfW40wgw9pRPJtLRC3f3e6dSMaX0/YUX/FTxd62k8nT2t9tsVuovnVz/Pw0seZuXZlSQlJ2W9sDL1YegSeGSW9YlTMML+maaFyVe8A1HXs34tEZFMUKATEckB7i6O9K9f1qztz10XSdDkKCKZNrx1MCV8rD99K+HjyvDWwQAEuAfwaoNXWTVgFS/Vewk/Vz+rxxy5cYRRG0bRe2Fv5h6fS3xSfNYKMxigahfTxCm9vgfvUpZ9kuJh24/wXV3Y8DnER2XtWiIiGaRAJyKSQx5NNewyPDKOvw6H2qgaEfs1buPplGGWqYXeiWPcxtNmbT4uPjxb+1lW9l/J6EajKe5R3Oqx5+6cY8zWMXSd15XJhyYTlZDFsOXoBPWfhJd2Q/v3wMXbsk/cHVj3IXxbF3aMg6SErF1LROQBFOhERHJIlRLeNAwqYtY2fbuGXYpkxriNpxm77Ei6fcYuO2IR6gA8nD14osYTLO+3nDHNxhDoHWjlaAiLDuOLXV/QaU4nvt/zPddjsjg80sUTWr8Jr+yFxs+Bg7Nln6gwWDYKfmgEB+ZoqQMRyXEKdCIiOeixpua/QG4+Gc7ZcA25EsmItMKcteGXaYU6ABdHF/pX6c+iPov4vM3nVPe3/k7enfg7/Lb/NzrP7cyH2z7kQsSFrBXuGQDdPoORO+GhQWBl3TxunoG5T8OvreDYCtOLtiIiOUCBTkQkB3WtVQo/D/O/0mtyFJEHSyvMvdutOtvfCUlzSYO0Qh2Ao4MjXcp3YVaPWfwS8gsNSzS02i8uKY5Zx2bRY34PRm8YzZHr6T8hTJN/Beg/Dp7fBJU6Wu8TehBmPAzjO8GZTVm7jojIfRToRERykJuz5eQos3dfJC4xG7PriRRw6YW5uxOgpLdOXXqhDsBgMNCiTAsmdpnI1K5TaVuurdV+ycZklp9dzqAlg3h21bNsvbw1a0selHwIHp8DQ5dC2UbW+1zcAZN7wJTecHF35q8hIvI/CnQiIjnskcbmwy5vRMWz8pAmRxGxJiNh7q7shLq76havy/ftv2dB7wX0rtgbJwcnq/22XtnKs389y6Alg1h2ehmJyYkZOr+Z8i3h6b/g4T+gWBpLMZxeD7+3h5mPQeihzF9DRAo9BToRkRxWqbgXTSr4m7VN337ORtWI5F9hEbF8u+aERbu1MHdXWqHu2zUnCIuIzfC1K/pV5MOWH7K833KerPEkHk4eVvsdvXGU/9v0f3Sf150/jvxBdEJ0hq8BmJY6qN4DXtgCfX+DIuWt9zu6BH5uAbOfgmvHM3cNESnUFOhERHJB6iUMtp2+wcmwSBtVI5I/Ffd2Y/Kwxni53ntKll6Yuyt1qPNydWLysMYU93bLdA0lPUvyZqM3U9ay83fzt9rvctRlPtnxCR3ndOS7f74jPCY8cxdycIQ6D8OIndD9K/AqaaWTEQ7Ng5+awLzn4EbGnjqKSOGmQCcikgu61CqJv6eLWZsmRxGx1CCoSEqoy0iYu+tuqLsb5hqkWjIks3xdfVPWsvtX038R5BNktd+d+DuMOzCOTnM6MebvMZy+lcnQ5eQCjZ42LXXQ8b/gbiVAGpNh/0z4viEseglu6WeHiKTNYMzS276S0zZv3kyrVq1Stjdt2kTLli1tWJGIZNdHy47w233v9fh5OLPt7Q64OTvasCqR/CksIjZLT9iyetyDJCUnse7COiYenMj+8P3p9m1Ttg1Dag6hYYmGGAxWlixIT+wd2P4L/P29aTFyaxycof4T0OoN8C1rvY+IFCiZyQZ6QicikktST45yKzqB5Qev2Kgakfwtq6EsN8IcmJY8CAkKYVq3aUzqMok2Zduk2XfDxQ0MWzmMR5Y+wvIzyzM3gYqbD7QZDa/uh1ajwMXLsk9yAuyaAN/Vg6VvwO1LWbgjESmoFOhERHJJhQBPWlQqatY2fbuGTonYE4PBQIMSDfihww8s6L2AfpX74ezgbLXvoeuHGL1xNN3mdWPyoclExEdk/ELuRaDDv+CV/dD8ZXByt+yTFA87f4fv6sLSUXDnctZuSkQKFAU6EZFc9Ghj8/dwdp69yfHQTPySJyL5RkW/irzf/H1WDVjF8IeG4+PiY7XflagrfLHrCzrO6cjnOz/ncmQmgpdnUej0X3hlHzR5HhxdLfskxcPOcfBtXVg2WsFOpJBToBMRyUUda5QgwMt8cpSZOy7YqBoRyQkB7gG8XP9l/hrwF283fpuyXtbfa4tKiGLK4Sl0m9eNNze8yYFrBzJ+Ee8S0PVT0+QpjZ8FRxfLPklxsONX+LbO/4ZiXszaDYmIXVOgExHJRS5ODgxsWM6sbd6ei8QlJtmoIhHJKR7OHjxa/VGW9F3Cl22+pHax2lb7JRmTWHF2BY8ue5Qnlj3BqrOrMv6enU9p6PY5vLwXGj2TRrD731DMb+vC4lfhpta9FClMFOhERHLZoFSB7lZ0AqsOhdqoGhHJaY4OjnQq34k/uv3B1K5T6RjUEQeD9V+x9l7byxsb3qDH/B6Ze8/Otwx0/xJe3gMNnzbNfJlacgLsngjf14eFI+HGmWzclYjYCwU6EZFcViHAk6bB5mtNzdqpYZciBVHd4nX5qu1XLOm7hMerP467tclNgEuRl1Les/t0x6dciMjgzwTfstDjq3vBztoTu+RE2DMVvm8A81+A8BPZuCMRye+yFOiSkpI4ePAgkyZN4qWXXqJZs2Z4eHhgMBgwGAwMHTo0xwqcNGlSynkz+7Hm7NmzmTpH27Ztc+xeRKTwGtzIfAmDzSfDuXAj2kbViEhuK+ddjv9r/H+sHria1xq8RgmPElb7RSVEMe3INHrM78Gr615l59WdZGiJYL9y/wt2e//3jp2VyVOMSbBvOvzQCGY/BVcPZu+mRCRfcsrKQYMGDWLevHk5XUuOCg4OtnUJIiIputQqic9CJ+7E3ntvZvauC7zeqaoNqxKR3Obj4sOwWsN4osYTrD63mimHpnDwumWwSjYms+b8GtacX0M1/2o8Vv0xulboiqu1oHY/3zKmd+xavg5/f2dary4xNlUnIxyaZ/pU7WZa765sg5y7SRGxqSwFuqQk85f5/f39KVq0KCdO5Pwj/fbt2zN//vwM9X3rrbc4duwYAMOGDXtg/3bt2vHyyy+n2ycgICBD1xYRSY+bsyN965Vh8tZ7kxX8uesir4RUwdHB+ogCESk4nB2c6VqhK13Kd2Hvtb1MPTyVNefXkGxMtuh79MZR/rXlX3y9+2sGVR3Ew1UfJsD9Ab+P+JSCLh9Di1dh6/ewczwkWBkFcGyZ6VOxvSnYBTWHNEY1iYh9yFKga9y4MdWrV6dBgwY0aNCAChUqMGnSJJ566qmcro/AwEACAwMf2O/ixYspgdLR0TFDwz4DAwPp06dPNisUEcmYQY3KmQW6q3di2Xj8Gu2qFbdhVSKSlwwGA/WK16Ne8XpcjLjI9KPTmXdiHlEJURZ9b8Te4Jd9v/D7gd/pUr4Lj1d/nJoBNdO/gHcJ6PShKdht+wm2/wbWJl45tdb0KdcEWr0BlTsp2InYqSwFunfeeSen68i2CRMmkJxs+itXly5dKFOmjI0rEhExV7O0Lw+V8eXApdspbTN3nlegEymkynqXZXSj0bxY50UWnlrIH0f+sDo5SmJyIktOL2HJ6SXUKVaHx6o/RkhQCM7WZrq8yzMAOvwbmr8EO8aZwl3MTct+F7bD9EFQoha0fA1q9gUHxxy8SxHJbQVilkuj0cjEiRNTtp955hkbViMikraHG5kvYbDmSBhhEanfdxGRwsTLxYvHqj/G4j6L+b799zQp2STNvvuu7WP0xtF0mdOF3/b/xo3YG+mf3L0ItBkNrx6Ajh+AZzHr/UIPwtynTTNj7p4EiXFZvyERyVMFItCtWbOGs2fPAlCiRAl69Ohh24JERNLQq25p3Jzv/ehNTDYy759LNqxIRPILRwdH2pZry++df2dOzzn0rdQXFwcryxIAYTFhfL/nezrO7si7m9/l0PVD6Z/c1RtavGIKdl0/A5+y1vvdPAOLX4FvasOWbyH2TjbvSkRyW4EIdL///nvK10OGDMHJKWMjSTdv3kzjxo0pUqQILi4ulCxZktatWzNmzBguXdIvWCKS83zcnOn+UGmztlk7L2RsmnIRKTSq+lflgxYfsHrgal6u9zLFPawPzY5PjmfRqUUMXjKYx5c9zrLTy0hISkj7xM7u0OQ50zp2vX+CopWt94u8Cn/9G76uBavfh8iwHLgrEckNWXqHLj+5ceMGCxYsSNl++umnM3zsqVOnOHXqVMp2aGgooaGhbNq0iY8++ogxY8bw9ttvp7mmXWrnz5/n/PnzGb7+/fbv35+l40TE/gxuXI65/1xM2T4THsWOMzdoElzUhlWJSH5UxK0Iw2sPZ2itoaw5v4Y/Dv/B3mt7rfbdd20f+67t4/NdnzOoyiAGVh2Y9uyYTi5Q7zGoMxiOLoFNX8EVK+eNuw2bv4KtP5r6N38J/LU0lEh+YveBbtq0acTFmcZ5t27dmipVqmTouOrVqxMSEkLNmjXx9/cnJiaGo0ePMm/ePI4dO0ZCQgLvvvsu58+f55dffsnQOSdMmMD777+f5XsRkcKhYVARgot5cvravVntZu26oEAnImlydnCmS/kudCnfhUPhh5h+dDrLzywnIdnyaVx4TDg/7fuJ3w78RsegjjxS7RHqFqtr/Q/UDo5QozdU72Wa9XLz13B2k2W/pDjTGne7J5n6N38ZytTP+RsVkUyz+0A3fvz4lK8z8nSuaNGi7N69m/r1rf8QGjt2LN988w1vvPEGRqORX3/9lfbt2zNo0KAcq1lECjeDwcDgRuX4aNnRlLZlB67wn5418XVPZ9Y6ERGgZkBNxrYcy2sNXmPu8bn8eexPwmIsh0QmJiey/Mxylp9ZTjX/agyuOphuwd1wd3K3PKnBAJU6mD4Xd5mC3dGlQKrh4MZkODTf9CnfyvReXqUQLXkgYkN2/Q7dzp07U4Yq+vr6MnDgwAce4+3tnWaYA9MvWq+99hpjxoxJadNTNxHJaf3ql8XpvgXFYxOSWbTvsg0rEhF7E+AewHN1nmPFgBV80eYL6hdP+/ebozeOMmbrGDrM7sDnOz/nwh3L5RFSlG0Ig/+AkTuh3hOQ1vIIZzfBHwPg5+awdwYkxmfzjkQkK+z6Cd39T+ceffRR3N2t/MUpi0aPHs2XX37JnTt3OHz4MKdPnyY4OP0x48OGDSMkJCRL19u/fz8jRozI0rEiYn8CvFwJqV6CFYeuprTN2nmeJ5oG2bAqEbFHzg7OdC7fmc7lO3P0xlFmHp3JktNLiEuyXHogIj6CKYenMPXwVFqUacHgqoNpWaYljtbWnguoDL1/gHbvmNax2zUR4iMt+4UdhgXPw5oPoOkL0GAIuPnmwp2KiDV2G+iio6OZMWNGynZmJkPJCDc3N5o2bcqqVasAOHr06AMDXWBgIIGBgTlah4gUXA83LmcW6A5eusPBS7epVUa/CIlI1lTzr8aY5mN4rcFrzD8xn1nHZnEx8qJFPyNGNl/azOZLmyntWZqBVQfSr3I//N38LU/qUxo6fQitRpneo9v+C0SGWvaLuAx//Qs2fGYKdU2eB79ylv1EJEfZ7ZDL2bNnc+eOaW2UunXr0qBBgxy/RkDAvZmhbt26lePnF5HCrXXlYpTydTNr+3NXOsOgREQyyNfVl6G1hrKk7xJ+7PAjLcu0TLPv5ajLfPvPt4TMDuHtTW+zN2yv9aVU3P2g1eumtex6fQ8BaUxEFx8BW3+Ab+vAnKfh8p6cuSkRscpuA939wy2feeaZXLnGtWvXUr728/PLlWuISOHl6GBgYEPzv14v3HuZ2IQkG1UkIgWNo4Mjrcu25ueQn1nadylP1ngSbxdvq30TkhNYcnoJTyx/goGLB/LnsT+JToi27OjkCvWfhBe3wyMzIbCZ9Ysbk+DgHPitLUzqAcdWQHJyzt2ciAB2GuiOHz/Opk2mKXXd3Nx47LHHcvwaMTExbNu2LWW7atWqOX4NEZGBDcqabd+OSWD1EStDmUREsinQJ5A3G73JmoFreL/5+1T3r55m32M3j/Hfbf+l/ez2fLjtQ07cPGHZycEBqnaFYSvg6dWm5QwMafxqeXYTzHgYfmwEO3+H+Cjr/UQk0+wy0N3/dK5///658vTs008/JSIiAoBq1apRsWLFHL+GiEg5fw+aBpu/szJnt+X7LiIiOcXdyZ1+lfsxq8cs/uj2B70q9sLFwcVq36iEKGYdm0W/Rf0YsnwIS08vJT7JymyW5RrBoCnw0j/Q+Dlw9rB+8esnYekb8FUNWD0G7mh2X5HssmmgW79+PQaDAYPBQPny5TN0TGJiIlOmTEnZzsxwy8jISN59913CwizXarnLaDTyzTff8MEHH6S0/fvf/87wNUREMmtgA/NhlxuPX+Pq7VgbVSMihYXBYKB2sdqMbTmW1QNX83qD1ynjVSbN/v+E/cNbm94iZHYIX+36ivN3zlt28q8A3T6D1w5Bh3+DV0nrJ4u9ZVrr7puHYO5wvWcnkg0Go9W3XtN35swZs6dkYJp2f/HixQDUrl2bnj17mu2vX78+/fr1M2tbv3497dq1AyAoKIizZ88+8NoLFiygb9++AFSqVInjx49jyOBilrdu3aJIkSI4OjrSqlUrmjZtSqVKlfD19SUmJoZjx44xd+5cjh69t9jv8OHD+e233zJ0/uzYvHkzrVq1StnetGkTLVum/QKziBQc0fGJNPpwNVHx996dG92lKi+2rWTDqkSkMEo2JrPl0hb+PPYnGy9tJNmY/jtvTUs1ZVDVQbQt1xZna+vVJcbBgTmw9UcIO5T+xQObmWbGrNYDHO12InaRHJGZbJCl/1rOnTvH2LFj09y/f//+lAW/7xoyZIhFoMuK+4PksGHDMhzm7peUlMT69etZv359mn1cXV0ZM2YMo0ePzkqZIiIZ5uHiRPfapfhz172hlnN2XeSFNhWz9DNORCSrHAwOtCrbilZlW3El8gqzj89m3ol5XI+9brX/tivb2HZlGwHuAfSt1JcBVQZQ2qv0vQ5OrlDvMaj7KJzZYAp2J1ZZv/j5raaPbzloPNw08Yp7kVy4S5GCxa7+/HH58mWWL18OgKOjI0OHDs3U8T4+Pqxbt45t27axfft2Tp48SXh4ODdu3MDJyQl/f39q1apF+/btGTp0KMWKFcuFuxARsTSwYTmzQHc6PIp/zt+iQZB+mRER2yjlVYqX67/MC3VeYM2FNfx57E92Xt1ptW94TDjjDozj9wO/06JMCwZUGUCbsm1wcvjfr5oGAwS3NX2uHYftP8PeGZAYY3my2xfgr3/D+k+gziOmp3bF0lgiQUSyNuRScp6GXIoUbkajkfZfbuBM+L2Z3x5pXI6P+9W2YVUiIuZO3z7NnONzWHhyIXfi76Tbt5h7MfpW7kv/yv3Nn9rdFX3DtFD5zt8h4kr6F67YwRTsKoWYZtcUKeAykw30X4SISD5gMBgYkGoJg8X7rhATrzXpRCT/CPYNZnSj0awZuIaPWn5E3WJ10+x7LeYav+3/jS5zu/DC6hdYc34NCckJ9zp4+EPrUfDKfug/Hso0SPvCp9bA9IHwQwPY9jPE3s65mxKxcwp0IiL5RL/6Zbj/lbnIuERWHHrAX61FRGzAzcmNnhV7MrXbVOb2msvgqoPxcvay2teIkc2XNvPqulfpNKcT3/7zLRciLtzr4OQCDw2A4WtN69nV7AcGR+sXvnEaVrxlWvZg2ZsQbmV9PJFCRoFORCSfKOXrTstKAWZtWpNORPK7KkWq8G7Td1kzcA0fNP+A2sXSHioeHhPO7wd+p9u8bgxfNZwVZ1eYr2tXrhEMnAivHoCWr6c9KUp8JOz4DX5oCFP7wrHlkKwRDVI42dWkKCIiBd3AhuXYdCI8ZfvvU9e5eDOaskXSWKRXRCSf8HD2oG/lvvSt3JdjN44x5/gclpxeQmRCpNX+d2fILOJahF4Ve9Gvcj+C/YJNO33LQMh/oM1oODAbtv8KoQetX/jUWtPHLxAaPQP1njAN5xQpJPSETkQkH+lUowQ+bvf+1mY0wtzdl2xYkYhI5lX1r2r21K5OsTpp9r0Zd5PJhyfTe2Fvnlz+JAtOLiA6Idq009ndtHzB85th6DKo3gsMafz6euu8aXbMr6rDwhFweW/O35hIPqRAJyKSj7g5O9KrrvlscHP+uUBysiYkFhH7c/ep3bRu05jXax6PVX8MHxefNPvvCdvDv7b8i/az2/PB1g84FH4Io9FoWvagfAt4eKppEpWWr6U9HDMxFvZMg9/awO8hsG8WJMTm0h2K2J4CnYhIPjOwQTmz7Qs3Ythx9oaNqhERyRmVi1TmrcZvsWbgGj5u9TENSzRMs29UQhSzj89m8NLBDFg8gD+O/MGt2FumnX7lIGQMvH4Eev8IpdJ++sfFnTD/Wfi6Bvz1H7h5NidvSSRfUKATEclnapf1pUoJ89niZu/S5CgiUjC4ObnRI7gHE7tMZFGfRTxV8yn83dJ+5+34zeN8suMT2s9uz6gNo/j70t8kG5NNwzHrPQ7PbjDNjvnQIHBwtn6S6Ouw5Rv4ti5MfxhO/AXJyblyfyJ5TYFORCSfsbYm3bIDV4iMS7RRRSIiuaOCbwVeb/g6qwes5uu2X9OqTCsc0nhHLiE5gZVnV/Lc6ufoMrcLP+39iUuRl0zDMcs1gv7j4PXD0O498C6VxhWNcHwF/DEAvqsLm7+GyGu5dn8ieUGBTkQkH+pTrwyODvcWpYtJSGLZfq1JJyIFk7OjMyFBIfwU8hMr+69kRN0RlPYsnWb/K1FX+Hnfz3Sd25VnVj3D0tNLiU2MBa/i0OZN07IHg6ZChTZpX/TWOVg9xjSJypyn4dzfppmoROyMAp2ISD5U3NuNdlWLmbXN+UfDLkWk4CvpWZLn6zzP8v7L+bXjr3Qp3wXnNIZSGjGy/cp23tr0Fu3/bM9/t/6Xg+EHMTo4QY1eMGQRjNgJTZ4H1zQmY0lOgINzYGJX+KkZbP8NYm/n4h2K5CwFOhGRfGpAqslRdpy5wYUb0TaqRkQkbzkYHGheujmft/mcdYPW8Vbjt6hapGqa/SMSIvjz+J88svQR+i3qx+RDk7kecx2KVYGun8IbR6Hnt1DiobQveu0ILH8TvqgKC0bAxV16aif5ngKdiEg+1a5aMfw8zP8qPX+P1qQTkcLH19WXx6o/xuyes5nVYxYPV30Yb2fvNPufvHWSL3Z9QcjsEF5a+xJrzq8hwdEFGgyF5zeZJlGp8wg4ulo/QWIM7J0Gv3eAX1vBzvEQeyd3bk4kmxToRETyKVcnR3rWNn+HZN4/F01rMomIFEIGg4EaRWvwXtP3WDtoLZ+2+pRmpZphwGC1f6IxkfUX1vPqulfpMLsDn+74lGM3j5smUen7i+mpXaex4F8x7YtePQBLX4cvq8Gil+HSP7lzcyJZpEAnIpKP9atfxmz77PVo/jl/yzbFiIjkI25ObnQL7sZvnX5LmUiljFeZNPvfjLvJtCPTGLB4AAMXD2Ta4WnccACaj4SRu+CJBVC9JxgcrZ8gIQr+mQzj2sEvemon+YcCnYhIPla3nB/BAZ5mbfP3aHIUEZH7lfIqxfN1nmdZv2VM6DyBnsE9cXN0S7P/0RtH+XTnp3T4s4NpSOaFdSSUbwkPTzMtfdD+PfANTPuCV/f/76ldVVg4Ai7s1Lt2YjMKdCIi+ZjBYLB4Srd43xXiEpNsVJGISP7lYHCgUclGfNTqI9YNWsf7zd+nfvH6afZPGZK5/lXaz27PR9s/4lD8dYytRsEre+GxOVC1ezpP7aJhzzQYHwI/t4Dtv0L0jVy5N5G0KNCJiORzfeqZB7rbMQmsOxpmo2pEROyDl4sX/Sr3Y3LXySzpu4ThDw2nhEeJNPvfirvFjKMzGLxkMP0W9WPC4cmElq4Nj0yH1w5Cu3fBt1yaxxN2CJaPNr1rN/cZOLMRkpNz4c5EzCnQiYjkc2WLeNCkgr9Z29x/NNuliEhGBfkE8XL9l1nZfyW/dvyV7sHd0x2SefLWSb7e/TUd53Tk2VXPsvjabqKbj4RX9sFjc6Faj7Sf2iXFwYHZMLknfF8fNn0Jd67k0p2JgJOtCxARkQfrX78s28/cG8az7mgYN6Li8fd0sWFVIiL2xdHBkealm9O8dHMim0Sy6twqFp5cyD9h1meuNGJk65WtbL2yFQ8nD0KCQuhVsReNHp6KQ2QY7P0D/pkCN89av+DNM7DmA1g7Fip3gvpPmP6vo/WF0kWyQk/oRETsQNeHSuLqdO9HdmKykcX7LtuwIhER+3b/kMxlfZfxfJ3n050lMzoxmkWnFvHMqmfoNKcTXx+fwclaveGlPaYZMmv2A8c0/shmTILjy2Hmo/BVDVj1L7h2PHduTAodBToRETvg7eZM55olzdrm/aPZLkVEckI5n3KMqDuCZf2WMbHzRPpW6ouns2ea/UOjQ5lwcAJ9F/Vl0NLBTIm9QHiPz+H1o9D5YyhWLe2LRYXB39/Bj41gfGf4ZyrERebCXUlhoUAnImInUs92ue/ibU6GRdioGhGRgsfB4EDDkg35oMUHrBu0jk9bfUqLMi1wMKT9K/ORG0f4fNfnhMwO4fmt77K0RBDRw9fC06uh3uPg7JH2BS9sg0Uj4YsqsGAEnPtbyx9IpukdOhERO9GyUgDFvF25FhGX0jbvn0uM7pLOX4JFRCRL3J3c6RbcjW7B3bgWfY2lp5ey+PRijt+0PlQyyZjElktb2HJpC+5O7oQEhtCj4WM07vQhTocXmZY3uLjD+sUSomDvNNPHPxjqPgZ1HgHftIeAitylJ3QiInbCydGBPnVLm7XN33OJ5GT9NVdEJDcV8yjG0FpDmdtrLnN6zmFozaEUcy+WZv+YxBgWn17Mc6ufo+PifnyWHMqhvt9gfGEbNH8JPNM+lhunYe1/4ZtaMLUfHJwLCbG5cFdSUOgJnYiIHelXvyzjNp1J2b5yO5Ztp6/TvFKADasSESk8qvpXpap/VV6t/yrbr25n8anFrDm/hpjEGKv9w2PCmXp4KlMPT6W8T3m6B3en+/C/KHflEOyZCidWgdHKenXGZDi1xvRx84Va/U1P7so0AIMhl+9S7IkCnYiIHaleyofqpXw4cuVOStvcfy4p0ImI5LH7l0CITohm7YW1LDm1hK1XtpJsLaABZ++c5ce9P/Lj3h+pXaw23ev1pkun9/E/usK0BEJ4GjNfxt6GXRNMn6KVoe6jUGcw+JS23l8KFQ25FBGxM/1TTY6y/OAVouMTbVSNiIh4OHvQI7gHv3T8hTUD1zC60WhqFK2R7jH7r+3n4x0f037ZYF6IPcaSrv8hesgSqD8EXLzTPvD6CVjzPnxdE6b2hf2zIT46h+9I7Ime0ImI2JledUvz0bIj3H11Ljo+iZWHrtK3XlnbFiYiIgS4B/BEjSd4osYTnL51miWnl7DszDIuRV6y2j/JmMTmS5vZfGkzbo5utCvXjm6PjKfFres4758BZzZav5AxGU6tNX1cvKFmb6jzKAQ2Awc9sylM9L+2iIidKe7tRusq5i/Uz/vH+i8KIiJiO8F+wbxc/2WW91vOlK5TeLjqw/i5+qXZPzYpluVnl/PSxlG0Pfoj71dpyM7H/yC57btQpELaF4qPMM2iOakbfFcX1n0E10/l+P1I/qQndCIidqhvvTKsP3YtZXvLyXDCImIp7u1mw6pERMQag8FAveL1qFe8Hv/X+P/4+9LfLD29lHUX1hGbZH0Gyzvxd5hzfA5zjs+huHtxOjd7lG7u5ah5ajOGwwtNIc6aW+dgw6emT7kmUPthqNkXPPxz8Q7FlhToRETsUKcaJfF0cSQqPgmAZCMs3neFp1um8xdcERGxOWcHZ9qUa0Obcm2ISohi7fm1LDuzjK2Xt5JkTLJ6TFhMGFOPTGUqEOgdSJdOr9MtyZWKx/6C0+uBNJavubDd9FnxFlTpDLUHQ+VO4OSSW7cnNqBAJyJih9xdHOlcsyTz9twbarlgzyUFOhERO+Lp7EnPij3pWbEnN2JvsOrsKpadWcaesD1pHnM+4jy/HZrIb0CVIlXo2v3fdI6MoNyhpRB+zPpBSfFwZLHp414EavYzzZJZtpGWQCgAFOhEROxUn3plzALdgUu3OXUtkorFvGxYlYiIZIW/mz+Dqw1mcLXBXIq8xPIzy1l2Zhknbp5I85jjN49z/OZxvgUeqlCLLvX70Pn6VUocXgwxN6wfFHMTdo03fYpUgNqD4KFBEFApd25Mcp0mRRERsVPNKxYlwMvVrG3hHk2OIiJi78p4leGZh55hXq95zO81n2drP0s573LpHnMg/CCfn5hBxxvrGVq7NbPavcz16t3AMZ3hlTfPmN61+6EBjGsP23+FyGtp95d8SYFORMROOTk60LNOKbO2BXsvYzSm8S6FiIjYnUpFKvFSvZdY2ncpM7rP4IkaT1DcvXia/Y0Y2R32Dx+eXUD7uMMMb9SDuS2e5nZgk/QvdGk3LB8NX1aFaQNg/58QF5nDdyO5QUMuRUTsWJ+6ZZi45WzK9vkb0ey5cIv6gUVsV5SIiOQ4g8FArYBa1AqoxRsN3uCfsH9YcWYFq86t4lbcLavHJBuT2Ra6i23Ah05ONG3Sly7JrrQ/vRPvtJY1MCbByb9MH2cPqNrNNCyzYntwdM61+5OsU6ATEbFjtcv6UiHAkzPhUSltC/ZcUqATESnAHB0caVSyEY1KNuKtJm+x48oOlp9Zzprza4hMsP5ULdGYyOaw3WwGnP2caRHcm87xybQ9uRWvqHDrF0qIhoNzTB93f9PyB7UHQdnGWrw8H9H/EiIidsxgMNCnbhmztiX7r5CQlGyjikREJC85OzjTokwLPmz5IesfXs+37b6lS/kuuDu5p3lMQnIC68P38PadfbQp6ccrDbqxrFo7opw90r5QzA3TRCoTOsO3teGv/8DVA6Bh/janJ3QiInaud93SfL36eMr2jah4Np8Ip121tN+xEBGRgsfV0ZX2ge1pH9ie6IRoNl7ayKqzq9h4cSNxSXFWj4lPjmftjYOsBVyDStPSqwKd79yhzdndeCQnWr/Q7Quw5RvTp1g1qDUAHuoP/sG5dWuSDgU6ERE7Vz7Ak7rl/Nh74VZK24K9lxToREQKMQ9nD7qU70KX8l2ISohi/YX1rDi7gi2XtpCQnGD1mLikeNbcPsYawLVCeVp6lKXTreu0uXgQz7SexF07Cus+NH1K14eHBpiGZvqUzrV7E3MKdCIiBUCfuqXNAt2qQ6FExSXi6aof8yIihZ2nsyfdg7vTPbg7d+LvsP7CelaeXcnfl/8mMY2ncHHJ8ayJPM0aJ3ANrkgLtxJ0un6VtqGn0w53l/8xfVa+C0EtTE/tqvcGz6K5d3OiQCciUhD0qFOa/y49QlKy6R/ZmIQkVh2+St96ZW1cmYiI5Cc+Lj70qtiLXhV7cTvuNusurGPl2ZVsu7yNRGPa4W5t9AXWuoNLcDAtXALoGH6ZtuEX8bYa7oxwbrPps+xNCG4HtfpDtW7g5pu7N1gIKdCJiBQAAV6utKocwPpj9xaEXbDnsgKdiIikydfVlz6V+tCnUh9ux91mzfk1rDq7iu1XtqcZ7uKTE1gXe4V1XgacvMvT3KkIHcMv0e7WNXyTrUzIlZx4bxkERxeo1BFq9YMqXcDVK5fvsHBQoBMRKSD61C1jFug2nwwnPDKOAC9XG1YlIiL2wNfVl36V+9Gvcj9ux91m7fm1rDy3ku2X0w53icYkNiaEs9HXFSe/QBo7+NDx+mXa376Bv7VwlxQPx5aaPk7uUKWzKdxV7gTOac/KKelToBMRKSA61iiBu7MjMQlJACQlG1my7zJDW1SwcWUiImJPfF196Vu5L30r900Jd6vOrUp3WGaiMZm/k27xt58H//XzpIGDJyHXrxAScYfiSUlWDoiBwwtMHxcvqNrVNJlKxQ7g7Jar91fQKNCJiBQQnq5OdKpZgoV7L6e0zd+rQCciIlmXOtxtuLiBv87+xZbLac+WmYyRncmR7CzizcdFvKlrcCfkeighURGUSbQS7uIj4cBs08fF2/SuXc2+ULE9OGmUyYMo0ImIFCB96pYxC3T7LtziTHgUFQI8bViViIgUBL6uvikTqkTGR7L+4nr+OvsXmy9tJj45Ps3j9hpj2Ovvwxf+PlTHlZCbYYRERRGcYOVpX3wE7J9l+rj6QLXuUKMPVGyncJcGBToRkQKkZeUA/D1duBF17x/WhXsv8WpIFRtWJSIiBY2Xixc9gnvQI7gHUQlRbLq4ib/O/cWmS5uISYxJ87gjxHGkiC/fF/ElGGc63LpOSFQU1eMTMKTuHHcH9s0wfVx9/zcss4+e3KWiQCciUoA4OzrQs3YpJm89l9K2cO9lXulQGYPB4p9KERGRbPN09qRLhS50qdCFmMQY/r70N3+d/4sNFzYQmRCZ5nGnSeC0nw/j/HwobXSk/Z1bdIiOpl5sHI6pO8fdhv0zTR9XH1O4q9HHFO4K+Tt3CnQiIgVM73plzALdmfAoDl2+Q60yWvtHRERyl7uTOx2COtAhqAPxSfFsu7KN1edWs+7COm7F3UrzuMuGJKb5ejPN1xt/owPtIu/QISqaJjGxuKTuHHfn3rBMF2+o2gVq9IZKIYVytkwFOhGRAqZeOT/K+btz4ca9IS+L9l1WoBMRkTzl4uhC67KtaV22NYnJifwT+g9/nfuLtefXEhYTluZxNwzJzPX2Yq63F15GA62iImkfHUOr6Bg8Uy9kHh9xb0IVZ0+o0skU7ip3ApfC8f64Ap2ISAFjMBjoWbs0P60/ldK2eN9l3upSDQcHDbsUEZG85+TgRONSjWlcqjFvN3mbA+EHWHNuDX+d+4uLkRfTPC7SYGS5lyfLvTxxNkLTmBjaR0fTNiqGgNRr3SVEwaH5po+TO1TqYAp3VTqDW8H9o6YCnYhIAdSzjnmgu3I7lt3nb9KovL8NqxIREQEHgwN1itWhTrE6vNbgNY7fPM6a82tYc34Nx28eT/O4BANs8nBnk4c7HxSFunFxtI+Kpn10DIGJqWbMTIyBo0tMH0cXCG5rCndVu4FHwfq3UIFORKQAqlbSm8rFvTgRdu9l9EV7LyvQiYhIvmIwGKjqX5Wq/lV5se6LXLhzISXc7b22N83jjAbY4+bKHjdXvixahErxCbSLjqZ9VAw14+PNZ8xMiocTq0wfgyNUaAXVe5mWRPAumdu3mOscbF2AiIjkPIPBQK86pc3alh24QmJSchpHiIiI2F45n3IMrTWUqd2msnbgWv7V9F+0KN0CJ4f0n0OddHFmnJ8vj5QpSUi5MnxYtAh/u7thsfS5MQlOr4elr8OX1WB8J/j7e7hxJrduKdfpCZ2ISAHVs05pvvzr3tCV61Hx/H3qOq2rFLNhVSIiIhlTzKMYg6oOYlDVQUTER7Dp4ibWnF/D5kubiU6MTvO4MCdHZvl4M8vHG6/kZFpGx9AuOoaWMTH4JN8/qYoRLmw3fVa9ByUfMj25q94TilUDO1nuR4FORKSAKh/gSe2yvuy/eDulbdG+ywp0IiJid7xdvOkW3I1uwd2IS4pj+5XtrD2/lnUX1nEj9kaax0U6OLDCy5MVXp44GY00iI2jXXQ07aJjKJ2YZN756gHTZ91YKFkbnttoF6FOQy5FRAqw1MMuVx68Slzqf8BERETsiKujK63LtmZM8zGsHbiWqV2n8lTNpwjyCUr3uESDge3ubnxS1J/O5cowoHRJfvDz5ZCLCxYvJPhXsIswB3pCJyJSoHWvXYqxy45wd9meiLhE1h+7Ruea9v8SuIiIiKODI3WL16Vu8bq81uA1ztw+w9oLa1l3fh37w/ene+wxVxeOubrwaxFfiicm0iY6hrbRMTSOjcOteq88uoPsU6ATESnASvm606i8PzvO3BuOsmjfZQU6EREpcAwGA8F+wQT7BfPMQ89wLfoa6y+uZ935dWy/sp345Pg0jw1zcmK2jzezfbxxT06mzbXNfGbsj8EOntIp0ImIFHA965Q2C3RrjoQSFZeIp6v+CRARkYKrmEcxBlYZyMAqA4lOiObvy3+z7sI6NlzcwO2422keF+PgQERyrF2EOVCgExEp8LrVKsmYRYdI+t/MXrEJyaw+EkrvumVsXJmIiEje8HD2ICQohJCgEBKTE9l3bR/rL6xn3YV1nLtzzqJ/u7Lt8r7ILNKkKCIiBVxRL1daVgowa1u877KNqhEREbEtJwcnGpRowBsN32BJ3yUs6rOI1xu8Tv3i9XEwmOJRm3JtbFxlxukJnYhIIdCzTmk2HL+Wsr3h+DVuRcfj5+Fiw6pERERsr4JvBSr4VuCpWk9xI/YGe8L2UNLTft411xM6EZFCoFPNErg43fuRn5BkZMXBqzasSEREJP/xd/OnQ2AHW5eRKQp0IiKFgI+bM+2qmi8ovni/hl2KiIjYOwU6EZFColcd80lQtp66TlhErI2qERERkZygQCciUki0r1YcTxfHlO1kIyzbf8WGFYmIiEh2KdCJiBQS7i6OdKxRwqxtkWa7FBERsWsKdCIihUivuqXNtv85f4uLN6NtVI2IiIhklwKdiEgh0rJSMXzdnc3alh/QbJciIiL2SoFORKQQcXFyoHNN82GXSw7oPToRERF7laVAl5SUxMGDB5k0aRIvvfQSzZo1w8PDA4PBgMFgYOjQoTla5NChQ1POnZHP+vXrM3Te27dv89lnn9GsWTOKFy+Om5sbQUFBDBgwgEWLFuXoPYiI5Bc9apsPu9x34RYXbmjYpYiIiD1yyspBgwYNYt68eTldS57avHkzgwcP5tKlS2bt58+f5/z588ydO5devXoxffp0PD09bVSliEjOa1axKEU8nLkZnZDStvTAFZ5vU9GGVYmIiEhWZCnQJSUlmW37+/tTtGhRTpw4kSNFpefXX3+lePHi6fapVatWuvsPHDhA9+7duXPnDgAtW7Zk8ODB+Pv7c/jwYcaNG0doaCiLFi1iwIABLFmyBEdHx3TPKSJiL5wdHehSqyQzdlxIaVu6X4FORETEHmUp0DVu3Jjq1avToEEDGjRoQIUKFZg0aRJPPfVUTtdnoVOnTpQvXz5b5xg+fHhKmBs1ahSff/652f6RI0fSvn17Dh8+zIoVK5gwYQLDhw/P1jVFRPKT7g+VNgt0By7d5tz1KIKKakSCiIiIPclSoHvnnXdyuo48s3TpUrZv3w5A3bp1+eSTTyz6lChRgilTptCwYUMAxowZw9NPP42Dg+aQEZGCoWmwP0U9XbgeFZ/StvTAFV5sW8mGVYmIiEhmFbqEMmvWrJSvX3nllTSHUjZo0IDWrVsDcPnyZTZu3Jgn9YmI5AWn/w27vN+SfZrtUkRExN4UukC3YsWKlK+7deuWbt/79y9fvjzXahIRsYXutUuZbR++cofT1yJtVI2IiIhkhd0FumeffZagoCDc3Nzw9fWlSpUqPPHEEyxcuBCj0ZjusaGhoVy7dg2AwMDAB06u0qhRo5SvDx48mP3iRUTykSYVihLg5WLWtkxr0omIiNiVLL1DZ0t//fVXytdxcXHcuXOHEydOMG3aNOrWrcvMmTOpWrWq1WOPHTuW8nWFChUeeK37+9x/bFruLnmQFfv378/ScSIiWeXoYKBrrVJM3XYupW3J/iuMbF/ZhlWJiIhIZthNoPP09KRDhw40btyY8uXL4+LiQmhoKJs2bWL+/PkkJCSwd+9emjVrxpYtW6hevbrFOW7dupXydUBAwAOvWbRoUavHpmXChAm8//77GbofEZH8oEdt80B39GoEJ8MiqVTcy4ZViYiISEbZRaAbOXIkP/zwA15elr9gjBw5ktOnTzNgwAD27NnDzZs3GThwIPv377eYlTIy8t67IW5ubg+8rru7e8rXERER2bgDEZH8qWF5f4p7uxIWEZfStnT/FV4J0VM6ERERe2AX79A1bNjQapi7Kzg4mJUrV6a8E3fo0CHmzp2b7jkNBsMDr5uRPiIi9szRwUC3h8wnR1l64LKNqhEREZHMsosndBlRrFgxXnnlFd59910AlixZwsCBA8363B8KY2JiHnjO6OjolK+9vb0f2H/YsGGEhIRktGQz+/fvZ8SIEVk6VkQkO7rXLsWkv8+mbB8PjeR4aARVSjz4556IiIjYVoEJdADt2rVL+frIkSMW+/38/FK+Dg8Pf+D5rl+/bvXYtAQGBhIYGPjAfiIi+UmDwCKU9HHj6p3YlLal+69QpaMCnYiISH5nF0MuM+r+iU6sTWJy/+yXZ86ceeD57u+T1syZIiL2zsHqsMsrD1wKRkRERGyvQAW6u2vMgfUnaiVKlKBYsWKAaYmBsLCwdM+3c+fOlK9r1aqVM0WKiORDqRcZPxkWybFQTQYlIiKS3xWoQLdu3bqUr9N6otalS5eUr5cvX57u+ZYtW5bydbdu3bJZnYhI/lWvnB+lfc1n/126X4uMi4iI5HcFJtCFhYXx7bffpmz36NHDar/BgwenfP3NN9+QlJRktd/u3bvZuHEjAGXKlKFVq1Y5WK2ISP5iddjlfg27FBERye9sGujWr1+PwWDAYDBQvnx5q30mT57MihUr0v2l4syZM3Tp0iVlyGX16tUZMGCA1b7dunWjSZMmAOzdu5e3337bok9oaChPPvlkyvaYMWMs1rQTESloetQpbbZ9OjyKI1c07FJERCQ/y9Isl2fOnGH8+PFmbfv370/5es+ePbz33ntm++vXr0+/fv0yfa09e/bw7bffUrp0aTp16kTt2rUpUaIEzs7OhIWFsWnTJubPn098fDwARYoUYfbs2Tg6OqZ5znHjxtGyZUvu3LnD559/ztatW3nkkUfw9/fn8OHDjBs3jqtXrwKmIZpPPfVUpusWEbE3dcr6UsbPnUu37i3rsuLgFWqU9rFhVSIiIpKeLAW6c+fOMXbs2DT379+/3yzgAQwZMiRLge6uy5cvM2nSpHT7NGrUiClTplCtWrV0+z300EMsXbqUwYMHc+nSJTZv3szmzZst+vXq1Ys//vgj3XAoIlJQGAwGuj1UknGb7s3wu+zgVV7vpFl+RURE8qt8vw7dm2++ScOGDdm2bRt79uzh6tWrXL9+naioKHx8fChbtixNmjRh4MCBhISEYDAYMnTeli1bcvDgQX777TfmzZvHyZMniYiIoESJEjRq1Ignn3yS3r175/LdiYjkL11qlTILdCfDIjkRGkFlLTIuIiKSLxmMeuM9X9i8ebPZxCubNm2iZcuWNqxIRAqj5GQjzT9Za7bI+GshVXglpLINqxIRESlcMpMNNNOHiIikcHAw0KVWSbO25Qe1fIGIiEh+pUAnIiJmUi9fcPRqBKeuRdqoGhEREUmPAp2IiJhpEFSEYt6uZm0rDl61UTUiIiKSHgU6EREx4+hgoEtNDbsUERGxBwp0IiJioetD5oHu4KU7nL8ebaNqREREJC0KdCIiYqFxeX+KerqYtekpnYiISP6jQCciIhacHB3olGrY5TK9RyciIpLvKNCJiIhVXVMtX7Dvwi0u3tSwSxERkfxEgU5ERKxqVrEovu7OZm2a7VJERCR/UaATERGrnB0d6FSjhFnbcgU6ERGRfEWBTkRE0pR6kfHd525y9XasjaoRERGR1BToREQkTc0rFcXbzcmsbYVmuxQREck3FOhERCRNrk6OdKyuYZciIiL5lQKdiIikq2uqYZc7zt7gWkScjaoRERGR+ynQiYhIulpVDsDTxTFl22iElYf0lE5ERCQ/UKATEZF0uTk70sFi2KXeoxMREckPFOhEROSBUi8yvvXUda5HatiliIiIrSnQiYjIA7WtWhx353vDLpONsPpIqA0rEhEREVCgExGRDHB3caRt1WJmbSsPKdCJiIjYmgKdiIhkSJdUwy43nwgnIjbBRtWIiIgIKNCJiEgGtatWHGdHQ8p2fFIy645ds2FFIiIiokAnIiIZ4uPmTItKAWZtWr5ARETEthToREQkwzrXNB92ue5oGLEJSTaqRkRERBToREQkwzrWKIHh3qhLouOT2Hwi3HYFiYiIFHIKdCIikmEBXq40Ku9v1rZCwy5FRERsRoFOREQypUuqYZerj4SSmJRso2pEREQKNwU6ERHJlE41S5ht34pOYMeZGzaqRkREpHBToBMRkUwpW8SDh8r4mrVp2KWIiIhtKNCJiEimpV5kfNWhUJKTjTaqRkREpPBSoBMRkUxLvXzB1Tux7Lt4yzbFiIiIFGIKdCIikmmVintRsZinWZuGXYqIiOQ9BToREcmS1MMuVx68itGoYZciIiJ5SYFORESypEvNUmbbZ69Hczw00kbViIiIFE4KdCIikiW1yvhQxs/drG3FQQ27FBERyUsKdCIikiUGg8FiTTq9RyciIpK3FOhERCTLuqSa7fLIlTucvx5to2pEREQKHwU6ERHJsobl/Snq6WLWtlJP6URERPKMAp2IiGSZo4OBjjU07FJERMRWFOhERCRbOqdavmD3uZuE3Ym1UTUiIiKFiwKdiIhkS/OKRfF2dTJrW3U41EbViIiIFC4KdCIiki2uTo60q1bcrO0vBToREZE8oUAnIiLZlnr5gr9PhRMRm2CjakRERAoPBToREcm2NlWK4eJ475+UhCQj649ds2FFIiIihYMCnYiIZJu3mzPNKhY1a9OwSxERkdynQCciIjki9bDLdUfDiE9MtlE1IiIihYMCnYiI5IiO1c0DXURcIttOX7dRNSIiIoWDAp2IiOSI4j5u1C3nZ9amYZciIiK5S4FORERyTOphl38dDiU52WijakRERAo+BToREckxnWqUNNu+eieWA5du26gaERGRgk+BTkREckyl4l4EB3iatWnYpYiISO5RoBMRkRzVMdWwy1WHr9qoEhERkYJPgU5ERHJU6mGXx0MjORseZaNqRERECjYFOhERyVH1yvkR4OVq1qZhlyIiIrlDgU5ERHKUg4OB9OfJXwAAG9dJREFUjjWKm7Vp2KWIiEjuUKATEZEcl3rY5e5zNwmPjLNRNSIiIgWXAp2IiOS4ZhWL4uHimLKdbIS1R8JsWJGIiEjBpEAnIiI5zs3ZkbZVi5m1adiliIhIzlOgExGRXJF62OWmE+FExyfaqBoREZGCSYFORERyRbuqxXF0MKRsxyUms/F4uA0rEhERKXgU6EREJFf4ejjTNNjfrE3DLkVERHKWAp2IiOSa1MMu1x4NIzEp2UbViIiIFDwKdCIikmtCapQw274VncDOszdtVI2IiEjBo0AnIiK5poyfO7XK+Ji1/XU41EbViIiIFDwKdCIikqs6VjcfdrnmaChGo9FG1YiIiBQsCnQiIpKrQmoUN9s+dz2ak2GRNqpGRESkYFGgExGRXFWjlA+lfd3M2v46omGXIiIiOUGBTkREcpXBYKBDdfPJUVbrPToREZEcoUAnIiK5LvVsl3su3CI8Ms5G1YiIiBQcCnQiIpLrmgb74+nimLJtNJrWpBMREZHsUaATEZFc5+rkSOsqxczaNOxSREQk+xToREQkT4Skeo9u04lwYhOSbFSNiIhIwaBAJyIieaJdteI4GO5txyQksfXUddsVJCIiUgAo0ImISJ7w93ShQVARszYtXyAiIpI9WQp0SUlJHDx4kEmTJvHSSy/RrFkzPDw8MBgMGAwGhg4dmqNFxsbGsmzZMkaNGkWbNm0oWbIkLi4ueHl5ERwczKBBg5g9ezYJCQkPPNfZs2dT6szIp23btjl6LyIihVnqYZdrjoRiNBptVI2IiIj9c8rKQYMGDWLevHk5XYtVM2fO5NlnnyUiIsJiX0JCAmfOnOHMmTPMnj2bWrVqMX36dB566KE8qU1ERDInpEYJPl5+NGU79E4cBy/d4aGyvjasSkRExH5lKdAlJZm/xO7v70/RokU5ceJEjhR1v7Nnz6aEuYCAAEJCQmjcuDGlSpUiMTGRPXv2MGXKFMLDwzl48CDt2rVjy5YtVK1a9YHnbteuHS+//HK6fQICAnLkPkREBCoW8yI4wJPT4VEpbX8dCVWgExERyaIsBbrGjRtTvXp1GjRoQIMGDahQoQKTJk3iqaeeyun6AGjSpAmjR4+mZ8+eODs7m+17/PHHeeedd+jduzdbtmzh+vXrvPDCC6xdu/aB5w0MDKRPnz65UrOIiFjXoXpxTm86k7K9+nAor3esYsOKRERE7FeWAt0777yT03Wk6dlnn+Wtt95Kt0/RokWZM2cOwcHBxMTEsG7dOs6ePUv58uXzpkgREcmwkOolGHdfoDt85Q6Xb8VQ2s/dhlWJiIjYp3w/y6W/v3+G+pUsWZI2bdqkbO/fvz+3ShIRkWxoEFQEPw/z0RZrNNuliIhIluT7QJcZ3t7eKV/HxMTYsBIREUmLk6MD7aoWN2v760iYjaoRERGxbwUq0B04cCDl66CgoAf237x5M40bN6ZIkSK4uLhQsmRJWrduzZgxY7h06VJulioiUqilXr5g26nrRMYl2qgaERER+5Wld+jyo/Xr13P0qGkq7GLFitGoUaMHHnPq1ClOnTqVsh0aGkpoaCibNm3io48+YsyYMbz99tsYDIYM1XD+/HnOnz+fpfo1RFRECpPWVQJwdjSQkGRagy4+KZlNx6/R9aFSNq5MRETEvhSIQBcTE8MLL7yQsv3222/j6OiY7jHVq1cnJCSEmjVr4u/vT0xMDEePHmXevHkcO3aMhIQE3n33Xc6fP88vv/ySoTomTJjA+++/n617EREpDLzdnGkaXJRNJ8JT2v46EqpAJyIikkkFItA99dRTKU/nGjVqxMiRI9PsW7RoUXbv3k39+vWt7h87dizffPMNb7zxBkajkV9//ZX27dszaNCgXKldRKSwCqlewizQrTsaRlKyEUeHjI2KEBERkQLwDt0777zDrFmzAFNYmzVrlsVadffz9vZOM8wBGAwGXnvtNcaMGZPSpqduIiI5r0N184lRbkYn8M/5mzaqRkRExD7Z9RO6sWPH8vHHHwPg5+fHqlWrqFChQo6ce/To0Xz55ZfcuXOHw4cPc/r0aYKDg9M9ZtiwYYSEhGTpevv372fEiBFZOlZExB6VLeJBtZLeHL0akdK2+nAojcpnbLkaERERseNA98knn/Dee+8B4Ovry8qVK9N98pZZbm5uNG3alFWrVgFw9OjRBwa6wMBAAgMDc6wGEZGCrmONEmaBbs3RMN7uVt2GFYmIiNgXuxxy+emnn/L2228D4OPjw8qVK2ncuHGOXycgICDl61u3buX4+UVECrv21cyHXZ4Mi+T89WgbVSMiImJ/7C7QffLJJ7z11luA6X24FStW0KRJk1y51rVr11K+9vPzy5VriIgUZnXK+lHU08Wsbe3RUBtVIyIiYn/sKtDd/2TOy8uLFStW0KxZs1y5VkxMDNu2bUvZrlq1aq5cR0SkMHNwMNAu1VO6NUfDbFSNiIiI/bGbQPfZZ5+lPJm7G+aaN2+ea9f79NNPiYgwvddRrVo1KlasmGvXEhEpzDqkCnTbT98gMi7RRtWIiIjYF5sGuvXr12MwGDAYDJQvXz7Nfl988QX/93//B5jC3PLly2nRokWmrxcZGcm7775LWFjaf/01Go188803fPDBBylt//73vzN9LRERyZiWlQNwdry39lx8UjKb71ufTkRERNKWpVkuz5w5w/jx483a9u/fn/L1nj17UmagvKt+/fr069cv09f6/fffefPNN1O2n3vuOcLDw1mwYEG6x1WrVo1q1aqZtSUmJvLRRx/x6aef0qpVK5o2bUqlSpXw9fUlJiaGY8eOMXfu3JRFygGGDx/OI488kum6RUQkY7zdnGlcwZ8tJ6+ntK09GkqXWiVtWJWIiIh9yFKgO3fuHGPHjk1z//79+80CHsCQIUOyFOg2b95stv3ll1/y5ZdfPvC4//znP2aLg98vKSmJ9evXs379+jSPd3V1ZcyYMYwePToz5YqISBa0r1YiVaC7RnKyEQcHQzpHiYiIiN2uQ5cVPj4+rFu3jm3btrF9+3ZOnjxJeHg4N27cwMnJCX9/f2rVqkX79u0ZOnQoxYoVs3XJIiKFQodqxfnvksMp2+GRcRy4dJs65fxsV5SIiIgdyFKga9u2LUajMdsXz8h5Jk2axKRJk7J9LQAHBwfatm1L27Ztc+R8IiKSM8oHeBJczJPT16JS2tYeDVOgExEReQC7meVSREQKttSzXa7V8gUiIiIPpEAnIiL5Qur16A5cuk3onVgbVSMiImIfFOhERCRfaFTeH29X8zcB1ukpnYiISLoU6EREJF9wdnSgdVXzyajWKNCJiIikq1DNcpmfRUZGmm2nXvZBRKQwKB0TRuzFkynbq64cYU1gFK5OjjasSkREJG+lzgKps8L9FOjyidOnT5ttjxgxwkaViIjkLyFTbF2BiIiIbaXOCvfTkEsRERERERE7pUAnIiIiIiJipzTkMp/o0aOH2XZwcDBeXl65dr39+/ebDev88ccfqV27dq5dTwoGfd9IVuj7RrJK3zuSFfq+kazIb983kZGRZsMsU2eF+ynQ5ROBgYG8+OKLNrt+7dq1admypc2uL/ZJ3zeSFfq+kazS945khb5vJCvs6ftGQy5FRERERETslAKdiIiIiIiInVKgExERERERsVMKdCIiIiIiInZKgU5ERERERMROKdCJiIiIiIjYKQU6ERERERERO6VAJyIiIiIiYqcU6EREREREROyUAp2IiIiIiIidUqATERERERGxUwp0IiIiIiIidkqBTkRERERExE452boAsY3AwED+85//mG2LPIi+byQr9H0jWaXvHckKfd9IVtjz943BaDQabV2EiIiIiIiIZJ6GXIqIiIiIiNgpBToRERERERE7pUAnIiIiIiJipxToRERERERE7JQCnYiIiIiIiJ1SoLNDCxcuZMCAAQQFBeHm5kbx4sVp1qwZn332Gbdv386Va65fv54nn3yS4OBg3N3d8ff3p379+owZM4YrV67kyjUl5+XV905sbCzLli1j1KhRtGnThpIlS+Li4oKXlxfBwcEMGjSI2bNnk5CQkGPXlNxji585qf3nP//BYDCkfIYOHZon15Wss9X3zYkTJ/jPf/5DkyZNUn72lCxZkjp16vDMM88wbdo0oqOjc+36kn15/b0TFhbGJ598Qvv27SlRogSurq54eHgQGBhI9+7d+eWXX4iMjMzx60r2JSUlcfDgQSZNmsRLL71Es2bN8PDwyJN/K/LV78ZGsRt37twx9ujRwwik+Slbtqxxy5YtOXbNhIQE49NPP53uNYsUKWJcsGBBjl1Tcl5efu/MmDHD6O3tne617n5q1apl3L9/fw7coeQGW/zMsWbfvn1GZ2dns+sOGTIkV68pWWer75u4uDjjqFGjLL5XrH327NmTo9eWnGGL750//vjD6Ovr+8DvmdKlSxvXrVuXY9eVnNGvX790/3fLjX8r8uPvxlqHzk4kJibSrVs3/vrrLwBKlCjB8OHDqVGjBjdu3GDGjBls2bIFAD8/PzZv3kzNmjWzfd1hw4YxceJEAHx9fXn66aepX78+UVFRLFq0iKVLlwLg4uLCihUraNeuXbavKTkrr793PvnkE95++20AAgICCAkJoXHjxpQqVYrExET27NnDlClTCA8PB6Bo0aJs2bKFqlWrZvNOJSfZ6mdOaklJSTRp0oTdu3fj6elJVFQUAEOGDGHSpEk5fj3JHlt938TGxtK/f3+WLVsGgI+PD/369aNJkyb4+/tz/fp1Ll68yN9//83mzZvZuXMndevWzfZ1JefY4ntn8eLF9O7dm7u/CteqVYvBgwcTFBREbGwsx48fZ+LEiSn/Xrm5ubFz505q1aqVretKzunTpw8LFy5M2fb396do0aKcOHECyJ1/K/Ll78Z5Fh0lW3766aeU1F+jRg3j1atXLfq88cYbKX1atGiR7WsuW7Ys5XylSpUyHj9+3KLPd999l9KnQoUKxri4uGxfV3JWXn/vfPzxx8YmTZoY586da4yPj7faJzw83NiiRYuUa7Zr1y5b15ScZ4ufOdZ89NFHRsDo7e1t/OCDD/SELp+z1ffNs88+m3LOHj16GK9du5Zm3+vXrxsjIyNz5LqSc2zxvVOpUqWU87333nvG5ORkiz6RkZHG9u3bp/Tr27dvtq8rOWfs2LHGt956yzh79mzj6dOnjUaj0Thx4sRc+7civ/5urEBnBxITE40lS5ZM+ebYvXt3mv3q1q2b0m/FihXZum7Dhg1TzjV37tw0+/Xs2TOl3y+//JKta0rOssX3zvXr1zPU78qVK0Z3d/eUa545cybL15ScZaufOakdOXLE6OrqagSM33//fa7+Iy3ZZ6vvm7Vr16acq1mzZsaEhIRsnU/yni2+d06cOJFynhIlShgTExPT7HvgwIGUvkWLFs3yNSVv5Oa/Ffn1d2NNimIHNmzYwNWrVwFo06YN9evXt9rP0dGRl19+OWV7xowZWb7m6dOn/7+9+4+Jso7jAP6+E+9QDz0L5TIJbq5EmoIaiTFLU5lp/txKy5pioENbW2kLtIn9sGC6RdPoF6irNXKuYmJ6QA4WmqUpEzUxTCYyidIsWCDp7ukPx3eHcgc899x9n2e8X9tt34PPfT93u8+e5/u953m+D37++WcAgNPpxMKFC73Gvvzyy5rkJO3JqJ277rqrR3EOhwOPPfaYeF5dXa06J2lLRt3czu12Y8WKFWhvb0diYiJWr16tWd8UGLLqJicnR7S3bduGkJAQv/qj4JNRO3/88Ydojxo1Cv369fMa+8ADD4g2F0fpu/Q8NuaEzgBcLpdoz54922es5/8PHDigSc5Zs2bBZDJ5jZ0yZQpsNhsAoLKykhs7HZFRO70RFhYm2m1tbUHJSd3TQ928//77OHLkCCwWC/Lz82E2c3eldzLq5tKlSygtLQUAjB8/HhMnTlTdF8kjo3YiIiJE+8KFC3C73V5jO67HAsDr5/owPY+NuYc0gFOnTol2QkKCz9iIiAhERkYCuPXr059//hnwnCEhIRg/fjyAW7+qnz17VlVO0p6M2ukNz/cXFRUV8HzUM7Lr5rfffsPrr78OAMjIyAjIYiukPRl1U1lZKRa0mD59OgBg3759mD9/PkaMGAGr1QqHw4Hk5GTk5eWhvb1dVR4KLBm1M2rUKIwdOxYA8Pvvv+Ott97qMq6tra3T0ZZ169apykfGp+exMSd0BnDu3DnRdjqd3cZ7xni+Vu85SXt6/h4rKipQU1MDABg2bFi3G0cKHpl1oygKUlNT0draijFjxmDDhg1+9UfBI6NuOk5/AoD7778fzzzzDObOnYu9e/eisbER//33H5qamlBWVoY1a9YgNja206CM9EHWNueTTz4RZ4ps2rQJ8fHxeOedd/DFF19gx44dyMjIQHR0NMrKyhASEoL33nsPS5YsUZ2PjE3PYyqeaG4Af//9t2iHh4d3G3/33Xd3+Vq95yTt6fV7bGtrQ3p6uniemZnp8/oFCi6ZdfPhhx+ioqICJpMJn376KSwWi1/9UfDIqBvPm/du3boVtbW1MJvNePrppzFjxgwMGjQINTU1KCgoQENDAy5cuIBp06bhxIkTuO+++1TlJO3J2uYkJibixx9/xMqVK3H48GGcPHkSJ0+e7BRjMpmwevVqvPTSS7y9Th+n1zEVwCN0huB53m1oaGi38QMGDBDtlpYWw+Qk7en1e0xJSRFH5xISEvDiiy8GLBf1nqy6qa+vR0ZGBgAgPT0dSUlJqvui4JNRN9euXRPt2tpaWK1WlJSUoLCwEC+88AKWLFmCTZs24ezZs2IRpqtXr3KRHZ2Rua+KjY1Fbm4ukpOTu/y/oijYtWsXsrOzcfXqVb9ykbHpdUwFcEJHPeDrok+i3lq/fj12794N4NavV7t370b//v0lvyvSg7S0NLS0tODee+/Fu+++K/vtkAHcvpDFhg0bMGPGjDvibDYbvvzySwwcOBAA8O2333Za6IL6ptbWVjz77LNISEjA999/Lyb/169fR0tLC3744Qc8//zzaG1txa5du5CYmIi6ujrZb5t0QG9jY07oDKBjlRwAuH79erfxnqsFeq4iqDZnT1Yf1CInaU9G7fiyefNmMVC32+0oLS3t0XnoFFwy6mbHjh1itcK8vDwMHjxYVT8kj4y6uf11q1at8hrrcDgwf/588fzgwYOqcpL2ZNSO2+3GnDlzUFhYCIvFgoMHDyIrKwsxMTGwWq2w2WyYPHkyPvvsM2zZsgUAcP78eSxdulRVPjI+PY+NOaEzALvdLtpXrlzpNt7zlADP1+o9J2lPT99jdna2WLlwyJAhKCkp8XqvIZIr2HVz+fJlrF27FgDw1FNPYd68eb3ug+STsb0ZOnSoaEdGRmL48OE+4z1va3D+/HlVOUl7Mmrn66+/RkVFBQBg+fLleOSRR7zGrl27Vlw/d+TIERw9elRVTjI2PY2pbsdFUQxg9OjR4hB/XV0doqOjfcZ7ng6g9gLe0aNHo7y8XPQ3derUgOck7cmona7k5OQgMzMTADB48GCUlJTg4Ycf1qx/0law62bPnj3igvGIiAi8/fbbXcZVVVWJdnV1tYhzOBxITU3tdV7SloztTUxMjGj35KjukCFDRLu5uVlVTtKejNopLi4WbW/Xz3UwmUyYPn26WKnwp59+4j6sD9Lz2JgTOgMYO3asuJnhsWPHMG3aNK+xTU1NuHTpEgBg+PDhGDZsmOqcHY4dO4aUlBSvsTdv3hQDLbPZjNjYWFU5SXsyaud22dnZYjIXFhYGl8uFSZMmadI3BUaw66bjPmIAsH379h69pqqqSmx34uLiOKHTARnbm7i4ONH+559/uo33XGnOc3JHcsmoncuXL4t2T34M8DzCEuibRJM+6XlszFMuDWDWrFmifeDAAZ+x+/fvF+3Zs2drktPlcnUacN2usrJSbNweffRRDBo0SHVe0paM2vHkeWTOZrPB5XJh8uTJmvRNgSO7bsiYZNTNlClTxLUpDQ0NaGpq8hl//Phx0ebZJPoho3Y8J3H19fXdxl+8eFG0PZejp75D12NjhXTv5s2bisPhUAAoAJTjx497jYuPjxdxLpfLr7wJCQmir6+++spr3Ny5c0XcRx995FdO0pas2lEURcnJyRH92Ww25dChQ373ScEhs2582blzp8i1bNmygOai3pNVN8uXLxd9vfHGG17jGhsblQEDBigAFLPZrFy8eNGvvKQdGbWTlZUl+nn88cd9xl67dk2x2+0ivqqqSnVeCrxA7iv0OjbmhM4g8vLyRGE8+OCDSlNT0x0x69atEzFJSUle+yovLxdxUVFRXuP2798v4u655x6ltrb2jpht27aJGKfTqbS3t6v6fBQ4Mmpny5YtnSZzlZWVWnwUCiIZddMdTuj0T0bd1NXVKVarVQGgWK1W5bvvvrsjpqWlRZk6darob+nSpao+HwVOsGvnl19+Ucxms4jbuHGj4na774hrbm5WkpOTRdy4ceO6jCP9ULOvMPrYmNfQGURaWhq++eYblJWV4cyZM4iLi0NaWhpiY2Px119/obCwEIcOHQJw67qAjz/+2O+cTzzxBFJSUrBz5040NjbioYceQmpqKiZMmIB///0Xe/fuxb59+wAAFosFBQUFsFgsfuclbQW7dvLz8/Hqq6+K56tWrcKVK1dQVFTk83UxMTGdFjgguWRsc8j4ZNRNdHQ0cnNzkZ6ejvb2diQnJ2Px4sWYOXMmBg4ciJqaGuTn56OhoQEAEBUVhdzcXL/zkraCXTtjxozBK6+8gq1btwIA3nzzTRQXF2Px4sVwOp24ceMGqqur8fnnn6OxsREAYLVakZeXp7t7kPVldXV1KCgo6PS36upq0a6qqhIrbHeYMGECFi1apCqfbsfGAZ8ykmaam5uVJ598Usz6u3qMHDlSOXz4sM9+evNr+Y0bN5QVK1b4zDl06FClqKhIw09KWgtm7SxbtsxnHm+PrKws7T84+UXGNscXHqEzBll1s337dnFKpbfHxIkTlfr6eo0+KWkt2LXjdruV9evXK/369et2H+VwOJTS0lKNPzH5y/O77umjq/2H0cfGXBTFQMLCwlBcXIyioiIsWrQIkZGRsFqtCA8Px6RJk5CTk4PTp0/7vJdKb4WEhKCgoADl5eV47rnn4HQ6ERoaCrvdjvj4eGzcuBFnzpzpdLNW0h8ZtUPGx7ohNWTVzZo1a3D69Gm89tprGDduHOx2OywWC0aMGIEFCxagsLAQR48eRWRkpKZ5STvBrh2TyYTNmzejpqYGmZmZSEpKQnh4OPr374/Q0FCMHDkSc+bMwQcffIBff/0VM2fO1CQvGZsex8YmRfGxRAsRERERERHpFo/QERERERERGRQndERERERERAbFCR0REREREZFBcUJHRERERERkUJzQERERERERGRQndERERERERAbFCR0REREREZFBcUJHRERERERkUJzQERERERERGRQndERERERERAbFCR0REREREZFBcUJHRERERERkUJzQERERERERGRQndERERERERAb1P9FCQclfRoy8AAAAAElFTkSuQmCC", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "fig, ax_f = plt.subplots(figsize=(10,10))\n", - "ax_f.plot(plot_g, m1_prediction[0].flatten(), label='low order')\n", - "ax_f.plot(plot_g, m2_prediction[0].flatten(), label='high order')\n", - "ax_f.plot(plot_g, true_output[0], label='truth')\n", - "ax_f.scatter(g,exp_data[0], marker='x', label='experimental data')\n", - "ax_f.set_ylim(1.2,3.2)\n", - "ax_f.legend()" - ] - }, - { - "cell_type": "markdown", - "id": "limited-application", - "metadata": {}, - "source": [ - "## 2. Choose a Mixing method" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "thorough-exercise", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "cdf mixing function has 2 free parameter(s)\n", - "Warning : Default prior is set to {'cdf_0': Uniform(minimum=0, maximum=1, name='cdf_0', latex_label='cdf_0', unit=None, boundary=None), 'cdf_1': Uniform(minimum=0, maximum=1, name='cdf_1', latex_label='cdf_1', unit=None, boundary=None)}\n", - "To change the prior use `set_prior` method\n" - ] - } - ], - "source": [ - "# Mixing method\n", - "from Taweret.mix.bivariate_linear import BivariateLinear as BL\n", - "\n", - "models= {'low_order':m1,'high_order':m2}\n", - "mix_model = BL(models_dic=models, method='cdf') " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "18aae651", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'cdf_0': Uniform(minimum=-20, maximum=20, name='cdf_0', latex_label='cdf_0', unit=None, boundary=None),\n", - " 'cdf_1': Uniform(minimum=-20, maximum=20, name='cdf_1', latex_label='cdf_1', unit=None, boundary=None)}" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#uncoment to change the prior from the default\n", - "priors = bilby.core.prior.PriorDict()\n", - "priors['cdf_0'] = bilby.core.prior.Uniform(-20,20, name=\"cdf_0\")\n", - "priors['cdf_1'] = bilby.core.prior.Uniform(-20,20, name=\"cdf_1\")\n", - "mix_model.set_prior(priors)" - ] - }, - { - "cell_type": "markdown", - "id": "bf7b6cc1", - "metadata": {}, - "source": [ - "## 3. Train to find posterior" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "b3275a71", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'cdf_0': Uniform(minimum=-20, maximum=20, name='cdf_0', latex_label='cdf_0', unit=None, boundary=None),\n", - " 'cdf_1': Uniform(minimum=-20, maximum=20, name='cdf_1', latex_label='cdf_1', unit=None, boundary=None)}" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mix_model.prior" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "fe5a0b6d", - "metadata": {}, - "outputs": [], - "source": [ - "y_exp = np.array(exp_data[0]).reshape(1,-1)\n", - "y_err = np.array(exp_data[1]).reshape(1,-1)\n", - "# The parameters are set to minimum values for computational ease.\n", - "# You should increase the ntemps, nwalkers and nsamples and see\n", - "# if your results are changing. If so keep increasing them\n", - "# until convergence of results. \n", - "\n", - "kwargs_for_sampler = {'sampler': 'ptemcee',\n", - " 'ntemps': 5,\n", - " 'nwalkers': 50,\n", - " 'Tmax': 100,\n", - " 'burn_in_fixed_discard': 50,\n", - " 'nsamples': 2000,\n", - " 'threads': 6,\n", - " 'printdt': 60}\n", - "\n", - "result = mix_model.train(x_exp=g, y_exp=y_exp, y_err=y_err, outdir = 'outdir/samba_bivariate', \n", - "label='cdf_mix', kwargs_for_sampler=kwargs_for_sampler)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "e3fe8625", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Posterior of the mixing parameters. \n", - "result.plot_corner()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "6fe153db", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#corner plots\n", - "import corner\n", - "fig, axs = plt.subplots(2,2, figsize=(6,6), dpi=200)\n", - "corner.corner(mix_model.posterior,labels=['cdf_0','cdf_1'],quantiles=[0.16, 0.5, 0.84],fig=fig)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "384a6548", - "metadata": {}, - "source": [ - "## 4. Predictions" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "21e90f6b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(10000, 2)\n", - "using provided samples instead of posterior\n" - ] - } - ], - "source": [ - "_,mean_prior,CI_prior, _ = mix_model.prior_predict(plot_g, CI=[5,20,80,95])\n", - "_,mean,CI, _ = mix_model.predict(plot_g, CI=[5,20,80,95])" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "b186cbf5", - "metadata": {}, - "outputs": [], - "source": [ - "per5, per20, per80, per95 = CI\n", - "prior5, prior20, prior80, prior95 = CI_prior" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "853547e8", - "metadata": {}, - "outputs": [], - "source": [ - "# Map value prediction for the step mixing function parameter\n", - "map_prediction = mix_model.evaluate(mix_model.map, plot_g)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "2a393bca", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "3011804b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "sns.set_context('poster')\n", - "fig, ax = plt.subplots(figsize=(10,10))\n", - "ax.plot(plot_g, mean.flatten(), label='posterior mean')\n", - "ax.fill_between(plot_g,per5.flatten(),per95.flatten(),color=sns.color_palette()[4], alpha=0.2, label='90% C.I.')\n", - "ax.fill_between(plot_g,per20.flatten(),per80.flatten(), color=sns.color_palette()[4], alpha=0.3, label='60% C.I.')\n", - "ax.fill_between(plot_g,prior20.flatten(),prior80.flatten(),color=sns.color_palette()[2], alpha=0.2, label='60% C.I. Prior')\n", - "ax.scatter(g,exp_data[0], marker='x', label='experimental data')\n", - "ax.plot(plot_g, mean_prior.flatten(), label='prior mean')\n", - "ax.plot(plot_g, map_prediction.flatten(), label='MAP prediction')\n", - "ax.set_ybound(1,3)\n", - "ax.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "051e4b3c", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" - }, - "vscode": { - "interpreter": { - "hash": "c460bb57a9a9b1bc7b0784a6ba6310fee28c94e738a9746efe1113ef0eaab8cd" - } - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/docs/source/notebooks/Linear_BMM_with_cdf_function_for_coleman_models.ipynb b/docs/source/notebooks/Linear_BMM_with_cdf_function_for_coleman_models.ipynb deleted file mode 100644 index 4e852ce2..00000000 --- a/docs/source/notebooks/Linear_BMM_with_cdf_function_for_coleman_models.ipynb +++ /dev/null @@ -1,1085 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "atomic-triumph", - "metadata": {}, - "source": [ - "# Linear Bivariate BMM with calibration of Coleman toy models.\n", - "\n", - "The best way to learn Taweret is to use it. You can run, modify and experiment with this notebook on [GitHub Codespaces](https://github.com/bandframework/Taweret)." - ] - }, - { - "cell_type": "markdown", - "id": "careful-kitchen", - "metadata": {}, - "source": [ - "The models can be found in Coleman Thesis : https://go.exlibris.link/3fVZCfhl\n", - "\n", - "This notebook shows how to use the Bayesian model mixing package **Taweret** for a toy problem. \n", - "\n", - "**Author : Dan Liyanage**\n", - "\n", - "Date : 11/13/2022" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "emotional-foundation", - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "import os\n", - "# You will have to change the following imports depending on where you have \n", - "# the packages installed\n", - "\n", - "cwd = os.getcwd()\n", - "\n", - "# Get the first part of this path and append to the sys.path\n", - "tw_path = cwd.split(\"Taweret/\")[0] + \"Taweret\"\n", - "sys.path.append(tw_path)\n", - "\n", - "# For plotting\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "sns.set_context('poster')\n", - "# To define priors. (uncoment if not using default priors)\n", - "#import bilby\n", - "\n", - "# For other operations\n", - "import numpy as np" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "generous-confidentiality", - "metadata": {}, - "outputs": [], - "source": [ - "# Import models with a predict method\n", - "from Taweret.models import coleman_models as toy_models\n", - "\n", - "m1 = toy_models.coleman_model_1()\n", - "m2 = toy_models.coleman_model_2()\n", - "truth = toy_models.coleman_truth()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "stainless-stations", - "metadata": {}, - "outputs": [], - "source": [ - "g = np.linspace(-1,9,10)\n", - "plot_g = np.linspace(-1,9,100)\n", - "true_output = truth.evaluate(plot_g)\n", - "exp_data = truth.evaluate(g)" - ] - }, - { - "cell_type": "markdown", - "id": "prime-following", - "metadata": {}, - "source": [ - "## 1. The models and the experimental data." - ] - }, - { - "cell_type": "markdown", - "id": "mexican-pipeline", - "metadata": {}, - "source": [ - "Truth\n", - " \n", - "$f(x) = 2-0.1(x-4)^2$, where $x \\in [-1, 9]$\n", - "\n", - "Model 1\n", - "\n", - "$f_1(x,\\theta)= 0.5(x+\\theta)-2$ , where $\\theta \\in [1, 6]$\n", - "\n", - "Model 2\n", - "\n", - "$f_2(x,\\theta)= -0.5(x-\\theta) + 3.7$ , where $\\theta \\in [-2, 3]$\n", - "\n", - "Experimental data \n", - "\n", - "sampled from the Truth with a fixed standard deviation of 0.3\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "expired-dryer", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.set_context('notebook')\n", - "fig, axs = plt.subplots(1,2,figsize=(20,5))\n", - "prior_ranges = [(1,6), (-2,3)]\n", - "for i in range(0,2):\n", - " ax = axs.flatten()[i]\n", - " ax.plot(plot_g, true_output[0], label='truth', color='black')\n", - " ax.errorbar(g,exp_data[0],exp_data[1], fmt='o', label='experimental data', color='r')\n", - " ax.legend()\n", - " ax.set_ylim(-2,4)\n", - " for value in np.linspace(*prior_ranges[i],10):\n", - " if i==0:\n", - " predict_1 = m1.evaluate(plot_g, value)\n", - " ax.plot(plot_g, predict_1[0])\n", - " ax.set_ylabel(r'$f_1(x)$')\n", - " if i==1:\n", - " predict_2 = m2.evaluate(plot_g, value)\n", - " ax.plot(plot_g, predict_2[0]) \n", - " ax.set_ylabel(r'$f_2(x)$') \n", - " ax.set_xlabel('x') \n", - " \n" - ] - }, - { - "cell_type": "markdown", - "id": "hydraulic-resident", - "metadata": {}, - "source": [ - "## 2. Choose a Mixing method" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "antique-cooking", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "cdf mixing function has 2 free parameter(s)\n", - "Warning : Default prior is set to {'cdf_0': Uniform(minimum=0, maximum=1, name='cdf_0', latex_label='cdf_0', unit=None, boundary=None), 'cdf_1': Uniform(minimum=0, maximum=1, name='cdf_1', latex_label='cdf_1', unit=None, boundary=None)}\n", - "To change the prior use `set_prior` method\n", - "Using default priors for model 1\n", - "{'model1_0': Uniform(minimum=1, maximum=6, name='model1_0', latex_label='model1_0', unit=None, boundary=None)}\n", - "Using default priors for model 2\n", - "{'model2_0': Uniform(minimum=-2, maximum=3, name='model2_0', latex_label='model2_0', unit=None, boundary=None)}\n" - ] - } - ], - "source": [ - "# Mixing method\n", - "from Taweret.mix.bivariate_linear import BivariateLinear as BL\n", - "\n", - "models= {'model1':m1,'model2':m2}\n", - "mix_model = BL(models_dic=models, method='cdf', nargs_model_dic={'model1':1, 'model2':1})" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "825516bc", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'cdf_0': Normal(mu=0, sigma=1, name='cdf_0', latex_label='cdf_0', unit=None, boundary=None),\n", - " 'cdf_1': Normal(mu=0, sigma=1, name='cdf_1', latex_label='cdf_1', unit=None, boundary=None),\n", - " 'model1_0': Uniform(minimum=1, maximum=6, name='model1_0', latex_label='model1_0', unit=None, boundary=None),\n", - " 'model2_0': Uniform(minimum=-2, maximum=3, name='model2_0', latex_label='model2_0', unit=None, boundary=None)}" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "## uncoment to change the prior from the default\n", - "import bilby \n", - "\n", - "priors = bilby.core.prior.PriorDict()\n", - "priors['cdf_0'] = bilby.core.prior.Normal(0, 1, name=\"cdf_0\")\n", - "priors['cdf_1'] = bilby.core.prior.Normal(0, 1, name=\"cdf_1\")\n", - "mix_model.set_prior(priors)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "837e952c", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'cdf_0': Normal(mu=0, sigma=1, name='cdf_0', latex_label='cdf_0', unit=None, boundary=None),\n", - " 'cdf_1': Normal(mu=0, sigma=1, name='cdf_1', latex_label='cdf_1', unit=None, boundary=None),\n", - " 'model1_0': Uniform(minimum=1, maximum=6, name='model1_0', latex_label='model1_0', unit=None, boundary=None),\n", - " 'model2_0': Uniform(minimum=-2, maximum=3, name='model2_0', latex_label='model2_0', unit=None, boundary=None)}" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mix_model.prior" - ] - }, - { - "cell_type": "markdown", - "id": "applicable-being", - "metadata": {}, - "source": [ - "## 3. Train to find posterior" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "8a8e8d59", - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/alexandra/Documents/Taweret/Taweret/mix/bivariate_linear.py:639: UserWarning: 'threads' dectected in 'kwargs_for_sampler' on Darwin. Setting `start_method` to `fork`\n", - " warnings.warn(\"'threads' dectected in 'kwargs_for_sampler'\" +\n", - "10:03 bilby INFO : Running for label 'cdf_mix', output will be saved to 'outdir/coleman'\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Saved results for cdf_mix do not exist in : outdir/coleman\n", - "The following settings were provided for sampler \n", - "{'sampler': 'ptemcee', 'ntemps': 5, 'nwalkers': 50, 'Tmax': 100, 'burn_in_fixed_discard': 50, 'nsamples': 2000, 'threads': 6, 'printdt': 60}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "10:03 bilby INFO : Analysis priors:\n", - "10:03 bilby INFO : cdf_0=Normal(mu=0, sigma=1, name='cdf_0', latex_label='cdf_0', unit=None, boundary=None)\n", - "10:03 bilby INFO : cdf_1=Normal(mu=0, sigma=1, name='cdf_1', latex_label='cdf_1', unit=None, boundary=None)\n", - "10:03 bilby INFO : model1_0=Uniform(minimum=1, maximum=6, name='model1_0', latex_label='model1_0', unit=None, boundary=None)\n", - "10:03 bilby INFO : model2_0=Uniform(minimum=-2, maximum=3, name='model2_0', latex_label='model2_0', unit=None, boundary=None)\n", - "10:03 bilby INFO : Analysis likelihood class: \n", - "10:03 bilby INFO : Analysis likelihood noise evidence: nan\n", - "10:03 bilby INFO : Single likelihood evaluation took 1.116e-04 s\n", - "10:03 bilby WARNING : Supplied argument 'printdt' not an argument of 'Ptemcee', removing.\n", - "10:03 bilby INFO : Using sampler Ptemcee with kwargs {'ntemps': 5, 'nwalkers': 50, 'Tmax': 100, 'betas': None, 'a': 2.0, 'adaptation_lag': 10000, 'adaptation_time': 100, 'random': None, 'adapt': False, 'swap_ratios': False}\n", - "10:03 bilby INFO : Using convergence inputs: ConvergenceInputs(autocorr_c=5, autocorr_tol=50, autocorr_tau=1, gradient_tau=0.1, gradient_mean_log_posterior=0.1, Q_tol=1.02, safety=1, burn_in_nact=50, burn_in_fixed_discard=50, mean_logl_frac=0.01, thin_by_nact=0.5, nsamples=2000, ignore_keys_for_tau=None, min_tau=1, niterations_per_check=5)\n", - "10:03 bilby INFO : Generating pos0 samples\n", - "10:03 bilby INFO : Starting to sample\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1|0:00:00|nc:1.2e+03|a0:0.00-1.00|swp:0.34-0.72|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.07ms/ev\n", - "2|0:00:00|nc:2.5e+03|a0:0.20-0.80|swp:0.25-0.69|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.28ms/ev\n", - "3|0:00:00|nc:3.8e+03|a0:0.27-0.73|swp:0.22-0.67|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.19ms/ev\n", - "4|0:00:00|nc:5.0e+03|a0:0.35-0.75|swp:0.23-0.66|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.18ms/ev\n", - "5|0:00:00|nc:6.2e+03|a0:0.36-0.72|swp:0.23-0.66|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.03ms/ev\n", - "6|0:00:00|nc:7.5e+03|a0:0.30-0.70|swp:0.24-0.65|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.03ms/ev\n", - "7|0:00:00|nc:8.8e+03|a0:0.34-0.69|swp:0.23-0.65|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.03ms/ev\n", - "8|0:00:00|nc:1.0e+04|a0:0.38-0.68|swp:0.23-0.64|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.03ms/ev\n", - 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"485|0:00:17|nc:6.1e+05|a0:0.56-0.60|swp:0.27-0.67|n:3450<2000|t!2(+0.02,+0.30)|q:1.00|0.03ms/ev\n", - "486|0:00:17|nc:6.1e+05|a0:0.56-0.60|swp:0.27-0.67|n:3500<2000|t!2(+0.03,+0.39)|q:1.00|0.03ms/ev\n", - "487|0:00:17|nc:6.1e+05|a0:0.56-0.60|swp:0.27-0.67|n:3550<2000|t!2(+0.02,+0.19)|q:1.00|0.03ms/ev\n", - "488|0:00:17|nc:6.1e+05|a0:0.56-0.60|swp:0.27-0.67|n:3600<2000|t!2(+0.02,+0.23)|q:1.00|0.03ms/ev\n", - "489|0:00:17|nc:6.1e+05|a0:0.56-0.60|swp:0.27-0.67|n:3650<2000|t=2(+0.01,+0.10)|q:1.00|0.03ms/ev\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "10:03 bilby INFO : Finished sampling\n", - "10:03 bilby INFO : Writing checkpoint and diagnostics\n", - "10:03 bilby INFO : Finished writing checkpoint\n", - "10:03 bilby INFO : Sampling time: 0:00:17.999632\n", - "10:03 bilby INFO : Summary of results:\n", - "nsamples: 3650\n", - "ln_noise_evidence: nan\n", - "ln_evidence: -9.482 +/- 3.012\n", - "ln_bayes_factor: nan +/- 3.012\n", - "\n" - ] - } - ], - "source": [ - "kwargs_for_sampler = {'sampler': 'ptemcee',\n", - " 'ntemps': 5,\n", - " 'nwalkers': 50,\n", - " 'Tmax': 100,\n", - " 'burn_in_fixed_discard': 50,\n", - " 'nsamples': 2000,\n", - " 'threads': 6,\n", - " 'printdt': 60}\n", - "\n", - "result = mix_model.train(x_exp=g, y_exp=exp_data[0], y_err=exp_data[1],\n", - " label='cdf_mix', \n", - " outdir='outdir/coleman', \n", - " kwargs_for_sampler=kwargs_for_sampler,\n", - " load_previous=True)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "fe17d2d4", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "result.plot_corner()" - ] - }, - { - "cell_type": "markdown", - "id": "floppy-begin", - "metadata": {}, - "source": [ - "### 4. Predictions" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "opposed-withdrawal", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(10000, 4)\n", - "using provided samples instead of posterior\n" - ] - } - ], - "source": [ - "_,mean_prior,CI_prior, _ = mix_model.prior_predict(plot_g, CI=[5,20,80,95])\n", - "_,mean,CI, _ = mix_model.predict(plot_g, CI=[5,20,80,95])" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "86e38800", - "metadata": {}, - "outputs": [], - "source": [ - "per5, per20, per80, per95 = CI\n", - "prior5, prior20, prior80, prior95 = CI_prior" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "600a6614", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 2.96825776, -0.80797699, 4.7239345 , 1.44454939])" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mix_model.map" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "8f6f20ac", - "metadata": {}, - "outputs": [], - "source": [ - "# Map value prediction for the step mixing function parameter\n", - "model_params = [np.array(mix_model.map[2]), np.array(mix_model.map[3])]\n", - "map_prediction = mix_model.evaluate(mix_model.map[0:2], plot_g, model_params=model_params)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "947e8900", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(3650, 100)\n" - ] - } - ], - "source": [ - "_,_,CI_weights,_=mix_model.predict_weights(plot_g, CI=[5,20, 80, 95])\n", - "perw_5, perw_20, perw_80, perw_95 = CI_weights" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "geographic-globe", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "fig, ax = plt.subplots()\n", - "ax.fill_between(plot_g,perw_5,perw_95,color=sns.color_palette()[4], alpha=0.2, label='90% C.I.')\n", - "ax.fill_between(plot_g,perw_20,perw_80, color=sns.color_palette()[4], alpha=0.3, label='60% C.I.')\n", - "ax.legend()\n", - "#ax.plot(plot_g, true_output[0], label='truth')\n", - "#ax.set_ylim(1.2,3.2)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "ebc18629", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "sns.set_context('poster')\n", - "fig, ax = plt.subplots(figsize=(10,10))\n", - "ax.plot(plot_g, mean.flatten(), label='posterior mean')\n", - "ax.fill_between(plot_g,per5.flatten(),per95.flatten(),color=sns.color_palette()[4], alpha=0.2, label='90% C.I.')\n", - "ax.fill_between(plot_g,per20.flatten(),per80.flatten(), color=sns.color_palette()[4], alpha=0.3, label='60% C.I.')\n", - "ax.fill_between(plot_g,prior20.flatten(),prior80.flatten(),color=sns.color_palette()[2], alpha=0.2, label='60% C.I. Prior')\n", - "ax.errorbar(g,exp_data[0],yerr=exp_data[1], marker='x', label='experimental data')\n", - "ax.plot(plot_g, mean_prior.flatten(), label='prior mean')\n", - "ax.plot(plot_g, map_prediction.flatten(), label='MAP prediction')\n", - "ax.set_ybound(-2,4)\n", - "ax.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e164f20c", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" - }, - "vscode": { - "interpreter": { - "hash": "c460bb57a9a9b1bc7b0784a6ba6310fee28c94e738a9746efe1113ef0eaab8cd" - } - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/docs/source/notebooks/Linear_BMM_with_step_function_for_SAMBA_models.ipynb b/docs/source/notebooks/Linear_BMM_with_step_function_for_SAMBA_models.ipynb deleted file mode 100644 index 32caf390..00000000 --- a/docs/source/notebooks/Linear_BMM_with_step_function_for_SAMBA_models.ipynb +++ /dev/null @@ -1,906 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "loose-scanner", - "metadata": {}, - "source": [ - "# Linear Bivariate BMM with SAMBA toy models : step mixing\n", - "\n", - "The best way to learn Taweret is to use it. You can run, modify and experiment with this notebook [on GitHub Codespaces](https://github.com/bandframework/Taweret)." - ] - }, - { - "cell_type": "markdown", - "id": "economic-dublin", - "metadata": {}, - "source": [ - "This notebook shows how to use the Bayesian model mixing package **Taweret** for a toy problem. \n", - "\n", - "Author : Dan Liyanage \n", - "\n", - "Date : 11/10/2022\n", - "\n", - "More about SAMBA toy models can be found in [Uncertainties here, there, and everywhere: interpolating between small- and large-g expansions using Bayesian Model Mixing](https://arxiv.org/abs/2206.04116)\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "after-peace", - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "import os\n", - "\n", - "# You will have to change the following imports depending on where you have \n", - "# the packages installed\n", - "\n", - "cwd = os.getcwd()\n", - "\n", - "# Get the first part of this path and append to the sys.path\n", - "tw_path = cwd.split(\"Taweret/\")[0] + \"Taweret\"\n", - "samba_path = tw_path + \"/subpackages/SAMBA\"\n", - "sys.path.append(tw_path)\n", - "sys.path.append(samba_path)\n", - "\n", - "# For plotting\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "sns.set_context('poster')\n", - "# To define priors. (uncoment if not using default priors)\n", - "#import bilby\n", - "\n", - "# For other operations\n", - "import numpy as np" - ] - }, - { - "cell_type": "markdown", - "id": "c33c9f9f", - "metadata": {}, - "source": [ - "## 1. Get toy models and the pseudo-experimental data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "loaded-machinery", - "metadata": {}, - "outputs": [], - "source": [ - "# Toy models from SAMBA\n", - "from Taweret.models import samba_models as toy_models\n", - "\n", - "m1 = toy_models.Loworder(2, 'uninformative')\n", - "m2 = toy_models.Highorder(2, 'uninformative')\n", - "truth = toy_models.TrueModel()\n", - "exp = toy_models.Data()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "lasting-spokesman", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/dananjayaliyanage/temp2/Taweret/Taweret/models/samba_models.py:333: RuntimeWarning: invalid value encountered in reciprocal\n", - " * self.x**(-2.0*self.order - 2)\n" - ] - } - ], - "source": [ - "g = np.linspace(0.1, 0.6, 10)\n", - "plot_g = np.linspace(0.01,1,100)\n", - "m1_prediction = m1.evaluate(plot_g)\n", - "m2_prediction = m2.evaluate(plot_g)\n", - "true_output = truth.evaluate(plot_g)\n", - "exp_data= exp.evaluate(g,error = 0.01)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "dimensional-greene", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "fig, ax_f = plt.subplots(figsize=(10,10))\n", - "ax_f.plot(plot_g, m1_prediction[0].flatten(), label='low order')\n", - "ax_f.plot(plot_g, m2_prediction[0].flatten(), label='high order')\n", - "ax_f.plot(plot_g, true_output[0], label='truth')\n", - "ax_f.scatter(g,exp_data[0], marker='x', label='experimental data')\n", - "ax_f.set_ylim(1.2,3.2)\n", - "ax_f.legend()" - ] - }, - { - "cell_type": "markdown", - "id": "limited-application", - "metadata": {}, - "source": [ - "## 2. Choose a Mixing method" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "2278f990", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from Taweret.core.base_model import BaseModel\n", - "isinstance(m1, BaseModel)" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "thorough-exercise", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "step mixing function has 1 free parameter(s)\n", - "Warning : Default prior is set to {'step_0': Uniform(minimum=0, maximum=1, name='step_0', latex_label='step_0', unit=None, boundary=None)}\n", - "To change the prior use `set_prior` method\n" - ] - } - ], - "source": [ - "# Mixing method\n", - "from Taweret.mix.bivariate_linear import BivariateLinear as BL\n", - "\n", - "models= {'low_order':m1,'high_order':m2}\n", - "mix_model = BL(models_dic=models, method='step')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "06f87f75", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "18aae651", - "metadata": {}, - "outputs": [], - "source": [ - "#uncoment to change the prior from the default\n", - "#priors = bilby.core.prior.PriorDict()\n", - "#priors['step_0'] = bilby.core.prior.Uniform(0, 1, name=\"step_0\")\n", - "#mix_model.set_prior(priors)" - ] - }, - { - "cell_type": "markdown", - "id": "bf7b6cc1", - "metadata": {}, - "source": [ - "## 3. Train to find posterior" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "fe5a0b6d", - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "15:29 bilby INFO : Running for label 'step_mix', output will be saved to 'outdir/samba_bivaraite'\n", - "15:29 bilby INFO : Search parameters:\n", - "15:29 bilby INFO : step_0 = Uniform(minimum=0, maximum=1, name='step_0', latex_label='step_0', unit=None, boundary=None)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The following settings were provided for sampler \n", - "{'sampler': 'ptemcee', 'ntemps': 5, 'nwalkers': 50, 'Tmax': 100, 'burn_in_fixed_discard': 50, 'nsamples': 2000, 'threads': 6, 'printdt': 60}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "15:29 bilby INFO : Single likelihood evaluation took 1.493e-03 s\n", - "15:29 bilby WARNING : Supplied argument 'printdt' not an argument of 'Ptemcee', removing.\n", - "15:29 bilby INFO : Using sampler Ptemcee with kwargs {'ntemps': 5, 'nwalkers': 50, 'Tmax': 100, 'betas': None, 'a': 2.0, 'adaptation_lag': 10000, 'adaptation_time': 100, 'random': None, 'adapt': False, 'swap_ratios': False}\n", - "15:29 bilby INFO : Using convergence inputs: ConvergenceInputs(autocorr_c=5, autocorr_tol=50, autocorr_tau=1, gradient_tau=0.1, gradient_mean_log_posterior=0.1, Q_tol=1.02, safety=1, burn_in_nact=50, burn_in_fixed_discard=50, mean_logl_frac=0.01, thin_by_nact=0.5, nsamples=2000, ignore_keys_for_tau=None, min_tau=1, niterations_per_check=5)\n", - "15:29 bilby INFO : Generating pos0 samples\n", - "15:29 bilby INFO : Starting to sample\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1|0:00:00|nc:1.2e+03|a0:0.20-1.00|swp:0.61-0.93|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.26ms/ev\n", - "2|0:00:00|nc:2.5e+03|a0:0.30-1.00|swp:0.58-0.94|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.36ms/ev\n", - 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bilby INFO : Finished sampling\n", - "15:31 bilby INFO : Writing checkpoint and diagnostics\n", - "15:31 bilby INFO : Finished writing checkpoint\n", - "15:31 bilby INFO : Walkers plot failed with exception cannot unpack non-iterable AxesSubplot object\n", - "15:31 bilby INFO : Sampling time: 0:02:10.442222\n", - "15:31 bilby INFO : Summary of results:\n", - "nsamples: 2100\n", - "ln_noise_evidence: nan\n", - "ln_evidence: 3.763 +/- 1.192\n", - "ln_bayes_factor: nan +/- 1.192\n", - "\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "y_exp = np.array(exp_data[0]).reshape(1,-1)\n", - "y_err = np.array(exp_data[1]).reshape(1,-1)\n", - "# The parameters are set to minimum values for computational ease.\n", - "# You should increase the ntemps, nwalkers and nsamples and see\n", - "# if your results are changing. If so keep increasing them\n", - "# until convergence of results. \n", - "\n", - "kwargs_for_sampler = {'sampler': 'ptemcee',\n", - " 'ntemps': 5,\n", - " 'nwalkers': 50,\n", - " 'Tmax': 100,\n", - " 'burn_in_fixed_discard': 50,\n", - " 'nsamples': 2000,\n", - " 'threads': 6,\n", - " 'printdt': 60}\n", - "\n", - "result = mix_model.train(x_exp=g, y_exp=y_exp, y_err=y_err, outdir = 'outdir/samba_bivaraite', label='step_mix',\n", - " kwargs_for_sampler=kwargs_for_sampler)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "e3fe8625", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Posterior of the mixing parameters. \n", - "result.plot_corner()" - ] - }, - { - "cell_type": "markdown", - "id": "384a6548", - "metadata": {}, - "source": [ - "## 4. Predictions" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "21e90f6b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(10000, 1)\n", - "using provided samples instead of posterior\n" - ] - } - ], - "source": [ - "_,mean_prior,CI_prior, _ = mix_model.prior_predict(plot_g, CI=[5,20,80,95])\n", - "_,mean,CI, _ = mix_model.predict(plot_g, CI=[5,20,80,95])" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "b186cbf5", - "metadata": {}, - "outputs": [], - "source": [ - "per5, per20, per80, per95 = CI\n", - "prior5, prior20, prior80, prior95 = CI_prior" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "853547e8", - "metadata": {}, - "outputs": [], - "source": [ - "# Map value prediction for the step mixing function parameter\n", - "map_prediction = mix_model.evaluate(mix_model.map, plot_g)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "3011804b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "sns.set_context('poster')\n", - "fig, ax = plt.subplots(figsize=(10,10))\n", - "ax.plot(plot_g, mean.flatten(), label='posterior mean')\n", - "ax.fill_between(plot_g,per5.flatten(),per95.flatten(),color=sns.color_palette()[4], alpha=0.2, label='90% C.I.')\n", - "ax.fill_between(plot_g,per20.flatten(),per80.flatten(), color=sns.color_palette()[4], alpha=0.3, label='60% C.I.')\n", - "ax.fill_between(plot_g,prior20.flatten(),prior80.flatten(),color=sns.color_palette()[2], alpha=0.2, label='60% C.I. Prior')\n", - "ax.scatter(g,exp_data[0], marker='x', label='experimental data')\n", - "ax.plot(plot_g, mean_prior.flatten(), label='prior mean')\n", - "ax.plot(plot_g, map_prediction.flatten(), label='MAP prediction')\n", - "ax.set_ybound(1,3)\n", - "ax.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "08ba4f41", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" - }, - "vscode": { - "interpreter": { - "hash": "c460bb57a9a9b1bc7b0784a6ba6310fee28c94e738a9746efe1113ef0eaab8cd" - } - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/docs/source/notebooks/Linear_BMM_with_switchcos_function_for_SAMBA_models.ipynb b/docs/source/notebooks/Linear_BMM_with_switchcos_function_for_SAMBA_models.ipynb deleted file mode 100644 index c8149f4b..00000000 --- a/docs/source/notebooks/Linear_BMM_with_switchcos_function_for_SAMBA_models.ipynb +++ /dev/null @@ -1,930 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "loose-scanner", - "metadata": {}, - "source": [ - "# Linear Bivariate BMM with SAMBA toy models : switchcos mixing\n", - "\n", - "The best way to learn Taweret is to use it. You can run, modify and experiment with this notebook [GitHub Codespaces](https://github.com/bandframework/Taweret)." - ] - }, - { - "cell_type": "markdown", - "id": "economic-dublin", - "metadata": {}, - "source": [ - "This notebook try to reproduce the work by **A. C. Semposki, R. J. Furnstahl, D. R. Phillips** in [Uncertainties here, there, and everywhere: interpolating between small- and large-g expansions using Bayesian Model Mixing](https://arxiv.org/abs/2206.04116) using the Bayesian model mixing package **Taweret**. \n", - "\n", - "**Author : Dan Liyanage**\n", - "\n", - "Date : 11/10/2022\n", - "\n", - "More about SAMBA toy models can be found in [Uncertainties here, there, and everywhere: interpolating between small- and large-g expansions using Bayesian Model Mixing](https://arxiv.org/abs/2206.04116)\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "favorite-fancy", - "metadata": {}, - "source": [ - "**Steps for Bayesian Model Mixing with Taweret**\n", - "\n", - " 1. Define your models using BayesModel class in `Taweret.core.bayesmodel` (Only if you want to bring in your own models)\n", - " 2. Choose a Mixing method (Avilable mixing methods can be found in Taweret/mix)\n", - " 3. Find the posterior for the mixture weights (parameters in the mixture function) and/or model parameters by training the mixed model. \n", - " 4. Make predictions! " - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "after-peace", - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "import os\n", - "\n", - "# You will have to change the following imports depending on where you have \n", - "# the packages installed\n", - "\n", - "cwd = os.getcwd()\n", - "\n", - "# Get the first part of this path and append to the sys.path\n", - "tw_path = cwd.split(\"Taweret/\")[0] + \"Taweret\"\n", - "samba_path = tw_path + \"/subpackages/SAMBA\"\n", - "sys.path.append(tw_path)\n", - "sys.path.append(samba_path)\n", - "\n", - "# For plotting\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "sns.set_context('poster')\n", - "# To define priors. (uncoment if not using default priors)\n", - "import bilby\n", - "\n", - "# For other operations\n", - "import numpy as np" - ] - }, - { - "cell_type": "markdown", - "id": "c33c9f9f", - "metadata": {}, - "source": [ - "## 1. Get toy models and the pseudo-experimental data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "loaded-machinery", - "metadata": {}, - "outputs": [], - "source": [ - "# Toy models from SAMBA\n", - "from Taweret.models import samba_models as toy_models\n", - "\n", - "m1 = toy_models.Loworder(2, 'uninformative')\n", - "m2 = toy_models.Highorder(2, 'uninformative')\n", - "truth = toy_models.TrueModel()\n", - "exp = toy_models.Data()\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "lasting-spokesman", - "metadata": {}, - "outputs": [], - "source": [ - "g = np.linspace(0.1, 0.6, 10)\n", - "plot_g = np.linspace(0.01,1,100)\n", - "m1_prediction = m1.evaluate(plot_g)\n", - "m2_prediction = m2.evaluate(plot_g)\n", - "true_output = truth.evaluate(plot_g)\n", - "exp_data= exp.evaluate(g,error = 0.01)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "dimensional-greene", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "fig, ax_f = plt.subplots(figsize=(10,10))\n", - "ax_f.plot(plot_g, m1_prediction[0].flatten(), label='low order')\n", - "ax_f.plot(plot_g, m2_prediction[0].flatten(), label='high order')\n", - "ax_f.plot(plot_g, true_output[0], label='truth')\n", - "ax_f.scatter(g,exp_data[0], marker='x', label='experimental data')\n", - "ax_f.set_ylim(1.2,3.2)\n", - "ax_f.legend()" - ] - }, - { - "cell_type": "markdown", - "id": "limited-application", - "metadata": {}, - "source": [ - "### 2. Choose a Mixing method" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "thorough-exercise", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "switchcos mixing function has 3 free parameter(s)\n", - "Warning : Default prior is set to {'switchcos_0': Uniform(minimum=0, maximum=1, name='switchcos_0', latex_label='switchcos_0', unit=None, boundary=None), 'switchcos_1': Uniform(minimum=0, maximum=1, name='switchcos_1', latex_label='switchcos_1', unit=None, boundary=None), 'switchcos_2': Uniform(minimum=0, maximum=1, name='switchcos_2', latex_label='switchcos_2', unit=None, boundary=None)}\n", - "To change the prior use `set_prior` method\n" - ] - } - ], - "source": [ - "# Mixing method\n", - "from Taweret.mix.bivariate_linear import BivariateLinear as BL\n", - "\n", - "models= {'low_order':m1,'high_order':m2}\n", - "mix_model = BL(models_dic=models, method='switchcos') " - ] - }, - { - "cell_type": "markdown", - "id": "f32d8cc2", - "metadata": {}, - "source": [ - "##### Need to speceify a constained prior for switchcos. g1 < g3 < g2\n", - "We follow Bilby documentation on how to specefy a prior with constraints\n", - "https://lscsoft.docs.ligo.org/bilby/prior.html#prior-constraints" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "bcbf725e", - "metadata": {}, - "outputs": [], - "source": [ - "# from scipy import stats \n", - "\n", - "# def luniform(theta, a, b):\n", - "\n", - "# if theta > a and theta < b:\n", - "# return 0.0\n", - "# else:\n", - "# return -np.inf\n", - "\n", - "# def lpdf(params):\n", - "# if len(params) == 3:\n", - "# #g1 truncated between (0, 0.35) \n", - "# g1 = luniform(params[0], 0.01, 0.3) + stats.norm.logpdf(params[0], 0.1, 0.05) #0.1 for 2 v 2, #0.1 for 5 v 5\n", - "# #g3 truncated between (g1, 0.35)\n", - "# g3 = luniform(params[2], params[0], 0.55) + stats.norm.logpdf(params[2], 0.4, 0.05) #0.4 for 2 v 2, #0.25 for 5 v 5\n", - "# #g2 truncated between (g3, 0.35)\n", - "# g2 = luniform(params[1], params[2], 0.8) + stats.norm.logpdf(params[1], 0.6, 0.05) #0.6 for 2 v 2, #0.4 for 5 v 5\n", - "# return (g1 + g2 + g3)\n", - "# else:\n", - "# print(params)\n", - "# raise ValueError('The number of parameters does not match any available switching function.')" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "a32b6e23", - "metadata": {}, - "outputs": [], - "source": [ - "from bilby.core.prior.joint import BaseJointPriorDist, JointPrior, JointPriorDistError\n", - "from samba.priors import Priors as samba_P\n", - "samba_prior = samba_P()\n", - "\n", - "\n", - "class custom_prior_switchcos(BaseJointPriorDist):\n", - " def __init__(self, names, bounds=None):\n", - " '''\n", - " A class defining prior for swithcos mixing method\n", - "\n", - " Parameters\n", - " ==========\n", - " names: list\n", - " A list of the parameter names in the prior\n", - " '''\n", - " super().__init__(names=names, bounds=bounds)\n", - " self.names=names\n", - " def ln_prob(self,value):\n", - " try:\n", - " n_sam = value.shape[1]\n", - " return [samba_prior.lpdf(x) for x in value]\n", - " except:\n", - " return samba_prior.lpdf(value)\n", - "\n", - " def _sample(self, size, **kwargs):\n", - " \"\"\"\n", - " Draw, and set, a sample for the switchcos parameter joint distribution\n", - "\n", - " Parameters\n", - " ==========\n", - " size: int\n", - " number of samples to generate, defaults to 1\n", - " \"\"\"\n", - " samps = np.zeros((size, len(self)))\n", - " samps[:,0] = np.random.uniform(0.12, 0.18, size)\n", - " samps[:,2] = np.random.uniform(0.19, 0.24, size)\n", - " samps[:,1] = np.random.uniform(0.25, 0.30, size)\n", - "\n", - " return samps\n", - "\n", - "class prior_switchcos(JointPrior):\n", - " def __init__(self, dist, name=None, latex_label=None, unit=None):\n", - " if not isinstance(dist, custom_prior_switchcos):\n", - " raise JointPriorDistError(\"dist object must be instance of custom_prior_switchcos\")\n", - " super().__init__(dist=dist, name=name, latex_label=latex_label, unit=unit)\n", - "\n", - "mvg = custom_prior_switchcos(names=['switchcos_0', 'switchcos_1', 'switchcos_2'], bounds=[[0.0,0.35],[0.0,0.35],[0.0,0.35]])\n", - "priors = bilby.core.prior.PriorDict()\n", - "priors['switchcos_0'] = prior_switchcos(mvg,'switchcos_0')\n", - "priors['switchcos_1'] = prior_switchcos(mvg,'switchcos_1')\n", - "priors['switchcos_2'] = prior_switchcos(mvg,'switchcos_2')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "6628b9c8", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'switchcos_0': __main__.prior_switchcos(dist=custom_prior_switchcos(names=['switchcos_0', 'switchcos_1', 'switchcos_2'], bounds={'switchcos_0': (0.0, 0.35), 'switchcos_1': (0.0, 0.35), 'switchcos_2': (0.0, 0.35)}), name='switchcos_0', latex_label='switchcos_0', unit=None),\n", - " 'switchcos_1': __main__.prior_switchcos(dist=custom_prior_switchcos(names=['switchcos_0', 'switchcos_1', 'switchcos_2'], bounds={'switchcos_0': (0.0, 0.35), 'switchcos_1': (0.0, 0.35), 'switchcos_2': (0.0, 0.35)}), name='switchcos_1', latex_label='switchcos_1', unit=None),\n", - " 'switchcos_2': __main__.prior_switchcos(dist=custom_prior_switchcos(names=['switchcos_0', 'switchcos_1', 'switchcos_2'], bounds={'switchcos_0': (0.0, 0.35), 'switchcos_1': (0.0, 0.35), 'switchcos_2': (0.0, 0.35)}), name='switchcos_2', latex_label='switchcos_2', unit=None)}" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mix_model.set_prior(priors)" - ] - }, - { - "cell_type": "markdown", - "id": "bf7b6cc1", - "metadata": {}, - "source": [ - "### 3. Train to find posterior" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "b3275a71", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'switchcos_0': __main__.prior_switchcos(dist=custom_prior_switchcos(names=['switchcos_0', 'switchcos_1', 'switchcos_2'], bounds={'switchcos_0': (0.0, 0.35), 'switchcos_1': (0.0, 0.35), 'switchcos_2': (0.0, 0.35)}), name='switchcos_0', latex_label='switchcos_0', unit=None),\n", - " 'switchcos_1': __main__.prior_switchcos(dist=custom_prior_switchcos(names=['switchcos_0', 'switchcos_1', 'switchcos_2'], bounds={'switchcos_0': (0.0, 0.35), 'switchcos_1': (0.0, 0.35), 'switchcos_2': (0.0, 0.35)}), name='switchcos_1', latex_label='switchcos_1', unit=None),\n", - " 'switchcos_2': __main__.prior_switchcos(dist=custom_prior_switchcos(names=['switchcos_0', 'switchcos_1', 'switchcos_2'], bounds={'switchcos_0': (0.0, 0.35), 'switchcos_1': (0.0, 0.35), 'switchcos_2': (0.0, 0.35)}), name='switchcos_2', latex_label='switchcos_2', unit=None)}" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mix_model.prior" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "fe5a0b6d", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "15:34 bilby INFO : Running for label 'switchcos_mix', output will be saved to 'outdir/samba_bivariate'\n", - "15:34 bilby INFO : Search parameters:\n", - "15:34 bilby INFO : switchcos_0 = __main__.prior_switchcos(dist=custom_prior_switchcos(names=['switchcos_0', 'switchcos_1', 'switchcos_2'], bounds={'switchcos_0': (0.0, 0.35), 'switchcos_1': (0.0, 0.35), 'switchcos_2': (0.0, 0.35)}), name='switchcos_0', latex_label='switchcos_0', unit=None)\n", - "15:34 bilby INFO : switchcos_1 = __main__.prior_switchcos(dist=custom_prior_switchcos(names=['switchcos_0', 'switchcos_1', 'switchcos_2'], bounds={'switchcos_0': (0.0, 0.35), 'switchcos_1': (0.0, 0.35), 'switchcos_2': (0.0, 0.35)}), name='switchcos_1', latex_label='switchcos_1', unit=None)\n", - "15:34 bilby INFO : switchcos_2 = __main__.prior_switchcos(dist=custom_prior_switchcos(names=['switchcos_0', 'switchcos_1', 'switchcos_2'], bounds={'switchcos_0': (0.0, 0.35), 'switchcos_1': (0.0, 0.35), 'switchcos_2': (0.0, 0.35)}), name='switchcos_2', latex_label='switchcos_2', unit=None)\n", - "15:34 bilby INFO : Single likelihood evaluation took 7.089e-04 s\n", - "15:34 bilby WARNING : Supplied argument 'printdt' not an argument of 'Ptemcee', removing.\n", - "15:34 bilby INFO : Using sampler Ptemcee with kwargs {'ntemps': 5, 'nwalkers': 50, 'Tmax': 100, 'betas': None, 'a': 2.0, 'adaptation_lag': 10000, 'adaptation_time': 100, 'random': None, 'adapt': False, 'swap_ratios': False}\n", - "15:34 bilby INFO : Using convergence inputs: ConvergenceInputs(autocorr_c=5, autocorr_tol=50, autocorr_tau=1, gradient_tau=0.1, gradient_mean_log_posterior=0.1, Q_tol=1.02, safety=1, burn_in_nact=50, burn_in_fixed_discard=50, mean_logl_frac=0.01, thin_by_nact=0.5, nsamples=2000, ignore_keys_for_tau=None, min_tau=1, niterations_per_check=5)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The following settings were provided for sampler \n", - "{'sampler': 'ptemcee', 'ntemps': 5, 'nwalkers': 50, 'Tmax': 100, 'burn_in_fixed_discard': 50, 'nsamples': 2000, 'threads': 6, 'printdt': 60}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "15:34 bilby INFO : Generating pos0 samples\n", - "15:34 bilby INFO : Starting to sample\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1|0:00:00|nc:1.2e+03|a0:0.20-1.00|swp:0.82-1.00|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.39ms/ev\n", - "2|0:00:01|nc:2.5e+03|a0:0.20-0.90|swp:0.80-0.99|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.41ms/ev\n", - "3|0:00:01|nc:3.8e+03|a0:0.27-0.87|swp:0.77-0.99|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.38ms/ev\n", - "4|0:00:01|nc:5.0e+03|a0:0.35-0.75|swp:0.77-0.99|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.33ms/ev\n", - "5|0:00:02|nc:6.2e+03|a0:0.28-0.76|swp:0.77-0.99|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.31ms/ev\n", - 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"15:36 bilby INFO : Writing checkpoint and diagnostics\n", - "15:36 bilby INFO : Finished writing checkpoint\n", - "15:36 bilby INFO : Sampling time: 0:02:20.135254\n", - "15:36 bilby ERROR : \n", - "\n", - "Saving the data has failed with the following message:\n", - "Object of type custom_prior_switchcos is not JSON serializable\n", - "Data has been dumped to /Users/dananjayaliyanage/temp2/Taweret/docs/source/notebooks/outdir/samba_bivariate/switchcos_mix_result.pkl.\n", - "\n", - "\n", - "15:36 bilby ERROR : \n", - "\n", - "Saving the data has failed with the following message:\n", - "Object of type custom_prior_switchcos is not JSON serializable\n", - "Data has been dumped to /Users/dananjayaliyanage/temp2/Taweret/docs/source/notebooks/outdir/samba_bivariate/switchcos_mix_result.pkl.\n", - "\n", - "\n", - "15:36 bilby INFO : Summary of results:\n", - "nsamples: 2600\n", - "ln_noise_evidence: nan\n", - "ln_evidence: 3.833 +/- 0.008\n", - "ln_bayes_factor: nan +/- 0.008\n", - "\n" - ] - } - ], - "source": [ - "y_exp = np.array(exp_data[0]).reshape(1,-1)\n", - "y_err = np.array(exp_data[1]).reshape(1,-1)\n", - "# The parameters are set to minimum values for computational ease.\n", - "# You should increase the ntemps, nwalkers and nsamples and see\n", - "# if your results are changing. If so keep increasing them\n", - "# until convergence of results. \n", - "\n", - "kwargs_for_sampler = {'sampler': 'ptemcee',\n", - " 'ntemps': 5,\n", - " 'nwalkers': 50,\n", - " 'Tmax': 100,\n", - " 'burn_in_fixed_discard': 50,\n", - " 'nsamples': 2000,\n", - " 'threads': 6,\n", - " 'printdt': 60}\n", - "result = mix_model.train(x_exp=g, y_exp=y_exp, y_err=y_err,outdir = 'outdir/samba_bivariate', label='switchcos_mix', \n", - " kwargs_for_sampler=kwargs_for_sampler)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "e3fe8625", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Posterior of the mixing parameters.\n", - "result.plot_corner()" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "6fe153db", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#corner plots\n", - "import corner\n", - "fig, axs = plt.subplots(3,3, figsize=(10,10), dpi=100)\n", - "corner.corner(mix_model.posterior,labels=['switchcos_0','switchcos_1', 'switchcos_2'],quantiles=[0.16, 0.5, 0.84],fig=fig)\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "id": "384a6548", - "metadata": {}, - "source": [ - "## 4. Predictions" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "21e90f6b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(10000, 3)\n", - "using provided samples instead of posterior\n" - ] - } - ], - "source": [ - "_,mean_prior,CI_prior, _ = mix_model.prior_predict(plot_g, CI=[5,20,80,95])\n", - "_,mean,CI, _ = mix_model.predict(plot_g, CI=[5,20,80,95])" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "b186cbf5", - "metadata": {}, - "outputs": [], - "source": [ - "per5, per20, per80, per95 = CI\n", - "prior5, prior20, prior80, prior95 = CI_prior" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "853547e8", - "metadata": {}, - "outputs": [], - "source": [ - "# Map value prediction for the step mixing function parameter\n", - "map_prediction = mix_model.evaluate(mix_model.map, plot_g)" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "124dfd39", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(2600, 100)\n" - ] - } - ], - "source": [ - "_,_,CI_weights,_=mix_model.predict_weights(plot_g, CI=[5,20, 80, 95])\n", - "perw_5, perw_20, perw_80, perw_95 = CI_weights" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "a75fc05c", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "using provided samples instead of posterior\n", - "(5000, 100)\n" - ] - } - ], - "source": [ - "prior_sample = np.array(list(priors.sample(5000).values())).T\n", - "_,_,CI_prior_weights,_=mix_model.predict_weights(plot_g, CI=[5,20, 80, 95], samples=prior_sample)\n", - "priorw_5, priorw_20, priorw_80, priorw_95 = CI_prior_weights" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "752a3a30", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'w')" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "fig, ax = plt.subplots(figsize=(10,10))\n", - "ax.fill_between(plot_g,perw_5,perw_95,color=sns.color_palette()[4], alpha=0.2, label='90% C.I.')\n", - "ax.fill_between(plot_g,perw_20,perw_80, color=sns.color_palette()[4], alpha=0.3, label='60% C.I.')\n", - "\n", - "ax.fill_between(plot_g,priorw_5,priorw_95,color=sns.color_palette()[2], alpha=0.2, label='90% C.I.Prior')\n", - "ax.fill_between(plot_g,priorw_20,priorw_80, color=sns.color_palette()[2], alpha=0.3, label='60% C.I. Prior')\n", - "\n", - "\n", - "w,_= mix_model.evaluate_weights(mix_model.map,plot_g)\n", - "ax.vlines(mix_model.map[0],0,1, linestyle='--', color=sns.color_palette()[1], label='swithcos_0')\n", - "ax.vlines(mix_model.map[1],0,1, linestyle='--', color=sns.color_palette()[2], label='swithcos_1')\n", - "ax.vlines(mix_model.map[2],0,1, linestyle='--', color=sns.color_palette()[3], label='swithcos_2')\n", - "ax.plot(plot_g, w, label='MAP')\n", - "ax.legend()\n", - "ax.set_title('The Mixing Function')\n", - "ax.set_xlabel('g')\n", - "ax.set_ylabel('w')" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "3011804b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 0, 'g')" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "sns.set_context('poster')\n", - "fig, ax = plt.subplots(figsize=(10,10))\n", - "ax.plot(plot_g, mean.flatten(), label='posterior mean')\n", - "ax.fill_between(plot_g,per5.flatten(),per95.flatten(),color=sns.color_palette()[4], alpha=0.2, label='90% C.I.')\n", - "ax.fill_between(plot_g,per20.flatten(),per80.flatten(), color=sns.color_palette()[4], alpha=0.3, label='60% C.I.')\n", - "ax.fill_between(plot_g,prior20.flatten(),prior80.flatten(),color=sns.color_palette()[2], alpha=0.2, label='60% C.I. Prior')\n", - "ax.scatter(g,exp_data[0], marker='x', label='experimental data')\n", - "ax.plot(plot_g, mean_prior.flatten(), label='prior mean')\n", - "ax.plot(plot_g, map_prediction.flatten(), label='MAP prediction')\n", - "ax.set_ybound(1,3)\n", - "ax.legend()\n", - "ax.set_xlabel('g')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0742c6e4", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" - }, - "vscode": { - "interpreter": { - "hash": "c460bb57a9a9b1bc7b0784a6ba6310fee28c94e738a9746efe1113ef0eaab8cd" - } - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/docs/source/notebooks/Linear_BMM_with_switchcos_function_for_SAMBA_models_Bilby_constrained_prior.ipynb b/docs/source/notebooks/Linear_BMM_with_switchcos_function_for_SAMBA_models_Bilby_constrained_prior.ipynb deleted file mode 100644 index 2f4b92dd..00000000 --- a/docs/source/notebooks/Linear_BMM_with_switchcos_function_for_SAMBA_models_Bilby_constrained_prior.ipynb +++ /dev/null @@ -1,961 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "loose-scanner", - "metadata": {}, - "source": [ - "# Linear Bivariate BMM with SAMBA toy models : switchcos mixing - bilby constrained priors\n", - "\n", - "The best way to learn Taweret is to use it. You can run, modify and experiment with this notebook on [GitHub Codespaces](https://github.com/bandframework/Taweret)." - ] - }, - { - "cell_type": "markdown", - "id": "economic-dublin", - "metadata": {}, - "source": [ - "This notebook shows how to use the Bayesian model mixing package **Taweret** for a toy problem. \n", - "\n", - "Author : Dan Liyanage \n", - "\n", - "Date : 11/10/2022\n", - "\n", - "More about SAMBA toy models can be found in [Uncertainties here, there, and everywhere: interpolating between small- and large-g expansions using Bayesian Model Mixing](https://arxiv.org/abs/2206.04116)\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "id": "favorite-fancy", - "metadata": {}, - "source": [ - "**Steps for Bayesian Model Mixing with Taweret**\n", - "\n", - " 1. Define your models using BayesModel class in `Taweret.core.bayesmodel` (Only if you want to bring in your own models)\n", - " 2. Choose a Mixing method (Avilable mixing methods can be found in Taweret/mix)\n", - " 3. Find the posterior for the mixture weights (parameters in the mixture function) and/or model parameters by training the mixed model. \n", - " 4. Make predictions! " - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "after-peace", - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "import os\n", - "\n", - "# You will have to change the following imports depending on where you have \n", - "# the packages installed\n", - "\n", - "cwd = os.getcwd()\n", - "\n", - "# Get the first part of this path and append to the sys.path\n", - "tw_path = cwd.split(\"Taweret/\")[0] + \"Taweret\"\n", - "samba_path = tw_path + \"/subpackages/SAMBA\"\n", - "sys.path.append(tw_path)\n", - "sys.path.append(samba_path)\n", - "\n", - "# For plotting\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "sns.set_context('poster')\n", - "# To define priors. (uncoment if not using default priors)\n", - "import bilby\n", - "\n", - "# For other operations\n", - "import numpy as np" - ] - }, - { - "cell_type": "markdown", - "id": "c33c9f9f", - "metadata": {}, - "source": [ - "## 1. Get toy models and the pseudo-experimental data" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "loaded-machinery", - "metadata": {}, - "outputs": [], - "source": [ - "# Toy models from SAMBA\n", - "from Taweret.models import samba_models as toy_models\n", - "\n", - "m1 = toy_models.Loworder(2, 'uninformative')\n", - "m2 = toy_models.Highorder(2, 'uninformative')\n", - "truth = toy_models.TrueModel()\n", - "exp = toy_models.Data()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "lasting-spokesman", - "metadata": {}, - "outputs": [], - "source": [ - "g = np.linspace(0.1, 0.6, 10)\n", - "plot_g = np.linspace(0.01,1,100)\n", - "m1_prediction = m1.evaluate(plot_g)\n", - "m2_prediction = m2.evaluate(plot_g)\n", - "true_output = truth.evaluate(plot_g)\n", - "exp_data= exp.evaluate(g,error = 0.01)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "dimensional-greene", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "fig, ax_f = plt.subplots(figsize=(10,10))\n", - "ax_f.plot(plot_g, m1_prediction[0].flatten(), label='low order')\n", - "ax_f.plot(plot_g, m2_prediction[0].flatten(), label='high order')\n", - "ax_f.plot(plot_g, true_output[0], label='truth')\n", - "ax_f.scatter(g,exp_data[0], marker='x', label='experimental data')\n", - "ax_f.set_ylim(1.2,3.2)\n", - "ax_f.legend()" - ] - }, - { - "cell_type": "markdown", - "id": "limited-application", - "metadata": {}, - "source": [ - "## 2. Choose a Mixing method" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "thorough-exercise", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "switchcos mixing function has 3 free parameter(s)\n", - "Warning : Default prior is set to {'switchcos_0': Uniform(minimum=0, maximum=1, name='switchcos_0', latex_label='switchcos_0', unit=None, boundary=None), 'switchcos_1': Uniform(minimum=0, maximum=1, name='switchcos_1', latex_label='switchcos_1', unit=None, boundary=None), 'switchcos_2': Uniform(minimum=0, maximum=1, name='switchcos_2', latex_label='switchcos_2', unit=None, boundary=None)}\n", - "To change the prior use `set_prior` method\n" - ] - } - ], - "source": [ - "# Mixing method\n", - "from Taweret.mix.bivariate_linear import BivariateLinear as BL\n", - "\n", - "models= {'low_order':m1,'high_order':m2}\n", - "mix_model = BL(models_dic=models, method='switchcos') " - ] - }, - { - "cell_type": "markdown", - "id": "f32d8cc2", - "metadata": {}, - "source": [ - "##### Need to speceify a constained prior for switchcos. g1 < g3 < g2\n", - "We follow Bilby documentation on how to specefy a prior with constraints\n", - "https://lscsoft.docs.ligo.org/bilby/prior.html#prior-constraints" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "18aae651", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'switchcos_0': TruncatedNormal(mu=0.1, sigma=0.05, minimum=0.01, maximum=0.3, name=None, latex_label=None, unit=None, boundary=None),\n", - " 'switchcos_1': TruncatedNormal(mu=0.6, sigma=0.05, minimum=0, maximum=0.8, name=None, latex_label=None, unit=None, boundary=None),\n", - " 'switchcos_2': TruncatedNormal(mu=0.4, sigma=0.05, minimum=0, maximum=0.55, name=None, latex_label=None, unit=None, boundary=None),\n", - " 'z_0': Constraint(minimum=0, maximum=1, name=None, latex_label=None, unit=None),\n", - " 'z_1': Constraint(minimum=0, maximum=1, name=None, latex_label=None, unit=None)}" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#uncoment to change the prior from the default\n", - "def convert_x_y_to_z(parameters):\n", - " \"\"\"\n", - " Function to convert between sampled parameters and constraint parameter.\n", - "\n", - " Parameters\n", - " ----------\n", - " parameters: dict\n", - " Dictionary containing sampled parameter values, 'theta_0', 'theta_1', 'theta_2'.\n", - "\n", - " Returns\n", - " -------\n", - " dict: Dictionary with constraint parameter 'z_0, z_1' added.\n", - " \"\"\"\n", - " converted_parameters = parameters.copy()\n", - " converted_parameters['z_0'] = parameters['switchcos_2'] - parameters['switchcos_0']\n", - " converted_parameters['z_1'] = parameters['switchcos_1'] - parameters['switchcos_2']\n", - " return converted_parameters\n", - "\n", - "from bilby.core.prior import PriorDict, Uniform, Constraint, TruncatedNormal\n", - "\n", - "priors = PriorDict(conversion_function=convert_x_y_to_z)\n", - "# priors['theta_0'] = Uniform(minimum=0.0, maximum=0.3)\n", - "# priors['theta_1'] = Uniform(minimum=0.0, maximum=0.55)\n", - "# priors['theta_2'] = Uniform(minimum=0.0, maximum=0.8)\n", - "\n", - "priors['switchcos_0'] = TruncatedNormal(0.1, 0.05, 0.01, 0.3)\n", - "priors['switchcos_1'] = TruncatedNormal(0.6, 0.05, 0, 0.8)\n", - "priors['switchcos_2'] = TruncatedNormal(0.4, 0.05, 0, 0.55)\n", - "priors['z_0'] = Constraint(minimum=0, maximum=1)\n", - "priors['z_1'] = Constraint(minimum=0, maximum=1)\n", - "mix_model.set_prior(priors)" - ] - }, - { - "cell_type": "markdown", - "id": "bf7b6cc1", - "metadata": {}, - "source": [ - "## 3. Train to find posterior" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "b3275a71", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "{'switchcos_0': TruncatedNormal(mu=0.1, sigma=0.05, minimum=0.01, maximum=0.3, name=None, latex_label=None, unit=None, boundary=None),\n", - " 'switchcos_1': TruncatedNormal(mu=0.6, sigma=0.05, minimum=0, maximum=0.8, name=None, latex_label=None, unit=None, boundary=None),\n", - " 'switchcos_2': TruncatedNormal(mu=0.4, sigma=0.05, minimum=0, maximum=0.55, name=None, latex_label=None, unit=None, boundary=None),\n", - " 'z_0': Constraint(minimum=0, maximum=1, name=None, latex_label=None, unit=None),\n", - " 'z_1': Constraint(minimum=0, maximum=1, name=None, latex_label=None, unit=None)}" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mix_model.prior" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "fe5a0b6d", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "15:53 bilby INFO : Running for label 'switchcos_mix_constrained', output will be saved to 'outdir/samba_bivariate'\n", - "15:53 bilby INFO : Search parameters:\n", - "15:53 bilby INFO : switchcos_0 = TruncatedNormal(mu=0.1, sigma=0.05, minimum=0.01, maximum=0.3, name=None, latex_label=None, unit=None, boundary=None)\n", - "15:53 bilby INFO : switchcos_1 = TruncatedNormal(mu=0.6, sigma=0.05, minimum=0, maximum=0.8, name=None, latex_label=None, unit=None, boundary=None)\n", - "15:53 bilby INFO : switchcos_2 = TruncatedNormal(mu=0.4, sigma=0.05, minimum=0, maximum=0.55, name=None, latex_label=None, unit=None, boundary=None)\n", - "15:53 bilby INFO : z_0 = Constraint(minimum=0, maximum=1, name=None, latex_label=None, unit=None)\n", - "15:53 bilby INFO : z_1 = Constraint(minimum=0, maximum=1, name=None, latex_label=None, unit=None)\n", - "15:53 bilby INFO : Single likelihood evaluation took 7.231e-04 s\n", - "15:53 bilby WARNING : Supplied argument 'printdt' not an argument of 'Ptemcee', removing.\n", - "15:53 bilby INFO : Using sampler Ptemcee with kwargs {'ntemps': 5, 'nwalkers': 50, 'Tmax': 100, 'betas': None, 'a': 2.0, 'adaptation_lag': 10000, 'adaptation_time': 100, 'random': None, 'adapt': False, 'swap_ratios': False}\n", - "15:53 bilby INFO : Using convergence inputs: ConvergenceInputs(autocorr_c=5, autocorr_tol=50, autocorr_tau=1, gradient_tau=0.1, gradient_mean_log_posterior=0.1, Q_tol=1.02, safety=1, burn_in_nact=50, burn_in_fixed_discard=50, mean_logl_frac=0.01, thin_by_nact=0.5, nsamples=2000, ignore_keys_for_tau=None, min_tau=1, niterations_per_check=5)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "The following settings were provided for sampler \n", - "{'sampler': 'ptemcee', 'ntemps': 5, 'nwalkers': 50, 'Tmax': 100, 'burn_in_fixed_discard': 50, 'nsamples': 2000, 'threads': 6, 'printdt': 60}\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "15:53 bilby INFO : Generating pos0 samples\n", - "15:53 bilby INFO : Starting to sample\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1|0:00:00|nc:1.2e+03|a0:0.20-1.00|swp:0.86-1.00|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.29ms/ev\n", - "2|0:00:00|nc:2.5e+03|a0:0.20-1.00|swp:0.88-1.00|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.29ms/ev\n", - "3|0:00:00|nc:3.8e+03|a0:0.20-0.87|swp:0.89-1.00|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.27ms/ev\n", - "4|0:00:01|nc:5.0e+03|a0:0.35-0.85|swp:0.88-0.99|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.24ms/ev\n", - "5|0:00:01|nc:6.2e+03|a0:0.40-0.88|swp:0.87-0.99|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.22ms/ev\n", - "6|0:00:01|nc:7.5e+03|a0:0.37-0.80|swp:0.88-0.99|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.22ms/ev\n", - "7|0:00:02|nc:8.8e+03|a0:0.40-0.77|swp:0.88-0.99|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.26ms/ev\n", - "8|0:00:02|nc:1.0e+04|a0:0.42-0.80|swp:0.88-0.99|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.26ms/ev\n", - "9|0:00:02|nc:1.1e+04|a0:0.44-0.76|swp:0.88-0.99|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.26ms/ev\n", - "10|0:00:03|nc:1.2e+04|a0:0.46-0.76|swp:0.88-0.99|n:nan<2000|t!nan(+nan,+nan)|q:inf|0.21ms/ev\n", - 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"391|0:02:55|nc:4.9e+05|a0:0.62-0.65|swp:0.86-1.00|n:2550<2000|t!2(+nan,+0.02)|q:1.00|0.34ms/ev\n", - "392|0:02:56|nc:4.9e+05|a0:0.62-0.65|swp:0.86-1.00|n:2600<2000|t=2(+0.02,+0.01)|q:1.00|0.37ms/ev\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "15:56 bilby INFO : Finished sampling\n", - "15:56 bilby INFO : Writing checkpoint and diagnostics\n", - "15:56 bilby INFO : Finished writing checkpoint\n", - "15:56 bilby INFO : Sampling time: 0:02:56.504275\n", - "15:56 bilby INFO : Summary of results:\n", - "nsamples: 2600\n", - "ln_noise_evidence: nan\n", - "ln_evidence: 4.483 +/- 0.001\n", - "ln_bayes_factor: nan +/- 0.001\n", - "\n" - ] - } - ], - "source": [ - "y_exp = np.array(exp_data[0]).reshape(1,-1)\n", - "y_err = np.array(exp_data[1]).reshape(1,-1)\n", - "# The parameters are set to minimum values for computational ease.\n", - "# You should increase the ntemps, nwalkers and nsamples and see\n", - "# if your results are changing. If so keep increasing them\n", - "# until convergence of results. \n", - "\n", - "kwargs_for_sampler = {'sampler': 'ptemcee',\n", - " 'ntemps': 5,\n", - " 'nwalkers': 50,\n", - " 'Tmax': 100,\n", - " 'burn_in_fixed_discard': 50,\n", - " 'nsamples': 2000,\n", - " 'threads': 6,\n", - " 'printdt': 60}\n", - "\n", - "result = mix_model.train(x_exp=g, y_exp=exp_data[0], y_err=exp_data[1],outdir = 'outdir/samba_bivariate', \n", - " label='switchcos_mix_constrained',\n", - " kwargs_for_sampler=kwargs_for_sampler)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "e3fe8625", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Posterior of the mixing parameters. \n", - "result.plot_corner()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "6fe153db", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#corner plots\n", - "import corner\n", - "fig, axs = plt.subplots(3,3, figsize=(10,10), dpi=100)\n", - "corner.corner(mix_model.posterior,labels=['switchcos_0','switchcos_1', 'switchcos_2'],quantiles=[0.16, 0.5, 0.84],fig=fig)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "384a6548", - "metadata": {}, - "source": [ - "### 4. Predictions" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "21e90f6b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(10000, 3)\n", - "using provided samples instead of posterior\n" - ] - } - ], - "source": [ - "_,mean_prior,CI_prior, _ = mix_model.prior_predict(plot_g, CI=[5,20,80,95])\n", - "_,mean,CI, _ = mix_model.predict(plot_g, CI=[5,20,80,95])" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "49053590", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1, 100)" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "mean.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "b186cbf5", - "metadata": {}, - "outputs": [], - "source": [ - "per5, per20, per80, per95 = CI\n", - "prior5, prior20, prior80, prior95 = CI_prior" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "853547e8", - "metadata": {}, - "outputs": [], - "source": [ - "# Map value prediction for the step mixing function parameter\n", - "map_prediction = mix_model.evaluate(mix_model.map, plot_g)" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "3011804b", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "%matplotlib inline\n", - "sns.set_context('poster')\n", - "fig, ax = plt.subplots(figsize=(10,10))\n", - "ax.plot(plot_g, mean.flatten(), label='posterior mean')\n", - "ax.fill_between(plot_g,per5.flatten(),per95.flatten(),color=sns.color_palette()[4], alpha=0.2, label='90% C.I.')\n", - "ax.fill_between(plot_g,per20.flatten(),per80.flatten(), color=sns.color_palette()[4], alpha=0.3, label='60% C.I.')\n", - "ax.fill_between(plot_g,prior20.flatten(),prior80.flatten(),color=sns.color_palette()[2], alpha=0.2, label='60% C.I. Prior')\n", - "ax.scatter(g,exp_data[0], marker='x', label='experimental data')\n", - "ax.plot(plot_g, mean_prior.flatten(), label='prior mean')\n", - "ax.plot(plot_g, map_prediction.flatten(), label='MAP prediction')\n", - "ax.set_ybound(1,3)\n", - "ax.legend()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "421a3140", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "d95cf3bf", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" - }, - "vscode": { - "interpreter": { - "hash": "c460bb57a9a9b1bc7b0784a6ba6310fee28c94e738a9746efe1113ef0eaab8cd" - } - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/docs/source/notebooks/N_Model_BMM.ipynb b/docs/source/notebooks/N_Model_BMM.ipynb deleted file mode 100644 index 9140f0b4..00000000 --- a/docs/source/notebooks/N_Model_BMM.ipynb +++ /dev/null @@ -1,379 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "ae16852d", - "metadata": {}, - "source": [ - "# Multivariate BMM for n = 3, ..., N models\n", - "\n", - "### Author: Alexandra Semposki\n", - "\n", - "### Date: 10 September 2023" - ] - }, - { - "cell_type": "markdown", - "id": "0a546b5b", - "metadata": {}, - "source": [ - "This tutorial notebook focuses on the N model case for the Multivariate BMM mixing technique. Let's get started!" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "e12dd7ca", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import matplotlib \n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "from matplotlib.ticker import AutoMinorLocator" - ] - }, - { - "cell_type": "markdown", - "id": "c3f01ddf", - "metadata": {}, - "source": [ - "We import the models we'll need from the package SAMBA (wrapped with Taweret) and import the Multivariate mixer from the `gaussian.py` file." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "d9adcfd7", - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "sys.path.append('../../../')\n", - "from Taweret.models.samba_models import *\n", - "from Taweret.mix.gaussian import *" - ] - }, - { - "cell_type": "markdown", - "id": "68aaa00c", - "metadata": {}, - "source": [ - "We pick the truncation orders we would like to investigate in our model mixing, and select which model will be using which truncation order. We're considering a toy model, which can be expanded in powers of a coupling constant $g$ or in $1/g$. This means that we need two different series: `loworder` represents the series expansion at small-$g$, and `highorder` the series expansion at large-$g$. " - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "803065a9", - "metadata": {}, - "outputs": [], - "source": [ - "#list of models to mix\n", - "orders=[3,5,7]\n", - "model_1 = Loworder(order=orders[0])\n", - "model_2 = Loworder(order=orders[1])\n", - "model_3 = Highorder(order=orders[2])" - ] - }, - { - "cell_type": "markdown", - "id": "753e88f5", - "metadata": {}, - "source": [ - "Now we compile these models into a dictionary that we can pass into Taweret." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "c477bd1e", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'1': , '2': , '3': } \n" - ] - } - ], - "source": [ - "#dict of models\n", - "models = {\n", - " \"1\": model_1,\n", - " \"2\": model_2,\n", - " \"3\": model_3\n", - "}\n", - "\n", - "print(models, type(models))" - ] - }, - { - "cell_type": "markdown", - "id": "0cd69bf3", - "metadata": {}, - "source": [ - "Now we would like to see the models we just saved, so we evaluate them at the input points we choose and plot each model individually, along with its 68\\% uncertainties." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "3a37ab43", - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "#predict functions for the plot\n", - "g = np.linspace(1e-6, 1.0, 100)\n", - "predict = []\n", - "\n", - "for i in models.keys():\n", - " predict.append(models[i].evaluate(g))" - ] - }, - { - "cell_type": "markdown", - "id": "4d36a698", - "metadata": {}, - "source": [ - "Now let's plot!" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "11b64a37", - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#basic plot to check choices\n", - "fig = plt.figure(figsize=(8,6), dpi=100)\n", - "ax = plt.axes()\n", - "ax.set_xlim(0.0,1.0)\n", - "ax.set_ylim(1.2,3.2)\n", - "ax.tick_params(axis='x', direction='in')\n", - "ax.tick_params(axis='y', direction='in')\n", - "ax.locator_params(nbins=8)\n", - "ax.xaxis.set_minor_locator(AutoMinorLocator())\n", - "ax.yaxis.set_minor_locator(AutoMinorLocator())\n", - "ax.set_title('SAMBA Models (N=3)')\n", - "\n", - "#truth\n", - "ax.plot(g, TrueModel().evaluate(g)[0].flatten(), 'k', label='True')\n", - "\n", - "#colour wheel\n", - "colors = ['r', 'm', 'b']\n", - "lines = ['dashed', 'dotted']\n", - "labels= [r'$N_s=3$', r'$N_s=5$', r'$N_l=7$']\n", - "\n", - "#models\n", - "for i in range(len(predict)):\n", - " ax.plot(g, predict[i][0].flatten(), color=colors[i], linestyle=lines[0], label=labels[i])\n", - "\n", - "#uncertainties\n", - "for i in range(len(predict)):\n", - " ax.plot(g, predict[i][0].flatten() - predict[i][1].flatten(), color=colors[i], linestyle=lines[1])\n", - " ax.plot(g, predict[i][0].flatten() + predict[i][1].flatten(), color=colors[i], linestyle=lines[1])\n", - "\n", - "ax.legend()" - ] - }, - { - "cell_type": "markdown", - "id": "999b4196", - "metadata": {}, - "source": [ - "Now we would like to mix. We call the Multivariate() class from Taweret and send it the input space and the models we created, instantiate an object, and then use the `predict` method in the Multivariate() class to mix the models and send back the mean, intervals, and standard deviation of the mixed model. " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "5566589c", - "metadata": { - "scrolled": false - }, - "outputs": [], - "source": [ - "#call bivariate method and mix\n", - "mixed = Multivariate(g, models)\n", - "posterior_draws, mixed_mean, mixed_intervals, std_dev = mixed.predict(ci=68)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "c5dd1a5a", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#plot to check mixed model\n", - "fig = plt.figure(figsize=(8,6), dpi=100)\n", - "ax = plt.axes()\n", - "ax.set_xlim(0.0,1.0)\n", - "ax.set_ylim(1.2,3.2)\n", - "ax.tick_params(axis='x', direction='in')\n", - "ax.tick_params(axis='y', direction='in')\n", - "ax.locator_params(nbins=8)\n", - "ax.xaxis.set_minor_locator(AutoMinorLocator())\n", - "ax.yaxis.set_minor_locator(AutoMinorLocator())\n", - "ax.set_title('SAMBA Models (N=3)')\n", - "\n", - "#truth\n", - "ax.plot(g, TrueModel().evaluate(g)[0].flatten(), 'k', label='True')\n", - "\n", - "#colour wheel\n", - "colors = ['r', 'm', 'b']\n", - "lines = ['dashed', 'dotted']\n", - "\n", - "#models\n", - "for i in range(len(predict)):\n", - " ax.plot(g, predict[i][0].flatten(), color=colors[i], linestyle=lines[0], label=labels[i])\n", - "\n", - "#uncertainties\n", - "for i in range(len(predict)):\n", - " ax.plot(g, predict[i][0].flatten() - predict[i][1].flatten(), color=colors[i], linestyle=lines[1])\n", - " ax.plot(g, predict[i][0].flatten() + predict[i][1].flatten(), color=colors[i], linestyle=lines[1])\n", - "\n", - "#mean and intervals\n", - "ax.plot(g, mixed_mean, 'g', label='Mixed model')\n", - "ax.fill_between(g, mixed_mean-std_dev, mixed_mean+std_dev,\n", - " zorder=i-5, facecolor='green', alpha=0.2, lw=0.6)\n", - "\n", - "ax.legend()" - ] - }, - { - "cell_type": "markdown", - "id": "f459d791", - "metadata": {}, - "source": [ - "Excellent! We have a mixed model for these three individual series expansions. Now we can add a GP as the third model (or more) if we desire. In Taweret, the user has all control over the models that they write to input. Hence, one can design any model one wishes to use, as long as it possesses the ability to produce a mean and a set of uncertainties at each point in the input space.\n", - "\n", - "Let's do one last thing, and look at the weights of these models individually below." - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "017893e8", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# plot the weights\n", - "weights = mixed.evaluate_weights()\n", - "fig = plt.figure(figsize=(8,6), dpi=100)\n", - "ax = plt.axes()\n", - "ax.set_xlim(0.0,1.0)\n", - "ax.set_ylim(0.0,1.0)\n", - "ax.tick_params(axis='x', direction='in')\n", - "ax.tick_params(axis='y', direction='in')\n", - "ax.locator_params(nbins=8)\n", - "ax.xaxis.set_minor_locator(AutoMinorLocator())\n", - "ax.yaxis.set_minor_locator(AutoMinorLocator())\n", - "ax.set_title('Weights')\n", - "\n", - "#colour wheel\n", - "colors = ['r', 'm', 'b']\n", - "lines = ['dashed', 'dotted']\n", - "\n", - "#models\n", - "for i in range(len(weights)):\n", - " ax.plot(g, weights[i], color=colors[i], label=labels[i])\n", - "\n", - "ax.legend()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.11" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/docs/source/notebooks/Trees_BMM_2D.ipynb b/docs/source/notebooks/Trees_BMM_2D.ipynb deleted file mode 100644 index 64172d0d..00000000 --- a/docs/source/notebooks/Trees_BMM_2D.ipynb +++ /dev/null @@ -1,978 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# BART BMM: 2D Example\n", - "### Author: John Yannotty\n", - "#### Date: 04/01/23" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This example demonstrates the BART-BMM model on a 2-dimensional example. For this example, assume the true system is defined by $$f_\\dagger(x) = \\sin(x_1) + \\cos(x_2),$$ over the domain $(x_1,x_2) \\in [-\\pi,\\pi]\\times [-\\pi,\\pi]$. Furthermore, consider a model set which defines $K$ simulators under consideration in terms of Taylor series expanions of $\\sin(x_1)$ and $\\cos(x_2)$. This example considers mixing two simulators, defined by $h_1(x)$ and $h_2(x)$ as shown below: " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "$$h_1(x) = \\sum_{j=0}^7 \\frac{s^{(j)}(x_1)}{j!}(x_1-\\pi)^j + \\sum_{k=0}^{10} \\frac{c^{(k)}(x_2)}{k!}(x_2-\\pi)^k$$\n", - "$$h_2(x) = \\sum_{j=0}^{13} \\frac{s^{(j)}(x_1)}{j!}(x_1+\\pi)^j + \\sum_{k=0}^6 \\frac{c^{(k)}(x_2)}{k!}(x_2+\\pi)^k,$$\n", - "\n", - "where $x = (x_1,x_2)$, $s^{(j)}(x_1)$ denotes the jth derivative of $\\sin(x_1)$, and $c^{(k)}(x_1)$ denotes the kth derivative of $\\cos(x_2)$. The simulator, $h_1(x)$ involves Taylor series expansions of $\\sin(x_1)$ and $\\cos(x_2)$ about $\\pi$. Meanwhile, $h_2(x)$ is constructed using two Taylor series expansions about $-\\pi$. " - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "# Basic imports\n", - "import sys\n", - "import numpy as np\n", - "import os\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.ticker as ticker\n", - "from scipy.stats import norm\n", - "from scipy.special import gamma\n", - "\n", - "\n", - "# Get the current directory and extract the Taweret part\n", - "# The current directory should be of the form /..../Taweret/docs/source/notebooks\n", - "# where /.../ corresponds to your local directories.\n", - "cwd = os.getcwd()\n", - "\n", - "# Get the first part of this path and append to the sys.path\n", - "tw_path = cwd.split(\"Taweret/\")[0] + \"Taweret\"\n", - "sys.path.append(tw_path)\n", - "\n", - "# Taweret imports\n", - "import Taweret.models.polynomial_models \n", - "from Taweret.models.polynomial_models import sin_exp, cos_exp, sin_cos_exp\n", - "from Taweret.mix.trees import Trees\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Training Data\n", - "\n", - "Prior to mixing, we can generate training data over a two-dimensional grid. This is done by first generating a set of training inputs using the `grid_2d_design(...)` function. The function generates points with a space filling design. The 2-dimensional input space is divided into a $n_1 \\times n_2$ grid. Then, an input $x = (x_1,x_2)$ is randomly generated in each rectangle of the grid. This results in a total of $n = n_1n_2$ training points. \n", - "\n", - "The training points are passed through the true function of $f_\\dagger(x) = \\sin(x_1) + \\cos(x_2)$. Then random noise is added to simulate observational data, $Y_1,\\ldots,Y_n$. The example below generates data from 80 training points, though one can easily use a smaller or larger training set. " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "## Functions for design points \n", - "# n1 = number of bins in the x1 dimension\n", - "# n2 = number of bins in the x2 dimension\n", - "# n = n1*n2 is the total training size\n", - "def grid_2d_design(n1,n2, xmin = [-1,-1], xmax = [1,1]):\n", - " # Generate n uniform rvs\n", - " n = n1*n2\n", - " ux = np.random.uniform(0,1,n)\n", - " uy = np.random.uniform(0,1,n)\n", - "\n", - " # Dimensions for each rectangle\n", - " x1_len = (xmax[0] - xmin[0])/n1\n", - " x2_len = (xmax[1] - xmin[1])/n2\n", - " xgrid = [[x, y] for x in range(n1) for y in range(n2)]\n", - " xgrid = np.array(xgrid).transpose()\n", - "\n", - " # Get points\n", - " x1 = ux*x1_len + x1_len*xgrid[0] + xmin[0]\n", - " x2 = uy*x2_len + x2_len*xgrid[1] + xmin[1]\n", - "\n", - " # Join data\n", - " xdata = np.array([x1,x2]).transpose()\n", - " return xdata" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The training inputs is generated over the rectanlge $[-\\pi,\\pi]^2$. The design points are shown in the figure below. Then, the observational data is independently generated according to \n", - "\n", - "$$Y_i \\sim N(f_\\dagger(x_i),\\sigma^2),$$\n", - "\n", - "where $x_i = (x_{i1},x_{i2})$ is the ith training input for $i=1,\\ldots,n$. In this example, $n = 80$." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Generate Data\n", - "nx1 = 10; nx2 = 8\n", - "n_train = nx1*nx2\n", - "x_train = grid_2d_design(nx1,nx2,[-np.pi,-np.pi],[np.pi,np.pi])\n", - "f0_train = np.sin(x_train.transpose()[0]) + np.cos(x_train.transpose()[1])\n", - "y_train = f0_train + np.random.normal(0,0.1,n_train)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The design of the experiment is shown below. Clearly the training points are spread out across the entire domain." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Visualize the \n", - "plt.scatter(x_train.transpose()[0],x_train.transpose()[1])\n", - "plt.title(\"Training Inputs\", size = 18)\n", - "plt.xlabel(\"$X_1$\")\n", - "plt.ylabel(\"$X_2$\")\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The Model Set\n", - "\n", - "Now we can visualize the three expansions under consideration. Each surface is shown below. Note, the plots are truncated in areas where the expansion diverges. This is done only for visual purposes.\n", - "\n", - "The first plot illustrates the true surface. This surface has various peaks and valleys across the input domain. We will see each simulator can be used to explain one of these features of the true surface. The plot is generated by evaluating $f_\\dagger(x)$ over a dense grid of points across the input domain." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the surfaces\n", - "n_test = 50\n", - "x1_test = np.outer(np.linspace(-np.pi, np.pi, n_test), np.ones(n_test))\n", - "x2_test = x1_test.copy().transpose()\n", - "f0_test = (np.sin(x1_test) + np.cos(x2_test))\n", - "x_test = np.array([x1_test.reshape(x1_test.size,),x2_test.reshape(x1_test.size,)]).transpose()\n", - "\n", - "# Define color map\n", - "cmap = plt.get_cmap('viridis')\n", - "\n", - "# Creating figure\n", - "fig = plt.figure(figsize =(14, 9))\n", - "ax = plt.axes(projection ='3d')\n", - " \n", - "# Creating plot\n", - "ax.plot_surface(x1_test, x2_test, f0_test, cmap = cmap, vmin = -2, vmax = 2)\n", - "plt.title(\"True System\", size = 20)\n", - "plt.xlabel(\"$X_1$\", size = 14)\n", - "plt.ylabel(\"$X_2$\", size = 14)\n", - "ax.set_zlim([-2,2])\n", - "\n", - "# show plot\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we can view the two simulators we wish to mix. The first simulator is comprised of two Taylor series expansions centeres about $\\pi$, hence it provides higher fidelity predictions in the upper right corner of the domain. The second simulator is comprised of two Taylor series expansions centeres about $-\\pi$. Additionally, its Taylor series expansion of $\\sin(x)$ is a high-fidelity approximation across the entire interval of $[\\pi,\\pi]$. Hence $h_2(x)$ provides higher fidelity predictions in the bottom half of the domain. \n", - "\n", - "The surfaces produced by each simulator are shown below." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### The $h_1(x)$ surface\n", - "\n", - "The first expansion is shown below. The predicted surface is accurate for points $(x_1,x_2)$ close to the point $(\\pi,\\pi)$. Based on the plot below, we can see the first expansion is designed to approximate the peak of the true system in this upper right corner of the domain. Meanwhile, the prediction diverges as $x_1$ or $x_2$ moves away from $\\pi$. Note for visual purposes, the plot below truncates the approximation in these diverging regions. " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the first simulator\n", - "sin7 = sin_exp(7,np.pi)\n", - "cos10 = cos_exp(10,np.pi)\n", - "\n", - "h1_sin = sin7.evaluate(x1_test.transpose()[0])[0]\n", - "h1_cos = cos10.evaluate(x1_test.transpose()[0])[0]\n", - "\n", - "h1_sin_grid = np.outer(h1_sin, np.ones(n_test))\n", - "h1_cos_grid = np.outer(h1_cos, np.ones(n_test)).transpose()\n", - "\n", - "h1_test = h1_sin_grid + h1_cos_grid\n", - "\n", - "# Subset the data for the plot (only for visualization)\n", - "h1_test_filter = h1_test.copy()\n", - "for i in range(n_test):\n", - " h1_test_filter[i][np.where(h1_test_filter[i]>3)] = 3.05\n", - " h1_test_filter[i][np.where(h1_test_filter[i]<-3)] = -3.05\n", - " \n", - "# Creating figure\n", - "fig = plt.figure(figsize =(14, 9))\n", - "ax = plt.axes(projection ='3d')\n", - " \n", - "# Creating plot\n", - "ax.plot_surface(x2_test, x1_test, h1_test_filter, cmap = cmap, vmin = -2, vmax = 2)\n", - "ax.set_zlim([-3,3])\n", - "ax.set_xlim([-np.pi,np.pi])\n", - "ax.set_ylim([-np.pi,np.pi])\n", - "plt.title(\"$h_1(x)$ -- (truncated)\", size = 20)\n", - "plt.xlabel(\"$X_2$\", size = 14)\n", - "plt.ylabel(\"$X_1$\", size = 14)\n", - "\n", - "# show plot\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### The $h_2(x)$ surface\n", - "\n", - "The second expansion is shown below. The predicted surface is accurate for points $(x_1,x_2)$ close to the point $(-\\pi,-\\pi)$. Additionally, the expansion of $\\sin(x_1)$ is a high-fidelity apprixmation of $\\sin(x_1)$ across the interval $[-\\pi,\\pi]$. Hence, from the plot below, $h_2(x)$ can be used to approximate the valley and curvature in the true function for points in the bottom region of the domain. Once again, the surface is truncated for visual purposes in regions where the expansion diverges. " - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the second simulator\n", - "sin13 = sin_exp(13,-np.pi)\n", - "cos6 = cos_exp(6,-np.pi)\n", - "\n", - "h2_sin = sin13.evaluate(x1_test.transpose()[0])[0]\n", - "h2_cos = cos6.evaluate(x1_test.transpose()[0])[0]\n", - "\n", - "h2_sin_grid = np.outer(h2_sin, np.ones(n_test))\n", - "h2_cos_grid = np.outer(h2_cos, np.ones(n_test)).transpose()\n", - "\n", - "h2_test = h2_sin_grid + h2_cos_grid\n", - "\n", - "# Subset the data for the plot (only for visualization)\n", - "h2_test_filter = h2_test.copy()\n", - "for i in range(n_test):\n", - " h2_test_filter[i][np.where(h2_test_filter[i]>3)] = 3.05\n", - " h2_test_filter[i][np.where(h2_test_filter[i]<-3)] = -3.05\n", - "\n", - "\n", - "# Creating figure\n", - "fig = plt.figure(figsize =(14, 9))\n", - "ax = plt.axes(projection ='3d')\n", - " \n", - "# Creating plot\n", - "ax.set_zlim([-4,2])\n", - "ax.plot_surface(x1_test, x2_test, h2_test_filter,cmap = cmap, vmin = -2, vmax = 2)\n", - "plt.title(\"$h_2(x)$ -- (truncated)\", size = 20)\n", - "plt.xlabel(\"$X_1$\", size = 14)\n", - "plt.ylabel(\"$X_2$\", size = 14)\n", - "\n", - "# show plot\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Alternatively, we can view the accuracy of each individual Taylor Series expansions. The top two expansions are added together to obtain the first simulator, while the second two expansions are added together to obtain the second simulator. The following observations are made:\n", - "\n", - "* The top two plots suggest the first simulator $h_1(x)$, is an accurate approximation of the true function for positive $x_1$ and $x_2$.\n", - "\n", - "* The bottom two plots suggest the second simulator $h_2(x)$, is an accurate approximation of the true function for negative $x_2$ and any $x_1$.\n", - "\n", - "Hence, we expect $h_1(x)$ to be influential in the upper right corner of the domain and $h_2(x)$ to be influential in the bottom half of the domain. These results should be reflected in the final posterior weights for the mixed model. " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the marginal effects of each expansion\n", - "exp_list = [h1_sin, h1_cos, h2_sin, h2_cos]\n", - "exp_title = [\"7th Order Expansion of $\\sin(x_1)$ \\n about $\\pi$\",\"10th Order Expansion of $\\cos(x_2)$ \\n about $\\pi$\",\\\n", - " \"13th Order Expansion of $\\sin(x_1)$ \\n about $-\\pi$ \", \"6th Order Expansion of $\\cos(x_2)$ \\n about $-\\pi$\"]\n", - "\n", - "k = 0\n", - "fig, ax = plt.subplots(2,2,figsize = (12,13))\n", - "for i in range(2):\n", - " if i == 0:\n", - " exp_color = 'red'\n", - " else:\n", - " exp_color = 'blue'\n", - " for j in range(2):\n", - " if j == 0:\n", - " ax[i][j].plot(x1_test.transpose()[0], np.sin(x1_test.transpose()[0]), color = 'black')\n", - " exp_label = \"$\\sin(x_1)$\"\n", - " else:\n", - " ax[i][j].plot(x1_test.transpose()[0], np.cos(x1_test.transpose()[0]), color = 'black')\n", - " exp_label = \"$\\cos(x_2)$\"\n", - "\n", - " ax[i][j].plot(x1_test.transpose()[0], exp_list[k], color = exp_color)\n", - " ax[i][j].set_ylim(-5,5)\n", - " ax[i][j].set_ylabel(\"$f(x_\"+str(j+1)+ \")$\")\n", - " ax[i][j].set_xlabel(\"$x_\"+str(j+1)+\"$\")\n", - " ax[i][j].set_title(exp_title[k])\n", - " ax[i][j].legend([exp_label, \"Taylor Series\"],loc = \"lower right\")\n", - " # Increment total plot index\n", - " k = k + 1\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## The BART BMM Model\n", - "\n", - "This section demonstrates how to train the BMM model for the 2D example. Note, it is assumed the software has been installed prior to running this notebook. \n", - "\n", - "**If the software has not yet been installed, please follow the instructions listed in the Installaion section of the Taweret Documentation page.** " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The BART-BMM model is trained using the following steps. \n", - "\n", - "1. Define the model set using the three lines of code shown below. The first two lines defines a class instance for each Taylor series expansion. The third line of code defines the model set. " - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the model set\n", - "h1 = sin_cos_exp(7,10,np.pi,np.pi)\n", - "h2 = sin_cos_exp(13,6,-np.pi,-np.pi)\n", - "model_dict = {'model1':h1, 'model2':h2}" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "2. Define the class instance of the BART-BMM using the `Trees` class. For this example, the class instance is called `mix`.\n", - "\n", - "3. Set the prior information using the `set_prior()` method. A discussion of the hyperparameters and tuning parameters used in `set_prior()` can be found in the next subsection.\n", - "\n", - "4. Fit the model using the `train()`. This requires the user to pass in the data and relevant MCMC arguments. " - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Results stored in temporary path: /tmp/openbtpy_xhcsdpin\n", - "Running model...\n" - ] - } - ], - "source": [ - "# Fit the BMM Model\n", - "# Initialize the Trees class instance\n", - "mix = Trees(model_dict = model_dict)\n", - "\n", - "# Set prior information\n", - "mix.set_prior(k=2.5,ntree=30,overallnu=5,overallsd=0.01,inform_prior=False)\n", - "\n", - "# Train the model\n", - "fit = mix.train(X=x_train, y=y_train, ndpost = 10000, nadapt = 2000, nskip = 2000, adaptevery = 500, minnumbot = 4)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "5. Obtain the predictions from the mixed function and the corresponding weight functions using the methods `predict()` and `predict_weights()`, respectively. Both methods require an array of test points and a confidence level." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "# Get predictions\n", - "ppost, pmean, pci, pstd = mix.predict(X = x_test, ci = 0.95)\n", - "wpost, wmean, wci, wstd = mix.predict_weights(X = x_test, ci = 0.95)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Setting Prior Distibutions\n", - "\n", - "Two of the priors in the BART model are described below. The descriptions are followed by plots of the prior densities at various settings of the hyperparameters. \n", - "\n", - "#### The weight function prior\n", - "\n", - "Each of the $K$ weight functions are regularized via a Gaussian prior. Assuming an ensemble of $m$ trees are used to learn the weight functions, the prior for each weight is defined by \n", - "\n", - "$$w_l(x) \\mid \\mathcal{T} \\sim N(0.5, m\\tau^2), \\quad l = 1,\\ldots,K,$$\n", - "\n", - "where $K$ is the number of models under consideration and $\\mathcal{T} = T_1,\\ldots,T_m$ is the set of trees. Meanwhile, $\\tau$ is specified as \n", - "\n", - "$$\\tau = \\frac{1}{2k\\sqrt{m}},$$\n", - "\n", - "where $k$ is a tuning parameter. Increasing $k$ limits the flexibility of each weight and concentrates the prior of each weight around the central point of 0.5. \n", - "\n", - "#### The error variance prior\n", - "\n", - "The error variance is assigned a scaled inverse chi-square distribution, dentoed by $\\;\\sigma^2 \\sim \\lambda\\nu/\\chi^2_\\nu$. The hyperparameters of $\\nu$ and $\\lambda$ control the shape and scale of the prior respectively. Increasing $\\nu$ will result in a prior with a higher peak, while increasing $\\lambda$ will shift the prior to the right.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Define different values for m*tau^2\n", - "mtau2_vec = 0.25*np.array([1,1/4,1/9,1/16])\n", - "\n", - "# Evaluate the weight prior density of a grid of points\n", - "w_grid = np.arange(-0.2,1.2,0.001)\n", - "wprior1 = norm.pdf(w_grid, 0.5, np.sqrt(mtau2_vec[0]))\n", - "wprior2 = norm.pdf(w_grid, 0.5, np.sqrt(mtau2_vec[1]))\n", - "wprior3 = norm.pdf(w_grid, 0.5, np.sqrt(mtau2_vec[2]))\n", - "wprior4 = norm.pdf(w_grid, 0.5, np.sqrt(mtau2_vec[3]))\n", - "\n", - "# Now evaluate the variance prior\n", - "def scaled_inv_chi2(sig2, nu, lam):\n", - " den = (lam*nu/2)**(nu/2)/(gamma(nu/2)*sig2**(1+nu/2))*np.exp(-nu*lam/(2*sig2))\n", - " return den\n", - "\n", - "s_grid = np.arange(0.001,0.1,0.001)\n", - "sprior1 = scaled_inv_chi2(s_grid, 5, 0.01)\n", - "sprior2 = scaled_inv_chi2(s_grid, 5, 0.05)\n", - "sprior3 = scaled_inv_chi2(s_grid, 10, 0.01)\n", - "sprior4 = scaled_inv_chi2(s_grid, 10, 0.05)\n", - "\n", - "\n", - "# Plot the prior\n", - "fig, ax = plt.subplots(1,2, figsize = (12,5))\n", - "ax[0].plot(w_grid, wprior1, color = 'red')\n", - "ax[0].plot(w_grid, wprior2, color = 'blue')\n", - "ax[0].plot(w_grid, wprior3, color = 'green')\n", - "ax[0].plot(w_grid, wprior4, color = 'orange')\n", - "ax[0].set_title(\"Weight Prior\")\n", - "ax[0].set_xlabel(\"Wl(x)\")\n", - "ax[0].set_ylabel(\"Density\")\n", - "ax[0].legend([\"k=1\",\"k=2\",\"k=3\",\"k=4\"], loc = \"upper right\")\n", - "\n", - "# Plot the prior\n", - "ax[1].plot(s_grid, sprior1, color = 'red')\n", - "ax[1].plot(s_grid, sprior2, color = 'blue')\n", - "ax[1].plot(s_grid, sprior3, color = 'green')\n", - "ax[1].plot(s_grid, sprior4, color = 'orange')\n", - "ax[1].set_title(\"Error Variance Prior\")\n", - "ax[1].set_xlabel(\"Sigma2\")\n", - "ax[1].set_ylabel(\"Density\")\n", - "ax[1].legend([\"(5,0.01)\",\"(5,0.5)\",\"(10,0.01)\",\"(10,0.5)\"], loc = \"upper right\", title = \"$(\\\\nu, \\lambda)$\")\n", - "\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Predictions \n", - "\n", - "The resulting predicted system is shown below. The prediction is very accurate across the domain and is able to recover the peaks and valleys of the true function. The prediction struggles along the edges when one or both simulators diverge. For instance, a poor prediction is seen in the top left corner of the domain where both simulators are inaccurate and minimal training data is present. " - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(-2.5, 2.5)" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Create Figure\n", - "fig = plt.figure(figsize = (16,8))\n", - "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", - "ax.plot_surface(x1_test, x2_test, f0_test, cmap = cmap, vmin = -2, vmax = 2)\n", - "ax.set_title(\"True System\", size = 20)\n", - "ax.set_xlabel(\"$x_1$\", size = 14)\n", - "ax.set_ylabel(\"$x_2$\", size = 14)\n", - "ax.set_zlim([-2.5,2.5])\n", - "\n", - "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", - "ax.plot_surface(x1_test, x2_test, pmean.reshape(x1_test.shape), cmap = cmap, vmin = -2, vmax = 2)\n", - "ax.set_title(\"Predicted System\", size = 20)\n", - "ax.set_xlabel(\"$x_1$\", size = 14)\n", - "ax.set_ylabel(\"$x_2$\", size = 14)\n", - "ax.set_zlim([-2.5,2.5])\n" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.2786419798806438" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Get the training error\n", - "np.sqrt(np.mean((pmean - f0_test.reshape(pmean.shape))**2))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Another way to visually compare the posterior mean prediction and the true system is by a heat map, as shown below. From this, we can see the posterior mean prediction accurately predicts the true system across the majority of the domain. Additionally, the prediction idenitifies the main feautres of the true system that align with the expansions under consideration. Specifically, the BART-based prediction adequately identifies the peak of the system (yellow) and the two saddle points (dark blue). The saddle point in the bottom left corner of the domain is accurately recovered due to the information in the 2nd expansion and the observational data. Meanwhile, the prediction of saddle point in the upper left corner has some noticeable error because neither expansion is accurate in this region and only a few data points are present. " - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Heat map comparing the surfaces\n", - "fig, ax = plt.subplots(1,2, figsize = (12,5))\n", - "\n", - "pcm1 = ax[0].pcolormesh(f0_test.transpose(),cmap = cmap, vmin = -2.5, vmax = 2.5)\n", - "ax[0].set_title(\"True System\", size = 18)\n", - "ax[0].set(xlabel = \"$x_1$\", ylabel = \"$x_2$\")\n", - "ax[0].xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[0].xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "ax[0].yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[0].yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "fig.colorbar(pcm1,ax = ax[0])\n", - "\n", - "\n", - "# Predicted mean\n", - "pcm2 = ax[1].pcolormesh(pmean.reshape(x1_test.shape).transpose(),cmap = cmap, vmin = -2.5, vmax = 2.5)\n", - "ax[1].set_title(\"Posterior Mean Prediction\", size = 18)\n", - "ax[1].set(xlabel = \"$x_1$\", ylabel = \"$x_2$\")\n", - "ax[1].xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[1].xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "ax[1].yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[1].yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "\n", - "fig.colorbar(pcm2,ax = ax[1])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Next, we can view the upper and lower bounds from the corresponding 95% credible interval of the prediction. Bassed on the plots below, it appears minimal uncertainty exists across the areas where at least one expansion is accurate. The uncertainty is quite large in the upper left corner due to the sparce data in this region and the diverging expansions. " - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Lower bound\n", - "cmap_blues = plt.get_cmap(\"Blues\")\n", - "fig, ax = plt.subplots(1,3, figsize = (18,5))\n", - "\n", - "pcm0 = ax[0].pcolormesh(pci[0].reshape(x1_test.shape).transpose(),cmap = cmap, vmin = -2.5, vmax = 2.5)\n", - "ax[0].set_title(\"Lower Bound of Posterior Prediction\", size = 14)\n", - "ax[0].set(xlabel = \"$x_1$\", ylabel = \"$x_2$\")\n", - "ax[0].xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[0].xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "ax[0].yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[0].yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "fig.colorbar(pcm0,ax = ax[0])\n", - "\n", - "\n", - "# Upper bound\n", - "pcm1 = ax[1].pcolormesh(pci[1].reshape(x1_test.shape).transpose(),cmap = cmap, vmin = -2.5, vmax = 2.5)\n", - "ax[1].set_title(\"Upper Bound of Posterior Prediction\", size = 14)\n", - "ax[1].set(xlabel = \"$x_1$\", ylabel = \"$x_2$\")\n", - "ax[1].xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[1].xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "ax[1].yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[1].yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "fig.colorbar(pcm1,ax = ax[1])\n", - "\n", - "\n", - "# CI Width\n", - "pcm2 = ax[2].pcolormesh((pci[1].reshape(x1_test.shape) - pci[0].reshape(x1_test.shape)).transpose(),cmap = cmap_blues, vmin = 0, vmax = 5)\n", - "ax[2].set_title(\"Width of 95% Credible Intervals\", size = 14)\n", - "ax[2].set(xlabel = \"$x_1$\", ylabel = \"$x_2$\")\n", - "ax[2].xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[2].xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "ax[2].yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[2].yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "fig.colorbar(pcm2,ax = ax[2])\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, we can plot the mean residual, which is defined as $\\hat{r}(x) = f_\\dagger(x) - \\hat{f}_\\dagger(x)$. Clearly, the majority of the prediction error is atrributed to the upper left corner, wehere both expansions diverge. " - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Residual Plots\n", - "cmap_rb = plt.get_cmap(\"RdBu\")\n", - "fig, ax = plt.subplots(1,1, figsize = (6,5))\n", - "\n", - "pcm1 = ax.pcolormesh((f0_test - pmean.reshape(x1_test.shape)).transpose(),cmap = cmap_rb, vmin = -2.5, vmax = 2.5)\n", - "ax.set_title(\"Posterior Mean Residuals\", size = 20)\n", - "ax.set(xlabel = \"$x_1$\", ylabel = \"$x_2$\")\n", - "ax.xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax.xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "ax.yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax.yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "\n", - "fig.colorbar(pcm1,ax = ax)\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Weight Functions\n", - "\n", - "The mean weight functions for both simulators are shown below. Both weight functions take higher values when the corresponding simulator provides a higher-fidelity approximation. Note, the patterns in the weight functions match the intuition about where each simulator is locally accurate or inaccurate as previously described. " - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cmap_hot = plt.get_cmap('hot')\n", - "w1 = wmean.transpose()[0]\n", - "w2 = wmean.transpose()[1]\n", - "\n", - "w1_mean = wmean.transpose()[0]\n", - "w1_mean = w1_mean.reshape(x1_test.shape).transpose()\n", - "\n", - "w2_mean = wmean.transpose()[1]\n", - "w2_mean\n", - "w2_mean = w2_mean.reshape(x1_test.shape).transpose()\n", - "\n", - "fig, ax = plt.subplots(1,2, figsize = (12,5))\n", - "pcm0 = ax[0].pcolormesh(w1_mean,cmap = cmap_hot, vmin = -0.05, vmax = 1.05)\n", - "ax[0].set_title(\"Posterior Mean of $w_1(x)$\", size = 20)\n", - "ax[0].set(xlabel = \"$x_1$\", ylabel = \"$x_2$\")\n", - "ax[0].xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[0].xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "ax[0].yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[0].yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "fig.colorbar(pcm0,ax = ax[0])\n", - "\n", - "pcm1 = ax[1].pcolormesh(w2_mean,cmap = cmap_hot, vmin = -0.05, vmax = 1.05)\n", - "ax[1].set_title(\"Posterior Mean of $w_2(x)$\", size = 20)\n", - "ax[1].set(xlabel = \"$x_1$\", ylabel = \"$x_2$\")\n", - "ax[1].xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[1].xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "ax[1].yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[1].yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "\n", - "fig.colorbar(pcm1,ax = ax[1])\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Error Standard Deviation\n", - "Finally, the posterior distribution of the error distribution is shown below. The resulting posterior concentrates about the true value of 0.1. This means, the error standard deviation is accurately recovered with small uncertainty. " - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the posterior of the error standard deviation\n", - "mix.plot_sigma()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Conclusions\n", - "\n", - "* The BART-BMM model can combine two expansions uisng observational data to obtain improved global prediction and interpretation.\n", - "\n", - "* The mixed-prediction is accurate across the entire domain outisde of the upper left corner, where both expansions diverge.\n", - "\n", - "* The weight functions are adaptively learned by an ensemble of trees.\n", - "\n", - "* A weight function takes values closer to 1 in areas where the corresponding expansion is accurate. Meanwhile, it takes values near 0 when the expansion is innaccurate.\n", - "\n", - "* The true error standard deviation of 0.10 is accurately recovered.\n", - "\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/source/notebooks/Trees_BMM_2D_K_models.ipynb b/docs/source/notebooks/Trees_BMM_2D_K_models.ipynb deleted file mode 100644 index 3012309c..00000000 --- a/docs/source/notebooks/Trees_BMM_2D_K_models.ipynb +++ /dev/null @@ -1,823 +0,0 @@ -{ - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# BART BMM: 2D Inputs with K Models\n", - "### Author: John Yannotty\n", - "#### Date: 05/05/23" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "This example demonstrates the BART-BMM model on a 2-dimensional example with three different simulators. Assume the true system is defined by $$f_\\dagger(x) = \\sin(x_1) + \\cos(x_2),$$ over the domain $(x_1,x_2) \\in [-\\pi,\\pi]\\times [-\\pi,\\pi]$. Furthermore, consider a model set which defines $3$ simulators under consideration in terms of Taylor series expanions of $\\sin(x_1)$ and $\\cos(x_2).$ The simulators are defined by $h_1(x)$, $h_2(x)$, and $h_3(x)$ as shown below:\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "$$h_1(x) = \\sum_{j=0}^7 \\frac{s^{(j)}(x_1)}{j!}(x_1-\\pi)^j + \\sum_{k=0}^{10} \\frac{c^{(k)}(x_2)}{k!}(x_2-\\pi)^k$$ \n", - "\n", - "$$h_2(x) = \\sum_{j=0}^{13} \\frac{s^{(j)}(x_1)}{j!}(x_1+\\pi)^j + \\sum_{k=0}^6 \\frac{c^{(k)}(x_2)}{k!}(x_2+\\pi)^k$$\n", - "\n", - "$$h_3(x) = \\sum_{j=0}^{7} \\frac{s^{(j)}(x_1)}{j!}(x_1+\\pi)^j + \\sum_{k=0}^8 \\frac{c^{(k)}(x_2)}{k!}(x_2-\\pi)^k.$$\n", - "\n", - "where $x = (x_1,x_2)$, $s^{(j)}(x_1)$ denotes the jth derivative of $\\sin(x_1)$, and $c^{(k)}(x_1)$ denotes the kth derivative of $\\cos(x_2)$. Each simulator is sumarized below:\n", - "\n", - "* $h_1(x)$: taylor series expansions of $\\sin(x_1)$ and $\\cos(x_2)$ about $\\pi$.\n", - "* $h_2(x)$: taylor series expansions of $\\sin(x_1)$ and $\\cos(x_2)$ about $-\\pi$. The expansion of $\\sin(x_1)$ is a high-fidelity approximation of $\\sin(x_1)$ across the entire interval $[-\\pi,\\pi]$.\n", - "* $h_3(x)$: taylor series expansions of $\\sin(x_1)$ about $-\\pi$ and $\\cos(x_2)$ about $\\pi$. \n", - "\n", - "Each simulator is designed to provide a high-fidelity approximation of the true function across some subregion of the domain. For example, both terms in $h_1(x)$ are centered about $\\pi$, hence it should provide a higher-fidelity approximation of $f_\\dagger(x)$ in the upper right corner of the domain. The objective moving forward is to combine the information across the $3$ simulators to obtain a better global prediction and inference regarding where each model is locally accurate/inaccurate.\n", - "\n", - "\n", - "## Setup\n", - "\n", - "Given the setup of the problem, we can now proceed with the code required for fitting the BMM model. The subsection imports the required libraries and sets the system path for the Taweret directory. We will use the `polynomial_models` and `trees` python modules defined in Taweret for this notebook. \n", - "\n", - "The `polynomial_models` module defines a set of toy models one can consider when testing out the Taweret software. For this example, we will be using the `sin_exp`, `cos_exp`, and `sin_cos_exp` which define classes for Taylor series expansions of $\\sin(x)$, $\\cos(x)$, and $\\sin(x) + \\cos(x)$.\n", - "\n", - "The `trees` module defines the BART-BMM method, which is used to combine the simulators under consideration.\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "# Basic imports\n", - "import sys\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.ticker as ticker\n", - "import os\n", - "import random\n", - "\n", - "# Get the current directory and extract the Taweret part\n", - "# The current directory should be of the form /..../Taweret/docs/source/notebooks\n", - "# where /.../ corresponds to your local directories.\n", - "cwd = os.getcwd()\n", - "\n", - "# Get the first part of this path and append to the sys.path\n", - "tw_path = cwd.split(\"Taweret/\")[0] + \"Taweret\"\n", - "sys.path.append(tw_path)\n", - "\n", - "# Set the Taweret path\n", - "#sys.path.append('../../../../Taweret')\n", - "\n", - "# Taweret imports\n", - "import Taweret.models.polynomial_models \n", - "from Taweret.models.polynomial_models import sin_exp, cos_exp, sin_cos_exp\n", - "from Taweret.mix.trees import Trees\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Training Data\n", - "\n", - "Prior to mixing, we can generate training data over a two-dimensional grid. This is done by first generating a set of training inputs using the `grid_2d_design(...)` function. The function generates points with a space filling design. The 2-dimensional input space is divided into a $n_1 \\times n_2$ grid. Then, an input $x = (x_1,x_2)$ is randomly generated in each rectangle of the grid. This results in a total of $n = n_1n_2$ training points. \n", - "\n", - "The training points are passed through the true function of $f_\\dagger(x) = \\sin(x_1) + \\cos(x_2)$. Then random noise is added to simulate observational data, $Y_1,\\ldots,Y_n$. The example below generates data from 80 training points, though one can easily use a smaller or larger training set. " - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "## Functions for design points \n", - "# n1 = number of bins in the x1 dimension\n", - "# n2 = number of bins in the x2 dimension\n", - "# n = n1*n2 is the total training size\n", - "def grid_2d_design(n1,n2, xmin = [-1,-1], xmax = [1,1]):\n", - " # Generate n uniform rvs\n", - " n = n1*n2\n", - " ux = np.random.uniform(0,1,n)\n", - " uy = np.random.uniform(0,1,n)\n", - "\n", - " # Dimensions for each rectangle\n", - " x1_len = (xmax[0] - xmin[0])/n1\n", - " x2_len = (xmax[1] - xmin[1])/n2\n", - " xgrid = [[x, y] for x in range(n1) for y in range(n2)]\n", - " xgrid = np.array(xgrid).transpose()\n", - "\n", - " # Get points\n", - " x1 = ux*x1_len + x1_len*xgrid[0] + xmin[0]\n", - " x2 = uy*x2_len + x2_len*xgrid[1] + xmin[1]\n", - "\n", - " # Join data\n", - " xdata = np.array([x1,x2]).transpose()\n", - " return xdata" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The training inputs is generated over the rectanlge $[-\\pi,\\pi]^2$. The design points are shown in the figure below. Then, the observational data is independently generated according to \n", - "\n", - "$$Y_i \\sim N(f_\\dagger(x_i),\\sigma^2),$$\n", - "\n", - "where $x_i = (x_{i1},x_{i2})$ is the ith training input for $i=1,\\ldots,n$. In this example, $n = 80$." - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Generate x's \n", - "nx1 = 10; nx2 = 8\n", - "n_train = nx1*nx2\n", - "x_train = grid_2d_design(nx1,nx2,[-np.pi,-np.pi],[np.pi,np.pi])\n", - "\n", - "# Generate y's\n", - "f0_train = np.sin(x_train.transpose()[0]) + np.cos(x_train.transpose()[1])\n", - "y_train = f0_train + np.random.normal(0,0.1,n_train)\n", - "\n", - "# Visualize the design points\n", - "plt.scatter(x_train.transpose()[0],x_train.transpose()[1])\n", - "plt.title(\"Training Inputs\")\n", - "plt.xlabel(\"$X_1$\")\n", - "plt.ylabel(\"$X_2$\")\n", - "plt.show()\n", - "\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### The Model Set\n", - "\n", - "Now we can visualize the three expansions under consideration. Each surface is shown below. Note, the plots are truncated in areas where the expansion diverges. This is done only for visual purposes.\n", - "\n", - "The first plot illustrates the true surface. This surface has various peaks and valleys across the input domain. We will see each simulator can be used to explain one of these features of the true surface. " - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the surfaces\n", - "n_test = 40\n", - "x1_test = np.outer(np.linspace(-np.pi, np.pi, n_test), np.ones(n_test))\n", - "#x1_test = np.outer(np.linspace(-3, 3, n_test), np.ones(n_test))\n", - "x2_test = x1_test.copy().transpose()\n", - "f0_test = (np.sin(x1_test) + np.cos(x2_test))\n", - "x_test = np.array([x1_test.reshape(x1_test.size,),x2_test.reshape(x1_test.size,)]).transpose()\n", - "\n", - "# Define color map\n", - "cmap = plt.get_cmap('viridis')\n", - "\n", - "# Creating figure\n", - "fig = plt.figure(figsize =(14, 9))\n", - "ax = plt.axes(projection ='3d')\n", - " \n", - "# Creating plot\n", - "ax.plot_surface(x1_test, x2_test, f0_test, cmap = cmap, vmin = -2, vmax = 2)\n", - "plt.title(\"True System\", size = 20)\n", - "plt.xlabel(\"$x_1$\", size = 14)\n", - "plt.ylabel(\"$x_2$\", size = 14)\n", - "ax.set_zlim([-2,2])\n", - "\n", - "# show plot\n", - "plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### The $h_1(x)$ surface\n", - "\n", - "The first expansion is shown below. The predicted surface is accurate for points $(x_1,x_2)$ close to the point $(\\pi,\\pi)$. Based on the plot below, we can see the first expansion is designed to approximate the peak of the true system in this upper right corner of the domain. Meanwhile, the prediction diverges as $x_1$ or $x_2$ moves away from $\\pi$. Note for visual purposes, the plot below truncates the approximation in these diverging regions. " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the first simulator\n", - "sin7 = sin_exp(7,np.pi)\n", - "cos10 = cos_exp(10,np.pi)\n", - "\n", - "h1_sin = sin7.evaluate(x1_test.transpose()[0])[0]\n", - "h1_cos = cos10.evaluate(x1_test.transpose()[0])[0]\n", - "\n", - "h1_sin_grid = np.outer(h1_sin, np.ones(n_test))\n", - "h1_cos_grid = np.outer(h1_cos, np.ones(n_test)).transpose()\n", - "\n", - "h1_test = h1_sin_grid + h1_cos_grid\n", - "\n", - "# Subset the data for the plot (only for visualization)\n", - "h1_test_filter = h1_test.copy()\n", - "for i in range(n_test):\n", - " h1_test_filter[i][np.where(h1_test_filter[i]>3)] = 3.05\n", - " h1_test_filter[i][np.where(h1_test_filter[i]<-3)] = -3.05\n", - " \n", - "# Creating figure\n", - "fig = plt.figure(figsize =(14, 9))\n", - "ax = plt.axes(projection ='3d')\n", - " \n", - "# Creating plot\n", - "ax.plot_surface(x2_test, x1_test, h1_test_filter, cmap = cmap, vmin = -2, vmax = 2)\n", - "ax.set_zlim([-3,3])\n", - "ax.set_xlim([-np.pi,np.pi])\n", - "ax.set_ylim([-np.pi,np.pi])\n", - "plt.title(\"$h_1(x)$ -- (truncated)\", size = 20)\n", - "plt.xlabel(\"$x_2$\", size = 14)\n", - "plt.ylabel(\"$x_1$\", size = 14)\n", - "\n", - "# show plot\n", - "plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### The $h_2(x)$ surface\n", - "\n", - "The second expansion is shown below. The predicted surface is accurate for points $(x_1,x_2)$ close to the point $(-\\pi,-\\pi)$. Additionally, the expansion of $\\sin(x_1)$ is a high-fidelity apprixmation of $\\sin(x_1)$ across the interval $[-\\pi,\\pi]$. Hence, from the plot below, $h_2(x)$ can be used to approximate the valley and curvature in the true function for points in the bottom region of the domain. Once again, the surface is truncated for visual purposes in regions where the expansion diverges. " - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the second simulator\n", - "sin13 = sin_exp(13,-np.pi)\n", - "cos6 = cos_exp(6,-np.pi)\n", - "\n", - "h2_sin = sin13.evaluate(x1_test.transpose()[0])[0]\n", - "h2_cos = cos6.evaluate(x1_test.transpose()[0])[0]\n", - "\n", - "h2_sin_grid = np.outer(h2_sin, np.ones(n_test))\n", - "h2_cos_grid = np.outer(h2_cos, np.ones(n_test)).transpose()\n", - "\n", - "h2_test = h2_sin_grid + h2_cos_grid\n", - "\n", - "# Subset the data for the plot (only for visualization)\n", - "h2_test_filter = h2_test.copy()\n", - "for i in range(n_test):\n", - " h2_test_filter[i][np.where(h2_test_filter[i]>3)] = 3.05\n", - " h2_test_filter[i][np.where(h2_test_filter[i]<-3)] = -3.05\n", - "\n", - "\n", - "# Creating figure\n", - "fig = plt.figure(figsize =(14, 9))\n", - "ax = plt.axes(projection ='3d')\n", - " \n", - "# Creating plot\n", - "ax.set_zlim([-4,2])\n", - "ax.plot_surface(x1_test, x2_test, h2_test_filter,cmap = cmap, vmin = -2, vmax = 2)\n", - "plt.title(\"$h_2(x)$ -- (truncated)\", size = 20)\n", - "plt.xlabel(\"$x_1$\", size = 14)\n", - "plt.ylabel(\"$x_2$\", size = 14)\n", - "\n", - "# show plot\n", - "plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### The $h_3(x)$ surface\n", - "\n", - "The third expansion is shown below. The predicted surface is accurate for points $(x_1,x_2)$ close to the point $(-\\pi,\\pi)$, which corresponds to the top left corner of the domain. From the plot below, this expansion can be used to approximate the valley within the upper left corner." - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the second simulator\n", - "sin7_neg_pi = sin_exp(7,-np.pi)\n", - "cos8 = cos_exp(6,np.pi)\n", - "\n", - "h3_sin = sin7_neg_pi.evaluate(x1_test.transpose()[0])[0]\n", - "h3_cos = cos8.evaluate(x1_test.transpose()[0])[0]\n", - "\n", - "h3_sin_grid = np.outer(h3_sin, np.ones(n_test))\n", - "h3_cos_grid = np.outer(h3_cos, np.ones(n_test)).transpose()\n", - "\n", - "h3_test = h3_sin_grid + h3_cos_grid\n", - "\n", - "# Subset the data for the plot (only for visualization)\n", - "h3_test_filter = h3_test.copy()\n", - "for i in range(n_test):\n", - " h3_test_filter[i][np.where(h3_test_filter[i]>3)] = 3.05\n", - " h3_test_filter[i][np.where(h3_test_filter[i]<-3)] = -3.05\n", - "\n", - "\n", - "# Creating figure\n", - "fig = plt.figure(figsize =(14, 9))\n", - "ax = plt.axes(projection ='3d')\n", - " \n", - "# Creating plot\n", - "ax.set_zlim([-4,2])\n", - "ax.plot_surface(x2_test, x1_test, h3_test_filter,cmap = cmap, vmin = -2, vmax = 2)\n", - "plt.title(\"$h_3(x)$ -- (truncated)\", size = 20)\n", - "plt.xlabel(\"$x_2$\", size = 14)\n", - "plt.ylabel(\"$x_1$\", size = 14)\n", - "\n", - "# show plot\n", - "plt.show()" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## The BART BMM Model\n", - "\n", - "This section demonstrates how to train the BMM model for the 2D example. Note, it is assumed the software has been installed prior to running this notebook. If the software has not yet been installed, please follow the instructions under the Installation Section of the Taweret Documentation. " - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the model set\n", - "h1 = sin_cos_exp(7,10,np.pi,np.pi)\n", - "h2 = sin_cos_exp(13,6,-np.pi,-np.pi)\n", - "h3 = sin_cos_exp(7,8,-np.pi,np.pi)\n", - "model_dict = {'model1':h1, 'model2':h2, 'model3':h3}\n", - "\n", - "#h1.evaluate([[np.pi,np.pi],[-np.pi,0]])[0]\n", - "#x2_test[0:5,0:5]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Results stored in temporary path: /tmp/openbtpy_cgeehvkf\n", - "Running model...\n" - ] - } - ], - "source": [ - "# Fit the BMM Model\n", - "# Initialize the Trees class instance\n", - "mix = Trees(model_dict = model_dict)\n", - "\n", - "# Set prior information\n", - "mix.set_prior(k=2.5,ntree=10,overallnu=5,overallsd=0.01,inform_prior=False)\n", - "\n", - "# Train the model\n", - "fit = mix.train(X=x_train, y=y_train, ndpost = 10000, nadapt = 2000, nskip = 2000, adaptevery = 500, minnumbot = 4, numcut = 100)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "# Get predictions\n", - "ppost, pmean, pci, pstd = mix.predict(X = x_test, ci = 0.95)\n", - "wpost, wmean, wci, wstd = mix.predict_weights(X = x_test, ci = 0.95)\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Predictions\n", - "\n", - "The mean of the predicted surface from the BART-BMM model is shown below. From this plot, one can see the true surface is accurately recovered across the entire region of the domin. Since three expnansions are mixed, only 10 trees are needed to obtain such an accurate prediction." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(-2.5, 2.5)" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Creating figure\n", - "fig = plt.figure(figsize = (16,8))\n", - "ax = fig.add_subplot(1, 2, 1, projection='3d')\n", - "ax.plot_surface(x1_test, x2_test, f0_test, cmap = cmap, vmin = -2, vmax = 2)\n", - "ax.set_title(\"True System\", size = 20)\n", - "ax.set_xlabel(\"$x_1$\", size = 14)\n", - "ax.set_ylabel(\"$x_2$\", size = 14)\n", - "ax.set_zlim([-2.5,2.5])\n", - "\n", - "ax = fig.add_subplot(1, 2, 2, projection='3d')\n", - "ax.plot_surface(x1_test, x2_test, pmean.reshape(x1_test.shape), cmap = cmap, vmin = -2, vmax = 2)\n", - "ax.set_title(\"Predicted System\", size = 20)\n", - "ax.set_xlabel(\"$x_1$\", size = 14)\n", - "ax.set_ylabel(\"$x_2$\", size = 14)\n", - "ax.set_zlim([-2.5,2.5])\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The posterior mean prediction and the true system are further compared below. Clearly, the mixed prediction combines the three expansions to accurately recover the true system. Each expansion is responsible for explaining one of the three main features of the true function.\n", - "\n", - "* $h_1(x)$: Explains the peak of the system (yellow).\n", - "* $h_2(x)$: Explains the bottom left saddle point of the system (dark blue).\n", - "* $h_3(x)$: Explains the top right saddle point of the system (dark blue)." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Heat map comparing the surfaces\n", - "fig, ax = plt.subplots(1,2, figsize = (12,5))\n", - "\n", - "pcm1 = ax[0].pcolormesh(f0_test.transpose(),cmap = cmap, vmin = -2.5, vmax = 2.5)\n", - "ax[0].set_title(\"True System\", size = 18)\n", - "ax[0].set(xlabel = \"$X_1$\", ylabel = \"$X_2$\")\n", - "ax[0].xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[0].xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "ax[0].yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[0].yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "fig.colorbar(pcm1,ax = ax[0])\n", - "\n", - "\n", - "# Predicted mean\n", - "pcm2 = ax[1].pcolormesh(pmean.reshape(x1_test.shape).transpose(),cmap = cmap, vmin = -2.5, vmax = 2.5)\n", - "ax[1].set_title(\"Posterior Mean Prediction\", size = 18)\n", - "ax[1].set(xlabel = \"$X_1$\", ylabel = \"$X_2$\")\n", - "ax[1].xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[1].xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "ax[1].yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[1].yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "\n", - "fig.colorbar(pcm2,ax = ax[1])" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The corresponding upper and lower bounds from the 95% credible interval of the prediction are shown below. It appears non-negligible uncertainty exists only across areas where at least one expansion diverges and minimal training data is present. This typcially occurs around the boundary of the domain. " - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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2228vtdzs2bPx6aef4rLLLsNf//pX5OTkRLi3Tzi5A7+s8yncffPGG29g5MiRSEtLw/Dhw1GtWjUsXLgQffr0QXFxseUnGd9//30MGzYMSikMGDAALVu2xIEDB7B27Vq88sorGDBgAAYNGoRjx45h/vz5Zf70sSzjxo3D//3f/6FBgwYYPXp0YJ2jRo3CN998g6eeeqrUMuvWrcMTTzyB3r1746abbsI333yDefPmYdOmTdi8eXNUrgNEkSouLkafPn2Ql5eH4cOHIz8/H++99x6GDRuGQ4cO4bbbbiu1zPTp07F06VJcffXVuPTSS/HZZ5/hySefxJo1a7By5Uo4nc7AvAsWLMCQIUNgs9kwcOBANGrUCD/88AOeeeYZLF68GGvXrkX16tWDyt++fTu6deuGdu3a4brrrsPhw4cjGlbr008/BQB06tQpaHp5r7Ph2rlzJ7p164azzjoL119/PX755ZdAm2Xr1q1BN6tLly5F//79YbPZcPXVV6N+/fpYunRp4GXX4bB63fJ3Ejz55JMAToxdCyCQ/yLlzx/Tp0/HnXfeiRo1amDYsGFITk7GggULcOedd2LVqlWYO3duYN6PPvoIAwYMQLVq1TBw4EBkZGTg4MGD+O677/Dmm2/ixhtvRJMmTTBx4kRMnjwZmZmZQR2nJa/v9957Lx577DE0aNAAV155JdLT07Fq1SrcddddWLt2bcih8sLNpeG0R0qKZtvU7+R8rTufwtk3pmni8ssvx2effYZ27dph2LBhOHz4MG6//fagdrrENE1cffXVmDNnDho0aIChQ4ciLS0NO3fuxHvvvYf+/fujcePGmDhxImbOnIldu3YFHrgAIObugwcPIisrC7/88gt69eqFa665Bjt27MCcOXPw0UcfYfHixTj//PNLLXfXXXdhxYoVuOyyy9C3b1/MmzcPkyZNQnFxMR599FHL20d0qvjPu2XLluHee+8NTF+2bBkSExPRrVs3XHDBBZbur8sSTk7yX4NPvvc7OZd4PB5cfPHFOHr0KK666ioUFBTgnXfewZAhQ7Bo0SJL96fh5O9BgwahSZMmpXKFdE+6b98+AAh5XfZP+/zzz0Mu+8033+Dw4cPwer1o0qQJ+vTpg5o1a5aar1GjRvjuu+9gmiZsNht2796NQ4cOBX5d7PV6ccMNN+CKK64o9y/gXnnlFQDA3/72N/HXXG63u9S0eLvnA4Bff/0V3bt3R6dOnXDLLbdg165dmD17Nnr06IHPP/888CCjzowZMzB27FhUq1YNAwYMQJ06dbB+/Xo8+uijWLZsGZYtWxbxkK4LFiwItGfOO+88rFy5Em+88QZ++eWXwIOdZ599NsaPH4+nnnoKHTp0COrH8h+jSilce+21ePvtt9G8eXMMGzYMLpcLS5YswejRo/HDDz+EHO7nX//6F5YtW4aBAwfi4osvht1ux5VXXolbbrkFb731Fh588MFSy7z55psAEDTUzuOPPx5oS1xxxRU4duwYFi1ahJtuugnbtm3DtGnTxH0xcuRIvPfee2jfvj1GjRoFt9uNPXv2YNmyZVi3bh06dOgQzq6lSCgK244dOxQA1bdvX3He3r17KwDqhRdeCJr+7LPPKgDqwgsvDEw7evSostlsqn///oFpGzZsUADUn/70JwVAbdu2LRC74IILVGJioioqKgpMGzZsmAKgXnrppaD17d+/XzVq1EjVrl1bHT9+PDC9Z8+eCoA6++yz1eHDhy3vg2XLlikAqnPnzmrixIlq4sSJ6oEHHlBjxoxRGRkZKi0tTb311ltBy2RnZ6v09HTldrvVd999F5ju8/nU1VdfrQCohx56KDDdv59HjhwZsg4AVM+ePYOm+bena9euKjs7OzD9xx9/VA6HQ7Vs2TJo/okTJyoAasyYMUHTFy1apAAoAOq1114T94fP51NnnnmmAqAWLVoUFLvrrrsUAHX99deHXPeyZcvE8k9e5u233w6anpubq9q0aaMAqNdff10pFd6xt2DBAgVATZgwodQ6c3NzVWFhYeDfI0eOVADUjh07Ss1bXFysmjRpolJTU9XGjRuDYqtWrVJ2u11ddtllQdP9+3nUqFHK6/WWKtP/mZb0+uuvBz7/ksf/rl27VK1atZTD4VC//PJLYPprr72mACibzaaWLFlSah06mZmZyu12l5r+2WefKcMwVHJysiooKAiqa6jzKdx9k52drdLS0lRycnLQeV9cXKx69OihAKjMzMygckIdU/v27VPJyckqOTm51HqVUmrPnj2B//bvp7KO+VCf/YoVKxQA1bp1a3Xs2LHA9CNHjqgWLVooAGrlypWB6f5rBwD1zjvvBJU/fPjwkMc3UXn5j7ey8ohunszMTAVA9ejRI+g6s2fPHlWrVi3ldrvVb7/9FpjuP/9cLldQjjNNM5Cbp06dGph+6NAhlZaWpho0aKB27twZtO63335bAVC33nprYJo/JwJQDz74YFj7wX/ujh49OpCz7777bjVw4EDldDpVp06d1K5du4KWCfc6q8tpoa4tJbfnscceC5r//vvvVwDUlClTAtN8Pp8644wzlGEYatWqVYHpJfev1WZtuNctpU4cDydfcyVW88f27duVw+FQderUUbt37w7MV1hYqM4//3wFQL3xxhuB6VdeeaUCoL799ttSZR86dCjo36HaSn6ffvppoD2bl5cXmG6aprr55psVADVnzpzAdCmXltVuC6c9olTkbdObbropaLppmoFzYNSoUUF1Let8Ku++6devX1Bb5vvvv1cul0sBUBMnTgxaR6hj6v/+7/8C7X5/28KvoKAgaH+Eah+VFOqzHzVqlAKg7r333qDpH330kQKgmjVrpnw+X2C6f781bdpU/fHHH4HpBw8eVNWqVVOpqalB1weieOH1elV6erpKTk5WxcXFgelt27ZVvXv3VkopNX36dAUgqC08YMCAMtuuJc/h8uQk6d7P3+4YOHBg0Hn12WefWe57UCr8/K2UPleEcs899ygA6tlnny0VmzdvXmD78/PzA9P918mT/xITE0u1A5RS6r333lMA1AUXXKDuvPNO1bRpU5WcnBzIk48++qiqXr262rt3r+V6n6xJkyYKgNq+fXtYy8XjPV/JvHbPPfcEze/v22jXrl3Q9FD3dlu2bFEOh0N16NChVJtiypQppdqzOqHaQf7jwOFwqC+++CIw3ev1ql69eikAavXq1aW2q6y2/IsvvhjI7yXP9aKiosD5vH79+sB0/75LTk5W33//fany/vKXvygAau3atUHTvV6vqlu3rqpXr15Qnv/1119LleHxeNRFF12k7HZ7qfb1ybn/2LFjyjAM1blz51J9IV6vVx09ejTkdlNssIO8HKx2kO/atUsBUG3atFGmaQbFfD6fatWqlQIQdDPUuXNnlZKSojwej1JKqalTpyoA6ssvv1QA1IwZM5RSJxrJLpcr6Kbi4MGDym63l7rR8Hv66acVAPXhhx8Gpvkv7vPnzw9rH5Ts5Dr5zzAMNXz48FKJ94033lAA1C233BJyXzkcDnXGGWcEpkXSQf7555+Xmt8fy8nJCUxr2rSpcrlcIROr/0sJKx3kK1euVACCvtzwy83NVTVq1FAJCQlBjZRIOsivuuqqQCfHzTffrOrXr68AqHPOOUcVFRWFfez5O8hPvmEKRddBPnfuXAUEf9FR0pVXXqlsNlvQlxf+DqWDBw+GXCbUDeCFF14YMnEpdaKxdHId/In4iiuuELfvZJmZmcputwf293333aeuuuoq5XA4FAA1ffr0UnUNdT6Fu2/8jdvbbrut1LyrVq2y3Fh6/PHHLXeolaeD/Prrr1cA1Lvvvltq/rfeeksBwV8O+a8dPXr0KDW/P3bHHXeIdSWyIhod5CUb734PP/xwqRsE//l3ww03lJp/586dym63q7Zt2wam+W/MS3Z8ltSpUydVq1atwL/9ObFevXphd0j5z91Qf7Vq1VL/+te/Au0Ov3Cvs+XtIG/atGlQh1zJ2JVXXhmY5u/UHjBgQKny/fvXagd5uNctpcrfQW4lfzz00EMKgHr88cdLleFv/5Vs2/k7yEveSJdF1+lx+eWXKwClbt6U+t8N21VXXRWYJuXSUO228rSFI22blnx4Y8KECerss89WAFSNGjUCnSDS+RTuvvF/CbBhw4ZS848ePdpyB3nr1q2V3W5XP/30k7i94XaQFxUVqYSEBFWzZs2gTiu/iy66qFTHoP/a8eqrr5aa3x8L1cFAFA/8nWP+PH7gwAFlGIaaPHmyUup/D6L587DP51PVqlUr9QBaqA7y8uQkqx3koTrcMjMzVY0aNSxtd7j5W6nwO8j929+8efOgDrz8/HzVtWvXQBuj5Bdry5cvV//3f/+nfvrpJ1VQUKB+++039cYbb6gGDRooAOrpp58utZ4ZM2aoFi1aqOTkZNWtW7fAZ7lt2zaVkJCgXn75ZaXUiY7bunXrKofDoXr16mXpGqqUUgkJCQpA0MNgVsTjPZ8/r1WrVk3l5uaWKsvft1GyszjUvd24ceNK5QI/n8+nateurTp37hxy206m6yAfMWJEqfn9sZLHgtQn1L59+6AH1kr6/vvvFQB15513Bqb5993tt98esrzFixeH/Dw+/vhjBYR+oDCU999/XwFQM2fODJp+cu7Pzs5WAFT37t1LtZPo1OMQKzH07bffAgB69uxZ6iedNpsNPXr0wI8//ohvv/028Cbm3r17Y8OGDYEXiixbtgytW7fGeeedh8zMTCxbtgw333wzvvzySxQXFwf9/GvdunXw+XwoKioKOUbazz//DAD48ccfcdlllwXFzj333HJt40033RQYX0wphQMHDmDJkiWYMGECPvnkE6xduzbw86FvvvkGAEKOada4cWOcccYZ+Omnn5Cbm4vU1NRy1cevc+fOpaY1bNgQwIkhYFJTU5GTk4MdO3agTZs2pd5eDgAXXHABli5daml9um3zj0P16aefYtu2bWjXrl0YWxLa+++/j/fffx/AiRfHnHnmmbjxxhvxt7/9DS6XK+xjr0ePHsjIyMBjjz2G7777Dpdddhl69uyJ1q1bhxz/uyxr1qwBAGzbti3kMbhv3z6YpomffvopMIwQcOKneOG8aOSbb75BUlJSyOPWf07490FJ5T3OfT5fYNxAm82G6tWr48ILL8TYsWND/qQv1HrC3Tf+8cYuuOCCUvNmZWXB4bB2+f76668BIOwhg6zSHfu6z0I6R4nigcPhCPmCKf956T/+Q8VKyszMRKNGjbBly5bAT2X914S1a9fil19+KbVMYWEhDh06hEOHDgVdHzt06FDun7WuXr068JLO4uJi7Ny5E0899RTuuusurF69OpBX/NtWnutsuEqOL+oX6lqguyb696/VsdjLe90qDyv5Q1cf/zi4JetzzTXXYO7cuejWrRuGDRuGP/3pT7jgggvCfmHXmjVrkJycHHKMTgBITEzEjz/+WGp6OLm0PG3h8qynpA0bNgTGWnW5XGjQoAHGjBmDf/zjH8jMzAyat6zzKdx989133yE5ObnUUEXAiWPW/zN+nby8PGzduhXNmjVD8+bNxfnD9eOPP6KwsBC9e/cOOZRA7969sWTJEnz77belzjPmbKqMevXqhQ8//BDLli1D9+7dsXz5ciilAtfas88+G+np6Vi2bBmGDx+Ob7/9FseOHUOfPn3EPBvNnFRSWcNJNWzYEKtXr7ZUxqnI3z169MDw4cPx5ptvok2bNrj88svhdDrx8ccfw+v1Ij09HdnZ2UH5vWfPnujZs2fg3w0aNMDw4cPRqVOnwMuVb7nllqB7nJtvvhk333xz0LqVUrjxxhvRrVs3XH/99Xj77bdx33334aGHHkKXLl3w97//HVdccQW+//77Uu2LaIunez6/jh07IiUlpdR0f9/GN998E/KafnL9Fy9eHLIvxOl0hmwbhCsaeaWgoACbNm1C/fr18fjjj5eKezweAAirLfOnP/0JGRkZeOeddzB9+vTA/v/Pf/4DIHh4FeDE+/+mTp2KefPm4ZdffkF+fn5Q/I8//tBuQ1paGi655BJ8/PHH6NSpEwYPHoxevXqhS5cuQcMy0qnBDvIY8o/JGOplDwCQkZERNB9wImlNnToVy5Ytw7nnnotVq1YFTsLevXvj448/BlD2+OPAiZdgfvnll2XW6+STVlfHcBiGgbp16+Ivf/kLCgsLMWbMGEyZMiXwgiIr++Onn35CTk5OxB3kocav9l/c/C9W8tenTp06IcsIZ5+U57OOxNtvv41rrrkmavVJT0/HmjVr8OCDD+LDDz8MHGeNGjXCPffcg7/+9a+W6uU/Bt966y3tfCcfg+Eefzk5OaVupP10+7q8x7nb7UZhYaHl+UOtJ9x9438xaqjj0263hxyrLxR/OQ0aNLA0f7hycnJgs9lQu3btUrG6devCMIyQn4WVc5QoUv4bI92L5PyxUDdRtWrVCjndf477z69QsVDTd+7cidzcXNSsWTNwTXj22We125Cfnx/U8RmNfA2c6Dhs0aIFnn32WXz33XeYO3cuvvzyS3Tv3h1A+a+z4bJ6LdBdE4H/7V8rynvdKg8r+UOXs/1tq99//z0wbfDgwZg3bx6mT5+O559/Hs8++ywMw0Dv3r0xbdo0y++QOHLkCLxeb6mXvZcUaZsxkvZReY/1kg9vSMpaR7j7Jjs7u8zzxep2nIp8rauP7rNgzqbKqOSLOu+///7Au678YzDbbDacf/75gftq//9feOGFYtnRzEklpaenh5zucDgsvxT3VOXvmTNn4pxzzsErr7yCmTNnIjExEX379sUTTzyBs846Cw6HI+gFnmU566yzcP755+Ozzz7D1q1bxYfJXnrpJaxduxabNm2CYRh46qmn0KdPH9x///0ATjycdv7552PJkiXo27evtqx69eph586d+P3330u9I8uKeLrn09Wp5PRQbdeS/PWP9fslopFXjh49CqUUfv/996i1Zex2O4YNG4Zp06Zh8eLFuPTSS5GXl4d58+ahTZs2QV+EFxcXo1evXti4cSM6duyI4cOHo2bNmnA4HNi5cydef/11FBUVidsxe/Zs/POf/8SsWbMCL7lNS0vDqFGj8M9//lMcH5+iJ7ZfqZ3m/Cf9/v37Q8b9L7coeXG44IIL4HA4sGzZMmzcuBE5OTmB5N67d28cOHAAW7ZswfLly5GcnBz0zZe/nDvvvBPqxPA5If9KvszHL5ynhK3wNzzWrVtXqn5W94e/U8Lr9ZaaV7qwW+Ffz4EDB0LGy6qnrqxwPutYKk99GjdujJkzZ+LgwYP45ptv8Pjjj8M0TYwdOxZvv/12WOv98MMPtcdgyacHgPCPv7S0tDI/N92+jvZxXpZQ6wl33/gbyKG20+fzBb3hW8f/8p+SnSvRlJaWBtM0cfDgwVKxAwcOQCl1yo57opP5zyPd+XLo0KGgeU+Ohboh9V9bQy1T1nV3//79MAwj8AWw/7zYtGmT9ppw8hOvsbiOlZWzw7nOxjpn666JQPg5O56uW7qcrZTC/v37S9Vn4MCBWLFiBY4ePYpPPvkEN9xwA5YvX45+/fpZfvIqLS0NNWvW1B5/O3bsKLVcOMdgJO2jU5Gzy1pHuPsmPT095PEEWD82/cd4LPO1rj6nuq1KFGsdOnRA9erV8dVXX6G4uBjLli1Dt27dgl622KtXL+zcuRM7d+7E8uXLAVh7QWc0c1K0lfc+KVw2mw3jxo3Dd999h8LCQhw9ehTvvPMOTNNEXl4e2rdvb/kJWP+DAKE6Mkvau3cv7r77bkycOBHNmjUDcOJJ7ZJfDHfs2BFA6KeGT+Z/KMDqr8ZPFk/3fH66dmjJ9ZXFX/+cnBxt/eOBv66dO3fW1vXkl/EC+jaG/wFV/1Pj77//PgoKCko9PT5//nxs3LgRo0ePxsaNGzFjxgw88sgjmDRpEvr162d5O5KSkvDII4/g119/xa+//opXXnkFLVu2xFNPPRV4oS6dGuwgjyH/hXrlypWlLiJKKaxcuTJoPgBITU1F586d8eWXX2LRokWBJ4KA/32b/eGHH2LdunU477zzgpJOly5dYBiG5Z9fxdLRo0cBBD+1509W/sZHSXv27MEvv/yCM844I9B5oOvYC/Wz9nClpaWhadOm2L59e6CxUNKqVassl6Xbtvz8fKxfvx6JiYlo2bJluesbjvIce342mw1nn3027r777kDH+IIFCwJxu90OIPQ3u/5Ollgfgx07dkRBQUFg+JCS/J+B1SfoTpVw943/bdWhjsPVq1eH7IQKxf8l2qeffirOq/tsy6I79uP1s6DTR8uWLeFyubBu3boyzxn/Odm+fftSMa/XG/Kc9Z+X/uM/VKykXbt2Yc+ePTjrrLMCP9s+VddLK8rK2eFcZ6tXrw4gdjlbd03071+r4u26pavP2rVrUVhYWGZ9UlNT0a9fP7z44ou47rrrsH//fqxduzYQt9lsZV7Tu3btisOHDweG4IuFSNojFSncfdOhQwfk5+dj48aNpWJW25MpKSlo06YNduzYYWm94ebsVq1aISEhAevWrUNBQUGpOHM2VTU2mw09e/bE8ePHsWDBAmzdurXUUFb+TsrPPvsMq1atCgyNKSlPTipPO7s8Kvo+yf/ktO7XziX5fD6sX78eAEo9FHCysWPHokmTJvjb3/4WNL3kU7r+/7byJevo0aMBANOmTcPx48e181p5EhiouHs+v2+++QZ5eXmlpuvariX56+8faqWi6c6b1NRUtG7dGlu3bo3qcF8dOnRAu3btMH/+fOTm5uI///kPDMPAtddeGzSff4jEgQMHliojnL6kkpo2bYrrr78eK1asQEpKSlA/DMUeO8hjqHHjxujduze2bNlSagzDF198EVu3bsWFF15Y6idQvXv3xvHjx/F///d/6NChQ+CnSQ0bNkSzZs0wffp0eDyeUt9u16tXD0OGDMFXX32Ff/3rXyG/2Vu7dm3IRnE0+Xw+PPXUUwBOjE/mN3DgQKSnp+O1117Dli1bAtOVUvj73/8Or9eL6667LjA9LS0NLVu2xBdffIHt27cHpufm5uLee++NSl2HDx+O4uJiPPjgg0HTP/3007C+Se7evTvOPPNMfPLJJ/jss8+CYo888ggOHz6MoUOHlnvc2HCFe+xt2bIl5LfN/mkJCQmBaf7jMVTDb+DAgWjcuDGmT58euOktyePx4Isvvij/hv3XyJEjAQD33ntvYGwxf538Y4WdnMAqWrj7ZuDAgUhLS8Orr76Kn376KWg+/08IrRg5ciRSUlIwbdq0kOMNluzM0n22uvIBYPLkyUE/18zOzg781M0/D9GplpCQgCFDhuDgwYN45JFHSsU3bdqEl19+GampqbjiiitClnHfffehuLg48O/ffvsNTz31FNxud8ibvzfeeAPff/994N9KKdx3333w+XxBOW7UqFFITU3FP/7xj6Cc6FdQUHBKbk527tyJuXPnAgjO2eFeZ7t06QLgxPaX7GhfvXq1+DNjK84//3w0bdoUCxcuDLpWlty/VsXbdWvYsGFwOByYPn160FiVxcXF+Pvf/w4AQcfOypUrQ26v/+mzk3P2b7/9FnK948aNAwBcf/31IZ9Q27dvH7Zu3Rr+BpVQ3rZwRQt33/ifKvvHP/4R9Nls2rQJb775puX1jh07Fj6fD3/9619LddYUFhYGfvoOhJ+zXS4Xhg4dikOHDmHKlClBsUWLFmHx4sVo1qxZ4IlKoqrAf7/sv7af3EHeqVMnpKam4qmnnkJ2dnbg19yS8uSk8rSzy+NU3SeFGqZl1apVmDJlCjIzM0uNHe5/N0RJPp8P99xzD7Zv347evXsHhoAJZe7cuViwYAFefvnloM+odevW+PTTTwMdyf6hQlu3bi1uQ+/evTF06FBs27YNV155ZcinuHNycnDffffhxRdfFMsDKu6ez+/YsWOlhkfxjyfetm1b7fjjAPDXv/4VDocDt912G3bv3h2y/Gg8+GBV9erVYRhGmefNuHHjUFBQgDFjxoT8BcKOHTvKNdzR8OHDcfz4cTz99NP4/PPP0bNnz1JtFf8XOif3b6xYsSIwzLDk4MGD2Lx5c6npR48eRVFRUVCbjmKPY5BHYNOmTUE3LCW1atUK99xzD2bMmIHzzz8fY8aMwYcffog2bdpgy5YtWLBgAWrXro0ZM2aUWrZ379547LHHcPDgQfzlL38pFfOfbKF+/vXcc89h27ZtuPvuu/Hmm28iKysL1apVw549e7B+/Xr8/PPP2Lt3b9TGMVq/fn3QyycOHDiAzz//HNu2bUPjxo2DLuppaWl46aWXMHToUHTt2hVXX301ateujc8++wwbNmzAueeei7vuuiuo/DvvvBM33ngjsrKyMHjwYJimiU8++SRwIx6pu+++G3PnzsVLL72ELVu2oEePHtizZw/ee+89XHrppfjoo48slWOz2TBz5kz07dsXl1xyCQYPHozMzEysXr0ay5cvx5lnnonHHnssKnW2Kpxjb8mSJbjrrrvQvXt3tGjRAjVr1sSvv/6KBQsWICEhAWPHjg3Me+GFF2Lq1Km48cYbcdVVVyE5ORmZmZkYPnw43G435syZg/79+6Nnz5648MIL0a5dOxiGgV27dmHVqlWoWbNmxC/2GD58OObOnYv58+ejffv2uOyyy5Cfn493330XR44cwbRp08o1jlwshbtv0tPT8fTTT+O6665Dly5dcM011yA9PR0LFy5EYmKitgFZUp06dfDGG2/gmmuuwbnnnovLL78cLVu2xKFDh7B27Vo0adIE8+bNA3DiRTCJiYl48skncfTo0cD4vLrGWY8ePXDbbbfh//7v/9C2bVtcddVVUErh/fffx2+//YZx48YFdboRnWrTpk3D2rVrMXnyZCxcuBA9e/ZEQkICfvrpJyxYsABKKbz11luBXy2VlJGRgfz8fLRv3x4DBgxAfn4+3nvvPRw+fBhPP/10yLGC+/bti6ysLFxzzTWoXbs2li5divXr16Nbt2647bbbAvPVrl0bb7/9NgYPHowOHTqgX79+aNWqFYqKirBz506sWLEC5513HhYtWhS1ffHyyy8HyvN4PNi5cyfmzZuHgoIC3HjjjUFPzYV7ne3WrRu6d++Ozz//HFlZWejRowd27dqF+fPnY8CAAfjggw8iqrvNZsOLL76ISy65BH369MHVV1+N+vXr4/PPP8fevXvRvn37oC8mdOLtunXmmWfi8ccfx5133on27dtjyJAhSE5Oxocffoht27Zh4MCBQe3BcePG4Y8//sD555+PJk2awDAMfPHFF/j666/RrVs3nH/++YF5L7zwQrz33nsYNGgQOnbsCLvdjssvvxzt27dHv3798MADD+Dhhx9Gs2bN0K9fP2RmZuLw4cPYvn07Vq1ahUceecRSJ4NOedrCFS3cfTNy5EjMmjULixYtQseOHdG/f38cOXIEb7/9Ni6++GIsXLjQ0npvueUWrFixAu+99x6aN2+Oyy+/HGlpadi9ezcWL16MV155BYMGDQJw4rOdM2cOrrrqKvTv3x8JCQno0KEDBgwYUGb5jz/+OFasWIFHHnkEX331Fbp27YqdO3di9uzZSEpKwmuvvRbzl9oRnUr+++XNmzcjISEh8KJqP7vdju7duwdyo5XhVYDy5aTevXvDMAzcd9992LJlC9LT01GtWjXceuutUdjS/zlV90l//vOfcfz4cbRv3x5paWnYtGkTPvnkE9SoUQPz5s0r9U6xc845B+3bt0f79u3RoEEDHDlyBCtWrMBPP/2Ehg0b4uWXXy5zXdnZ2bj11lsxfvz4Uk/4jx8/Htdccw169+6Ns88+GzNnzkS7du3wpz/9ydJ2vPLKK1BK4Z133kHTpk1x8cUXo0WLFlBK4eeff8bSpUuRm5tr+cvOirrn87vgggswY8YMrF27Ft26dQtc4xMTE7X72K9t27Z47rnncMstt6Bly5a45JJLcOaZZyI3Nxe//vorVqxYgeuuu87yuz4ilZKSgi5dumDlypUYPnw4mjdvDpvNhuHDhyMzMxM33XQT1qxZg9dffx1ffvkl+vTpg/r162P//v348ccfsXbtWsyaNQtNmjQJa73Dhg3DPffcg8mTJ8M0zVLDqwDAgAED0KRJEzzxxBPYvHkz2rZti23btmHhwoW44oorMGfOHHE9v//+Ozp27IgOHToEzo3Dhw9j/vz58Hg8pX4tQTGmKGw7duxQALR/PXv2DMy/c+dONWrUKJWRkaEcDofKyMhQo0aNUjt37gxZfn5+vnI6nQqA+vDDD4Nis2bNUgBUSkqK8ng8IZcvKChQTzzxhOrcubNKTk5WiYmJqmnTpmrQoEHqjTfeCFquZ8+eqjyHwbJly0Jud0JCgmrdurW666671KFDh0Iuu3LlStW/f39VrVo15XK5VIsWLdQDDzyg8vLyQs7/7LPPqubNmyun06kaN26sHnzwQVVcXFxqP0vbM3LkSAVA7dixI2j64cOH1Y033qhq166tEhISVOfOndXcuXPVa6+9pgCo1157zfJ++f7779Wf//xnVatWLeV0OlVmZqYaP368OnjwYKl5J06cqACoZcuWWS7fv8zbb79taX6rx94PP/ygxo8frzp27Khq1qyp3G63OuOMM9TIkSPVli1bSpX7xBNPBD6TUJ/Db7/9psaPH6+aN2+u3G63SktLU61bt1Y33HCDWrp0adC8oZYvqazP1OPxqKlTp6p27dopt9utUlNTVc+ePdX8+fNLzVuez9IvMzNTud1uS/NaOZ/C2TdKKfXBBx+ozp07K7fbrerUqaNuuOEGdeTIEZWZmakyMzOD5tUdU998840aMmSIqlu3rnI6nSojI0P1799fLVy4MGi+jz76SHXp0kUlJiYGzmu/ss4hpZR69dVXVZcuXVRSUpJKSkpSXbp0Ua+++mqp+fzXjokTJ5aK+a+tI0eODLnviMrr2LFjauLEiapDhw4qOTlZOZ1O1ahRIzVs2DC1cePGkMv4z7EjR46oG2+8UdWtW1e53W7VoUMHNWvWrFLzlzz/XnrpJXXWWWcpt9utMjIy1Pjx41VOTk7I9fz4449q9OjRKjMzU7lcLlW9enXVrl07NW7cOPX1118H5ovk/PCfuyX/DMNQ1atXV7169VJvvvlmyOXCuc4qpdShQ4fUiBEjVI0aNVRiYqLq1q2bWrx4cchrsLQ9ZeWGlStXqh49eqjExERVo0YNNXjwYLVr165ytWesXreUUiGvuZJw8odSSs2fP1/17NlTpaamKrfbrdq1a6emTZtWqr33zjvvqCFDhqgzzzxTJSUlqfT0dNWhQwf1+OOPq9zc3KB59+7dq4YMGaJq1aqlbDZbyFy4ZMkSNWDAAFW7dm3ldDpVvXr1VFZWlnr44YfV7t27A/NJuVT3mYbTFo60bXrTTTeJ81o9n6zuG6VOtN/vvvtu1aBBA+V2u1WbNm3Uiy++WGbeK+uYMk1Tvfzyy6pbt24qOTlZJSUlqebNm6ubb745aJ0ej0fdfffdqnHjxsrhcJTanrLOoYMHD6px48apzMxM5XQ6Va1atdSf//xntWnTplLz6vJ+edqxRKeaaZqqVq1aCoDq1atXyHmmTJkSyI3r1q0rFde1XcPNSTNnzgzkVABB1wBdngn3uhhu/pbux0J59tlnVZcuXVR6erpyuVzqzDPPVOPHj1f79u0LOf+dd96punfvHrgXSU5OVh06dFD333+/OnLkiHZdY8aMUU2bNlX5+fkh40888YSqX7++crvdqk+fPuqXX34Ja1uUOnG9Hzp0qMrMzFQJCQkqISFBNW/eXN1www1q7dq1QfPG4z1fyby2efNmdckll6i0tDSVnJys+vTpo9avX19qnbpr/Ndff62uueYaVb9+/UCu6NSpk7rnnnvU1q1btdvuF6odpGtLlHWubdu2TV1yySWqWrVqyjCMkLnn3XffVX369FHVq1dXTqdTNWjQQPXq1UtNmzYtqC8mnNzVp0+fQB9XdnZ2yHl+/fVXddVVV6natWsH2pLvvPOO5dx/9OhRNWnSJNWjRw+VkZGhXC6Xql+/vurXr5/65JNPxDpSdBlKxckI+0RERERxwv+kidWfZU6aNAmTJ0/GsmXLSv2Em4iIiIiIiOIXf0NHRERERERERERERKcldpATERERERERERER0WmJHeREREREREREREREdFqK2w7yGTNmBN6InJaWhqysLHzyySdlzr9lyxZcddVVaNKkCQzDwJNPPqkt/7HHHoNhGJgwYUJg2pEjR3DbbbehZcuWSExMROPGjTFu3DhkZ2dHaauIiIiqlqqar3fu3Gl5/HHgxBjkSimOP05ERHGrquZsIiKqmkLllVBmz56NVq1aISEhAe3atcPHH38c9rritoO8YcOGeOyxx7BhwwasX78eF154IQYOHIgtW7aEnL+goABnnHEGHnvsMdSrV09b9rp16/DCCy+gffv2QdP/+OMP/PHHH5g6dSo2b96MmTNnYtGiRRg9enTUtouIiKgqYb4mIiKqHJiziYiosigrr5zsq6++wtChQzF69Gh88803GDRoEAYNGoTNmzeHtT5DKaUiqfCpVKNGDfzrX/8Sk2mTJk0wYcKEkN8w5OXloVOnTnjuuefwyCOP4Oyzz9Z+Ez579mz85S9/QX5+PhwOR4RbQEREVPUxXxMREVUOzNlERBRvwskrV199NfLz87Fw4cLAtG7duuHss8/G888/b3mdlSIb+Xw+zJ49G/n5+cjKyoqorLFjx+LSSy9Fnz598Mgjj4jzZ2dnIy0tTZu4i4qKUFRUFPi3aZo4cuQIatasCcMwIqovEVFVo5RCbm4u6tevD5stOj9kKiwsRHFxcVTKcrlcSEhIiEpZp5t4z9cAczYRkVXxnq8B5uxIxHvOZr4mIrImFvkaiG7OVkqVuna73W643e6Q84eTV1avXo077rgjaFrfvn0xb968sOoY1x3kmzZtQlZWFgoLC5GSkoIPPvgAbdq0KXd577zzDjZu3Ih169ZZmv/QoUN4+OGHceONN2rnmzJlCiZPnlzuehERnY727NmDhg0bRlxOYWEhmmamYN8BXxRqBdSrVw87duzgDXcYKku+BpiziYjCFa/5GmDOLo/KkrOZr4mIwhOtfA2cyNmJqTUBb0FUyktJSUFeXl7QtIkTJ2LSpEml5g03r+zbtw9169YNmla3bl3s27cvrDrGdQd5y5Yt8e233yI7Oxtz5szByJEjsWLFinIl8D179mD8+PFYsmSJpQZUTk4OLr30UrRp0ybkB1bSvffeG/RtRXZ2Nho3bozzcQkccJa5nKN2LW25qkY1bdxMDf1Ny/8K0I+eozb8oF8egKO+fqw5VXBcG/cd48tXAMCemiLMYNeGT8V+PDb8XG3cm6B/UsPn0pdvCnFpeQBQ+t0kxqW3LqhT8DCKIdwTSnGbV16HrUgft3uEuLC847j+2uIo0Md9nkJs/OgRpKam6ldkUXFxMfYd8GHXhiZIS43sG/OcXBOZnXeiuLiYN9thqCz5Gig7Z+/a2ARpKRXzapb+t48S52l/9/fa+I//aK2NK5v+AldYo+z2il/2mfr9U9BEf3ExpN1bpJ+h9jr580n/KU8bP14vSRuXcl32Gfo6fD3mZW3cimG//kkb/2VJU23cFD5KKR+fmEdoQzr1cdMujOAo5nN5BEhDmscQ4kVCJcR8LTcabB79PFLcEPK1TYpbeOhLV4avuBA/vfxQXOZrgDm7vCpLzi4rX7vajIRht3Ahi5GNCx7Vxjtd/g9tfM0HD2vjx4vlL5BuffsbbXzLvPliGbF2wz9u0savaFFbG993XH9DkuSUbvyAL3cf08afmWx96IXyWLdA/jWFHUIeEFNNZDewVn6MIQ/KLLQJIhzU2eU4Be3zCOuoLBQg7QefMIPHNMuM5eXm4oKzm0ctXwMncja8BXC3GQlEes31FSPvh9exZ88epKWlBSaHeno83LwSTXHdQe5yudCsWTMAQOfOnbFu3To89dRTeOGFF8Iua8OGDThw4AA6deoUmObz+bBy5Uo888wzKCoqgv2/nZS5ubno168fUlNT8cEHH8Dp1N9plPWzAAeccBiaDnKb/iBTdn0HuOkQDhapg1xTNz+HTV8HJfTmGRbWcTqwG8IFxdAn+FOxH+0u/fGkXEL2FL6vkXYBrHSQC1cssQM9DjrIbZF2kAs3w4D89mW7MIPYr+ETOsg91loY0f55bEqqgZTUyMo0I2xknq4qS74Gys7ZaSk2pKXKN1ux4HDKjT9Xin7bHEKbQOogd1jYd3a3/uJhSxRymXRxEn4SanfJN0gOh/5bRHFfO/X7SdoH0TiGnMn6hGh367chGvkWEXaQw1EJOshtp6CD3C50kItxoXzhlBBOe0tlAPGZrwHm7PKqLDm7rHxt2F0V2kGeWqJzJxSpbqmp+uXtFjrI7QnJEdXhVHAn6R8QSxb2Q5K9UL+8hQ5yd5K+TRDr/SR91gBgF66v7CBnB7mfx1d2B7lfTIafciREfK6o/94EpKWlBXWQhxJOXvGrV68e9u/fHzRt//794sulTxbXHeQnM00zaByycPzpT3/Cpk2bgqaNGjUKrVq1wt///vfADs7JyUHfvn3hdruxYMECPo1ARFRJ+JQJoe/eUhkUOeZrIiIqSzTytb8cihxzNhERlcmAtW9SpDIssppXSsrKysLSpUuDXiK9ZMmSsN+vEbcd5Pfeey/69++Pxo0bIzc3F7NmzcLy5cuxePFiAMCIESPQoEEDTJkyBcCJx/9/+OGHwH///vvv+Pbbb5GSkoJmzZohNTUVbdu2DVpHcnIyatasGZiek5ODiy++GAUFBfjPf/6DnJwc5OTkAABq164d8oMgIiI6nTFfExERVQ7M2UREFM+s5JWTc9X48ePRs2dPTJs2DZdeeineeecdrF+/Hi+++GJY647bDvIDBw5gxIgR2Lt3L9LT09G+fXssXrwYF110EQBg9+7dQW9n/eOPP9CxY8fAv6dOnYqpU6eiZ8+eWL58uaV1bty4EWvXrgWAwM/O/Hbs2IEmTZpEtlFERBQzJhTMCH8fF+nypyPmayIiCkc08rW/HAoPczYREYXFsFkYJ9FCGVF0cq4677zzMGvWLNx///2477770Lx5c8ybN69UR7skbjvIX3nlFW385ITcpEkTKHlwJG0ZvXr1CrsMIiKKDyZMRPpj68hLOP0wXxMRUTiika/95VB4mLOJiCgshhGFIVYiW/7kvBLqC9rBgwdj8ODBEa3nFIx2T0REREREREREREQUf+L2CXIiIqJw+JSCL8InlCJdnoiIiPSika/95RAREVEMxeEQK7HCDnIiIqoSOAY5ERFR/OMY5ERERJVEHAyxcqqwg7wi+SIbN08JB5ly6d8IbukQTUrUl+H1WimlUrO5E7RxI8EtlmFUS9PPIL29/dgxcR2RUjbheBKqqIQvBcXlLbzAXlxHhHEY+hstZeGkEYqAkgoRLgtW6iANniXeTkrrqBz5jSgsx1UxnGVcJBIN+Tqvs7xQf9L4XPJJtWZ/pjaeJhRhCE9aOorkNokzX39xcR52auPKoa+D4dFvhGFa6AwTNsPw6cuwF+uXdxTo47Pz0vUzAEiyFWnjv+UKZUi7QYhLecraOqTPSljcFnnHpvTwsHgvJi1vCtsYlf0YYZyIoq9OE2040n4ep0PIpUKeAoC2Z9TUxnd26qGN525cKa5Dq7a+TQIALWvr76HTk/VtBptwb+oS9iMAtK2XLM4TCeOMTtq4Q9gGALAJB5QUPyX3ZdL9rbS82MQU2mZWTroIc760vBIKMC3cpEttcap47CAnIqIqwYSCj0+QExERxbVo5Gt/OURERBRLURhipZK8/pId5EREVCVwiBUiIqL4xyFWiIiIKonTaIiVytGNT0REREREREREREQUZXyCnIiIqgSfUvBFOLZbpMsTERGRXjTytb8cIiIiiiEjCkOsRDxEy6nBDnIiIqoSTFh4B4yFMoiIiCh2opGv/eUQERFRDHGIFSIiIiIiIiIiIiKiqo1PkBMRUZXgg4Ivwhd2Rbo8ERER6UUjX/vLISIiohjiECtERESVi0+d+Iu0DCIiIoqdaORrfzlEREQUQxxihYiIiIiIiIiIiIioauMT5BVIKf2rZQzhzexS3OfQf/9h10b/S3o7vN1SKXHNlpSkj1dL1xfgconrUKmJ+rgttt9V2VNSxHmU8FGKceFqYkrLW9gFch31x6u4DuGLTWXli0/xjVHCeW3qVyLtAyvziHFhP4n7IdJ4OfElnRSJb4pcSHaFPjkO+5K1y6baCrXx5bmttfGidPkCePSY/jqelKA/sQ1TuPZ45Ecx7cf1cVe2Pm469Se/IZ2AVp4WFXalIZUhNXuK9fElx84SVgCkOvTHS06evs3glFYQBw/pRJ4n5A9bfBgpwv0gbYOl4mOdL6W4lealbp4YNU/5kk6qMC799RUAqjc5QxvPL/Jp4/bm52jjRR79kesT8jUAtK2vb5f80raBNr4+u7M2buYf08brtWqhjQNAnSS3Np7iFm4ehd3gFPo6AKBhsv4+P1JNWzXUxu02OVPYhGQmxU9FzldCn5ApJEy7LbLlo9JVEmmbQGzYyOdtxO0K3Spi+YsqDrFCRERUuZgw4Iuw9WPGQ88SERFRFRaNfO0vh4iIiGLIMKLQQV458nXl6MYnIiIiIiIiIiIiIooyPkFORERVgqlO/EVaBhEREcVONPK1vxwiIiKKIZtx4i/SMioBdpATEVGV4IvCT7aj8ZNvIiIiKls08rW/HCIiIoqh02gM8spRSyIiIiIiIiIiIiKiKOMT5EREVCXwCXIiIqL4xyfIiYiIKgnDiPwlm5XkJZ3sICcioirBVAZMFVnyjXR5IiIi0otGvvaXQ0RERDHEIVaIiIiIiIiIiIiIiKo2PkEez1QcvJrd46noGsScLTlJP4MQVwlOcR2+FLe+DLv+CZhIn48x6tYW5/EJm2EKVwspriKMA4Dp1J8Tyi4UYIv9OaWENzQrUyxBG7VZeFpK+iwMX2TLmw59HUzpWIrRT6I5xApF4hdPHSQWhz74fyuuoV02z5egjW/JrqeNe1L0dQMAdUifR7xJwrXDK8SF6wIA2Iv1ZTgKhGvDKWh1+hJiuxKbVx/ferSuWEaau1Ab9xzXb4NTeLxFShPKyuMxYhlCPo0wbulBI7uwDiPCOkph00K+kD6rCo5L81g6VsqBQ6xQzKTW0oZdDc8Ui8hoWF0bzy/UJ4IOXfTryBOWt6Jhmr7d0baJvt1y6FADbby4OEMbP6Opfh8BQLJTn8tswj1Tolt/Y+e0yxeo9EThpsTh0sfT9MdTM2E/24VtBACbMPSENDKFIVwHpeWtdDmJt69CwpTu/QyhEtI+OhWk3WSll0H8LKV2i275WO4iDrFCRERUufhggy/CH0ZZ6CMkIiKiCEQjX58oh4iIiGKKQ6wQEREREREREREREVVtfIKciIiqBBWFl34pvvCLiIgopqKRr/3lEBERUQxxiBUiIqLKhWOQExERxT+OQU5ERFRJcIgVIiIikkyZMgVdunRBamoq6tSpg0GDBmHbtm0VXS0iIiIqgfmaiIiIdNhBTkREVYJP2aLyF44VK1Zg7NixWLNmDZYsWQKPx4OLL74Y+fn5MdpKIiKiyi1a+TqcnM18TUREVA7+IVYi/asEOMQKERFVCSYMmBF+72tChTX/okWLgv49c+ZM1KlTBxs2bECPHj0iqgsREVFVFI18faIc6zmb+ZqIiKg8ojDESiV5Nrty1JKIiKgSyM7OBgDUqFGjgmtCREREZWG+JiIiopL4BDkREVUJ0XxJZ05OTtB0t9sNt9utXdY0TUyYMAHdu3dH27ZtI6oHERFRVRXtl3SGm7OZr4mIiCyKxhApHGKFIiYcREo6yITfB9hcrjArFIJQB2kdZnFx5HWIlFBHlShsQ6JTXIUvSX+qKZt+P0onqr1aNf36a6UKJQCmsBJT2MzI4/LPZJVQR2XTlyEOVWmEN7xGyCJMYQahDqZ0w2ihilIdlF2IC3WUljel8n36eHmVZwzx0mWc2MGNGjUKmj5x4kRMmjRJu+zYsWOxefNmfPHFFxHVgSrG3uJqSCgOfaH6rbC6dtmjxUn6snPTtHFPsr5uAODM1R/b3iT9xcHmiSwOAHaPEC/Sx8Xro8DK6e1L1CcK0yG0rezCNVjYhkO58oeZXyy0O4r1F1HxGh1hHIg8T8AuHE8OIW6XDxZDWIch5HSfXb8R0q2cspKPhXmUlK9N4XgVljetNGs085hxnK9PlFO+nM18XYVVq6sP16omFlGnlj6n5xV7tfEz6utzfqFHf2JZ6UdKcepzXYcM/TZsb5CujQu3pmhaV763dNr057gSLqIOYXmnlK8BJLr0yax6p/O1cXei/uGYFhn6/WCz8GHapZ0tOBX9jtIqDCVmTP3ywuKVoW81Ct0IcrtCF4/C+stkGJEPsVIZPkSwg5yIiKiUPXv2IC3tfzc40tPjt956KxYuXIiVK1eiYcOGsa4eERER/Vc4OZv5moiIiEJhBzkREVUJJ176Fdm30/7l09LSgm62y6KUwm233YYPPvgAy5cvR9OmTSNaPxERUVUXjXztLwewlrOZr4mIiMrBiMJLOiN+yeepwQ5yIiKqEkzY4Ivw3dNmmL9PGzt2LGbNmoX58+cjNTUV+/btAwCkp6cjMTExoroQERFVRdHI1yfKsZ6zma+JiIjK4TQag7xydOMTERHFoRkzZiA7Oxu9evVCRkZG4O/dd9+t6KoRERHRfzFfExERkQ6fICcioiohmi/ptEp6wRAREREFi/ZLOq1gviYiIiqHChhiZcaMGZgxYwZ27twJADjrrLPw4IMPon///iHnnzlzJkaNGhU0ze12o7CwMKz1soOciIiqBBM2mKd4iBUiIiIKTzTy9YlymLOJiIhiqgKGWGnYsCEee+wxNG/eHEopvP766xg4cCC++eYbnHXWWSGXSUtLw7Zt20qsMvw6s4OciIiIiIiIiIiIiCrUgAEDgv796KOPYsaMGVizZk2ZHeSGYaBevXoRrZcd5EREVCX4lAGfiuzb7UiXJyIiIr1o5Gt/OURERBRDURxiJScnJ2iy2+2G2+3WLurz+TB79mzk5+cjKyurzPny8vKQmZkJ0zTRqVMn/POf/yyzM70s7CCvQIZwkCnpJwGR/srB5YqsAAtsNWvo65CXr437cnMjr4R0Mjud2rDp0p8mvgT5NPIl2PXr0IeRULeONq5qVNPGi6rrLzoAYAqHg6nfTRbi+p/BKiEOyPsJdqEMW+x/iisOcemLcfkATFN/cTBM/fKGVyhfikvHQow+Bh9s8EX4k20ff6592jpuumCWcfDuyquuXbbAo7+AFnuEHCCcMwBgCNcOr1t/3tuFU0PZ5UaF1Bdl84hF6MuX6mjh9PYm6mcynfqNMKWULuyDojwL+danr6PhjayOSsiVyiFf55SUT6UypJzu0Ccim11IVABsQhlSM9r0Sm0GoQIW2uHSVkirkPeCvhJWMqJuHaZcgXKJRr4+UQ5zNgVLrVVTG69eI0ksI8mtv8ge9+oTcqJw75jn0Tek7RaGBUhx6tdRPyVBGz+zXmpEdWhs4d5SKsMnXF+kdouV4RPcTn0hLdvonzZNcOkTaova+v1st8l1lDbDFuHQFibfv3BKWNrLlfWjiOIQK40aNQqaPHHiREyaNCnkIps2bUJWVhYKCwuRkpKCDz74AG3atAk5b8uWLfHqq6+iffv2yM7OxtSpU3Heeedhy5YtaNiwoeVqsoOciIiIiIiIiIiIiGJiz549SEtLC/xb9/R4y5Yt8e233yI7Oxtz5szByJEjsWLFipCd5FlZWUFPl5933nlo3bo1XnjhBTz88MOW68cOciIiqhJMZYNp5RFTbRmV9at9IiKiyiEa+fpEOczZREREsWQYRrleeHlSIQBOvEizZAe5jsvlQrNmzQAAnTt3xrp16/DUU0/hhRdeEJd1Op3o2LEjtm/fHlY12UFORERVAodYISIiin8cYoWIiKhyiGYHeSRM00RRUZGleX0+HzZt2oRLLrkkrHWwg5yIiIiIiIiIiIiIKtS9996L/v37o3HjxsjNzcWsWbOwfPlyLF68GAAwYsQINGjQAFOmTAEAPPTQQ+jWrRuaNWuGY8eO4V//+hd27dqFG264Iaz1soOciIiqBBOAT3qLoIUyiIiIKHaika/95RAREVEMGbD0YnKxjDAcOHAAI0aMwN69e5Geno727dtj8eLFuOiiiwAAu3fvhs32v1+iHT16FGPGjMG+fftQvXp1dO7cGV999VWZL/UsCzvIiYioSjBhgxnhT7YjXZ6IiIj0opGv/eUQERFR7FTEECuvvPKKNr58+fKgf//73//Gv//973BrVQpbFURERERERERERER0WuIT5EREVCX4lA0+FeFLOiNcnoiIiPSika/95RAREVHsxMtLOk8FdpATEVGVYMKAGeEAaZEuT0RERHrRyNf+coiIiCh22EFOp4ZdeOrBrj+IlBA3HfryjaRE/foBwG7Xx5XSx1OTI6tDbq4+boG9ero2rhLd+rhLvw98bvnpFZ9L/1lJcbNeLW3cWy1BGy+qLnyOAExXpHH9sSDFlUM4lgBAmEfZ9HFD+qgMC3UQKFO4+AvnLbz6sKUXUgmbYfj0dTCcQh08QtwpHM9ReDEXUbTN29YetqTQ11JDuDZIbT5vkf4anFSgXx4AfPrLPJRwmfeJHUny9c/wCXGhTWBI10eBtI0A4EuQ2kZCXGr2SHUoktsEHkNofgsXeqkOplPIx0IcAJSQs+HSV9Jw6g8Wm1O/vN0uZzubkPNtNn0ZPo/+szKlRoNNPp6VUIZ0SkR6P6ksFKDbDFM454kqQo1ze8HmSgoZq1dff99Xt7b+3hQA6lbT35/WSNTfFNVN1cdNIVdKcQBIdenXkeDQJ4rG1fT3v9LlLUPYRgBwSn0VwnY6otChJtWhTePq2niC0J9SP1l/rNgivAZbEendq4XDzdI8saxDrNdvxamog7QKXTwOdlGVwA5yIiKqEjjEChERUfzjECtERESVA58gJyIiqmR8sMEX4bunI12eiIiI9KKRr/3lEBERUQwZ//2LtIxKgK0KIiIiIiIiIiIiIjot8QlyIiKqEkxlRDy+OcdHJyIiiq1o5Gt/OURERBQ7HGKFiIiokjGj8JNtkz+sIiIiiqlo5Gt/OURERBQ7hoEodJBHpy6xxlYFEREREREREREREZ2W+AQ5ERFVCaaywVQRPkEe4fJERESkF4187S+HiIiIYsdAFIZYqSSPkLODnIiIqgQfDPgiTL6RLk9ERER60cjX/nKIiIgodk6nMcj5tTsRERERERERERERnZb4BHlFstv1cZv++wtl038LI/7qMCVZmAFyHU2lDyc6tXGVkqCNGw798gBgS07Sl5Gaoo1LdfQl6veBL0H+nsnn1n9WXiFeXFu/jZ5UfR2LU63UUYoLn7VLH1dOIe7QxwHAcJj6uE1fhhSPCiV8O2oK56347ar8Wer3EmAIMxhCHU2vfnmfFI/Rx8AhVigSal8iVELonGQK1yfp+mV4I39qwl6oj4uHrnRpki4cABwe4eSVrn8SqY52uXyvkMtMh3ANlpo9UsvZY2EfOIV5pP0g5dsI4wAAl5BvXT5t3CHE7XZ9+U6HfnkrZdht+rjXp/+wTZ9+edNrIR8bwmdhCGUIcTHfW0lpmnmUik3C5hArFIkzm9eGIyH0fWzDWvr729qpQpIA0LSmfh67cA8uLS819S3lY7v+2E9y669vGWkufflCJdNc8j26U6jjqSB9VmfVTdTGnUK7o2aifj8Kqz9BmEe6DEcch3ydl+Yw5ZVEVH48EPeThY2wsq+1y+sWj+VONBD5CCmV4wFyPkFORERERERERERERKcnPkFORERVgg+Rj0cqP7NIREREkYhGvvaXQ0RERDEUhTHI5V/Jxwd2kBMRUZXAIVaIiIjiH4dYISIiqhyi8ZLOiF/yeYqwVUFEREREREREREREp6W47SBfuXIlBgwYgPr168MwDMybN09c5q233kKHDh2QlJSEjIwMXH/99Th8+HDQPE8++SRatmyJxMRENGrUCLfffjsKC//35qtJkyYFviHx/7Vq1Sram0dERFHmU7ao/FH4mLOJiMiqaOVr5uzwMV8TEVE4Tr52l/evMojbVkV+fj46dOiAZ5991tL8X375JUaMGIHRo0djy5YtmD17Nr7++muMGTMmMM+sWbNwzz33YOLEidi6dSteeeUVvPvuu7jvvvuCyjrrrLOwd+/ewN8XX3wR1W0jIqLoUzBgRvinKssrtuMMczYREVkVjXzNnF0+zNdERBQWI0p/lUDcjkHev39/9O/f3/L8q1evRpMmTTBu3DgAQNOmTXHTTTfh8ccfD8zz1VdfoXv37hg2bBgAoEmTJhg6dCjWrl0bVJbD4UC9evWisBVERERVH3M2ERFR/GO+JiIiCi1unyAPV1ZWFvbs2YOPP/4YSins378fc+bMwSWXXBKY57zzzsOGDRvw9ddfAwB+/fVXfPzxx0HzAMDPP/+M+vXr44wzzsC1116L3bt3a9ddVFSEnJycoD8iIjq1+HPtyoM5m4jo9MUhVioP5msiotPb6TTEStw+QR6u7t2746233sLVV1+NwsJCeL1eDBgwIOjnY8OGDcOhQ4dw/vnnQykFr9eLm2++OejnX127dsXMmTPRsmVL7N27F5MnT8YFF1yAzZs3IzU1NeS6p0yZgsmTJ4dfabtdG1YOfaNP2YW4Q38QqiS3Nm6FoZR+HU79NnqTXdq4Ky1FrkOqfh6VkqiN+5Kc+niCfht8brlx7k3QfxY+tz5eVF1/qhan6Jf3JGvD/62D/rM0XcJnLcWdpjZuOPTLA4Bh15dhswtlGPq4IcStUKZwXuo3AaYhLG8pt+jLME19IYZPX7pPf9rC5tHHTWEflJepDJjWdpC2DIq9uMzZdnXiLwRbsZBPvcI5JVxaTH0aOlEHr1CGcF5COu8sHPumUAdlE8oQwmJflz4dA5DzqRLKMIWWsfhZWdiPSroGC0VIn7WUr+EWLvIAbC79PA4h7nQKcYc+7rLLdXQK89ht+oPe4xXad0I+9wrtdADwevTrMG1C20lYhXTOKZuFDmRNFU2hnV9e0cjX/nIotuIxXyt14i+UtCT9BbJOipxwqyfo55HasSnOyLpYvNLNAgAlnJtup/7cTxbqmCD0MyQ65ITsEK5P0tkbjbPbJiTUxmn6fgJp+SSX8FlHYSOky7CCkEekNqiFy7x0vElFSLlEKj9WuSgc0n6SPgfAwmdZ8ZsZUjQ6uCtLB3mV+dr9hx9+wPjx4/Hggw9iw4YNWLRoEXbu3Imbb745MM/y5cvxz3/+E8899xw2btyIuXPn4qOPPsLDDz8cmKd///4YPHgw2rdvj759++Ljjz/GsWPH8N5775W57nvvvRfZ2dmBvz179sR0W4mIiCoz5mwiIqL4x3xNRESniyrzBPmUKVPQvXt33HXXXQCA9u3bIzk5GRdccAEeeeQRZGRk4IEHHsDw4cNxww03AADatWuH/Px83HjjjfjHP/4BW4inLKpVq4YWLVpg+/btZa7b7XbD7Y78aWwiIio/H2zwRfi9b6TLkzXM2UREp69o5Gt/ORRbzNdERKc3PkFeCRUUFJRKvvb/DmHi/8mGlXlOlpeXh19++QUZGRnRrjIREUWR/yfbkf5R7DFnExGdvqKVr5mzY4/5mojo9MYxyONAXl5e0DfKO3bswLfffosaNWqgcePGuPfee/H777/jjTfeAAAMGDAAY8aMwYwZM9C3b1/s3bsXEyZMwLnnnov69esH5pk+fTo6duyIrl27Yvv27XjggQcwYMCAQBL/29/+hgEDBiAzMxN//PEHJk6cCLvdjqFDh576nUBERFQJMGcTERHFP+ZrIiKi0OK2g3z9+vXo3bt34N933HEHAGDkyJGYOXMm9u7dG/Tm6+uuuw65ubl45plncOedd6JatWq48MIL8fjjjwfmuf/++2EYBu6//378/vvvqF27NgYMGIBHH300MM9vv/2GoUOH4vDhw6hduzbOP/98rFmzBrVr1z4FW01EROVlwgYzwh9GRbr86Yo5m4iIrIpGvvaXQ+FhviYiorAYiPyFs5XjAXIYSnplLIUtJycH6enp6IWBcBhlvwXb0bCBthyzTjVt3JOeoI17U/Rvl07aka2NW2EUerRxX41kbdybrH/TuOu7X+U6pKZo4ypF/3Zqb/UkbdyTrq+jJ0lunHuS9VcEn1sfTziif5t5cYp++aJq8hWpIEN4e7RbePu0S4g79dtgOORLkWHXl2GzC2UY+rghxK1Qpv54kF5Mb3qF5YU4ABjF+nlsRfq4/bj+eLEf16/fma+P+4oKsfWZ+5CdnY20tDT9zBb4r7m3rLoS7pSyr7lWFOV5MOOCuVGrG8U///GT+fgjsCWEzquGR39OKOG0lC4trqPyNdrm1ccdwnkJ4dpjLxarAMdx/Yb4XMJ+Eh7LMIW44dPHAcAQtlPpm0ZiHUzhEpPbVKgAAJWo35BIr+GmW6hDgrwjbS79PA4h7nQKcYc+7rLLdXQK89ht+v1wrEDfPvQJ+dzrk/Ox16M/4EyPkPOF5SFcmyCUDwA2zW40Cwux6+/3x2W+BpizTzf+46f7lE/hSAh9j3lWZnVtGY2E+zoAaJiuH/e8VQ39sfZrdp42Xs2tP/aLfXIeqS/c39ZI1W/n+t+OauMJdv21I9EhXJsA1ErS78f0JP1+cDn0dXAKcUDuk1uz87A2bhOGhWiYpu9HaFpHH7fClNo1EO7hheV9FroDpS5DUyjCFGYwhfITXfLxFmvSNlrpVvX69PN4hHixt+wPMy83B52a14tqPvRfc+td/x/YXJEdy2ZxAfa9+pe4z9f82p2IiIiIiIiIiIiITktxO8QKERFROKLxwi6+8IuIiCi2ovWCTeZsIiKi2IrGSzb5kk4iIqJTSCkbTGmsCwtlEBERUexEI1/7yyEiIqLYYQc5RYW9TXPY7WWPvVVcQz+OjzdVPy6XJ1HfKJTGtXan6McwBwBDGLTKcOrHg5LGGPek6pd3V0vXxgFAJeu3w5eiH//MmxzZfvYmyie79Fl4hY+iKF2ogzAklEc/TDsAC2OMOyMcY1yI2xzyeHt2YR7Dpq+jLcIxyJWFJ5WUMNCvKY1ZKqxC3kuAMvWFmML4ZppXJwAAbMKYp+IYvhbGESY61UynAsp4l4JNOPcN/es4xDHITXlIVHH8buniII1hbuXlOYZPGGM8wvG9peUt9YVJY0RK1ydpG/RNCkvEewThfRqmMIY5hDHI7W75Iuxw6Q8Yt1MfTxDiLodQvl06YOVxym3SuKxC+00ag9wKqd0gPQEttVukcdadugHG/yvRWfYFzJtfhF1iCUSnVutG1eBKCn1z066efmzuhqn6OACku4R3ZAljXzsi7AhyGPK1x27Tr8MpjCGe6tQnQ7ddnwytjEEujREeDx1mtRL1Sd0QGkcJLqE/Rhq42gJpaGtp/O5ojJ0tjWMu1yGyOkpjdwPyfvIKGyGtQ3o3QGGxfJdeUKxv2xw6XqSN/5Zb9guHjufniusnGTvIiYioSvDBgC/CV2RHujwRERHpRSNf+8shIiKiGDJg6UEasYxKgB3kRERUJZgq8vFIo/CgBxEREWlEI1/7yyEiIqLYOZ2GWOHAbURERERERERERER0WuIT5EREVCWYUXjpVzReGkZERERli0a+9pdDREREscMnyImIiCoZE0ZU/oiIiCh2opWvmbOJiIhiy4AR6CQv91+Y+XrGjBlo37490tLSkJaWhqysLHzyySfaZWbPno1WrVohISEB7dq1w8cffxz2trKDnIiIiIiIiIiIiIgqVMOGDfHYY49hw4YNWL9+PS688EIMHDgQW7ZsCTn/V199haFDh2L06NH45ptvMGjQIAwaNAibN28Oa73sICcioirBp4yo/BEREVHsRCtfM2cTERHFVsRPj5djiJYBAwbgkksuQfPmzdGiRQs8+uijSElJwZo1a0LO/9RTT6Ffv36466670Lp1azz88MPo1KkTnnnmmbDWyw5yIiKqEvxjmkb6R0RERLETrXzNnE1ERBRjRpT+ysnn8+Gdd95Bfn4+srKyQs6zevVq9OnTJ2ha3759sXr16rDWxZd0EhEREREREREREVFM5OTkBP3b7XbD7XaHnHfTpk3IyspCYWEhUlJS8MEHH6BNmzYh5923bx/q1q0bNK1u3brYt29fWPVjB3kM/XFhDdjdCWXGfS6hAOGhCPtxYXmlDyfvkz9+W7GpjwvLm079V0WmU1+CSi57//n5UkKfUIF4kn47vYn6OngT9dvgdctfh/n0VRTj0jdu3kQhniSUD0A5hQPGLRwLTp8Q1y9vd+jjAOCw69fhsOvLMAz9Nkq//FHCLjoxj3C82PTHm2HY9cvLVYAp/eTYq48rmxCP0180mzDkbbdQBp2m3GaZ1zlTOPdtUjYUTlzTqY8DgCGUYQhtCqW/tFh6ssMnpGTp9JPqID4MaqGOUh2kfa2EppHYdnNYSBR2YR4hl0kcCfqDxe2WM4nbqZ8nyVWsjSc79fEEu758l02f7wHAJZRhExrCLqFNIYk03wCATWiXOAz9sSDtg1RHoViHas6ybyiKHB58JpYQvmjka385dPr5S/sMpKSmhYylJuov4olOKRkCHp9wXtr1x11Cjn4d0v2Ez8INh9Qu8QkzOIX7kQSHPi7tA0C+r5JI26is3JgJlRCPB2EbHMJ+NC2kcyXkKitl6EjHkyntaACmUEakx7S0vMcn7wSvsB3SOeHx6uNFHn2boaBYblMcOK7Pyb/l6OM/Hig7XxcXyPm+vMozREqoMgCgUaNGQdMnTpyISZMmhVymZcuW+Pbbb5GdnY05c+Zg5MiRWLFiRZmd5NHADnIiIqoSFIyIb5YVb7aJiIhiKhr52l8OERERxU40O8j37NmDtLT/fcFZ1tPjAOByudCsWTMAQOfOnbFu3To89dRTeOGFF0rNW69ePezfvz9o2v79+1GvXr2w6smB24iIiIiIiIiIiIgoJtLS0oL+dB3kJzNNE0VFRSFjWVlZWLp0adC0JUuWlDlmeVn4BDkREVUJporCECvxOn4MERFRFRGNfO0vh4iIiGLHMCIfMinc5e+99170798fjRs3Rm5uLmbNmoXly5dj8eLFAIARI0agQYMGmDJlCgBg/Pjx6NmzJ6ZNm4ZLL70U77zzDtavX48XX3wxrPWyg5yIiKoEU9lgioMYy2UQERFR7EQjX/vLISIiotg50UEe6RAr4c1/4MABjBgxAnv37kV6ejrat2+PxYsX46KLLgIA7N69G7YS7wA477zzMGvWLNx///2477770Lx5c8ybNw9t27YNa73sICciIiIiIiIiIiKiCvXKK69o48uXLy81bfDgwRg8eHBE62UHORERVQkcYoWIiCj+cYgVIiKiSiIKQ6xUlndqs4OciIiqBBMGzAizb6TLExERkV408rW/HCIiIoodwzCiMMRK5cjXHLiNiIiIiIiIiIiIiE5LfII8hkwnYDjLjiu7fnkxnqyP2zz6uCdF/vjthaY+btN/E2S69d/B+Nz65X2pCdo4AHiT9dvhSdbvSE+yvo7eRKGOchXhdevjUhmm5jiysrwvSf85AgASfNqw4dSX4XDpl3c49HGX06uNA4DLri/DblNC3MJ+iJDP1B9PHiHuFfZTkU04GAB4hP3gE77AlfaST3gpliH85NknXNvKi0OsUCTcaYWwJ4WOmanCMe3TnxOmRzjvi+STwijUz2Mr1tfR5tHHnXliFSC9D0/KVWK7RijfsHAJl+pgCk0f06W/fkpxuORK2pz667zTrc+HCS59Ay9JiKe4irRxAEhxFuvX4dDHE+36OiQKjVS3XW4TOAz9fpTkC40zj3BAFkkHE4BCn/6ALBbKKDb1J02BV1/+oULhZkHgzZePlfLgECsUiewiD7xlXKM8Pv012GWXnw+U7m+leJ5Hvn7peE05j9Qx9dcvr0+fqzzCOjxCu8Zh4TFLQ/iFh1f4rJRwfls5/4WPCg7heJAeelVKv5/zi+RjQWhVQFgFlFRCZGFrdRBmMK2sJIL1A5HvB+m8djuFdrh0sAFw2BO18TSXPqdnpJR93hfk2fGiWIPyMaIwxEoleYCcHeRERFQ1sIOciIgo/rGDnIiIqHKw2QxLXwDoqAiXP1U4xAoRERERERERERERnZb4BDkREVUJfIKciIgo/vEJciIiosqBQ6wQERFVMuwgJyIiin/sICciIqocDMOAEWEPd6TLnyocYoWIiCgCK1euxIABA1C/fn0YhoF58+ZVdJWIiIjoJMzXREREVBZ2kBMRUZWgAJgwIvorz0vW8/Pz0aFDBzz77LPR3iQiIqIqJxr5ujw5m/maiIgoPP4hViL9qww4xAoREVUJFTXESv/+/dG/f/+I1ktERHS6qKghVpiviYiIwsMhVoiIiIiIiIiIiIiIqjg+QU5ERFVCNJ8gz8nJCZrudrvhdrsjKpuIiIii/wQ5czYREVFsnE5PkLODPIbym3phS/SWGTc8+oPEJsWLhHixPu5NsHCQCo1XX4JTGy9O1f9IwZMo1DFZPkS9ifp1+ITt9Ap18CUI6xfiAOAT2uhS3BAGWfQm6Wcwk3z6AgA4EvTzOF1lH8sAkOD2aOPJrmL98g798gCQJMzjsuu3wWGY2rhNiFtR6BPOCZ9dWF5/zBe69eUDwHGPfp7jLn28yKmPe136OppO/TaaxyPfzyHLjWIHeaNGjYKmT5w4EZMmTYqobIpv6r9/ofi8wjHt1R93yif8YC8KHUUSZdPnCZ9broNNuEwraTOluH43i3FL63Do94NyCnFhedjlUZFtdv010G7Txx3C8k4hF7pscptAmsdl07cJEoWDJdGubxMkCXEAcAvrsAsjVEv5wmZGfpvkNfUHrTfCOhYL5XuENgcAeDRleOWPoVyi3UHOnH16aVknFalpaeVa1rQwcL3PykwayQ6hnaz05bsttPVddn2yS3Dq48lOfR3dQvl2m3z+Ouz6eZwO/TpsQoeahSqIZbiF/SStwi3c8ziFfXAqRKNfUjollHBMR7q8wxb7gS+UkI99wu2rletGkkt/vKS49edltQRXmbE8oW0YiWiMIV5J+sfZQU5ERHSyPXv2IK3EzRefRCMiIopPzNlEREQUKXaQExFRlRDNJ8jT0tKCbraJiIgoOqL9BDlzNhERUWwYiMIQK+LvMeIDO8iJiKhKUMqAivCGuzzL5+XlYfv27YF/79ixA99++y1q1KiBxo0bR1QfIiKiqiYa+dpfTjiYr4mIiMLDIVaIiIjIkvXr16N3796Bf99xxx0AgJEjR2LmzJkVVCsiIiIqifmaiIiIysIOciIiqhJMGDAj/PlWeZbv1auX+HIZIiIiOiEa+dpfTjiYr4mIiMJjGFEYYqWSPELODnIiIqoSojkGOREREcVGtMcgJyIiotg4nYZYsVV0BYiIiIiIiIiIiIiIKgKfICcioiqhol7SSURERNZV1Es6iYiIKDwcYoWiwnnMDluhvcy4ivT5fVN/kKmyVw0AKEqXK2Dz6uOGTz+On9RulepouuQ6+oR5fE59JUynVL4Qd+vjAGAKZZguYT8Ku8F0m9q4ze3TFwDAnVCsjSe6Pdp4sku/fLJTH09x6OMAkGDX18Ft1x+wDkO/H2xG5ONSek39QV1k6i+7hT79AVngFQ5YAHl2/QFnN/THi3TDWSRdezz6A1YJ143y4hArFIl/nLUISamhz9/vCxppl92eX0cb31uQqo0fzU/SVw5A7rFEbdws0l97jEIhkVhok/j0VQCEU1u49IiNBmWTrx1KaNkqu5BvhXwMIZ/a3ULDCYBbmCdJyKeJLn0uTHUWaeNprkJtHABSHfoykoV4il0fTxLiCYaF/WjT7wc7pANOzyM0UqU4ABQ69Tn7uJDzpTbDcaGRWiy0SQB9u8UDuW1WHhxihSLx7y92wpWUEjLWqk6CdtkGqfo4AKS79OdVqlt/Xkr9QLnF+muXT0pkAAo9+uvbkTz9uXu0UB+vnqDfBzabfO55vML9qbCjHPLlSyS1GsStEGfQr8FKp6AR6fsYIr0MWrgtM8QGnr4SNmF56X0SNgttVOn1ElLcFJfXz+CTCgDgEe6Bi336c6bIU3YbtFgTixSHWCEiIiIiIiIiIiIiquL4BDkREVUJHGKFiIgo/nGIFSIiosqBQ6wQERFVMioKP9nmzTYREVFsRSNf+8shIiKiGIrCECsRDwV0inCIFSIiIiIiIiIiIiI6LfEJciIiqhIU5BewWCmDiIiIYica+dpfDhEREcUOh1ghIiKqZEwYEb8JXnqLOhEREUUmGvnaXw4RERHFjhGFIVYqSf84h1ghIiIiIiIiIiIiotMTnyAnIqIqQSkj4hd28YVfREREsRWNfO0vh4iIiGKHQ6wQERFVMqYyYER4s2zyZpuIiCimopGv/eUQERFR7JxOQ6ywgzyGqv0I2F1lxz0p+qPEm6Av39SUDQCm8OkqCwPs+Nz6OtoL9a/HkdYhxX0u+UzyJejnkbbBJ+1Hpz6uLJxFpku/n6S4uB/dpjbudPv0BQBIcHm18USnRxtPdhZr4ykOfTxJiANAol0/j9um3wanTb+fbNDHrTDt+g+ryKc/YKRtsBlyHaUbxkKv/qA2DOF49OnLN4ojixNVhCtSspGWYg8ZG5ySrV32F2+eNr6q4Axt/Lv8RvrKAdiQpJ/naH6SNp5/LFEbN3PlZGYI575EfKGecH2z0hcmtm1cwjVUiNtc+nzqEnIpACS59LksLaFQG6/m1seruwr0yzuPa+MAkGbXz5Pu0K8j1aavY4JN36ZIMOQ2gV3IVRKpDoVCA7DAdIvrcAvrSLLpz7sioTHvcej3sxWmZsTNIqWvP1FFmPnYizDKuMk2zuikXbZl+yZi+W3OqKGNt8pI0cbddn2y8pj6a1edFOHmE0DNBP31J1GFbs/4SZ1V0XiJrrCZUMJKTOmWxyY3CoxIN0TcBn3c65PXryJ83bC8icJ9XSV4YbKFjzoq77XQ8Qk7yuuT79ELPfo25LHj+pz7R37Zba+CvHxx/SRjBzkREVUJSkXeyItGI5GIiIjKFo187S+HiIiIYodDrBAREVUyHIOciIgo/nEMciIiosrhdOogtzDIBhERERERERERERFR1cMnyImIqErgE+RERETxj0+QExERVQ6n00s6+QQ5ERFVCaYyovJHREREsROtfM2cTUREFFv+IVYi/QvHlClT0KVLF6SmpqJOnToYNGgQtm3bpl1m5syZpdaZkJAQ1nrZQU5EREREREREREREFWrFihUYO3Ys1qxZgyVLlsDj8eDiiy9Gfn6+drm0tDTs3bs38Ldr166w1sshVoiIqEpQ6sRfpGUQERFR7EQjX/vLISIiotipiCFWFi1aFPTvmTNnok6dOtiwYQN69OihWY+BevXqlaeKAPgEORERVREnbriNCP8qeiuIiIiqtujka+ZsIiKiWKuIIVZOlp2dDQCoUaOGdr68vDxkZmaiUaNGGDhwILZs2RLWethBTkREREREREREREQxkZOTE/RXVFQkLmOaJiZMmIDu3bujbdu2Zc7XsmVLvPrqq5g/fz7+85//wDRNnHfeefjtt98s149DrMRQtR/z4LB7y4wX1U3ULl9Y3a6NF6fov4XxCePRK33xAIC8DP06lF1fiOkU6iAcgc4C+Tscn1tfR6+wH7z6j0Hcj74E+fEV062fR7mEuF0ft7l82rjLVfZxGJjHri/DrTmWAcBl0y/vEOJOIQ4ANiOyR4U8pv548ij9AZvvdYvrOFSYrI0fKUzSxo/l6w/I4znyiybsh/Tbkbhff85U22Nq45lbs7Vx3/dbtXGv8mC3do7y8T9RFmkZROE605Gijf/hOqCN7/emieuom1RdGy8odmnjhQn6a7ivwEKjoIKf1lRWHuuwCflUOMUNIc8YQvkOu/76CQAuhz7fJQj5NsHu0cYTbfp4ir1QGweAdEeBNl7DnqeNpwnrSLUd18YTDP02AECyMI/UZiiwC41UgZU2iR364yHBEI4FQ798uk1/3la36dsckpwkH56JqITQopGv/eUQlaR+3aiN/1gsX/+83ub6uKk/95vW1t8LdKqvbzM0SpHP2zrp+nuSBKf+2lBQJNzXOfUJ1+WQE3KCUIZbiNttsT+/fRFeQ2xRqKP0SxhTmEGKi+ULxzMA+IR5pLjHp48Xe/W5zuOT21ZHi4q18UPH9R2x2w/rrw3b9unbPdt2HNHGAWDb9zv1M+z4RiyjLMqn3/5IGIjCECv//f9GjRoFTZ84cSImTZqkXXbs2LHYvHkzvvjiC+18WVlZyMrKCvz7vPPOQ+vWrfHCCy/g4YcftlRPdpATEVGVoBB5/x1/rU1ERBRb0cjX/nKIiIgodmyGAVuEPeT+5ffs2YO0tP89GOR267/su/XWW7Fw4UKsXLkSDRs2DGudTqcTHTt2xPbt263XM6w1EBERERERERERERFZlJaWFvRXVge5Ugq33norPvjgA3z++edo2rRp2Ovy+XzYtGkTMjIyLC/DJ8iJiKhK4BArRERE8Y9DrBAREVUOhhGFIVbCXH7s2LGYNWsW5s+fj9TUVOzbtw8AkJ6ejsTEE0PSjhgxAg0aNMCUKVMAAA899BC6deuGZs2a4dixY/jXv/6FXbt24YYbbrC8XnaQExFR1cAxVoiIiOIfx1ghIiKqFAzDgBFhD3m4y8+YMQMA0KtXr6Dpr732Gq677joAwO7du2Gz/W9QlKNHj2LMmDHYt28fqlevjs6dO+Orr75CmzZtLK837odYefbZZ9GkSRMkJCSga9eu+Prrr7XzHzt2DGPHjkVGRgbcbjdatGiBjz/+OBCfMmUKunTpgtTUVNSpUweDBg3Ctm3bgsrYt28fhg8fjnr16iE5ORmdOnXC+++/H5PtIyIiqgqYr4mIiCoH5mwiIopXSqmQf/7OcQBYvnw5Zs6cGfj3v//9b+zatQtFRUXYt28fPvroI3Ts2DGs9cZ1B/m7776LO+64AxMnTsTGjRvRoUMH9O3bFwcOHAg5f3FxMS666CLs3LkTc+bMwbZt2/DSSy+hQYMGgXlWrFiBsWPHYs2aNViyZAk8Hg8uvvhi5OfnB+YZMWIEtm3bhgULFmDTpk248sorMWTIEHzzTfnfKktERDH2359sR/IH/ly7XJiviYjIsijka+bs8mPOJiIiq2xGdP4qg7geYmX69OkYM2YMRo0aBQB4/vnn8dFHH+HVV1/FPffcU2r+V199FUeOHMFXX30Fp9MJAGjSpEnQPIsWLQr698yZM1GnTh1s2LABPXr0AAB89dVXmDFjBs4991wAwP33349///vf2LBhQ9jfQBAR0amh1Im/SMug8DFfExGRVdHI1/5yKHzM2UREZJkR/hApocqoDOL2CfLi4mJs2LABffr0CUyz2Wzo06cPVq9eHXKZBQsWICsrC2PHjkXdunXRtm1b/POf/4TP5ytzPdnZ2QCAGjVqBKadd955ePfdd3HkyBGYpol33nkHhYWFpca/8SsqKkJOTk7QHxER0emgMuVrgDmbiIhOX5UpZzNfExHRqRS3T5AfOnQIPp8PdevWDZpet25d/PjjjyGX+fXXX/H555/j2muvxccff4zt27fjr3/9KzweDyZOnFhqftM0MWHCBHTv3h1t27YNTH/vvfdw9dVXo2bNmnA4HEhKSsIHH3yAZs2ahVzvlClTMHny5FLTd12aCntCQpnbaAp7X9mFxyIMfVz61aFRdpumxDz6QuzFchk6Uh29ifJXTT6XEHcL8bI/Ikvlm0IcAEyH8Fk5TW3cEI4Fu0v/YSa55A8q1V2ojVdz6ePVXQXaeJpTv3ya/bg2DgBJ9iJ93KbfTpfh1cZtUXjbkyl8PVpoOrXxXFN/QB72pIp1OFiUoo0fKNTH9+fp1/FzTpI27jvSVRs3jxcCf5uvnac8Aj+5jrAMCk9lytdA2Tl73O9d4UoJfUE/KJwzR4sStfG8In0iyi+UE0nxcf21QxXb9XEhnxtCngIstEsiFYXTT9n0dZS20ybkY5dLn0cSnB5tHACSnPpcleTQl5EsNL6SHfpcmWLX52MASLbpy0iw6euYYOjrmGAI2yjET5Shb/s4hXbyMaXPtx7ozykpnwNArk9/bShU+jKkdUjLe5R+GwDAVGU/L1WY5wXwq1hGuKKRr/3lUHgqU84uK19PfXI8ElNCt1XrJunzbXW3nG+T3fqb9ASn/rxyOfTPIDrs+uPW49PnIQCwCU9zen2R/qRSHzasJGxxFqFdEoVGgSn9zETaTUIVpGEjpM8JgJBp5EpE3DKzUIASZjKFMkxhBmn5BKf8XK9Csj4uHAsXnqmPF3v18SKP3LlWUNxFGz9yfKA2/nte2f0tx/Ny8dcLXxLrUB6GceIv0jIqg7jtIC8P0zRRp04dvPjii7Db7ejcuTN+//13/Otf/wqZvMeOHYvNmzfjiy++CJr+wAMP4NixY/jss89Qq1YtzJs3D0OGDMGqVavQrl27UuXce++9uOOOOwL/zsnJQaNGjaK/gUREVLZojEfKm+1ToqLyNcCcTURU4aI1fjhz9inBe2wiotOX8d//RVpGZRC3HeS1atWC3W7H/v37g6bv378f9erVC7lMRkYGnE4n7Pb/fQ/XunVr7Nu3D8XFxXC5/veN8a233oqFCxdi5cqVaNiwYWD6L7/8gmeeeQabN2/GWWedBQDo0KEDVq1ahWeffRbPP/98qfW63W643cJjykRERFVQZcrXAHM2ERGdvipTzma+JiKiUyluxyB3uVzo3Lkzli5dGphmmiaWLl2KrKyskMt0794d27dvh2n+72dJP/30EzIyMgKJWymFW2+9FR988AE+//xzNG3aNKiMgoITP1uw2YJ3jd1uDyqXiIjii/+lX5H+UXiYr4mIKBzRytfM2eFjziYionDYjOj8VQZx20EOAHfccQdeeuklvP7669i6dStuueUW5OfnB964PWLECNx7772B+W+55RYcOXIE48ePx08//YSPPvoI//znPzF27NjAPGPHjsV//vMfzJo1C6mpqdi3bx/27duH48dPjH/cqlUrNGvWDDfddBO+/vpr/PLLL5g2bRqWLFmCQYMGndLtJyKiMKgo/VHYmK+JiMiyaOVr5uxyYc4mIiKrDMOIyl9lELdDrADA1VdfjYMHD+LBBx/Evn37cPbZZ2PRokWBl4rs3r076FvoRo0aYfHixbj99tvRvn17NGjQAOPHj8ff//73wDwzZswAgFJvy37ttddw3XXXwel04uOPP8Y999yDAQMGIC8vD82aNcPrr7+OSy65JPYbTUREVMkwXxMREVUOzNlERESlxXUHOXBiHLNbb701ZGz58uWlpmVlZWHNmjVllie9vRYAmjdvjvfff99yHYmIqOIpZUBF+MKuSJc/nTFfExGRFdHI1/5yqHyYs4mIyArDOPEXaRmVQdx3kBMREVnGn1sTERHFP+ZrIiKiuGczDNgi7OGOdPlTJa7HICciIiIiIiIiIiIiihU+QU5ERFUCh1ghIiKKfxxihYiIqHLgECsUFZ50H3yJvrJniPQgMfUFGKZ+ccNKo1JTfQDwufRxm0coX/gNg7LwGwdpM8QypOXt+t+AKpuF34jahSpIZQhxm1BHh104GAAk2L1CXP9hJtqL9XGbPp5kL9LGASBJKCPZpi/DaegPaDvk/SQpVvoP22bleNFxyrM4hO2UPqs0p34/HkpM0saPpunjvoIi7NHOUU4Kkf9kmz/5Pm15TDsMM/T56zX1icQnxvWJRglxS6RrixS2UAcj4vNLSrjC8pFeP6OAHXJVh11oKHuEfO6z0Ej1CQ3dfNOtjR/1Jmvj2d5EbfyYR5+PAeBocdnzePL17YVyi0a+9pdDp52GqUlITgl93Ka79Q3lBKdwUwbA7dSfty6HPi5lCVMYr91lt3BtEcqQirDb9bUU4zY5F0rzOIS4lXVIpHZLpOuQho2wUn6kHYcWhv/XL29pJn0lpWNaamL6hFvwqBwLEe7oRKHfSym5a1X6rBoofU5v7UsrM5abI+f78jIMI+L9F+nypwqHWCEiIiIiIiIiIiKi0xKfICcioirCQOQ/zakc324TERFVXtHI1/5yiIiIKFY4xAoREVFlwyFWiIiI4h+HWCEiIqoUbIYhDidkpYzKgEOsEBEREREREREREdFpiU+QExFR1cAnyImIiOIfnyAnIiKqFE6nQUzZQU5ERFWDMsS3rFsqg4iIiGInGvnaXw4RERHFjGEYMCIcIiXS5U8VDrFCRERERERERERERKclPkFORERVglIn/iItg4iIiGInGvnaXw4RERHFjs048RdpGZUBO8iJiKhq4BjkRERE8Y9jkBMREVUKp9MQK+wgjyFX3QLYk8wy46ZPP8KNz6OPm167ENcfhEa2/PHbffq4kgbpEeLS0IFi+QCUfjdEXAdxeSsDFdmEFrxQhiEsbxj6uE2IA4DDVvaxCgBuu1cbdwrLOw39wSTFAcBl6Otgg74OdiFuM/RxS8QDsuKZwkHrFeIeU7+NhcX6a4uvWP6siU41t80Lly30se8SkqFduP5Fo00o5YFI+4kspIkojPEf2eKVoTPMymdtJSeTTHoaSWqe2YUDygn9eS+1SQDAKcyTbCvSxj12fb71CfnajHA0zeLi4oiWJ4qFeqlupKQmhIy5HfpzxumQL9KOMtoCfi6hjIIi/bXD59Nfe+wW6mgXko1NiEvL24ULrLCLLNVBypfSOqz8gkTak5G2z8T9fCoem41wFaaFHSnNIVYhDn7hG2kZ0n6ysh99pn4ej3BtKPSUfW3JK/KI6ycZO8iJiKhq4Es6iYiI4h9f0klERFRpVJIHwCPGDnIiIqoSDGXxKVihDCIiIoqdaORrfzlEREQUO6fTECuR/e6OiIiIiIiIiIiIiKiS4hPkRERUNfAlnURERPGPL+kkIiKqFGyG/N4XK2VUBuwgJyKiqoFjkBMREcU/jkFORERUKXCIFSIiIiIiIiIiIiKiKo5PkBMRUdXAIVaIiIjiH4dYISIiqhSM//5FWkZlwA5yIiKqGthBTkREFP/YQU5ERFQp2AwDtgiHSIl0+VOFHeQx5PPYoTz2MuPKpz9ITK8wAo6wPEx93PDpF7c0j9QwPRVfNVWOc00vDhr4NkNfCV+Mx3k0lTzik0+YxzT08WJpP6uyz1cA8Cj5kplrJmjjeT59fF9RujZ+oChVrMPeAv08B7L18eNH9XV0HnJq40n7tWEYRYX6GYgqwJMNvkZaqv4aUJY1RV5t/KuC5tr4lrz64jp+y6+mjR/MT9HGC467tPHi4/rzGgCUR3+NNYqF63jEX2BZyEPidV6Y4RTkY1PYDlNo2IhxoXyPkOsAC/lWiPuEURylfFpsmNo4ADiVMI9wuBRLOR/6uLSNVkj72Q79Njpt+muP2/SIdUi0l10Hm11enuhUG/fed3AkJIeMtWpcXbts63qhlyupSTV9O7heUqI27jGl81Z/3qclyPcbiW799cntEK7zwvXRLnRmWenskl7KJxVhSJUU7l0BWMjpEd7fRriN0SA1ayTifgagImwcmcLiPmGGYp/cJpDK8Hj1ZRQL8eMefcdYnnAvAAAHjhdp47uzj2vj2w6UHS8uyBPXTzJ2kBMRUdXAJ8iJiIjiH58gJyIiqhQMI/IveyrJA+SRPfpw/Phx/P7776Wmb9myJZJiiYiIwqeM6PxVUczZREQUF6KVr6tozma+JiKieGEYRlT+KoNyd5DPmTMHzZs3x6WXXor27dtj7dq1gdjw4cOjUjkiIiKKHHM2ERFR/GO+JiIiqhjl7iB/5JFHsGHDBnz77bd47bXXMHr0aMyaNQsAoCIdCImIiChMhorOX1XEnE1ERPEiWvm6KuZs5msiIoon/iFWIv2rDMrdQe7xeFC3bl0AQOfOnbFy5Uq88MILeOihhyrN4/NERFSFqCj9lcOzzz6LJk2aICEhAV27dsXXX38d0aZEG3M2ERHFjWjl63LkbOZrIiIi62yGEZW/cEyZMgVdunRBamoq6tSpg0GDBmHbtm3icrNnz0arVq2QkJCAdu3a4eOPPw5vW8Oau4Q6derg+++/D/y7Ro0aWLJkCbZu3Ro0nYiIqCp79913cccdd2DixInYuHEjOnTogL59++LAgQMVXbUA5mwiIjrdMV8TERHFvxUrVmDs2LFYs2YNlixZAo/Hg4svvhj5+fllLvPVV19h6NChGD16NL755hsMGjQIgwYNwubNmy2vt9wd5G+++Sbq1KkTNM3lcuHtt9/GihUrylssERFRpTJ9+nSMGTMGo0aNQps2bfD8888jKSkJr776akVXLYA5m4iITnfM10REROGpiCFWFi1ahOuuuw5nnXUWOnTogJkzZ2L37t3YsGFDmcs89dRT6NevH+666y60bt0aDz/8MDp16oRnnnnG8notd5DPmzcv6N8NGzZEvXr1Qs7bvXt3yxUgIiKKBgNRGM80zHUWFxdjw4YN6NOnT2CazWZDnz59sHr16qhuXziYs4mIKF5FJV+HmbOZr4mIiMJnGEZU/iKRnZ0N4MSvqsqyevXqoBwPAH379g0rx1vuIL/66qvx9NNPa+fhi0OIiKgqyMnJCforKioKOd+hQ4fg8/kC44X61a1bF/v27TsVVQ2JOZuIiE4XVnI28zUREVHFsnqPXZJpmpgwYQK6d++Otm3bljnfvn37Is7xDqszzp07F9dccw1+/fVXPPnkk0Exn8+HN998E4899hh+/PFHyyuv6mw2BZut7AaNz9R/i2JolgUA5StXtf5XvrD+eKCiUMVolFHZmRZ2gpV5dHzC8mbYz+ZGn92I9AbDK86RYHi0cY/Nro2nOY5r48dNp1iHQrf+0l6YpC/D49HX0Vus/261qFi/vK9QGy4/ZUR+wv93+UaNGgVNnjhxIiZNmhRZ2acQc3Z0FSn9eX3MTNbG83wJ2nihTz6vi3z689rn05+XUtzSuSNdQk1peWEd0jXawiVcvMwLdVBSXCreQh1jnW/JGruhP2BNVe6RKOOGzUK7RzePleXLJRr52l8OKnfOZr4OX2qyG45Ed8hYWqI+n6Yn6NuoAJDo0M/jtEt5Qh932fXXFrtNPjekF95JRdiF5aWnPaPxvlgjDu4Npe0Qc/op+O6qMnw/Jn2WwikDJfR7SccrIKcUh3DenQqm8Fmawoft9ZUdL0zQ36tEwoYIxuYuUQZQvnw9duxYbN68GV988UWEtZBZ7iC/9NJLsWLFCgwYMAC7d+/GrFmzYLPZ8Morr+CJJ57AsWPHMG7cuFjWlYiIqGwKkTdU/7v8nj17kJaWFpjsdoe+EatVqxbsdjv2798fNH3//v1l/kT6VGDOJiKiuBWNfO0vB9ZyNvM1ERFR+KIxRIp/eav32H633norFi5ciJUrV6Jhw4baeevVqxdxjrfcQQ4AnTp1wpo1a3DJJZega9euOHToEDweDyZMmIBbb701aEOJiIgqq7S0NEs5zeVyoXPnzli6dCkGDRoE4MTPwJYuXYpbb701xrXUY84mIqLTgZWczXxNRERUsazeYyulcNttt+GDDz7A8uXL0bRpU3GZrKwsLF26FBMmTAhMW7JkCbKysizXL6wO8tzcXPznP//B/v37kZeXB8MwsGbNGrRr1y6cYoiIiKIvik+Qh+OOO+7AyJEjcc455+Dcc8/Fk08+ifz8fIwaNSrCykSGOZuIiOJSlJ8gt4r5moiIKDyGIQ/bZKWMcIwdOxazZs3C/PnzkZqaGhhHPD09HYmJiQCAESNGoEGDBpgyZQoAYPz48ejZsyemTZuGSy+9FO+88w7Wr1+PF1980fJ6LQ8l88ADDyAzMxMvv/wyHn30URw8eBCDBw9Gnz59sG7dunC2lYiIKOoMFZ2/cF199dWYOnUqHnzwQZx99tn49ttvsWjRolIvCTmVmLOJiCheRStfh5uzma+JiIjCYzOi8xeOGTNmIDs7G7169UJGRkbg79133w3Ms3v3buzduzfw7/POOw+zZs3Ciy++iA4dOmDOnDmYN2+e9sWeJ7P8BPmcOXPw5JNP4tprr4XdfuLFFTNnzsQDDzyA3r17Y9asWbj88sstr5iIiKiquPXWWyv8J9olMWcTERGVxnxNREQU35SFt9MuX7681LTBgwdj8ODB5V6v5Q7yH374IeTA7A8//DAaN26MIUOGYOrUqXHV4CAiotNIBQ2xEo+Ys4mIKG5V0BAr8Yj5moiI4lk0X9IZ7ywPsaLboDFjxmDu3Lm47777olIpIiKisKko/VUBzNlERBS3opWvq0DOZr4mIqJ4VhFDrFQUyx3kkksuuSTkI+5EREQUX5iziYiI4h/zNRER0alheYgVKzp16hTN4io9h9MHu9Orm0O7vE/pv79QduGxCVMfFpcH4EsQZlBx8FWQsBnSC3zEF/wI+9EQ4gAgDqFkCvtRWF4Jn4PPlL8LM4UyvKY9orhHitv0cQDwCd/pSeeMTfgwXYZPXwFD3o8JNo82bhcOGKdQhyR7sViHGs58bbxuQq42fjgtWRs/WEsfP9ogSRv3FRRp4+VV3pdsnlzG6YI5O9h1O3vBmewKGTtUqD+mswsTtfH8wtDl+nmK5OaYWSxcI4uF65NPyDNSHIBNOj8iPn/0dVBWViD8hFOZUttJv7zp0+9nKdcBck72CnFTyHUepa+DtDxgId9GmI99wufksVDHQui30yfkfI/Sn3eFUtx0auNW5ilU+niB6dbHffp4nhAHgFxv2Y39Ym/UnqUKEo187S/ndMB8HezfV7ZFampayJjTrr+2OGzyMW0XHnWU4gXF+ra8I8LyATHVwSbMkH1cf78iVcFuabiESIdkkEqXy5dusW3CRcTCbX7ELAy1XOHlRzo6hnTaOYR7bOm8BgBnhMcbhDaFtB9NCzva69PP08Snv984O6PsIzIvNxkTxRqUj2FEfgxUkhFWottBTkREVGGUEfmXdvHwpR8REVFVFo187S+HiIiIYsZmGOKXblbKqAxi81gAEREREREREREREVGc4xPkRERUNUTjhV2nyc+1iYiIKky0XrDJnE1ERBRTNkT+ZHVleTKbHeRERFQlcAxyIiKi+McxyImIiCqH02kM8srSkU9EREREREREREREFFV8gpyIiKoGDrFCREQU/zjEChERUaVgQxRe0onK8Qg5O8iJiKhqiMZPtnmzTUREFFtRGmKFOZuIiCi2OMQKEREREREREREREVEVxyfIiYioauAQK0RERPGPQ6wQERFVCjbjxF+kZVQG7CCPIZ9pAGbZD+mbPv0D/FIcPv1RZkhxU188AEAJR7LQMI3055NW6mj4IowL64jGflSmvgxlCjtKWN4U6ujVHId+hT795SDBro8fN53auFt5tfECU/igLDCFK6/TsGvjHulgscCj9OsoVPr9VCTsx0IhbqUORab+syz2CftJiHuFa5dPOF7LjR3kFIFi0w5lhj62PWVM95OOeTEHWDgnpHkMYR1im8FKvpXOjwjbDLAJM1jZT8JKDOk3nsI6pLaZx6s/VgCgSMi3Uj4uFo5H6RpvJY8UmC5tPMHwaONOQ5/z7cpKIzQyPujXUaiE/aT0+0CKA0CB6dbGI8350mftFY4VAPBpzltdLCLsIKcIKHXir9KSTisLp52UysS4tJIonPrikAqnYMgGqVNOahPYKsFFRjoXpHZRNM4lsXkozhDh8ojCMS+Q9qO1MiKbwdQ0a3SxSBkGIh6DnEOsEBERERERERERERHFMT5BTkREVYIRhZd+ReWlYURERFSmaORrfzlEREQUO6fTSzrZQU5EREREREREREREAafTGOQcYoWIiIiIiIiIiIiITkt8gpyIiKoGvqSTiIgo/vElnURERJWC8d//RVpGZcAOciIiqhI4BjkREVH84xjkRERElQOHWCEiIiIiIiIiIiIiquL4BDkREVUdfJqMiIgo/jFfExERxb3T6QlydpATEVHVwDHIiYiI4h/HICciIqoUDMOAYUQ4BnmEy58q7CCPIV+xA8pR9i72eYQRbrxC3CMcZEL5hs/CQSo0PMWx/2IdByCO9y+VYerDNp9QvBAHAMMrVFL6Ss2uj5s+/Wdd5JFP9XyPSxt3GPodZRPiEo8pj/hUaHdq4wU2/TbYhIPBHuE2AIBPCZ+Fqf8s8nxubTzHmyDW4cDxVH08P0UbP5KTrI37jurr6Dpk1y9fqP+ciCqCx7RBmaGP3WKv/rz1Ctdgn1d/TigL1z8xZwt5RsplMCNvuIqXUDEfS7kynNqUrwrKJnyWHn0JHqf+swaAIuF4Knboyyj06XNhsZBnpDwEAB4l1EHp65CgPEL5+gPSCSuNK3kWnVRboTZeDce1cadDrqNdOOJsQkM62dCvI1U4XtMMfb4GAKdR9vGQk+vDLLEEolPLVAqmCn3u+IQ8Ip1zQOT3t1I/kHTpikY3Uln7x0+4dMAhzGCz8DhorJ8YtfLSP2kO4RbbSibSMi3cWirhgDKF400Jn3Wky0ejDK9QgLSfrPSten36dRR59Z9msVdfiexCfbvmjzx9mwEAfjyon2fL7zna+A8/Hyoz5ivKF9dPMnaQExFRlcCXdBIREcU/vqSTiIiocuAQK0RERJUNh1ghIiKKfxxihYiIqFIwDGtP8UtlVAZR+LEqEREREREREREREVHlwyfIiYioSuAQK0RERPGPQ6wQERFVDjbDgC3CR8AjXf5UidsnyJVSePDBB5GRkYHExET06dMHP//8s7jc77//jr/85S+oWbMmEhMT0a5dO6xfvx4A4PF48Pe//x3t2rVDcnIy6tevjxEjRuCPP/4IKuOnn37CwIEDUatWLaSlpeH888/HsmXLYrKdREQUJSpKfxQW5msiIgpLtPI1c3ZYmK+JiChc/jHII/2rDOK2g/yJJ57A008/jeeffx5r165FcnIy+vbti8LCst84f/ToUXTv3h1OpxOffPIJfvjhB0ybNg3Vq1cHABQUFGDjxo144IEHsHHjRsydOxfbtm3D5Zd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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Lower bound\n", - "cmap_blues = plt.get_cmap(\"Blues\")\n", - "fig, ax = plt.subplots(1,3, figsize = (18,5))\n", - "\n", - "pcm0 = ax[0].pcolormesh(pci[0].reshape(x1_test.shape).transpose(),cmap = cmap, vmin = -2.5, vmax = 2.5)\n", - "ax[0].set_title(\"Lower Bound of Posterior Prediction\", size = 14)\n", - "ax[0].set(xlabel = \"$X_1$\", ylabel = \"$X_2$\")\n", - "ax[0].xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[0].xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "ax[0].yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[0].yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "fig.colorbar(pcm0,ax = ax[0])\n", - "\n", - "\n", - "# Upper bound\n", - "pcm1 = ax[1].pcolormesh(pci[1].reshape(x1_test.shape).transpose(),cmap = cmap, vmin = -2.5, vmax = 2.5)\n", - "ax[1].set_title(\"Upper Bound of Posterior Prediction\", size = 14)\n", - "ax[1].set(xlabel = \"$X_1$\", ylabel = \"$X_2$\")\n", - "ax[1].xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[1].xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "ax[1].yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[1].yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "fig.colorbar(pcm1,ax = ax[1])\n", - "\n", - "\n", - "# CI Width\n", - "pcm2 = ax[2].pcolormesh((pci[1].reshape(x1_test.shape) - pci[0].reshape(x1_test.shape)).transpose(),cmap = cmap_blues, vmin = 0, vmax = 4)\n", - "ax[2].set_title(\"Width of 95% Credible Intervals\", size = 14)\n", - "ax[2].set(xlabel = \"$X_1$\", ylabel = \"$X_2$\")\n", - "ax[2].xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[2].xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "ax[2].yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax[2].yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "fig.colorbar(pcm2,ax = ax[2])\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Finally, we can plot the mean residual, which is defined as $\\hat{r}(x) = f_\\dagger(x) - \\hat{f}_\\dagger(x)$. Only minimal error exists along the boundary of the domain. " - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Residual Plots\n", - "cmap_rb = plt.get_cmap(\"RdBu\")\n", - "fig, ax = plt.subplots(1,1, figsize = (6,5))\n", - "\n", - "pcm1 = ax.pcolormesh((f0_test - pmean.reshape(x1_test.shape)).transpose(),cmap = cmap_rb, vmin = -1.5, vmax = 1.5)\n", - "ax.set_title(\"Posterior Mean Residuals\", size = 20)\n", - "ax.set(xlabel = \"$X_1$\", ylabel = \"$X_2$\")\n", - "ax.xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax.xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "ax.yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - "ax.yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - "\n", - "fig.colorbar(pcm1,ax = ax)\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Weight Functions\n", - "\n", - "The mean prediction of each weight function is shown below. Similar to the two model case, we see the weight functions take larger values in areas where the corresponding expansion is accurate. The third weight fails to take values above 0.4 in the upper left corner, which is where $h_3(x)$ is accurate. This likely occurs because the hihg-fidelity regions of $h_3(x)$ slighlty overlap with those from $h_1(x)$ and $h_2(x)$. " - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "#sb.heatmap(wmean)\n", - "cmap_hot = plt.get_cmap('hot')\n", - "\n", - "w1_mean = wmean.transpose()[0]\n", - "w1_mean = w1_mean.reshape(x1_test.shape).transpose()\n", - "\n", - "w2_mean = wmean.transpose()[1]\n", - "w2_mean = w2_mean.reshape(x1_test.shape).transpose()\n", - "\n", - "w3_mean = wmean.transpose()[2]\n", - "w3_mean = w3_mean.reshape(x1_test.shape).transpose()\n", - "\n", - "fig, ax = plt.subplots(1,3, figsize = (18,5))\n", - "for i in range(3):\n", - " wi_mean = wmean.transpose()[i]\n", - " wi_mean = wi_mean.reshape(x1_test.shape).transpose()\n", - "\n", - " post_title = \"Posterior Mean of $w_\" + str(i+1) + \"(x)$\"\n", - " pcm0 = ax[i].pcolormesh(wi_mean,cmap = cmap_hot, vmin = -0.05, vmax = 1.05)\n", - " ax[i].set_title(post_title, size = 18)\n", - " ax[i].set(xlabel = \"$x_1$\", ylabel = \"$x_2$\")\n", - " ax[i].xaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - " ax[i].xaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - " ax[i].yaxis.set_major_locator(ticker.FixedLocator(np.round(np.linspace(0, n_test, 6),3)))\n", - " ax[i].yaxis.set_major_formatter(ticker.FixedFormatter(np.round(np.linspace(-np.pi, np.pi, 6),3)))\n", - " fig.colorbar(pcm0,ax = ax[i])\n", - "\n" - ] - }, - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### Error Standard Deviation\n", - "Finally, the posterior distribution of the error variance is shown below. The resulting posterior concentrates about the true value of 0.1. This means, the error standard deviation is accurately recovered with small uncertainty. The true value of $\\sigma = 0.10$ is accurately recovered from the BART-based model, as the posterior is nearly centered around 0.1." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the posterior of the error standard deviation\n", - "mix.plot_sigma()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.10" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/source/notebooks/__init__.py b/docs/source/notebooks/__init__.py deleted file mode 100644 index eb9fdc70..00000000 --- a/docs/source/notebooks/__init__.py +++ /dev/null @@ -1,2 +0,0 @@ -import sys -sys.path.append('../../../') diff --git a/docs/source/notebooks/coleman_models_BMM_comparative_study.ipynb b/docs/source/notebooks/coleman_models_BMM_comparative_study.ipynb deleted file mode 100644 index 01c45ad7..00000000 --- a/docs/source/notebooks/coleman_models_BMM_comparative_study.ipynb +++ /dev/null @@ -1,824 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "atomic-triumph", - "metadata": {}, - "source": [ - "# Comparative study of BMM method in bivariate linear module using Coleman toy models.\n", - "\n", - "The best way to learn Taweret is to use it. You can run, modify and experiment with this notebook using [GitHub Codespaces](https://github.com/bandframework/Taweret)." - ] - }, - { - "cell_type": "markdown", - "id": "careful-kitchen", - "metadata": {}, - "source": [ - "The models can be found in Coleman Thesis : https://go.exlibris.link/3fVZCfhl\n", - "\n", - "This notebook shows how to use the Bayesian model mixing methods available in bivariate_linear mixing method of package **Taweret** for a toy problem. \n", - "\n", - "**Author : Dan Liyanage**\n", - "\n", - "Date : 08/14/2023" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "emotional-foundation", - "metadata": {}, - "outputs": [], - "source": [ - "import sys\n", - "import os\n", - "\n", - "# You will have to change the following imports depending on where you have \n", - "# the packages installed\n", - "\n", - "# Setting Taweret path\n", - "cwd = os.getcwd()\n", - "\n", - "# Get the first part of this path and append to the sys.path\n", - "tw_path = cwd.split(\"Taweret/\")[0] + \"Taweret\"\n", - "sys.path.append(tw_path)\n", - "\n", - "# For plotting\n", - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "sns.set_context('poster')\n", - "# To define priors. (uncoment if not using default priors)\n", - "import bilby\n", - "\n", - "# For other operations\n", - "import numpy as np" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "generous-confidentiality", - "metadata": {}, - "outputs": [], - "source": [ - "# Import models with a predict method\n", - "from Taweret.models import coleman_models as toy_models\n", - "\n", - "m1 = toy_models.coleman_model_1()\n", - "m2 = toy_models.coleman_model_2()\n", - "truth = toy_models.coleman_truth()" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "c359b452", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "/Users/dananjayaliyanage/temp/Taweret/docs/source/notebooks\r\n" - ] - } - ], - "source": [ - "#!pwd" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "stainless-stations", - "metadata": {}, - "outputs": [], - "source": [ - "g = np.linspace(0,9,10)\n", - "plot_g = np.linspace(0,9,100)\n", - "true_output = truth.evaluate(plot_g)\n", - "exp_data = truth.evaluate(g)" - ] - }, - { - "cell_type": "markdown", - "id": "prime-following", - "metadata": {}, - "source": [ - "## 1. The models and the experimental data." - ] - }, - { - "cell_type": "markdown", - "id": "mexican-pipeline", - "metadata": {}, - "source": [ - "Truth\n", - " \n", - "$f(x) = 2-0.1(x-4)^2$, where $x \\in [-1, 9]$\n", - "\n", - "Model 1\n", - "\n", - "$f_1(x,\\theta)= 0.5(x+\\theta)-2$ , where $\\theta \\in [1, 6]$\n", - "\n", - "Model 2\n", - "\n", - "$f_2(x,\\theta)= -0.5(x-\\theta) + 3.7$ , where $\\theta \\in [-2, 3]$\n", - "\n", - "Experimental data \n", - "\n", - "sampled from the Truth with a fixed standard deviation of 0.3\n", - "\n", - "\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "expired-dryer", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.set_context('notebook')\n", - "fig, axs = plt.subplots(1,2,figsize=(20,5))\n", - "prior_ranges = [(1,6), (-2,3)]\n", - "for i in range(0,2):\n", - " ax = axs.flatten()[i]\n", - " ax.plot(plot_g, true_output[0], label='truth', color='black')\n", - " ax.errorbar(g,exp_data[0],exp_data[1], fmt='o', label='experimental data', color='r')\n", - " ax.legend()\n", - " ax.set_ylim(-2,4)\n", - " for value in np.linspace(*prior_ranges[i],10):\n", - " if i==0:\n", - " predict_1 = m1.evaluate(plot_g, value, full_corr=False)\n", - " ax.plot(plot_g, predict_1[0])\n", - " ax.set_ylabel(r'$f_1(x)$')\n", - " if i==1:\n", - " predict_2 = m2.evaluate(plot_g, value, full_corr=False)\n", - " ax.plot(plot_g, predict_2[0]) \n", - " ax.set_ylabel(r'$f_2(x)$') \n", - " ax.set_xlabel('x') \n", - " \n" - ] - }, - { - "cell_type": "markdown", - "id": "hydraulic-resident", - "metadata": {}, - "source": [ - "## 2. Choose a Mixing method" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "antique-cooking", - "metadata": {}, - "outputs": [], - "source": [ - "# Mixing method\n", - "from Taweret.mix.bivariate_linear import BivariateLinear as BL\n", - "\n", - "models= {'model1':m1,'model2':m2}\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "34ea162a", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "addstepasym mixing function has 3 free parameter(s)\n", - "Warning : Default prior is set to {'addstepasym_0': Uniform(minimum=0, maximum=1, name='addstepasym_0', latex_label='addstepasym_0', unit=None, boundary=None), 'addstepasym_1': Uniform(minimum=0, maximum=1, name='addstepasym_1', latex_label='addstepasym_1', unit=None, boundary=None), 'addstepasym_2': Uniform(minimum=0, maximum=1, name='addstepasym_2', latex_label='addstepasym_2', unit=None, boundary=None)}\n", - "To change the prior use `set_prior` method\n", - "Using default priors for model 1\n", - "{'model1_0': Uniform(minimum=1, maximum=6, name='model1_0', latex_label='model1_0', unit=None, boundary=None)}\n", - "Using default priors for model 2\n", - "{'model2_0': Uniform(minimum=-2, maximum=3, name='model2_0', latex_label='model2_0', unit=None, boundary=None)}\n", - "addstepasym mixing function has 3 free parameter(s)\n", - "Warning : Default prior is set to {'addstepasym_0': Uniform(minimum=0, maximum=1, name='addstepasym_0', latex_label='addstepasym_0', unit=None, boundary=None), 'addstepasym_1': Uniform(minimum=0, maximum=1, name='addstepasym_1', latex_label='addstepasym_1', unit=None, boundary=None), 'addstepasym_2': Uniform(minimum=0, maximum=1, name='addstepasym_2', latex_label='addstepasym_2', unit=None, boundary=None)}\n", - "To change the prior use `set_prior` method\n", - "addstepasym mixing function has 3 free parameter(s)\n", - "Warning : Default prior is set to {'addstepasym_0': Uniform(minimum=0, maximum=1, name='addstepasym_0', latex_label='addstepasym_0', unit=None, boundary=None), 'addstepasym_1': Uniform(minimum=0, maximum=1, name='addstepasym_1', latex_label='addstepasym_1', unit=None, boundary=None), 'addstepasym_2': Uniform(minimum=0, maximum=1, name='addstepasym_2', latex_label='addstepasym_2', unit=None, boundary=None)}\n", - "To change the prior use `set_prior` method\n" - ] - } - ], - "source": [ - "\n", - "\n", - "mix_model_BMMC_mix = BL(models_dic=models, method='addstepasym', nargs_model_dic={'model1':1, 'model2':1},\n", - " same_parameters = False)\n", - "\n", - "mix_model_BMMcor_mix = BL(models_dic=models, method='addstepasym', nargs_model_dic={'model1':1, 'model2':1},\n", - " same_parameters = False, BMMcor=True)\n", - "\n", - "mix_model_mean_mix = BL(models_dic=models, method='addstepasym', nargs_model_dic={'model1':1, 'model2':1},\n", - " same_parameters = False, mean_mix=True)\n", - "\n", - "mix_models = [mix_model_BMMC_mix, mix_model_BMMcor_mix, mix_model_mean_mix]" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "825516bc", - "metadata": {}, - "outputs": [], - "source": [ - "## uncoment to change the prior from the default\n", - "priors = bilby.core.prior.PriorDict()\n", - "priors['addstepasym_0'] = bilby.core.prior.Uniform(0, 9, name=\"addstepasym_0\")\n", - "priors['addstepasym_1'] = bilby.core.prior.Uniform(0, 9, name=\"addstepasym_1\")\n", - "priors['addstepasym_2'] = bilby.core.prior.Uniform(0, 1, name=\"addstepasym_2\")\n", - "for mix_model in mix_models:\n", - " mix_model.set_prior(priors)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "837e952c", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "{'addstepasym_0': Uniform(minimum=0, maximum=9, name='addstepasym_0', latex_label='addstepasym_0', unit=None, boundary=None), 'addstepasym_1': Uniform(minimum=0, maximum=9, name='addstepasym_1', latex_label='addstepasym_1', unit=None, boundary=None), 'addstepasym_2': Uniform(minimum=0, maximum=1, name='addstepasym_2', latex_label='addstepasym_2', unit=None, boundary=None), 'model1_0': Uniform(minimum=1, maximum=6, name='model1_0', latex_label='model1_0', unit=None, boundary=None), 'model2_0': Uniform(minimum=-2, maximum=3, name='model2_0', latex_label='model2_0', unit=None, boundary=None)}\n", - "{'addstepasym_0': Uniform(minimum=0, maximum=9, name='addstepasym_0', latex_label='addstepasym_0', unit=None, boundary=None), 'addstepasym_1': Uniform(minimum=0, maximum=9, name='addstepasym_1', latex_label='addstepasym_1', unit=None, boundary=None), 'addstepasym_2': Uniform(minimum=0, maximum=1, name='addstepasym_2', latex_label='addstepasym_2', unit=None, boundary=None), 'model1_0': Uniform(minimum=1, maximum=6, name='model1_0', latex_label='model1_0', unit=None, boundary=None), 'model2_0': Uniform(minimum=-2, maximum=3, name='model2_0', latex_label='model2_0', unit=None, boundary=None)}\n", - "{'addstepasym_0': Uniform(minimum=0, maximum=9, name='addstepasym_0', latex_label='addstepasym_0', unit=None, boundary=None), 'addstepasym_1': Uniform(minimum=0, maximum=9, name='addstepasym_1', latex_label='addstepasym_1', unit=None, boundary=None), 'addstepasym_2': Uniform(minimum=0, maximum=1, name='addstepasym_2', latex_label='addstepasym_2', unit=None, boundary=None), 'model1_0': Uniform(minimum=1, maximum=6, name='model1_0', latex_label='model1_0', unit=None, boundary=None), 'model2_0': Uniform(minimum=-2, maximum=3, name='model2_0', latex_label='model2_0', unit=None, boundary=None)}\n" - ] - } - ], - "source": [ - "for mix__model in mix_models:\n", - " print(mix_model.prior)" - ] - }, - { - "cell_type": "markdown", - "id": "applicable-being", - "metadata": {}, - "source": [ - "## 3. Train to find posterior" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "cf1f0b13", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(10,)" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "g.shape" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "53fa0f69", - "metadata": {}, - "outputs": [], - "source": [ - "#from Taweret.utils.utils import normed_mvn_loglike" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "3528dd98", - "metadata": {}, - "outputs": [], - "source": [ - "kwargs_for_sampler = {'sampler':'ptemcee',\n", - " 'ntemps':5,\n", - " 'nwalkers':40,\n", - " 'Tmax':100,\n", - " 'burn_in_fixed_discard':500,\n", - " 'nsamples':3000,\n", - " 'threads':6,\n", - " 'printdt':60}\n", - " #'safety':2,\n", - " #'autocorr_tol':5}" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8a8e8d59", - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "import shutil\n", - "outdirs = ['outdir/mix_model_1', 'outdir/mix_model_2', 'outdir/mix_model_3']\n", - "labels = ['BMMC','BMMcor','BMMmean']\n", - "results = []\n", - "\n", - "for i in range(0,3):\n", - " mix_model = mix_models[i]\n", - " label = labels[i]\n", - " outdir = outdirs[i]\n", - " if os.path.isdir(outdir):\n", - " print('removing '+outdir)\n", - " shutil.rmtree(outdir)\n", - " else:\n", - " print('file does not exist '+outdir)\n", - " result = mix_model.train(x_exp=g.reshape(-1,1), y_exp=exp_data[0].reshape(-1,1), y_err=exp_data[1].reshape(-1,1)\n", - " ,kwargs_for_sampler=kwargs_for_sampler, label=label, outdir=outdir)\n", - " results.append(result)" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "085473ee", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/dananjayaliyanage/miniconda3/envs/test_env/lib/python3.7/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n", - "A value is trying to be set on a copy of a slice from a DataFrame.\n", - "Try using .loc[row_indexer,col_indexer] = value instead\n", - "\n", - "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", - " \n" - ] - } - ], - "source": [ - "posteriors = [0,0,0]\n", - "for i in range(0,3):\n", - " result = results[i]\n", - " label = labels[i]\n", - " result = result.posterior.iloc[:,0:-2]\n", - " result['model'] = label\n", - " posteriors[i]=result" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "5101b4ba", - "metadata": {}, - "outputs": [], - "source": [ - "import pandas as pd" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "c59cf6eb", - "metadata": {}, - "outputs": [], - "source": [ - "df = pd.concat(posteriors, ignore_index=True, sort=False)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "b48f45f4", - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - " addstepasym_0 addstepasym_1 addstepasym_2 model1_0 model2_0 model\n", - "0 3.410430 6.423313 0.912740 5.256604 1.454678 BMMC\n", - "1 4.570360 4.672048 0.992560 4.715166 1.905749 BMMC\n", - "2 4.809052 0.036657 0.874751 4.706236 1.128061 BMMC\n", - "3 4.164930 0.335914 0.606807 5.031701 1.927018 BMMC\n", - "4 4.966983 7.513252 0.836680 4.541121 1.819894 BMMC\n", - "... ... ... ... ... ... ...\n", - "9105 4.879715 3.113919 0.963614 4.131354 1.558145 BMMmean\n", - "9106 4.778022 2.991347 0.963218 4.180797 1.482848 BMMmean\n", - "9107 3.868189 4.475356 0.992087 5.471656 1.351929 BMMmean\n", - "9108 3.648964 0.739031 0.939152 4.805804 1.308688 BMMmean\n", - "9109 3.642959 1.062744 0.939771 4.777587 1.300933 BMMmean\n", - "\n", - "[9110 rows x 6 columns]" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "df.head(-10)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "7fb53d26", - "metadata": {}, - "outputs": [], - "source": [ - "df_renamed=df.rename(columns={'addstepasym_0':r'$\\beta_0$', 'addstepasym_1':r'$\\beta_1$', \n", - " 'addstepasym_2':r'$\\alpha$', 'model1_0':r'$\\theta_1$', \n", - " 'model2_0':r'$\\theta_2$', 'model':'method'})" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "9e6c1830", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": 19, - "id": "d7cce1e6", - "metadata": {}, - "outputs": [], - "source": [ - "#g.savefig('temp_save')" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "id": "f917d8d0", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/dananjayaliyanage/miniconda3/envs/test_env/lib/python3.7/site-packages/seaborn/axisgrid.py:1507: FutureWarning: \n", - "\n", - "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n", - "This will become an error in seaborn v0.14.0; please update your code.\n", - "\n", - " func(x=vector, **plot_kwargs)\n", - "/Users/dananjayaliyanage/miniconda3/envs/test_env/lib/python3.7/site-packages/seaborn/axisgrid.py:1507: FutureWarning: \n", - "\n", - "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n", - "This will become an error in seaborn v0.14.0; please update your code.\n", - "\n", - " func(x=vector, **plot_kwargs)\n", - "/Users/dananjayaliyanage/miniconda3/envs/test_env/lib/python3.7/site-packages/seaborn/axisgrid.py:1507: FutureWarning: \n", - "\n", - "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n", - "This will become an error in seaborn v0.14.0; please update your code.\n", - "\n", - " func(x=vector, **plot_kwargs)\n", - "/Users/dananjayaliyanage/miniconda3/envs/test_env/lib/python3.7/site-packages/seaborn/axisgrid.py:1507: FutureWarning: \n", - "\n", - "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n", - "This will become an error in seaborn v0.14.0; please update your code.\n", - "\n", - " func(x=vector, **plot_kwargs)\n", - "/Users/dananjayaliyanage/miniconda3/envs/test_env/lib/python3.7/site-packages/seaborn/axisgrid.py:1507: FutureWarning: \n", - "\n", - "`shade` is now deprecated in favor of `fill`; setting `fill=True`.\n", - "This will become an error in seaborn v0.14.0; please update your code.\n", - "\n", - " func(x=vector, **plot_kwargs)\n" - ] - }, - { - "data": { - "image/png": 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a9nob1NTfrBZfhypsJZIkx4IF4XEI7q3b5FywIK7aAQCJRWCLlMqU7tqQyNEIw8ciRENwi1wTLayNJcAc7/xMDTjjfW7jPS5Tn2e2uHvnx/QlEdoCmSKTgtpYRiG09/UP2Sa0RSZ4sbUrvL2yKL7AdtfxTZIkiyya916zJMksr5Scg121dotF81xO7fV45Q4EtLPHrZMKY7/PPEeN9nobJEnvuQ/o3KJTJSncYStJ7m1bVfqpS+OqHQCQWAS2mPLGWoRsNJFjEghvkY2+VPulEbNRJxpmRhN5rXSHmol8XmNdO93PMxbxvBapfD502gLplY6gdrQFx4aPQYglrI3cR2iLdDJNU6+1BxcKcxiGlkaMLxhPm/uYjvYER3nUWKvl6m+UJPlnzhhx7qKCYGArSTu64wts5zoGu3Xf8wwGto7588P7Pe+9F/P1AADJQWCLlMm07tpEoesW2eRLtV8asS+ZgWa066cqCEz28xrrfmtf/9OQY76IX2VMlck+/1T9vd2982O6ZekzhLZAmmRSV+2/zToxpvOihbVAJjjk6dNhb/D9uaTAJbsltlEFkrSreVN4e27XYADrnzlzxLnTnXblWSxyBwLa1eNRXyAgR4yLhM0bFtiGWPLyZKuulu/YMXl37Zbp98uwWmOuHwCQWAS2SKqJLNi1r6NzxL6FJcWJKGdUoS7bWMYijIbgFpkuMqwNddemOtSMds9EB4HpeE7D3fD+wc6xta//SbamppgfO9FwN5XBe7LCW0JbIHUyKaiVYg9rgUz2entPeHt5YezdtZK0p+Wd8Pb8g57wdmDGyMDWkKG5eQ7t7PHIJ2lnj0crYhy/UGYtUrGlQJ2BHr3nPiDTNGUMzMC1z50r37FjMj0e9R04IOeiRXE9BwBA4hDYIqNEC2sj9yc7uJVim2U7FoJbZJrhXbXpDGujSUSAmynPJZrh4e14Ygl3fTU1aX3O/zTvlPBzSUT3cKjLFkDyZUJQO3wcQjxhLd21yGR/6+gOby8vyIvrsbtbtkgaWBhsR/DfAoGiIpmFRVHPnz8Q2EpSbY875sDWMAzNdUzXu5596gr06lD/Mc1xTJMkOebOlfut4MJnntpaAlsASCMCW2SM0cLaaOckI7idyCzbsVxbey2hLdIu08PaaDK5tsmKDG+l2ALcaI/LBKGaEhncSnTZAsmSCUGtNPrs2ljEEtYyxxbp9FZHsMPWZkgnFDhjfly757iO9wQXAptumyaH95AkyT9r1qiPmeawy2Ux5AmY2t3jVb9pym7ENoIhFNhKUq37wJDANsTzXq1KLr445ucAAEgsAltkhFjC2mjnJzq4jRyNMFGR3bmEtkiXaLNqhy8yhvTLxCA2Xje8/6NDxj5MNLilyxZIjkwJakeTzFEIX3m3XvefPCdp1wcitff7tLc3uBDY/DynnDHOlJWkvS2Dv100p3uwMzcwc/TA1pChOU6Hdru96pepfb0eLY2xq3dOxBzbWk+dPlJyliTJMWfwvxfvrp0x1w8ASLzY/1cEmITJBKBj2dfRGXfYO57/O3fFpB5/166PDXm+E5njC0zGeGFtLnewIj0ig+d45vWOJtp7GEB8vrbna2kNa7v6ukb8SXR3bZvXqzavdzJlAgmzpbM3vH1Cfnzza/e1Dv6W39xDg/Nroy04Fmmua7CLt7bHHfP95g501ErDFh4rKZGlKDiCwbN7T8zXAwAkHoEtckIouE1UeDvZ0FYSoS3SgrAW6TI8tJ1IcEsXODB56QxqI8PZWEymuzYyqCW0RSbYHBHYLo5jHIIk7Q0HtobmbB+YX1tQILO0dMzH1bhs4V+Z3dXjlSkzpvsVWvNVYS2RJO321Mtn+oN3NwzZB8Yw+Jub5Wttjet5AAASh8AWaZfoDtlEhbf/d+6KhAS3IYS2SDbGICDdbnj/Ryfdbct7Fpi4dAe1yTK8uzZaQDtaaJvpIyGQOzZPsMPW4+tRQ8deSVKlrUJ5PcH3e2DWLEljz6S1GhbNdDkkSb2BgOrdfTHfd65jevD+Zp/qvIP/e+2YPTu87d29O+brAQASi8AWSZescQixSFRwO1HpfO6YWmIJa+muRaokYkQCYxGA+KQzrM00sSxOBiSSaZra0hVccKzIatE0R+xLxdS11cpUQJI0qzc/vN8/a/ZoDxlizkBgK8U3FmHOQGArSbURYxHsEQudEdgCQPoQ2CJpMqmjNFHdthMJbxmNgGQjrEUmiuy2jXdEAl22QOzSNQJhsl21sY5DiKW7NpZjQDI1evvV2h8cK7Ao3ynDGLszNtKBth3h7dmNEfNrZ8cW2M52OcJ9uLt7Yv9vYO6QwLYuvB0Z2HoIbAEgbWL/0R+QJg2dHVH3zyouies6+zo6tbCkeNL1jBba3ndwW9T9QDKlM6zd1xH9v81YLCyJ779fZK8b3v9RrX39T5KCwa2vpmacRwCIVbZ21U5mdu1EfG3P1/SDE36Q0nv+/+zdeXwjd30//teM7sPyuYfX9nrP7G7ukIQSQspRfm0JJEALCaXp95e2gZC2QEr5ptAvFMJ9BL5ASSBcv1BooVCuhgRoZ2o4DgAAywdJREFUCGkg973ZzXrv017b69vWfc3vj7GksawZzUgzo5H0ej4efmQkjaSPtbuK/fLbrw+1l91LpTqELUFj/bXKwHbjvikAQL4jDEnn10o+UcR6rwfj6Qyms1lMpbNYo2PCd8i7DgIACWWBrWKjs/Shw7rWQERE5uOELTmaWlhbuK38oxqz+3KVtCZwOWVLVrC7s/bIwsKKDzMfy8zHJucpn7bV4zP7r2QtApGGZg1r68EJWnKq55dKVQRbA/oDW0mScGxuLwDAL/jQO58FAOSGNqJaf63SkKIW4YDOWoSA6MM6dy8A4FDyFNJ5eZpd9Pvh6usDAKSOHIEk6dvIjIiIzMUJW7JEo0JJZWirNoFr1qStmkJoy4lbslulsLbe6dpGhafVnpcTus2pENp+4fjuBq+EqLk1qgLBDEama6t10c4kSsFUbyAAQA51u32lwCyb/Ae4/Z8zuEoiY56vccJ2Jj6OpfQ8AGBDKgwB8uPkddYhFAz5vXhiUe7Q3R9L4mXdHbruN+xdj4nsDLLI4VDqFM4JbAEgT9nmpqeRj0aRnZyEZ/36Ko9ERERmY2BLlqpn0y09E7N67l8puLU6tAXk4FYZ2n76wJX4xx33Wvqc1L5aKazVw+q1MRC21s2bLtAV2n5m/5V4G96Gr+/6ug2rInK+Zp6qDeQ/jA8OVj9PL2VYW7hcCG0BOezt8nqKl1mLQFaRJKlYiRBxiejzGNhwbH5f8XhgovQDitzgRkNriLhd6HKLmM/mcSqVRjSXQ9jlqnq/Ye96PB6XKxn2JY+tCGyTu+X/T6cOHWZgS0TUAKxEINM57Vf+1YJfK+sRCtQqEpz2GhEpsZagemVDu78+ZuBGeET6NWpjMaBxFQhGNhsjaqTTig3HNhvccOz4nCKwPToPAMj3dEMKhw2vY+PyZLkE4GA8qX3ysk3eUq/8vsSx4rGyxzZ1mD22RESNwAlbMpVTg8jRxQXHTNoSmc2s6VqGkMbY9Xq18rSvnklbTtlSO2tUSFtgVlgbyH/Y0PlGqhDKr1dO2RLZ4YVo6e/jZgP9tQBwfH6keDw4LXfF5jYO17SOjQEvnl/ur90fS+JFHaGq99ngXQM3XMgihxeSR4vXezZsKB6nDh+qaT1ERFQfBrZkmkaEtYtL2lOykY5SGKtVkWAXZS3C20fejq/t+lrD1kKtgWFt6zP6Z9NsAa/eegSidtDogFapUWFtJcrpWrWwVg/WIpAV9ig2HNtiILDN5bM4uXAAANCZ9SGUkmsVchuN1SEUrPG6ERBFJPJ5HIklkZEkeKpM+3oENwa9a3E8PY6T6Uks5KLodIVXBLbpI0c1HoGIiKzCwJZMUS2sVasGqEe1sLZwjjK0rYRTttSsKoW1tWBY21q0/jybLcxVetsIp2yptTgpnC3XqBoEoPp0rR7lG48RWWnviglbr+77TURPIJ2Tqws2zMjTtZIgIDdQa9mzgCGfBwcTKWQAHIknsTNUfeJ8s3cDjqfHAci1CJeFz4Po98PV24vczAxSR49CkiRDVQ9ERFQ/BrZUNydO1lY6txDcVqpHsCO0rYRTtmQ2o9O1tYS1ow0IeAebOGh0kvI/b6cEuHqnbBnaUrNzckhrBSPTtWpBrdZ07XQ8VjzuC1b/9W8iK+yJypOxflHAep+nytklJxR1CAOn5eA2v34d4K39hw0b/T4cTMj/ZkZi+gLbTb5+ICof700cwWXh8wDItQi5mRnkFxeRnZqCZ+3amtdFRETGMbAlR1LbKAwwFtaW369aaAvAsuC2MGWrrEUAGNpSbeZ+8pO6H8NIWNuIkNbM52fgW5ny74BTwttKPrP/Styy897qJxI5ULuFtLWoZapWGdYWLjO0JbvNZ7IYTcp/f4cDPogGplBPzO8vHhcmbPNDQ3WtZ4PfDTeALIADsSQkSBCgvabN3lL9wZ7EkeKxZ8MGJPfsAQCkjxxhYEtEZDMGtmQ5rTqEQkiql1ZY64pGV12X09hhVWsjMsC64LYShrZkBiPTtXrC2kaHtGaq9rnUE+ha9TrZHTIX/k44ObgFOGVLzaNZg1q76xC0wlq16drysFap2sZj7LElM71QYx0CsHLDsf5Z+b+5wdr6awtcgogBvxcnkmnE83mcSqSxsUqvbo8rgogYwmI+hheSx5CT8nAJYtnGY0cQuuyyutZGRETGMLAlS9XSXas1XaumUlirvL4Q3OrptC0wGibXG/AWqiUY3FI19U7XVgtrWymo1cuJn3OlNdkR4jZLcEvkZM0a1ppJTx2C3rCWyKn2RZPF480GNhzL5jMYWzwMAOiJifBncpBcLuQUIWmtNvo9OJFMAwD2x5JVA1tBELDFN4DnEgcRyydwNDWG7f6hlYHtkcN1r4uIiIwRG70Aal+VAtFaqhDUwlq1c5SPU0s4rObIwmLVkLcQYH/6gPpmUW8feXtDeoGpuemdrjUzrF1aXKz5g2ozurCw4sNKRxYWbN2Qzj0+rnm7WZvsEVmNYa0+RmoQ9E7XEtlNueHYJgMTtqcXjyKbl/8NDJzJAgDy/f2Aq/55qiG/r1iCsD+e1Dy3YKtvoHi8O3EIAOBWBLbpI0frXhcRERnDwJbqpjYRmk6+z9DjqIWni0uLdYW1tT5vrYxO5qphcEtm0wrf9ASAZoau7RjoWvE52hXcOs3bRt7W6CUQVcSwVlZturZaWFtLFQJRIxQqEUQAQ379ga2yDmHDjPzf/MCgKWvyiSLWeeXNz6YzWUxnslXvs8VbCmyfT8jTtK5wGOLyb9ukjjKwJSKyGysRyBLVwtryULNSaFptczGjYa0rGq2pGqHRWJVA1eiZrq0W1qppVHhq5Hk7Io39t1zra6R1P6Ofk/LP0IraBLtqEtzj48j291v6HERWYVirj5Gw1irssSUzpPN5HIzJE6wb/B74RP2zUCeUge2svOFYbtCcwBYANvq9mFj+t3YglkBfV4fm+UPetfAKHqSlDJ6LH4QkSRAEAZ4NG5BaWEBuZgbZuTm4u7tNWyMREWlr+cBW0Nipc2lpCWGNTamoNkYnayupJ6z1K6Yvkjp3C1bbgKxWRxYWVTtt/374fPzfE88bfkxuTEa1qiWsbaYp12Zaq17Kz6nW8Naq4LaR3baf2X8lbtl5b8Oen4iq05quNRrWak3XLiq+Fozw63lqgMPxFNKSHLZu8uvvrwWAk/P7AQCCBKyfhdxfu369aWsb8nvwxPKXEvtjSVxeJbB1CS5s9vbjQOokzmTncDozjQHvGjmwHZHD5fTRo3BffLFpayQiIm0tH9gCwBVXXIG3v331r5b7/f4GrKY1fW3X1/D2kbfrCmu1pmvrnar1l30x74/HVoS2zTplW8BpWyqnt7u2XD1BrSdaf0CaCTfXv71GKvyZOCW4tWLa9suP/rJ4zClbakacrq3OSGctoD+sJWoUZX/tZgP9telcCmNLcsXAmnkJ3hyQ618HuD2mrS3idqPTJWIhl8fJZBqJfB6BKhPA230bcSB1EgDwbPxAMbAtSB0+giADWyIi27RFYLtlyxZcd911jV5Gy6tlslYrrDVaeVAe1tayFr1TtoV1a52vNWULyBuP/eOO2ibFOG1LelWarq0lrDUjpNXzeAxy1S0tLtZU/2BlcNvIaVsiMt9SesmSx9UT1qr11parFNYuRqOIhMOYjsfQp/O3q4jq9YIisB0O6J+wHV04iLyUA1CqQ8gPbNC6S02G/F4sxJKQAByOJ3FeOKh5/nb/ELD85dkz8QN4XdfL4Bkoddumjhw2fY1ERKSuLQJbAEin00ilUujo0P51EKrN9c/WV0SvDGvNDmrLp2y1aIW2lXp29QS3VmFoS9Wma/WGtWpBrdkhrR5OCnLt+PyNfl61hraANcFtI0Jb1iIQOVe1zcbUaPXWKqdrOVlLTrKvxglb5YZjA8sbjuU2DKicXbtBvxd7lzt2D8SqB7bD3vXwCG5kpCyeju+HJEkrJmzTR7jxGBGRnfQ3ozex//zP/0QwGEQkEkFvby9uuOEGTE5ONnpZLcNIWKusQ6gUgJaHtf54rOqHHSqt1cjtVilUJFB76X7jG6ueU09Y64ku6g4r7fo3WViTnR92qOW56u3sHV1Y0NxoziitjuRaucfHTX9MIrLWUqrydK6ZVQhmYo0F1UOSpOKEbZfbhS6P/jmo43P7iscbZpY3HLOgCmidzwMv5P1cDsdTkCBpnu8R3NjqlYPjyewsTmXOQIxEIIbkwZfUkSOmr5GIiNS1/ITtpZdeije96U0466yzEI1Gcd999+Fb3/oWfv3rX+Pxxx/HunXrVt1nfHwc4xW+WRwZGVl1XTurd6q2oDBdWwhr7Qph1ZRP2eoNYytN56rVItS68VglnLRtjEa/T9TaXaukFtZWYuTfpda5eqfd240numho2raeSduC0YUF06Ztrei1bRWNfq8g0queOoSl1BLWej5X0321pmuVOF1LTjKRzmA2I9cabDIwXQuUJmxdOWDdPJDv7gb8AbOXCBECNvg9OJ5MI57P41QijY1Vqht2+IexP3UCAPBUbAQbu9fBMzCA1MGDyE5MIBeNwsVN/oiIbNHyge0TTzyx4vJ1112Hl7zkJfibv/kb3HrrrbjjjjtW3efOO+/ErbfeatcSm45ZQW0lyqCnWkBkRvCjtvFYrROzRnpwzcTQ1n6NfJ9428jbALxf9XY907XlYa0ZQa0e5Y/XiADX7h8K6f0cjYa2ZjC7JqHWioS/u+yPV2w81kr4NQW1s2rTteVhrV3TtUT12rtU+ru6yUB/bSy9iDOxUwCA/lkJrjyQWb/e9PUVDPnkwBYADidSugJbLH/J+GR8H/6k+xXwbNiA1MGDAID0kSMIXFD/0AAREVXX8oFtJTfddBM+9KEP4Z577ql4+4033oirr7561fUjIyNtv3mZ2WFt+XQtoD9MMTLFp+yxdUWjyLXgT4YZ2tqrUe8TclhrrkphrV2hppkBbqOn89UU1uXk6WIzg1tuRrYSv6agVlfPdK1enK4lp9kXTRaPjUzYHp9fXYeQt6AOoWDA7wUW5K9DDsWSeFWP9g+GhzxrERL9iOWTeCo2gqyUg1u58dhhBrZERHZpy8AWAIaHh/HCCy9UvK2/vx/9Fv6PkypPsJaHLQGNXsdElSk0IxuNNdKnD1yJf9zBzXOaUSPfJ9JJ9enaSqpN15bTCj4DscrfNCdC5vwQxI7QVe1zMIvaa6EnuG3ElK2SWcFtLaGtkSnbr+/6ei3Lagh+TUHNoNY6BLXeWj30TtcyrCUn2hutbcJW2V87OC3/N7/euv9HBFwu9LhdmM3mcDqdQSyXR8ilvo2NKIjY4RvGM4kDWMrHMZI8hm2KjcdShw9btlYiIlqpLTYdK5fP53H06FGst/DXT1qRlVUIBYVAQyusLdxe+Kj2WO2Em5C1Nj3TtUY3gCqfrq307yYQixY/1Og5xy7KtVT6sPP5KzHrvanezce0mLExmRWbkRGR89QyXau3t1aNuDBf/KgHNx6jWhU2HPMKAjb4PLrvd3SuNDA0OCNBcruQ7+01fX1KAz55AlgCcDSR1D4ZwC7/5uLxY9EX4FEGtkcY2BIR2aWlA9vJycmK13/qU5/C7OxsxV9RJPu5yiYnqoW15bSCWz3BSKGWwSzl08NHFuzZbZ5ID6MhXy0BZyOCUSOBrC8eM/2j2hrLab03qfUJN4Ldoe3fXfbHdT0fEdmn2nRttf5aPSpN15aHtIXLWpO49WyoRlQuls3hWEL+ocPGgBcuQdB1P0mScHw5sA0mJXRFgfyatYDosmytADDgLwXKh+PVf1iyy7+pePxYbC9c3d0QgkEAnLAlIrJTS1cifPKTn8T999+P173udRgeHkY8Hsd9992HX/7yl9i5cyf++Z//udFLbBp2TNdWEpiuHLon+tatPnc55FCrS2iWmoR6scu2NVnRXVtuVS1JnaFrIBY1rSqhlrVoBalmK3+uVNl7TWH9ytfDjPekpcVFdESsrVCotyaBnbZEzlZPmGnWdC03G6NmMhJLQlo+3uTX3197JnYKsYz8/crgNCAAyK9da/4Cy6z1uuEGkAVwNJ6EPGurHjJ3uzuwwdOH05lp7Esew0IuCs+GDUgfPozs6XHkojG4wq3/PRURUaO1dGD7qle9Cvv378d3vvMdTE9PQxRFbN26FR/4wAdwyy23oKOjo9FLpGUVfw1bJaxV3qYW3CpD20qhSPnGY4tLi4h0VA89Kk3j6rkfUbuqNbQ1GtAaCWf9s1NGl6Mp2bNm1XWF9VQKbvWEtka6bO0IbYH6glsjoa2RLlsip/ji9i/y1+t1MFKFoGe6lqgRlP21wwb6a4/M7ikeD04vbzi2zvqKPpcgYp3Xg7F0Bgu5PKbSOazxascAZ/s343RmGhIkPBZ7AZcODCC9PF2bPnKYG48REdmgpSsRrr76avzyl7/E6Ogokskk4vE49uzZg49+9KMMax2oll7HwPRkxWC3loqExaVF1XqEarfV4u+Hz6/pfkTNRm/4arRnVk8lgX92atWH2bQeu9Layj8/tfclI9UIS4uLlnbaKtXab8tOW2p1X9z+xUYvwVa1TNdWwulaajYvKALbLQH9E7ZH50qB7dBUIbBdPXxihQ2KSeAjOnpsz/FvKR4/EnsenoGB4mXWIhAR2aOlA1tqH9VC20qBSHl3bkEhnFV+EDWSHXUIVlMLYs0Oaa0OZ6up9LyV1lsptK30PuWJLrZUcKs3tGWXLRGVq3W6NiF+2MxlEGHvUn0TtkIeGJgBJLcb+e5u09dXiXJjtEL/rpYtvgH4BTnkfTz2AsSB/uJtqUMMbImI7MDAlqqyo782GQzV3eWoN7RVhiJqoa1R5aFu+cZjRGby+j+pepvTu0KNbhBWoDekdQo907aVXgMzpm0B5we3RK2q3aZsraK1gRhRI2XzEkZicmC73utBwKXv2+lYehHjS8fk+81J8OSA/Jo1gGDPt+M9Hhf8y5ujHU+kIRVbeCtzCy7sXN58bCEXxeG1ueJtqUOHLFsnERGVMLClllKpIkGtHqHArNCWqBnY0XVqJj1BrVNZUZHg9OBWD71TtjdvYj8eNSeGtpXVs9kYu2vJKY4mUkjm5bBzs4E6BGV/7cZCHcKa1R341hGwfnnKNpHP43QqU/Ue5ypqER7FUYghebiGgS0RkT0Y2JJjVdpQrF6VpmwB60PbIwv21Sp8bdfXbHsuai3lU+61bBZmpmYNapXqCW2bMbg1O7QlalatHtoG8h9u9BJWiYQb+/8sag/K/tpNhuoQdhePN54pBLZrzVuYDitqEeLVaxHOCSh7bPfAMzgIAMieOYPc/Lzp6yMiopUY2FLD5cq+wE7o3Bldi54p20qhbbUPLey6Jaca1KhJyFT599ao0FYrrG02aqGt3oqEasGt0zpuWY9AJGv10FbLfLr69J5yulbJjDqEbp/+II3IiD2K/lojE7aHZhSB7fKXBfZO2AL9BntsI64Qhr1yd+2h1CnMb+kr3sYpWyIi6zGwJU129NdqqWfKtlKnLbAyqFULQtToCW4L2GNLVvrC8d2qt1XrsdWqRajUJW13aNtKYW2B2trVpm2NBLeA8zYnMyu0ZS0CNbtmCG07vB2NXoJmHYIRfcEQegMBUx6LqJK90XjxeHNQ3w8G0rkUTi7sBwD0xF0IJwFJEJDv7bVkjWoibheCovzt/4lkGrkqPbYAcJ6iFuHpTfnicfLgQfMXSEREKzCwpYYYjFQOlAphkXLK1qxqhEobkJUf66UW2jZ6ypZ1CKTGyJRtI0PbVgxrC4yEtkB9wa3e8LYQ3FoR3lYLbVmLQO2iGUJbu6lN11ZiRn+tE0Jpan6SJGHvciVCp9uFbrdL1/2Oze1FNi9PnQ+Py5t3Sd3dgNujdTcLCFjvlZ8zLUkYT6ar3uPcwNbi8RNdM8Xj1EFO2BIRWY2BLTVUpKMUFFUKiQqs6LNVqhaCVGJG7+0/7ri37scgqkX5lK3e0LbRvbbNTq1/V2tzNa3g1oqpW7s2KSMi52hkoGnWdC2R1cZTGcxm5MB1U8ALQRB03e/g9LPF4+FJeUo139endrql1vvcxePjieqB7aBnLbpc8td+z+AkkssZc4oTtkRElmuawPbUqVP4q7/6q0Yvg2xQacoWqC201eqyrRR0KEOQ8o9K6g1t08n31XV/JU7XklK1WgSgttAWsC64VQssW5HWtK2R4BYwvy4BMC+8ZZ8tkawZpmydMIVqRn9tQZe3+vRiM/y5kHPsjSr7a/X3JB+aea54vGmysOGYvf21BUZ7bAVBwDnLtQhpZLHvPPnry9TBg5Dyea27EhFRnZomsJ2dncW3v/3tRi+DLFK+8ZgasydtjUzVqoUi5aGtshZB2WN7ZMG6qTWGte1Jq8e2Eq1ahIJKoW214JZTt7XRqnmwMrhtVHhLRM5nVWg7lyoFQ0bqEPTId3aZ+nhEapSB7RadgW0ml8LRub0AgM6cH53LFbj5vsYEtsoe25PJNPJ6emwD24rHz5wtb7SWj8WQOX3amkUSEREAwF39FHv867/+q+btJ0+etGkl1EjJYGhF4JAIR1ZMxQJyaKu2oZgegejiiuldfzymWcdQrtL5rmhUd+hsNoa1re/ru76Ot428bcV1t+y8F5/Zf6Xhxxrs7Fwx9dgRiawK4jLhyKpQr/zfZrlCaFspSCR1/tkpJHvUv2nzxWNIqbw/FV7r8sC88Oek9b5W+PMtD+irKfxd0dq4jogq++L2L+Ldh97d6GVU1eHtwFJ6yZbnYh0CNZM9S8oJW6+u+xydewHZvFw9MDzvBSD/nW9UYFvosT2aTCElSRhPZTDg0/5cdvg2wiO4kZGyeHJ9HH8FeeordfAgvIODtqyaiKgdOSawvf766xEMBlW7gPL8lYu2ogyH6glt9U7k6gk4ys83EvJagUEtVbO1s1PXxk5GQltAezK91uC2neoQyhUmbdWC28Jrw+CWiOxiZ2hL1Cz2ROXxWL8oYL2veuUGABycfqZ4vOmkPGku+XyQwo37PmKdz42jSXktJxKpqoGtV/Rgp28Ye5JHMOdJ4Wg/sG0cSO7fj45XvcqOJRMRtSXHVCJs2LAB//qv/4qlpaWKHw8//HCjl0gNVN5nC1izEZmejXyU5yopqxGUtQhm+9qurzGspbroqUYA1EM8PT+sYE2CcVoVCYB2TQKgHpLreU+rpSoBQENqErrf+Ebbn5OoHanVIwTyH675Mc2uQyCyy2wmi9FkBoDcXyvq3HDswPTTxeMtx+XAV95wTN/9rbBe0e+sZ+MxYGUtwlPb5QghdYAbjxERWckxge3FF1+MZ555RvV2QRAgSdU7dqh16AqFNELbegNdPeGtkQ5conp8fdfXV113y857q/bY6tl8DFCflHRKaKtVG9BKqoW2gPY0slq/LWAsuDUS3rLblkg/bnJVYmYdQkSjlsoJm6lR89u7ZHzDsXQ2iePz+wAAXWJnqb+2t8/09RnR5XHBvxw4n0imAR09tucGthQj5ifPWg5s9++3aIVERAQ4KLB973vfi8svv1z19m3btuGBBx6wcUVkt0IHrOoGRyrBUaJv3apw1orNyWoNZ5UbjxE5RaUp21pC20ZXg7SrahUSWpUUet/Pap26JSJtzRTamhF2KjccMxs3HCO7PL8ULx5vCerrrz08+zyyeXkqdzjTXbxenrBtJAHrlisdEvk8zqSzVe/R6Qpjk7cfAHBqDTDRBaRPnkQ+xuEVIiKrOCawveKKK/Ca17xG9fZQKISXv/zlNq6I7BLpMKcDsRDc6glryztx9aoUciivU9YiVHJkgeEHmeuWnfea+nhGQ9tqOGVrnJ4pW6C+0BbQ/xsCekJbrSnbUR09ykTkXK06odpMwTk13p6o8QlbZR3CptnS1jFSwwNbYN2KWgR9P1Q5P7C9ePzUdgGQJCQPshaBiMgqtge2MzMz+OlPf4qvfvWr+Na3voVf/epXOHnypN3LIJ3uumhLo5ewgtqUrRNZ0WPL7tr2VqkWAUDNtQh6u2yrsXPKtl1CW7PoCW3Nmra1oxrB7B9QEDVKs4WFZoS27K+lZrZnuRLBIwgY9OubsFUGtpuPlyZ0c7295i6uBuu8pQD5hM4e2wsUge0TOwo9tgfMXRgRERW5q59ijlwuh5tvvhl33nkncrncqtsHBwdx1VVX4S//8i9x8cUX27UscrhkMLQqTEiEIzVPyBJRdR2RSMXwLROOqIZ2lf6tWiXZs0b3FGozakQo7Y/HdAXvnuhizdPWZlD7oQVRMyqEtu8+9O4Gr0SfDm8HltJLjV5GEesQyC6L2RyOLk+hbgp44dax4Vg8s4QT83LHa2+gH5ETZwAA+UgE8Oqb0LVSr9cNN4AsgOPJFOQeW+3Pa52nB+vdvZjIzuDAIDAfArpG2GNLRGQV2yZsb731Vtx+++3YsGED3vnOd+JDH/oQ3ve+9+HSSy+FJEk4ffo07rjjDrz4xS/G61//eoyOjtq1NKrCaVO2gPMmbesJqtLJ9+k6j9O1pEbP1KHRKdtaqhFU+6d11CKkDE7ptuKkbbJnTUM/LzMrEsyinB7ndC21qi9u/2LTTNzqmbSdT2eKx2r9tUY2HKsUzDKsJTvtUfbX6qxDODj9LCTkAQAbfRshLP9byDtguhYABAjFWoSlXB6z2dUDVZVcGJSnbCVBwBNnCUiOjFi2RiKidmfbhO23v/1tnH322Xj88ccRCpW+Mfd6vXjyyScxMzODX/ziF/j2t7+Nu+++G48++ijuueceXHrppXYtkTRUC22vf/aorsfZ2hkp9rgORjrr2pDL6knbWn/N2xWNFjdQI7LLF47vxs2bLrDlubQmbe1UCDebcdrWjGDWaMitR72TtkuLi6phPxFpU4a2Tp26zSb/wdLHj4TDWKywH4DZAW2zBOTkDM8vleo8tgRr6K9Nln44LvU2vr+2YJ3Pg7HlH7CcSKTQ01E9GrggcBZ+ufgYAODxHQL+6CcHIGWzENy2xQpERG3DtgnbM2fO4KqrrloR1ipFIhFce+21uPfee/Hwww8jGAziNa95DcbHx+1aItXhrou2WDaJqxUeJMIRS6Zt7ezkrOZru77G6VoqqudXws2astVSz5RtrZph2rYwPWvWFK3esLaW192uagsjOF1L7aYwddsqwSL7a6mZPa+YsN2qe8OxpwDIk6zDZ0rX59Y4KLCtocd2yLMWfS7568a9wwIWxBTSx49bsTwiorZnW2C7adMmHDt2TNe5l112GR588EHkcjl89KMftXhlZCazQtvy0KdagFoIbvWGt1rnOS2sJWokO6sR6pkYbXSdQCVmBrSA/PoUPvSoNSR30nsgwLCWSBnetlKIqybC31Iih3leseHYUKD6hmMLyRmcXpK/710X3ojgeOk3gSSHVCIAwBqvuxgG6A1sBUHARcEdAABJFPDYTtYiEBFZxbbA9i1veQt+8pOf4JFHHtF1/vDwMK655hr8/Oc/t3hlZDYrJ20LH1qU4W15iFst1G1UUFGpx5ZhLRlxy857V/R9qjE6ZavFaaEt4Izg1swpWqMhLSC/xlZONNtJGdZywzGikmYPb/tM/HqrEPCa+ZhEBYvZHI4Y3HBMWYcw1LkD4tgYAEASReS7e6xZaA1cgog+jzxlO5PNIlphY/BKXhTcWTx+dJeA5Av7LFkfEVG7sy2wveWWW7Bt2zb80R/9Ee644w5ks9mq9wmFQpienrZhdeQUyu5XrfBUGd7qCVmtqk5QrsdMDGupEWqpRsiEI6rBbT2hrVnBrV3hrdHnKw9jK30YUQhp65mq1ft+SkTO4qTwVs+GY3pwypacYkUdQg39tUOhLRAnJwEAUk8PILrMXWCdChuPAcBJA7UIa8UuAMC+jQJGjzxnwcqIiMi2wDYQCOD+++/Hjh078Hd/93fYtGkTbrnlFhw4cKDi+Xv37sV3v/tdbN261a4lkomMTtlGOowFPpXOqzdsMCuoqHfDMYa1VI96pmwB7dC2WnBbidq/Sz3hohnBLWDt1K2ex643jFVTS0hb/sMuhrRErcUpwa1dyoPd3kAA3T7tUK2dXh+q327FhmN6+2v3L/fXugQ3huJBCPk8ACDX55z+2gJlYHsiqe+HLIIg4JLw2QAASRBwP/ZDWv4ciYjIPLZu57h+/Xo8+uij+OxnP4vbbrsNt912G4TlXyu54IILsGHDBvh8PkxMTODpp59GLpfD5z//eTuXSDbY2hnBkQV5h/nBSCdGFxc0z68WJpRvkKM8X+/mOZWeo9J1lR7PrLAjnXwfvP5PmfJYRNVs7ezEkYXK//YGOzsxqnJbRySCpcXFircVQltPdPXthX8n5f+GEqEwArHVO4IrKQNOXx0bYpUHq/7ZKZUzjT1OJWaFsgW1TM5aGcRq1WFYgXUIRMYUQsl3H3p3g1eiri8YwrTGe3okHMZidPX/H4xM37r9n6tpbUQFuxUTttt0TNhOx05jJi5vmt3fsRm+8dKOY5ITA1ufGwIACfp7bAHg0uDZuHdRrjr87fYMbj51Ct7hYWsWSUTUpmwNbAHA4/Hgn/7pn/Ce97wHP/7xj3HvvffioYcewp49e7Bnz57ieWeffTY++MEP4tprr7V7iWSSuy7aguufPWr4frlwGK4KX6CrKQ8llIGQnvBWb1irdT2Rnb6+6+t428jbVG//wvHduHnTBVUfp57QFkDNwW2l0BZA1eAWqByE1hrimj11W0uNgZnsen+yO6wlotp9cfsXmz601fs4Sl2KqUGiejy3KAe2PlHAgL/6hmMHZp4pHm/s3AHx0Fjxcr7XeYGtVxTR5XZhLpvDeDqDVD4Pn1j9l3DXerqxMRXGSV8UJ9YJ2LP7Plw8fIMNKyYiah+2B7YFfr8fb33rW/HWt74VABCPxzE2NoZ0Oo3169ej10E7aJI9Ih0RLC7JAY/R0FZJbZLPSL1CreqtQyAyi97QVotWaAtoT9sC6sGt2g9SlAGmnvC2QCsorWcit97nVmrWcFZJT1CrVZtRK07XEtXHCaFtbyCAmUSi4m3VQluiRplOZ3EyKU+dbg744NKz4djUU8Xjoc6zII6VNtDO9zV2U1Q163wezGVzkACcSqaxLejXdb9Lxa04CbmK6+6x/8bFYGBLRGSmhgW25YLBILZv397oZZDJ1KZs9dQiFMJPZXCrFYiWB7xmVSPUSq2XV0s6+T7Tnp9ID60pW6DUaVtt2haofeIWqFyVUGAkvC1nZphrZILWjIDWzPcjO6ZirQhricgcdoS2yg3HjCpMyNYS3Bbu2xsIVD2X/bVkxHOKOoTtOuoQJEnCgWl5wtYjerEuPAzX6CgAIO/3Qwo78zf11nvd2L/8T++EgcD2kr6L8NPZ55BzCfi1+xD+Tz4Dj8jpdiIis9i26RiRHpVCzlw4XPzQonVetY11zNh4h9O1ZKdKU4e37Lx3xWU9G5AB2puQFahtRqakZ2Oywkc5rQ2wlJtrGd1kS0ulzcC0Pqoxsj61zb/q3QhM+Rprvd5m0/pzV/u7o+fvHadriczT6LBST6BaXm1g9PxqG44RGfHsYukHCNt1hJiTsZNYSE0DADZEtsIdjUFcWgIASH1rAFSf0G0E5cZjxxP6Nh4DgEhkDXZOuAAAC94sfnvyQdPXRkTUzhwzYUtUoKxGqJUyPFVO3hoNQcpDWLWahvLzapmuJWqkapO2QPVp2wKzpm4LKk3IVwtF65nK1UtvcGxFfYGTemQ5WUvUPOysR+j2+TCXWhn+aFUjGGE02CWqxbOLxjYcOzhd6q8dipwFcWy0eDm/xpl1CAAQdLnQ4RKxlMtjLJlGVpLg1lH/AACXRNfgBUwCAH6893v4g02vtnKpRERthYEtWa6WWoRqoa1aIFrpPrX04apNy9YyRTsYqT5FRlSLSpuP3bLzXnxm/5XFy0a6bAsTj2YFt0D18LY8eKw1wC1nZApXK9ytdZrXrJDWScFsOT1BrZ7JbCKyV2HStlG9ttVCW7VOW62QVjm9W9hwzO3/3IpzGj1hTM1FkqRiJULELWKtt/q3zQeUgW3ndrhGDhYv59c4b8MxpXUeD5ZyKWQBjCXTGA7om1bfFdiCjvgEloICHp55CtOJafQFnP25EhE1Cwa25Fi1TKkW7lMe3Fbqw1VTb7UBp2vJTpVC23JGNyDTM20LrAzjzAhvgZUBZaXwFlAPQ/V2VZdzSt+s2eFsoydfGdYSOZsd07aVpmz1qGWCVqsOgWEtGXUskcZsJgdArkMQqkycSpKEQzPPAgC8Lj/WhofgGv1N8XanbjhWsN7nxuGk/G/1eEJ/YOvr34ALDkh46FwBOeRx95G78Zfn/qWVSyUiahvssCXHMHMSNdIRqdqHqwxm9fbkGlX+OW3tZJhL5ivv+Szvsq2Fnn5RpcHOzuKHHoW+W72dt3rCTCs6YfU+h1Fm9swqX0s9r6sdqv090PP369sXbTFrOUSk4ovbv2h5mFkpSNXTZ6uXmY9FVPCUor/2LD39tdETWEzNAgAGOrZCFFwQx04BACRRRL6nx5qFmmS9z1s8PmGgx9bd348Lj0rFy/915L8gSZLGPYiISC8GtmSLu1S+8S4PMM2uD1ALbgvMDmk5XUuNUi201bsBmdLWzk7DwS1gTXgL1B9y6tnoy66NwOrhpGC2Ek7WEjUfq4NbtdC23rBVz/05XUu1eGqhFNjuCOnor515rng80LkNSKUgTsjdrlJfL+By9i+2drhFBEU5GjiZSiMPfaGrGAhgrasLQ2fk8w/PH8YLMy9Ytk4ionbCwJYcR29oOxjprPhRST1BaiH0VQt/tW4zSi3YJtLDiklbwPi0rVI94a2eMLJSGNrI3lcr1uL0gLZA759zPX+fiMha9QS3XYqd5itRqyyoNbRV3q/w2OVrYFhLtXp6ecJWBLBNx4TtwZlSf+1gZDtcY6MQlidNc2vWWbJGcwlYv/zvJy1JGE+ldd/TvWHllO3dR+42fXVERO3I2T/qo7ag3HysoBC8KjciU16vpXwDswK1fls1agGs3mCWdQjUCOWdtspNyIx22Srp3ZBMi9HOW0Bf720lWkGpWjeuEVaGwmaHskYnXvX+2XCSlqh1KYNOOzYnq7YRWeEcIxjWUq1i2RxGokkAwEa/FwGX9oyT3F/7HADAI3qxNjQE1zO/K96eX+vs/tqC9T43jip6bAc0eqGVPP0bcPZvR3DvpRJyLgG/PP5LvPfS98Ijav8Qh4iItDGwJUertSJBLfAFtINbsyoNalk3p2vJLFaFtoA5wS1Qf3hbYCTELWjkBG4lZgW0ZgWoVgaxeqdr2V9L5ByF4PNv95ysem6X14P5dEb1dq1NyLRCW6Nh7e3nbTR0PpHS04tx5JePzwpVn66djo9hITkNANgQ2QKX6ILrVOnfi7S2GSZsgfW+UsB6LJHG5V367ufZsAH+DLBjFNg3DMwmZ/HY6cdwxeAV1iyUiKhNMLAl29x10RZc/+zRirdVmrI1g9q0LcC+WWpthXqEQnBbqEcoBLf1UgZvjQhvC8wKce1i5vRss024sgqBqD0UagnUglsjoa2eoFataoGoVo8vRIvHZ4erB7aHZkr7BAx0bAMAiMdPAAAkQUCur8/kFVqj0+1CQBSRyOdxIpGCBAkChKr386xbB4gizjuex75hFwDgl8d/ycCWiKhODGzJMRoR2lrxXJVUq0PgdC1ZpdK07Rf2o64p23JOCW8LnBDiWtU122whLcCglqhdaU3bVgtt9VKGtdU6dIn0ekKx4dhOHRO2h2cVgW1kK5BMQpw4DQCQ1vQB7mb5uylgndeN48k0UpKE8XQGG7ze6ndzu+Fetw7bTo/Dm5GQ9gh44NQDyOQy8Lia5XMnInIeBrbUFswIbWutZyBqtIrTtknzAlslsyoTAHPC2wI9AareUNfujb+aMaQFag9qWYdA1B60QluiRsnkJTy1EAcA9HncWKPjBwGHlydsRcGF9eFhuI4ch7C8B1du3XrL1mqFfp8Hx5PyhmPH4il9gS0Az8AGZMfHsWNUwp7NApbSS3h0/FH8/uDvW7lcIqKWxsCWHKUwiWrVpC1Qude22n2sxOlasosyuPX6P4l08v2WPZeZU7fA6tCy3gC3EruDWC3tFtIWMKwlai9GQlut6gNO15JZ9kTjSOTlBtsdOqZrF1OzOBM7BQBYFx6G2+WF68Sx4u359c0X2BYcixvrsU3gaZx9UsKezfJ1vzn5Gwa2RER1YGBLjmRVPQJQPbg1O6StVodAZDdlcGtlaFtg5tRtgZnTt05gd0DLmgIiskO1Tcj0MNpR+9HRFwBuOkY1emSu1F97jo7+2qOze4rHGzrkHzq6jikC2yabsF3RY5tMIQcJLj09tgMDAICt44A7LyArSnhw9EHkpTxEQbR62URELYmBLdlKa+Oxcsqg08qJW6J21QrBLVA57HR6iGt1QNuMgSyna4nak9aUrZ6wltO1ZKZH5pWBbfU+5SOKwHYgsgWQJLiOyt/rSD4v8j095i/SUgL6vR4cTabkHttkGoP+6v8OXZ2dEMMheKIxbJkEDvYD04lp7JnegwvWWFPDRUTU6hjYUlPQmlK1ahLXDJyupWZQCG7/X50/TKmX2XUJlagFoo0Icu2Ynm3GgFaJYS1Re6sU2hqdrCWqVzYv4fHlDce63C4M+Kr/MODI7PPF4/6OzRCnpiAuLQEAcus3AE04Xbre58bRpPzv8UhcX2ALCPAMDCB14CB2nMjhYL/8ef929LcMbImIasTAlpqeWija6CBXT1jL/lpykkJoZldwC1g3daumWbthK2n2kLaAYS0RAbUFtJyuJTM9H40jlpP7a88JByAI2lUAmVwaJxcOAAC6/GsQ9HTAdXRv8fb8wAbrFmuhDT4vADm4PpZI4eXo0HW/QmC7/bRUvO6hsYfwzoveacUyiYhaHgNballWbmCm53mJmpUyQLN76tau4LaZtUpQCzCsJWoHZvTYqj1uuY+OvmD681D7+N2ssf7aUwsHkM3Lf7f7O+SdttyHDxVvz28YMHmF9uhwi+hwiVjK5XEymUJGkuCpEl4DgGdgUL5/AuhPBzHujWPfzD7MJGbQG+i1etlERC2HgS3ZSm9/rZnMDG4ZxlK7sTu8ZXBbWSuFtAUMa4naR3m4Wm+Ay8lassJv55aKxxd0BKuef3SuNE1bCGxdBw8CACSXC7l160xeoV3kHtulRApZACeTaWwNVJ+A96xfD8HtgpTNYdtoHuPL/5t/5PQjuGrrVdYumYioBTVfqQ5RjbZ2Rooftd6XqJ19+6IttoVsWzs7WzKkNKpVXweGtUTtzUjg2uX1rPqopDBd2/Oa15iyRmov8VweTy731671urFeR3/t0dlSYLuhYzPE6WmIMzMAgHx/P+Bu3h8sbPCX1n4kltR3J5cL7n65BmLLkVjx6sfGHzN1bURE7YITttSWnBC+sr+WmpWdU7ftOnHbiiEtwKCWiEr0VCVwkpbs8vh8FGlJ7l7VM10LAMfm5B8SeEQveoMb4N79SPG23NCQ+Yu0Ub/PWzw+kkhpnLmSZ2gQmVOnMDgNeOBCBjk8Nv4YJEmq2glMREQrtdWEbSwWw+bNmyEIAm644YZGL4eIqOnZNXXbqpOm5Vr582RYS0TltAJZI2Etu2upXg/MluoQzu8IVD1/PjmFueQZAMD68CaIggjX/v3F2/NDG81fpI38oohetwsAMJ7OIJrL6bqfd7nH1p0HtqTkr2fOxM/g+OJxS9ZJRNTK2mrC9gMf+ACmp6cbvQwiopZTCOPsmrgFWmvqliEtEZGMU7XUCL+Zlfe6EAFcEK4e2B6b21c8Xt8xDORycI3I10k+bxP315YM+LyYySYAAEfiKV2Tx57BQUAAIAGbx7I4sPxlwOPjj2Nz52YLV0tE1HraJrB98skn8S//8i/47Gc/i/e85z2NXg4RUUuyK7gFVoecegJcM4PRegPjVgtpGc4SUS3qDWiV07Xsr6VanEikcDgu/9r/jpAfoeXJUi3HFBuOrQ9vguvIEYhxOdzMDW8CxOqP4XQDfg+ej8mf0+F4UldgK/h8cK9dh+zkJIYOzAFb5NfhiYkn8Jadb7F0vUREraYtAttMJoMbbrgBr33ta/HGN76RgW0D3XXRFlxvQ5DjdOyvpVZnZ3BbYHcA2uyBKwNWIiIi4DeKOoQLdffXKidsN8H9218XL+c2t8Yk6RqvB24AWQCH4ikAEuTxWW3eoSFkJyexfg4ICF4kpDSemniKPbZERAa1RWD7mc98BkePHsXPf/5z5HT27xARUf0aEdxSZQxoiaget5+3EX+752Sjl7HC7edtBM5r7q5Qarz/ni79xsyLItUD27yUw8l5ua+2w9uNsCcCz+7dAABJAHLDrRHYugQBA34vTiTTiOfzGEulMeDzVb2fZ+MQ8NRTECVgcyqCfd5pzKXmcHj+MLZ3b7dh5UREraHlA9sDBw7gox/9KD71qU9haGgIx48fr3qf8fFxjI+Pr7p+ZGTEghUSUTPi+4QxDG4bh0FtY/G9gsgatzOoJRPEsjk8PBcFAPR6XNgc8Fa9z8TSCaRyclXA+o5NcI2NQpyaAgDkB4YgBap34DaLAZ8HJ5JpAMDBWEpfYDs0VDweHsti33J+/eTEkwxsiYgMaOnAVpIkvO1tb8M555yDd77znbrvd+edd+LWW2+1cGXtrd1rEViH0Br4PlEbBrf2YVDrDHyvIDIfw1oyy4NzS0hLEgDgkkhI16/sH59X1CGEh+F+5pni5ez2beYvsoGG/F5gIQYAOBhL4pU9kar3EQNBuNf0ITs1jcH9s8BmEQDw9OTTeOuut1q6XiKiVtLSge2dd96JRx55BI8//jhcLv3F7zfeeCOuvvrqVdePjIzguuuuM3OJbavdQ1tqfnyfqA+DW2sxrHUOvlcQmYdBLZntl4o6hEs7Q7ruc3yu9BsS60Mb4XnqOwCW6xC2tlZgG3S50ON2YTabw1g6g2guh7CO76s9w8PITk1j/ZwEv+BBUsrg6cmn2WNLRGRAywa2CwsLeN/73odrrrkGvb29xSqE0dFRAEA0GsXx48fR1dWFrq6uFfft7+9Hf3+/zSumdsDp2tbB9wlzMLg1F4Na5+F7BVH9GNSSFbJ5CfdNLwIAAqKAc8J+XfcrTdgK6J/KQZyeBgDkhzZCCoWtWGpDDfm9mI3KFRAHYklcHKkebHs3bkTiqachSsCmVAT7vTOYSc7gxOIJbOrcZPGKiYhag9joBVhlbm4OCwsL+N73vofNmzcXP6644goAwH/8x39g8+bNuO222xq80vZlJLy866ItKz6aUbOum8gO375oC8PGOvH1IyKr2R2c3n7eRoa1ZJnHFqKYy8obUr8oEoJXrP6tcSaXwujiYQBAb2A9Qk8/W7wtu3OXNQttsI3+Uq/v/lhS1308QxuB5UHaobF08fqnJp8ydW1ERK2sZSds165di5/85Cerrj9z5gxuvPFGvPrVr8bf/u3fYseOHQ1YHRUUQsxK9QhaAafW/ZyIYS2RPpy4rQ3DWiJqNQxqyWr3TJXqEH5PZx3CqYVDyEtyyLs+OAT3k08CACS3G9kWq0Mo6PO6ERRFxPN5HIknkc7nq4bbYiAA99p1yE5OYujgPLBZrlF4evJpvOmsN9mwaiKi5teygW0wGMQb3vCGVdcXqhGGh4cr3k6NUWug2QzBLcNaIuMY3OrDoJaIWhHDWrJaXpJw79Q8AMAjCLgoEtR1P+WGYxvmBIhJeeI0e9ZZgNerdrcmJ2Cj34v98SSyAA7FUzgnHKh6L++mTchOTmLDLOCBGxlk8fTk09Yvl4ioRbRsYEvtxc5NzBjAEtmHwW1lDGqJqFFuP28j/nbPyZrvW1DpMRjUkl2eWIhhMp0FAFzYEUDQpa8p8MR8acOxoefHise5c841d4EOMxyQA1sA2BdN6AxshxF//HG48sBwMoTD/gWMx8ZxOnoaG8IbrF4yEVHTa7vAdtOmTZAkqdHLIAtYOW3LkJaosZQBZbuGtwxpiaiZlYexhcuF4JZhLdnp7jPzxePLuvRvFHZ8Tg5sXXBhw54TAIB8dzdyG1o7gFzv88AnCEhJEg7Gk8hKEtyCoHkfz+AQ4HYB2RyGTiVxeLt8/VOTT+Hq8NU2rJqIqLm1XWBLrc/M4JZBLZHztFN4y5CWiJzI6JStVhjLoJbslpMk/Hy5DsEtAJd06qtDiKUXMRmT/96vS4fgysubaWXPPQ/FHbZalLhci3AokUJKknAonsSukPaUreDxwDs4hPTx4xg6EQe2yz22T008hau3MrAlIqqGgS21rHqCWwa1RM2hUqDZzCEuA1oiagUMYcnJHpuPFusQLuoIIuRy6brfifn9xeOBUzEAgORyIbvrbPMX6UCbAz4cSqQAAHuXElUDWwDwbt6M9PHjGJwGXBCRQx5PTT5l9VKJiFoCA1tqeUaCWwa1RM2PoScRkfUqTdkyqKVm8DNFHcLLug3UISg2HBucyAAActu2QQpUDy5bQb+/VIuwP5ZEWsrDK2h3/3q3bAEeeACeHDAU9eF4OIFTS6cwGZvEutA6m1ZORNScGNhS29AKbhnUEhERERnDgJaaTSZfqkPwiQIuiYR031cZ2A7MyHuiyHUI7UGEgE0BHw7Ek8hAwoFYEueFtesk3Gv6IEYiyC8uYuOJBI6fI1//5OSTeN2W19mwaiKi5sXAltoOw1kiIiIiovbzwOwiZjM5AMAlkRD8Lu0J0QJJknB8Tg5s/SkJPUtAvqsLucFBy9bqRFuCXhyIJwEAzy3Gqwa2gADf1q1IPPsshsdzwDly/cSTEwxsiYiq0fd/KCIiIiIiIqIm9pPJueLxFQbqEGYTE1hMzQIABmbkLcay556LVt9srNx6rwdhUY4QDidSiOZyVe/j27YNADA0Dbgk+fV6YvwJ6xZJRNQiGNgSERERERFRS4tmc/jl9CIAIOwScWFHtenQkmNzLxSPB2YkSILQNpuNrSRga9AHAJAAPLcUr3oP76ZhCF4PPDlgcFq+bjQ6itPR0xauk4io+TGwJSIiIiIiopZ2z9QCEvk8AOClXWF4RP3TsSsC22kJuc1bIAX199+2km1Bf/H4mcU45OhWg8sN7/KU7ebTpYncx8Yfs2J5REQtg4EtERERERERtbQfTswWj1/Z02HovsrAdnAGyJ7djtO1sojbhX6vBwAwncniRCJd9T7+HTsAAFsmSuHuo6cftWaBREQtgoEtERERERERtazRZBoPz0cBAP0+D7Yv/1q/HplcCifnDwAAehcl+EU/cps3W7LOZqF8/Z5cjFU937t1GwSvBwMzgC8jX/f4+OPIS3mrlkhE1PQY2BIREREREVHL+sHEbPEX91/R3QFB0F+HcHLhILKSnDIOTUnI7dgJiC4LVtk8NgW88C2/hi9EE1U3HxPcbvh27IAoAZuWp2znUnMYmR2xfK1ERM2KgS0RERERERG1pLwk4fvjch2CAOAVBusQjszuKR4PTgHZnbvMXF5Tcgkizlruss0BeHqh+uZj/nPPAwBsHS/VIjw89rAl6yMiagUMbImIiIiIiKglPTIfxcmk3LN6fkcAfV63ofsfHX+yeDyQ7kB+3TpT19esdob8KMwpP7EYRa7K5mPejRvh6urC9tOl8343+jsLV0hE1NwY2BIREREREVFL+s7pmeLxH/REDN03L+VxeGY3ACCQktA9eDYA/XUKrSzsdmHY7wUALOXyeH6pypStICBw4YXoigFr5uXQ9vnp5zGfnLd4pUREzYmBLREREREREbWc6XQW904tAAAibhEv7gwZuv/E0nFExSQAYOMZIHfWTtPX2MzODQeKxw/NRYEqU7b+Cy6A4HZj2/KUbV7K43djnLIlIqqEgS0RERERERG1nO+NzyAjyeHgK3si8IjGpmMPH7q/eLwxEYbU1W3q+prdGq8H670eAMBUJot90aTm+WIgAP+FF2DnaCnY/c3J31i6RiKiZsXAloiIiIiIiFpKNi/hrrFpAHKJwR/2GqtDAIDDRx4oHm/o3GrW0lrK+Yop2wfnllBtyjb44t/D4JwLwaR83kNjDyGRTVi5RCKipsTAloiIiIiIiFrKf88sYCyVAQC8KBLEep/H0P3z+Rz24SQAwJeW0LfxItPX2AoG/B70ueWN3MbTGeyLaU/ZuiIRhC68EDuWp2yTuSQeHnvY8nUSETUbBrZERERERETUUr56aqp4/Jq+TsP3H9/7G0T9eQDApgU/hA7jj9EeBFwUCRYv/WZmCVKVKdvQSy/HOePu4uWfP/d9y1ZHRNSsGNgSERERERFRy3hmIYYnFmIAgCG/Bxd2BKrcY7WDz/20eLzRM2TW0lrSoN+DtR45gD2TyeC5pbjm+WIwiHO3v6xYi/C76ScQjc9bvUwioqbCwJaIiIiIiIhaxhdPThaPr1rTBUEwttkYJAl743uLF4f6LzBraS1KwMWdpSnbB2YWi5u9qel40SU4d8oPAEi7Jfz03z5s5QKJiJoOA1siIiIiIiJqCS9EE/jV9CIAoMfjwu93dxh+jPTzT2D/ujQAoCvhQndwg6lrbEXrvV4MeuWe4PlcHo/NR7Xv4HLhpZteUbx49+T9SB44aOEKiYiaCwNbIiIiIiIiagmfOzZRPH7D2i54RIPTtQAOPvZ95Fzy/bZK/cYndNvUpZ0hFF6p384tIZrLaZ6/rf88rEnLU7b7hoCnP/oeSOm0xaskImoODGyJiIiIiIio6T27GMe90wsAgC63C6/ujRh/kGwWzy09U7y4uY91CHp1edzYEZQD2JQk4dczi5rnC4KAy3svKV6+p+MYpr96p6VrJCJqFgxsiYiIiIiIqKlJkoSPHzldvPzm9d3wiTV8u/vEI3h6WJ7y9GVFDAU2mbTC9nBRJAjv8pzts0txjKW0J2Zf0nEBXMuxxAMXCDj9zTuR2LNX8z5ERO2AgS0RERERERE1tftmFvHQcm/qOq8bf9BTw3QtgAOP/TsSPjlw3J7vh0twmbbGduAXRVwUkTcgkwDcc2Z++aiyDlcQLwruBABEAwIe3JXH6fe/D/lUyvrFEhE5GANbIiIiIiIialrJXB4fOjxWvPwXG3pr6q4VolE8lttTvLy9h3UItdgZ9qPLLUcNo+kMnlmMa57/qo6Li8c/f7GI5OEjmP7yly1dIxGR0zGwJSIiIiIioqZ1x6kzOJaQf/X+7JAfL+kM1fQ46fvvxpNb8wCAYNaFTb7Npq2xnYgQ8JLOcPHyf88sIpHPq56/0bse231DAIDxXgGP7RQw881vIfHcc1YvlYjIsRjYEhERERERUVM6Ek/iiycmAcjf3N4w2AdBMD5dCwBP7fkPZN3yfc8Wt7IOoQ79Pi+2+H0AgHg+j/urbED2R5GXFI9/dLmIfD6P0+97P/KJhKXrJCJyKga2RERERERE1HTykoT3HjiFVF7uSH3dmk4MB3w1PZZwYD/uG5gsXj6n52KNs0mPSzuDcC8fP7kY09yAbKdvGJu9/QCAU2sFPHSOgPTx4zjz+f9rw0qJiJyHgS0RERERERE1nf9vbBqPzscAyBuNvaW/p+bHOvTfX8XpXnm6dijViTXuNaassZ0FXS5cqHMDMkEQcFXnFcXL//FyF9IuYO4730H04YetXywRkcMwsCUiIiIiIqKmciSexMeOjBcv3zS0Bj6xtm9vhYV53CM+Ubz8oq7fq3t9JDs7FECXq7QB2dMaG5Dt8A9jl38TAGCqE/j578kB+vj73o/s3JzlayUichIGtkRERERERNQ0snkJ7xw5WdzI6o/7IjivI1jz4x27+w6MyHteoSflw9bgWWYskwC4BAEv6SptQHZflQ3I/qTzFRAhB7U/vtyNM51AdmoK4x/8ICSp8nQuEVErYmBLRERERERETeNzxyfwzPKkZr/Pg7/o7635saREAj+K31u8/JLAJRAFfptsJiMbkG3wrsHLwy8CAKTdEr7xWi8kANFf34/573/fjuUSETkC/09ERERERERETeHR+Si+eELeHEwE8K6Na+F31f5t7Z67P4tD6+WJz76EBzu7LzJjmVSmfAOyibT6BmSv7bwcXS55Kve54TweOF+euJ385KeQ3L/f6qUSETkCA1siIiIiIiJyvJl0Fje9cAKFX6i/dn0Pzgr5a3689OI0/iPzq+LlKwIv4XStRYIuFy7sKG1A9vMzC1DbgCwg+vCW7j8sXv72H3sx0QVI6TTG/v49yMdi1i+YiKjB+H8jIiIiIiIicrS8JOHvRk5gIp0BAJwXDuCN67rqesxf3v0+zHTIoeGWhQC29F5Y5ypJy9nhADqXp6FPptJ4bimheu55ga14SehcAEDClcO/vDmArAikjx3DxEc/Zst6iYgaiYEtEREREREROdrnj0/igdklAECn24V3Da+FSxBqfrzRAw/il6F9AABXDnhl7x9CqOPxqDqXIOD3OksbkP1qegFJjQ3I3tz1B+hzdwEADvVl8G//jwcAsPDTn2L+pz+1cqlERA3HwJaIiIiIiIgc67+nF3Db8QkAgADg5uG16PG4te+kIZtN4dtP3Yr88nfDl8/1o7tr2ISVUjUDfi+G/V4AQCyfx280NiDzi178de9VcMMFALjnRRIe3SmH6hMf+ShSR49av2AiogZhYEtERERERESOtD+WwN/sO1G8/Nb+Hpy/3IVaq3v/63/jVEcSALBuQcTFm19X1+ORMS/uDBU3IHt8MYZxjQ3INnrX40+7Xlm8/JWrPTjZB0jxOMZu/nvkk0mLV0tE1BgMbImIiIiIiMhxJlMZ/Pnuo4jm5F+bv6wzhDeu7arrMY/svhu/cD0FABBzEq70/T5cvkC9SyUDwmUbkP1sch55lQ3IAOCK8IV4cfBsAEDSlcdn3+LFUgBIHTyIyY9/3I4lExHZjoEtEREREREROcp8Jos/230EYyl5k7EtAS/eOby2rp7Z+NxpfHPfpyEtP8TLp/vRO3i+Gcslg87pCKDLLccRp9MZPDYfVT1XEAT8WfcfYsizDgAw2ZHH5//EjawIzP/wPzH/45/YsmYiIjsxsCUiIiIiIiLHmM9k8ZbdR7EvJv+6+xqPG/+0pR8+sfZvX6VsFt/9yQ2YDcnTusOzbly04w1mLJdqIELAy7o6UIjffz2ziKl0VvV8r+jB2/vegA5Rnsx9YSNw52tESAAmPvxhJJ5/3vpFExHZiIEtEREREREROcKZVAZveu4InluKAwA63S7889Z+dNexyRgAPPjdd+KZvnkAQCAFvGbtGyC6vfUul+qwxuvBrpAfAJAF8OPJWeQ0qhF63BHc2PfG4iZkD54v4nsvFyGl0zj1t3+L9OiYHcsmIrIFA1siIiIiIiJquL1LcVz5zEHsjSYAyGHth7b2Y4O/vmD12H9+Dj/oeq54+bV4CcJdG+p6TDLHJZEgOl1yLDGWzuC+6QXN8zf7NuD/7X1tcTL3py8V8Z+XC8hNTePUX/81MpNnLF4xEZE9GNgSERERERFRw0iShO+cnsZVzxzCaFLurO3zuPGRbRswHPDV9dgL9/wb7sj+J/KiHPFdFt2ITQMvrnvNZA6XIOL3uzuKwcQjCzHsXp6uVvOi4A5c0/Xq4uUf/L4L//oqEcmTJ3DiL/4CqWPHLFwxEZE9GNgSERERERFRQxyKJfGW3Ufxvw+MIpGXfx1+W9CHT541gME6J2vTd/8AX5r8MpaCcli7JRbBZcNX171mMlef14Pf6wwVL//0zBwOx5Oa9/n9jovwxs5XFC///PdEfPxaERNzJ3H82rdg8Ze/tGq5RES2YGBLREREREREttofS+DmkZN4xZP78eDcUvH6P+qN4KPbNqCnns7afB7St76Cfxn9vxjrk8Pa3qQPVw5dC1Hgt8BOtDPkx86g3GebA/Dv4zPYt1yNoebVkUvxZ91/CHG5IGHPZhE3v92Ff78wir3/5+9x6qa/QeroUauXTkRkifqa24mIiIiIiIiqkCQJh+Ip/HpmET+fmscziyt/7b3P48bbB/twsWLSshbixASk2z6C/7vlWRwalIO8UNaNN/ZfC78YqOuxyUoCXtIVQjKfx/FkGlkA35+cxRWpMF7VG4Gr2Fq70svCF2Ctuxt3zfwcC/kYUl4BP75cwE8vE3De8QdxyQcfxBXDr8S5f/lu+LZvt/dTIiKqAwNbIiIiIiIiMt2ZVAb/M7eE384u4eH5KMZTmVXnhFwirlrTiavWdMHvqn36VRwfh+8/f4jZ+3+A267OFSdr/Tk3/rTvTehyddX82GQPAQJe3tMB92wUh5MpAMDv5qPYF03gVb0RnBMOFKdplc7yb8QH+v8Kdy88hIeiu5FHHnlRwO4tAnZvAb6JBzHwX/+Dl6SH8Nrf/2tc8tI/hSBUDoCJiJyCgS0RERERERHVLZuX8NxSHPfPLOL+mUU8r/Er7Zv8XryqtwOv7IkgWEtQm0zCvX8E7ueehefRRyHu2Y37LhLw738uIumTw7ig5MWbev8Ua91rav2UyGYiBFzRE0Z31I2nF2PIA5jJ5vDDyTn8cnoB54cDODscwKDfC0ER3gZFP67tfjX+n44X46HobjwZewGz+VLVxlifgB9hFD86fCv6n/8Urhr8I7z5Ve/E+tD6BnyWRETVMbAlIiIiIiKiolguh4lUBjPpLBayOSTyEvKSBEEAPIIA9/J0YjIvYTaTxclEGi9EE3h6MYZoLl/xMb2CgF1hPy7sCOLiSBADRjYUy2bhOnYU7n374Nr3Atwj++A6ehRCLoelAPDQTgH3vs2F072lAK9X7MYbO6/iZG1TEnBuOIANPg+eWIhhPC1PZi/l8nh4IYaHF2IIiCKGA15s9Hsx6POi3+eBTxTR447g6q4rcFXnyzCaOYMXYoewd/YFHPcsQlr+6zEeTOFrs/+Fb/zgv3C5ZyfeetlNeOmWV7DfmIgchYEtERERERFRm1jK5jCeymAylcFEOoOJVAbjqQzGUmmMJTMYS6Yxl82Z8lybA15cFAnignAQO0J+eEQdv4aeTMI1egquI0fgOnAA7pF9cO8fgZBMIu0CTvcCJ9cIOP5yAQcGXTjcD0hlj3u+7xy8InwFvIKBUJgcp8fjxh/3RTCeymAklsTJZBrS8m2JfB77Y0nsjyVL57tdWOvzYI3HjTVeD9Z4uvCKzpfij7tfhmg6iqeP/BZPJffjaG8WEATkReB3uf343UPvxrrfBPCa7pfhtb/3F9gxeCErE4io4RjYEhERERERNQFJkjCVzkICkIeEnARkJQmZvIRkPo94Lo/FbA7z2Rym01lMLgeyp1NyEDueyqDy/Ks+oXgMvtQMBCkPQcpDzOfgymXgzqfhzSQRyiYwKKQxIKXQIyXhTseQScUQTafwdCYNIZuFK5uHO5uHJyvAl5XgTufgTqbhiicgRZeQzaeR8AFLAWC2Q8D0IHDmXAHjPS4shLRDtHXiGrzU92JscK1DLpVGAuk6Pltyii4AlwVFvMjvxdjy3+fJdHbV3+WFLLCQBA6VXe8W5PC3K3w+dkYuwCUTh3A89jx2DySR8sp/pya9CdwVuw93/eY+hFICdsW7scM3hI2dw1jXNYiuyFqEwt3wegPw+ALweQLo9nVDDAXhCodteBWIqN0wsDUgkZA7mEZGRhq8EiIyaufOnQgGg5Y/D98niJqXXe8TAN8riJqVne8T8Xgc+/fvL15eyAO3xAScyjdm8u+Gn34X+9b9EocGSs8vAcgufyQFYNEDjAN4snCCF4DhLMtV8xon81P4SeKemu9PTcINw0nG6cJBHsDawoXK/5ZiPglP+WbxFGaBzG5gCvJHmZeM5PGen+aRufYaZF//+uL1dr5PEFHrYmBrwLPPPgsAuO666xq8EiIy6umnn8aLXvQiy5/n+PHjAPg+QdSM7HqfAPheQdSs7Hyf2L9/Py6++OLiZe+lL0X3p2+35bkrOefQw/jZi/hr4kQFT54lIOkBjn37X/GnH/lI8Xo73yeIqHUJkiRJ1U8jALj//vvx6le/Gt/85jdx4YUXNno5jjIyMoLrrrsO3/3ud7Fr165GL8cx+Lqos/u1sesn3dPT0/jVr36FTZs2IRAIWP58RvDvo/X4GlvPytfYzomYWt8r+HdMxtehhK+FzK7XoZETtrQa//7rw9dJH7NeJ07YEpEZOGFrQHd3NwDgwgsv5E/MVOzatYuvTQV8XdS12mvT19eHP//zP2/0MjS12mvuRHyNrdfsr3G97xXN/vmbha9DCV8LWSu9DsFgsGU+F6u10p+7lfg66cPXiYicQGz0AoiIiIiIiIiIiIhIxsCWiIiIiIiIiIiIyCEY2BIRERERERERERE5BANbIiIiIiIiIiIiIodgYGtAf38/PvShD6G/v7/RS3EcvjaV8XVRx9fGfnzNrcfX2Hrt/hq3++dfwNehhK+FjK9De+Kfuz58nfTh60RETiJIkiQ1ehFERERERERERERExAlbIiIiIiIiIiIiIsdgYEtERERERERERETkEAxsiYiIiIiIiIiIiByCgS0RERERERERERGRQzCwJSIiIiIiIiIiInIIBrZEREREREREREREDsHAloiIiIiIiIiIiMghGNgSEREREREREREROQQDWyIiIiIiIiIiIiKHYGBLRERERERERERE5BAMbImIiIiIiIiIiIgcgoEtERERERERERERkUMwsCUiIiIiIiIiIiJyCAa2RERERERERERERA7BwJaIiIiIiIiIiIjIIRjYEhERERERERERETkEA1siIiIiIiIiIiIih2BgS0REREREREREROQQDGyJiIiIiIiIiIiIHIKBLREREREREREREZFDMLAlIiIiIiIiIiIicggGtgbE43E888wziMfjjV4KETkU3yeISA++VxBRNXyfICIial8MbA3Yv38/Lr74Yuzfv7/RSyEih+L7BBHpwfcKIqqG7xNERETti4EtERERERERERERkUMwsCUiIiIiIiIiIiJyCAa2RERERERERERERA7BwJaIiIiIiIiIiIjIIRjYEhERERERERERETkEA1siIiIiIiIiIiIih2BgS0REREREREREROQQDGyJiIiIiIiIiIiIHMLd6AUQERERERERERFRczowewD/uu9fMdgxiL/Y9RcIe8ONXlLTY2BLREREREREREREhs0l53DjfTdiJjkDAHjq+MP4yOMbIcXi6LrmzQhffjkAIC/lcd+J+3Bq6RRetfFV2NK5pZHLdjxWIhAREREREREREZFhPzr0o2JYCwBPzO/Gr/f+FEu/+hVO/fUNmPvBDyBJEm599Fa898H34ovPfBHX3H0NXph5oYGrdj4GtkRERERERERERGTYvcfuXXXdf/1eKW6cuPUjuOe/b8ePD/24eF0ql8InHvsEJEmyZY3NiIEtERERERERERERGTKdmMahuUMAgE2hIaydkwPYg4MCxv/wAgBAVsrhi/u/tuq+z08/jz3Te+xbbJNhYEtERERERERERESG7D6zu3i8edGPSw+WJmbve2UXAhddhAfPEzDRJV+/ZdGPP+/4g+I5vzr+K/sW22QY2BIREREREREREZEhygnZDYfmcf5xCb60HM7+aulxJG74U/zolb7iOa94NIaBb/03RAgAgN+c/I29C24iDGyJiIiIiIiIiIjIkINzB4vHa0Ym4M0Cl44FAAAZKYtrRj+M6UAWALD9jBtD00AgDQxN5gEAo9FRnI6etn/hTcDd6AUQNZO5n/2s4vXdr3+9zSshIiIiIiIiImqcQ/Nyf20AXkTiCQDAK4WdeFbcj1g+WTzPDRf+7Pz/heD8c4g/+SQ2TUo4sU6esn1i4gm8YdsbbF+707X0hO3BgwfxoQ99CC996Uuxdu1ahMNhnHfeeXj/+9+Pubm5Ri+PmoxaWFvtNiIiIiIy1+y992L23tW7UhMREZE9oukoJmITAIB1Kd9yyQHQM7Qd1/e8Dl7BA0AOa/9X75VY5+lF6IqXQfB6sGmy1HW7e2p3+UMTWnzC9lvf+ha+/OUv46qrrsJb3vIWeL1ePPDAA/jUpz6Ff//3f8cTTzyBdevWNXqZ5HAMY4mIiIgar1JAO3vvvei58soGrIaIiKi9nVg8UTzunU7LB6IIz+Agzna7cWv/23AyPYlB71p0ucIAAMHrg3frNmw4OAIhL0ESBTw/9Xwjlu94LT1h+6Y3vQmjo6P43ve+h3e96114xzvegf/4j//A//k//wcnT57Ebbfd1uglksMZCWvnfvYzhrtEREREFtCapuWkLRERkf2UgW33GbkOwd2/HoJbng2NuEI4N7ClGNYWeLdugTcHrJ2XLx+eP4x4Jm7LmptJS0/YXnLJJRWvv+aaa/Dxj38ce/bsqXg7UT3Bq/K+7LYlIiIiqo+eQJaTttSu5u6+W/W27quuAgDcdOCmqo/zlR1fMW1NRNQeTiyVAtueRbniwDs4VPV+3oFBAMCGWQmTPQLyUh4H5w7iwrUXWrLOZtXSga2asbExAMDatWsbvBJyGrMnZAuPx+CWiIiIiIi0FILV8vBUK5TVUrjfJyD/MOOfzlL/4YfacxMRqTm5eLJ43Lsk/9czsKHq/VzdXRCCAayfK21Ktn92PwPbMm0X2OZyOXzsYx8DAFx//fUVzxkfH8f4+Piq60dGRqxcGjWIHTUGcz/7GUPbFsP3CSLSg+8VRMbVWnHQrFO2fJ9oP2oTr584KP/9nTtYW0BbTeHxGdwSkRnGomPF466o/F93f/XAFhDgXrMW/bOlCd39s/tNXl3za7vA9t3vfjceeeQR3HjjjXjVq15V8Zw777wTt956q80rI7s0qmeWoW1r4fsEEenB9woiY9qxj5bvE+2hUkhbCFDtpnxetfD2pgM3MbQlIk1jS3JgG0oC3hwghkNwdXTouq9n7VqsfbYU2B6eP2zJGptZWwW2H/jAB3D77bfjT/7kT/DlL39Z9bwbb7wRV1999arrR0ZGcN1111m5RLIANwIjK/B9guZ/+MO6H6PrzW82YSXart97fdVz7jr3LsvX0a74XkFkHXFpCf909mXFyx87tbcpp2z5PtH6lGFto0JaNZXWUwhxGdoSkZp0Lo0ziTMAgK6o3F/rWb9e9/1dfX3wZYHOqISFsIDD84chSRIEQbBkvc2obQLbD3/4w/j4xz+ON77xjfj+978Pt1v9U+/v70d/f7+NqyMrODGo5ZRt6+D7ROsyI4it97lu3nWPbWsA9IW65Rjy6sP3CiL9jEzXfmDo3IrXfezUXjOXZAu+TzQvvd2yhQ7ZZqEMcQv1DIUNzIiIAOB09HTxuBDYuo0Etj3dAIC1C8BCGIhlYhiPjWNDWE+lQntoi8D21ltvxa233oo//dM/rRrWUmO9Y/878MkDr6l42/t3/AIA8NWdX1W9vxNDWiKyl52Bq1W+MPLaitebEeSqPXY15c9dHvIywCUiu4hLS41eArWxWjcAa3blnzcDXKL2djqmCGxj8n89Bn746O7uAQCsmZdwaECeqj22cIyBrULLJ5cf+chH8OEPfxjXXHMN/u3f/o1hrYNphbUAirfNHfhZMbwtv42Imk8rBKx2qTVstfK5C0GuMsBleEtEerzr0LtWXP4w/rjqfcprEMp9YOhc3FH3yohWateQVkvhNWFwS9SeJmOTxePO5cDWtXad7vuL4RAErwd9i9nidccWjuHygctNW2Oza+n08vbbb8eHPvQhDA0N4corr8T3v//9FbeHw2G84Q1vaMziqOgd+98BwFjoWm9A+w/D51e8/nMnnrfl/kROU8uvxKtpZKhI9lP+eZeHtwxuiag8lFXz4UP1h7UFf7PnJO44b6Ou5yVS45SQVpyZ0X1uvrfXwpVUxuCWqD2Nx8aLx51xCUIwAFdH2MAjCHB1daFvcap4zbGFYyausPm1dGD75JNPAgBOnTqF66+/ftXtw8PDDGwbrJawtl5qYWv5bcrwVes+le7P4JacTm9Ay/CVjCgPb6/fez1DW6I2ozegNUpvWEtULzOD2v+98bwVlz97co+u+xkJaSvdj8EtEVltIjZRPO6MAZ616wAY2zDM1dmJvhOKwHaRga1SSwe2d911F+66665GL4NUFMJau+gNXWs9v9J9KwW33HiMGkUrpGUwS2Yr/J26HgxtiVpdvSGt2nStsqvWaFjLKVuqRb1hbXlAq/f2z57cU3NIW8s6tOgNldUUXsN/OutefGXHV+p6LCJyLuWEbSQOuM9aY/gxxM5OBNJAICkh4RdwaumUmUtsei0d2JJzKcNaPdO11cJTrYnWeoLXev3D8PmctqWGqxTUtmNAe9Pmiwyd/5Vjz1q0kvbyhZHXYn7kh+h685sbvRQiMpFVk7QF9YS1Be869C58afuXzFoStbCbDtyETxy80vD96glGVz2OQ36+oPyc6glvP3HwSswdZHhL1Kom43KHrScjwZ8GXGvXGn4MV2cnAKB3CRj1y1O7yWwSfrff1LU2Kwa2ZDutsLbWcLWRoWw1DG2pUcqD2nYJaY0Gs2Y8DsPd6uZ/yNCWqNmZGdLq6awF1MPa6WRq1XV9fl9da6L2c9OBmwDI4aJZ4WsrKbwm9U7dKsNbViYQNT9JkoqVCJG4XITgWVNDYBuJAAB6ohJG18h1CqNLo9jWvc20tTYzBrbUMMqw1smBqxnKQ1vWIpDVlGGtGUGtWSGo2cGmWeuqVy3rcHrIa8ZrW/45zv/wh7h51z2sSCBqIlZM0lYLawvTtUbC2sL1ytA2m3xvjSukVnfTgZuQSf4jgH8EAPxvh0y3OpVZwS2wsnaC4S1Rc4pmokhkEwDkwBaCAHef8e5ssUMObLtLv1SDk0snGdguY2BLtqrUW9vqYa2ad+x/B76686uNXga1GDOCWitD0GqP/fX/+dmq6972itb84Ybe17kQerpPnDT1+e14XZWfY+Hz+MLIa3E9rgcABrdEDmR11YGeyVqtCgS1sFZ5uzK0ZS0Clbth93EUgloyxszgFuBGZUTNajI2WTyOxCW4enoAl/F4UYx0AAC6o6XrxqJjda+vVTCwpYYoTNe2U1hbqRqBoS2ZxelBrV6tGs7Wo/jn4oA/n3oUPo+vHHuWG5IRNZjVoWytPjB0rubt1cJaIi1yUEtmMKvntoDBLVFzKfTXAkAkAbjX9NX0OK5QGBAEdEWl4nUMbEsY2BIRNbl6wlonhLTUXm7afBGnbYls4tRgtpJqYW25mWRy1XW9fm5SQpUxrLWOFXUJDG6JnE0Z2HbEAff6NbU9kCBADIfRHS11IowtMbAtYGBLtmvW6doTS9GK1w93hHU/BqdsyUz1bCrGoJYaqTy0BThtS2SWZgppjVBO11YKa8vPZS0CAc4IasdiMUPnD4RCFq3EWmZO3c7dfTdDWyIHWzFhG5fgXlNjYAu5FqFjbAmunIScS8BodNSMJbYEBrZkm0r9tY2kFsDW+jhGgttyDG3JqPKw1giGteQEytAW4LQtUT2aJaRV6681UoWgFdbOJJOqU7YMbdtPo8JaowGtnvs3W4hrRnjL0JbIuabiU8XjjgTg7q2tEgEAXB0dyALojAGzEWAiNmHCClsDA1uyVWG6thHMCmirPX49wS2RHpXCWj3TtQxqyWkqhbY377oH1+/ltC2RHs0S1M4n51VvY28ttYJ6Q1q7Hr8RwW89lQkMbYmc6Uz8TPE4khTh6u6u+bHEsJyfdMblwDaaiWIpvYQOb0fd62x2DGzJFuXTtXbWIVgd1FZ6vlpCW07ZklUY1FIzYUUCkTanh7Ra4axR5WGtcrp2Kh5fcduaYLDq43HKtn1YPV1rdUBrlfJ12xng1hrcMrQlcp7JmFyJIOQlRELdgCjW/FiusBzMdsYkAAIAYDw2zsAWDGzJBoWwttbp2mqBa3k4andAa1SlHtsChrZUjdEqBIa1tRuZnTX18Xb19Jj6eK2uUJHA0JZI5sSg1sxwthqtsNYIhrZUi2YNaKtRfl52hbe1BLcMbYmcZSoq1xZ0JABPHXUIQGnCNqL4X/tEbAJndZ9V1+O2Aga2ZKlae2uNhK5ODGhrnbIFSq8Zg1uql1lhbS3BpRPDSbMDWKuev5GvndYarVpXeS2CEkNbanetHtJq1SGo9daqhbVT8TjWBIOaPbYFDG1bm1nTtWaGtOPRyo/VH3ZON63d4e3/3ngeQ1uiJpTJZzCbWQAgB7auPnMC207F2+R4dLyux2wVDGzJMnaEtU5WLbT95IHX4P07fqF6u5HXj+Fue6vUX1tPWGtGsFn+GHaFkI0OZc3g1M9BbV1m/NkytCVyZjirZOc0rdGwVu0x+vw+ZJPvhdt/m6nro9ZmRlCrFtDqOc8JIW7hNbA6uDU6bcvQlqjxZhIzkCABqH/DMUDedAwAInGpeN1kfLKux2wVDGzJFso6BK3+WqvC2vGlJUset7+jtl4VrVqEWnAql5RqDWutDAorPXYtQZ9Tw8x2VvgzsTqU50Zk1CqcHsxWYkZY+4VTb9F1ntomY3rC2sKULbWveqdraw1r9Qa0dj8WUF8AbGdwy9CWqDlMxaeKx+GEBPe23roeT1x+f1FWIjCwlTGwJUvUMl1rdlhrVUhb6TnUgtt6qhGIalFLWNuoENTp4evpOfX1beh2XuVDo9Ub3Fabsr151z01r42o0ZoxpAWsnaqtVIegtslYpbB2Orry67y+sLEforMWgcrVEtaaHa5aoXyNtQS4dgS3DG2JmsOZxJnicUcCcNU5tCH4fRDcbnQksqXniJ/RuEf7YGBLptMKa9Wma9XC2kqhq9ZUqx0hrdrz1jptS1QPZR2C0bDW6YGp2bQC2EY+FtBaAXA9wa1WaAtwypaaUzOGtWYGtQvJhZrup6xCKFce1hauMxraUmupZ7rWSFhrNKQ9s7SoetvajoihxzJDYf1ODW71YmhL1BhnYqUwtRMBCO56Y0UBYjgE//wCPFkg4+aEbQEDW2q4SmGtVvBaTyg7G1v5XD0h86ZfjYa2/zB8PrxQ77AlKnf93usbvYSmYXagajUnr7fWMLnW4FYttOWULTWjdg5rtYLaatO1Wr21lcJapcL51TYeo9ZiR1irN6jVCmiNnmtloFtvcGtFaMuNyIicb3L6RPG409tpymOK4TCE+QV0xCXMRgRMxhjYAgxsyQbK/lo9zJqSLQ9naznHaKBbKbRlLQJZpdJmY3q10nStaWHn/Jy+87q6zXm+JlHp9TUS4o7Mztq26RyRkzCs1U9vb221sJbak9VhrZ6g1khIa0Q9j6s37K01uLUqtDWKoS2RvSanjxePJXcEXzt1BtF8Hv0+D/64rxPdNUzcimE5L4nEgdkIEM/GEcvEEPI0/j2mkRjYkqmM1iGUT9fWG9bqCWlrfTy94W2j6hG44RhZRU8gatev9NcdzuoNZa1+DKCpg1/ln4OeP3ujoW21agQiMp9dYW35dK3e3trysDa1uPJ5fBFzpnyoedixwVi1sNZIoJpSnOuzoQpBuTY94W0twa0Voa3RKVuAoS2RnaaWJorHB/MhjKYzAID5bA4nE2n81cAarPEaixoLgW04KQEQ5OeJTyHUycCWyBEqhbVmBLCZ+OovtDxB4//wawlvC6yesmVY237qma41Qm9AWn5evQGuKVOzZgWrVrF6fTYFwoU/q2p/5mZM2n5h5LXA6t+kJnKcZpyuNYPRsLacWm9ttbBWeZ7eHltuONbcGh3WVgtqU3XeXq7egLewXr3BbaNDWyJyronUDOAFxJyEeHDl9xuxfB53T83hrwb6UAhe9SgEth2Kn9VOJaawqXOTCStuXgxsyZHqCWorBbTVzjEa4BbWpxbc6p2yTSf/EV7/pw09N1EzaEgnaw0BaHhx3tQlRCNdpj5eXcwIhA2EvnqCWyOhLadsqVk1Y1hr5iZjaqr11iopp2v1hrXUPqwOa+uZqjUaxOql9rhGg1y9wa3R0NYJOGVLZL2fTs5hSpKzkHASSHd24497I+j1uPFfU/NYyuVxPJnG/lgSO0MB3Y9bnLBNlK6bTkybuvZmxMCWTKNVh1CJsg6h3ioEPSGtnvubGdzaVY3A6VpqWwYDSbPDWSufwzHBb/lrrCPAPT03a1poS0TNQ2u6dsD/L6uu01OFwLCWzFZPWNuIoLaaWmsWziwttmRoS0TWkCQJnzk2gf97fAxrvVkAQDgh4A+29SOw3Fn74kgY98/J70mPzccMBbauwoStIrCdik+ZtPrmxcCW6mY0qK1Gz3StVkDrqfKFWEbjV3asCG6txLCW2oqFAW0wat43WvFw/b10RtZua7ir/DPQCG+rTdvWE9pev/d63HXuXTXdl4jsZySsJaqm3ulaLbWEtVpBbWBhvq71JDq7DJ1vNLw1UpNgp889+z/I9/bWdF9O2RKZT5Ik3HJwFN85PQN3Zg7SctNBR85TDGsBYGPAg8iiiMVcHseSKSxms4jo3IBMDBUCW6l43VSCgS0DW6qZkaC20oZjlaiFtdUmaKuFtJXOtSq4VYa2yilbq3tsib5y7FnctPmiRi/DPBZVHJgZzprx+PUGvNU+Z8sC3cKfT5Xgtp4+40q1COyxJTKXGXUI1bprtSjD2nqnawv9tb1+f83rodalp7e2kkphrZVBrdrjGAlwC+vTG9yqhbacsiWiTxwdx3dOzwAA+uaOI7d8fQjl/68VsDXow7NLCUgAnl9K4GXd+n7juFIlwkxipr6FtwAGtlQTM6dqteoQ6pmkDS2HJjGVMMQTi2mGtoXnrze0tQqna6keu3p6MDJbvWd2Q3ePfX20FnbQVgtRPWW7kZslEwxWPUdrbU0xrVsluFULbVmNQNQa6q1C0KM8rO2YlXvtlnr6DD8WUSVq07VGwlqzglo1ysfXG94aCW7rYfbGY+LMTM1TtkRknl/PLOJfTp4BIG8hdqU0g7uXbwu7VmceWwN+PLskp64jMQOBbcAPuF0IJ3PF69hhy8CWGkTZX6tGLaxVC2pDKqGHVnCrN7RdcR+DAS5Rs7M0tG3QFK2RgNadVD8369cOZNWeR0+QC6z8PMwIb6vRem2rhrkawW09oW2lKVvWIpCTfWn7l5pm47F6p2uNTtZqVSGoTddqTdZ2zE4ztCVdtKZr6w1rqwW1VvzgNLAwb+rErZ5OWzt87tn/KR7XGtqyFoHIHNFsDu/Zf7J4+fqBXnQfnSimiEHP6veMDrcLXW4R89k8RlMZJPJ5BERRx7MJEMNh+OYX4M4BWRcwnWRgq+eVI6rZJw+8Rve5yjqESmGtJxarGNaGoouqYW0t51WTicdWfFSip4eXyIjr915v+mMamW6s59faK5qfMxTWhhfnix9qgtHF4kclnni8+FHOnYyrfmjRup/WfZVr0RseV/v8rKb8M9D85lPlz1Yt9Ncz6V3uCyOvteTfBJEZmiWsrVe1sLbSdK2SWlhbTWG6Vs0anT8QIzLKSFir6/+Xdd4vsDBveKq3ls3RtLp9zaQMa+s1d/fd1U8iIk1fG53CmbS8wdhFHUG8tq8TS0vjxdtDgcq/XTfg8wIAJADH4vp/q8YVDkMAEFrusWUlAgNbagL1BrV6Hr8e1fp1iaxw8657Kl5fPoloJlNCWwNBrZUhrZFQth5GA1y9GhncFlT98zEQ2lbTUt3M1NKaKaw1o7vWCOV0rdYmY3qna4mspLbJmJJWWGsGK4PbSvR8znYTZxjYEDXCYjaHryxXIYgA/mqwF4IgYCFZ+jcZDFf+DZdCYAsAhw0EtsUe2+UvEeaSc8jkMwZX3loY2FJNrOxPVQagVgS1ZoS85RoR2r5j/ztM7RKm9mRbh2gNQa0aM0LaatxLC7o/jLAiuHUC1T8znaFtLVO2RE7TTGGt1apN15qFdQikR62bjSmVT6ZWCkhrmajVw0hw26zMnK4t4JQtUe1+NDmHpVweAPCKng5sWA5hF3Kl732Cwcr/D17vcxeDxmMJ9R/QlnMtbxxa2HhMgoS5pPH6vFbCDluqWSG0VQsNC3UI/zB8vupjFDYcq1QhoBbWagnPl77pj3bpD6L0dNkSUY19tgaCWi1a4aRWyKk3oK2V8r7Zjk5990nGNftvPfG4oZ5bM/tt1V5nPc8RXpxf3b83P6e6IRkRtQetjcbU6hDMmq51+28z5XGoNdn16/7BhepfC8U7tf9fWfH/sWWMdtvqNR6NoT/cmO+V6tmAjH22RLX599OlSdrXrln+/kaSsOBaDmAlIFRh0zEAcAki+rwenElnMJPNIZrLIexyVX1OsUMObENJCfIWZ3Itwtrg2to/kSbHCVuq2ycPvAafPPAaU6Zu1SZV9UzVKsPawuXy65SP1yo4ZUv1snTK1oSwVs80bTk907S1TslqMfJYVlYxGKWnH7fRHbpE1ByMdNeWU9YhWI0T0WQmta9jggtzusJavefqmbZttklbK6Zriah2e5fi2BOVx1y3BX3YFPABAISZGcwF5X7ZUEaEKKjHies8pdnQU8m0rucVO+QAOKT4MmEm2d61KAxsqSZzP/tZ8UN5XSG8NbLZWCXK6Vo94apaMGsXT3DlT5x7QpV/2kRkJrUe21pYEtrqCGv11B+oUZuqrbpRmMkhrVWMVCPYTevPxYpfByUi83X5u+q6f6df328UEJnpGxdsavQSLKcn4LXi/7VrO+r7bR0zqicqqXW6toDVCETG3DNV+j7plT0dxWNxdBTzyzFHKOctv9sKa72e4vGJhL4e28KEbVgR2M4m27s2jYEtGVIe0lrB7LDW6jC3PKxtBE7ZkpKVG4/prkPQGdZqqXWqVo0Tg1onTdkSUX2+tP1L+NL2LzV6GYaYEdoqg9tK07VadQj1YH8tmcHKX/PXO1mrdl8907ZG+eoMZYmo9f33TOn7pRd3lt4jE6ePIOeSqwpC8Gs+xlqf8Qlb1/L7k1yJIJtJcMK2ZX3qU5/Ctddei+3bt0MURbjdrOyth1lB7Yml1X21wOo6BDsna2vtr3VCWEvt4a5z72r0EvSFtTo3F6unAqESPVO1rcqM/lqjj6F1frV+PTPcvOseR/ybIKqkGUNbM4JbPRuNadUh6LXU07cqrPVFVk/79vl9dT8XOc8Nu483egm2qif0NVOj+mvrna4lImNOJlJ4ISr/v3pb0IceRbXB0pkjxeOQS/s9wS+KiLjkuHE8lUEOkub5AOAKV6hEaPPAtqUTzPe///3o6urCRRddhGg0iqmpqUYvqeV1v/71AIyFu5U2HDOTkc3H9NIKapV1CP0dHarnEdXrCyOvVb3tK8eexU2bLzLtuXSHtVVYsbGYk8JavZuOOZEZwW/FsFbHhmPVKjmsnBonskIhtG2mntRCaDufnDd83zA+Zu5iiFpAvLPb8sBVz0ZkzcqssJabjhHp95vZUpf8pZGVmcfS3Ciw/CV7yFv9+4Y1Hg8WcylkAUykMhjwadcowO2GEAwgnEwUr2IlQgs7fPgw5ubm8Jvf/AY7duxo9HJaXiGsBYD37/hF1fPHl1ZvLFGoQ9Cari1sJlbPdG1MRzDhCYZUP2ox3MFeW6qPlROFI7Pq/56qhrU6pmr1bJJhRVhrp1rC2qw/WNdzmhGymiEa6dId1m7orv+HaJyupWZRqElopqlboxO39YS1U4r3djs3HCMyqlqVgFpoGu+s/kPLapwyZWuXfG8vw1qiBnl4rjRMd2EksOK2xehE8Tjoq/7e1uctzYeOJTO6nt/VEeGmYwotHdhu3bq10Utoed2vf33xo5J/GD5f1+OU1yGUqzWk1TNdW6kOodZQ1uhmY17/p2t6nnJf3flVUx6HnM+KoKrmsNbEoNaqsNau6VorwtpMUPt2J4S1qkEtoDusNbrhnZmb7RHZqRWDW07WUquqtgFXorNL92NZHdpW+jorsLD6Oi31bjhmFjMrEBjWEhkjSRIemZcD26AoYnNgZbXQQqr0faGuCVtlYJvS2WMb6YA/DYh5uUKh3SdsW7oSgcylFsqarXy6tlpIa7TyoNp0rVm9tHbVITCsbU9adQgATKlDUA1rTag+ALQnagH1oBZwzmStVVO1Tgxrdf/KpUoFQq1hbXkdAqdrqdkpQ9tmqExQq0rQE9ZateGYGZopPCdnSnR2rQhGo5Eu1a9/lKFtrROzwYU5U8JfJ2JQS9R4+2NJzGSyAIBdYT9cglC6MZvFAmIAljcdE6t/P9PjcUEEkAcwqnPjMbEjAgFyj+1SEJhNMLClMuPj4xgfH191/cjISANW07zev+MXQFLfhC1QqkNQMmtTMTXl07X1hLVGp2vLaQWv79j/Dt3nkj0a+T5x17l3YX7kh6Y8ltp0bS1hrd7diqsFtYB2WGtEtqPT9CnbWntqnR7U1t2BZyCoBWoLa2/edQ/uwpuNr62B+DUFaWmm8Laejtta+CKdSC3qf//uCzfvvgF8n9Cn1g3HBkIhjFX4PqOgPxzCeFT7t/0AuRYhtbTya5hKoS2g/TVRIXQ1s+qgmbtsubEYkTMUpmsB4LzwyjoEcXIS80EJpcC2em7iEkR0u12YyeYwnckinc/DK2r/kr8rIn+vUwxsk7PIS3mIQkuXA6hiYFvBnXfeiVtvvbXRyyALKKdrnRLW6glfGdA6j5PfJ/RO11YKaxsd1ALmhbUFhYC1nuDWypAWqB7UArWFtZZ+86ZjM7F6wtpyN++6pymna538XkHO0izhbSG4zSa1zzODntDWFzH+/uy06Vq+TzjT2o4IzpQFtHpCW0B72ragfFrW7K7awML8quqG1NJixT7eM0uLjqlFqAena4lq99RC6QdXZ5cHtuOnsaCIS0KCvu9x+rwezGRzkACMpzIYLqtZKCdG5B++Fnpss1IWS+kldPqad2PnejCwreDGG2/E1Vdfver6kZERXHfddQ1YUeuajUWrn2QSrSoEs8Pa8joEtQ3HGMQ2r0a/T3S9+c2Y/+HqKVs7w1qzg1rA/LBWqdbQ1fDzGNhIzOygttEBLVB9UzG9Ya1yurZZw1qg8e8V1JzKA0WnBbjZ5HsN32cmaX3CuyYYRK/fX7zs9t+26hynhbUA3yf0qHW6tl71hraA/q+XzKhNICKq1ZOLcmDrFQQMB7wrbhMnJjAflqdr3XkRXsG76v6V9HpcxePT6XTVwNbVKX+/FkqWpnlnkjMMbKmkv78f/f39jV5G00sn/3HVdSeW9Ae0euoQ9PbXloe1yulatbC2PIitFC7XM1n7rQs313xfarxmfp/QHdbWOVVrJKhtZkYCWkBfSAvoD2otCWl1hrNKZgW1QGv11jbzewU5h9MD3Eqq9ddO6fwBndaUrdp0bZ+/8jeETgxrAb5PVGNHWKu3FqFAb2gLGA9uAXM2KjPTeDSG/rA5+3wQkfNMpjIYTWYAANuCPriV/bUAXOPjmF+eSQvBD6HsdjVrPJ7i8elkBqiSu4qRQmBbum4mMYMtnVt0PV+rYWBLjhXt6jGlw9ZoWKsWwtbbUUtktvIpWz3TtXaFtVYrhKR2bz5mNJwF9Ae0QAOmaWsIZguqBbQFRusPysParjc3V2ctkR2aMcCtR7VqBD39tU4Na0mbWWFttR5bQD20rTRlC6iHtgA0g1vAGV9LWWEsFsNAiMEuUbN5arH03ndWyL/q9vzEKJbW6d9wrKBTsfHYWCpT9XxXOAyIIkIpqXjdXLJ9f+OAgS1ZotJ0rdn0TNeaFdYaUV6HQGSlQmhralirwYoaBKVMMGioFqE8QK01wK0liK3ESDirZNs0rQ0BbUG9QS0R6dcOAW61rto1Gu+/DGubT6MqENQYCW0B7eAWWP3/83oD3GbdcIyInOHphdL3UDsqBLZLs6PF45Bbf2biEgT0eNyYzmQxnckilc/Dp7XxmCBA7AgjlFwqXjWbtHYjeidr6cD2O9/5Dk6cOAEAOHHiBCRJwsc+9rHi7R/4wAcatTTSqRDKKidtrahBsHJ6Vq2/lsgsXW9+M/DUYc1zKoW1qjSma/WKhyN1hbYFRjttzQpe9ag1nAWMbyBW8zdiNQa0RsPZglo2EwPUw1pO1xLVxsoA12n9tcrpWmV/bQHD2uZjVVhbz5QtgOKmXJU6bQHUFNwW1DN9q/Y1QvmGYwAqbjjWKrjhGFHtnlsqfc+1Pbi6VmgxNlk8DrqNDaj1LQe2gLzx2CYdPbahZOn9lIFti/rmN7+JBx98cMV1H/zgB4vHDGyt8VfPHdN9bk8oXOyGzYRC8MRiiIUjCJUFPXpD2oJGhbWcrqVG+LMqYa0ao9O1RhVCyXq6bMtDUSs3JdN6XjMYDWmBGoNaC/pn1dQa0BZwqpbIHk6bwK3UX1sIXqejS6tuM0LZX8uwtvk4YbK2Wp+t0WlbYGV4alZ4q/U1QqWwVsvaBgW5nz25x5THYVhLVLu8JOH55cC2x+NCt6csJszlsJiaRWETMCOVCEDZxmOptL7AduxU8TID2xb1P//zP41eQssyEsraqTyoBRjWEjVapaDSjOlbJ6slnC2wI6RtVECrVC2s5XQtkXUqBZlmhrjVNhzTYiS4LZxbqQ7hjvM21rwGIitC24LyMFUrwK3lawK1sLbVpmsZ0hKZ40g8hWguDwDYFlz9myrCzDQWAnkAcvAaEox9P9ZXvvFYFa7OToSOlC4zsCXSwcqQ1hMMIROPaU7ZqqkU0hZkNErvq4W15QHs+FLlbxy0glrWIVCriUa6TNkow8wQtxHqCWTVGP6mzIaQ1syAFtA/Ucuwlsh+Voe4RvWFO1RDW2UNQiGsrVSHQFROTy1CQT2hLVC5IqESI9O3Rh7LTP1hfRuJWbnhGANaImso6xC2VahDcE1MYl7xTzskGvt33uV1wQUgB+C0jo3HxK4uhBRNSjOJGUPP10oY2JIuZoW1wx1hnFiK6jpXK4jVozysrbTJWCVqASwnaIlkhWDR7B2OtUJQK8JcK0JXo5w4TWt2SAsYqz5gWEvkHJVC3L/Zc9K251cGs0SNUGtoC6ycaK0lvAX0Bbh6Qlqt6Vqn1iEwoCWyx+4qga04MY75sFC8bLQSQYS88dhUJovpbPWNx1ydnXDnAV9aQsorcMKWSItVk7X9HR0YX1oq9tgqp2wBwKPzp9/lKk3V6qlCYCBL7WZDd0/lHtuubl0bj2mFjXaGuc2krl2cDQS1jQ5pa+2mZVhL5Gy1hLVWbjhWPl2r7K8lUmNkyhaoL7QtKA9Maw1wjapWg6AnrLVrupYBLVFj7F5MFI+3VuiXFScnVkzYBg0GtgDQ65UDW0Cest2s0WPrWn7fCyWBlJeVCESq7O6qLYS2gHadgdHHVLIrrGUdAjU1naGtmmrBpNmBrpPUFcqWs3Ca1ikhLcCgloiMUXbWVqpC+NipvQA7bElDI0JbpVoD3FofvxIzw1qjlNO1DGqJGiebl7A3Kge267xuhN2uVeeIExNYCNU+YQsAfe6VG49pBrYdHYAoIpQCZgEspheRyWXgcXlU79OqGNiSIxSmbIGVoW29nBrWfuvCzaY/J5GWXT09GJld/dNJ1SlboBQW1hHcqlELNe0Kck0NVc1mMKQFGhPU1hPQAgxpici48s3FlGGtcrq258orbVsTmesbF2zCDbuP2/JcRkPbagoBqJHgtsCsAFfvxmLVwlojQW0tk7UMaYmc4VA8iURe3nBsS4U6BEAObOfPk4998MItGI8Re70GNh4TBLgiEYSSpffB2eQs1oXWGX7eZsfAlhqqUIsArA5ttVQLdPX21VqBk7Vkt+9dsg1/9tThmu+vGdoClQNEC0JcwOFBqpVqCGkB+4PaekLam3fdAwC469y76l4HETnXdDJV9Zw1wSCm4nHV2/TgJmOty6mhbbUp24J6gtsCvcFrLRod1n7jgk2G70NE1nh+qVSHsE1l6lWcnMT8S+TjWqZrAaDb44IbQBbAWCpd9XxXVxeCyQUA8mQvA1sim2htPKYMbbXUEsjaMV3LsJacTG3KFigFf5rBrZJWwGhRmNsyagxnC4z20wL1h7VGgtpCMKt017l34S5wopaISspDW71BLbA6rGV3beuxO7QFoCu41RvaAquD0XoCXDM4oa+WYS2Rszyv2HBMbcI2PTuOpE8OTkOu2v7tC8sbj53JZDGbzSGRzyOgtfFYVydCigr8meRMTc/b7BjYUsMpp2yBUrCqJ7jVo1JQW3heMzCkJSfQO2WrFdoCNQS3lTDMrTuUraQRQa3P/zEAwM279J3PYJaIjDAS0gL6pmrZX9s6CuGe06ZtjYS2So0KcJ0Q1AIMa4mcaLcysK0wYStEo1iUYihEhyGh9veAXq8c2ALAeCpT8fkKXF3dCJ8uXZ5JMLAlchS1oFVJK9TVur/RsJahLLWSaqEtsDIcrCu8LWdjvYLmc6rRWosFIayWWgLagnqD2u9dsm356K66HoeIyAxaQW35dC37a1uPncGt1aGtUqUgtd4QV084W05PWMuglqj1ZPMSXqi24djkJOYV//xrrUQAyjYeS6Y1A1uxsxOho6XLs0kTvx9tIgxsyREKAapy0lYPPaGu2nNVw5CWmo2RLttCoFctuAVWB4emBriA7UGopgaupZ6AtsCMntpSWEtE1FjVJmpZhdBe7Apu7Qxty9USuNbK6qAWYFhL5GTyhmMSAGCr2oZjkxOYDwvFy8E6AtsVG4+ltDcec3V3IZSUipc5YUtkI7Ue21qDW730hLUMaqmZGd2AzEhwW6AWLJoe5LYoM4LZcgxqiajZGdlETC2ovYNVCG3Bjn7bRoa2dqgW1jKoJWp9yjqErWobjk1MYF4Rj4TE2t8buhQbj52usvGYq7NrRYctJ2yJKvjWhZvxV88ds/15tYLVWsJcTtVSOzEa2gL6ahKqqRREtmuIa0UoW86MkLaAYS0RWaXX78dMMrnqWHm7XpyopQI7NyWrphB+Oj24ZU8tESk9v5QoHqtO2E5MYD5UmrANiYGan69847FkPg+/ysZjYsCPcN4DIA+Am44R2U5tyraaSuFrpRDXSE+tnUHtty7cbNtzERlRy7RtNe0wjWtHOAuYG9AWMKglIjNNJ1MVr1eGskYC2gI9QS2na9uP1aGt3inbAmUg6oTwVm9AW1BrUMuQlqg5VdtwDFiuRFjRYVvf9H1P2cZjm1V7bAWEg10QczPIuwTMJKbret5mxcCWGqrW0Lac0U3EytdA1GpqmbItsCK4LWdHkGvmc9gVyipZEdAqMawlombAsJYayWhoW2AkLK0n3DUayqqpJaxlUEvUvDKKDcfWe90IVdhwDFgObM8qXa43sFVuPDaeSmsEtoC7qxuh1AyWgsB0bKqu521WDGypKqtrEcwKbWt9bjtxupaaiRk1CUbZEYw2InzVYnUwW45BLRE1C4a1VI2T+mxrZVboWgtO1RK1p4PxJJLFDcfUf/NFnJzE/EVyJYIAAQHB+G/JKPV6ShuPjVfbeKyrE+EEsBQE5tMLyEt5iELlCoVWZWpgOz8/j4cffhjd3d247LLLIAilrotYLIbPfe5z+Od//mczn5JsYkdoC8DW4JaTtUTVKcNEu8PbVmN3MFuOQS0RNZNqYS2DWrKT1aGtnbihGBHtXizVIWxT6a9FNgtxaqpYiRAUg3UHpp0eF0TIzbTj6azmua6u0sZjOeQxn5pHj99ZgzdWMy2wfeGFF/DqV78aU1NTyOfzeNGLXoQf/ehHGB4eBgBEo1HceuutDGxJU3mIakWA26igltO1ZLd6ahEqKQ8cGeBqa3RACzCkJSJ79fl9qj22ZmFQS+WctAGZU9Ub0hYwrCVqDc8p+mtVNxybnoaUy2EhJNcYhIRg3c/rEgR0u12YyeYwnc4gI0nwKAY9V5zb2YXwKQmAfPtMYoaBba3e//7347LLLsN3vvMdLC4u4t3vfjcuv/xyPPDAA9i+fbtZT0MNZPWUbSWVwtVaQ1xO1BKZq1og2W6BrhMC2gIGtUTUrLQmaxnWkppWqEYwk1kBrRLDWqLWUQhsBWhvOBYNADmXHJgGxfoDWwDo8bgxk80hD+BMOo0BX+Xnd3V1IXywdHk6MY3t3e2VLZoW2D722GN44IEHEAqFEAqF8IMf/ADvfe978YpXvAIPPPAAOjs7zXoqaqBGhLblqoW4TgxmOV1L7ajVA10nBbQAQ1oiaj56OmoLGNZSNe0c2loR0CoxrCVqHal8HiNRuWtgg8+DgKtyzYE4MYFZRbQSrnPDsYIejxtIyL+NM5HKqge2nZ3FSgRADmzbjWmBbSqVWtFZCwC33XYb8vk8Xv7yl+N73/ueWU9FDeaE0LacE0NaItJWS+DZqJDXaeGsEoNaInISPbUIRoJagGEt6deKoa3VYWw1DGuJWssL0QQykrzhmGp/LQBxfBxz4VLGFzJrwtbrKh5PaG085nYjIvkAyOfMJpt72KcWpgW2O3bswFNPPYWzzz57xfWf//znkc1m8frXv96spyJqKpyuJTKPk4NTOzGkJSInKw9kCwGu0aCWqBZ2hbYAag5uGx3C6sWwlqj17F5KFI+3Bf2q54kTE8UNxwAgZNKEbbe7FENOpDUCWwAd7jCAOQDAmcVxU56/mZgW2L7xjW/E9773Pfyv//W/Vt32pS99CdlsFl/96lfNejpqMCdO2ToRw1pqNLM3HqPGYUhLRM2qnqCW07XkZM0SvBrFoJaodT23WNpwTGvC1jVxGnOKX2Q2a8LWJ4oIiiLi+TzOpLMAShuLlev0d6EQ2E7NnTLl+ZtJ5bKKGrz//e/HL37xC9Xb77jjDuTzebOejhyAYSQRkbW+d8m24gcRUbthWEu1YuBYm29csImvHVGLK2w45gIwHPCqnieOT2A+VApSzeqwBYAet1yLkMjnsZjNqZ7XFewtHp9ZnDDt+ZuF4QnbmZkZ/O53v8PExAS8Xi8GBgawa9cubNzIL6jaESdt1THQJqfglG1zYThLRMSwlshODGmJ2kMsm8OhmLyT18aAFz5RZYZTkiBOTmD+otJVZlUiAEC3x43R5TqEyXQWEXflaDIY6YEnKyHjFjCdmjHt+ZuF7sA2l8vh5ptvxp133olcbnUCPjg4iKuuugp/+Zd/iYsvvtjURZKzlQeTDHAZ1pLzMLR1Pga1REQyhrVkBju6bJsdg1qi9rInmkDh9963atQhCHOzEFIpzIVLG4SZG9iWHncylcF2lS5dd3c3wkvAXAcwm18y7fmbhe7A9tZbb8Xtt9+OjRs34g1veAN6enqQSqVw//3344knnsDp06dxxx134Ctf+Qpe97rX4fbbb8fg4KCVayeHqhRWNluIWy1wVft8GNSSkxUCQQa3zsGQloiIiOzEkJaofa3sr9XYcGxcrh8odNj6BC88gmlbYK3YeGwqo77xmKuzC+EzcmC7JKaRyqXgc7XPBqa6X/Fvf/vbOPvss/H4448jpChX93q9ePLJJzEzM4Nf/OIX+Pa3v427774bjz76KO655x5ceumlliycmosyyHRyeKs3cGUwS82M07aNx6CWiKgyTteSmThlK2NIS0QAsHupFNhuDWhsODZ+GkApsDVzuhYAOj0iBMjbjZ1JZdXX0dGBjmTp8lR8CoMd7TMYqnvTsTNnzuCqq65aEdYqRSIRXHvttbj33nvx8MMPIxgM4jWveQ3Gx8dNWyy1hm9duLn44SROWw+RlbiRlf24gRgRNTurw1SGtWSFdt5Iq50/dyJarbDhmFcQsFFrw7GJcSS8QMorbzpmdmDrEkSEXXIcOZ3JQo5uKxAERHKlYPlM/Iyp63A63RO2mzZtwrFj+iYjL7vsMjz44IO48MIL8dGPfhR33HFHzQuk1lYISRs5dcugltpZeXjIyVtzMZwlItKHYS1ZrRBctvrELQNaIqpkPpPFsUQaADAc8MItCKrniqdPYzZcuhw2ObAFgC63C0u5PFKShIVsDp0qG491CgEA8ronp48D615k+lqcSndg+5a3vAWf+MQn8Mgjj+ClL31p1fOHh4dxzTXX4Oc//zkDW6qqEcEtg1qi1ZwSMDZzcOyU15CIqFkwrCU7KQPNVglvGdISUTV7lhLF420aG44BgOv0GObCpUDX7AlbAOhyu3EqJffXTqWzqoFtl7sDwAIAYHz8EHCO6UtxLN2B7S233IIf/OAH+KM/+iN8+tOfxtvf/na4VV7QglAohOnp6boXSe2DISoRAc01+cuAlojayR3nbcTf7Dlp6uMRNUqzhrcMaInIqOeU/bVVAlvx9GnMdZQuh8Wg6evpcpcaWqcyGWxD5U3QunzdAEYBAJOz5n390Qx0B7aBQAD3338/Xve61+Hv/u7v8IlPfAJvfetbMTo6WvH8vXv34rvf/S62bt1q2mKJiKg9FULRRgS3DGSJiGrHQJaahZmVCQxUichpnldM2G4NVA5HAQD5PMSJCcz1l64Ki2H182vU6SnFkVOpnOp53aG+4vFkdML0dTiZ7sAWANavX49HH30Un/3sZ3Hbbbfhtttug7Dce3HBBRdgw4YN8Pl8mJiYwNNPP41cLofPf/7zliyciIjajzI8NSu8ZSBLRGSMnilbBrXUrL5xwSbDoS0DWiJyut3LE7Y+UcCA36N6njg1BSGTwVy4NAFrRSVCp9tVPJ7KZFTP646sBbLL56VnTF+HkxkKbAHA4/Hgn/7pn/Ce97wHP/7xj3HvvffioYcewp49e7Bnz57ieWeffTY++MEP4tprrzV1wUb9+Mc/xmc+8xns2bMHXq8XL3vZy/Dxj38c559/fkPXRURE9WHQSkTUOFqhLcNaanZ6pm0Z0hJRs5jLZHEyKW/ctTngg0trw7GxMQDA7IpKBPMDW68oIiCKSOTzmMlkVc8Lda+Fb0xCyitgSoqavg4nMxzYFvj9frz1rW/FW9/6VgBAPB7H2NgY0uk01q9fj97eXtMWWatvfvObuOGGG3Duuefi05/+NFKpFL785S/j8ssvx0MPPYQLLrig0UskIiIiImoZDGuplTCUJaJWoKxD2BKo0l87JteeWr3pGCBP2SbSeURzeaTyefhEcdU5gt+PSELAlBeY9qUgSVLxN/1bXc2BbblgMIjt27eb9XB1m5+fx3ve8x4MDg7i4YcfRiQSAQBce+21OPvss/Gud70LDz74YINXSURERETUnJRTtgxqiYiInOl5AxuOuU7LE7Zzy7W1PsELr6BeoVCPiFvEhDz4i+lMBgO+ymvrzHgwhQwyLmAuOoWejrWWrMdpVsfXLeKnP/0pFhcXccMNNxTDWgAYHBzENddcg9/+9rc4fvx44xZIRERERNTk7jhvI8NaIiIiB9utCGyrT9iOQUKpEsGKDccKutylGdLptPrGY10IFI9HT75g2XqcpmUD28cffxwA8NKXvnTVbYXrnnjiCVvXREREREREREREZJdCJYJX0N5wDABco6cQ9wFpj1w7YEV/bUHEVdp4bFqjx7ZLERqPjY1Yth6nMa0SwWlGR+XejcHBwVW3Fa4rnFNufHwc4+Pjq64fGWmfvxhEpI3vE0SkB98riKgavk8QEZFVVm445tXccAySBPHUqRUbjlnVXwsAnZ7SDOl0OqN6Xo+3C8BpAMDY1BHL1uM0LRvYxuPyyLevQgeG3+9fcU65O++8E7feeqt1iyOipsf3CSLSg+8VRFQN3yeIiMgqe5UbjlXprxUWFyBGo5jrK4W6HRZWIoTdLogA8gBmM+qVCH2BNcXj0wuVBy9bUcsGtsFgEACQSqVW3ZZIJFacU+7GG2/E1Vdfver6kZERXHfddSaukoiaFd8niEgPvlcQUTV8nyAiIqsY6q89dQoAbJuwFSEg7BKxmMtjOp0FIAFYPQHc27keiMrHk6kpy9bjNC0b2CprD3bt2rXitrGxsRXnlOvv70d/f7+1CySipsb3CSLSg+8VRFQN3yeIiMgqe6KlCdutVSZsXcuB7YwisLVywhYAOt0uLObyyEDCYi6HiGt1TNnb2V8MbCekRUvX4yQtu+nYi1/8YgDAI488suq2wnWXXnqprWsiIiIiIiIiIiKyw/PLE7ZeQcCg36t5ruvkSQDAbIc9lQgAEHGXNh6bSVeuRfCIHnQk5TVN+lOQJMnSNTlFywa2b3jDG9DR0YFvfOMbWFwsJfCjo6P4wQ9+gJe97GXYvHlzA1dIRERERERERERkvsVsDscS8oZjw9U2HAMgjq6esA277AtsZzNZ1fO6M3LYvBAClsZPWbomp2jZwLa7uxu33XYbRkdHcfnll+PLX/4yPv/5z+OKK65APp/Hl770pUYvkYiIiIiIiIiIyHR7DPTXAoDrxAkApQlbESKCQsCaxS1TBrZT6YzqeT1SaQ+qk0eftXRNTtGygS0AvP3tb8cPf/hDBINB3HLLLfjIRz6Cc845Bw8//DAuuuiiRi+PiIiIiIiIiIjIdM8vlfprt1Tpr0U+D9ep5UqETjkqDIlBiIK1seHKCdvKlQgA0OeKFI9PjY1YuianaNlNxwre9KY34U1velOjl0FERERERERERGSL3YoJ221VAltxagpCMom0C1gMyB2xHWKH5n3MEHaJcAPIApjRqETo8/UCkCeAT84csXxdTtDSE7ZERERERERERETtpjBh69Gx4ZhYrEMoXWf1hmMyAR3LU7azmSzyqLyh2Lpwf/H4VGzUhnU1HgNbIiIiIiIiIiKiFrGYzeFoIgUA2BTwwl1lwzHXieMAVga2YVsC21ItQg7AfLZyLcK6zoHi8Wh+1o5lNRwDWyIiIiIiIiIiohbxvKIOYWu1/lqUNhybiZSC3Q6XPYFtp0vRY5uuXIsQ8UTgXb7ptDcOSao8idtKGNgSERERERERERG1iN3KDccCegLb4wCAGdsrEYBOdymanFbpsRUEAT0pDwDgTKeExMRpW9bWSAxsiYiIiIiIiIiIWsSzi7Hi8XYDE7bTvZ7idREbNh0DgIinNGE7ozJhCwBrcyEAQM4l4Pihpy1fV6MxsCUiIiIiIiIiImoRzy1XIvhFAQNVNhxDLApx6gwAYKq3FO7aNWEbcekLbNe5uovHh0d3W7omJ2BgS0RERERERERE1AKm0hmMJjMAgK0BH1zVNhw7fqJ4PNMpnytCRFAMWrdIBb9LhBfy805nMqrnrQ+sLR4fnT1k+boajYEtERERERERERFRC3h2sbTh2LaQv+r5hf5aAJgJyIFpWAxDFOyKDAV0LtcizOfyyKhsKNYfGSoeH0uO2rKyRmJgS0RERERERERE1AJWBLZ6+muPHwcAJD1AzCUHthGb6hAKOpW1CCpTths6ByHk5ePjrnkbVtVYDGyJiIiIiIiIiIhawFOKDcfOCuqfsJ2OlK6LuOzZcKygS7Hx2JRKj61H9KA3IceYpyJpZFNJW9bWKAxsiYiIiIiIiIiImlxOkvDM8oRtj8eFPq+76n0KE7ZTPaVzO0R7A9tOd+m51QJbAFiflnt1M24Bhw89Yfm6GomBLRERERERERERUZPbH0silpN7A3bomK5FNgtxTO6DnRoohbQRuwNbTymenNYIbAfQXTx+4dhjlq6p0RjYEhERERERERERNbmnFhR1CDo2HBNHRyHkcgCAqXWB4vV2VyJ0uF3FgHIqox7YDvrWFY8PTO2zeFWNxcCWiIiIiIiIiIioyT2pCGx36AhsC/21ADDdVeqRtbsSQYSAiEuOKGfSGeQhVTxvODJcPB5JnrBlbY3CwJaIiIiIiIiIiKjJPbYQBQB4BQFbAr6q5xf6awFgKpwrHkdckQpnW6vLI/fYZgHMpHMVz+npHUQ4Loe5h7yzyEt5u5ZnOwa2RERERERERERETWw0mcZoMgMAOCvkg0cUqt7HdbI0pTrlSQAAAkIAXsFjzSI1dHtKE75n0pmK5wheLwYW5GA35snjxGLrTtkysCUiIiIiIiIiImpij89Hi8dnhwIaZ5a4TsiBZ1YE5gX5/p0NmK4FgB53KSSeVAlsAWAoHSoeP3/icUvX1EgMbImIiIiIiIiIiJrYY4r+2l3h6v21kCSIyxO2Z4a6IC33xkZs7q8t6FJM2GoFtsNCX/H4uROPWbqmRmJgS0RERERERERE1MQemlsCALgF4Kxg9cBWmJuDuCTfZ3JjZ/H6Tlen2l0sFXGLcC8fT6bUA9tNwUFAksPl3XMv2LCyxmBgS0RERERERERE1KRGk2kcS6QBANuDfvhd1eM+ZX/tZH+pQqFLbEwlAiCge3njsblsDql85Q3Fwt3rsHZBPj6Sn0Q8E7drgbZiYEtERERERERERNSkCtO1AHB+h77+WvHkyeLxZE+pjqBRHbYA0Lsc2EoATqtM2bp6ezE0JU/Y5gUJe6b32LU8WzGwJSIiIiIiIiIialIPzZU2HDs3rHPDsVOlwPZMOFs8blQlAgD0KXpsT6fSFc9xdYSxcbZ03rNnnrV8XY3AwJaIiIiIiIiIiKgJ5SUJDy5P2PpFAdt19NcCgEsxYXvGK9cKCBAatukYAPR6PcXjsaRaj62ATbnu4qVnJ56xeFWNwcCWiIiIiIiIiIioCb0QTWAqLU/InhsOwCMKuu4nLk/Y5t1unME8ACAidsAluDTuZa1uj6u48ZjahC0A9AXXIBxf3nhs6jnk8jkbVmcvBrZERERERERERERN6H9mS/21F3YE9d0pl4NrbAwAsDjYi4SUAAB0NbAOAZAnfHuWp2xnsznEcpU3HvP09WHjlHwcyyVwaP6QXUu0DQNbIiIiIiIiIiKiJnT/zGLx+KKIvsBWPDMJIS1PsI5vLIW0Xa4uU9dWi7WKHtsTyVTFc9yKjccA4JnJ1qtFYGBLRERERERERETUZOYzWTy5GAMArPd6sN7nqXIPmXjqVPH4dL+veNzd4AlbAFjv9RaPj8fVAts+bFQEts+dec7qZdmOgS0REREREREREVGT+c3sEnLLueUlnTrrEAC4lIFtb6nzttvVXel0W63zuVFY0fFk5R5bV1cX1s0L8GTlT/7ZqWdtWp19GNgSERERERERERE1mf+eXigeXxIJ6b6fa3nDMQCYCJVC0R4HBLZeUUSPW65FmEhnkMhX6LF1ueDt7sbAtHxxIjaBidiEjau0HgNbIiIiIiIiIiKiJpLO5/GbWbm/NiiK2BX2676vshJh3CtvWiZCRKcYMXeRNepXVDscjicrnuPu6cXQtKIWYeo5q5dlKwa2RERERERERERETeThuSgWs/L06cWdQbgFoco9SlyjowCAnNeNifwMAKDL1QlRcEZMOOQv9djuj1YObF1lG4/tPrPb8nXZyRl/EkRERERERERERKTLPVOlOoSXdOqvQ0A2C/H0GABgYnMvssgCAHpdPaaurx5rfR74lgPow4kUcpBWnePq68XgdOny7ikGtkRERERERERERNQA2byEXyz31/pEARdF9G84Jp6ZhJCVQ9pTG0tBr5MCWxECBnzylG0in8fJxOrNx9w9vQikgb4FOcwdmRlBMlt5GrcZMbAlIiIiIiIiIiJqEo/MRzGTkUPXizqC8In64z1lf+2p9a7ica/bOYEtAGwMlGoR9iwlVt3u7usFAAwu1yJkpSz2zeyzZ3E2aOnA9r777sNNN92El7zkJQgGgxAEAd/97ncbvSwiIiIiIiIiIqKa/PTMXPH4Zd1hQ/ct9NcCwMnuXPF4jauv/oWZaMjngXv5eF8ssaoWQfD6IHZ0YKhFaxFaOrD9t3/7N3zjG99AIpHAeeed1+jlEBERERERERER1SyVzxf7a/2igBcZqEMAANepk8XjU4EoAECEiG5Xl2lrNINbFLHR7wMAxPN5HImnVp/T14vBacXGYwxsm8PHP/5xLC0tYffu3bjpppsavRwiIiIiIiIiIqKa/XpmEQtZeTL2xZ0hQ3UIACD+/+3dd3hUZdo/8O+ZlplMegLpjY4EpImFBQRRQIW1vIKsKCggCy4iKO+LK4i8rooK4rqIVLuI6GtZBXQpKiD+RAOISKghCSVAQnqdzMzz+2PIhJg2/Zxkvp/rykV4TrvPyTP3nLnz5DmXR9ia1MB5VREA2/y1akndzFbySDUE2L//rbSiwXJNZBTaFQMBJlvR9te8XyFEwweUtUZtumAbHx8PvV4vdxhERERERERERERu+/h8gf37IeHBTm+vvjyHbXacBlZYAQDtNe08E5yHxeu1CJAkAMDhsiqYrNZ6y9XtoiABiL9k+39+ZT5yy3N9HKV3aFpexf/k5uYiN7fhDzgjI0OGaIhIiZgniMgRzBVE1BLmCSIiclS+yYxtl0oAABFaNXoGG5zbgdkM1bmzAIDMjsEASgEA0Qot2KolCSmGABytqEINBI6UV6FXcN0UEJooW9wJeQKZsbbC7q95vyIuKE6WeD2JBdtGrFq1CosWLZI7DCJSMOYJInIEcwURtYR5goiIHPXJ+QKYL//F/+DwYKgvjz51lOrCBUhmMwAgM76uJKjUEbYA0CFQh6MVVQCAQ+WV9Qu27WwPSkv8wzy2o1JH+TZIL1B8wbasrAyLFy92eP27774bffr0ceuY06ZNw5gxYxq0Z2RkYMKECW7tm4jaBuYJInIEcwURtYR5goiIHCGEwAe5l+z/HxbhynQIdQ8cOxlVAwCQIKG9pr37AXpJjE6LQJUKFVYrTpRXocpqhf7yvL2SLgCq0BDEXx51DAAHLh6QKVLPahUF2+eee87h9Tt16uR2wTY2NhaxsbFu7YOI2jbmCSJyBHMFEbWEeYKIiBzxc3E5jldUAwC6G/WI1+uc3ofq8vy11RrgjKEcABCljoRO0nouUI+TkGrQ4ffyKpgBHCmvQu8rRtlq27eH4XgJ2hUJ5IVJOFpwFJXmShg0Tk4XoTCKf+hYTEwMhBAOf02aNEnukImIiIiIiIiIiDzm3XN1o2uHR4a4tI/aEbYnYwGrZJtGIEYT7X5wXpZiCLB/f7i8st4ydTvb6OCEy9MimIUZv+f/7rvgvETxBVsiIiIiIiIiIiJ/dclkxpd5RQCAILUK14cZXdqPKsdWsD0WXzf3bZw2xu34vK29TgPD5WkQTpZXoUbUzVmrjbYVbBPz6tY/kHfAl+F5BQu2RERERERERERECrXhfAGqrbYi5dCIYASoXCvn1Y6wPZZYN0NqrEb5BVtAQmKAbdqGGgCZlx9CBgCaGFv8iXl1Rdy2MI+t4uewdcfBgwfx73//GwCwf/9+AMAXX3yBrKwsAMCYMWPQq1cvucIjIiIiIiIiIiJqkkUIvHM23/7/W6Jcmw4B1dVQnT8PAeBYggRAQC8FIFId4ZE4vS1JH4BjlbY5fI+UV6Gr0TZHrTo0FJJej8jSKgSagAqdbYStEAKSJDW3S0Vr0wXbffv2YcGCBfXaPvnkE3zyyScAgISEBBZsiYiIiIiIiIhIkXZcKkFOlQkA0DvYgLgA5x82BgDqM2cgWa04FwGU6K0AgDhNbKspasbpNdAAMAM4XlEFQACQAEjQxsXClHkKCRcFjiVIKK4uxqmSU+gQ2kHWmN3RpqdEmDRpEh9QRkRERERERERErdKbV4yuHRkV6vJ+VNlZAIAjCXUF2nhtrMv78zW1pEKMzjYtQonFigsms32ZJi4OQP1pEfZf2O/bAD2sTRdsiYiIiIiIiIiIWqNTFdX4tqAUANBOq0HfkECX96W+XLDNSLyyYBvvVny+Fq+vG118vLxuHltdvO08kq4o2O67uM93gXkBC7ZEREREREREREQK8/a5utG1I6JCoHZj+gL15ec5HblcsFVDjRhNe7fi87UEvdb+/YmKavv32vgEQKVC3CVAY7G17b/IEbZERERERERERETkIRUWKzbkFgAAtJKEmyJdfNjYZepTp3ApGLgQbivYxmqioZFa16OtQjRqBKttpcycqmqYhG0uXkmngzYuFhorEHfJNsr2dOlp5FXkyRaru1iwJSIiIiIiIiIiUpDPLxSi2GwbLjowzIgQjdr1nVksUGdn15sOIaGVTYdgI9kfumYGkF1psi/RdewIAEi6WDctQvrFdJ9G50ks2BIRERERERERESmEEMJjDxsDANW5s5BM1Tic1NoLtkBcQN20CCcr6uax1XfuAgBIvrJge54FWyIiIiIiIiIiInLTz8XlOFRWCQDoFBiAzka9W/tTnzgBAPaCrQoqxGlj3QtSJnEBWtSWnU9cMcJWHRUFTfv2SMwDJKutaPvLhV9kiNAzWLAlIiIiIiIiIiJSiLVXjK4d5eboWgDQnDyBQiNwLtJW6ozWtIdO0rawlTLpVCpEaW1z71401aDUYrEvM/TujQAzEFNo+/+JohMorCqUI0y3sWBLRERERERERESkAKerTNiUVwQACNWocUOY0e19qk+cwO/JddMhJGkT3N6nnOpPi1Bt/17fsyekQANSLtRNi9BaR9myYEtERERERERERKQAa8/kwXK53jgyKgQ6lfulO/XRozh0RcE2sZUXbOP1dQXbE1fMYytptTBef0O9gu3e3L0+jc1TWLAlIiIiIiIiIiKS2SWTGe+duwQA0EoSRnhgOgSpuAjq87n2gq0aKsS30vlra7XTaVFbsj1RUQ2BugJtYN++SDWH2eex/fH4dhkidB8LtkRERERERERERDJbcyYPFRYrAOCmyGCEatRu71NzOAMXwoCL4baCbZw2FtpWOn9tLRUkxOl1AIAKqxXnquoePga1Gu2G3IwEW90b2dY8nCvMkSFK97BgS0REREREREREJKPz1TVYfSYPAKCRgDvbh3tkv+rDh/Brat10CCnaJI/sV24JV8xje/SKeWwBQNexIzpX1o1O3r75dZ/F5Sks2BIREREREREREclocWaufXTtzZEhiNJpPLJfzW+/4UCHuoJtchsp2CZeHmELAMfKqxos75V6vf377zO3Q5jNPonLU1iwJSIiIiIiIiIiksmuglJsOF8AAAhUqTA2JsIzOzabgcO/2uevNUgGRGvae2bfMjOo1Yi8PGXEOVMNSv5QkO0YmwZjja3seSCmCvnbvvF5jO5gwZaIiIiIiIiIiEgGl0xmPHakbo7V8bERCPHA3LUAoD52DEciq1AVYCvYpuqSIUlSC1u1HkmGulG2h/8wylYlqZCmto0mrtZJ2P7NSp/G5i4WbImIiIiIiIiIiHzMZLVi2u9ZOFtdAwDoYdRjZFSIx/av/elH/NylrkDbUZfqsX0rQYo+wP7972WVDZb3a9/X/v32gExUHT3mk7g8gQVbIiIiIiIiIiIiHzJbBR45nIPdRWUAgDCNGrOSo6Hy4AhY9Y97sPdywVYNFVK1yR7btxKEadUIVdtKmzlVJhT/YVqEbvoUGK22h5P90llC1oa3fB6jq1iwJSIiIiIiIiIi8pEqixVTf8/Cl3lFAACdJGFuagwiPfSgMQCQ8vKQWXQIhcG2gm2KLhk6la6FrVobCR0CbaNsBYADJfVH2aolNa4NSgMAmDUSPj27GZaSEl8H6RIWbImIiIiIiIiIiHwgz1SDsb+exJb8YgCARgLmpkajm1Hv0ePodmzHD1fVjdbtouvk0f0rRadAPWrPcn9pOWyl2zqDQ/tButz0VR8Lzn38gU/jcxULtkRERERERERERF52oKQCI385hr3F5QAAvUrC3zvEom+I0bMHEgLS5s+xp7utlKmBGp11HT17DIUIUqsRq7NNe1BgtuDoHx4+1k4Tjr4a27mXBkpYdXgdrNXVPo/TWSzYEhEREREREREReYkQAmvP5GHMvuP2B4yFa9R4tlM8rg4O9PjxNPv3Y5/mFMoMtoJt54BObXA6hDrdjQb797VzAl9pTPth0Fht1+LfaVX4/sOXfRabq1iwJSIiIiIiIiIi8oIL1TX4y8FMzD9+FiZh+9v8LoEBeKlrgn3+VU8zvP0mvu5XV/Lrpe/hleMoRZJBizCN7Xyzq0w4VlF/lG2UJgwjtX0AAEIl4emKj3Am+3efx+kMFmyJiIiIiIiIiIg8bHNeEYb+fATfFpTa225vF4r/7RSPCK3nHjB2Je2PP+JE7l4cS7CNKI1SRyBBE++VYymHhN5XjFTenFeEGlF/LtsRsUPRsdS2TpER+NuXD6G8UrkPIGPBloiIiIiIiIiIyEMqLFY8ceQ0HjqUhYIaCwAgTKPG/A6xeDA+ClqV1MIeXD1wBQxLX8SGIWp7U39DP0iSl46nIKmGAMRcMZftvy8W4soHkKkkFaYk34uwctu1OBlcgcdX3gFzRbkc4baIBVsiIiIiIiIiIiIPOFZehVHpx/B+7iV727WhRizrlog+IZ6fr/ZKxleWYk94LjKSbEXJcFUYugd08eoxlUPCDWFG1I5b/rWsEpvyimG9omgbYozENOMoBJhs//8hIg8vLRyBqsOHfR9uC1iwJSIiIiIiIiIictPG8wUY8csxHC23zaEaoJIwPbEd5qZEI0SjbmFr9wR8tAHn936JdbfUlfpuNP4Jasm7x1WSUI0Gg8KD7f//qaQca07nIbuy2t6WlNgDD6hvsA++3dCjCJ/MG4f8VashLBZfh9wkFmyJiIiIiIiIiIhcVFBjxozD2Xg0IweVVisAIEmvw0tdEjA8MsTrUxLoPv4Iv29ehmfuU6MywHasqwK6omNAB68eV4lSDAEYFBaE2it+1lSDdefysfZMHn4rq4AFAr1TBuJ2XT8AgJAkvHabwP53lyFn4iSYzpyRL/greGeGYyIiIiIiIiIiojas2mrFR7kFePHUeVyqMdvbh0UEY0pCFAJUXhonKQRMhReRf+QHZO79BD8aTuHk3XUjaWM10RgeNMw7x24FOgXqEapRY3dRKYrMtgJ6TrUJORdMCMovRv8QI/4UNRhnCktwoOo4KvUSnh+nxjMf/ILK20cj8qEHET5hAjQREbKdAwu2RERERERERETUphXVmHG8ohonK6qQU2XC+eoaFNZYUGGxwgoBjSQhSK1GuFaN9jotYgO0iAnQor1Og3CtBgaVClYIFNZYcLKiCnuKyvDFxSJcNNUVagNVKjycGFXvz/I9oTDvJI79vw04eXEfzqjycTGwBmWGyws7AEDdCN5OulTcGjQCOknr0Rham3Y6Le5oH46TFVU4VFaFQrNtuoMyixXfFZZiZ2EpugRehyh1IfIt+cgPlTD/ATUe3FqNfqvfQP6atTAOvAFBw4YheMiN0Ea392n8LNgSEREREREREfkRIQRqhECNVaDSKlBltaLSYkW11QqTEBACkCRAK0kIUKmgV0kwqFUwqFTQqSRoJcnrf+ZvFQImq0Cl1YoyixUlZgsKa8woqLGg2GxGudkWKwBoJMkeF2Ab+VpYY8F5Uw2yKqtxoqIaeVcUVr3h+jAjHoqPQoTWtVKbEAI1VhMqKgtRXJiDC7m/IetcOo5UHcW5wErbSu2a3j7aHIxrwwehs66j1382rYUECZ0CDegUqMf56hpklFchu8oEAcAK4EiFBVYMglq7HRapBEVBEpbdaRuprLJaYVX9AFX5boRt/F/EVwaiS2Aqusf2RufkPoiP74Lw8GhoAwK9cr1ZsHVCZaXtBZKRkSFzJETkrG7duiEw0LtP5ASYJ4haM1/lCYC5gqi1Yp4gopb4Mk9UVFTgyJEjLa5XJYCnyyUcsrCI5017i8qwt6jMqW20FekIyl8OCU087EoFwMHulC+VYFPRJqeO75caeQabpZGCq1Ul2f8tCAEKQirxGw4DZYeB39cDv9dfv8f5brhj6JPo4mCltaVcwYKtE/bv3w8AmDBhgsyREJGz0tPT0bdvX68fJysrCwDzBFFr5Ks8ATBXELVWzBNE1BJf5okjR46gX79+La6n7dUPEa+u9UFE/s0C5wvixvIfmi7WOnt8NQvycjoTfARTV61D2ZsrHFq/pVwhCXF5/Di1aPv27Rg+fDjWrVuH3r17yx2OomRkZGDChAl4//330b17d7nDUQxel6b5+tr46jfd+fn5+Oabb5CSkgKDwdDyBj7E/uh9vMbe581r7MsRMa7mCvYxG16HOrwWNr66Dq0hT/gT9n/H8Do5xlPXSYkjbMm3+JpTLiX9bDjC1oPCw8MBAL179/bZb8xam+7du/PaNILXpWlt7dpERUXhvvvukzuMZrW1a65EvMbe19qvsbu5orWfv6fwOtThtbBpS9ehNdxTKEVb+rl7E6+TY1rTdQoMDGw1sfqj1tSX/E1r+Nmo5A6AiIiIiIiIiIiIiGxYsCUiIiIiIiIiIiJSCBZsiYiIiIiIiIiIiBSCBVsiIiIiIiIiIiIihWDB1gmxsbFYuHAhYmNj5Q5FcXhtGsfr0jReG9/jNfc+XmPv8/dr7O/nX4vXoQ6vhQ2vg3/iz90xvE6O4XUiT2FfUq7W9LORhBBC7iCIiIiIiIiIiIiIiCNsiYiIiIiIiIiIiBSDBVsiIiIiIiIiIiIihWDBloiIiIiIiIiIiEghWLAlIiIiIiIiIiIiUggWbAF8+umnuO6662A0GhEeHo7Ro0fj4MGDDm9/6dIlTJ8+HXFxcQgICEDXrl3x4osvwmw2ezFq7zp27BgWLlyIG264Ae3bt0dQUBB69uyJJ598EoWFhQ7t45lnnoEkSY1+PfHEE14+A+9p6pwkSUJZWZlD+2iLfaa5n3ft19mzZ13eR2vuM0rgbp6j5nkiL5DN4sWLMW7cOHTu3BkqlQoajabZ9SsqKjBv3jykpKQgICAAKSkpmDdvHioqKnwUsXNcfS0KIfDBBx9g/Pjx6Ny5MwIDA5GQkIARI0Zg69atjW6TkpLSZL88dOiQp0/NKe7kJFfeK3bu3Ilhw4YhJCQEwcHBGDZsGHbu3OnJU3KZO9eipffdqVOn1ltfqX3C2dd9U5y9v1JyvyDHlZeXIzU1FZIkYcqUKXKHoyi8P3FMSUkJ5s+fj+7du8NgMCAiIgLXXnst3n//fblDo1aGn7mUxxO1Lbm4djfUhqxbtw5TpkxBWloaXnzxRVRXV2P58uUYOHAgdu/ejauvvrrZ7UtLSzF48GAcPXoUM2bMQK9evbBr1y7MmzcPhw4dwnvvveejM/GsN998E8uXL8fo0aNx7733QqfT4dtvv8XixYuxfv167N27F9HR0Q7ta9myZYiKiqrXdtVVV3kjbJ8ZNGgQHn744Qbter2+xW3bap+566670KlTpwbt2dnZmD9/Pvr27Yv4+HiH9tUW+4yc3M1z5Bh38gLVefLJJxEWFoY+ffqgrKwMeXl5Ta5rsVhw66234vvvv8f999+PwYMH47fffsOSJUvw008/Ydu2bVCr1T6MvnnuvBarq6sxYcIE9OrVC2PHjkWHDh2Qm5uLlStX4pZbbsELL7yAefPmNdiuW7dueOqppxq0JyYmevTcnOGpnOToe8U333yD22+/HfHx8Xj66aeh1+uxevVq3HTTTfjqq68wYsQIj5yXK9y9Fk3dMyxbtgz79u3DmDFjGixTYp9w5nXfFGfvr5TcL8g58+fPR35+vtxhKBbvT5p39uxZDB06FHl5eXjwwQfRo0cPlJeX49ixY8jOzpY7PGpF+JlLmTxZ2/I54ccKCwtFSEiISEhIEMXFxfb206dPi+DgYDF48OAW97FgwQIBQCxdurRe+2OPPSYAiB07dng8bl/4+eefRWFhYYP2p556SgAQTzzxRIv7WLhwoQAgTp065fkAZQRATJw40eXt22qfacr8+fMFALFy5coW122rfUZOnshz1DJ38wLVOXHihP37IUOGCLVa3eS669atEwDEzJkz67W/+uqrAoB48803vRans9x9LdbU1DT6/pCbmysiIyOFTqcTBQUF9ZYlJyeLIUOGeCR+T/FETnLmvcJsNovU1FRhNBpFdna2vb2kpEQkJSWJ1NRUYbFYXDoXd3krPxcXFwuj0Sji4+OF2Wyut0yJfUII5173TXHm/krJ/YKcs3fvXqFWq8Urr7wiAIjJkyfLHZKi8P6kZcOGDRPR0dEiKytL7lCoFeNnLuXyRG1LLn49JcLnn3+OkpISTJkyBSEhIfb2hIQEjB07Fjt37kRWVlaz+3j33XdhMBgwffr0eu2PP/64fXlr1L9/f4SFhTVoHzt2LADgt99+c2p/paWlqKmp8URoimEymVBaWur0dm21zzTGYrHgrbfegtFoxPjx453ati32GTl4Is+R41zNC1SnY8eODq9bmy9r82etadOmwWg0Kiqfuvta1Gg0GDp0aIP2mJgYDB48GCaTCUePHm10W7PZjJKSEggh3D4Pd3k6J7X0XrFr1y6cOnUK99xzD5KSkuztwcHBmDp1Kk6dOoVdu3a5dC7u8lZ+Xr9+PcrLy/HQQw81OcJcSX0CcO513xRn7q+U3C/IcTU1NZgyZQpuu+023HnnnXKHo2i8P2ncDz/8gB07duB//ud/kJycDIvFwqkiyCX8zKVcnq5t+ZJfF2x/+uknAMANN9zQYFlt2969e5vc/sKFC8jOzkafPn1gMBjqLUtISEBiYqL9GG1F7Ryk7du3d3ibq6++GiEhIdDr9ejfvz82btzorfB85pNPPkFgYCBCQkIQGRmJKVOm4MKFCy1u5299ZsuWLTh79izGjRtX742rJW2xz8jF3TxHjnM1L5BrhBD45ZdfEBcXh+Tk5HrL9Ho9+vbti59//lkxBSlvvhabe2/+6aefEBgYiNDQUISGhmLcuHE4ceKES8fxBE9eB0feKxw5nlzvu97qE2vXroVKpcLkyZObPK6S+oQnOHt/peR+QY576aWXkJmZieXLl8sdiqLx/qRpmzZtAgB07twZY8eOhcFgQHBwMOLi4vCPf/wDFotF5gipteBnrtbHldqWr/n1HLZnzpwBYLuR+6Pattp1nN2+tl3uh3p4ksViwT/+8Q8AwKRJk1pcPywsDFOmTMHAgQMRGRmJ48eP47XXXsO4ceOQmZnZ6Fx7rcE111yD//qv/0KXLl1QVlaGrVu34s0338S2bdvw008/NTv/ib/1mTVr1gBAo/NmNaat9hk5uZvnyDHu5AVyTUFBAcrLy9GjR49GlyckJGDXrl0oLCxERESEj6NryFuvxS1btmDv3r0YNGgQOnToUG9Zjx49MHnyZHTv3h1WqxW7d+/GypUr8Z///Ac//vgjunXr5sKZuMcT18GZ9wol50BvxLZ//36kp6dj5MiRDX6RASizT3iCs/dXSu4X5JijR4/i2WefxeLFi5GYmMiRa03g/UnzMjIyAACTJ09GSkoK1q5dC0mSsGLFCixYsAA5OTlYvXq1zFFSa8D3ldbF2dqWXPy6YFv7BOmAgIAGy2onYW/uKdPNbV+7D6U+pdoVs2bNwp49ezBt2jQMGzasxfUfe+yxBm1Tp05Fnz598PTTT2PChAlN3lgr2R9/MzZhwgRcd911mDFjBhYtWoQVK1Y0ua0/9Znc3Fxs3rwZPXv2xLXXXuvQNm21z8jJ3TxHjnEnL5BrHMmntespoWDrjdfi0aNHMWHCBAQHB2Pt2rUNlteOHKo1duxYjBo1CrfeeivmzJmDzZs3O3U8T/DEdXDmvULJOdAbsdX+onTq1KmNLldin/AEZ++vlNwvqGVCCEydOhU9evTAzJkz5Q5H0Xh/0rzaaSICAwOxc+dOe04YN24crrrqKqxduxaPP/44unbtKmeY1ArwfaV1cba2JRe/nhIhMDAQgO3Jy39UWVlZbx1nt6/dR3Pbtybz58/H66+/jrvuusutPzsKDg7G7NmzUVNTg61bt3owQnlNnz4d7dq1a/BB6I/8qc+89dZbMJvNTX5odFRb7TO+4m6eI9c5mhfINY7k0yvXk5unX4unTp3CzTffjOrqanz11Vfo0qWLQ9uNGjUK/fv3x7Zt22AymRw+nqd4Kyc19V6h5Bzo6dgqKyuxfv16REdHY/To0Q5vJ3ef8ARn76+U3C+oZatWrcKePXuwevXqJudppqbx/qRO7RQqf/nLX+oV2nQ6He677z4IIfDtt9/KFR61InxfaT08VdvyBb8u2DY3NL12PovmRvO1NLT97NmzbWI04DPPPIPnnnsOd955JzZs2ACNxr2B2SkpKQCAvLw8D0SnHMnJyS2ek7/0GSEE1q1bB71ej/vvv9/t/bXVPuML7uY5co8jeYFcExERgcDAwGbzqdFoRHh4uI8ja5wnX4tZWVkYOnQoCgoKsGnTJgwePNipWFJSUlBTU4OioiKntvMEb+akxt4rlJwDPR3bxo0bUVxcjAcffBBardapWOTsE57g7P2VkvsFNa+4uBjz5s3D2LFjERkZiaysLGRlZdl/lmVlZcjKymq1fdlXeH9ik5iYCACIjY1tsKy2raCgwKcxUevE95XWwdO1LW/z64LtgAEDAAB79uxpsKy27Zprrmly++joaCQlJWH//v3235rUOnPmDE6fPm0/Rmu1aNEiLFq0CHfffTc2btzo9AeAxhw/fhyA7cnWbYXVakVmZmaL5+QPfQYAtm/fjszMTNxzzz2NPpHRWW2xz/iKu3mOXOdoXiDXSJKE/v3749y5c8jOzq63rKqqCvv27UP//v0hSZJMEdbnqddidnY2hg4dikuXLmHLli0YMmSI07EcP34cOp1OlmK2N3NSY+8VjhxPrvddT1+LNWvWQJIkTJkyxelY5OwTnuDs/ZWS+wU1r7CwEMXFxfjwww+Rmppq/xo0aBAA4KOPPkJqaiqWLFkic6TKxfuTOtdddx0A4PTp0w2W5eTkAIDfz/NLjuFnLuXzRm3L64QfKygoEMHBwSIhIUEUFxfb20+fPi2Cg4PFn/70J3tbUVGRyMjIEHl5efX28dRTTwkAYunSpfXaZ8+eLQCIbdu2efckvGjRokUCgBg7dqyoqalpcr3Grk1NTY3Iz89vsO7FixdFfHy80Ov14ty5c16J25vOnz/faPtzzz0nAIhZs2bZ2/yxz9QaN26cACB27tzZ6HJ/6jNycybPkWucyQvknCFDhgi1Wt3k8jVr1ggAYubMmfXa//nPfwoAYu3atd4O0WGeuOfIysoSKSkpIjg4WOzevbvZ4128eFFYLJYG7R988IEAIP785z+7d0Iucvc6OPteYTabRXJysjAajSInJ8feXlJSIpKSkkRycrIwm82ePk2HeKJP1MrIyBAAxLBhw5o8nlL7xB+19Lr3xP2VkvsFNa+8vFx89tlnDb5WrVolAIjhw4eLzz77TBw+fFjuUGXH+5OWFRUVibCwMBETEyOKiors7SUlJSIuLk5otdp6OYKoKfzMpWyO1raUxq8LtkII+5t7Wlqa+Ne//iWWLl0qUlJShNFoFPv27bOv99ZbbwkAYuHChfW2Ly4uFl27dhVqtVrMnDlTrF27VkycOFEAEOPHj/fx2XjO8uXLBQCRmJgo3n77bfHee+/V+/rss8/s6zZ2bQoLC4Verxf33XefWLx4sVi9erX47//+bxEZGSkkSRLLly/3/Ul5wKxZs0RaWpqYN2+eeOONN8TSpUvFyJEjBQDRrVs3cenSJfu6/tZnauXl5QmdTie6devW5Dr+1GeUwNE8R65xJi9Qy959913x7LPPimeffVakpKQIlUpl//+zzz5bb12z2SwGDRokAIgHHnhArF27Vjz66KNCrVaLQYMGKa7g4s49R0lJiUhNTRUAxCOPPNLgffm9994TJ0+etK+/bNkykZqaKh5//HGxfPly8dprr4lx48YJSZJEdHR0vXV9zZ3r4Mp7xaZNm4RarRbJycli6dKl4l//+pfo2bOnUKvVYtOmTb445Sa5ex9aa86cOQKA2LBhQ5PHUnKfcOZ176n7KyX3C3LeqVOnBAAxefJkuUNRDN6fOOadd94RAESXLl3ESy+9JF5++WXRrVs3AUA899xzcodHrQg/cymTM7UtpfH7gq0QQnz88cdiwIABwmAwiNDQUHHbbbeJAwcO1FunuRvlixcviocffljExMQInU4nOnfuLJ5//nlhMpl8dAaeV3uD29RXcnKyfd3Grk1VVZWYPHmy6NmzpwgLCxMajUa0a9dOjB49WuzYscP3J+QhX3zxhRgxYoSIj48XAQEBwmAwiLS0NDF//nxRUlJSb11/6zO1li5d2ugIlyv5U59RCkfyHLnGmbxALRsyZEiz7z9/VFpaKubOnSuSkpKEVqsVSUlJYu7cuaK0tFSG6Fvm6j1HbTGiua+33nrLvv7u3bvFmDFjRFJSkjAYDCIgIEB07txZzJo1S+Tm5vrobJvm6nVw9b1ix44d4sYbbxRGo1EYjUZx4403Kua9xd370OrqahEVFSWioqJEdXV1k8dRcp9w5nXvyfsrJfcLcg4Ltg3x/sRxmzdvFoMHDxZGo1EYDAYxYMAA8eGHH8odFrVC/MylPM7UtpRGEkIIxyZPICIiIiIiIiIiIiJv8uuHjhEREREREREREREpCQu2RERERERERERERArBgi0RERERERERERGRQrBgS0RERERERERERKQQLNgSERERERERERERKQQLtkREREREREREREQKwYItERERERERERERkUKwYEtERERERERERESkECzYEhERERERERERESkEC7ZERERERERERERECsGCLfmd6upqPP/880hLS4Ner0dgYCD69OmDt99+W+7QiEghmCeIiIjIEyoqKrBo0SJ069YNer0eSUlJWLBgAcxms9yhEZFCME9QYyQhhJA7CCJfMZlMGD58OHbt2oU+ffpgyJAhqKysxIcffoiSkhJs374dw4YNkztMIpIR8wQRERF5Qm5uLoYPH45jx47hzjvvRGpqKr788ktkZGRgxowZeP311+UOkYhkxjxBTeEIW/Irr776Knbt2oXp06cjPT0dy5Ytw8qVK/HGG28AAHbt2iVzhEQkN+YJInKWyWTCsmXL0Lt3bxgMBiQkJGD27NkwmUyoqKhAdHQ0Jk6cKHeYRORDJpMJo0ePRlZWFnbs2IGNGzfixRdfxN69e5GUlIRVq1YhLy9P7jCJSEbME9QcFmzJr6xatQpBQUFYunQpJEmyt2s0GgBAZGSkXKERkUIwTxCRM/Lz83HDDTdgzpw5SExMxKOPPorQ0FC8+uqrWL58OVasWIHCwkIsXLhQ7lCJyIeWLFmC9PR0LF68GIMGDbK3BwUF4Y477oDFYuEvgYn8HPMENUcjdwBEvpKdnY3MzEzcddddMBgM9ZZt3LgRAHDjjTfKEBkRKQXzBBE5a/z48UhPT8drr72GmTNnAgDmzp2LhIQEbNmyBQcPHsTkyZPRoUMHmSMlIl+prKzEyy+/jJiYGEybNq3B8oiICADA+fPnfR0aESkE8wS1hCNsyW/88ssvAIABAwbY24QQePXVV/F///d/uOWWW5CWliZXeESkAMwTROSMrVu3Ytu2bRg0aBD+9re/2dujoqKQkpKCbdu2oaSkBPPnz5cxSiLytc8++wxFRUW47777oNPpGiyvrq4GgEaXEZF/YJ6glnCELfmN9PR0AEC/fv2wfft2bNiwAbt27cLRo0fRp08fvPvuuzJHSERyY54gIme8//77AIDHHnus3hQqQN0HrBkzZiA+Pt7nsRGRfDZt2gQAOHv2LJ555pkGy7dv3w4AzA1Efox5glrCgi35jSsLMX/961/tf94MAN27d5crLCJSEOYJInLG999/D61Wi5EjRzZYJoRAUFAQ5s2bJ0NkRCSn3bt3AwA2bNjQ7Hq8tyDyX8wT1BJOiUB+Y9++fejQoQPCw8Oxfv165Ofn49tvv8Wdd96J9evX49Zbb623/ooVK5Camgq9Xo9+/fpxsm8iP+BMnti5cyfGjBmD+Ph4SJKEt99+W77AicjnKisrkZOTg+TkZAQGBtZbdvz4cRw7dgzXXXcd2rVrJ1OERCSH8vJy5OTkIC0tDUKIBl9FRUVQq9VISEhASkoKAN5TEPkbV/LECy+8gGuuuQYhISFo164dRo8ejUOHDsl7IuRVLNiSX8jOzkZ+fj769esHAFCr1YiMjMSNN96ITz/9FL169cK+ffuQk5MDAPjoo48wa9Ys/P3vf8f+/fsxcOBAjBo1yr6ciNoeZ/NEWVkZ0tLS8M9//rPBA8qIqO2rrKyEEAIqVcPb6cceewwmk6nRZUTUtp09exYAEBcX1+jyr7/+GhaLBbfffru9jfcURP7FlTzx3XffYcaMGdizZw927NgBjUaD4cOHo6CgwCcxk+9xSgTyC1f+mXNjap/AGBQUBAB45ZVXMGnSJEydOhUA8Nprr2HLli1444038MILL/ggYiLyNWfzxK233mofcTtp0iTvB0hEihIeHo7g4GCcOHECBw8eRK9evQAAr7/+OjZv3gwAuHDhgpwhEpEMTCYTACAgIKDR5e+88w4A4KGHHrK38Z6CyL+4kie++eabeuu89957CA0NxQ8//IDRo0d7KVKSE3/tT36huUJMQUEBfvjhB1x99dWIiIiAyWRCeno6brnllnrr3XLLLdizZ49P4iUi33MmTxARSZKEiRMnwmq1Yvjw4XjkkUdw9913Y+bMmbjjjjswZMgQ/Prrr5g+fbo9vxBR2xcTEwMAOH/+fINlP/74I7Zs2YLbbrsN11xzja9DIyKF8ESeKC0thdVqRXh4uNfiJHmxYEt+ofaD0oYNGyCEsLebTCZMmzYNNTU1mD17NgAgPz8fFosF0dHR9fYRHR3daEIlorbBmTxBRAQAL7/8Mh5//HEEBARgzZo12LVrF2bPno2PP/4YS5YsQdeuXbFy5UoUFRXJHSoR+UhUVBSuuuoqpKen4+DBg/b27OxsjB8/HhEREVixYoWMERKR3DyRJ2bNmoXevXvj+uuv93a4JBNOiUB+obYQs27dOhw4cADDhg1DaWkp/vOf/yAzMxOTJk3CxIkT620jSVK9/wshGrQRUdvhSp4gIv+m1+uxZMkSLFmypMGy/v3748iRIzJERURyW7BgAcaPH4+bbroJEyZMQHl5OTZu3AhJkrBlyxYkJSXJHSIRycydPPHEE09g9+7d2L17N9RqtQ+jJl9iwZbavJycHOTn5+Pmm29GWFgYduzYgVdeeQUhISHo27cvXnjhBYwdO9a+flRUFNRqdYPRtBcvXmww6paI2gZn8wQRERFRU+69916YTCa8+OKLeOONNxAVFYVx48bh6aefRnx8vNzhEZECuJon5syZgw8//BDffvstOnTo4MOIyddYsKU2r3bU3M0334y5c+e2uL5Op0O/fv2wdetW3HPPPfb2rVu34u677/ZanEQkH2fzBBEREVFzHnjgATzwwANyh0FECuZsnnj00Ufx0Ucf4bvvvkO3bt28GBkpAQu21ObVFmL69u3r8DZz5szB/fffjwEDBmDgwIFYtWoVzp07h7/+9a/eCpOIZORKnigrK8OJEycAAFarFTk5OThw4AAiIiL4p45ERETkMN5TEFFLZsyYgffffx+ff/45wsPD7X8RHBQUhKCgIJmjI2+QxJVPViFqg0aNGoWvv/4aly5dcurp7itWrMBLL72E3NxcpKWlYdmyZRg8eLAXIyUiubiSJ7777jsMHTq0QfvEiRPx9ttvezhCIiIiaqt4T0FELWnqeToLFy7EM88849tgyCdYsKU2r3379ggMDERWVpbcoRCRQjFPEBERERERkVKwYEtERERERERERESkECq5AyAiIiIiIiIiIiIiGxZsiYiIiIiIiIiIiBSCBVsiIiIiIiIiIiIihWDBloiIiIiIiIiIiEghWLAlIiIiIiIiIiIiUggWbImIiIiIiIiIiIgUggVbIiIiIiIiIiIiIoVgwZaIiIiIiIiIiIhIIViwJSIiIiIiIiIiIlIIFmyJiIiIiIiIiIiIFIIFWyIiIiIiIiIiIiKF+P+yoNUL3Af/OgAAAABJRU5ErkJggg==", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import seaborn as sns\n", - "sns.set_context('paper', font_scale=1.5)\n", - "gg = sns.PairGrid(df_renamed, hue=\"method\", diag_sharey=False, hue_kws={'alpha':0.5}, corner=True,\n", - " palette={'BMMC':sns.color_palette()[2],'BMMcor':sns.color_palette()[3], 'BMMmean':sns.color_palette()[-1]})\n", - "gg.map_lower(sns.kdeplot, fill=True)\n", - "gg.map_diag(sns.kdeplot, linewidth=2, shade=True)\n", - "gg.add_legend(loc='upper center')\n", - "plt.tight_layout()\n", - "plt.savefig('comparative_posterior', dpi=100)" - ] - }, - { - "cell_type": "markdown", - "id": "floppy-begin", - "metadata": {}, - "source": [ - "### 4. Predictions" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "dd1cdd1a", - "metadata": { - "scrolled": false - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(10000, 5)\n", - "using provided samples instead of posterior\n", - "[3.80708163 7.52818305 0.99458107 4.94088368 1.27518366]\n", - "(3040, 100)\n", - "(10000, 5)\n", - "using provided samples instead of posterior\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/dananjayaliyanage/miniconda3/envs/test_env/lib/python3.7/site-packages/ipykernel_launcher.py:26: UserWarning: marker is redundantly defined by the 'marker' keyword argument and the fmt string \".\" (-> marker='.'). The keyword argument will take precedence.\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[3.30819671 3.89751323 0.9916168 5.0538729 1.27271245]\n", - "(3040, 100)\n", - "(10000, 5)\n", - "using provided samples instead of posterior\n", - "[3.13662365 1.82146338 0.99702693 4.97881926 1.24426608]\n", - "(3040, 100)\n" - ] - }, - { - "data": { - "image/png": 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eTmZmZqJLERGpQde/ItJaKbQWEREREWlFHMfBtm28Xm+iSxFpNbxeL7Zt60M7ERFpNI7j4DiOht4VkRZJ178i0hoptBYRERERaUX0oYPIwdOfHxERaSz6N0VEWgP9XSUirYlCaxERERERERERERERERERSRiF1iIiIiIiIiIiIiIiIiIikjAKrUVEREREREREREREREREJGEUWouIiIiIiIiIiIiISJPo3bs3hmGwYMGCRJciIiItmEJrEREREZE2yHZswna4VS62Yzf6z2PUqFEYhlFr8Xq99OzZk1/+8pf1fogW+5DNMAzOPffcfZ6nvLyctLS0+P5Tpkxp8vaqW7ZsGddddx3HHHMMOTk5uN1uOnbsyMknn8ydd97J999/v8/jRUREpHHZtt1ql6b03nvvMW7cOHr06IHX66VTp04MHTqU3/72txQXF9d7XF5eHsOGDSMzM5O0tDQGDx7Mww8/TCQSqfeY559/nqOPPhqv10vXrl2ZMmUK5eXl9e4/c+ZMDMNg7ty5h/QeYxr7+iwvLw/DMOjdu3ej1BdT/Ro1trjdbjp37swZZ5zB888/j+M4jXpOERGR6lyJLkBERERERBqX7djML5xPsb/+D/xasuykbE7vdTqm0fjfse3Rowc9e/aMvy4uLqagoID8/Hzy8/O57777uO222+o9/u2336aoqIjOnTvXuT0/P5+KiooG19NY7VVUVPDrX/+al156CQDLsujbty/9+vVj165dfPLJJ3z88cfcf//93Hrrrdxzzz0NrlFEREQOjm3bbNq0Cb/fn+hSDlhSUhLdu3fHNBv3eiwSiXDVVVfx7LPPAtC1a1eOPfZYSkpKWLlyJUuXLuWyyy4jOzu7xnGO43DppZfy4osvAnDUUUfh8XhYsWIFX3zxBfPmzeM///kPHo+nxnFPPvkkV199NR6Ph/79+1NQUMBjjz3GypUr+eCDD2q9v82bN3PHHXdw2mmncckllxzSe22t12dHHHEEubm5AFRWVrJmzRreffdd3n33XV5++WXeeOMN3G73AbXZt29fkpKSSElJaYqSRUSkjVBoLSIiIiLSxtiOTbG/mA5JHZok+G1KtmOzy78L27GbpPZJkyYxffr0GuvKysq45ZZbmDVrFtOmTWPs2LEMGDCg1rH9+/dn9erVzJkzh5tuuqnO9vPy8gAYMGAAq1at2mctjdWe3+/nlFNOYenSpWRlZXH33XczYcIEMjMz4/vs3LmTV155hQceeICFCxfusy4RERFpPH6/n6SkJAzDSHQpDeY4TpMF7VOmTOHZZ5+lf//+PPPMMwwbNiy+LRgM8uGHH9K1a9dax82cOZMXX3yRrKws3njjDUaMGAHAV199xc9//nPee+89pk2bxh//+Mf4MZFIhGnTppGSksJnn33G0Ucfza5duxg5ciQfffQRb775Zq1Rb6677joCgQCzZs06pPfZmq/PbrvtNiZOnBh/HQqF+MMf/sCdd97JW2+9xV//+lduvvnmA2rzvffea+QqRUSkLWpdn2CJiIiIiEiDmYaJZVqtaklEyJ6ens7MmTPJzc3Ftm3efffdOve77LLLAJg9e3ad29etW8fChQsZMGAAQ4cO3e95G6u9G2+8Mf6B6KJFi7juuutqfCAKkJOTw29+8xu++eYbzj///P3WJiIiIo3HMAxM02w1S1MF7B9++CFPPPEEHTt2ZMGCBTUCawCPx8Po0aPJycmpsT4cDnPvvfcC8L//+7/xwBrg6KOP5plnngHgkUceYefOnfFtq1atYvv27Vx44YUcffTRAHTo0IH/9//+HwAfffRRjfPMmzePf/zjH9x2220cccQRh/Re29L1mdvtZtq0afz85z8HYM6cOQmuSERE2iqF1iIiIiIi0u5ZlkWPHj2AaG+SuvTr149hw4axcuVKli9fXmt7Xl4ejuPEw+j9aYz21q9fz9NPPw3An//8ZwYOHLjPc6anp3P99dc3qD4RERGRxvTQQw8B0UC3vqlR6rJgwQK2b99Oamoq48ePr7X9jDPO4PDDD8fv9/PGG2/E1+/evRugVs/tbt261dgO0aG8p0yZwlFHHcXvf//7hr+pOrTV67NTTjkFoMYc3NOnT8cwDCZOnIjf7+fuu+/m6KOPJjU1laysrPh+sfmyFyxYUGfb//nPfzj77LPJzc3F4/HQrVs3LrroIj799NM694/N6z1q1CgikQiPPPIIQ4YMISMjA8MwKCkpaay3LSIizUihtYiIiIiItHslJSV8++23AHUODR4TGyoxNmx3jOM4PP/881iWVeeHqU3V3iuvvEI4HCYnJ+eQ510UERERaSqBQID//ve/AJx33nmsWLGC66+/njPOOINzzjmH22+/vUYYWl0suBw6dChJSUl17hPrfV095IwF43tPsfLNN98A0KVLl/i6O++8k8LCQp544ola82IfqLZ6feY4Tr3b/H4/I0eO5K677iIQCDBgwADS09Mb1O7UqVM5++yz+c9//oNlWRx33HEEAgFeffVVhg0bxl/+8pd91nTBBRcwdepUduzYQf/+/WvNhy4iIq2HQmsREREREWm3SkpKWLhwIWPGjKG8vJwhQ4Zw1lln1bv/uHHjSElJ4aWXXqrRI3vBggUUFBQwevToeO+dhjjU9j7++GMAhg0bdsgfsIqIiIg0lRUrVhAMBnG73bzzzjsMGTKEmTNn8u677/Lmm29y//33M3DgQB577LFax3733XdAdJSa+vTt2xcg/iXE2P5HHnkk8+bNY/bs2ZSXl7Nw4UIefPBBAM4+++x4bX/961+57LLLGDVq1CG/17Z6ffbBBx8AcOSRR9ba9uqrr7Jt2zaWL1/O999/z7Jly+K/t32ZPXs2jzzyCC6Xi2eeeYbNmzezZMkSioqKmD59Oo7jcNNNN9XbQ3vRokUsXLiQ+fPnU1BQwJIlS9i6dSsZGRmH9F5FRCQxFFqLiIiIiEi7MWPGDAzDiC/Z2dmMGDGCpUuXcuutt/L+++9jmvXfJqWnp3P++eezY8cO5s2bF18f6yl9+eWXH1A9h9rexo0bATj88MMP6LwiIiIizWnLli0A2LbNjTfeyPHHH8+nn36K3++noKCAq6++mnA4zHXXXRfvkR2za9cuIDofdX1i24qLi2usf+yxx3C73UycOJH09HRGjBhBUVERv/nNbzjxxBOxbZurrrqKrKws/vSnP8WPq6ysZMuWLUQikQN+r23t+iwUCnHPPffw1ltvAdTZezwSifDyyy9z/PHHx9clJyfvt+177rkHgN/85jdMnjw5Pp+6y+Xirrvu4uyzz8ZxnPic5nWd9/HHH+e0006Lr/N4PPu8nhcRkZZLf3uLiIiIiEi70aNHD4YNGxZfBg8eTE5ODn6/n7y8PF599dX9trH3kN7l5eW89tprZGdnc9555x1wTYfSXmlpKQBpaWkHfF4RERGR5lJeXg5EQ8b09HTefvttTjrpJLxeL7169WLWrFnxgHLatGk1jvX7/QD77LUcGzbc5/PVWH/66aezZMkSrrzySk455RTOP/985s6dG+/R/dhjj7FkyRIefPBBOnbsSFFREb/4xS/IyMigW7dudOrUiT/+8Y8H9F5b+/XZ/fffz/Dhwxk+fDg//vGPycnJ4c477wTgZz/7GVOnTq11zMCBAznxxBMP6DyrV69m7dq1QHSe87rcdNNNAHz44YdUVlbW2p6RkcEFF1xwQOcVEZGWy5XoAhpq69atzJ8/n6VLl7Js2TK++OILfD4fgwYN4quvvjqktleuXMkDDzzAggUL2LlzJ507d+ass87ijjvuoGfPno30DkREREREJNEmTZrE9OnTa63/17/+xfjx45k0aRKw7x7Op556Kj179uStt95i+/btzJs3j4qKCiZMmIDX6z3gmg6lvdhcgbEPgkVERERaoupzUU+cOJGcnJxa+/z2t7/lzTffZOnSpezYsYOOHTvWODYYDNbbfizYrqt37zHHHMOTTz5Za/3mzZu54447GDFiBBMnTiQcDvOzn/2ML774gilTpjB48GCeeOIJfv/73+N2u+sNVvfW2q/Pvv/++/j84i6Xi+zsbE466SQuueQSxo8fX2cv5oEDBx7weWJDuaelpdGrV6869/nRj34EQDgcZs2aNRxzzDE1th955JG4XK0m4hARkf1oNT2tX375ZcaPH88jjzzCJ598UutbcwfrX//6F0OGDInPIfejH/2I3bt38/TTT3PMMcewfPnyRjmPiIiIiIi0XGPGjGHGjBkA3HbbbYTD4Xr3NQyDCRMmEAqFmDt3bryHdKzH9IE6lPYOO+wwgHgvFREREZGWqPrQ3gMGDKhzn+rBZ0FBQfx5dnY2ADt37qy3/dgQ4rF9G+K6667D7/fzxBNPYBgG//73v/niiy+47LLLmDlzJpdffjn//e9/SU9P5/7772/wUOGt/frsb3/7G47j4DgOoVCIbdu28c4773DZZZfVO+x2amrqAZ+nrKwMgC5dutS7T8eOHeOhdGz/Qz2viIi0XK0mtM7IyOD000/n97//Pa+++ir333//Ibe5ZcsWLr74YoLBILfccgubN29m2bJlbNmyhUsuuYTdu3czduzY+Df1RERERESk7Tr55JOB6ChP1T8orUssUH744YdZuHAhAwYMYOjQoQd97oNtb/jw4QAsWrRon72PRERERBKpf//+8ef1jSRTvTd29YD4qKOOAmDNmjX1th8LiGP77s+8efP4xz/+we9+97t4iL5o0SIAzj777Ph+WVlZDB8+nJ07d7J69eoGta3rs4aJ9UgvKiqqd58dO3bEv0wa219ERNquVhNaT5o0iXfffZcHHniACy64gK5dux5ymw8++CAVFRX89Kc/5Q9/+ANutxuAlJQUnn32Wfr06cP69et59tlnD/lcIiIiIiLSstm2HX++r548AH379mX48OEUFhbiOM5B97I+1PbGjRuHy+Vi165dzJkz55BqEBEREWkq3bp1o3fv3gD88MMPde5TPZSO9VYG+MlPfgLA0qVL6+1c9NFHH9XYd18qKiqYMmUKffv25fbbb4+v3717N1A7HI29Likp2W/boOuzhop9kaGsrIzCwsI694lNC+pyuejXr1+z1SYiIonRakLrppCfnw/ANddcU2ub1+uNf1D0yiuvNGdZIiIiIiKSAAsXLgSiw3X36dNnv/vfeOONnHbaaZx22mmMHz/+kM9/MO316tWLyZMnA3DTTTfxzTff7HP/srIyZs6ceci1ioiIiByo//mf/wFgzpw5hEKhWtufeeYZIBpmdu/ePb5+5MiRdOrUiYqKCl544YVax73zzjv88MMPeL1exowZs9867rzzTgoLC5k1a1aN3t2xObT37tEdm9+5U6dO+20bdH3WUEcddVQ8iP7zn/9c5z6x9aNGjSIlJaXZahMRkcRot6H1hg0b2LhxIwAjRoyoc5+RI0cCsGTJkgbPWSIiIiIiIq3P66+/zvTp04HokJC5ubn7PWbs2LHMnz+f+fPnN8pIUAfb3l/+8hcGDx5MSUkJw4cP59FHH433FIopLi7mySefZNCgQbz22muHXKuIiIjIgbr55pvJzs6moKCAa665Bp/PF9/24osv8vTTTwPU6P0M4Ha74+t+97vfxXtVQ7Qn7hVXXAFE56iOBc/1WbFiBX/961+5+OKLGT16dI1tp5xyCgCPPvpofNSdf/3rX3zxxRccdthhHHHEEQ1+r4d6ffbwww/Tu3fv+FDjDfXqq6/Su3fveK/2lu6OO+4A4PHHH+e5557DcRwAwuEw9957L//+978xDKPWfxMiItI2uRJdQKJ89913AHg8Hnr06FHnPn379gUgEAhQWFjI4Ycf3mz1iYiIiIhI43vuueeYP39+/LXP56OwsDD+weTAgQN56qmnElXeQUlOTmbBggVcccUV/P3vf+e6667jhhtuoF+/fmRkZFBcXMwPP/xAJBLBsiwuv/zyRJcsIiIi7VBOTg7/+Mc/OOecc3j22WfJz8/nqKOOYuvWrWzYsAGAG264gUsvvbTWsddffz2ffvopr7zyCiNHjuSoo47C4/Hw9ddfY9s2o0aN4t57793n+W3b5qqrriI9Pb3Onr2jR4/m1FNP5f333+fwww+nR48erFq1CoA//OEPGIbR4Pd6qNdnJSUl9Q6ZvS/l5eUHdVyiXHbZZSxfvpxHHnmEyZMnc8cdd3DYYYexdu1adu3ahWEY/OlPf2LUqFGJLlVERJpBuw2td+3aBUB2dna9FxwdOnSIPy8uLq63rS1btrBly5Za62MXNSJtTcSOYDs2EWfPY3NzbBsnHCYYihAOh7GrvolZa79mrkvaNsPtArcHw6z7340Uy8Tax01ssisZl9lu/+kVkQSwHRvs/e/XkthO0xa8YcOG+IeiAJZlkZWVxYgRI7jgggu48sorawwT2Vqkp6fzyiuvcNNNNzF79mw++ugjNm7cyJo1a8jIyODEE0/k1FNPZeLEifEv54qIiEjzcBwH2249F2VOPZ+xNIZRo0bx5Zdf8sADD/DOO+/wf//3f6SlpXHmmWcyZcoUzjnnnDqPMwyDl156iTPOOIOnn36ar7/+mkgkwjHHHMP48eO5/vrrcbn2fb/9+OOPs2TJEp544gk6d+5c5zneeOMNbr31VvLz8/n+++8ZNGgQt99+O+PGjTvg96rrs4b561//yhlnnMFjjz3G0qVLWbFiBR06dODCCy/khhtu4Kc//WmiSxQRkWZiOE15FdKE8vLyuPzyyxk0aBBfffXVAR//wgsvMGHCBHr06MH69evr3Me2bSzLAqLz29U3HMv06dOZMWNGvef6/PPPGTx48AHXKNKcbMcmEAngD/vxh/34Ij7KA+WUhkqpCFUQioSI2BFCTgjbsbEde/83MbaDEbHBtjFsO/radsCperRtDMepuV/ExglHCIcgEHEIRQwCEYOgDaGIQdgxCNkGIcMg7FhEMHAM2BMT1qzJoeHfghXZPwNMcFwWttuN43HhuK3oYll4ki26poTJsUJ4zdp/PlLcKfTP7k+PjB6kuDUXk4gcnEgkwnfffceRRx4Zv1bdm+3YzC+cT7G//i9etmTZSdmc3ut0TKPdzmYkjawhf25ili9fzo9//GPdx7VA+t2ISEvSoGsy22bTpk34/f5mru7QJSUl0b17d0xT12MirdGBXP+KiDSlA7mPa7fdvWK9J4LBYL37VL+gTE5Orne/q666ijFjxtRav2rVqjqHsxFJBMdx8Ef8BMIB/BE/vrCPilAFpYFSykJllAXLCEVC0Z0NwAHLtPAYLtyOhSvi4A3bGGGwImCGwQw7GP4A+IOYoTCEwhixx3AEIxwBOxpuGw5EDIhgEjItIoZB2DAJGwYh08KHRZnLQ5mVTIXlxjZNMAwcw8QwwbIcLHe0NI8JSYBlgGmCbp+k2ThAJPrftREKQyAIkQiGHd3kMy2KO3SguEMHumZ56ZYMWZZDrPN1ZaiS5duWs2L7Cg7POpzDMw+nQ1KHAxpiTESkIUzD5PRepzd5r+WmYhqmAmsRERFp9UzTpHv37oku46ApsBYREZHm1G5D6+zsbCA67LfjOHUGBrEhxKvvX5euXbvStWvXxi9SpBrHtiEcxolEcCI2RKLPiUSIhEOEwgECQT/BkI9gyE8oHKTSXxZdguX4ghWEwyEMBxzHxrAdLMfAZZi4HYtc28AVMTDsCERsjEgEwpF4j2gcm2g87OBAtB3DiCfHtmUSslwELBd+TzLBZBcVpodyl5sKy00Ak7BhEsGo1ffZAUwc3I6DG5t0x8YV7zHdKgeDkLbKAFwWYNX4LzP2PMm2Sd69i8iO7WxPSmVTx2zSs5Lplemio8chxZ1CijuFkB1i3e51fF/8PbkpufTv0J8uqV00dLiINCoFvyIiIiKJp+BXREREpGHa7afjRx11FBDtab1+/Xp69epVa5+1a9cC4PV669wu7Ztj2xCJ1P8YscGuenSiQ187tg1OLAR2sKuCYSccxgmHcEJhCAWxQ2Goeu1EwjihEOFQgGAoQCgcIGSHCESC+CI+AiE/ATtYNa+0AxjxBwsT07JwWS4yDRcu0wLDjAZvhhEN2gwbjHB0vWmAYRAyTcIuN+Ekk7BlETYtIqa1p6c0BkEj9mgRNEwqDRdBw4yduloQHQ2gkxwby4lgasBuactMEyc1GRPIDoZh00YqN7v4OiMdV4cM+nby0iPVxG26yU3JxXZsSoOlfLjxQ9LcaRyfezw9M3om+l2IiIiIiIiIiIiIiDSrdhta9+jRg+7du7Np0yY++ugjxo8fX2ufDz/8EIChQ4dq3odWxIlEQ2DC4WgYXNUb2bGdmuGxXe15JIIdCu05pmohFMIOR6IBcqyt2DbHibZpx4bdrIprjT1P9zzGnlTt5wCGEV8MIzbOtYlhmtgG+Gw/FaFKdoVKqIhUEnBCOAbgin5D1zQsXKaFy8zEY7iwDAvqGDHABkKYBAyDENHhuMNVj0FM/IZFwDAJxh6xCBtgV9VbvcVYb1ITBxMwHQcTBwuHJCdMuqNAWiTO4wJPGik2pPrKCf1QzLfbs6jslckRucnRQQoMkyxvFlneLCpCFXyy+RNS3Cl0TO6Y6OpFRERERERERERERJpNuw2tAS688EL++te/8uSTT9YKrQOBAHl5eQD88pe/TEB17UuNcLl6OFx9SOxwBOwIdjCIEwxFeyYHg9ElEIiuDwSjAXOkqkdz9RA3Fh7HAuNYBBtPYqtC41iAbBgYVeti6w3LBS53dGin6kHzIc5H62BTEaqkIlTBLt9OigMlhOzo/NJey4PHlUySmRE/jw1EMIhgEDYMfJiEDJOgYeLHpNKw8BkufKZFgOj80dWHMq7eE9p0oqGzhYPlOKQQwnIczRMt0lhMcJK9uJK9dKysYOO3AfylGQzonYnXvedPWqo7lbAdZtGmRZze63RS3akJLFpEREREREREREREpPm0+dD6f/7nf1i8eDEXXnghf/rTn2ps+93vfsfTTz/NokWL+P3vf88999yD2+2msrKSq666inXr1tGjRw8mT56coOqbl2PX0wvZtqMhctWw1jW3O2BHau3rhKp6Okeq9XaO9VqusS46LHaNobMdosNUO1Czy3LVQ7UeyZgmhmWBZWFYFkZqavR1bHsLZAM+O0Rp2E9ZsJKdwTJ2BUvxOxEihoFlubGSOmKbbkJVYXQII/pomISIzgsdMYgPtF3tJ4SJg8txcGFjOQ7pVSG0ekCLJJ6Z4qVjOELx5hJWlPo4+sgOpKYnxbdnejPZVrmNz7Z8xsmHnYzbdCewWhERERERERERERGR5tFqQusNGzZw/PHHx18HAgEAVq9eTceOe4ZR/dWvfsXMmTPjr7du3UphYSE7duyo1Wa3bt2YO3cuv/zlL/njH//Is88+S69evfj+++8pLS0lIyODf/zjHyQnJzfhO0ussgUfEtm1Mxogx0Jopyo8jqkRIlMzIY0PfV1t3717KseGwK7WO9kwTQzTgiQXppkClrVnnxYkDESqnjtEA2en2gLRYbTDVfuGq56HgCAGfsDnOJRGgpRGQpREAuyO+PGFg9hEf3yWlYwrJR3LtGr8WE0cjKoezxZOvFd0EuHoOgXRIq2S4bLokGqxuzLI5yuKOKZ3GlmHdYiPDNEpuRObyzfz5fYvGZw7+JBHchARERERERERERERaelaTWgdiUTYuXPnfteXlZUdULu/+MUvWLZsGffffz8ffvghK1euJDc3l1/+8pfccccd9OrV65Brb8nC24owkpKxUlJrh81tQIRomBwkGiiHINprmWiwXFkVLMdC5ti2YNVrhz2h9R7V5qauR8gOE4z48AfK8YXLsSNhLBzcBqQYLjqYFmaNICoMdrgR3rGItAoGZKa4qAw5LP+hjIG7yuncvxuG141hGHRJ7cKqnavI9GTSL7tfoqsVEREREREREREREWlSrSa07t27N45Tf0hYnwULFux3n2OOOYaXX375IKpqG0yPB8PjSXQZNcTC5kj8uVFtXfWezRDAIABVi0EQIx46x9pwMDD2CpkdjKq5nMECTKrmeAa8QHLVNqPaEjtyb7YTwR/2UxGqpCy4G1/YD4BlmuSYXiy3t7F+NCLShqS4DVyWm692R/B9tpY+R+VCbjaWadEpuRNLi5aS7kmnc2rnRJcqIiIiIiIiIiIiItJkWk1oLS1XbNjsupZIVdgcYk/YXH3o7GgvZ4NAtd7Pwapjqg/LHQuN7b3CZ4c9gbMVX6Jhc2rVYyyMrrvyg2ETjIQIRYIEIgEqwpWUB8uxnWh1bstNqjsNjegrIg3hMR06pFqsCWaw4+sdHPbDdrL65JKcm0maO41Fmxcxutdo0j3piS5VRERERERERERERKRJKLRu54oNkzAmNiYRqofNe+ZojoXJe4bWNmq8jvZk3jPfM+zp2bwnFt4TNjvUDJnN+GsHF+Ct6u0cW2o62KD54Nh2hJAdJGAHCYQDVIYq8UV8ROxopG4AlunCa3mxTKtZaxORtsPCoZPHwedJ55tABOPb3XQoLKXrYVmE08Ms3ryYkT1G4rFa1qgYIiIiIiIiIiIiIiKNQaF1O/ehJxWf6a0aKLv6bM3RkNmA+BDZew+h7QI8Vc9jPaHNeBt7h8vNGzYfGIewHSZkhwjZIYLhIP6ID184QCgSwGbP+3OZbjymB8ulgFpEGpcBpBAhxQu2x0VF0OarNbswk5L4oUMRPudzzuw5FK+lv39EREREREREREREpG1RaN3OBTHoSARPrT7NLTlkPnC2YxOxQ4SdCCE7RDgSIlA1vHcgEiRsh+L7xnpPW6ZFijsVQ+N8i0gzMw1I85qkeU1sn4+yTQ4Lir7i+6IwPx80mL6pyXjM2mNRiIiIiIiIiIiIiIi0RgqtpU2oHkqH7TARO1wrlLYdO76/ARimicuwcFcN761sWkRaIjPZQyaQ7vOxe+Uy8ot306//cfy4Uw59UrwKr0VERERERERERESk1VNoLa2QTSAcxG/7qQiWUxGqJBwJY2PX2Ms0TCzDwjRNkl1JGIaCHRFpvczkZDK9HvybvmVryS7eGzCEDrm5HJ+RyuEpSbhNffNGRERERERERERERFonhdbSCjgEI0H8ET8VoQrKAmUEq4bzdpkWbtNNsjtZw3iLSJtnmhbJOblUVBSTtOIjQr0G8VHPPqxISeb49BT6KLwWERERERERERERkVZIobW0IA4RO0zIDhOyQ4QiQXxhP5XhSoKRIA5gmSYe00O65Y2O8S0i0s4YhkFqagd2hcoIb/yaLsW7cPr156NQFl+X+xneIY1OHneiyxSRFsCxbbDt/e/YEpkmhqY/EBEREZEDMH36dGbMmMFll11GXl5eossRERGRA6TQWpqd49iE7RBBO0TYDuMPB/CHfQQiAUJVPaghmklbpoVlukhzpymkFhGpYhiQ7k6njHLs0A66frOSjl26UtGrN/O2hflJVhpHpiZhagQKkXbLsW1K33mHSHFJoks5KFZ2FhlnnNGowfWoUaP48MMPa633eDx07tyZk046id/85jeMGjWq1j69e/emsLAQgHPOOYd///vf9Z6nvLycLl26UFFRAcC1117Lo48+2qTtiYiIiIiIiIi0dgqtpYns3Ws6hD/iwx8OEIgEsJ09vX5ic0+7TAuP5UUZi4hIAxiQ5kmjMlTJBrOMw3aYJO8qxtuzJx+FOrI1kMbQrDRSLPVUFGmXbJtIcQmuDh2gtfVYtm3Cu3ZFe4k3Qe09evSgZ8+e8dfFxcUUFBSQn59Pfn4+9913H7fddlu9x7/99tsUFRXRuXPnOrfn5+fHA+aGaOz2RERERNqrjh07ctRRR9G1a9dElyIiIiIHoZV9giUtjW1HCIT9VITKKfEXU1SxhcLdBXy76zu+3fUtP5SsZUPperZWbKEsWIaNTZLLS5onLb6kuFPwurxYpkuBtYjIAUpxpxB2wqynmIDXxChYR4eV/8f3Gzfxry072RoI7b8REWm7TBPDslrV0tQh+6RJk/j444/jy9dff83WrVu55pprAJg2bRqrVq2q89j+/fsTDoeZM2dOve3HhqIcMGDAfmtp7PZERERE2rMpU6awevVqHnjggUSXIiIiIgdBobU0kEPYDlEZKqckUMzm8k2sLVnD6l2rWFOyhoLdBWws38QufzHBSAC36SLFnUaqZ8+S5ErGbboxDSvRb0ZEpE1JdiXj4LDRtwWyMrHcHjp89y3+r1byr+8L+L/dFUQcJ9Flioi0WOnp6cycOZPc3Fxs2+bdd9+tc7/LLrsMgNmzZ9e5fd26dSxcuJABAwYwdOjQ/Z63sdsTEREREREREWmtFFpLLRE7jD/soyxYyk7fdjaUrY/3nF63u4BNZZvYHdyNg0OKOzXeYzq9qte0x+XFMi31mhYRaUZJriQCdogdvp0YXi9WTkcyQiHSV33DR5+v4L/rNlIWjiS6TBGRFsuyLHr06AFAKFT3KBX9+vVj2LBhrFy5kuXLl9fanpeXh+M48TB6fxqzvXA4zHPPPcfo0aPp1KkTXq+Xww47jFNOOYVHHnmkziHGv/76ayZOnEjPnj3xer106NCBU089lblz5+LU8WWngoICDMPAqLrQf/PNNznjjDPo2LEjhmHw+uuvN+h9i4iISPvUu3dvDMNgwYIFrFy5kgsvvJDOnTuTnJzMoEGD+NOf/lTndVhDr0GmT5+OYRhMnDixzvOvX7+ea6+9ln79+pGUlERWVhY//elPeeyxx+q9/oudt6CggE8++YSxY8fSuXNnTNPk4YcfbtD7rt7GkiVLGDNmDB07diQtLY2f/OQnvPnmm/F9t2zZwpQpU+jVqxder5d+/fpx3333EYnUfz+/a9cupk2bxnHHHUdGRgYpKSkMGjSIO+64g5KSkjqP+eKLL7jzzjsZNmwYhx12GB6Ph5ycHE499VReeOGFOq8FAUaNGoVhGOTl5bFjxw6mTJkSv5bs2bMnU6dOrfecIiIi+6PQup0L2SHKgmVsr4yG098Xf8e3u1aztmQt60vXU1SxjcqQD7dpkeauNqS3KwW36Y5fLIqISOKlupPZ4duOL1wJgJmaSnJ2Nt1Kd1O44kte/2w5FT5/gqsUEWmZSkpK+Pbbb4F9D8Ud+xA0Nmx3jOM4PP/881iWxfjx4xt83sZob/v27Zx88slMnjyZ+fPn4/F4OPbYYzFNk48++oipU6fy/fff1zjm73//O4MHD2b27NmUlJRwzDHHkJ6ezgcffMCll17KRRddRDgcrvecDz30EOeccw7Lly/n8MMPjwf+IiIiIvuzePFiTjzxRN5880169OhBt27d+Oabb/jtb3/LOeecQzAYrPfYg70G+fDDD/nRj37E448/zqZNmxg0aBCdOnXi008/ZcqUKZx22mmUlZXVe/zf//53RowYwXvvvUfPnj05/PDDD/hz0Xnz5jF8+HAWLVpE79698Xg8LF68mDFjxpCfn8+aNWs44YQTeOaZZ+jYsSO5ubmsXbuWO+64g+uvv77ONpctW8bAgQO59957+eabb+jatSu9evXiu+++47777mPIkCGsX7++1nG//vWvueeee/j6669JT0/n2GOPJSkpiQ8++IAJEyYwYcKEfb6XjRs3cvzxx/PUU0+Rk5PDYYcdxsaNG3nkkUcYPXp0vV8CEBER2ReF1u3c1oqtbCzbyPbKIipDPkzDJKVaOJ3qSSWpar5plE+LiLRopmHhMi22lG/BduyqlSZWRgZdM9IpLdrGB4s+I1xHbzsRkfaqpKSEhQsXMmbMGMrLyxkyZAhnnXVWvfuPGzeOlJQUXnrppRofxi1YsICCggJGjx5Nt27dGnz+Q23PcRwuvPBCFi9eTK9evViwYAGbNm1iyZIlrF+/nu3bt/Pwww+TlZUVP2b16tVcdtllBINBrr76aoqKili6dCmFhYW88cYbpKSk8Nprr3H//ffXe95bb72Vhx9+mKKiovi59vVzExEREYm58847OeOMM9iyZQvLli1j7dq1vPvuu2RkZPDOO+80+jXIjh07uOiiiygtLeUXv/gFmzdv5vPPP+f7779n0aJF5ObmsnDhQqZOnVpvG7fddhs333wz27dvZ+nSpaxZs4Yrr7zygN73jTfeyF133UVRURHLli1j27ZtTJo0Cdu2uemmm7jkkks44YQT4vVt2LCBp59+GoBZs2axZs2aGu1t376dc889l6KiIq699lqKior49ttvWbVqFRs2bOBnP/sZa9eu5dJLL62zlpUrV1JSUsKqVatYunRp/BryiCOOYM6cOeTn59f7Xu6++26OO+44Nm3axBdffMHatWv54IMPSE1NZdmyZTz//PMH9LMREREBcCW6AEksx7FJcqWQ5NZ/CiIibUGSlUxZqJQSfzEdknP2bDBNumZmsLasgs8XLGTIsJOwqgUYIiLtxYwZM5gxY0at9UlJSdx6663ceuutmGb93+1NT0/n/PPPZ86cOcybN4+xY8cCe3pKX3755QdUz6G2N2/ePD766COSkpJ45513OPLII2ts79ChQ60PYB988EH8fj/HHnssjz/+eI1eQmPGjGHGjBn89re/5aGHHuKmm24iNTW11nknT55cq92kpKQGv28REZH24IrZSyncWZnoMg5Kr5wUnrnshCZpOyMjg7lz59a4xjj99NO5//77mTJlCg8//DC//e1vG+0aZNasWWzfvp3OnTvz4osvkpycHN8WGx78oosuYvbs2dx111306tWrVhujR4/mD3/4Q4111dtpiNGjR3P77bfHX7tcLh588EFefPFFNmzYQDAY5L333iMtLS2+zxVXXMGTTz7JsmXLePPNN2u894ceeoitW7dy4YUX8uijj9Y4V5cuXXjllVcYMGAACxcuZPHixZx00knx7RdffHGdNZ5wwgk8/vjjjB49mr/97W9cdNFFde6XnZ3N3LlzycjIiK8bOXIkkydP5pFHHmHevHlMnjz5gH4+IiIi6mktIiLSlhiQ4kqhqLKIYCRQY5NpGHTJSGNpxOSH+e8TKtqWoCJFRBKnR48eDBs2LL4MHjyYnJwc/H4/eXl5vPrqq/ttY+8hvcvLy3nttdfIzs7mvPPOO+CaDqW9WL0XXXRRrcC6Pv/5z38AuOGGG+oc1vKaa64hJSWF0tJSFi1aVGcbkyZNatC5RERERPY2efLkOgPpSZMmkZqayu7du/nkk0/qPPZgrkFic0Zfc801dQbNF1xwAb1798a2bf773/822nn3VlfP7A4dOtC7d28AfvWrX9UIrGOGDBkCwNq1a2usj10HXnXVVXWeLz09ndGjRwPw/vvv19peWFjIH//4R8aNG8dpp53G8OHDGT58OLfeeisAy5cvr/e9/OpXv6oRWMfEgvG9e4WLiIg0hLrXioiItDGW6YJIkG2VRRyW3oPq8zt4gdS0VD71maS99x4dfvoTvFU3yCIi7cGkSZOYPn16rfX/+te/GD9+fPwDyX31cD711FPp2bMnb731Ftu3b2fevHlUVFQwYcIEvF7vAdd0KO199dVXQLSXUEPs3r2brVu3AnD00UfXuU9qaip9+vTh66+/ZvXq1Zxxxhm19hk4cGCDziciItKeNVVP5dZu0KBBda5PTk6mT58+fPXVV6xatSoeuFZ3MNcg3377LVD/tY9hGAwaNIiCggJWr15d5z6Nce3Tr1+/Otfn5uayevXqfW6H6BcbYyoqKuIh9m233Vbn9S1Eg2mIzkFd3cyZM7n55pv3OX/4zp076912xBFH1Lm+c+fOtWoVERFpKPW0FhERaYOSXSmUBHZTFiyrtS0bh4rkZFZkd6J84UJ8X32NY9sJqFJEpOWIDYsN0Q/+wuFwvfsahsGECRMIhULMnTs33kM61mP6QB1Ke6WlpQA15qzel7KyPf8udOnSpd79Ytuq719dXb2jRERERBoiFmzua1tjXoPE2kr0tU99bcRGvtnfdrvafXtJSUn8+dKlS1m0aFGdSyysrqzcM0z9p59+yvXXX08wGOTqq6/ms88+o7i4mHA4jOM48TB8X9fD9dUam2bHcZx6jxUREamPQmsREZE2yDDAa3nZUr6FiF37RrMzDmu8KRTmdqNy+edUfv45zj5uSEVE2oOTTz4ZgK1bt1JQULDPfWOB8sMPP8zChQsZMGAAQ4cOPehzH2x7sWEZq39wuS/p6enx57Ee13WJbau+v4iIiEhjKCoq2u+2xrwGibXVlq59qg8jvmHDBhzH2ecS+1IkwOzZswE4//zzmTVrFkOHDiUrKwvLsoB997AWERFpSgqtRUQSxQZsG8KR6BIMYwRDGIEQhj+I4QtEl0o/RkVDFh9GeSVGWSVGaQXG7nKMknLMkjLMkvL4YpSUY+yuer27nvV1LmXROqXV8FgeQnaIHb4dtbaZQEdslrqTKOvaHf+qVZR/8qm+DS0i7Vr13iv7+7Cub9++DB8+nMLCQhzHOehe1ofa3o9+9COAeud93FtmZma8J1FsaPG9VVZWsm7dOgD69+/foHZFREREGuqbb76pc73f749/cXDAgAGNdr7Y9Ux91z6O48Rrai3XPpmZmfTo0QOAL7/88oCOjV3njRo1qs7tixcvPqTaREREDpbmtBaRpuVULXueVD11au+HE3809t7mOHuOiT13nGpt76eG6k+curZFGdTm7Gd7rf0NMGIHxQ5waq53YpssEwxwDBNMI/raNMA096wzTRyzAWc2Y/tb0eeWgWOa0ecG0a63hoFT9Vh9HVVDTWEae4qObY81v2s35sZtgIOTllq1r7R0Ke5ktvt2kOHNINmVUmNbMlAJfGZ5Oa1bd0Lr1xMpKcGVnZ2QWkVEEm3hwoVAdAjGPn367Hf/G2+8MT7n9Pjx4w/5/AfT3oUXXsjs2bPJz8/nzjvvrHcuxOrOPvtsnn32Wf7yl78wYcKE+JCTMU888QSVlZVkZmYybNiwA38jIiIiIvvw7LPPcuedd5KSUvMe9bnnnqO8vJyMjAx++tOfNtr5zj77bBYvXsysWbP43e9+R3Jyco3t//znP1m3bh2WZXHmmWc22nmb2kUXXcSf//xn/vznP/Ozn/2s1jVdfWI/9y1bttTa5vf7mTlzZqPWKSIi0lAKrUVamuoBbY2QFoy6Qt/6ekXuHdTu75w4YMfatOMZ896Xu/Hg1djTdI2Qdq9m48cb1AxEq9Y57BWgQrUgtWq/eHBr1QxxTXNPyNuQgSPiuxhVQfFe54s/j+2z134ATrVAfe/A3Kj6DcXep7lX+2bs0Yy2GQuZq7/XFizSrRN2h0zMjduwdhTjeNw4KUmJLkv2wzQs3KbFlvIt9M7sg2nU/LOSg8MmDL403RxrQHjbdoXWItIuvf7660yfPh2IfrCZm5u732PGjh3L2LFjG62Gg2nv7LPPZtSoUSxYsIAzzzyTvLy8+DDnAMXFxbzwwgucd9559OrVC4Cbb76ZuXPn8n//939ce+21PPTQQ/EPb+fNm8edd94JREN0zV0tIiIijW337t2MHz+e5557jszMTADef/99br/9dgCmTp3aqNcgV199NY888ghFRUVccsklPPvss2RX3fcuXryYa6+9FoAJEybEr5dag1tuuYWXXnqJ9957j3HjxvGnP/2Jnj17xrdHIhE++eQT8vLyuPvuu+nevTsAI0eO5PXXX+fxxx9n7NixnHDCCQBs27aNSZMmsWHDhoS8HxEREYXW0vrYEE9Ua4S3VAWKzp4csXrwW131QDfew7eO46rnkfspy4ntVJXU1ghxjeo77dlv7864ew4m3js23tvWqBaCxnrnxoPVaqFn9fC1IYXDnp63lhntpesyowGsZdXoietUq6tGD91YSFu9Ny/V9oGq91CtoFYS1NalPQ+e7CR5iPQ7DDs3G2v9FsziUuzUZPC4E12a7EOSlUxZqJQSfzEdknNqbe+CwzdYdEzLonfBOpKOOjIBVYqINI/nnnuO+fPnx1/7fD4KCwvjw4EPHDiQp556KlHlHTDDMHjllVc499xzWbJkCSNGjKB79+5069aNoqIiNm7ciG3bjBgxIv4hbP/+/cnLy2P8+PHMmjWLOXPm0L9/f7Zt20ZhYSEAF1xwAbfddlsi35qIiIi0UXfffTd33303Xbt2ZdCgQRQXF7N27VoATjvtNO64445GPV/Hjh3Jz8/n3HPP5Z///CdvvfUWgwYNoqysjO+++w6A4cOH89e//rVRz9vUcnNzeeuttzjvvPPIz8/n1VdfpV+/fuTk5FBeXs6aNWvw+/0ATJs2LX7cFVdcwVNPPcWqVas48cQTOeKII0hNTeWrr77CNE0ee+wxrrjiikS9LRERaccUWgtGbI7aWA/SWkMxUy343Wt99XXVRn+ud4jlukLdaj12q+9XV8/dPUVTIyh1Yr1aY8FrVbjqVA9Wq4e61QLd+D7xXq9m/Hm8N2/suL0fjeo17xXKVn9a17FU22bGQmGjWg2tpweutD9ORirhgYdjbi/B2rAVwxfATkuJ/vmTlseAZFcK233byErKwjSsGpstIBuHZakZdClaT2p5OVZaWmJqFZHGZdut78tW1eaVbgobNmyo0XvEsiyysrIYMWIEF1xwAVdeeSVJSa1rJJHc3Fw+/vhj/va3v/Hiiy/y5ZdfsmLFCjp37syoUaMYO3YsRx5Z8wtJ48aNY9CgQTz44IO8//77rFixgtTUVEaNGsXkyZO55JJLGjzEpIiIiMiBOOmkk/jss8+YPn06CxcupLS0lAEDBjBx4kRuuOEG3O7G/2L8yJEjWblyJf/7v//L22+/zVdffYXH4+Gkk07ikksu4aqrrmqS8za1Y489lpUrV/LUU0/xz3/+k2+++YaCggJyc3M59thjOfnkk/nFL35Rowd5WloaCxcuZNq0abzxxhusW7eOnJwcxo4dy+23305GRkYC35GIiLRnhuPUN7awHKrly5fz4x//mM8//5zBgwcnupw63fpqHh18Abwu157wtI6hi53qPWlr9LSNzaEb28+s2QM3Nrwy1B/qGrV76dY1VHStYZdjbSnYFUmsQAhry3aszTuws9I113ULVh4sp3dmb1LddQfSmzE4o2gDPX9yEp7evZu3OBFpsEgkwnfffceRRx6JZVl17uPYNqXvvEOkuKR5i2skVnYWGWecgWHqy1DSOBry5yamNdzHtVf63YhIS3Ig/7ZIVO/evSksLOSDDz5g1KhRiS5HpE3T31Ei0lIcyH2celq3c/6+XQl6vJiW/lMQkYPkdRPp1Q0csLbuwM7K0BdJWigTk/Jgeb2hNUBpUiqBgkKF1iKtnGGaZJxxRpP3Wm4ypqnAWkRERERERESkHVFSKSIih86ASM8uGP4ARlk5ToaGlm6JPC4PJYHd5KbkYhi1wyAvUJSWTu8tW7ADAUyvt/mLFJFGY5jmnmlOREREREREREREWjB9iiUiIo3DMgkffhh4PBgV/kRXI3VwmS5Cdghf2Ffn9lQciiw3diRCePuOZq5ORERERERERERERNorhdYiItJ4vG7C/XpAJIIRCCW6GqmDiUF5qLzObV6gEqjwJhHauLFZ6xIRERERERERERGR9kuhtYiINConLZlwvx4YPj+EI4kuR/bicXnY7S8Bas9zG5uKvCw9k+CG9TghffFAREREREREGkdBQQGO4zBq1KhElyIiIiItkEJrERFpdE6HDCI9u2CWVoDtJLocqcZtugnYIXzhuodwt4AdHg9OMEh4167mLU5ERERERERERERE2iWF1iIi0iQiXToS6ZKDubsclFu3KCZQHqyoc1sqDpsxwTQJb9navIWJiIiIiIiIiIiISLuk0FpERJqGaRDp2RU7Mw2jvO6AVBLD4/JSEiihrm8TpAClGATSMwkUrMOxaw8jLiIiIiIiIiIiIiLSmBRai4hI03GZRPoeBi4XRmXdw1FL83MbbgKRAP46hgg3ARuDspQU7PIKIiUlzV6fiIiIiIiIiIiIiLQvCq1FRKRJOV434cO7YwRDiS5FYgwwgMpQ3T3gDRx2YYJpECoqat7aRERERERERERERKTdUWgtIiJNzklPxfF6QMF1i+GxPPscInwzJmZqGsF165q7NBERERERERERERFpZxRai4hI0zMN7E7ZGP5AoiuRKm7Tgy/sJxCu/TtJxWE7BuHUVCLFxUTKyhJQoYiIiIiIiIiIiIi0FwqtRUSkWdhZ6Rg2dXXslQQwjOhjRR1DhLuACFBmWuBAaPv2Zq1NRERERERERERERNoXhdYiItIsnJQknCSP5rZuQTymm93Bkjq3GUAxBmZKCqGCguYsS0RERERERERERETaGYXWIiLSPEwDOzcbNER4i+G2vFSGfIQitX8nXmArBmZ6OuGiImyfr/kLFBEREREREREREZF2QaG1iIjsk+NAxIk+Hio7Mx3DQUOEtxB7hgivrLUtFYetWDiWhROxCe/Y0czViYiIiIiIiIiIiEh7odBaRKSFsB0I2uCzoTxisDtssCtssD1ksqPasjP+3Khaaq7f+3HvZWe9z406998VNtkdNtkeMgkfYtjspCThpHgxAsHG+aHJIXObbnYHdtda7wX8QCkGhtdLaMOGZq9NRA6N7TiE7da52I3xTam9jBo1CsMwai1er5eePXvyy1/+kgULFtR5bO/eveP7n3vuufs8T3l5OWlpafH9p0yZ0uTtiYiISMtlOzZhO9zqFtuxG/1n0V6ux5YtW8Z1113HMcccQ05ODm63m44dO3LyySdz55138v333+/zeBERkfbKlegCRERaKseBCNFexjZgOwYOsefRzsLRR2NfrQAGRvxZzcfqTMBlgNd0SDEdvKZDkglJpoPLIH4Wo9oZjRrrqy3GnucmTvyENtH3sKf2Pc8NAyzANKK1mIaDCVhVbRUELL73W2RYNkkH+5UnA+xO2Vjrt+IkeQ6yEWlMHstDeaicsB3CZbprbHOA3RhkpqcT3LCRlFAIw+2uuyERaVFsx+HN7SXsDIUTXcpByXG7OLtTFqaxr39jD06PHj3o2bNn/HVxcTEFBQXk5+eTn5/Pfffdx2233Vbv8W+//TZFRUV07ty5zu35+flUVFQ0uJ7Gbk9ERERaDtuxmV84n2J/caJLOWDZSdmc3ut0TKPx+zy11euxiooKfv3rX/PSSy8BYFkWffv2pV+/fuzatYtPPvmEjz/+mPvvv59bb72Ve+65p8E1ioiItAcKrUWk3ageQkccCGNUPa/7A3GDaIDrMRw8hoNVFR67jeijywAXDm4zFg5HD4rdzpk4NcLjfQXKscDa1fifze/l4Huu9UuKkG46rPS5CNgOma6Da8vOTMdytkTTf433kXCGEf0iQ0W4gkxPVo1tHmAbBr08HpxQiPDOnbi7dElEmSJygGwHdobCdHS7sJog+G1KEcdhRyiM7UT/HW5skyZNYvr06TXWlZWVccsttzBr1iymTZvG2LFjGTBgQK1j+/fvz+rVq5kzZw433XRTne3n5eUBMGDAAFatWrXPWhq7PREREWlZbMem2F9Mh6QOTRL+NhXbsdnl34Xt2E1Sd1u8HvP7/ZxyyiksXbqUrKws7r77biZMmEBmZmZ8n507d/LKK6/wwAMPsHDhwn3WJSIi0h61nqslEWlTHCf6gXrEgbADIQcCVUNjV0QMyiMGpRGDkrBBcdhgZzg6dPXeQ2XvPax1XUNix4fLDpuUhk3CjoHXgByXTS+vzYDkMMekhPlxaogT00IMSw8xIiPIKZlBTssIMiIjxEnpYU5IC3N8apijUyL0T47QLylC7ySb7h6bbh6bLh6bLm6b3Kqlo9shx+XQweWQ7XLIckWD3gzLId1ySLMcUixIMSHJbI7A+tB19ticmBYiyYQdIfOg5rl2kr04ackYgUDjFygHxW262O2vPUR4Cg6bo1+tAMsitHlzs9cmIofGMoxWuTS39PR0Zs6cSW5uLrZt8+6779a532WXXQbA7Nmz69y+bt06Fi5cyIABAxg6dOh+z9vY7YmIiEjLZBomlmm1miURAXtrvx678cYb44H1okWLuO6662oE1gA5OTn85je/4ZtvvuH888/fb20iIiLtjUJrEamX49QMl0NVcy4HbPDbUFkVMJdVzb9cvI9gua55kour5kouC5tURqJhsgkkm9Fgt5PLprvbprfX5khvhIHJYX6UEl2OTYkGyD9ODfHjtDAnpIXiy4l1LMPSQ4zKCHJaZjSEHpoe5piUCEckRejptenqiYbMWa5omJxsgtuI9oqWmtIthyGpIbp6ImwPmYQONLg2INIpGyMQapL65MB5LS8VwQrCds3fSTJQhkElYGVkECwowLEbf14zEZGWwLIsevToAUAoVPe/Uf369WPYsGGsXLmS5cuX19qel5eH4zjxDz/3p7Hai82vWFBQwJIlSxgzZgwdO3YkLS2Nn/zkJ7z55pvxfbds2cKUKVPo1asXXq+Xfv36cd999xGJROptf9euXUybNo3jjjuOjIwMUlJSGDRoEHfccQclJSV1HvPFF19w5513MmzYMA477DA8Hg85OTmceuqpvPDCCzj1fPMtNtdlXl4eO3bsYMqUKfTs2TM+1+XUqVPrPaeIiIi0bq31emz9+vU8/fTTAPz5z39m4MCB+zxneno6119/fYPqExERaU80PLhIC+ZUm3MY9nru1FxnV5uv2I7NwQw4tYa+dqpmWK45UHRsnuW9VZ8vOTrXsYNlROc5drNnyGyv4eAxo0Npu6u2u2LDaNc1TPZer5ti+E9pOh4Tjk6OkGY6fOd3kWbZJB/A16CcjLToEw0R3iIYhkEEm8pwJRmePd8EN9kzr3VqcjKhkmKcQAAjOTlhtYqINJWSkhK+/fZbgDqHooyZOHEiixYtIi8vj8GDB8fXO47D888/j2VZjB8/fp/zMDZVe/PmzePGG28kPT2dPn368MMPP7B48WLGjBnDyy+/zPHHH8+oUaPYsWMHgwYNwrZt1q5dyx133MHmzZt57LHHarW5bNkyzjnnHIqKinC73fTp0wfTNPnuu++47777ePnll3n//fdrzEsJ8Otf/5rPP/+czMxMunbtSteuXdm8eTMffPABH3zwAe+88w4vvPBCve9l48aNHH/88RQVFTFo0CDcbjfr1q3jkUce4ZNPPuGTTz7B7XY36GcsIiIirUNrvR575ZVXCIfD5OTkcMkllzTonCIiIlKbogKRA+RUDWcdbMBQ1rUXo9YQ1nUNZ72j2nDWsd7IsR7JFZFor2S/bRB0DMJONPb1GpBuOnSwokNU9/LaHFGtd/KensnheG/kYekhTk4PMiIjyKiMICOrHk+pvmQGOTUz2kP51Iwgp2SGGJERPbb6kNkDU6LDZcd6Lee6bTpUDYWdYkFy1RDYXjMaeLqr5m+2DAXWrZVpwOFJNkNSQwRsk7JIw3+RTrIXO11DhLckbtOiNFB7iHAL2BG/XDA4qDHhRURasJKSEhYuXMiYMWMoLy9nyJAhnHXWWfXuP27cOFJSUnjppZdq9ABasGABBQUFjB49mm7dujX4/I3Z3o033shdd91FUVERy5YtY9u2bUyaNAnbtrnpppu45JJLOOGEE9i8eTOff/45GzZsiPcKmjVrFmvWrKnR3vbt2zn33HMpKiri2muvpaioiG+//ZZVq1axYcMGfvazn7F27VouvfTSOmtZuXIlJSUlrFq1iqVLl7Jp0yaWLFnCEUccwZw5c8jPz6/3vdx9990cd9xxbNq0iS+++IK1a9fywQcfkJqayrJly3j++ecb9DMRERGRlq+1X499/PHHAAwbNgyPx9Pg84qIiEhNCq2lTalrnuSgvWeJDWvtrwqcK/cKnWOB8/YaQ1wbtYa1LgubBBwDE6PGUNbdqsLiI/cKi49LDTM4NRQPjGOh8U/So0ssPD65KjgeWRUYn5q5Zzltr8dTMkOMzNgTIA9NDzM4LcwxqREGVg173SfJpod3z3zLsXmWs6vmVk7bK1CuHip79gqXTQ2VLfXo6Hb4cWoIv20QOYA80+7UQUOEtyAey0NZsBzbrjk8bDKwJX654Ci0FpFWb8aMGfHhtA3DIDs7mxEjRrB06VJuvfVW3n//fUyz/tuk9PR0zj//fHbs2MG8efPi6/Py8gC4/PLLD6iexmxv9OjR3H777bhc0QG1XC4XDz74IElJSWzYsIHCwkJeeOEFOnToED/miiuuYMiQITiOU2MYcYCHHnqIrVu3cuGFF/Loo4+SnZ0d39alSxdeeeUVunfvzsKFC1m8eHGNYy+++GKOPvroWjWecMIJPP744wD87W9/q/e9ZGdnM3fuXDp16hRfN3LkSCZPngxQ42clIiIirUtbux7buHEjAIcffvgBnVdERERq0vDgklBOjWGsq55XDXMde+5AVRAWHfo6NlytQc3hrWPqGoLaNJwaw1AbRIe5Nqu2uU1wVw1r7al6bUHVMNgOFtHg1mVUDY2NegeLVJflcujpibAxaJLjblio6WSkRv8w2o7+QLUApmFhOzYBO0CymRJfn4rDdgwCgKnMWkTagB49etQYytrn81FYWMjOnTvJy8vjiCOO2O8HkxMnTmTOnDnk5eUxduxYysvLee2118jOzua888474Joaq70rr7yy1roOHTrQu3dvVq9eza9+9SvS0tJq7TNkyBCWLVvG2rVra6x/9dVXAbjqqqvqPF96ejqjR48mLy+P999/n5NOOqnG9sLCQl5++WWWL1/Ojh07CFSNsBJ7rGveyJhf/epXZGRk1Fp/0kkn8cgjj9TqFS4iIiKtR1u7HistLQWo8zpLREREGk6htTRI9XA5Pl+yEw2WHWrOvbzn9Z55k/d+Vl00ON4z/7HXcHCZDi7DwQ24zeicyHuC5D3BcXRo6Wj4vHcorXmSRZpX76QIm0IWISf6BZD9cZI82BlpGL4AToq36QuUBvGFKkl27QmtLfbMa51t1vd1IRGR1mPSpElMnz691vp//etfjB8/nkmTJgH77lFz6qmn0rNnT9566y22b9/OvHnzqKioYMKECXi9B/5vWmO1169fvzrX5+bmsnr16n1uBygvL4+vq6ioiIfYt912W50/M4gG07Cnh1HMzJkzufnmmwkGg/XWu3Pnznq3HXHEEXWu79y5c61aRUREpHVpa9dj6enpgK5PREREDpVC63bOAIrDJm7bjL/eV+9lqypc9hgOlulUDR3txIPnaJgcfR2bqzj+HCc+zHQsfN6zTUNPi7R2KSb08UZY47fo5LYbdIzdMQvX2o0KrVsIt+mmLFROh+SOtbYVY5CtbtYi0oaNGTOGGTNmcMMNN3Dbbbcxfvz4+DDbezMMgwkTJnDvvfcyd+5c/vnPfwLRHjoHo7HaS01Nrbf9hmy37T3/fpeUlMSfL126dL/nrqysjD//9NNPuf766wG4+uqrufzyyznyyCNJT0/Hsix++OEH+vbtSzgcPuD3Ehsq1NG/SSIiIm1Oa70eO+yww/jiiy9qjVojIiIiB0ahdTs3IKmSFJeF13IwYuExe8JmE6daGK2eyyKybz09EdYHLQJ2dH70/XEyUnEMwLZhH/NVSfNwWy4qg5XYTgTTsOLrk4jOa304aHxwEWnTTj75ZAC2bt1KQUFBvT2TIfoB5r333svDDz/M+vXrGTBgAEOHDj3oczd2e4eq+vCWGzZs4LDDDmvwsbNnzwbg/PPPZ9asWbW276uHtYiIiLRvrfF6bPjw4fz73/9m0aJFBINBPB7PQdcgIiLSnikhaOeyrQid3DYd3Q45Lodsl0OWyyHDckizHFIsSDLBbSiwFpH985hwhDfM7kjD/nlxvG6crDQMX/1Dh0rzMQ0LG5tAJFBjfSoORZhEQKG1iLRp1Xsa7y9Y7du3L8OHD6ewsBDHcQ66V09TtXeoMjMz6dGjBwBffvnlAR27bt06AEaNGlXn9sWLFx9SbSIiItJ2tcbrsXHjxuFyudi1axdz5sw5pBpERETaM/W0FhGRRtXVY1MYdKiIGKRa+w847Y7ZuIo3aKbkFsQX8tWY19oDBIFS00UHhdYi0oYtXLgQiA4P2adPn/3uf+ONN8bnOBw/fvwhn7+x2ztUF110EX/+85/585//zM9+9rP4MOL7k5IS/Tdky5Yttbb5/X5mzpzZqHWKiIhI29Ear8d69erF5MmTefLJJ7nppps46aSTGDhwYL37l5WVkZeXx3XXXXfI9YqIiLQl6mktIiKNymXAkUkRKmyjQZ1y7fRUHBOINGwebGla0Xmty+rcttuw1NNaRNqs119/nenTpwNw9tlnk5ubu99jxo4dy/z585k/fz5du3Y95Boau71Ddcstt9C1a1fee+89xo0bx/r162tsj0QiLFy4kMmTJ7Np06b4+pEjRwLw+OOP15gPe9u2bVx44YVs2LChed6AiIiItCqt+XrsL3/5C4MHD6akpIThw4fz6KOPsnv37hr7FBcX8+STTzJo0CBee+21Q65VRESkrVFPaxERaXQdXTY5Lpsy2yBjf72tPS6c7AyM0gqc1OTmKVDq5bZcVIZqz2vtAYpcFo5CaxFp5Z577jnmz58ff+3z+SgsLIwPPzlw4ECeeuqpRJXXouTm5vLWW29x3nnnkZ+fz6uvvkq/fv3IycmhvLycNWvW4Pf7AZg2bVr8uCuuuIKnnnqKVatWceKJJ3LEEUeQmprKV199hWmaPPbYY1xxxRWJelsiIiKSYG3xeiw5OZkFCxZwxRVX8Pe//53rrruOG264gX79+pGRkUFxcTE//PADkUgEy7K4/PLLE12yiIhIi6PQWkREGp1pQL+kCEvK3dimg7mf0UTtnCysnbv3vZM0C9OwsJ3ovNbVhwhPxWGL6VZoLdLKRFrhn9mmrnnDhg01evpalkVWVhYjRozgggsu4MorryQpKalJa2hNjj32WFauXMlTTz3FP//5T7755hsKCgrIzc3l2GOP5eSTT+YXv/gFvXr1ih+TlpbGwoULmTZtGm+88Qbr1q0jJyeHsWPHcvvtt5ORkZHAdyQiItL8bMeGVjS4mO00bbFt9XosPT2dV155hZtuuonZs2fz0UcfsXHjRtasWUNGRgYnnngip556KhMnTqRv376JLldERKTFMRx9+txkli9fzo9//GM+//xzBg8enOhy6vTqd6+S4cnAY3kSXYqItEFfVlpsC5lku/b9T41RVon7mx+wM9OaqTLZl/JgOV1Tu9IhOSe+zgE27i5j4sknkN6xY+KKExEikQjfffcdRx55JJZl1bmP7Ti8ub2EnaFwM1fXOHLcLs7ulIXZwDmURfanIX9uYlrDfVx7pd+NiLQkDbsms5lfOJ9if3EzV3fospOyOb3X6ZiGZpcUaY0O5PpXRKQpHch9nHpai4hIkznca7MlaBF2HFz7yh0USrQoLtNNeai8Rmgd+w3pu24irYNpGJzdKQu7lf6RNQ0UWIuIiEirZxomp/c6vcl7LjcF0zAVWIuIiEizUmgtIiJNJs1y6O2NUBiwyHHv5ya9lQYrbZHHdFERqqg1rzWA01oTMJF2yDSM/U7PICIiIiJNS+GviIiISMPoiklERJpUL28E04Bg6/tiebtlmnvmtd6belqLiIiIiIiIiIiISGNTaC0iIk0qyYR+3jClkX3/k6MotOXxhXw1Xhs42AqtRURERERERERERKSRKbQWEZEml+3aT9CpeUtbnNi81tU5GCizFhEREREREREREZHGptBaRESaXLLpYBhQ73TIRtUiLUb1ea1jDAwc9YkXERERERERERERkUam0FpERJqcx4QkwyFUb95pYCgLbVFM0yJSa15rRdYiIiIiIiIiIiIi0vgUWouISLPItGwCTj3dqdXLukUyAH/IX2Odo/HBRURERERERERERKSRKbQWEZFmkWk5BO1EVyEHwmW6KQuVVVvjoEmtRURERERERERERKSxKbQWEZFmkWo51Nul2jDU27oFqmtea6feiclFpLkYhv7CFDlY+vMjIiIiIiIi0jIptBYRkWaRvL9/cZSFtjimaWHXmNfa0PDgIi2AYRiYpkkgENj/ziICQCAQwDRNhdYiIiIiIiIiLZRCaxERaRZJpoMJROrKPPUBcosWm9faMEAdrUUSzzAMMjMz2bVrl75IItIAjuOwa9cuMjMzFVqLiIiIiIiItFCuRBcgIiLtg8uANMsm6ECyPi9uNVymi7JwGdl0iE5prS7xIi1CTk4O69evZ/369WRlZZGcnIxlWYkuS6RFiUQi+Hw+SkpKCIfDdO7cOdEliYiIiIiIiEg9FFqLiEizybActoZMks2awadT7f+lZXGbbiqCFdiOjQPq1SnSQrjdbnr37s3OnTvZtWsXfr8/0SWJtEhJSUmkpqbSsWNHTFMDjYmIiIiIiIi0VAqtRUSk2WRaDhuDBnUH1Op+3RJZpkUkbBOI+AFHobVIC2JZFrm5uUD0CyWxRUSiw+jHFhERERERERFp+RRai4hIs0m26glTDEP9rFswAwiE/IBLgZhIC6VwTkREREREREREWjONjyYiIs1m72HB4wz1s27JovNalwMGKLQWERERERERERERkUam0FpERJpNkgEuA0K1cs+qyFp5aIvkNt2UB8uxHZuIQmsREREREZEGc2wbJxxufYttN/rPYtSoUTWm8IgtXq+Xnj178stf/pIFCxbUeWzv3r3j+5977rn7PE95eTlpaWnx/adMmdLk7YmIiMih0/DgIiLSbEwDMiwbn23grmuocAd1uW6BLNPCDtuEnbA6WouIiIiIiDSQY9uUvvMOkeKSRJdywKzsLDLOOAPDbPw+Tz169KBnz57x18XFxRQUFJCfn09+fj733Xcft912W73Hv/322xQVFdG5c+c6t+fn51NRUdHgehq7PRERETk4Cq1FRKRZZbocdgcMUquvNGLjgyu1bsmC4SCOusOLiIiIiIg0jG0TKS7B1aEDNEH422Rsm/CuXWDbTVL3pEmTmD59eo11ZWVl3HLLLcyaNYtp06YxduxYBgwYUOvY/v37s3r1aubMmcNNN91UZ/t5eXkADBgwgFWrVu2zlsZuT0RERA5eK7paEhGRtiDddIg4ewXTBsqqWziX6cIf9imyFhEREREROVCmiWFZrWZJRMCenp7OzJkzyc3NxbZt3n333Tr3u+yyywCYPXt2ndvXrVvHwoULGTBgAEOHDt3veRu7PRERETl4Cq1FRKRZJZt1xJ4G0d7WikRbLLfpxhf2E4mEE12KiIiIiIiItEGWZdGjRw8AQqFQnfv069ePYcOGsXLlSpYvX15re15eHo7jxMPo/WnM9sLhMM899xyjR4+mU6dOeL1eDjvsME455RQeeeSROocY//rrr5k4cSI9e/bE6/XSoUMHTj31VObOnYtTx/xcBQUF8bm1Ad58803OOOMMOnbsiGEYvP766w163yIiIi2RQmsREWlWyaaDAXvNjayu1i2dZVrY2ATCgUSXIiIiIiIiIm1QSUkJ3377LUCdQ4PHTJw4EdgzbHeM4zg8//zzWJbF+PHjG3zexmhv+/btnHzyyUyePJn58+fj8Xg49thjMU2Tjz76iKlTp/L999/XOObvf/87gwcPZvbs2ZSUlHDMMceQnp7OBx98wKWXXspFF11EOFz/F8cfeughzjnnHJYvX87hhx8eD/xFRERaK4XWIiLSrDwGeE2HUF2dqtXRukUzcAjawUSXISIiIiIiIm1ISUkJCxcuZMyYMZSXlzNkyBDOOuusevcfN24cKSkpvPTSSzV6ZC9YsICCggJGjx5Nt27dGnz+Q23PcRwuvPBCFi9eTK9evViwYAGbNm1iyZIlrF+/nu3bt/Pwww+TlZUVP2b16tVcdtllBINBrr76aoqKili6dCmFhYW88cYbpKSk8Nprr3H//ffXe95bb72Vhx9+mKKiovi59vVzExERaekUWouISLMyDEi3HAJ7z2strYBBIKTQWkRERERERA7ejBkz4kNcG4ZBdnY2I0aMYOnSpdx66628//77mPuYVzs9PZ3zzz+fHTt2MG/evPj6WE/pyy+//IDqOdT25s2bx0cffURSUhLvvPMOI0eOrLG9Q4cOTJ06ld69e8fXPfjgg/j9fo499lgef/xxkpOT49vGjBnDjBkzgGhv6rqGFQeYPHkyU6dOxbKs+LqkpKQGvWcREWk9IpEIgUAAn89HRUUFZWVllJSUsGPHDoqKiti0aRMbN27c5+gcrYVCaxERaXZZlk2weq/qqrmYqGO+Jmk5HAyCEYXWIiIiIiIicvB69OjBsGHD4svgwYPJycnB7/eTl5fHq6++ut829h7Su7y8nNdee43s7GzOO++8A67pUNqL1XvRRRdx5JFHNuh8//nPfwC44YYb4vNTV3fNNdeQkpJCaWkpixYtqrONSZMmNehcIiJSk+M4RCIRwuEwwWAQv9+P3+8nHA7jJOjzacdxCIVC+Hw+ysrK2LVrF5s3b2bdunX88MMPFBYWsmHDBjZt2sSWLVvYtm0bJSUlVFRUEAwGqaioIBKJJKT2xuRKdAEiItL+pFpgOwbx8cA1pXWrYACBkD/RZYiIiIiIiEgrNmnSJKZPn15r/b/+9S/Gjx8fD2P31cP51FNPpWfPnrz11lts376defPmUVFRwYQJE/B6vQdc06G099VXXwHw05/+tEHn2r17N1u3bgXg6KOPrnOf1NRU+vTpw9dff83q1as544wzau0zcODABp1PRKQ9sW2bSCQSD6VjwXQoFIqvs20bx3HqDKhN08Tj8eB2u/F6vbhcLlwuF5ZlxR8bs7ZAIEAgECAYDGLbdnxfwzDi5/R4PHV+wam66tNbtGYKrUVEpNklm06toT4cpdYtnmkZ+MK+RJchIiIiIiIibVBsWOwbbriB2267jfHjx+Ny1f3xtWEYTJgwgXvvvZe5c+fyz3/+E9jTY/pAHUp7paWlADXmrN6XsrKy+PMuXbrUu1+XLl34+uuva+xfXWpqaoPOJyLSloVCISorK6msrIyH09XDXwDLsjBNE8MwcLlcGIYRf723SCSCbdvxobjrCpK9Xi9erxePxxMPsk3TxLbt+BILp0OhUI3wvK72TNPE6/UeUiDeVii0FhGRZpdiRr/FZjtgxq4N9vNtMUk8AwtfSKG1iIiIiIiINI2TTz4ZgK1bt1JQUEC/fv3q3XfixInce++9PPzww6xfv54BAwYwdOjQgz73wbaXkZEBQElJSYPOk56eHn++detWunfvXud+sd7Y1fcXEZFosOzz+SgtLaW8vBwgHh4nJSVhmgc/M7JlWViWhdvtrrUtNqx4MBjE5/PVCsf3Vj0cN03zkGtrD/TTERGRZucyIMVy9prXmvho4dIyGYZJQHNai4iIiIiISBOpHgDs3Llzn/v27duX4cOHU1hYiOM4B93L+lDb+9GPfgTAJ5980qD9MzMz4z2sY0OL762yspJ169YB0L9//wa1KyLSljmOg9/vZ8eOHRQUFLBp0yb8fj8pKSmkpaWRlJSE2+1u0lA41lPb6/XGz7uvJTU1leTkZJKSkvB4PAqsG0A/IRERSYhMyyZgV+tdbSi1bulM0yAQDhC2w4kuRURERERERNqghQsXAtFgoE+fPvvd/8Ybb+S0007jtNNOY/z48Yd8/oNp78ILLwQgPz+fNWvWNOiYs88+G4C//OUvdc6p+sQTT1BZWUlmZibDhg1rYPUiIm1POBymtLSUDRs2sH79eoqLi3G73aSnp6vnchuk36aIiCREpuUQcvYaElyZdYtmYGHbYYLqbS0iIiIiIiKN7PXXX2f69OlANNTNzc3d7zFjx45l/vz5zJ8/n65dux5yDQfT3tlnn82oUaPw+/2ceeaZ8eA9pri4mEceeYTCwsL4uptvvpmkpCT+7//+j2uvvRafb89UXPPmzePOO+8EoiG65q4WkfbGtm0qKyvZunUr69atY8uWLdi2TWpqKqmpqbhcmvm4rdJvVkREEiI6r3W1lFo9rVsBB2yTQCRAijsl0cWIiIiIiIhIK/Tcc88xf/78+Gufz0dhYWF8OPCBAwfy1FNPJaq8A2YYBq+88grnnnsuS5YsYcSIEXTv3p1u3bpRVFTExo0bsW2bESNG0KtXLyA65HdeXh7jx49n1qxZzJkzh/79+7Nt27Z4uH3BBRdw2223JfKtiYg0q2AwSEVFBSUlJQSDQSzLIjk5Wb2p2xGF1iIikhDJJtSYyNowNK11C2cAEWwCkUCiSxEREREREWk9bLt13etWm1e6KWzYsIENGzbEX1uWRVZWFiNGjOCCCy7gyiuvJCkpqUlraGy5ubl8/PHH/O1vf+PFF1/kyy+/ZMWKFXTu3JlRo0YxduxYjjzyyBrHjBs3jkGDBvHggw/y/vvvs2LFClJTUxk1ahSTJ0/mkksuwTCMes4oItK6RSKR+BIbAryiogIAr9dLenp6giuURFBoLSIiCZFsOlhA2AGXQTQRlZbNAAdTobWIiIiIiEhDmCZWdhbhXbsSXckBs7KzoJF7ti1YsOCgjy0oKDjgY/Ly8sjLy2uW9gDcbjdXXnklV155ZYPbPProo5k9e3aD9+/du3edc2CLiLRU4XAYn89HKBQiGAwSCoUIhUJEIpH432eO4+B2u0lNTdWXddo5hdYiIpIQpgFplk3QBpcF0URUN14tmQHggD/sT3QpIiIiIiIiLZ5hmmSccUaT91xuEqaJoeFYRUTkIAWDQUpLSykpKSESiWCaJpZlYZomLpcLr9ergFpqUWgtIiIJk2U5bAqZpOCgscFbPgMwMSkPlSe6FBERERERkVbBMM1G77EsIiLSUvl8Pnbv3k1paSmGYZCUlIRlWYkuS1oJhdYiIpIwGS6HwmBVWm0otW4NTEzKgwqtRUREREREREREBGzbxufzUVxcTEVFBZZlkZKSgqkvbckBUmgtIiIJk2RWC6kNNDx4C2dgYBouhdYiIiIiIiIiIiLtmOM4BINBKioq2L17N8FgELfbTVpamob9loOm0FpERBImxXRwiGbVDga6nGnpHExMfGEftmNjGvq2pIiIiIiIiIiISHsRDAaprKxk9+7d+P1+DMPA6/WSnp6e6NKkDVBoLSIiCeM1okvIAbdhqKd1C2cYYGASskMEIgGSXcmJLklERERERERERESaUCgUis9V7fP5APB4POpVLY1OobWIiCSMYUC6ZVNhG6ToAqcVMHCq5h0PRoIKrUVERERERERERNqgUCiE3++ntLSUyspKHMfB7XaTmpqqoFqajEJrERFJqCyXQ3HAQGODt3zRaccdDMMgEAkkuhwRERERERERERFpJOFwGJ/PR1lZGeXl5QC4XC6Sk5MxTU0TKE1PobWIiCRUmulgO0qsW4doP2vbsQmEFVqLiIiIiIiIiIi0ZuFwON6junpQnZKSoqBamp1CaxERSahks2oea8MATWndohlEf0UmJv6IP9HliIiIiIiIiIiIyAGKDf1dVlZGRUUFtm3jdrsVVEvCKbQWEZGESjYdDANsw8BSat3i2Q5YpkVFqCLRpYiIiIiIiIiIiEgDhEKh+NDfFRXRz/U09Le0NAqtRUQkoTwmJBkOQcMiOdHFyD4ZhgGOg9tyUxYqS3Q5IiIiIiIiIiIiUg/btqmsrKSkpITKykpAQ39Ly6bQWkREEi7TstltmiSro3WLZzsObtNNZagy0aWIiIiIiIiIiIjIXhzHobKykp07d+Lz+fB4PKSmpkY7pIi0YAqtRUQk4TIthx3o230tnYGDg4HbdFMWLMNxHF3sioiIiIiIiIiItBCVlZXs2rWLiooKPB4P6enpiS5JpMEUWouISMKlWGCbJmhO65bNMHCwcZkuQnaIoB3Ea3kTXZWIiIiIiIiIiEi75vf72blzJ+Xl5bjdbtLS0tTZRFodhdYiIpJwHsNBl1Atn+GADZiGie3YBCIBhdYiIiIiIiIiIiIJ4vf7KS4uprS0FJfLpbBaWjWF1iIi0jIYBjjqad2iGcQ7wxsYBCPBhJYjIiIi0tJs3bqVSCSCy+XC7XbjdrsxTRPLsrAsC9M0cRyHSCSCbdvxx3A4TCgUIhwO43a7SU5OxuPxxI8XkdbLdhzsVniraxpgKvQQEWmRIpEIPp+P4uJifD4fpmkqrJY2QaG1iIgknBH/P2nJooODx18QiAQSWY6IiIhIi1NRUYFhGPj9fmzbxtnrS5mGYdRaB2CaJqZpYhgGPp+PkpISACzLIikpidTUVDweDx6PB5dLH+WItBa24/Dm9hJ2hsKJLuWA5bhdnN0pq1GD61GjRvHhhx/WWu/xeOjcuTMnnXQSv/nNbxg1alStfXr37k1hYSEA55xzDv/+97/rPU95eTldunShoqICgGuvvZZHH320SdsTEWkOwWCQ8vJyiouLiUQiuN1uUlNTFVZLm6E7HRERSTjDqOrA2wq/fd6eOFTrDO9AIKzQWkRERGRvbrcby7Lq3OY4zgF9qBiJRAgGg/GgBIj34o49ejyeGr25Y4uIJJ7twM5QmI5uF1YrChQijsOOUBjbifa4bmw9evSgZ8+e8dfFxcUUFBSQn59Pfn4+9913H7fddlu9x7/99tsUFRXRuXPnOrfn5+fX+Htzfxq7PRGRxmTbNn6/n5KSEsrLywFISkoiOTk5wZWJND6NMSUiIi2CvhHY8hkY8dDaMi0qQrppFxERkdrmz5/P1KlTGTZsGD169CA5OZmUlBSOOuoorr76alavXp3oEhPmQK95LcvC6/WSlpZGWloaqampuFyu+JCQJSUlbN26lc2bN7NhwwYKCgr44YcfKCgoYMuWLRQXF1NeXo7f7ycSiTTRuxKR/bEMo9UtTWnSpEl8/PHH8eXrr79m69atXHPNNQBMmzaNVatW1Xls//79CYfDzJkzp9728/LyABgwYMB+a2ns9kREGkswGKS4uJjCwkI2bNiAz+cjJSWFtLQ0jbwjbZZCaxERSTjF1a2EAbHu8G7TTXmoPKHliIiISMv0xBNP8Mgjj7B48WJs22bQoEF069aNH374gSeffJJjjjmGF198MdFltkqGYeByufB4PCQlJcU/uKy+JCcnx4cZ3759O5s3b2b9+vWsXbuWdevWsWXLFkpKSqisrCQUCtU5XLmISHNLT09n5syZ5ObmYts27777bp37XXbZZQDMnj27zu3r1q1j4cKFDBgwgKFDh+73vI3dnojIoYhEIpSXl7Np0yYKCgrYvn07pmmSnp5OcnIypqlIT9o2/RcuIiIJZwCOaaDxwVs2A7CrvmLgMl2UBxVai4iISG0XXXQRb775Jrt372bTpk0sW7aMNWvWsH79ei644AJCoRCTJ09mw4YNiS61TTJNE7fbTVJSUo0wOzU1Fcuy8Pl8bNu2jY0bN7Ju3bo6g2wRkUSwLIsePXoA1Pt3Ub9+/Rg2bBgrV65k+fLltbbn5eXhOE48jN6fxmrPMAwMw6CgoIAlS5YwZswYOnbsSFpaGj/5yU9488034/tu2bKFKVOm0KtXL7xeL/369eO+++7b54gYu3btYtq0aRx33HFkZGSQkpLCoEGDuOOOOygpKanzmC+++II777yTYcOGcdhhh+HxeMjJyeHUU0/lhRdeqPdLS6NGjcIwDPLy8tixYwdTpkyhZ8+eeL1eevbsydSpU+s9p4gcOMdx8Pv97Nixg4KCAjZt2kQgECA1NZW0tDTcbneiSxRpNgqtRUTqEbEjBCNBfGEflaFK/GE/wUiQUCRExI5gO3atYxzHwXZswnaYYCRIIBzAF/bhC/sIRQ6sF4PjOIQiISpCFewO7MYX9tV5zrZD/a1bPGPPnNYe06PhwUVERKRO48aN4+c//zlpaWk11nft2pW5c+eSlZWF3++v8QG+NL1YL+3qYXZsuPG6guxt27ZRWlqqocVFpNmUlJTw7bffAvseinvixInAnmG7YxzH4fnnn8eyLMaPH9/g8zZme/PmzWP48OEsWrSI3r174/F4WLx4MWPGjCE/P581a9Zwwgkn8Mwzz9CxY0dyc3NZu3Ytd9xxB9dff32dbS5btoyBAwdy77338s0339C1a1d69erFd999x3333ceQIUNYv359reN+/etfc8899/D111+Tnp7OscceS1JSEh988AETJkxgwoQJ+3wvGzdu5Pjjj+epp54iJyeHww47jI0bN/LII48wevRofclJ5BA5jkNFRQWbNm1i/fr1FBcX43a7SU9PJykpSVMpSrukge9FpMUL2SHCdjj+GLbDROzInozTIf48OueuAwaYmFimhWVYGIaBbdvY2NhOdIntF28j/tTBwMA0osd7LS8mJgE7QNgOx4+1sfeE0NXaMYzosaZh4jJcWKYFQHm4nLAdxjAMHBwcx9lTo2nVeF+GY+AYDm7DTaonlSxvFqXBUnYHduPgxM/jsTwkWUl4LW+03WqhuFP1v9h7i9W0vwse27EJRUIEIgECkQBhJwxAsiuZLG/WQf0O98cg+rtTR+uWLdrTOvpLcpkuApEAITuE29Q3PkVERKRhvF4vhx9+OMuXL6eiQl+AS7RYkF19XkTHcYhEIpSVlcV70pmmidfrJTU1Fa/Xi9fr1VyKItJoSkpKWLlyJbfffjvl5eUMGTKEs846q979x40bx9SpU3nppZd46KGH4r0QFyxYQEFBAWeddRbdunVr8Pkbs70bb7yRu+66i1tuuQWXy0U4HOaqq67iueee46abbqJr166ccMIJPPvss3To0AGAZ555hl//+tfMmjWLG264gX79+sXb2759O+eeey5FRUVce+213HPPPWRnZwOwdetWJk2axFtvvcWll17KRx99VKuWY445hqOPPrrG+qVLl3LJJZcwZ84cxowZw0UXXVTne7n77rs588wzee655+jUqRMAH374IWeffTbLli3j+eefZ/LkyQ36uYjIHo7jUFlZyc6dO/H5fLjdblJTUxVSi6DQWkRaAMdxCNnRkDQUCRGwAzXCS8u0SHYlk+ZOI9WdSqo7lRR3Ch7Tg9fy4rE8OI5D2AkTioTi4bYv7MMf8RMIB3BwcJtu3JY7+mi6cZkuLCMaalumhct04TJd8W0u04XLcNW6YIiF3rZjE3Ei8RA7FnKbhhkPo/c+LhAJEIwE4722/RE/FaEK/GE/qZ5U0txpJFlJJLmiQXSSKwnT2DMoRjASpCJUQWW4kvJgObv8uyj2F7PTtxMbG6Pqf9VD/Nhr247WG30Z3SEWnsePqfq5J7mSyPJm0SupFxneDPxhPyu2r2jC0NrBMUGpdQvn7OlpbZlW9L/pcAC3R6G1iIiINMyOHTtYvXo1ACeccEKCq5G61BVk27ZNOBxm586d2LaNaZrx+bSTkpLweDz6oFVEGmzGjBnMmDGj1vqkpCRuvfVWbr311n3O25qens7555/PnDlzmDdvHmPHjgX29JS+/PLLD6iexmxv9OjR3H777fHXLpeLBx98kBdffJENGzYQDAZ57733aoxGcsUVV/Dkk0+ybNky3nzzTaZOnRrf9tBDD7F161YuvPBCHn300Rrn6tKlC6+88goDBgxg4cKFLF68mJNOOim+/eKLL66zxhNOOIHHH3+c0aNH87e//a3e0Do7O5u5c/8/e/cdINdV3n38e26ZPttXvdmy3LFxNzYutATHwRQbMIRiSnDoIYSE18ZgWgihBOJQQujNFJsOTghFYIMxtuVuyUVW35W2t+n33vP+MdqxynZtlX4fWEuaO/fOmRlpd+79nec536Kurq5220UXXcTrXvc6/uM//oOf/exnCq1FJiGKIgqFAt3d3eTzeWKxGJlMRp+hRPah0FpEps2+Ie5w++zh24IoILThk9XNe6ujhwNT3/Wpi9WxKLWIhngDKS9F0k+ScBMkveRBAfBcGq5Ynsp+SS9J0ktSH6+f0mPH3BgxN0YjjfvdXokqtdd0OJA2VNdTGv7z8PtQ+9ob8gc2qFXLpv00KS9Vq9weNlge5N6Oe6vv10x8kDJ7/6PMel47aNVxA6WwRIbMKHuIiIiIVHV1dXH33Xdz7bXXks/nednLXsaFF14418OSCXIch1gsRiwWA6oXXcvlMnv27MFaSywWI5vNkkqliMfjuO78OX8Tkfln5cqVrFq1qvbnQqHAtm3b6O7u5qtf/Srr1q0bNyi+6qqr+OY3v8lXv/pVXvjCFzI0NMTNN99MY2Mjz3/+8yc9puk63hve8IaDbmtqamLNmjVs2rSJl73sZQctnwFw5plnctddd7F58+b9br/pppsAuPrqq0d8vGw2y3Oe8xy++tWv8pvf/Ga/0Bpg27ZtfOc732HDhg10dXVRKpUAar+OtI73sJe97GX7BdbDzj33XP7jP/6Dxx9/fNR9ReRJURTVKquLxSKxWGzEf1siotBaRCYojELKUXU953JUJgiDahtt82Q7boPBNdWK5ZhTDVeHK6GHw9qYG6tt912/Vtkcd+NTCoKlaiLtmT1TrR6fioyfIRPLUAgKpPzUlI4xFlP7j8x3Fqrl1nsnRJTD8lwPSUREROap//mf/+GSSy7Z77Y1a9bwuc99btSL7wDt7e20t7cfdPvGjRunfYwyNcPtwuPxOABBENDX10dPTw+O49TWzE4kEmojLiIHee1rX8v1119/0O0/+clPeOUrX8lrX/taYOwK52c+85msWrWKW265hc7OTn72s5+Ry+V41ateVfveNBnTdbx9W3vva9GiRWzatGnM7QBDQ0O123K5XC3Evuaaa0Z8zaAaTEN1Dep93XDDDfzjP/4j5fLo5+3d3d2jblu3bt2Ity9evPigsYrI/qIoolQqUSgU6O/vp1wu1yb5icjodOYgIvupRBVKQYliWG1f7Rin1vo66SXJxrLUxeuoi9WR8KpV0HE3jmtcfMevtceWw4sxhuWZ5Wzu2zxzobUqrec9Y8BWWyTA3rXZi2FxroclIiIi81RjYyPnn38+1lra2trYuXMn27Zt48Ybb+Siiy7ihBNOGHG///qv/xqxbazMX/u2E4+iiFwux8DAAMYY0uk02WyWZDKpAFtExnTZZZfx/ve/n3e84x1cc801vPKVrxz1+4Yxhle96lV86EMf4lvf+hY//OEPgWrF9FRM1/HS6fSox5/I9iiKarf19fXVfn/nnXeO+9j5fL72+9tvv523ve1tAPzd3/0dr3nNazj22GPJZrO4rssTTzzB2rVrCYJg0s9luHW7tbqII7Kv4aB6+HPQ8L+veDyusFpkgnS2IHIYC6Kgtr6ztRaLra2/HBHVbgttWF2rFovneNTH61mSXkJToqm2fnTCS0yomlcOX4tSi9jUs2nGjm8dlVovBBaDjcA41e4K+Up+/J1ERETkiHTOOedw22231f68e/durr32Wr785S9z7rnncv/997N69eqD9rv66qu57LLLDrp948aNvOIVr5jRMcuhcxyHZDIJVC/eFovFWjVeOp2mrq6OWCyG7/tjrlkrIkemCy64AKj+zNi6deuolclQDZQ/9KEP8alPfYrt27dzwgkncPbZZ0/5saf7eIdq3zbiO3bsYMWKFRPe92tf+xoAL3rRi/jc5z530PaxKqxFZOKstRQKBYaGhhgcHCQMQ4wxxONxEonEXA9PZMFRaC2ygAVRQDksU4kqlMMygd1ndqQF13Frbbk94+E4TrUaem8L7+Ff426cTCxDyk+R8lJTbiEth7fGRCMGQ2Sjaa+md1B38IWgOvG7OtnFADEnRq6Sm+NRiYiIyEKxZMkSvvSlL7Fz505++ctf8uEPf5gvfOELB91v6dKlLF26dA5GKNPNcZzaBdvh6qPh1u+u65JKpUin07X1shVii8i+lcbd3d1jhtZr167l6U9/em2C1FSrrGfqeIeqvr6elStXsmPHDu6///5JhdZbtmwB4OKLLx5x+5/+9KfpGKLIEa1QKNDT08PQ0BCu6xKLxWoT90RkapRMicxzpbBEKSxVQ+kwwBpba6HsOi4pL0VjvJG6eB3ZWJaElyDuxmttuxVAy3RJ+2mysSyFoEDaH7lFlBzeDAZrqX0P8lyPoYrWsBIREZHJed7znscvf/lL7rrrrrkeisyifQNsgDAMKRQKDA4O1rYnk0nS6TTxeJxYLIbrunM1XBGZI7feeitQbZd91FFHjXv/f/iHf6itOf3KV77ykB9/uo93qF784hfzyU9+kk9+8pNccskltTbi40mlqku7DU8U2lexWOSGG26Y1nGKHEnK5TK9vb309fXheR6ZTGbC/zZFZGxKs0TmkchGFIIC+UqeSlQBIOEmaEg0UJ+p328daYXSMhdWZlfySO8j0x5aP/m5TushzW/V92d43Srf8VVpLSIiIpM2vL5fGIZzPBKZS67r7hdKR1FEuVwml6t+vjTGkEgkSKfTJBIJYrGY1sQWOcz96Ec/4vrrrwfg0ksvZdGiRePu88IXvpAXvvCF0zaG6T7eofrnf/5nbrzxRn7961/z0pe+lI9//OOsWrWqtj0MQ/74xz/y1a9+lQ984AMsX74cgIsuuogf/ehHfPazn+WFL3whZ511FgAdHR289rWvZceOHXPyfEQWskqlQl9fH729vRhjSKfT6hIjMs30aV9kDoRRSGCD2prTxaCI3RsG1cXqOLrhaBYlF9Wqp6e7FbPIVLWmWnm45+FpP66BvTMSNStxPjMYLPuH1oPlQcIoxHVUBSMiIiLjs9Zy8803A3DaaafN8WhkPnEch3g8XqtwjKKIIAjo7u6uff6Mx+Ok02kymYzWiZQFJbQLa4L2TI/3y1/+Mr/61a9qfy4UCmzbtq22zvKJJ5444vIRR6JFixZxyy238PznP5/vf//73HTTTRxzzDE0NzczNDTE448/TrFYBOC6666r7ff617+eL3zhC2zcuJFzzjmHdevWkU6nefDBB3Ech8985jO8/vWvn6unJbKghGHIwMAA3d3dRFFEKpVSWC0yQxRai8wQay35IM9QeQhrbS2UBnCMg+/6pP00dfE6WhItNCYaqYvVkfJTczhqkbE1xBsAZmRda1Cd9bx3wJwCz/EIbUgpLJFy9L1LRERE4JFHHuGLX/wir371qzn55JP327Zjxw7++Z//mdtuuw3XdXn7298+R6OUhcBxnNpa11A9x65UKvT29tLT00M2m6WhoUFrR8q85hho9j26KsFcD2XSmn0PZ4bmle/YsWO/Sl/XdWloaODCCy/k8ssv5w1veIMmpuzj1FNP5YEHHuALX/gCP/zhD3n44YfZunUrixYt4tRTT+WCCy7gBS94AatXr67tk8lkuPXWW7nuuuv48Y9/zJYtW2hubuaFL3wh1157LXV1dXP4jEQWhkqlwtDQED09PQRBQDKZVNcXkRlmrF1gU/0WkA0bNnDGGWdw9913c/rpp8/1cEZ006M3URerI+bG5nooh4UwChmsDJKv5DEY6uJ1rKpbRX2snpgbI+bGiLtxYk4M3/XnergiU3LLlluIbDStLcJDC+u3FWnevA3ToPWy5ysL9OYCnn72MvxE9edG+1A7zz3quTQmGud2cCIiItNkIZzHzWf33ntvrYK6sbGRNWvWEI/H6ejoYMuWLVhrSafTfOlLX+KlL33ppI69EN6bzZs3ay3mWWCtpVAoEEUR6XSaxsZGksmk1pOUWRWGIY8++ijHHnvsmP/mI2uJFuDVV8eAo39TIgvWRL9HycGKxSIDAwP09fUBkEgkFFbLvDc0NMTq1atrXYvmk8mcx+lfmsghKoUlBkoDVKIKrnFZnF7MKS2n0Jxspi5Wp5NmOewsTy9nY8/GaQ2t9a9k4bAYDpzuVgpLczMYERERmXeOOeYYPvvZz7J+/Xruu+8+tmzZwtDQENlslrPPPptnP/vZXH311axcuXKuhyoLmDGGVCqFtZZisciOHTtq4XUqldJ5uMwrjjEzVrEsIiLTI4oiCoUCvb295HI5HMdRG3CROaDQWmSSIhuRq+QYqlTbfifcBGvq17Ass4zmRDMJT+2L5PDWmmrlwe4HZ+TYFgXY85lhbwv3fVJrg6EcludqSCIiIjLPZDIZ3vjGN/LGN75xrociRwBjDMlkEmstpVKJnTt3kkwmqaurIxaL4fs+vq8uZyIiIjKyIAjI5XL09vZSKpXwfZ9MJqMJcCJzRKG1yASUwhKD5UHKYRljDM2JZtY1rKMl1UJjvBHXUYsVOXI0JBpwjDOt61ob0IfBBcJg96u0tsZSCApzNyAREREROeIZY0gkEsTjccrlMh0dHbVtvu+TTCZJpVL4vq/27SIiIkK5XK61AA/DkHg8TjabnethiRzxFFrLES+yEUEUEEQBlahCJaoQRAHW2lpZYdyNszK7slZNnfJTcz1skTmT9JI0JhrJVXJkY9PzYc4YMMZi1XFn/rP7Ty7wHZ+hytAcDUZERERE5EnGGOLxeG0tP2stYRiSy+UYGBio3SedTlNfX08ymVTbTxERkSOEtZZCoUB/fz+Dg4O1SW+azCYyfyi0liNCJapQDsu1X4MowGAwxmCx+I5PykvREG8g7afJxDIk3ARxN07ci1Mfq1c1tcg+lmeW81DXQ9MWWleZgwJRmYdqPcKrfMcnV87N2XBEREREREZjjMHzPDzvyctfURRRLBYZHBzE930aGxvJZDJqIy4iInKYCsOQfD5PT08PxWIRz/O0XrXIPKXQWg4rQRRQDIoUw2KtlTcWPMcjHUvTkmyhPlZPJpYh6SVJeslqMO3G1ZpYZBJaki1ERNN6TGMMEaDpIfOdrXai2EuV1iIiIiKykDiOQyKRIJFIUKlU6OzspKuri2w2S11dHclkUtcHREREDgPWWgYHB+ns7CQIArUAF1kAFFrLghVGIblKjkJQILLV8Mw1LvWJepakl9CUbCLjZ0j7aRJuQpXSItOoId6AwRBG4bT92zL7lu/KPLb/O+U7Pv2l/mld41xEREREZDb4vo/v+0RRxNDQEP39/SQSCerq6mptxtUyVEREZOEplUp0dXUxODhIMpkkmUzO9ZBEZAIWXGh966238vGPf5zbb7+dgYEBVqxYwfOf/3yuvfZampqaJn28MAz58pe/zLe+9S0eeOABBgYGyGQynHjiibzkJS/hjW98I7FYbAaeiUyWtZZ8kCdXyRFEAY5xaEm2cEzDMdQn6sn4GVJ+Ct9RSy+RmZbwEjQlmsgH+WlrEe4YFFsvAAZgn0prz/FqSy8kvMScjUtEREREZKocxyGVSgFQLpfp7OwEqK11mU6nSSQSxGKx/VqNi4iIyPwSRRH9/f10dXVhjCGbzaqDisgCsqA+aX/uc5/jLW95C1EUsWzZMk466SQ2btzIJz/5Sb73ve9x2223sXr16gkfr1gscskll7B+/XoAFi1axKmnnsru3bv54x//yB//+Ee+/vWv8+tf/5qGhoaZeVIypnJYZrA8SCksYTBkY1mOazyORalFNCYaFZCIzKHlmeU80PXA9K5rrQ+RC8D+7cGNMWCgFJb0PVlEREREFrxYLFYrXoiiiCAI6O7urn0Gjsfj1NXVUVdXpypsERGReaRYLNLR0UGhUCCVSunntMgCtGD6eN5zzz289a1vJYoibrjhBnbu3Mndd9/Nzp07edaznsXOnTt56UtfOqljfvzjH2f9+vXEYjG+//3vs2fPHu666y527txZC6o3bNjAddddN0PPSkZSDIp05DtoG2pjoDTA8sxynr786fz12r/m0qMv5dRFp7I0s1ThiMgca0m21FrzTwcHVGq9AFjMvoXWwzdSCktzMh4RERERkZniOA6xWIx0Ok0mkyGdTmOtpbOzk61bt9Lf308YhnM9TBERkSNaGIZ0dXWxfft2giAgm80qsBZZoBZMaP3BD36QMAx5+ctfzlve8pZaS4empia+853vkM1mueOOO/j5z38+4WP+5Cc/AeCNb3wjV1xxxX7bnvnMZ9bC6p/+9KfT9CxkNPlKnj25Pewa2kUhKHBMwzE8c9Uzef6653PusnNZVbeKbEytPETmk4ZEA67jEkbTc5FG/74XBlvtD37Q7QqtRURERORwZ4whFouRyWTwfZ/du3ezfft2BgcHiaLpm9ArIiIi47PWksvl2LFjBz09PaRSKRIJFbqJLGQLoj340NAQt9xyC1ANmA/U0tLCFVdcwVe+8hW++93vcumll07ouPl8HoBjjjlmxO3r1q0DoFKpTGXYcoAgCqhElepXWP3VWovFko1lOaH5BJaml9KUaMJ1NBNKZL6Lu3GaE83kKjnq4nWHfkAzHIjKfGYsRCO8UcWgOAejERERERGZG57nkc1mKZfLtLW1kUgkaGlpIZVKaUKuiIjIDCsUCnR3dzM0NEQikSCTycz1kERkGiyI0Pqee+6hWCwSi8U455xzRrzPRRddxFe+8hVuv/32CR/3tNNO46GHHuK2227jLW95y0Hbb7vtNgDOPffcqQ38CGStpRyVKQZFCkGhuuaTASy4xiXpJ8n6WTKpDNl4lqSXJBvL0hBvwDELpvBfRPZanlnOfZ33TUto7UD1+4XMfwf0B/ccj1wlN0eDERERERGZO8NrYJdKJXbs2EEmk6GpqYlkMqnwWkREZJqVSiV6enoYGBjA932yWXVnFTmcLIjQ+tFHHwVg9erV+L4/4n3Wrl0LwBNPPEGlUhn1fvu69tpr+clPfsJ3v/tdli9fzhvf+EZWrFjBnj17+OY3v8knPvEJWltb+fCHPzx9T+YwYq2lGFbD6VJYqnWLjbtxmpPNHNNwDPXxepJekoSXIO7G8ZwF8VdORCaoOdlcnZwyDYwBq1LrBeHA99x3fYYqQ3M0GhERERGRuRePx/cLrxOJBE1NTaRSKa2rKTPjpJOqvz700NyOQ0RkFlQqFXp7e+nr68NxHDKZjMJqkcPQgkgQe3p6gOr61aMZ3hZFEQMDAzQ3N4973OOPP5477riD6667jhtuuIFPfvKTtW3GGF73utdx3XXXsWrVqjGP097eTnt7+0G3b9y4cdwxLCRhFJIP8uQreUIbYjCk/TRL00tpSbaQjWXJ+BlSfkpV0yJHiOEuCUEUHPKkFIPagy8EI50P+I6vSmsREREROeIZY0gkEiQSiVrbcM/zaGxsJJvNTqjAQkRERJ5UqVQYGBioZUSpVArHUfYgcrhaEKF1sVhdJzMWi416n0QiUft9oVCY8LF37tzJ7t27qVQqtLS0sGrVKtra2ti9ezc//OEPOfroo3n3u9895qyd//qv/+L973//hB9zIQijkFJYohSWauuUGmNoTDSypn4NzYlm6mJ1pP20ZjSJHMFiboxFqUUMlAeoj9cf0rEcYwimaVwycyyM3B68nMNaq58JIiIiIiI82TY8CAK6urro7u6mvr6eurq6/a5hiciR56qrruJrX/sa73vf+7j++uvnejgL0vr163nGM57B6tWr2bp167Qdd+vWrRx11FHAwV3mZPZUKhUKhQIDAwPk83kAksmkOpeIHAEWRGg9/GG+XC6Pep/hYBuq38Am4qabbuLKK6+krq6OH/7wh7zgBS+obbv11lt55StfyTXXXENvby//9m//Nupxrr76ai677LKDbt+4cSOveMUrJjSWuZQP8gyWB6lEldoPY2OqVdSLUotoTbXSGG+kLl5H3I3P8WhFZL5ZllnG7o7dhxxaA7VlBmT+MtZiD1h83Hd8ylGZSlQh5o4+wUxERERE5EjjeR6ZTKbWGbCvr49UKkVDQ4MuwIvIYW39+vWsX7+epz71qftddz/S6HWYmJGCat/3SadVNCdyJFkQoXVjYyMA3d3do95nuD2E4zjU1dWNe8xKpcLb3vY2wjDk3//93w/6gXHBBRfwta99jYsvvph///d/5+1vfzvLly8f8VhLly5l6dKlE3w280tjvJHABjTEG2hKNJH206S8FCk/peBBRCZkuta1NoaDwlCZj8yBhdY4xsFaSyks6WeHiIiIiMgIHMchlUpVPzeXSuzatavWOjydThOPq0hA5EixdOlSjjvuOFpaWuZ6KDNq/fr1vP/97+fVr371ER3W6nUYXRRF5PN5+vr6FFSLCLBAQuvjjjsOgO3bt1OpVEZcA2jz5s0AHH300RNaI+jxxx+vrUN9ySWXjHifCy64gHQ6TS6X45577hk1tF7InrX6WXM9BBFZ4Orj9XiORyWq4DtTX6PNoELrBcFwUHvwYaWwRJbs7I5HRERERGQB2Xfd6yAI6O7upquri3Q6Xau+1lqdIoe3j3zkI3zkIx+Z62GIzBlrLfl8nu7ubvL5PPF4XEG1iACwID4Fn3baacTjccrlMn/6059GvM/vfvc7AJ72tKdN6JgDAwMTut9w9eC+7cdFRORJvuOzKLWIXCV3SMdxDFh9Nl0A7KiTC0phaVZHIiIiIiKykHmeRzqdJp1O16qvt27dSm9vL2EYzvXwREREpl2hUGDXrl3s3LmTMAypq6sjHo8rsBYRYIGE1plMhuc+97kAfP7znz9oe1dXFzfddBMAL3nJSyZ0zGOOOaY2c/UXv/jFiPdZv359rS3F8ccfP+lxi4gcKZZlllGoFA7pGMaAuoMvANaM2g5eobWIiIiIyOQNV19nMhk8z6Ojo4Pt27eTyx3axGCR+chay3e/+10uueQSFi1aRCwWY+nSpbz0pS/l7rvvPuj+L3nJSzDG8PSnP33EyRy33347vu/jOA6/+tWvarevX78eYwxr1qwB4Mtf/jJnnXUWmUyGhoYG/vIv/7JWBDWaTZs28YY3vIG1a9eSTCapr6/n/PPP5wtf+MKIYznwMb/xjW/w9Kc/ncbGRowx3HvvvQBcddVVGGO4/vrrx9z/xhtv5GlPexp1dXW0tLTwghe8gIcffrh2/7vvvpsXvehFLF68mGQyyRlnnMEPfvCDGX1OP/jBD7jggguoq6sjk8lwwQUXcMsttxy0nzGG97///QB87WtfwxhT+xo+FsDQ0BDf/OY3ednLXsYJJ5xAfX09yWSSY489lje/+c1s3bp1zOczFdZa/vu//5szzjiDVCpFc3Mzl1xyCb///e/H3G/nzp18+tOf5rnPfW7t9aurq+OMM87gwx/+MENDQwftM59fh9lWLBZpb29n+/btlMtlMpmMlsYQkYMsiNAa4L3vfS+O4/Dtb3+b//zP/6xdMO/p6eHKK69kcHCQs846i0svvXS//a688krWrFnDP/7jP+53e3NzM3/9138NwD/8wz/w4x//eL/t69ev56qrrgLgjDPO4OSTT56hZyYisvDVxeoO+RgGVGq9UIwQWruOe8jV9iIiIiIiRzrP88hmsxhj2LlzJ3v27KFSqcz1sESmRaFQ4LLLLuPKK6/kf/7nf3Bdl5NPPpl8Ps/3vvc9zj33XL72ta/tt88XvvAFVq9ezR/+8IeDQt7+/n5e/vKXEwQB73rXu3j2s5894uO+4x3v4HWvex27du3ihBNOwBjDL3/5S57xjGfw1a9+dcR9vvKVr3DKKafw3//93+zZs4djjz2W+vp6/vjHP3L11Vdz2WWXjflv821vexuvetWr2Lx5M+vWrWPx4sWTeq2uueYaXv7yl9PW1sbatWvJ5XL8+Mc/5oILLuCxxx7jxz/+Meeffz7r169n5cqVJJNJNmzYwBVXXMH3vve9GXlO119/PZdffjlPPPEE69atw3EcbrvtNi699NKDwvLzzz+flStXArBo0SLOP//82tdZZ51Vu9/69et55StfyU033cTg4CDr1q1jzZo17Ny5k89+9rOcdtpp3HXXXZN67cZz1VVX8YY3vIENGzbQ3NzM0UcfzR/+8Aee+cxnjhn6f+pTn+Lv//7v+f3vf4+1lqc85Sm0trZy33338Z73vIenPe1p9PX1LZjXYbaUy2X27NlTm4yVyWRIJBKqrBaRES2Y0Pr000/n05/+NMYY3vrWt7JixQrOOOMMVqxYwa9//WuWLVvGd7/73YO+2e3evZtt27bR1dV10DE///nPc9xxx9Hb28sLXvACWltbOeOMM1i6dCnPeMYz2LFjB8uWLeNb3/rWbD1NEZEFKe2nD7lKWp9VFwYL2BHebM/xGCofPKtYREREREQmLxaLkclkGBgYYNu2bfT39xNF0VwPS+aD66+HD35w/9s++MHq7fPcW97yFn72s59x6qmncscdd9De3s6GDRvo7e3lU5/6FFEU8YY3vIGNGzfW9mloaODb3/42nufxL//yL/z2t7+tbbv66qvZunUrZ511Fh/60IdGfMxdu3Zxww038MUvfpFdu3Zx5513smfPHt7xjndgreXv/u7veOSRR/bb53e/+x2vf/3rcRyHz3zmM/T19XHfffexfft27rrrLtatW8cvfvELPnjg+7DXzp07+e///m9uvPFG2tvb+fOf/0xbWxsnnnjihF6n4TH/9Kc/Zdu2bdxzzz1s376d008/nZ6eHt74xjdy1VVXce2119LR0cFdd91FR0cHr371q7HW8q53veugDmmH+pza2tr4+Mc/zk033cSuXbu4++672bNnD1dccQXWWt7xjnfs9z3qtttu47WvfS0Al1xyCbfddlvt6/vf/37tfuvWreOmm26it7eXnTt3ctddd7Fx40b27NnDddddR19fH1ddddWoHd8m60tf+hJf//rX8X2fb33rW+zYsaP2d+I1r3kN7373u0fd95JLLmH9+vUMDg7yxBNP8Oc//5nNmzezZcsWLrvsMh588EGuvfba/faZr6/DbAiCgK6uLrZt28bAwACpVIpUKqWwWkTGtGBCa6h+sFm/fj3Pe97zKJVKPPjggyxdupS///u/5/777+eoo46a1PGWLl3Khg0b+PjHP855551HEATcd9995PN5zjzzTK6//noeeOABjjvuuBl6RiIih4eUl8I3PpVw6hUAxphR10qW+cSOeJLkO74qrUVEREREppExhnQ6TSwWY/fu3bS1tVEsFud6WDLXXBfe+17o7Kz++YMfrP7Zded2XOPYuHEjX/nKV2hoaOBnP/sZZ599dm2b4zi8/e1v581vfjPlcplPf/rT++173nnn8b73vY8oinjFK15BV1cXX/rSl/jud79LNpvlxhtvxPf9ER83CAL+9m//lte97nW1sCwWi/HJT36SM888k1KpxMc//vH99vnnf/5noijiE5/4BG9605vwPK+27YwzzuDGG2/EGMOnP/1pSqWDl8kKw5Drr7+eK6+8cr/nGIvFJvRaBUHAe9/73lqXUIDW1tZaoPzrX/+a8847j+uuu642Ns/z+MQnPkE8Hmf79u3cf//90/qcKpUK1113HZdffnnttmQyyX/+538Si8XYvn07DzzwwISe376OO+44Lr/8cjKZzH63Z7NZPvCBD3D++efz0EMPceedd0762Aey1vKRj3wEgLe//e28/OUvr21LJpP813/9F0cfffSo+z/rWc/ioosuwj3g39rKlStrfwe//vWvj9hmfTyz+TrMtDAM6evrY+vWrfT09JBIJEin07WlWkVExuKNf5f55cILL+TCCy+c8P3Xr18/5vZUKsU73/lO3vnOdx7iyEREjlyu41Ifr6cYFvHdkU8Ux+MYozWtF4iRJvb6jk+urNBaRERERGS6eZ5HJpOhWCyyfft2mpqaqKurm3AAJoeZ666r/vre90JXV/XXD3zgydvnqZtvvhlrLZdeeikrVqwY8T6XX345N9xwA7/5zW8O2nbNNdfw61//mvXr1/OiF72IDRs2APC5z32OtWvXjvnYb3vb20a9/VWvehW/+MUvarft3LmTO+64g1gsxmte85oR9zvjjDNYvXo1W7du5e677+a888476D6j7TtRb3jDG0Z83LG2Nzc3c9RRR7Fp0yY2b97MqaeeCkzfc7r66qsPum3x4sWsWbOGRx99lMcff7z2mJMRhiE/+9nP+NWvfsUTTzzB4OBgrWr7scceA2DDhg37TXSYikcffZTNmzcDI/+dcByHt73tbbz5zW8e9RgDAwN897vf5Y9//CNtbW3k8/naxH7HcRgaGuKxxx7j+OOPn/T4Zut1mCnWWnK5HJ2dnZTLZZLJ5H6TI0REJkLfNUREZFq0pFp4vPdxsrHslI9htab1AmBGTK19x6c/7KcSVfCdqU1cEBERERGRkRljSCaTRFFET08PPT09JJNJGhoaFAwcia67Dt73vuq5WSw27wNrgPvuuw+otkt++tOfPuJ9hjsJ7Ny586BtjuPwzW9+k1NPPZVbb70VgFe96lX8zd/8zZiP63neqF00h9t1t7W1MTAwQF1dXW2cjuPwF3/xF6Met7u7e9SxtrS0sGjRojHHNZaWlhbq6+sPun3fYx5zzDEj7rto0SI2bdrE0NCTy3dN13NqaGgYcb/Fixfz6KOP7veYE9Xe3s6ll17KPffcM+b9hsd2KDZt2gRUq5eH15k+0EknnTTq/r///e958YtfTEdHx5iPM5WxzubrMBPy+Tzd3d3k83ni8TjZ7NSvDYrIkU2faEVEZFo0xBsIbDDl/R1jVWm9ABhjR2zj7joukY0oh2WF1iIiIiIiM8RxHDKZDNZayuUybW1tGGOoq6sjm82STCbVgvVI8MEPVgNrY6Bcrv55ngfXfX19AGzbto1t27aNed9CoTDi7cuWLeOkk07i97//PTBytfGBWlpaRv03sXjx4trvBwcHqaurq42zWCzyhz/8Ydzj5/P5g25Lp9Pj7jeW0fbfdy3g8e6z7/rSM/2chl/fqay3/JrXvIZ77rmHNWvW8OEPf5jzzz+fJUuWEI/HgerEhG984xtUKlNfjm7Y4OAgsP/7fqDRtg0MDHDFFVfQ2dnJxRdfzDXXXMMpp5xCU1NTrTX9qlWr2LFjx5TGOpuvw3QJgoBisUh/fz9DQ0P4vk8mk9Ga1SJySBRai4jItEj7h3ZSZgxa03oBsHaMN8pAEE194oKIiIiIiEyMMYZ4PE48HieKInK5HP39/XieVwuwE4nEXA9TZsLwGtatrdWvK6+s/hnmdXA9vFbvBz/4Qd7znvdM6Rgf+9jH+P3vf4/jOERRxN/+7d9y1113kUqlRt2nq6uLKIpGDK737NlT+/1wZejwONeuXcvjjz8+pXHON/P1Oe3evZv//d//BeCnP/0pJ5988kH3mc7K4uH3eN/3/UCjbfvFL35BZ2cnK1as4Oc///lBf+estfT29k5pXLP9OhyKKIooFAoMDg7W2pcrrBaR6aSplyIiMi0yfnW2/1Rm1lYZFFsvDKO+xxZCG87uYEREREREjnCO45BMJslms/i+T19fH9u2bWPXrl3kcrn9Ki7lMBCG1TWsW1urf77uuuqfw/l9LvaUpzwFgPvvv39K+99111285z3vwRjDj370I04++WQ2btzIO97xjjH3C4KARx99dMRtDz/8MABLly6lrq5uv3Fu27aNgYGBKY11vpmr5zReiLllyxYAmpqaRgxqgyDgrrvumrbxDK8zPTg4OGILdICHHnpoxNuHx3r22WePOEniwQcfHLU9+nx7HSZrOKju7Oxky5Yt7Ny5k1wuV/u5k0gkFFiLyLRRaC0iItMi4SVIeAnKUXlK+zuAVX/wBcCOtKR1TWR1QUxEREREZK54nkc6nSaTyVAqldi5cyfbt2+nv7+fIFBXpMPC9dcfXFF93XXV2+exK664AmMMP/nJT3jssccmte/g4CBXXnkllUqFd73rXTzvec/jxhtvJJFI8IUvfIGbb755zP1vuOGGMW//q7/6q9ptRx99NKeffjpBEPCpT31qUuOcr+bqOSWTSWD0du/D4e/AwMCILcm//vWvj7t+9GQce+yxHH300cDIfyestaP+XRkea3t7+4jbP/axj436uPPtdZioKIoYHBxkx44d7Nixg76+Pnzf11IUIjKj9J1FRESmhWMcGuONlILSlPY3xii0XgDGeo+MMYdQaS8iIiIiItPFGEMikai1w929ezdbt26lq6uLcnlqE41FDsUpp5zCa1/7WkqlEs95znNq7ZD3tXXrVj72sY/xpS99ab/b3/SmN7F582bOOussPvShDwFw8skn84lPfAKAv/3bv2XHjh0jPq7neXzhC1/gq1/9au18tVwu8653vYs777yTWCzGO9/5zv32+cQnPoHrurz//e/nAx/4QG0t5GG5XI4f/OAHvP71r5/aizEH5uI5rV27FoA///nP5HK5g7afdNJJtLS0EAQBb33rWykWi7VtN910E29961undZkDYwzvfve7AfjUpz7Fd7/73dq2QqHAG9/4RjZv3jzivhdddBEAt99+O1/4whdqt5fLZa677jq++c1vEovFRtx3vr0O4xkOq7dv305bWxvWWjKZDOl0Gs/TarMiMrMUWouIyLRpTjRTDIvj33EE6iS0MIzXxF2V1iIiIiIi80ssFiObzRKPx+nt7WXr1q10dnaq8lpm3Wc+8xle+tKXsm3bNp773OfS2trK2WefzZlnnsnixYs56qij+Kd/+qf9Auivf/3rfPOb3ySbzXLjjTfi+35t25ve9Cae//zn09vby9/8zd8QjtAiffny5bzlLW/hNa95DStWrODss89m8eLFfPzjH8cYw2c+8xlOOOGE/fa5+OKL+cY3vkE8Hud973sfLS0tnHLKKZx77rkce+yx1NfXc/nll/OrX/1q5l6saTYXz+kv/uIvaGlpYevWraxcuZKnPe1pXHzxxVx55ZVAdULBRz/6UQC+/OUvs2TJEs4880xWrFjBi1/8Yi644AKuuOKKaRsPwOtf/3pe/vKXUy6XufLKK1m1ahVnn302S5Ys4Ytf/CL/+q//OuJ+T33qU3nlK18JwNVXX83y5cs566yzWLRoER/60If44Ac/yNKlSxfM6zCSKIoYGBhg27ZttLW1AdV1wEcL40VEZoJCaxERmTYNiQbCaGrraNVCaxXqznOjr1tu9/5PRERERETmH9d1SafTpFIpent7a+vbas1rmS3xeJzvfOc73HLLLVxxxRUkEgnuu+8+nnjiCRYtWsSVV17Jt7/9bf7hH/4BgMcff5y3vOUtAHz2s5+tVazu60tf+hLLli3j1ltvrVVhH+jf//3f+eIXv8jSpUt5+OGHCcOQ5zznOfzmN78ZtbL4ZS97GRs3buSd73wnxx13HFu2bOG+++4jDEMuuugi/vVf/5Vf/vKX0/TKzI7Zfk7ZbJZf/epXPP/5z8f3fe68805+97vf8ac//al2n9e+9rX88Ic/5GlPexrlcplNmzbR0tLCxz72MX72s5/huu60jQeq1dbf+MY3+PznP89pp51GZ2cnjz/+OE972tP4zW9+w4te9KJR9/3KV77CRz/6UY477jg6OzvZvHkzp59+Oj/84Q+59tprF9TrsK99w+r29naMMQqrRWTOGKs+njNmw4YNnHHGGdx9992cfvrpcz0cEZEZ11Xo4v+2/R9L0yPPLh3L1sGILRu205TyNKVqHuvOhRy/KsuyNU0HbWvPtXPhigtZnlk+ByMTERGZHjqPm78WwnuzefNmYrHYjF5cFpkulUqFQqFAJpOhpaVlVtvPHg7CMOTRRx/l2GOPnZt/8yedVP31oYdm/7EXgPXr1/OMZzyD1atXs3Xr1rkejsisG+97VBRF5PN5Ojs7KZVKJBIJBdUiC9jQ0BCrV68mHo/P9VAOMpnzOC1CICIi0ybtp8FWW0Q7ZpLJszHV3tNY0NrW85YFotGmu1m1BxcRERERWSh838fzPEqlEtu3b6exsZHGxkatWSoichiz1lIoFOjq6iKfz5NIJKirq5vrYYmIAAqtRURkGiXcBCk/RSkskfSSk9rXMQarha3nPWNHbwBuMKO2DhcRERERkfnHGEMikSCKInp7exkYGKC1tZVMJoPjqAWWiMjhpFgs0t3dzdDQEL7vK6wWkXlHobWIiEwbYwxNySa6C92TDq2Nw96FrVVpPd9Fo61pbawqrUVEREREFiDHcchkMgRBQHt7O4lEgubmZlKplMLr+UptwUVkgsrlMr29vfT19eF5HplMBqPCERGZhxRai4jItGqON7NrcBdMcvkMfVReGAyM3h/cQoRCaxERERGRhcrzPLLZLOVymZ07d5JMJhVezzOhtewolmnyPeq8OVhLW0QWDGst3d3d9PX1YYwhnU7re7mIzGsKrUVEZFpl41lGbyA9utoET3WXnt8MY76/UaTQWkRERERkoYvFYsRiMUqlErt27VLl9TxSDCP6KyH9lZC1qTgZBdcjuvjii7V8lRzRoigiDEN6enq05IOILBgKrUVEZFpl/MyUg2fLcHtwma8MEI1SF2+MIbTh7A5IRERERERmTDweJx6PK7yeR8J9gtiUq/dARPZnrSUIAiqVCoACaxFZUBRai4jItEr76Wp4GYW4zsRnfBtjcLCgmdDzmxn9PTIYgiiY5QGJiIiIiMhMGym8bmxsJJ1O47qq9J1Nw2dca5IxHGOw1pIPI9KquBY54kVRRKVSwVqL4zhat1pEFhyF1iIiMq1iboyMn6EUlkg5qQnvZ4zB6rP0vGesYbQO4MOTFURERERE5PA0HF6Xy2Xa29vxPI/Gxkay2Sy+78/18I4Iw5XW7t4wqrsSsKtYYUncZ3Fc74HIkchaSxiGBEFQLQpxHC3fJiILkvpCiIjItGtKNFEMi5Pax+zzX5nHDESjVFo7xiFEobWIiIiIyOEuFovVguquri62bNlCR0cHpVJprod22Mu4LssSPnGnev5c77kkXMPuUoX2UlnrOIscYYarqyuViqqrRWTBU6W1iIhMu+ZkM9sHtk9uJwPog/W8N9Y7ZDAEodqDi4iIiIgcKTzPI5PJEEUR/f399PX1kclkqK+vJ5lMHtbrqM5VMJR0HZL7rGXtOw5rkwmeKJToKAVEFpbFfQVXIoe5faurgYOWahiewKLvBSKykCi0FhGRaZeNZSddNG2G/6NJ4fNeFI2yprUxRKj9lIiIiIjIkcZxHNLpNNZaCoUCg4ODeJ5HfX09mUyGeDx+2AUnxhiMMVQqlTlf19tzDGtTcbbkS3SVqwHW8kRsTsckIjNn37Wrh78XHahcLs/ByEREDo1CaxERmXZpPz3p8PLJ9uBKreezsd4hg9a0FhERERE5khljSCaTAARBQG9vL93d3SQSCerq6kin08Rih0eYaowhk8nQ399PIpGYtcfdWiiRDyNOzCT3u901hqNScbYXytR5cxuii8jMiKKIMAwJw7C2dvVIrLX09fURi8UOuwlDInJ4U2gtIiLTLuWn8PAIogDPmfiPGqvMekEYa03rwKo9uIiIiIiIVFuHe171fLBcLtPZ2UlnZyepVIr6+npSqdScVygfqubmZrZvry6NVV9fj+/7M/6Y5SAk2tsWeCSr4tXXPAxDKlGEawyOQiuRBc1aSxRFtVbgjuNgrd1vDfvh+xQKBQYGBigWi2Sz2bkasojIlCi0FhGRaec7PvWJekphacKhtcFW17RWaD2vGeyo75ExqrQWEREREZGDxWIxYrEY1lrK5TJtbW14nkdjYyOZTGbBVl8nk0lWrVpFd3c3W7du3S9Amim7SxUA3PjYAXloLR3lAM9As+8puBZZoIbXrh6rFfi+XNetLc+gKmsRWWgUWouIyIxojDeyfXA7aT89ofsbhluEK7WezwwwypLW1fbgVqG1iIiIiIiMzBhDPB4nHo8TBAFdXV10dXWRzWapr68nmUwuuJAlmUyyYsWKWtXjTAfXf3P7wxyVjPO9Y9eOeb/IWr71eBvfbu/mrLoEXzx5DVm1DRdZMMrlMv39/fT39xOLxYjH42N+fxzettC+h4qI7EuhtYiIzIimRBOb+zZPah9rtKr1vDdGNbxjHIXWIiIiIiIyIZ7nkclkiKKIfD7PwMAAiUSCxsZG0un0gmsdPpEKyENlraUziDjZ98Z9fVzgX45bSdxz+fyOTl7ywBa+c+pamnxdDhaZz8rlMn19ffT19WGMIZ1Oj7p2tYjI4UafUkREZEZkYplJ3d+YaqWuzG8GiEZJrVVpLSIiIiIik+U4DslkEqiGNbt378Z1XVpaWshkMgsuvJ5J+TCiYi31/sReE2MM71u7jIzr8vGtu3nRPY9z81OPoTmmS8Ii882BYXUqlVJYLSJHHH1CERGRGZH200wmgzagNa0XijHWtA6iYHbHIiIiIiIih43hta+DIGD37t3EYjFaWlpUabhX3HH4xenryEyizbcxhn88agkp1+GO/iGyUUjpiR34ixfR/5OfUP+CF+DsnTQgIrNvuA14X18f1lqF1SJyRFNoLSIiMyLlpfCNTyWs4Lv+hPZRXr0wRKPc7uAQRqq0FhERERGRQ+N5HtlslnK5TFtbG4lEgpaWFlKp1BG9XqvnGE6vT09p3zetWsTf2VYqTzzB5kv/mvxTTiH9wP0M/PwXrPj853EzUzuuiExeFEUUCgUGBwcZHBwEIJlMKqwWkSOevguKiMiMcB2X+ng9xbA4ofs/WWmt6Ho+M4ZR3yNj1B5cRERERESmTywWI5vNEkURO3bsYNeuXeTz+bke1pzJBSG7imVK0WhTicfmGEPQ2clX/voKrrr6H+n5uzeRv+sutr/2tYT9/dM8WhHZl7WWQqFAV1cXW7ZsYefOneRyOZLJpLpJiIjspe+EIiIyY1pSLRSDSYTWsgAYIjvyu2UwWGuxmnggIiIiIiLTKB6P1yqvh8ProaEhwvDImjT7u95Bzrj9YX7eOfWAOejsYu2u7fQ7Hq8/42L2vOOdFO+/n22vvoqgu3saRysiUG3/3dvby7Zt29i+fTu9vb34vk82m1V1tYjIAfQdUUREZkxDvIHATmKNY0eV1vOdwUI0eqV1RERkpzbrX0REREREZDTGGBKJBJlMhlKpxK5du3jiiSfYvXs3uVyOaIrVxwtJX6Ua0tdPYk3rAwWdnVx0z5/5fNpSiCL+9oSz2fH/3kNp0yZ2vvktmoQsMk0KhQJtbW1s3bqVzs5OjDFks1nS6TSep1VbRURGou+OIiIyY9L+xNfEclRqvWBEo6w+7hiHyEZERLhM/SKKiIiIiIjIaIbD60QiQRRF5HI5BgYGcF2Xuro6MpkM8Xj8sKxe7AuqoXXjIYbWAM9Z1so3Mw286oEtXL3mKdzwwY/wzGNWH9FrhoscKmstxWKRnp4ehoaG8DyPdDqtf1ciIhOk0FpERGZMxs/U2kVP5AP6KF2nZR4xQDTKe2kwWKwqrUVEREREZFY4jkMymQQgDEP6+/vp6enB930aGhpIp9PE4/E5HuX06atUO5nV+1MPrYfXrvZaW3l6IsH3T13L6x7cSstznk2qIQNA6bHHML5PbM2aQx6zyJFgeL3qnp4ecrkcnueRyWQUVouITJJCaxERmTFJL0nCS1COysTdsS8UGKqhpywAo2TSxhiq3cMVWouIiIiIyOxyXZdUKgVApVKhq6uLrq4uUqkU9fX1JJPJBd+Sd7jSuv4Qnseyf/kwS669BieRAOCM+jR/OvcEEm61Mn1oKEf76/8WG4Ws/vKXia9bd+gDFzlMHRhW+76vsFpE5BAcfn1yRERk3jDG0BhvpBSUxr8vYPWhft4zjN4efJjWQBMRERERkbk0HByl02kqlQrt7e1s2bKFjo4O8vn8gl3/eji0bjiE9uAATnr/pbyGA+uthRIX3b+V2659P2FvH9te+SoKDz10SI8lcjiy1pLL5dixYwc7duygXC6TyWRIJBIKrEVEDoFCaxERmVHNiWaKYXFidzYwTh4qc8wYGDOTNqq0FhERERGR+cEYQzweJ5PJkEwmGRgYYMeOHWzbto3e3l4qlcpcD3FSPnfiajY+/WQ8Z+qhWP9PfkLhgQdG3GYAxxj+n1/Pb274L6J8nu1XvYb8PfdM+fFEDidRFDE0NFQLq4MgUFgtIjKNFFqLiMiMakg0EEbhuPcztf8qtZ7vxnuHQjv++y0iIiIiIjKbHMchlUqRzWZxHIfOzk62bt1KR0cHxeIEJ1rPMdcYGv2ptwaPikXa/umf6fna10fcvjoZ58enHcMxqTgfJMXPP/NFbBCw/XWvp/TYY1N+XJGFbt+weteuXYRhSF1dncJqEZFptrAXchERkXkv5aeYyFLVBru3jHfmxyRTZ8Z5jwxG7cFFRERERGRe830f3/eJooiBgQH6+vpIJpM0NjaSSqVwnPlZ5/Or7gGafJfT69Lj33kEQWcnAF5r66j3WZaI8cPTjuGl927mYznIf+ZLvO6WHxI7+ugpPabIQjYcVvf09FAqlYjH42Sz2bkelojIYWt+fgITEZHDRtpPg51Ay2hNTF0Y7NjzCiyWCLUHFxERERGR+W+4+jqdThMEAbt27WLLli309PRQLpfnengHefPD2/iXze1T3n8ioTVAa8zn5tOO4bRsim11DSz+wPsxrou1lsKDWuNaDn/DYfW2bdtoa2sDIJvNEovF5nhkIiKHN1Vai4jIjEp6SVJ+ilJYIuklR72fAXDUHny+M8YSjZ1aa01rERERERFZUIbXvo7H4wRBQFdXF11dXWSzWerr60kkEnNefR1ay0AQUu+7Uz5G0DGx0Bqg0ff4/lPXEnMMrql21Npzww30/tcXWPav/0r98/56yuMQma+steTzebq7u8nn8yQSCerq6uZ6WCIiRwxVWouIyIxrSjZRCktj3keF1gvHWJm1MWoPLiIiIiIiC5fneWQyGVKpFPl8nh07drB9+3b6+/sJgmDOxjUQhFig0Zt6DVLQ1QVMLLQGyHguMcfBWsv7N7fx3nOeBYsW0fZP/0TfTTdNeRwi81GhUGDXrl3s3Lmztma1KqtFRGaXQmsREZlxzfFmikFx3PtZDCjwnPestaO+TdZaVVqLiIiIiMiC5zgOyWSytn7tnj172LJlCx0dHRSLxVmfrNsfhACHVGntJJPE163DX7J4UvuFFnYUy/wkX+FfPvqfRKtW0/6e6+j5xjenPBaR+aJUKtHe3s6OHTsolUpkMhni8fhcD0tE5Iik9uAiIjLjsvHsuCf0BsCo3nr+M7V1rUd6t4wxCq1FREREROSwEovFiMViRFHEwMAAvb29JBIJGhsbSaVSeIdQ/TxRvZVqaN3gTT20brj8RTRc/qJJ7+c5hv86cQ1/v2k7N+3ppfjBT/C+D/0/9nz4w2Ajml71qimPSWSulEol+vv76evrw3Ec0uk0RtelRETmlEJrERGZcb7jj3ufamhttaT1PGfGWXbcYolQaC0iIiIiIocfx3FIpVJYa6lUKrS3t+M4DvX19WSzWRKJxIyFXpG1HJWMsSQ+/vn1TPAcw3+csIqU6/D1tm6uufYj/MvnPk7ytNPnZDwiU1Uqlejr66O/vx9jDKlUas7XrBcRkSqF1iIiMuM8Z4I/boxRZr1AjPY+qT24iIiIiIgc7owxI1Zfx+Nx6uvryWQy+P70hstn1Ke5/dwTD+kYnZ/9LG62jqZXvmJK+zvG8NFjV5ByHb7R1k34HzeQrEsDUGlvx1uyRJWqMm8prBYRmf/0XVlERGac7/jjnrgaM3K7aZlfhiutRwutDWoPLiIiIiIiR47h6utsNosxhs7OTrZu3UpbWxuDg4NUKpW5HmJN77e+zcAttxzSMYwxvG/tMn5z1nGcujewLj7xBFtedDm73/9+bKTzQZlfisUiu3fvZtu2bQwODpJKpUin0wqsRUTmIVVai4jIjPMcb0JrWg93nlZ4Pb+N914qtBYRERERkSOR7/v4vk8URRSLRYaGhgBIp9PU1dWRSCSmXIF9a88gGwbyvGJZM82xyV/StUFA2NODd+aZo98nDImGhggHB4lyeZxEHJNI4iQTOMkkZu/YjTGsTsYBeDxf5B96Klx7+pmE3/kutlhi6Yc+iJmFdb5FRmOtpVAo0N/fz+DgYG1yiYJqEZH5TZ8eRERkxnmOB6Z60jBmxbUzzoLJMueG36FR3yUzfqgtIiIiIiJyOHMch0QiAUAURZRKJdra2jDG1ALseDyO53kTDtF+3TPA53d08sLFDTRP4ZJu0N0N1uK1tgJgo6gaUA8MEvb1UtnTQdjdhS1X9plRvrclWmTBdXBSKdxsFre+Hqe+Hjdbx12liD8PFnjTy9/ADYkE/OhHRKUiy//t32oht8hsCcOQXC5Hb28vxWIRz/NIp9NqWy8iskAotBYRkRnnGQ/XuIQ2xDMj/+gxe/9rrVGl9bxnsaOVxFtVWouIiIiIiAwbDrATiUQtwG5vbwfAdV0SiQSpVIp4PI7v+3ieN2LA1lcJAWj0p3Y5N+joBMBrbSXs62Pwt78lyuWHB4mTTOLW1WNiMcIoIBdUtznGwcFgIguVENPXg+nswFQCjDH8pTH8a+NirqGJqy97OTd4Hvz4h+wsllj+6U/hxGJTGq/IZJRKJQYHB+nr6yOKImKxGNlsdq6HJSIik6TQWkREZpzruE+G1qP86DGAcUCV1vObgb2l1iOn1sYYQhvO8qhERERERETmv30rsKFaFVoul8nlcrXbPM8jlUrVWol7nofnefQHIa6BjDu19sZBZzW0dltbyN93H1G5jL9sWW17KSwxWO6ns7uTnmJP7bzOYLB7z9OHzwINDo7jkHZT1PlZnj64nQ/n+rmuaQ1/95wX8anBIU7I9VPctAl/0SLcxkaceHxK4xY5UBiGRFFEGIYEQUB/fz+5XA5jDIlEAtd153qIIiIyRQqtRURkVsTd+AQqcA3qLD3PmeolCjtKaO0Yh0pUmfVhiYiIiIiILDSu6+K6LvG9ga61ljAMyefzDAwM7Hff9sESGWPo7u6utRYf/ppI62OvtZWGF78Yr6mJ8rbteMuWkq/kGCgNsKfQwUCpnwhLzPFJ+2lcZ+TLxtZaLJbIRpSjCu353YQ2ZBHw5mgPn205m+/81V/yTz1bCDf8gRgecesRX74Cf8VyvOYW3MYGVWAfJqIoqv6dsHa/3+/7NRHD9xvp10qlQqVSIQgCKpUKYRjut933fbUAFxE5TCi0FhGRWRFzY5TC0qjbDXvzUFkA7KiTCwyGMFKltYiIiIiIyGQZY2pB9L6stQx1lqhzTK398TDP84jH4ySTSWKxWK06+8Bq0+RTTiZxwvEM/M//Ukn5PNR1H4PlQaA6ybwuXo9TbX9WCyDHmlXuYEi4CZJuonYyf6Ets6z7ThaX+9hKmciEtPzP3SR295G//Jlkt2RJuUkS8RSppStIHrUWf/Fi3ExmWl6/+cBay1BliO5CN3vye4i7cVJeirgXJ+7G8R2fmBurfjmxSQWtURQRBEHtq1wuY63FGIPjVKvfjTG1L2BCvx/vMYe/hkPjfccwvO1Axpja2PZ9bcYyvM+Bhp+b4zi1v+8KqEVEDk8KrUVEZFYk3ASFoDDq9ur5hlFz8Pmudl448jul9uAiIiIiIiLTyxjDWakYxkAqlardPlyZXS6XyefztcDPGIPv+7iuWwuwfd8n3LqVYttOHksPMFQeJONnwUIURBTKhWrb5TDEYrHRBM7OjcGY6pJgjuvgOi6rnBLG8TBejG9k13LacRHPvOcmzPd+xc6XXkAlFodShL/pEVo33cGizCLqV6wlsbYaYDv7PL+FohJW6Cn0sCe3h20D2+gt9gIQc2JENiIk3C9Qxlbfo4Sb4CmtT2FN3RoMZr+AeLgFdqVSoVQqUSqVqFQq+4W6jvNkq/gDK5THM1pAPN4++wbIvu8fFJKLiIgcCoXWIiIyK+JenLA4TpjpVFtPy3xmwEZEduT3SZXWIiIiIiIi0+9di7MH3bZvZXZ8nzWj9w0+K5VKtUr2s5/DPvQQe/76fHYVu6n368gVh6rHcQwGgzHVMBJjcPzxz82tpdYCOqgEVKjUwu5eL8HvWpdwy4UvZMg4XHbj91j2zd/SdvnFhOkkZQceD/t4dKCHpvs3s+zhJprSLaRWrSa1bh2xJUtw9ln/e99Ad7gS3BiD67o4jjOldYyHj3Pgcff983B4vF+gHIUMlYfoL/Wzu7Cb9kI75bCMwZB0kqS8avAeUj03dtgbLu+95OE6LsYx5GyOWzpvocFr4LjMcdR79SO+x8Nt5JPJ5H5BtYiIyOFGobWIiMyKuBsfN8x0sKq0XhDMqG3ijDFEjLd2uYiIiIiIiMyU4UrYfQ0++CBRdxcd3gBNfhOeM/mQ90DGsLfC1oC7/+MtJuKa3X/i35acw6cueAHlZIorvvxVVtz0Wzpe+mzC+gwJmySKIvJBgQcqu3EH97D4/q003ncnmUQ97soVsHw5QV0dHFAZvG+l8HCw6/v+fi3Sh+8TBAFhGO73Ndza+sB1l0eqQC7bMvkwz2AwSE+lh75yH+WojMUSc2PUJ+qJu+O3rB5uo21ttZLdw6PVb2UwHOTO/jtZm13Luvp1JNzEmMcRERE5XCm0FhGRWRF34+O2jVaN9UJQrbQerY2YYxwqUWWWxyQiIiIiInL46g0iPrBngGdnElxaP/lAM+rvJ+rpppSOEXcT0xJYT8TyyhDXtv+Rf11yLp856y8pxmO87KtfwylVCKmG3q7rkHHTZOJpgiikK8jRYXvJ2AJNT3QTf+wB/PpGYsccS2rFatz0wetf71tZnsvlCMPwoCB6uLX18K+e5+3fsnuv0IYMVYYYqAzQXeymq9RFPsjXtsfdOJl4ZtLrUcP+7bzZ5y1oookgCtgytIVd+V2c3Hgyy1LLamuMi4iIHCkUWouIyKyIu/Fx66gNYBVdz28GGOOdHF6HS0RERERERKZHbxjxu6Eyx8YnfynXWkv5gQewuTzl1kUkvdmt4l0UFHhP++18dMk53HjS0znt7/LU+Xs3RhHsE+R6jkt9rI7IWophkZ3OENZavMEuvNvux7g+ZtlSvNVrSC9eQTZeT0OsgZgbm3Lb7CAKGCgPMFAeoKPYQVepiyAKqlXUToykl6Ql0TLjAbLneCxKLqIQFLir6y5ak62c1HASDbGGGX1cERGR+UShtYiIzArXcTGjrIM8zDFGkfV8Z/b+Jxq9Pfh4FfUiIiIiIiIycf1hdWJwdgrBrN3TQc8j95C2FpM9eF3s2dAUFrm2/Xa6vGQtsPY7emn+8e/pft7TqSxp3u/+jjGkvCSQrN4QB1sPYVCBzm6inW10Jj22L2mg0pChvnk5SxuPoiHRSNbLjloBHUYhuTBHPsgzWB6ks9RJT6mHyFZf37gbJ+tn8R1/xP1nQ9JLknAT9JX7uG3PbZy36Dya4k1zNh4REZHZpNBaRERmhe/441daG61pvRAY7GhLWmMwBFEwuwMSERERERE5jA3snTRc705umrcNAgbuu4OO/B6OAqJMcgZGNzF1UZm6chmAnX6GOxcv401D/8ui7/6KziueSXl565j7GwOe70NzNeDOFks0tBWIdg5RDrfTFv8TTzRncVtaaW09mqbmFcS8BLlKjv5KPz3FbgYKvURRgAkjnMgSdxM0JjK48fh+Fd9zzRhDY7yRvnIfG/s38rTWp6lVuIiIHBEUWouIyKxwjTvuotXGwDjF2DIPWBhzTesItQcXERERERGZLoN7K63r3MkFl8Wtm9nZvolgcRM9lzyNcmvDDIxu8n7csI47Msvo+3/v4f/964dp/d6v6XrRxZRWL5nwMWwiTpCIA+BZS7ZUoa67RNi+lVz4CP0xlzARw4QhXghZ69JoXVwLYKr/t9WJ89ZzsYkYUTJBmIgTpWLYeBzrOcMnwHsf1GIsgGV4xr313er+nof1PSLfBdetXuA4RPV+PbsLu+kodrAkOfHXRkREZKFSaC0iIrPCc8b/kaPm4AvF6O+TwRCEqrQWERERERGZLv1hNSGtcyZ+zhzl87TfvZ6BtKEu20juKY0zNbxJe33XfRQcj98uPY7Se67nff/yQVpu/i3dL7iQ4tHLJ39AY7CJGDYRw5AlDiTKFUwYYX0DxsE6BusYAmP2D5SthTDCBCHOUB63fxAThLVQGmufvL+lejo8fNu+24aDbMfBeg42HiPIpigcuwq7N1yf/NMyZP0sD/U+REu8ZULXVURERBYy/aQTEZFZMbHQGqyC63nPjNHEXWtai4iIiIiITK9Tkj5/15xmRcyd8D4dD/6JrvxuMktWQBTNq/bXcRvx9j1389lFp/HH1qO55roP8MGPvJ/EE21TC61HYGP+xJYfMwa8vdXS0/HAUYQJIwhDYrt78PqHyD31OMJsakqHy/gZdhd2syO3g6OyR03HCEVEROat+fNpRUREDmu+44/aUnrYNHTPklky2lvp4BBGCq1FRERERESmy1OSPm9oSdPqTSy0Huppp+3hP+E1t+IYh4bf3s3yT30XZ6gwwyOdOJ+It3Rs4LyhndzdtJJv//2b6XvWmXM9rEPnOFjfq7Yvb67DBCGZPz+E190/5UM2xBrY2L+RYlicxoGKiIjMPwqtRURkVniOV13v2I6+3rFjmJ6ZzTKjLGbU1FqV1iIiIiIiInOrbcu9RFFELJYEwB0qYMoVouTU2lTPFBfLGzrv43Wd9/Hsclut5XbjLbeTvu+xuR7etAjr0tiYR+bOjcR2dU7pGAk3QRAFbBncMs2jExERmV8UWouIyKzwHA/XuAo0DwPVNu6jbTNENhpzcoKIiIiIiIhM3Hva+3n51p4J3TdXHqLnsQeI1T+5hrWbKxCl4uDOv0vBDnDR0E4cqueZP0utptw9RNP/3kHyrocIWfjnllEqQViXJHXfY8Q376y2a5+kxngjjw08xmBlcAZGKCIiMj/Mv08qIiJyWHKMg+/4RGOcnGlN64XCjtrq3TEO1lqF1iIiIiIiItNkRzmkO5zYOdauto14+RJOKlm7zRkqEKaTY+w1PzyQbOV7S57Ca9/1bnatXkbLb+5h2x9/QWCDuR7aIbPxGEFzHalHtpPctBWCyU3o9x0fxzg81n94VKCLiIiMRKG1iIjMmpgXG7PS2hij9uALwtjtwSOicdcvFxERERERkYkZCC31zvgTvIthkfZt95PwU9VW2wDW4uYKhJn5H1qfUujkuJ7/oT+xhLe94708cOwSLrqtj92//TmVwyC4xnOptNaT2LaH9P2PYcqVSe3eGG9ke3473aXuGRqgiIjI3FJoLSIisybmjB1aO8aiQuv5zzJqZo3BYLFEh0ELNxERERERkflgIIrITqC1946BbcTbujDZdO02U67gVEKiBVBp3cEAvYPf5ujum+mJ1/P+t3yIO5+ympMeGuT7ufWUOAyCa8eh0lqP39lHZsMjEEz8ObnGJeEm2NS3Sd3NRETksKTQWkREZk3CS4yzprXBKrSe96wZY01rU92oE2gREREREZFDZ62tVlq7Y58sl8ISW9seIFt2sIn4k/v7Hu2vex795z1lpoc6qhBDybgMOT69bpxOL0mbn2aPl6LPjZM3HgGGX5qHsMby6oEh3tB5Lz1eik+/7hp+8PKjubu+iy846ylQnrPnMW2MIWipx+0dJLand1K71vv1dJY62VPYM0ODExERmTveXA9ARESOHDEnRhiNUWkNo6ehMm8Yy7jvk9qDi4iIiIiIHLq8tYRA1hm79mhHfgdOZzeu5+9fj+w4BM310z6uCAiMQ8U4VIxb/T0OZeNQclyKjkfRuBSNR8W4RMYAttZcrXrG+GQQn4+6uKe4jaVmFeX4OlaX+nl194MsquQ4rvk8clGS/t1bWfSnPzD0Vxdg/YV/WTvKJEhsaaO8tBnGeX+HGWPI+lke6nuI1kQrnrPwXwcREZFh+qkmIiKzJu7Gx1nTGtQffP6zWKJxQumxK+pFRERERERkImLG8J8r6mkaoz14OSzzWO+jLOssEh7QBtzJFXAKJYKGLHjuhB6zgkOnn6Rk3L2hdDWY3vf3IWZvEA1gsOw9m7cWF4tnI1xriduQVBTgjjPzeUNwPwDH+ufT5mYIjYMF2v0Me/w0mKM4/eG7aHjkFrz8enZc/gxSMXdBtxGNUgn8jl68ngGCloYJ75f20uwu7GZ7bjtHZ4+euQGKiIjMMoXWIiIyaxJeYsy20cagzHoBqFbEj3HBwag9uIiIiIiIyHTwjeG8dHzM++zK78L29xMvRATZ2H7b0g9toWH9Bva8/C8or1g07uP1OzEeTjYz4MbwIouDxbH7/GotSRtg9obT03UKf5p7LiudNbTSCmFpv21lHH7QcjKF5x5Hzk9z+Q9uIvmd7/P7V72KJfE0LWGRurBEbJbPQ2tB/SGIEjHiW9snFVoDNMYa2dS3iWWpZSTcxCGOQkREZH5QaC0iIrPGd/2xQ2vUHXwhGO+yhMGoPbiIiIiIiMg0KEeWAEvSGIw5+FysElV4dOBRmvpDGGHdaydXACDMJA/atq8I2O7X8XiigVgUsqhSmJbxT5QxhlazdMRtMSIu7d/MDxuP5XPPfiF9sTyv+84v8L/0VX7z6r9hR+NKDNAUFFkc5GgIS6SiYFKBcoW9bc2NS8nxGHJ8Co5HhCEwBotDaCDCEBmHEHCtZWklR2tYoC4sTanqO8ymiHX2UhzIEdalJ7xf3I3TV+5jZ24nx9QdM4VHFhERmX8UWouIyKzxjT/iSfYwxxil1guAMWMXWlssEaq0FhEREREROVS35kq8q22Af1lax3PrDq6obc+3U6wUWLl7YMRg2t0bWkfp0UPrnOPxSLyJLi9JQ1DCn8Xzud6okw3hbZzuXkCj0zLq/ZZWclzRs4kfNB3Hty/8GwqJBG/56g9I3fV9Che/jLRpIuf4PJxoBgypqExDWMJYqlXiey82OBYcIgwQ4jDoxhhyfEqOt/ce1Wnarq22ODfY2jGMBY8Ix0YYawmNYXusji2mnmQUsKwyREtQIBuVJx5gG4P1PGI79lA4aXKtvutj9Wwe3MzqzGp8x5/UviIiIvORQmsREZk1nuNhxprrbMav4pW5Z8ebWWDVHlxERERERGQ69IfV86/sCFXUQRTwyMAjNBYcnHyRYFHjQfdxh4pEMR/rH3wZ2AK7vRSbEs1YoCUozPoZ+f3hHbTbHdgJBOWLggIv7t7EzU3H8YOzryBKWf5Y91NilZt5lvcCGmkhE1WwQMm4dLkpAOwB1xos1T8bLL6N8G1IKqhMulLas5Z4WIS9j7c1Vs8T8QZSUWWfALsy7nGCuhTxnR2Ujl5OlBy7Ffy+Em6C/nI/ewp7WJFeMcnRi4iIzD8KrUVEZNZ4ztg/dhyqJ5Myz1kz9pLWxii0FhERERERmQYDYfXcqt45OFLdXdhNLsjR2lsG1x1xfzdXGLECu2QcHo83stPPUBeWSdhwegc+Ad1RBzvsE6w0a2lyxl9vG6A5LPKSnk08kGxldetRONGl/KH8C075+a8YOONi+pctwQAJG87qc4rbkHhYfbyicdkcb+DxeAOrS4OsqfSPvd6254K1+O1dlI5ePqnHTXtpHh94nGWpZThmKg3KRURE5g/9JBMRkVnjOd6Y7b/H6Bwu84jBjrlmtbVWobWIiIiIiMg0GIyq5151B1Rah1HIowOPknXTxNq6CDMHtw4HMEFAeEBr8ILxuDO1hHY/TUtQmJPAGqpV1gCnuOdMar+GsMQFQzsxwEpnLeeGr+eU+/dw3tduomnbzhkY6eQkbEhzUKQxKLEtXsedqSV0uyO/P8PCujSJre2YSjCpx0p7afoqfXSXug9lyCIiIvOCQmsREZk1nuONudaxGb/xtMwD41XDG2PGDLVFRERERERkYvr3VlrXuftfxu0odjBQHqAuD06hhI3HRty//eoX0vnSZ+132xPxekrGozkoztnF4a5oD7vsFlY5x4y5lvV47kwv5UdrL+SD734PFss53/w+/qN/nsaRTp2LpSUoYIG7U4vZFG+kPEo1tI37mFIFv6NnUo9hjCHhJnhi8IlpGLGIiMjcUmgtIiKzZrw1rY0xWtN6IRinPbjFEs7RTH0REREREZHDyXClddZ58lw5shGP9D9C2k/jd/bCCK3D97PP9h43wa5Yhoa9azHPlT12JwbDKc7kqqwPdEq+gyXlIX63/Hj+3zXXkPfhOd+9jfiDt03TSA9dOgpoCorsiGW5I72ULi854oT9KJMgsaUNosl1Lqvz69hd2E1/uX96BiwiIjJHFFqLiMis8RwPYwxhNHKgWQ2tZSEYr5JaldYiIiIiIiKH7rrFWX56VDPuPutptefb6av0kXFSxHZ1jtoa3B3Ikb7vMdzeQQACDI8kGkmGwZxfFD7JPYMX+FfR4DQf0nESNuTy3kdYXh5gw+LjuebaD9CXdjjzl3+mrbRpmkZ76KpV10WcyHJ3chEbE02UzP7rkEepBO5gHq9nYFLHdoyDYxx25HZM55BFRERm3Vx/PhERkSOIZzw844263rFjQIXW89947cGxjNkGXkRERERERCYm4zosjz0ZbuaDPPf33k+dX4c/kMMtlkdtDR5r76bpf+8g3tYFQJufZtCJkYkqszL2kfTbHvJ2CIC0yU7LMWM24oU9j7Gm1MfDzcfwgX++no+/NM1vzf/xRDh/gmuAlA1oCQq0+RnuTC2hYLz9tkeJGPGtbZM+bkOsgS1DWygEhekaqoiIyKxTaC0iIrPGGIPv+qO2jjaASq0XhvEqqUebmCAiIiIiIiITd2++zJZSAFTPsx7sfZDQhqS8FF5nH3aM1uBurhpghpkkBePxeKKR+rA0K+MeSU/UyS8rN/Gb4CfTfs7oE/G83sc5Kd/JqbbEScteSpI0+W1/YO2ttzPmGlezzAGagyJl4/JovGG/yyBhNkWsqx+3f2hSx/QdH2stu3K7pnWsIiIis0mhtYiIzKq4Gx89tFaV9cJgIRqr3NqoPbiIiIiIiMh0eNuufj7aUW3vvT23nV35XTTFmyCKiO/qJMwkR93XHXoytH4iXo+1htgcTTDujNr5VfADKlR4qnsujpn+y9Ielr8Y2EprUKDONHBm4lW8/I5GTvrN7Zz0y9/Pq+AaoCEssttPs8dLPXmjMVjXJbazY9LHq4vVsXloM5U5rKQXERE5FAqtRURkVo0VWjvGYJVcz3uOtURjnexbVVqLiIiIiIgcqsBahiJLveswUB7ggd4HaIo34RgHr28Ip1jGxv1R93f2Vlp31TWwK5ahISzO1tD3szvawa+DHxER8QzvMlY4R8/4Yw44MX7WchbveeO72b5uLWv/dDcrf3IjRPPnXNUAdWGZTYkmivusbx3Up4jv6sTJT+79SrgJimGRPYU90zxSERGR2aHQWkREZlXcjRNGo1VaK7BeOEYPrY0xmtktIiIiIiJyiAbD6nlXxsB9vffhGY+4GwfA7+zFumNf2nWHCkSey8b6xSTDYE4uBHdEbfwm+AkGw7O8F7DUWTkrj5uNypxU6GJXop5/evO7uePEJk67dzdH3/wNCIJZGcNEJGxIaBw279sm3HXBWvy9a5FPRtpL8/jA45pILiIiC5JCaxERmVVxb4z24IAWtZ7/DBCN8TY5xhn1PRYREREREZGJGdxbFRyGfXSXummINbD3BmLjtAYHCBqz9K9ezoAbJzNHE4ubTCsrzBqe411Oq7N01h7XABcO7uDcoV3siWf4t6s/yvrTFnHyw90E9/9kXi1p1RAU2eVn6fKefD/DuhSJbe2Y8uTet7SXpq9S/fsiIiKy0HhzPQARETmyxN34ODN+VW093xkz9lJgBjNqNb2IiIiIiIhMTP/eSut8qYPmTHOtO5nXP4RTqhDWp8fcv/05T+P2zFIawtKMj/VAPVEnTU4rnvG50L901h//de96HwDmY+/HjyJurVvJp1/7ER5Z/35+vW4Hx4S/5Rz3GfOi45sDZPa2Ca/LtRO3ETbm4/TniO3soHT08gkfyxhDwk3wxOATtCZaZ27QIiIiM0CV1iIiMqvGbg+OCq0XAgvWjn5ib4whsPOn3ZqIiIiIiMhClA8rpExAvWfwnSfXro7v7CCKuWPsWfVEvB5rDbFZbhW9MbyHXwQ38nj40Kw+7mjOzO/mmf1bWVUeouWk57PUWc0TwQOs+PUv8POFuR4eAEkbUDQuT8QbarcF9RmSj++c9NrWdX4duwu76S/3T/MoRUREZpZCaxERmVWe441aTG0MYJRaz3cGO+bcAgdHldYiIiIiIiKHKFXezLsSd/Ks1JOTgp18Eb+9mzA7dpV1fwmO+vl6jtv48EwPs8Zay/3hHdwd3ko9jSxzVs/aY4/n1EInzxrYhm98LvT+mufvupAz/vAI53/1e8QHh+Z6eAA0BiV2xLJ0uwkAbMwDLPEndk3qOI5xcIzD9tz2GRiliIjIzFFoLSIis8pzvFGrqS1GzcEXiGiM2NoYozWtRUREREREDsGewh42D26mJdGy3+1+W1f1N+7ol3UDDO1Fw3F330fDns6ZHGaNtZYN4R+4P7yDRtPKc/wrSJnMrDz2ZP2ufi1ff9pruOXFL6Kus5uzvvI14r09cz0sXCypsMKmRBNlU31/g4YsiZ0duH2DkzpWQ6yBrUNbKQTzo5JcRERkIhRai4jIrNq3pdmBjDFYxdbznmGcNa0VWouIiIiIiExZMSxyb8+9dDmL+UOpgXy09xJuEJDYvpswmxpz/w4/hc1V17EuZsauyJ4ud4e3sjHaQKtZynO8F5EwyVl53KlYW+yjYlw+dfEL+dLfPJuG3hLnfOUbJDr3zPXQSEcBecdnq19fvcF1iGIeycd2QDTxNu++42OtZfPQ5hkaqYiIyPRTaC0iIrPKc7xRtxkDWtR6AbDjhNYYokmcTIuIiIiIiEhVaEPu77mfSlRhU9jMd/KtFGz1Eq7f0YspV7Dx0SeDBxieiNXT2N8HQHGcNuLTZYmzkmVmNc/yXkDMxGflMafqqHI/L+x9FIvhO+ddxade+ywyuZDjb/4e5Why60fPhMagyNZ4Hb1u9XUM69L4nX34nX2TOk5TvInNA5vpLnXPwChFRESmn0JrERGZVZ7xMGa0Ra33Lnet3Hqes2Ouam2MoWIrszgeERERERGRw8Pmgc20FdpoijeRty4AaScEa0ls202UHDsQ7vRS5B2f7GC1nXQpM3MtukMbkLfV9aBXOEfxDO8yPDN6oD6frCwPcnnvI7hYfnHma/nY1ZfyyedH/Cr8ESU7ty21XSzJKGBTookAA8YQZpMkN22DIBj/AHt5jkfCTfBg74ME0cT3ExERmSsKrUVEZFZ5jjdq4GlMdV1rhdbz31ht3B0cwkjtwUVERERERCajo9DBw30P0xxvxjEOeevgYIlj8foGcfsGidKJUfcPMDwRrycTlkkM5oCZq7QObIX1wU/5v8rNtZB31AnqhyiylkpUoRiWyAV5hoIcuSBf+yqERcpRhdBOruPX0kqOK3o2UR+UWLz0FJpbz6HHdtC5+ee0bt46I89lojJRhUEnxm6/+v5FqQRuvkh8Z8ekjlMfq6e33MvWwa0zMEoREZHpNXqPVhERkRngOd7e9tL2oBNag9mnRbjWtp6vqmtaj11pHU3yYoGIiIiIiMiRLFfJcXf33WRjWXynWq2ctw4pE2EMxHZ2YH1veF2tEXV6KXKOT2tQoOuolVhjKKemf23psi3x2+AndNp2jnFOJsboQfqkRRFRsUiltLfa2Voc4+A5HinjE3MTeI6Ha1xwDJWkT9FWKIUlSlGR0EbVJav2zoYf7+rCoqDAK7sfxAFavHPxggZe/bPfkxj6MRsu/yvaT1g3fc9tkrJhmSfiDSyu5PGJCBrSJB/bSWVx87gV9/tqijexcWAji1KLqPPrZnDEIiIih0ahtYiIzKrhk8vIRtWTzH0YR0H1QjHWktUGo0prERERERGRCQqigHt77yUiIu09WRmdsy5pE+Lki8TaugkaR2/1HdaqrKtLNbWddBxtJx037WMt2gK/CX5Ej+3kBOc0TneffmgV1kGIU6lAJaAUVYiIIJOlbtkJpNL1+I6Pb/z9H8MYsBbb10e8q4sMcUy6Eeu5BFFAxVZq1x1yQQ7XuMTdOM4o8fVwK9I9XorfLXoZzltP5+3//knO+P5P+dNlF9L11DOn/vwOQcKGDJkYu/0UKytD2JgPNk98SxuFE4+a8HFiTgzXuDzU+xDntJ6DY9R8VURE5ieF1iIiMqs8x8N1XEIb4nJAaA1YVVrPe8ZYYPTU2hhDaBVai4iIiIiIjMday6aBTXQWO1mcWLzftlVuCc9Y/N3dYCNwRw8bO7xkrcp6phRtnv8LfkC/7eEU9xye4pw9tcDaWpzBAgZLxbUMpFzC1ix1dYtpaVhGNtEwsWC1pQV3+XKizi7C3e0QRvipJLFYCte4uMZlVXolfaUBBoMBABJOHNdxRzxcKqqQiir8z/KTGPrHd/K2f/8g5/349/y5VGL3OedP/nlOg1q1dZAnZiOChiyJbbspL28lrJ/4euWNsUb2FPawM7eTVZlVMzhiERGRqdO0KhERmXUxNzZyqGmqVboy/425prVxCKJgFkcjIiIiIiKyMLXl23hs4DFaE60HBcCvznTyN/HdJLa1E9alRj1Gtcq6gfTeKmus5aLPf53jf/OHaR2rT4wkac5wL+AU95ypBdZRhNufY7Dep31tEwMnHUXrSWdz/DFP56ilJ1OfbJpcJXAyibNqJf5pp+EefRSEIVFvX609WNJNsjS1mDWZNTTFmyhHFYaCHJWoctChslGFF/dsoqWS57YlJ/KBf/xndjXB2f9zB/7Whyb/XKdB3IaUjMtub+/77zpEMY/EYzvGboF2AGMMDfEGHup7iMIMTmwQERE5FAqtRURk1sXc2Ijtow17w9DRl0uWecBYiMZ4jwyqtBYRERERERlPf7mfe3vupTHWeNDyWcP8rn6cYhkbj416nOEq65StTh6OFYrU7+kilstPyziLthpyusbjmd7zOcE9bWoHCkOcgTzdrXHsmpUct+SpPKXpKSxOLibuTnyN5hH5Ps7ixXhPfSre8cdVW4iHIbZcBiDm+LTEm1mTPYolycVEwFCQO+jaRDoKeHHPJpaUh3iw9al86B+v46vPcvnW0lvpivYc2hinqC4s8US8kfLeMD+sTxPr7MXv6p/UcRJugiAK2NS/CWt14UVEROYfhdYiIjLrEm6CyB48I9gYMEqs5z9jxjzBNXu3j/Qei4iIiIiICJTDMvd034PruCTcxEHbhyKHrw+18GCnJUyNHugOr2Vdq7IG4oNDAJQy6dF2m7DeqJOfVr7JQ+HdAFNfDzkIMIN5Opckyaw5lmMbjicby2Kme31lx8E0NWHicYjFsOUKUf8Adm9Vsmcc6v161mRWsyixiGJUohAW97sSkbAhl/c+wvLyAIlYM4XzXkBoQtaXfsCyO++EWQ584zaibAxt3t524MYQphMkH9kKweQmjDcnmtmW20ZHsWP6ByoiInKIFFqLiMisi7kxAjtC++hqaj3rJ4AyScaO+RY5OAqtRURERERERhHZiIf6HmKgMkBDrGHE+wxELn8q17HDJojSyVGP1eklyTmxWpU1QGIoB0Axe2ihdWfUzv8FP6BCiToz8jgnwpQq2FyezlV1LFnzFI7KHoXneIc0tvEf1GA8D/+UU3AWtWL7B7DFYm2zg6Ex1sDq9GpiToxckCPc5xw2ZiNe1PMoFw9uZ7mzmou9F3DVXcs58xe3cvoPb8GEs9tdrD4ssyVeT2lvyB+lk7hDReLbd0/qOI5xyHgZHuh9gHJYnomhioiITJlCaxERmXVxNz5KpbXWs14IxptXYIwhIlK7MRERERERkQOEUchj/Y+xdWgrLYmWUe+Xt9V24WkbVCd4j3Ss4SrrA9ZnTgxWQ+tDqbTeHe3g18GPCAl5hncZK521UzqOUyhSLuXpPaqFNStPY2l62fRXV48lHsM9+mi8E08AY4j6+rDhk9cj4m6MFekVtMZbKYZFiuGTwbZXXcCMCLin8QK+/dfvYNtJx7HigU085XvfxwlGmIw/Q2I2IjAObX6mdlvQmCH52A7cgdykjpXxM+SCHI8NPjbdwxQRETkkCq1FRGTWxd34GGta60fT/GeIxmoPzt724KjSWkREREREZNhAeYA/df6Jjf0baUm0jNlqu1CqnjMnR1/Kmi4vyZATIxXtH57GD7HSeme0hd8EP8FgeLb3QpY6q6Z0HGcwTz4qkT92BetWnkFTomlKx5kOpqEB7+STcZevwA4OEuWeDHodDE3xRlalV+Ebv7rW9QET7Q2wOdnEe//2HfzxqS2sebSNU7/1bdzy7FUr14cltsTqKe1d/9z6HtZ3ST28BSZZ+d0cb+bxgcfpKfXMxFBFRESmRMmAiIjMuoQ38prWQPVMUOa1iVRaYxhxYoKIiIiIiMiRJrQhTww+we/2/I5nX/73vOIVH8F3/DH3KfblAUjbkc+rIhixyhpg9/HHsOEFz2WouXFK43VwSJDg2d6LaHWWTuEIFjMwxKAfYI9fx3FLTiPtHfr62ofM83BWrcQ7+SRMIkHU21tb6xog4cZZkVlJc7yFQligFFUDaQd4bv8TPCXfwfZ4PZ++6v387Jx6Vm7t4pgf3zxrw/dtRGQcdu5TbR3WpfF6Bohv3zOpY3mOR9JLsqF7w37V5ZPR+oxn0PqMZ0xpXxERkZEotBYRkVk32tpVtbxaXaXnNWPt+G+RhQncS0RERERE5LA2VBniz51/5r7e+6j363En0ho7CKn0FgBGDKUBOr0UgyNUWQMMtTSx89QTCRKJSY01sNXHWuas5vn+q2l2Fk1q/yqLGcgxmIDkiaewruUkYu4Y5eJzwGSzeCeeiLNsWXWt633afDsYWuJNrEqvBAuFvYGuAZ41sI3Tc7vpiDfxtZd/lG8+p5n/vLCDR8MHZm3sdUGJbfE6inurrTGGoClL8tHtk24TXufXUQgK3Nd9nyadi4jIvKDQWkREZp3neCNWVBvD3tsVds5rhgmtVz1qNb2IiIiIiMhhLrIR24a28bs9v6On3MOSxJIJh7d+Zy9rBrr4y/4naAkKBx+bapV1apRA261Uxm6PNYJN4b38rPItcnawegwz8mTzcQ3kGIxD/YmnsaZhLY7jTu04M81xcFevxj1qDXZwCHtAm++km2RFegWecckH1ap3A1w4uINzh3aRd1MMPv3l5Bob+HP4W8qbbyPZNzDjw/aJiDDs2qfa2voe1nNJbtoK0eTOw1sSLbQV2nhk4JFpHqmIiMjkKbQWEZFZ5xkPM1YfcGXW89p47cGHKbQWEREREZEjUS7IcVfXXWzo3kDaS9Mcb64uozQBplwh+cg2jo/6+ZuejTSN0Lq5w0sx6MZIj1BlDXDx577OBV/89oQez1rLA+Gd3BX+Hgd37HP18QwMMZSwNJ54OsvrVu2dmT6PGYOzdCnuccdii0VsYf8JAjHHZ0VqBXE3QS7IY6meDz9tqI1XdT3I8sjnL/wrOC6/mud/7x7O/8p3SXf3zviw64MSW+P1FMyTEwLC+jR+dz/xHZNrE26MoTXRyiP9j7Art2u6hyoiIjIpCq1FRGTWeY43YutoA9j5flIrE7rwYDAKrUVERERE5IhirWVXbhe/3/17OoodLE4uJuFOrkV3YksbTrFMlBp5v7JxeDTRRDYoj7gda4kP5agkx39cay33hH/kvvB2Gk0Lf+FfTspkxt1vRANDDMUjGk86k6X1K+d/YL0Pp7kZ78QTwUI0NLTfNs/xWJZaTspLkQtyRHuvZSRtdcJAX2wRD6+9lt9e8QISg0Oc95UbybZ3zOh4h6+o7PSzT95oDEFDluQj23GG8pM7nuPRGG9kQ88G+sp90zpWERGRyVBoLSIis85zvBGrqQ3sPbFVqfV8ZrBE47xF1liF1iIiIiIicsQohkXu6bmHO7vuJOEmaEm04Exk/ep9uH1DJJ5oI2jM8pXmk/nokrMPus82v46ycUnYkdcgTnf34lUCipn0mI9lreXOcD0PR3fTYpbwHO9yEiY1qfHWDAyR8yOaTz6LpXULK7AeVl3n+gRMPE7U17/fVQnPOCxNLaXOy+4XXAMMuHF6vQSfPu+v+farL8UrFjn36zfSsKNtRsdbH5TYHq8jv08bdxvzsK5DauPWSbcJT7gJYk6Mu7vupjhCdb+IiMhsUGgtIiKzznf8UbfVlrWWecyMu6a1wYxYTS8iIiIiInI4sdayu7Cb3+3+Hbtyu1iUXETSS07+QFFE8pGtRHEPPJftsTra/f2rngecGFvj9dQHI4eK2Y4uzv/a97HG0H7isWOPm4ghO8gSs5JneS8gZuKTHzNUA+tYRNNTzmZx3cqpHWO+SCbxTjgBp7EB29uH3Sf4dXFYnFpCY6xxv+D6+GIPl/Ztpuh4fOusl/CR156OCUPO+cb3iPf2zdhQPSxY2Bav2+/2sD6N39lHbOfkq73rY/Xkgzz399xPOMqkCBERkZmk0FpERGad67hgDl7zuFpjrch6vptoLbwqrUVERERE5HBWCkvc33s/t3fcjud4tCZbJ11dPSy2qxO/e4CwrlohPeT6pKNKbXsEPJZoxLdhNbA8gBMEnPOtHxLLF7jr8kvZc+zRIz5OZCOstTjG5ULvr3iG9zx8E5vSmBkcIueHtJx8DovrV0ztGPON7+OuW4ezdAm2vx8bPnle62BYlFhEU7yJXJAj3HvOu67Uy2W9j1MxLn946jv40BvO4wdPg19n75jR8+L6sMROP8uAs8/7ZwxBY4bUI9twhgqj7zyK5kQzbfk2Hu1/dBpHKiIiMjEKrUVEZNZ5xsM17gihtQXHqDv4fDeBeQXWqj24iIiIiIgcvjqKHfx+z+/ZNrSNRclFpL2x23GPxSmUSD2ynaAhXWutnXd8UuGTofUeL02Xl6AuHHkt68jzuO95z+bPVz6f9pNGrrIObIXfBj/hgejPwPC5uTfifcdjB4couCEtJ59La/3yKR1j3nJd3NWrcVeu3BtcP1l1bIDWeCut8VbyYb5WkXxUuZ8X9j6KxVBe/ULufPoxbI0e4U/Fn9Py+NaZGSYWz0ZsidXvdxnFxnwwhuSmrZNuE+4Yh5ZEC4/0P8Ku3K5pHa+IiMh4FFqLiMiscx0Xz/EObjel3uALgrFgx1nU2mAUWouIiIiIyGGnElV4sO9B/tjxRwyGRclFuMY9pGMmHt8JYYiNVytmI2DIiZHZW2ldMi6PJBqpC8oHnTK3Pr6V1N421J3HHEXHuqNGfIyyLfGb4Me02+3k7dC4Sz6NJRoaouiEtJ5yHq0Nh1lgPcxxcFaswF2zGjsweFBw3RxvYnFiMYWwSBhVt60sD/KK7oc4P9fOhd4lrHGO5cpf5Xnat37A6rvum5Fh1oUl9sRS9Lr7t3cPGjLEOnqJ79gz6WN6jkd9rJ57eu6hr9w3TSMVEREZn0JrERGZE3EnXjuxG2agOqv8EE6eZRaY6kWUsVijSmsRERERETm89JX7+MOeP/D4wOO0xFvIHLDm9FR4XX3EduwhaMrWbisaD2sMqb2h9ZZYHYFxSBww8XvZQ49wzo0/4oybfj7meXTJFvhV8EM6bBvHO0/lHPeZGDO1GeM2l6dkK7Scci5N9UundIwFwxicZctwj1pTDa6DYL/NjbEGliQXU4iKBHuvbzSEpb3XNlz6m9/E7y59NbmmBk79+a856rbbp32IDpAIQzbHG/Y/TzeGoClLcuNWvJ7+SR836SXxHI8N3Rsoj1LdLyIiMt0UWouIyJyIe/GDKq0nulayzC0DEI0/t+BQZu6LiIiIiIjMF5GN2DK4hVt330oxKrIkuQTPmVpb7f0EAalNW4nSCXCevEzrEfGmjg1cNLiDPjfOjliWhqC0366rNjzAGTf/gnIqyT0veG6trfiB8jbHL4Ob6bEdPMU5mzPcC6YeWBeKFIMCjU85i+bDtcL6QMbgLF2Ke/RR2MEhbKWy3+Z6v54lySUUoyKVfSbmDzkxdsWy/HjpyXzmbW9hV6vPU359O8f+av20T9TPRGV6vCRdXnK/263vEaXipO97HKdQGmXv0TXEGhisDPJQ/0M6vxcRkVmh0FpEROZEzI2NXomrk6EFwI49wcBCNG49toiIiIiIyPxWCArc1XUX9/bcS12sjoZYw7QdO759D+5ggSizf9gYsxHn5to5ptTLo/FGYlGEu88Z2NG3381Tf/p/5OvruO21L2WotXnUxxiy/QzZAU53n86p3rlTD6yLJUqlIepPOoNFzWumdIyFzFmyBPeYtdih3AjBdR3LkssoRUUqUbUauy4q85KeTWTDMv+z+CQ+/JZX8+gyOP4PGzjq1j9M69gMkAnLPBZvIDiggXyUTmKCgNSDmyEMRz7AGFoSLWwd3Mr23PZpGq2IiMjoFFqLiMicSLiJg9qDO4Cd4gm0zJ5qRfzY75PFHrxmuYiIiIiIyAKyu7Cb3+3+HR3FDhYnFxM/YN3gQ+EM5Uk+tpOg8eAW4xHVLmRtfoZeN0E2erI989KHHuXkX/6OwZYm/vCal5BvbBjx+MOVsYucZVzmv5IT3dOnPFZbrlDKD5A58aksWbR2ysc5VJG1BNZSjizFyBLO8oR3Z9Ei3HXrsLkctrx/y+ysn2FZchnlqExlb1v3hrDES3o20hgU2LjoWXziTW/h9ycZvnniZvI2N61jS0UBOSfGbj910LagMYvf1Udi885JH9c1Lk3xJu7vvV/rW4uIyIw75D42AwMD3HHHHezatYvOzk4KhQItLS20trZy4oknctJJJ03HOEVE5DATdw9uDw57l7Seg/HIZFjAEjH67DeDUfswERERERFZkCpRhUcGHuHxgcfJ+lkavIZpf4zkozvANVj/4Muzd6WW8NlFp3HRwHZOKHbvN2V4z3FHs/nc03nsgnMop5IH7QvQG3Vye/hrLvT+ioypI22yI95vImwQUB7qI3X8ySxdcuyobcinS2Qtg5ElHx08VdoAjgEXg2dgILSEQMoxZB2DMwuT4J3WFnAM4WOPgbWY+JMTGbJ+BmOW0ZZvA8B3fLJRhZf0bOLmxuPY1XAW61/0F2wJfk1X5SZeuud8ykvXEHnT0GoeyIZlNscbWRQUiO3b2c4YKs11JDfvIsymqSxtmdRx424cP/S5t/tezlt0HjE3Ni3jFREROdCUfiLu2LGDL37xi/ziF7/g3nvvJYpGb//Z3NzMRRddxCte8Qqe97zn4Tgq7hYRkVHWtDbVsFPmN2MMY/zo33snDqqkFxERERERme/6yn3c230vfeU+WhIt07N29QFMEBLb3U1lUcOI24fcGJFxcLHEbQRRxNJNj9N+wjoiz+Ohv7x41GN3Rbv5TfBjAir02x4ypm7K47RBSHmgl/i641m+4iSMmbnruoXIMhBWF5lqdR1OSXlkXRfXgAt4xuBC9c97w+lCZNlTCdhSDukIIiyQcQxpZ2avKzjNzRjXJXjkEYD9guuMl2Z5ejm7cruwQMzxSUUBL+7ZRMHxaHROIumG5Hdv4Flf+zndq1dw50svI4z5hzyuhA0ZND67/AxHlQf23+i6BHVp0g9uZjCTIsweXJE9loZYA3sKe9jYv5FTGk+Zcpt5ERGRsUzqk8Yf/vAHLrvsMo4++mg+9KEPcffddxOGIdZajDE0NDSwZMkS4vE41lqstXR1dXHzzTfzohe9iNWrV/PhD3+YXG5625+IiMjCE3NjB1Ximtp/ZD4zgBlnTWuDUXtwERERERFZMCIbsWVwC7fuvpViVGRJasnMBNaVEKdYJmhIj1q13OUlAGiuFDBhyBk/+AVnff9nLH/wkTGPvTvawa+CHxIS8gzvMpY7a6Y8ThtGVPq7iR21lhWrTp2RwLpiLZ1BSFs5oGItJyd9LqlL8Ky6BGviPs2eQ4PrkHUdko4h5phaYA2QdAxr4j7PyCb4q7oEZyZ9YsbQEUQE1hLNYPMv09CAd9zx2FIJWyrtty3tpliRXkEYBZT2tnZP2JDGsHq/dOJ8ev4/e/8dJ9dZ3/3/r+uUOVN3Zne2SbvqXbIlF4y7LcuOKQYbcCNgB0IxSSB8bwLhJr8kYEiBEALJzU2AADEQbjBxwwZMCTa2bMuybKtbvdftfaedcv3+mN2V1rvSzhZJK+nz9EPe3Zkz51yzZcp5X5/PteBv2H/xBVTv2c8V//UwVi43IeNK+QX2OkmyyhxynQ6H0KZBdNMuVMEd5tYnVxmuZG/3Xg72HpyIoQohhBBDlPRqY8+ePdx5551cd911/OIXv0BrzfLly7n//vv59a9/TVNTE67r0trayuHDh8lkMvT29rJp0ya+853v8KEPfYja2loOHz7MZz/7WebNm8d3v/tdaRsqhBDnMUtZJ6iqVsjTwySnij+jk/2cDGXgae/0jUkIIYQQQgghxijjZXil5RXWt62nLFRGKpSa+INojbPnMEa+gDYNtDN8i+WCMjhoF6uj44Usb/zpE9S9toMji+dxZPG8E+7+ULCX33tPoFDcaL2DKcb0sQ810LjtLVjTZ1E/+5IJ75xZ0Jqjrk+HHzDDtrixL3ReHLZJmmM7VsI0mBu2+YOEw5vKwjhGcap1g+vjnaKTDCqV7AuuC0OC66gZoS5WT6AD8v7g9a/XR6vZGJ/Cl9/zYdZcNY/0oaNc/v2fEOrNjHtMtg7QKPaHhq+w95NxzO4MkW37GbmF2mCmMkk5KTa0b6Cz0DnusQohhBCvV9J0wUWLFuG6LnPmzOG+++7jve99L1OnTj3pbSKRCEuWLGHJkiV88IMfJAgCfve73/H973+fhx9+mI985CO0tLTwmc98ZkLuiBBCiLOLZVhDanX716fSSMH12U6hpD24EEIIIYQQYtJryDawvnU9nvaoidRgnIoW2EFAZMdBwnsOoU3jhBXWGtjtpOg1i62ir/7vx6nZuZcDFy1hw9v/AH2S8HhvsA0LmxXWO0gb1WMeajGwbsWor6du/hswJ7DaXGtNm69xtWZpxGZOyMKZ4FbeSilSpsJRipCpWOhYbMt7WAoqTGPC171WqSTWwgV424a2Co+YYeqj9RzOHCbn5wibxQr6N3fuQSvF9kiaf7vjPt7i/C33/L6dKx74MS/c975xtwpPenkOhRLUuT0kgqEV1V5FAudQE34yRn7GlFHtO2yGyfk51rWuYw5alngTQggxoUp6FVZXV8f3vvc9tm3bxl/+5V+OGFgPeyDD4Oabb+bHP/4xW7du5Z577jnpWthCCCHObZZhDVkDSQFa9aXWYtJSCtAjtAdX0h5cCCGEEEIIMXm5gcvmjs2sbl6NbdpUhitPTWDt+URf20N472HcytQJA2uARivKAbts4D3x9B272H35xay/9eaTBtYAV5l/wJvtu8YXWGuN19GKUVPNtAVXYBvjX2e5Xz7QHHEDUqbi5kSxqnqiA+vXU8CyaIg3lYWpsUwavIAuf+LPR6tkMbgerlV42HSoj9WjlEHWL7YAt9Dc0rGLhdkWjkTq+cWtX+I/3hzjt0syHLWaxj0eE42hNftOUG2NYeCVJ4hs3YfVNvqK6VQoRafbSd7Pj7yxEEIIMQolTZXbsWMHljVxs+rmzJnDD37wA3xfTmYLIcT5arhKa+gLrk//cMQYnOznZGBIpbUQQgghhBBiUuoodLChbQMdhQ4qncpTsnY1gCq4RDfvIdTYiluZhJMEz1llsTVcQZmf54buA7xpx1p2Xn8FO6674oRB9zZ/A1ndy8XWVZjKIkFqXON1O9qwKtLULb4K2xq+ffloBVrT5gdoDW+I2sxxrEHrUp8OKdPg6liIo17AhmyBIwWfCssgPIGheTG4Xoi3bRtojQqHB65zjBD10XqOZA6T9bJErAgG8ObOvdg6YFO0hj3Xf5QDXV9He49zk34zM7tT9FZWjHk8ST/PUTtOndtDxTDhsg5ZBNEwsfU76b7iAoJoeJi9nFhluBI3KGAOs3a2EEIIMVYlTR+cyMD6eKYpT2pCCHG+Gu6kgKL/vbjE1pOZhpMvaI1UWgshhBBCCCEmH601+3v281zjc2T9LDWRmlMXWOcKxNbvwG5ux61KnTSwDoBt4XKi7V2kW1qIBy6hmiQ7rr/yhIH1Zv9lXvGf5WCwm4Ief8VrvqMVK5Gi7oJrsO3RBZgnkg00R92AKtPg5rIw88P2aQ+s+ymlmGqb3JQIc1nUpjcIaHJ99ASud62SSaxFi9AFF53LDbouZNjUResJGSF6veLa1Qq4sWs/t7bv4Mqcx03WOzG1wfWPvsC1//kgqcNHxzwWA4gEHlvDaQon6CAQxMIoPyC2cRd43qj2byoTU5nk/CzbO7cTaOmoKoQQYvxOQc8bIYQQYmSWGia07kutJbKe7Iot3KU9uBBCCCGEEOJsUfALrG9bz9rWtZTZZaRCqVN2LCOTI/7qVqyOHrzK5ElbggMctuMU2rLc8t0fcuV/PUIrNj0naM2ttWad9wLr/RcpV5XcbN9OSDnDbluqfFc7TqSMuqXXYDuRce2rf4zNrk8mCLgiZnNN3KHMnBynoW2lmBu2eUtZhBrL4Kgb4E9kcF1WhrVo4bDBtW1YTI3VETEj9HoZNMXgek6+EwWUG1NIpz/PnqtuwnA9rvzhw6T3HRzzWOKBS8aw2OmkTvj+3atIYLZ3E922H0a5lKdCYSqLLR1bWNe6joJfGPNYhRBCCBhHaH3PPffwwAMPsG/fvgkcjhBCiPOFbdgolMzGPRspQAcjtgf3/NHN1BZCCCGEEEKIU6Gj0MHzTc9zsPcgNZEaHHN8Ie/JmN0Z4i9vwcgW8NInWFP4OF1GiJa2Am//3g9wejNsuekaHqy+kN8kZw3ZVmvNy/4zvBa8SqWq5SbrXYRVdFzjzXV3ELLD1C67GjsSG9e+AHytOer5VFkGNyfCzHZsjDNUXX0yEUNxVdxhQdiiwfUpTHhwvQjtuuhsdtB1ljKZGp1K1IrS6/Vy/DvrfU4ZG+P1fPPSm/nFB+7GUx6X/+gRanbsGfNYKrwch+wEDdaJf0+8yjKcA404BxtHvX8F1ERqOJQ5xOrm1fS4PWMeqxBCCDHm0PrHP/4xH/rQh5gzZw5z5szhwx/+MD/5yU9obBz9k5sQQojzj2mYWMoasu6xUtIcfPJTKE7+g1JK4SOV1kIIIYQQQogzR2vNvp59PNfwHG7gUh2pxjhBq+SJYHZ0E1/zGioI8MvjI27voWhszPDm//x/WIUCa+6+lYMXLKJgmISDoZOAu+hgaOVstAABAABJREFUT7CNGlXPjdY7cNT42nhnezsJK5spS68lFBs5YB+JqzUNbsDckM1VcYf4JKmuPhFLKS6O2FwaDdHqBmSDiQyuE8Xg2vcJMoODa1MZTIlOIW4lyHiZgeB6Tr6TFZ376LDCfO/CG/ncH88mEwp4w08fp2b77jGNwwCSfoGtkTS9J2qFbxh4FQmiW/dhtXSM/hjKoCZSQ4/Xw3ONz9Gcax7TWIUQQohxVVrX1dWhtWbv3r3853/+J/fccw9Tp07lggsu4OMf/zg/+9nP6OjomMDhCiGEOFcYysA27CEtpA2FpNaTnQK0RnPi2fIKNWRCghBCCCGEEEKcLv3twNe1rqMsVEYylDylx7NaO0m8vAVtGfhlpVUsN7W5XPejhzF0wOr3voum+bPJKxOA8DDLLSVVOX9g3c4K61ZsFRrXeLPZbiK+Se2yqwmVpca1L4BcoGlyAy6K2FwatbEnYXX1cJRSLAjbXB0L0e0HdPoT1w1OJRJYixejdEDQmxl0nYnBlGgtZVZiUMX1smwzb+rYQ68ZZvMFf8v9H1rI9jrNyzVNYx6Ho32Uhi3hNP4J3sdr28KPhYlt2InRkx12m5FUOBWEzBCrmlaxt3vvhK4XLoQQ4vww5tD6hz/8IQcOHGD79u1885vf5PbbbyedTqO1ZsuWLXzjG9/g9ttvp6qqissuu4z//b//N7/5zW8mcuxCCCHOcrY1NLSWNa3PHrKmtRBCCCGEEGIyOp3twAHsxlbir2wlCIcI4qW1624xw7xWP5PDixew6o/uoHXmNADyRl9o3Vdp7WmXVd5v6dIdAKSNakx1gorZEmWzPUTympoLriSUqhzXvgC6/YAOP+DqmM3iyORsBz6SaY7FikSxcr3Fm7j3sioWw1y0CKUUQc/g1tkGippoLSk7NSi4Xpxr5a0du8kbNgfn/gVfvaeKldGX2ei/RLSlbUzjSPp52s0w+0InrqgPosX7H9u4E1Vwx3ScmBWjPFTO+rb1bG7fjDdMxwAhhBDiRMbdo2XevHl85CMf4b//+79pampi/fr1/Mu//AtvectbSCQS+L7P2rVr+cpXvsItt9wyEWMWQghxjnBMZ8ia1obMxD07jPBzMpQhldZCCCHEeWjjxo184Qtf4KabbqK2thbbtkmlUlx55ZV85StfIZPJjLwTIYQYIy/w2Nm5k5UNK09LO3CA0OEm4mt34MfDA6HfSHKGydZwBVECNrzjTXTUTTnuumIg7QQ+BZ3nae9x9gTb2O1vGfdYNcUK62g+oGbx5ThVNePeZ6sX4GrNioTDDMce9/7OpLRlcEPcocwwaHB9ggk6P6FiMazFi1C2PWxwXR2ppjxUPii4np9v57b2nby9cy8323dQrqqI7NnCim/+kAW/f2HE9+RDxgCUezl2OynazBP/nvqpOGZXL5GteyEYW9V5yAxRHalmd89uXmp5Sda5FkIIUbIJf9W2dOlSPvGJT/Dggw/ygx/8gCuuuAIoriEjLUGEEEIczzGdIdW4SqmTtp0Wk4NCn7zSGqm0FkIIIc43u3fvZtmyZXzuc5/jqaeewjRNLrroIuLxOKtXr+Yv//Ivufjiizlw4MCZHqoQ4hzUkmvh+cbnea3zNVJO6pS3A0drnP1HiW7chZeMocOlVXN32w7NsSTzVr1CVA+tQnUCn4jvYgcZnvJ+RpM+wkLjIi4yrxzfcIFsrptYHqoXX44zpW58+9OaJtcnYsCKRJgqyxzX/iaLhGlwXdyhzjZpcAP8iTqfHYlgLVhwwuC6KlxFRaiiGFz3HXNmoYuUnyesIiyM/jH2nD+ms7aKBStf4oJfPzPq4NpCEw1cXgunyZ9kModXmcQ53IKz58io72Y/U5nUhGvoKHSwsnElh3sPSzYghBBiROPrJXOcQqHAqlWrePrpp3nqqad4+eWX8X1/4MmoqqqKG264YaIOJ4QQ4hzgGM6Qalwli1qfNU72hlPagwshhBDnH601VVVVfPSjH+Xee+9l9uzZA9e98MILvPe972XHjh3cfffdvPjii2dwpEKIc0nOz7Gzcye7e3YTtaLURmpP/UGDAGfPEaI7DuBVJNB2CadYtSa6+jU6wjGMwKdt0ZxhN6vwc7y9bR2v5h+hSzdyofFGlpqXo8bRclsDmVw3iRxUL34joXEG1oHWNHo+UyyTN8YcIsa5NfHcMRRXxEJElMv2gkeNZWBNRMvzSARr0SK87dsJurowyo616u4Prg2laMm3EjNjA23WPRRPpxaQNSz4SIx3fe8bzF6zDjOfZ+OtN6ON0uvSYoFHmxVmh1POklzr8BVtSuGmy4jsOkAQj+DWpsd0d5VSpJ00WS/LmtY1zM7PZlFyESFzfOuxCyGEOHeNObTWWvPKK6/w1FNP8fTTT/PCCy+Qy+UGTmAnEgmuu+46brzxRlasWMHSpUsnbNBCCCHODWErPLTSmlFPFhanm1LFn5HWcIKqeIUa0vpdCCGEEOe2+vp69u7dSywWG3Ld1VdfzY9+9COuvfZaVq9ezYYNG1i2bNkZGKUQ4lyhteZI5gibOzZTCApUhasw1Wmo9g0CIjsOEt5zGDddBqVUGGtN/Nn1lK95DdP3SeZ6yScTx64GViamsSDXRq3bS0P+BbqCI1xiXsNi85LxDRdNJtdDMmdQtejScQfWvtY0uAFzHJtLojb2Wbh+dSkspbg4amMbsDnrUmWbhCbivjoO1oKFeDt2EHR2YSSPBdcKSDuVgEFLvpmoGcVUBhaa29p38Gj5Ah6vWsiGD1zLR//rCS7ZsAWrUODVO98OoxhbystxJJSg3M9R7/YOv5Fl4idixDbuosex8cpPvBb2SCJWhJAZYl/PPlrzrVxccTHlTvmY9yeEEOLcNebQuqKigq6uLqD4ItFxHJYvX86KFSu48cYbueyyyzDNc6MtjBBCiFNj2PbgBqAktZ7sFBCc5MekVDG0DnRwyteQE0IIIcTkEA6ffC3Xa665hrKyMrq6uti2bZuE1kKIMetxe9jSsYXDmcMkQ8lT3wq8n+cT3bYP52AjbmUSzBLe62hN/Jl1lL+8hcbp9Sze8tqg6tYA+G1yFlsjlfQYIW7p3M3F5pXUGvXUGTPHNdwATTbfQypnULXwUuyp9ePan6c1jW7AwrDFsoiNeY4G1v0MpbgwXAzm12dd0qaBMxFV5U4Ia8F8vJ07CTo7UcnkwHTwYnBdgYGiKd80EFxXe1nubNvGIxUL2Ft9N19/v8OHf/wQrVM68bWHiVVycG1QDK63h9Mk/QKJwB12Ox0OEfg+sbXb6b58CUE8Oua7bCqTmkgNXYUunmt8jiXlS5gZn3l6JpoIIYQ4a4w5tO7s7EQpRVlZGX/xF3/BJz7xCeLx+ESOTQghxDnONu0hncCLFbrn9hvfs57q+7GdpNLawEBrja99Ca2FEEIIAYDv+3hecf3WaHTsJ76FEOcvL/DY37ufrR1bAaiJ1Jy29xvK9Yhu2k2osa0YWJfSkllrsspk5wVLmdPjsfkdb+KCv35t4GofxZOp2ewKVzAt18iU1kfQ5hswlEmdmjmu8QZoMvkeynMmlQsvwZ46vgrrQqBp9nwujNgsCdsDrasnm8S//MuQdtnxr30NFQR0f/KTo96fUopFYRtHwZqMSwpjYtqhh0JY8+fj7diJ7uyE1wXX5U45KGjKHQuu036Ou9q28Uj5AvZVvpMf39VCU2ElU/0nWeH/ARYmXolrq4d0gBUEbI5UcmmmkdAJOqUFsQhmZw/xddvpecNigkhp+z+RslAZ4SDMxvaNtGRbuLDiQqKWvCYQQghRNOZXdeFwGK01nZ2d3H///dTX13Prrbfyr//6r2zcuHEixyiEEOIcZRkW+nWp9SR93ysGUaD1Sdu4K6XQ6JOuey2EEEKI88tjjz1GJpPBsiyuvPLKMz0cIcRZpjXXygtNL7CxbSNldhmV4crTF1jnC8TW78BuasOtKjGw9ny8zizrYzUcnDWbDXe9DT9kH7saxc9Tc9kVrmBG9jB+02fZFrxEJ23jHm8xsO4uBtbzLy4G1uN4s50LNM1ewKXREBdM4sAaQBsGZV/5CkZrK1AMrMu+8pVRrfs8nNmOzdXREJ1+QI8/QUth2TbWgvmosjJ0Z+egsyMKKA+VU+1Uk/Ez+H2hcsrPc1fbVq7vOsBNeilzjMU0evu49KePcNUPHyKUyZZ8+LKgQK9hs9VJc7J75CfjGLkCsQ07UYXhq7JHI2SEqAnX0JxvZmXDSppzzePepxBCiHPDmCutOzo6ePHFF3n66ad5+umnWbNmDb/4xS/45S9/CUA6neaGG24YWNN67ty5EzZoIYQQ5wbbsFGve7OrULKm9dlAn3ztcUMVK61lXWshhBBCQPEcwif7Ktw+/OEPU1lZecJtjx49ytGjR4dcvnXr1lM2PiHE5JXzc+zs3Mme7j2ErTBTolNO6/GNbJ7Y+h2Y3b14lcmSwl+Vdyl/7FmM9m74kw9QHvWHbPNapJK94RSzM/vJtHwBCFhuvZ2USo9rvP2BdUXOJj3vIuy6+nEF1tlA0+EHXBGzme3YI9/gDOv5xCcAisF1WxtlX/kKXZ/61MDl4zHNsbjeUDzfkycgoKyU9vAjsSys+fPx+1qFD1txDTTnm4mYEUxlkAhcLsk0gjJ4g3kTxN5E18znqXvmRa5+4Ke8eO/t5MoSJzzk8Sq8HA12lGiQYm6h4wS91MCrKMNq7iC6eQ+9S+eWtpb7SRjKoDJcSa/Xy6qmVSwpX8Ls+Gzp1CaEEOe5MT8LhEIhrr/+ej7/+c/z3HPP0d7ezpNPPsknP/lJli1bRltbGw899BB/+qd/yoIFC5gxYwYf+MAHxj3g5557jttuu43q6mrC4TBz587lk5/8JG1t45uF+Morr/DHf/zHzJo1i3A4TEVFBcuWLeNjH/sY+/fvH/e4hRBCDGUZw8ydkvcnZwFVPOcx0uwChYTWQgghhMDzPN797ndz4MABZs+ezZe+9KWTbv/tb3+bSy+9dMi/e+655zSNWAgxGQQ64HDvYZ45+gz7evdRGak8fWtX9zF6ssRf2YLZm8VLlxZYG9k86f9+itiBBvYvXkg4MnzN0NJsM1e0raa35X4MNDdatzHVmDGu8RYD617Kcxbpucuw68cXWPf4AZ1+wNXR0FkRWPfr+cQn0EqhtEaHQhMSWPertU2WJxw8rWn3Juj9rmVhzpuHkUyiO4apuHbKqXKqBlVc91uTqGN1+SX8x9vuZt3N15BoaeOqBx4k2t5R0qEVkPZy7HVSHLViJ93Wq0wSamwjsn0/BBNz32NWjHKnnE1tm1jftp6CX5iQ/QohhDg7TVg0EI1GefOb38yXv/xl1q5dS0tLCw899BCXX345WmsOHjzID37wg3Ed45vf/CbLly/niSeewLZtlixZwpEjR/jqV7/KsmXLxhwuf/azn+Xyyy/n+9//Pt3d3Vx44YXU1NSwe/duvvGNb7Bp06ZxjVsIIcTwTGUOWdPaBPQJ5/aKSUFRrLQeaTvNkPbvQgghhDi/BEHA+973Pn7zm99QWVnJz3/+c8rKyk56m4985CO8+uqrQ/796Ec/Ok2jFkKcaV1uF2ua17CmZQ0hM0RVuKr4/vE0Mjt7SLy8BeV6eOWlVa0aPVnSD/4PkaMtbLruSna86bpBoXFWmfzfd92Drww8XeBQz/ewsbjJehfVxvjWnNZAptBLKquonHXBuAPrLj8gG2iujztMc8bcrPOMiH/ta8XAWilUoUD8a1+b0P1XWiY3JMKYClonOrhOJdEdHSUH15f1HqW+0MX6WA3/evMf8I23mkQ7u7n6Px8k3txa0qFNNGV+ji2RNB3mSdasVgq3sozw/gbCuw+P7X4OI2SEqInUcKj3EKuaVtFV6JqwfQshhDi7TPgrjh07dvDUU0/x1FNP8cwzz9De3l5c13KcvV7XrVvHn//5nxMEAV//+tf56Ec/ilKKtrY27rrrLp566inuvvtuVq9ePar9/tM//RN/93d/x5QpU/jOd77DW9/61oFWtb7v8+KLL1JfXz+usQshhBiebQwzU1vy6slPQUlxtAJfD22DJ4QQQojzg9aaD37wg/z4xz8mlUrx29/+lsWLF494uylTpjBlyult/yuEmBwCHbCvZx+vdbyGoQxqIjVnpF2w1dZJfO12tGXil8VLuo3Rm6PqJ78l1N7N2j9YzqGrLhl0fa9h8Uj5AlrfeQmL9+3CViGut95GCIeUMb6W4AAZt5eyDFROX4g9Y2Zp626fQIcf4GvN8oRD5TjbQJ9u/WtY++k0QTpN9tZbKfvKVwAmtOI6ZRosjzs815unxfWptCfg+9QXXLNrF0FbO5SnBrUKr3AqgGKr8KgZxVQGIR3wjrad/KJ8Dvti8ynceD9Z5wu8+/k8HRG/5JP/jg7wAo+NkUou620kor3hNzQM3HQZkZ0HUa6HticmXjCUQXWkmo5CB881PcfF5RczNTZ1QvYthBDi7DHuZ5VDhw7x9NNP89RTT/H0009z5MgRgEEh9aJFi1ixYgU33njjmI/zd3/3d/i+z3ve8x4+9rGPDVxeUVHBgw8+yOzZs3nppZf45S9/yS233FLSPnfu3MlnP/tZwuEw//M//8OSJUsGXW+aJtdcc82YxyyEEOLkTGPomzoD0BJcnwXUiO3Bi+uTS6W1EEIIMVof+MAHSKVSfPWrXy1p+09/+tO0trbyve997xSPrHRaa+677z6+//3vU1ZWxm9+8xsuvvjiMz0sIcQklvNzbG7fzMHeg6SdNCEzdEbGYTe1E1u/gyAcIoiFS75dVyyGV1dHw9XTabz0gkHXdRs2j1QsoN2K8JbnfsDsgy+zl7dQbUxMKNfrZohnNFVT5xOaPXdcgXWbF2AAN8TDlFtn3/pdKgjo+tSniDzxBHAsqFYT1M76eAnT4Pq4w/M9BZpcn+qJCq7nzoXduwna2oprXPcVWL0+uI6ZMQylsAl4e/sufpWaw67oXDZf9b/51PwvEjF+yU36nVRkHdxoZMRDxwKPdtNhcyTNxZkmrBNNVbdMvPIERt4lGEc1/3BSoRRZL8ualjUsdBcyLznvtHdZEEIIceaMObT+sz/7M5566il27doFDA6pZ86cyYoVKwb+1dbWjmuQPT09/OpXvwLgT//0T4dcX1lZyR133MEDDzzAT3/605JD669//esUCgXuu+++IYG1EEKIU88yLAxl4Af+QIB99r0lPj9p9IhLWqNlTWshhBBiLL7//e9TW1tbcmj90EMPceDAgUkVWn/0ox/lu9/9LvF4nCeffJI3vvGNZ3pIQohJrDXXytrWteT83BmrrgawjzQT37ALPxEhiJykTfJxzM4eOlMp1kVr8O+8jWTgDrq+w3R4pHwBXZbDwo6VvDLjd/yft8eYqDORWS9LLBNQXT0bZ958MMce8LV6AbaC6+IOSfPsfHfe/clPAgyE1jCxFdavFzMMros7vNCTp9H1qbaMgZB5zCwLc84cAILWNkgNDa410HJccG2huaVjF88lpnFxxqPZvpnV/u/Ibfk1Nz3Rwqt3vJWmebNHPHS5n6fZCrM9XM6iXNsJz9HokIU2DYxcgdDhJgp11eO7z8eJWBFsw2Zb5zY6C50sSy8jbJY+gUQIIcTZa8yh9be+9a2Bz2tra7nhhhsGqqlnzpw5EWMbsG7dOnK5HKFQiMsvv3zYba6//noeeOABXnzxxZL3+7Of/QyA2267jV27dvGd73yHDRs2YBgGixYt4r3vfS+XXHLJyXcihBBizCxlYRomvvYx6XtjrQb+JyYxBSNWUWulJbQWQgghToPJ1tnk4x//ON/85jeJRqP84he/4Oqrrz7TQxJCTFK+9tnbtZfXOl8jakWpilSdsbGE9h8ltmUvXjKGdkqr8g4dbqby4d/TftnF+DfXkvQLg67XwJPJ2XSZIRa0/Q+tPT9kzlGPv/1pN4/eP/4xZ/0sTsajKj0DZ/5CsMbeVLPF84koxbVxh8RZGlifKRFDcU3cYXVvngYvoMYyMCYiuJ47F4w9BM0tQ4LrdF/F9fHBtQFc330QgDJzEd3ONGoqutDmz3jjg0+w9l1v4ciSBSMeOu3lOBRKEA08Zp1sfWml0KZBdOMulOeTn147rnXUj2cZFjWRGpryTTzf+DyXpC8ZqDIXQghx7hrzK5l3vOMdA5XUpaxJNR47duwAYMaMGdj2MOufAnP6Zp/t2bMH13VPuF2/xsZGDh48OLD/O+64g2w2O3D9r371K772ta/x6U9/mi996Usn3dfRo0c5evTokMu3bt160tsJIcT5TimFYzqD1j0e9xs7cdqU8pMqYeVrIYQQQoxTS0sL0Wj0TA8DKLYq//rXv044HObxxx/n+uuvP9NDEkJMUhkvw6a2TRzNHSXtpLGNk5/LO2W0xtlzmOj2A3jlCXSotNOlzr6jVD72LL5SHJkza0hgDcX3TDd37mWNsY+23v+mUtXwte9uJZEb//ukrJ/DznrUlNUTWbgEQmNvp97s+sRNxTUxh7gE1mMSNhRXxRzWZAoccj1qLHP85zdME3P2bFCKoKkZkmWovtbvx4JrTUu+ZSC47tduOqxMX8prySzqgzGu//6PuOSRJzELLgcvvmD44/UxgAo3x06nnHjgUuVlT7yxUvjlCaKv7UUVPHJz6sbVnn7wrhVV4Sq63C6eb3yeZRXLmB6bPv5KdiGEEJPWmEPrRx99dCLHcVJtbW1Acf3qE+m/LggCurq6SKfTJ93n8SHzpz/9aWbMmMG///u/c+2119LR0cG3vvUtvvCFL/BP//RPzJ49m/vuu++E+/r2t7/N5z//+dHcJSGEEH1CZggv8Aa+ViAx51lAo0ZsD65Q+IF/8o2EEEIIMWadnZ1897vfJZPJcOGFF57p4fDiiy/yz//8zwCUlZVx//33c//99w+77Qc+8AE+8IEPnMbRCSEmk6ZsE+va1uEGLtXh6jPWDpwgILzzIJHdh3DTSbBKa60d2XmQiieew7Ntnr7nLgp1gyvEG6wogTKY6vbQWVhLm/87alQ9y623kchtGfewc34eK+dSG51CZPEF4JTWynw4Ta5PyjS4Oh4iOkFh4/kqZCguj4WwMoq9eY9aewIqrvuDa8MgaGgcJrhOUwyuW4lZMYy+6eUpP89lvUdZHa/jP+dfwZPv/zmf+69mLn7it9j5AnuuOHl3UQtNwi+wOVLJZb0NxF/X9v542rZw02VEdh5EeR7ZBTMmLLgGKLPLcAyHta1r6Sx0sii16MxNchFCCHFKjb1nzGmUy+UACJ1kxmA4fGxdi+Mrpk+kp6dn4PMgCPj5z3/OwoULgWK78/vvv5+Wlha+8Y1vcP/99/PBD34Q8wRrwnzkIx/h1ltvHXL51q1bueeee0YcixBCnM9CRoi8lx/4WimJrM8GCj1ye/C+/4QQQghxcp///Of5whe+MOiyxsbGE74HfT2lFHfcccepGNqo5PPHXtM1NTXR1NR0wm1vuumm0zEkIcQk4wYuu7p2sb1rOwk7QTKUPHOD8X0i2/YT3t+AW5kseS3o6Ja9VPxyFblohKf+6G6C6vJB1x+24/ysfB6WDvhg80ZmGQvJkWWBsQxLjf9UbM7PYeQ9poSqiSy+ECKRMe1Ha02TF1BhGlwdd4gYUr06EWyleEPUxgR29gXX5niDa8PAnDmzGFwfOQLJ5OuC60oCNG35toHgWgFX9hzBDgKeK5uGu+Af+JsPfI7P/vAo7aq9pMOGtU9em7wWTnNJpgmbkyz/ZZm4lUnCe4+iXJ/M4lklTwIphWM6VEeq2dOzh063k0sqLiFmxyZs/0IIISaHsyK07g+kC4WhbXb69QfbAJESXqwdH3LfcsstA4H18f7yL/+Sb3zjGxw9epT169dz6aWXDruvKVOmMGXKlBGPKYQQYqiwFaYj3zHwtVIKLWtaT3q6hDfdSitZ01oIIYQo0esng5W6TnUoFOLee+/lM5/5zKkY1qgsX7580q2vLYSYPNrybWxs20in20mlU4llnMHTkp5H9LU9hA634FYlS68K1ZrOigrMqjQr734nVCQGXX0glODx1DwUcGHb/2DqKpQyWGIOf05xtHJ+DrPgM8WqJLJ4KSo2ttBOaz2w9vKVMYewBNYTylKKS6M2loKtOY8a28CaiOB6erE1tn/4MJQlUeax4LrKqQINbYW2QRXXb8g0YGufp5MzCWb/HX/9wU+TN7dybTCLmd40fNs66TrUSb9AixVhRzjFolwbJ/1LMQ3cqiTO4SaU55O5cA7anri/c1OZ1EZqac23srJxJZemL6U6Uj1h+xdCCHHmlfSsceWVV/L3f//33HjjjRNy0Pb2dv75n/+ZyspK/uIv/mLE7cvLizMWW1tbT7hNfwtxwzAoKysbcZ/HtxpftGjRsNvMmDGDWCxGb28ve/fuPWFoLYQQYuxCZmjQmtZq4H9iUtMjn0zXaAmthRBCiBK8//3vZ/ny5UDx+XXFihVUVFTwyCOPnPA2/e9958+fX9LEbSGEOFO8wGN39262dW4jbIapidSc0fGogkt0825Cje241amTBnbHM3pztCXKWDd3CfafLiTG4KWQ9jhJfpGai6UDpjZ/mz351dRZb2GGmjch4876OaxCwBSjgsiiC1FliZFvNIz+wHqKZXBFzMGRwPqUMJRiWcTGVrAp61JpmYTG+702DIxp08Aw8A8ehLIyVF+HAAVUhYtt6l8fXC/LNmPrgG4zxHznFn7nPcaazJPc9d/lZCqr2PC2m046caPCy3IoVEaZX2Ca23PC7frH6FalsJvaiK336V06F+2Mfb314aSdNL1eLy82vcji1GLmlM05c0sMCCGEmFAlhdYvvfQSN998M9deey1/9md/xm233YYzhrVStm7dyg9+8AO+9a1v0d3dfcK1rV5vwYIFABw4cADXdbHtoWtW7N69G4DZs2cPe/3rzZw5k3A4TC6XO+l9CYVC9Pb24vuyJqcQQpwKjukMWvdY1rQ+OxTbg4+0jVRaCyGEEKWYMWMGM2bMGHRZKBTi+uuvP0MjEkKIidFR6GBj20ZaC61UOpVnfB1aI5sntmEnZkd3scK6lMBaa5Ir1xPZtJuXPvw+7EgwJLBusSL8PDWXUOBT2/x1egrrWGAsY7qaOyHjzvo5LE8zRaWILLoAlRpbW3WtNY1uwBS7WGE97hBVnJShFEvCNrZSvJpxSVvG+KvaDQOjvr4YXO8/AGWJYYJrTXuhg6gVHQiuF+f6isGMSlbYd3LUzKBDLzJj3Wasgsvad74ZfYIW+QZQ7uXYFk4TC1wq/Pyw2w1QCq8yidXWTXztdnovmk8QGfu668OJWTFCRojNHZvpcDtYWr4Ux5zYYwghhDj9SgqtV61axSc+8QlWrlzJc889RyKR4B3veAfXX389l19+OYsXLx72dh0dHaxZs4aXXnqJxx9/nHXr1gEQjUb57Gc/y6c+9amSBnnxxRfjOA75fJ7Vq1dz7bXXDtnm2WefBYpV4aUwDIMrrriCZ555hj179pxw/O3txTU+6uvrS9qvEEKI0Qmb4UEVu+PtmCVOjwA1YmitlVRaCyGEEGMRBPL8KYQ4u/mBz97uvWzp3ELIDDElcuaX1TN6MsTXbcfIu3hVqdJupDWp371MYt0OmqbVQThELPCGbJb2slzcc4Dmnp/Q627hAuMNLDOvRE3AG9xiYA1TdRJnwWJUefnINxqG1ppGL6DGLlZYS2B9eiilWBAuVlyvybikMMa/frhSGFOnglL4+/YNqbiuDFehKU4aOT647req/FIOhMpI/9EcbnnwJ9S/th2rUODlO99GcIJiMFsHRAKXzZFKLuttJKKH/h28foxeugyrrYv4q1vpuWQhQTR88tuMkm3Y1ERqaMg20O12c0n6ElKh1IQeQwghxOlVUt+MK664ghdffJGf/OQnLF26lK6uLn74wx/yoQ99iAsvvJBIJEJdXR0XXnghl112GXPnzqWiooJ0Os1b3vIW7r//ftauXUs0GuVP/uRP2LFjB5/73OdKbmEWj8d585vfDMC3vvWtIde3tLTw8MMPA3DXXXeVet9597vfDcDjjz8+bOvx73znOwAkk0ne8IY3lLxfIYQQpbMMC62OC60BOU17FlDF9t8npSGQn6YQQgghhBDnlS63i9XNq9ncsZmUk5oUIZLZ0U3ipddQrodXXmJbbT+g4perSKzbwZHZM3n+ntuxwoMDvX2hMnwUaE2m4/+SdbdwsXkVF1lXTVBgncXyYWpQhjN3IUZl5Zj2o7WmyQuo7lvDWlqCn36zHZuroyE6/YAefwLeJyuFMWUK5owZ6K5u9HFdQg0UVeEqUqEUvV4vweveu1+UaUKjeLhyEX9/90J+f6GiZudervh/j2HlT1xFHQs8PEy2RNJ4Ja7r5lWUofIu8Ze3YHZnxnZfT8JQBlXhKtzA5bnG5zjUe2jEpcyEEEJMXiVVWve7++67ufvuu1m9ejXf/va3+fWvf01jYyP5fJ6jR49y9OjRoQewLC677DLe+973cu+995JIjG29lc9+9rP8/Oc/58c//jFXXnklH/3oR1FK0dbWxrvf/W66u7u57LLLuOWWWwbd7t3vfjerV6/mjjvu4Ctf+cqg6/74j/+Yr3zlK+zatYv3ve99/Nd//dfA+tlPPfUUf//3fw/Apz71qTG1QxdCCDEyyxj8VGQopNz6bKApqY+7vFkUQgghRu/AgQNjut306dMneCRCCFG6QAcc6D3ApvZNmMqkJlIzIcHteNlN7cTW7yBwbIJ4aQU0+D7px58juusQ+xfOZ+3tb8WyBtf+rI3W8GzZdC7tPcp13Yd4g3k9bbqZ+eaFw+7y6oefQL9u3eCrHv0FKgh44Y5bh2yf9bNY2mCqn8CZMw+jprq0sQ+jyQuolMD6jJvmWFxvKJ7vyRMQUGaOcx3m/oprwN+/f1DFdX9wrdF0FDoGrXE9rdDN7e3beax8Pruq38t378ySdZ7hDfvbwPPhJKfBU36OSx79FWXaHXT57J//HhUE7L7txiG38VNxzK5e4i9voefShfjJ+Pju9zCSoSQ5P8fLrS/TUehgYXLhkPNNQgghJr8xPXJfccUVXHHFFQBs376dF198kSNHjtDU1EQul6OyspKqqioWL17M1VdfTTQaHfdAL7nkEv7t3/6Nj3/84/z5n/85X/ziF6mtrWXr1q1ks1mmTp3KT3/60yEvhhsaGti/fz8tLS1D9hkKhXj88cdZvnw5v/zlL6mrq2PJkiV0dHSwa9cuAO644w7+6q/+atzjF0IIMTzLsAaHn0rJmtZniREDacWg9cqFEEIIUZpZs2aN+jZKKTxvhFadQghximS9LJs7NnOo9xAVTsWkWVs2dLCR2OY9+InIqNbUDQyDzkiMI0uXsOnWP8B8Xbj4UmwKqxL1JN0e5nRvBRJUGrVUUnvCfWrD4NqHn6A3ESdbluCqR3/BtQ8/wXPDBdZeFguDqW4CZ9YcjCljb6/e5PpUmAZXxZzxr6csxq3WNlmecFjZk6fdCyi3Jjq4TqL6fl8NFNXh4mSH1wfXU9xe7mjbxqPlC2io/BA/vtXgpx3PMMtZx8X6KowgGHaNawU4BFzxyC/IJmL4iRizf/575v7sKXa9Y2hg3c8vi2F0Z0i8vJWeSxbgVZSN734PI2yGqQ5Xs6t7F51uJxdVXETMik34cYQQQpw6455utGDBAhYsWDARYxnRxz72MZYuXcpXvvIVVq1axebNm6mvr+fWW2/lb/7mb0in06Pe5+LFi9m8eTNf+tKXeOKJJ9i0aROO43Dttdfy4Q9/mHvuuWdSzAoVQohz1ZBKa0BJaj3pKUDrkz8/Ghi4gXvSbYQQQggx1Fg6lUh3EyHEmdKQbWB963pc7VITqcFQ4wzhJoLWOHuPEN2+Hy8VR4eGX6f39VTexQvZ7IikOXj77VQEOczj3vZo4IV4HS/Hp1LuduI03s9LQY7b7D/CVCc/zbrqXW8D4NqHnyDa3TMQWPdf3q/XyxAmRK0bxZkxayCQHItG16fcNLg6LoH1ZFJpmdwQD/Ncb55WLyA9UcG11vgHDvZVXL8uuNbQ6XYOWuO62styZ9s2fpecyU3BUtaEt7MleJWLtvZww7NHePGed5FNJYccbvW7biFQcMNDj6O7ewcC6z1vv+GkwwwSUejNEn+lL7iuTI3vfg/DVCY14RraCm081/Acl1ZeSlW4asKPI4QQ4tQ463pkXHfddVx33XUlb//MM8+MuE11dTVf/epX+epXvzqOkQkhhBgL27AHTQ5SqqSu0+IMU1oTjHByXClFoGVNayGEEGK09u7de9LrOzs7Wb16NV/96ldpbW3lRz/6EQsXLjxNoxNCnMuqbiiGTs2///2I2xaCAjs6d7CraxeJUIKUlTrFoytREBDZcQBnzxHcdBlYQ6tFh2P05qh86Ckaptdz4Na3U+nneH3O+1JsCi/Hp5IutGE3fhZ0L1dYt4wYWPdb9a63cc3DT6AAz7IGBdYayHgZIsqhthAhVD8do65uzMtnNfUF1tfEHSISWE865ZbBDXGH53ryNLs+VXZpv6cnpFTx90Vr/IOHhgbXkb6Ka3dwxXXaz3FX2zYUihutd7CaLdQXNLHW17jmP3/Ki390Bz2VFUMOt+adt7D8ocdRgG+ZIwbW/YJYBAyD+Cvb6L1oHm7t6IvQRqKUIu2k6fV6WdW0isXJxcwum42pxvk9PgNG85gshBDngrMutBZCCHFusQxrUGWQUgrk/fTkV8LPSKHwtbQHF0IIIUZrxowZI26zdOlS7r33Xm644QY+8IEPsGHDhtMwMiGEKGrPt7OubR3dbjdVkarJEwZ5PtEte3EONeFWJqHENYPNrl4qf/oUofYumpYuo8rPDfuWZ0GujUOWJt/yDxi6wHLrNmqMupKHd9Wjvyh2rQIsz+OqR3/Bqne9jQBNxssQN6LU5CNY9fUY06eDMbYK3GbXp0wC60kvYRpcn3B4vqdAk+tTPRHBdX09aPAPHRzaKvwEwXX/b0iDk2Zd+QdxrjsMToSLH/sVVz/wU1bf8y46p9QMOtTxv8um5zPlFys5+rbSCs2CiINWivi6HfQunUOhbuzrtZ9MzIoRMkK81vkarflWllYsJWqNfxlTIYQQp84k6NcjhBDifNbfHrw/uDYALan1pFdsDz5ypbWE1kIIIcSpE4lE+Ld/+zeOHj3KP/zDP5zp4QghzgO+9tnVuYvnGp/DDYrtwCdLYK0KLrGNO3EON+NWp0oOrK22Lqp+/FtC7V28+LY3ceTqSwa9Iw2AFitS/Nw9SKH5b7C1z43Wu0YdWPevad1aN4Xn7riVax9+gisf/QUZL0PCjFFTiGLV1WGOM7BOmAbXxkMSWJ8FYobBdXGHCsugwfXHv9yHUhj1dZj19ejOTnRwrPtZf3CdtFNkvAzB6/rcVXhZyr0cLySm8cDll/HldymMfI6rfvAQFQcOD2z3+t/lp+98Bxc+9ltqf/l8ycPU4RBeMkZ04y6cfUfgFC1zYhs2NeEaWvItrGxYSVO26ZQcRwghxMSQ0FoIIcQZZSkL0zAH2kgreVN9dtAQjPCe0lAGXuCdnvEIIYQQ56nLL7+caDTKE088caaHIoQ4x3W73axuXs2mjk2knBTJ0NC1bs8UlcsTX7sdu6kdtypZckttu6mdqp/8Fqs7w8p3vZ2mS5cMCqx9FL9MzeHBikW0WGHKVSXzjaXcbN1OpVFzwv0OO8Yg4Lk7biVblgCKrcJX3nErnpcnaSWKFdZTpmDOmDEhgXV0jPsQp1/EUFwTc6i1DI56wYhLcY3IMDDq6zHr64rBtT84uK6JVFNmJ4cE17HA4862bdQWetiSWMiGN36cf7jbwNcukZaWgWD59b/LL7/zrfz+znfQYEQ4OopKZu3Y+OUJolv2Et51CIJTs7yYUorKcCW2abOqeRVbO7bKuQohhJikpD24EEKIM8o0TExl4msfExOlNLKq9eRXyjkghcIPpNJaCCGEOJW01mitOXLkyJkeihDiHBXogEO9h9jUvgmlFLWR2uKyTpOE0ZMlvn47RjaPV5Ua1W3zGHgYrLz7XfQsmDEosPZQ/Lx8LvucFNMzB0m5OQxl8AartBbIr/fCHbcCsOjFlwEItOZ/br2BcitJVd7GrK3FnDlTAuvzlGMoroo7rMkUOFDwqLVMjPH8nRkGxrRpoAz8Q0PXuK6JVIPWdHqdg1qFh7XP7e3bebx8HocSl6MvCfPRyn8mEt/JDSzC1vaQ32WANe98K3ll0GU6eLlWprk9JQ1T2xZuOklk5wGU65JdMAPMU9O9IWbFcAyHbV3baCu0sax8GXE7fkqOJYQQYmzkFYwQQogzLmSGBtpID15RSUxempHmQBvKwNMye1kIIYQ4lV555RWy2SyJROJMD0UIcQ7KellebX2VV1tfJWbHqHAqJlVgbXb2kHh5Cyrv4lWUlXw75Xr0GDYvzlrEo5/4U3oWzBh0fUEZ/Kx8PvucFFN7t5Jp+Wu2Bi+fYG+jp4Fev5d0qJzKXAizugZz1iwJrM9ztlK8MRpidsjmqBvgT0TF9bR6zOnT0F2daP/YpHIDRU20hlRoaKvwkA54R9tOZuY7mO+XU5e4mCZ9hBd6H+Oa/3yQ+g1bhj2cowNSfp6t4Ur2hspKL0ewTNyqFM7+BqKbd4N36s4jWIZFbbiWjkIHKxtXcqRXJv0JIcRkIpXWQgghzjjHdCj4BaDYtklPnnMg4gSUHnnJKYUiOEXtvYQQQggBa9as4X3vex9KKa655pozPRwxSn6g6cp5dGT7/uV88l5AecSiMmZTEbVIRqwxVdpprcm4AZ1Zj46cV/yY9enKe/iBJtDFKk/dt+SL1sXLdN9tTyZimyTDJsmIRZljUhaxSIYtkmETu8Q1hMXkp7WmMdfI+tb1uLq4drWhJtfP12rtJL5uO9oy8VOlV0uGdx0i9ds1rH/fu3GjBklzcEDmoXi0fD5HQwnqejaQb/sXylUFc40lEzJuDQQEVDlVlGcMjOoqzNmzJbAWQDG4fkPUxgK2FzxqLANrPBNFlMKoqwOl8Pfvh0QCZRUjAQNFdbgaA4O2QhsxMzbwnGMTcFv7TgxAm9eiVIRpeYdw9xou+dmvsfL54cevA8q9LDvCFbiYzC20l1Y1Zxh4VSlCR1oh79G5ZC6uHcLzwfPBDVTxY98/z1e4fvHvyTbAMjWWAZbJsY99lykFxvH/DEXKTpPzs7zU8hIL3AUsKFuAoYy+58HikDTFkgpTlrETQkxSgda09Lgc6sxzsLWbD8wY+TaTnYTWQgghzriwGSbrZYHimwJjvLOJxWkx0glNpRQ+0h5cCCGEGK0VK1ac9PpcLsfBgwc5cuQIWmscx+Fv/uZvTtPoxInc98NXWL+/Fcs0sEyFZRz7Z5sK01D4gR4Iqbty/ohVaKYBFRGbdMwm3Rdie4HG8zVuoHH9ANfXeIGm4GsKXkBnzqcz6+EGp/81ddQ2SEUsyiMW5VGb8qhFRdSiImpTHil+HguZWEbx+1H8yMDXplKEbQPHkuDtTNJas7F9I3u695AMJUlZqTM9pCHshlZiG3YSRB2CaLjk20W37KXiyVXkw2EMPyDZN3n6eCaaqYUejPxW8u1fp1LVsMK6DUeVfpwTcQMPTYCtrGJgXVWJOXsWWik8L6DgBbhe8W9Z900s0Ro0gyeZaMA2Fd0ayh2TZUkLMwCt9CmrhNdak/MCMoWAjOvj+hpDqYFAUKGKH1XfR4ZbVkoN2WcAA/c16LuvgYYgKD62uf2PeX2Pe35w7POCFww89uX7Ps/7AQVPY150B4bWFJ49hKmOe5wxFGZfcGlQHG//fQCK96lv7FqDrzV+UPwYBBpfFycd+XrwuPofj4//2vP7b68HbuMHxdt7gR4IRY3+75li4HuqgLyGvNZYfWNFHfsO9v+c+7/HJ/qp94ewWmuCQhqdL6CNAN13w5ABjlkJqoyALBHTwDEhZGpsozgJ3VeKTTPex+YyTec7LuB9j/+Apb/6PS/ULWFHchqvNMYJtOqbEFX86GvFq6qWiJ8m6np4WlHQCk8buIHC1UbfP4WnFb4uXuZphe5QsHssv6Wj5QApIA9sPOFWlqEIWwZhW+FYBmHLOPbRNojaBmHbIGKbRCyDSMggYhtELGPgOc0xDUKWInTcR8dS2KZB0PccXnwuD/D8Y19HahaRNW0at7SScwMybtD3d+iT8wKyboACIseNIWwZx762DAxD4frFvw/XLx7DPe5zrYu//6ahMNSx5+Xi58X7XhWzqYoX/yUcs+THGc/XZFwf01CE+l4bTYZuHVr3fb+94vfANBQR25DJd5NI/3NObyGgJ+/TW/AHfewp+IOuy7rFx6tjj5HH9tX/eJ7v+5vJ9f0dZfs+5tyAvB9gGcW/8f6/z+LH4ueOZTC1LMTMijCzKsLMrIhQGbNO+e+z1preQkBH1qOxu8ChzjyHOvLFkLojz+HOPHlPD9z3e65bguOc0iGdchJaCyGEOOMcy8HP9bUHV4pA2oOfFUY6DWooAy+Q9uBCCCHEaD3zzDMlbztz5ky+853vcMkll5y6AYmSVCYcKqJWMdDQ4AWanBsUQ+a+fwaKZMRkZkWY8ohFKlIMovuDXscyaMt4tPa6tGZcWns92jIurb0uu1qyeMcF0aYBIdMYCMVts3hyrSZhs6AqMrDfZLj/o0lZ2MI2i4GIORDU9H3kWHhzIlpDxvXpyvp05jw6c8Xwvf/zzqxfPKnWU2BbUwZ/jLl5yFSUhS3KwiYJxxz4vMwZfNngjyZx59gasIEunpDPe8HAifn+EMA2ikFBMTAoft9sUw3cNu8FA1XwnTmf9mx/tbpHd94nbBkk+sbRP4a4c+zrqG1imWfnexov8Mj7Ofb37Kc6Uo2pTs3asuMROthIbPNuvLIYOhwq+Xax9Tso/+0aMmUJnrr3LnQ6OeidZ0ZZONrHRBPt+An5YB21qo7l1tuxCPUFl8VwzQ/ADfrCt0Dh+mrw14HC6/vX/3nBBzeANW/6/5EzQ7TsS+LuDyis3tkXUo/9e/K1vo+Goi9cM7CPC2kHTRBRCstUqJO879YU/34yhYDegk/GLQYCZ2AuzNjNuqr4cUPzaT2soYoTCmyjfwJT8fHWPG5yjm0WJ+gojoXKQX/Hi76gvD9oJtD06uPW+OwL9mFo97MhX6OPC8EVShko0wbXRRnFEuSMC3kfCkEIGP7vSQNeGfjT4vxywTI2/mE59z/czfzmQ2yonsvLRxPDzVDoU0xPTAJsQ2OrAEtpQirAVgFRI8AyNBYaS2msvuttt4Blgq5OYoUtbLNYPW2bYB9XVW2o/krsYvV1/+d+X0W2H/SH6Rz7/gYMTJLo/512gzyWYVEeKidk2oPuQd4rBlt5r/i8nvcCuvPuQNhVGOuTXSmu+nDx4+8OnLpjjFLYMqiO21TGbarjNmVhi568T3fepzvn050vPld2548FiccLmf2vWwxCZjEMLHPMQa+JUhGLVLj4dVnYJNAMTFIpTlApTk7Je8WwMecWA8iMG5B1fbKFgGxfKJktBH2TWfomufTddrifmmlA1DYHQv9o/0SA4yYhHD8hINK3bf8EhP7XY/2vM+y+oD7Ud39N49j11nEfS+mq4wfFCQCZQnHSQv/97S0UL+vOe8d+Dq/7efQUfEx17PVOyFSELGPgNZBjFV93VUStvomSxcmSFTGbiohFqG8yodaavKfpLfh9zw0BvX2hsevrgceuQBcn+Bz/eOb6g/+Ocn2Tjfr/pjLuceF03/79CW7eaBvq2M/QMog7JlVxm7BlELKMvokMxTH2/551ZD0KfvF3ac2B7kH7i4fMgRB7RoVDNGTCcd2MNH2fM/hxftDjfd8EpuLPN6Aj6xZff2aPvf4cbiKqqaC2LMRFU+NMSznUpRyqnLPpSfrExhxaf+ADHyCVSvHVr361pO0//elP09rayve+972xHlIIIcQ5yjEd/KA/tJYVrc8WI52wUKiBtcqFEEIIUbrPfe5zJ73esizKy8u56KKLuPLKKydFxYqAf3znhezevZtQKIRpTnzQ19/yuz+kHkvb8NMp0JrunE9bxqU969GWKQbwWTcYqDLsr170gmOViFk3oDvv05UrtjPf356nO9dbUgCugLBtUPCDMZ3o7A/2+itWxsM0+sLD/oq8vhOkYasYZA0EiX1VbceCxeIJ/KhtEAuZREN9H22DaMgkFjIJ950cHzjhPYaT36+X9/Ns69zG5X4GA4PqSDWBLoZBxZ9T38fgWPBTPCGrjvv82HXuQBvfwS19j7+s/3IvUH3tfvu/7guagmOh0sBx8y46l0abVZDpj131oPeQCggoVm/2/3vb9pX80eY1HIml+avLP0LT4Qo4DApdrLANG2QvrcLsdUlsbkE5V0LK58DR23kgCPX9/o3vb06hCZngxdKEfZdQxCFhG9h9J8tDdrECs//r/qplpTgudCx+3htozACmGArf1wMVY/0BQM4rVmt6AxXBkHM1vj52+UhCpiIaMqmO20RDYaIhg6h97HfSMtSxE/KvW3Kg/yT98YYGqsWT7v337fWVxoY61qli0O/5cZ0snL6/r/4Apj8AC5kGtbe/Ew00PfrYSSud+8Ph/t9f+iu9dXF8xkDgfCx8NvouHwio+oKf/r/hibYn77Im45IyDSITsP+gsQl/925UPIayiwFtoDVuAC25bg5nWlE6gua457J8Cxvap7C9vJq26Cf47L1/w+d+3MXb964kd8tFBE4IQ+m+n53GoO+jgvZQmKogy4XZFkK69Adns7MHsoqeRQtHtQTA2Jh0FNrxdQuXpi+lNlJb8i29QJMfqIIuBoj9f5NZNxjcEcA/9nn/R8MY/Dt0fKhb8ZUvE/Fd3L+7/7gg1RwIVMNWsaV5/7Fyrk/WOxbi5vrWRj8+rOwPi/uPYai+x9m+rgBBfzeBvs4CmYJPc69LS49LU0+Bph6X5h6XHU1Z1h7qOfYdVJBwLBJhk8qYzayKMIlwcSKXr4tVzcNVfOe9gKYelx3N2QnrEmMb6riK9+KyJiHTLj7GmgbO60LbQBdffxR/dsXQO+MWu9cc7SoUf46ncHJCf3cK+h/rOa6LQl+V8GiPbyr6JtQVJ0YGGly/GDh3HPczKJTwnJBwio8FmYI/5gmJJxMyi5Xusb7XOTWJELGQSdwxiIdMYo456GPx8+L2/ZdHbaO45GTfk03/MI9/7hnP47PWmraMx962HPvacoM+bm7oHce9H6q/c1FNvDgRNRUtTuSojNlMSzlMSznUJkJDOgP09PQMTDA4m405tP7+979PbW1tyaH1Qw89xIEDByS0FkIIMYRjOoPDTXVuzAw7l6m+ExIn3UYpqbQWQgghxmCk0Fqcn5RSxEKTr+r1RAylSPZVTc0a5760LlZ8duWLlc/dOW9QsN2d8+nKFy/PusHACfnjT07bfS1ZTaUGWrAWT6AfO3HeH3YnwuZAhXp/lXp/BViZY5LzgmPH7Dtuf3VTV94fCA37q4f6P2/pq8w7Pkyc6Coi6G83zAlPfh+LevurNTWB1oDGvP3fi4HvT6zXRcGnT/86tMfWnwVTaSzfw3Q9VF/IcuweFMPT/gASimFZ2ChWbFoEzM42cShVw//5g/dTFgtTRmagjXEuZHNoSQ1B2CbZeIi4DQS1mO23Y0bAVHkMQ2MqjanANIoVobahsftaKNvG4K+tvq8tQ+PpLCHTYFq4Brsnx62f+2uUbfPkk78d0/enyfUpkzWsR1RRKIYIQcweYcvJb7ZjY6NYlSnga0V8nC2MjZpqMBT+rt0Qi6JsG0MpHBPqYmWUhQyOZI/gGCFs49j3b2p+P+U9LqvjdaiZX+T+e/6aKW0dXFjWTrlKF/8Ah5k0U+1nabPCrItUszTbTKTEye1+Mo7RkyHx8hZ6Ll2AV5Ec1/0eSSqUIuNlWN28miXJJcwpm4OhRv5eW4bCcorBGUzs71vVgZcBaJ518vvuWAapyIQeuiSZQvG5L943yWo8Eyn7J+f1dzbpyBWrTDtzPoZimLbN/ZNV+sLp4/6dijbffqAHns+zfRXdAy2m+zrr9C8P4PW9phi4rO95/9j1Qd8yAnrgNcGx57BjVbp9X4KCiGUUJw8dN5Ht+I8JxyTR130mflyIW+p968x5A91+2jIuLf3dfjIubb0eSjEQKg9MqBuYWGfiWGpgqQNDKQyDQV9bfVXOx9rrF78O9VWgT5SBpRMGLpi4/aZjxSV73jAtMei69ozLgY48eS8YtMSE6vt8uElZxnFf93c/iljFsPpcCJ7H47S1Bx9p3UshhBDnL8d0jp1uUAr05K4aEcXXfCOuaY0iGMUsaiGEEEIIIYajlCLWFwhMKTvTo5lYuq9FZH+1uRcca73Z3wa0v/Vnpq9dZt7vX9c8OG59cz2w3rl/XMXrcCe/NXqgK1Kv10vWz2ApC8swqXxlGwDtb1yCafSvc9ofHBcD2/4wWR337/g1jJUC2wDbKobPx9r66te1+C0G1LZx7DLTGCbzCgIi2/YT3ncEty5Z3Li0by6B1uwKp9m++E2093ZyTdgFOgY2aTPDPFwxHd+wqGt7CKzf8ua5f0hMJU6421JpIONliJsOtaEqrJ4c5vTpxcrWMQY7Ta5PyjS4WgLr8840x2K5oXiuJ49PQHK8wXVVFRgG/o4dEDtWcQ2QsOPUqzoOZ46ggVBfcK2AK3uOYAcBm6OVfPTJDP/nbQYN7iN8ZOtFzNl2lFdvv4XAGhw5KCDt5Wg3w6yLVrMs20ysxAnuQTwKmRzxV7bSu2webk16XPd7JFErim3YbO7YTI/Xw5LyJYSM0pchON9EQ2axJfIE6J+cFwuZTE1OvkV5TePY+M41pqGoiNpURG3mVp6B2Q9nufKoTXn07J8gNVmcttC6paWFaDR6ug4nhBDiLGIZ1kDfluLMf5noNNn1r7110m2UtAcXQgghhBDiZJRSfWHw4BCzaoKr9Y6nteZo5igb2zdSCAqkw2lMpQGPm/7t3wH43Sf/7ZQdf1Q8n+iWvTiHmnCrUsX0vBRBQOrXL9FpOex95ztI+3l0eHAI0mxFeKR8AXnDZGrrjyhkfssCYxlRxt+GOECT8TLErBg1ZhqzN4c5axZGbe24A+tr4s6EtIgWZ58a2+SGRJjnevK0ewHl46zGM9JpmDcPf+fOIcF1zIpRH6vnSOYw+UDjHBfcviHTwLJME7euaaKq0+Zr75tJ/b5WpmzbzeU/fow1774NPzQ06C33c3SYDmujNSzLNFMWFEoaZxANow1FfO0OepfOoVBXPa77PRLbsKmJ1HCg9wDdbjeXpC8hbp/q9uRCCCEATvmUvM7OTv7lX/6FTCbD7NmzT/XhhBBCnIUs4/g5VPLm++ygR2wXaGAQBIF0WxFCCCHGKAgCHnzwQW699VamTp2KbdvYts3UqVO59dZb+elPf0oQSFcTIUTpMl6GdW3rWNO6hpAZojpSjakmZ9WYcj1iG3fhHG7CrUqWHlh7PuVPPE9i826CTIHqQg/mMFNubR1ga4+alv+kkPktFxhv4A3mdeNqbwvFtYF7vV7K7CS1ZgVmLo85fx7GlCkSWItxS1sGNyQcbAUt3vgniRuVlZhz56F7e9GuO+i6qBmhLlpPoAPy/uCA2ab4+iMXvYSDU/+Wp9/1Tva+YRlVew9y5Q8fxs5mhz1eys+jNbwarabDLL2aVocdvGSM6MZdOPuPDl0kfYIZyqAmUkOP18Nzjc/RkG04pccTQghRVHJo/fnPfx7TNAf+ATQ2Ng66bLh/FRUVfPrTn0YpxR133HHK7ogQQoizl6nMY2uOKKmzPlsEJaxpHRBIi3AhhBBiDA4ePMiVV17Je9/7Xn75y1/S0NCA7/v4vk9DQwO//OUvec973sPll1/O/v37z/RwhRCTXKADDvYc5NmGZzmcOUx1uJqoNXk7IqqCS2z9DuymtlFVWKuCR8VjzxLfcYA9Fyxi/V23wOtaFRf61qiNeB2kj/wVXvZZLjKv4iLrqnEH1n7g0+v3knYqqNEJjLyLtXAhRmXlmPfZ5PqUS2AtjpM0Da6PO8QNgybXH/dEcaOqEnPuXHTP0OA6Yoapj9aj0eT83JDbeqZFr2HzUHoh//m2RfzsSpOKww1c/f2HcHp6hz1eInCxdcCr0RparNJbEWvHxi9PEH1tL87uw3AaJu5VOBU4psPq5tVs7diKV2JbcyGEEGMzqvbgr38CLPUJMRQKce+99/KZz3xmNIcTQghxnjANc+A5Rani+mpiciu2Bx95TWutNQEBJpOzekMIIYSYjLq6uli+fDn79u1Da82VV17JihUrqK+vB+Dw4cM8/fTTrFq1ildffZUVK1awbt06ysrOscV+hRATosft4bX21ziSPUIqlCIyipDoTFC5PPH1OzG7evAqkyVXJ6t8gYpHniF6qIkdl17EtrcuHxJ27w+V8avUbN7Wvpu6gqbWqKVcXcACc9m4x+0GLvmgQG24hjI3BFpjLV6MSox9fexG16fCNLhaAmvxOnHT4Lq4w+rePA1eQI1lYIxj0oVRVQVa4+/aDfHBrcLDpkN9rJ7DvYfJ+jkiZnjguj945QVubd/Fz8vn8lLVW9l281Yyzmb+8JkWKg4c5uji+cMeLxZ4mFqzLlLNBdlmpniZksapbQs3XUZ0xwEMzyc7f1rpXRjGKGpFCRkhtnVto63QxkXlFxGzY6f0mEIIcb4qObR+//vfz/Lly4FiWL1ixQoqKip45JFHTngbwzAoKytj/vz5RCKT+wWxEEKIM8dQxuu6gkut9WSn9MjduIpV81ragwshhBCj9MUvfpG9e/eSSqV48MEHufnmm4ds84UvfIHf/e533HXXXezbt48vfvGLfPGLXzwDoxVCTFa+9jnQc4AtHVtAQU2kpvjeaxIzerPE123HyObx0slR3TaXcTFbu3jtqjey+6arh4Tdu50kv0zNxdQ+hvZQSnG5uWLc1dUAeb9AgE99tI5INkDZBub8+ajY2IOtRten0jK4MiaBtRhexFBcHXNYkylwsOBTa48zuK6uBg3+7t2QiKOO61LgGKFicJ05TNbPEjGPneufVejkne07eDw1j47qT/Gz5V/n1blrmVELM09yvLD2UX6eTZEqvFwr9W5PaSUMlolbmSS85xDK88gsmgnmqZ0obxkWteFa2gptrGxcySXpS6iJ1JzSYwohxPmo5NB6xowZzJgxY9BloVCI66+/fsIHJYQQ4vyiUCh9rD24ODuMFEUbyihWWkt7cCGEEGJUHn30UZRS/Pu///uwgXW/m266iX//93/nPe95D4888oiE1kKIAZ2FTjZ3bKYp10RFqNjedrIzu3qJrd2G8gO8ilF0jtCaDivM+mn1bPyzqVix0JDAenu4nF8nZ2MHLmVN/8QhP8xU64YJef+Z9bIYyqQ+Wk+op4CKRrDmz4dweOQbD3t3NE1eQKVlcFXMISyBtTiJkKG4PBYipFx25T1qbQNzPMF1TTWg8XfvGRJchwybumgdRzJHybyuMnpaoZvb27fzWPl85oTfzNGq7Rz0f42Vy3LHY7vYctN1dNVWDTmeowNSfp4t4UoKymRWobO09UxNA7cqhXOwEeX5ZJbMRtujaio7akop0k6ajJfhxeYXWVi2kHll8zAN6SwnhBATZczTK4Mg4MiRIxM5FiGEEOep4yuti++t5E35ZKfQI65pDcUW4hJaCyGEEKNz4MABbNvmjjvuGHHbO+64g1AoxMGDB0/DyIQQk50XeOzs3MmzDc/SVeiiNlx7VgTWVnsX8Ze3oND4qXjJtzPbu0n/8Nfs7dBYOsCKO0MC69fCaX6VnIMT5Clr/AKmu4c6Y9a4xxyg6fF6CZlOMbDuzmEky7AWLhxzYB1oPdDqWQJrUSpbKd4QtVkSsWhwfdzxrnFdU4M5aya6uwftDV7DOWTY1Een4hgOweumsk9xe3l/8yauzPZws30HcVJMacyS3neIq37w35QfHD5LsHVAhZdlV7icnaFySj6DYBSDa7uhldj6Hah8YQz3dvSiVpRKp5KtnVt5qeUler3h1+4WQggxepO7J5AQQojzQn8baQDdt1qyOAuU8GNSSkloLYQQQoxSMpkkGo1iWSNXDFmWRTQaJZkcXRtdIcS5pz3fzqqmVbzW+RrlTjnlTvlZ0cnKaukg/vJWtG3iJ0pvp221dFD5k/8h3NRGdUMDscAbdrtOyyHiZ4g13o/lHWWFdRt1xsxxjTlAk/EylFkJpoZrsbp6MCorMefNg1BobPvUmkbPp942uVICazFKhlIsDdtcFA3R5AXkS5llfrL9TZlywuDaMiymxupQKIKBszlFUV3c1jHKKdT8A1uXvI2X3vMODN/nyv96hMo9+4c9noUm7WbZ55SxNZzGK7WYQSm8ymRx4sva4tICp4NlWNRGamnPt/N84/O05FpOy3GFEOJcNyE9M4IgYOfOnbS1teG67km3ve666ybikEIIIc4hxnFzqIoBtjgbBCXO3g5KnycthBBCCOCyyy7jySef5ODBg0ybNu2k2+7fv5+Ojg7e9ra3nabRCSEmGzdw2dO9h22d2wibYWojtWd6SCWzj7YQ27CTIB4hiJReER462kLFw7/HKLi8dMfbaV48d8g2AcVqnfqu59nT8SyhoMAK651UGuP7/viBTybIUuFUUGmmoKsHY+pUzOnTwRhbfZCvNY1uwCzH5tKojX0WTDYQk49SisVhm7CCNRmXFMa41kM3pkwBwyi2Co/HULY9cJ2lTGzDwg08er1eolYU47igOassuk2H/0nOIrvE49l3P8X/eqiby3/8M1694xYaFg79mzXRVHpZDofieBgsyrcSKmUSvFJ46SRWezfxV7bQc/FCgnhk5NuNk1KKdDhNj9vDC00vsLR8KTPjM8+KyUJCCDFZjSu0bmho4K/+6q946KGHyGazI26vlMLzhp/1KIQQ4vxlKGOgalfag589Sp1coMfZmkwIIYQ43/zFX/wFv/rVr/jEJz7BQw89dNKTn5/61KdQSvHJT37yNI5QCDFZtOZb2dS2iQ63g7STxjbskW80SYQONBB7bQ9eMoZ2Sq9ODh1oJP3oM6A1q979Ttrnzhh0vQbWxKZw1I7z9o5dJCgjqW2usd5OuVE5rjG7gUc+yFMTriGpYtDdizljxkC4Nxa+1jS4AfMci4ujNpYEXmKcZjs2NooXMwV8rYibY2+2atTUAAp/9+4hwTUobMMiYSXo8rqIWbGB4LosKHBX21YeqVjA88l5VC5+G599z0/43E8Vc154mYYFc4a08ofiRJNKN0uTHcU1DC7MtuBov6SxeuUJzM4eEi9voeeSBfjJ0pcaGI+4HSdkhFjftp4ut4vFqcVn1WOxEEJMJmN+xmpoaODyyy/nhz/8IZlMBq31iP+CQCqthBBCDDXoRKwqrpcs5daTW7GhewknUzT4Jb7BFEIIIUTRDTfcwDe+8Q1+/vOfs2LFCp566qlBXc1c1+Xpp59mxYoV/PznP+eb3/wm119//RkcsRDidCsEBbZ2bOX5xucpBAVqI7VnT0iiNc7uQ8Q278FLJUYVWGugsK+ZQCleeO/twwbWL8TrWZWop9s0cZVBuVHJLdZ7xh1Y54MChaBAXWQqKaLQ24s5ZzZGXd2YA2uvL7BeFLa4VAJrMYGmORbXxx2ygabLH985eaOmGnPeXHRvBj2ky6qiNlpLKpQi42UGrXOdCFzuattGpZuhJXUL+xb8MX91j+Zbd1We9JSPAtJelg7TYW20mowqve7OT8ZBQeLlLVhtnaO6n+MRMkNUR6rZ27OX1c2r6XVlnWshhBiLMVdaf+ELX+DgwYPE43E+85nPcOeddzJt2jTC4fBEjk8IIcR5wFAGqGJFrkHfutYaKbie5HSJa2TJmtZCCCHE6MyePRsA27ZZuXIlN998M5ZlUVlZiVKK5ubmgS5m0WiUL33pS3zpS18ash+lFLt37z6tYxdCnHotuRY2tm+k2+0m7aSxjAlZ/e/0CAIiOw4S3nMIN50Eyyz9plqz2ylnz1tvYdpll5KvSA66XgPPJKazPlZDstCA3fgPZM23EDaqiu85xyHr51AopsWmEXZBF3KY8+djpNNj3qerNU2uzwURmwvCNoYE1mKC1dgmyxMOK3vydPgBqfFUXFdVFVuF79gB0SjquLXbDRTV4WoMDNoKbcTM2MDvczTwuLNtG4+Vz6cQuZKgciUbgq10+3D3hmqcXIFdV1825HjF4DpHh+nwaqyGZZlmyoJCSWP1E1GM3hzxV7bSu2w+bk3FmO/3aJjKpDZSS2u+lZWNK7m08lKqw9Wn5dhCCHGuGPOr2ieffBKlFP/xH//Bu9/97okckxBCiPOMgYHqq91FqWFbRInJpfgTGjm0VkpJe3AhhBBilPbt2zfkMtd1OXr06JDLe3t76e0dvppH1lQU4tyS9bLs6NrB3p69xKwYNZGaMz2k0fF8olv24hxqwq1MwSgCtOjGXRQOt7PnzttJ+7khgXUAPFU2k83RKlK5Q5jNnydOjLCKjmvIGsh4GUKGw9ToFKysi9YB1qJFqLKyMe830NDsBVwUDbHIseTxWpwylZbJDfEwK3vytHsB5dY4gut0GhYswN++A173Pt9AURWuwlAmLflmomYUs2+ySFj73N6+HVcZOOabWamfJON1MOuVo6QaWrByebatuHrYc0EpP0+PYfNKX3Cd9nMljTWIhdGmIr52O71L51CoO33hcdpJ0+v18mLTiywpX8Ls+OxxT5wRQojzxZhD64aGBkzT5Pbbb5/I8QghhDgPKaUwMNBao5RCaY2UWk9+pdZPS6W1EEIIMToPPPDAmR6CEGIS8bXPod5DbOnYghd4VIWrMFXpFcqTgSq4RDfvJtTYjluVHFU77djLW6n4/at0laeY2tmGFx8aRGcNi/2hMspzezGb/45KKlhh3Yajxt4RMkCT8TLErBi1kVqM3izKNDEXLEbFYmPfrwYfzaURm/nhs6SluzirlVvGQMV1qxeQHk9wXVGBWrgQb/u2YnB9XNCsgLRTgaEUzblmwkYYyyg+VoV0QEgHoCymxu9lj5Pi+T/azlX/71HmP78GO59n01tWDBtcxwOXrLZYF61hcbaFqV5prbd12MFTBtGNu1CeT3567WkrkohZMWzDZlPbJroKxXWuw6Z0qBVCiJGMObROp9Nks1lsW15cCSGEGJ+B9uDoYsW1ZNWTnoKS1h3Xff8JIYQQonTve9/7zvQQhBCTRFu+jc0dm2nNt1IeKj8rQw8jmye2YSdmZ08xsC41NNKaxAubSK3aSHtVJS/d885hA2uAiF9gbvN3OOi+So2q4Qbr7diq9LWyXy/Qml6/l1QoRZVTherqQUUjWPPnwziWRuzyAwI0UUNJYC1Oq6RpsDzu8FxvnhbPp3IUrflfT5WnsBYuAh0AgwNwBVSEyjGVSUO2AYcwtjH4WLvDaXZE0rhTbLa/dytv/2kH81/egJUvsP62N6GHmdQS0R6GH7ApWkk+ZzKz0FVSmYN2bPzyBNHX9oLrk589dcxr0I9WyAhRE6nhcO9hWnOtXJS+iKpw1Wk5thBCnK3G/Ah93XXX0dnZyf79+ydyPEIIIc5DimOV1ij6TmJI0DmpKV1apbUuVoYIIYQQQgghSpfzc2xq28Rzjc+R8TLUhmvPzsC6J0P8lS2YPRm8ytEF1mVPv0pq1Uaap9by4vvvpFCWGLSJh+KJ1Fz2h8pQKKJ+hjpVxwrr1nEF1n7g0+v3UuVUUR2qQnV2YSTLsBYuHFdg3eoFBBpihsKWduDiDEiYBtfFHOKGQZM7vvfpKpWEkANao7PZIdcn7TKmRqZSCPK4gTvourd07mFhtoU94XKem3Izn7vbYNO8CPWbtlF+8MgJj+nogAo3x45wBdud8pK7v2nbwk2XEd1xgMiOAxCcvm5whjKoilShlGJV4yq2dWzDC7zTdnwhhDjbjDm0/sxnPoNt29x///0TOBwhhBDnI6VUce3jvkprVSy7FpOYQqGD0n5I0h5cCCGEGJ0VK1Zw5513lrz9H/7hH3LjjTeewhEJIU6XQAcc7DnI74/+nn29+6gMV5IKpc7KNY/Njm4Sa7agXA+vPDHyDY6je3KEtx2gYcY01tx7O140Muj6gjJ4rHw+u8Pl7HaSKKW4zFzO9dbbsNTYK5jdwCcb5JgSqaXCTkFnF0ZlFea8eRAaWxCutabR9YkZihUJB/Ms/FmKc0fcNLgu7lBuGjS6frF4YIyUaYITQvsBQSYz5PqEHacuVocXeOSDwsDlBvDmzr1cmGmiMzyTzNQv8PfvMvnXP0xzdHrlSY9poUm7WfaHyngtXIlbarxhmbiVScJ7jxDdshf80zu5Pm7HSYfTbOvaxovNL9Lldp3W4wshxNlizKH1smXL+OEPf8iDDz7IPffcw86dOydyXEIIIc4zpjKLa1obklefFVRxLbaRN1PjehMshBBCnI+eeeYZXnjhhZK3X716Nc8888ypG5AQ4rTocrt4qfklXml9hbAZPivXru5ntXSQeHkL2jTwk/FR3dbFYGPVdJ744B/xynvfgR92Bl2fUyaPli/gkFNGRfcqQu3fK76XVGpc3y83cCkEeaZGplJmxNGdnRhTp2DOmQ3W2FZY9LWmwQuosYpBYcI8PW2JhTiZiKG4Ju5QZRk0eMH4gmvDxFq8CIUi6OkZcn3MjFIXqyfQATk/d+x2wI1d+7m0t4Eup46qxDt5cUYHv/MeJeht5aLHf4OVyw3ZH4CJpsrL0mDH2BitIl/q371p4FYmcQ42Edu0G7zTW/FsGRY14Rp63B5WNqxkf89+meQvhBCvU9IrrtmzZ5/wOtM0+clPfsJPfvITUqkUyWTyhNsqpdi9e/foRymEEOKcZxomAUFfe3ANEnROakpT2prWSsubMCGEEOIUC4LgrKzCFEIUeYHHvu59bO3aiqlMaiO1Z/XfdOhwE9FNuwniEYKIM/IN+ijXI/nki6y99iqaZkRJl6sh7X+zyuLRivk02THSXU+jOh4gZCwd95jzQQE/8KiL1hHVNrqrG3PGDIwpU8a8/q2rNU1uwDzH4qKoLS3BxaQSNhRXxRxe6s1zpG9ihTHG31EVi2EuWoi/YwdBTw9GfPBElYgZZlp0GoezR8j6WSJmsXOCAq7tPsjcXBtT3So2m1eywX+Jys0bmL7+NZJHm3jx3tspxIauZa+AtJelzQqzNlrNskwzUV1CCG0YuFVJ7KOtxDyfzNK56NDpW19eKUW5U07Oz7G2dS0tuRaWlC85K5d/EEKIU6Gk0Hrfvn0l7ay9vZ329vYTXn82v+AWQghxavWvaa0MRfHth4TWk1nxJ6TReoRl6TTFyQhCCCGEOCV836epqYlYLHamhyKEGIO2fBub2jfRXminwqkgZIx9LeYzTmucfUeIbN2Pn4qjndKDIJUvUPHos0QPNlJVUU1H3RSGe5uxM1xeDKw7n0R1/oQLjEu5yLxqXOccc34ejaY+No2wb6AzvZhz5mDUVI99n4GmzQ9YFrFZFLbGHAYKcSo5huLKuMOaTIGDBX98wXU0irVgAd6OHQRd3RivW4PeMUPUR+s4kjlKr5chakXpP/sz1e0FYL51OXsq3sm+KxpJF2IsevoFrnngp6y69w5yyaFLDBSD6xwdpsOr0RouyjaReN362cMPVuFVJbFbO4mv3U7PRfPQ4dIn2EyEsBmmJlLDkcwRWvOtXJS+iOrw2B9zhBDiXFFSaP3AAw+c6nEIIYQ4z5mGia/9sa9bIU67/mLrkd7SBoGE1kIIIcTJdHV10dHRMegy3/c5ePDgCVt2aq3p6OjggQceIJ/Ps3Tp+CsNhRCnT8EvsKN7B7u7dhM2w9RGas/0kMYnCIjsOEh4zyG8ijK0XXo7bSOTo+LhZ4g0tLDlijew6w+uOeF7jDmZPWzN/Qw3/yoXmVdygXnZuIad9XMYGNRH6wh5oHNZzPnzMdLpMe+zxw/oCTRXRG1mjSK4F+JMsJXijdEQFi578h41tjH2ddcjEayFi4rBdWcXKlk26G85ZNjUx+o4mjlKxssQsSIYx21xIFTG7sgUmkIV9F6f5zVzK3f8TxvXPPAgL957B73p8mEPm/LzdBshXonWcFG2mXI/P/JYlcKrTGK1dZF4ZSs9Fy8giEXGdr/HyFAGVZEqetweVjWtYn7ZfOaVzcM25HFDCHH+KukV5Pve975TPQ4hhBDnOUMZeEGxlZOWWeiTnlKUtKi1Ugpf+6d+QEIIIcRZ7Gtf+xpf+MIXBl3W0tLCzJkzS7q9Uop77733FIxMCDHRtNY05ZrY1L6JXq+XtJPGMsa2XvKk4flEt+zFOdyEW5mCUazbbHRnSD/0NOGWDjYsv5r9171xSCunDtPh5dgUbujaj4eLmd/CMvN6FprLxjXsjJfBNmymRuuwch7a97EWLUKdZOnDkbR7AQGa5XGHGvvsXI9cnH9spbg0amMAO/MeteMJrp0Q1oL5eDt3oTs7IZkcFFxbymRqdCoN2UZ6vG6iVnQguJ6b7+BNHXv4bXIWP0svJXplGW2hDB96sodFTz3PK3e+7YSt3hJBgV7DYm20hqXZZqq8bEnD9SrKMDt6SKzZQs8lC/CT8ZFvNMHidpywGWZn105aci0srVhKKpQ67eMQQojJ4Cx/VSyEEOJcYRom2tcjVu2KyaOUZa0VamAyghBCCCFO7PiKaqXUCSusX6+uro4/+ZM/4WMf+9ipGpoQYoJ0u91s79zOwd6DJOwENZGaMz2kcVMFl+jGXYSaO3Ark6Ne/1ltPUi4pYO1b7qBQ1dcPOT6VjPMIxULyBg283NtzChobrX/iJAaeytfTTGwDpsOUyNTMTI5lGFiLlmMGsdSC82uT9RQXBUPkxpFcC9Ojebf//5MD+GsYvUF15aCrblixbU11uA6VAyu/V27CNrbi8H1cfsylcGUaC1NWYMOt4OYFRsIrhfnWrF1wJOp2QQ19/ObS/+RjvgBpk6/mDLgZGuUxQIPU2vWRapZnGuhvq/t+Ej8VByzO0Pi5S30XLwALz32iStjZRkWNZEaOgodPNfwHEvKlzAzPvO0j0MIIc40Ca2FEEJMCiZmcU1rKL4BkSWtJzXVt+z4iKG1UgRa2oMLIYQQJ/O//tf/4v3vfz9QDK9nz55NVVUVa9asOeFtDMOgrKyM5DgqAoUQp0chKLC3ey87unagUNREajDU2R9qGpkcsY27MDt7cKuSJwySTqTRirBpxU1MnzWX3ulThlzfbEV4pHwBOcOksvU/iRWqwagdV2AdoMl4GWJWjNrIFIzuXlTYwZo/HyJjaw0caE2jF1BlGVwRCxEbZXAvxGRhKMWyiI2pYHPWpdo2sccaXFsW5ty5sHcvQXMzpFKDgmsDRXWkGkMZtBXaiJmxgfW05+XbubV9Fz8vn4tZ8THWzv5LNvALVujbeMPaJnrS5bTOmj7sYcPax/DzvBapxFUmMwtdJRVH+IkoRiZH/JWt9C6bh1s79iUCxiMVSlHwC2xo20BLroW36OCceL4QQohSjTm0PnDgwKi2D4fDpFIpQqHQWA8phBDiHGYYBrovAi3moVJ1PfmNPLPAUAaelkprIYQQ4mSSyeSg8Hn69OnU1NQwY8aMMzgqIcR4BTqgIdPAax2v0esXW4GfK2uVmt0ZYuu2YxRcvMrRTZ6xG1pRm/ax8bZ3EA+8YQPrBjvGo+XzcZWivOX/YmbXUrBuGdeYA63p9XtJ2SmqwlWorm5UPIE1bx44Yztf6WtNgxswyzG5NBIiZMi7WHF2M5TiwrCNhWJDtkClbRIaT3A9Zw6YJkFDIyTLUMdN6jBQVIWrMJSiJd86KLieVejk9rbtlPs5uqxbecb7Bfu613DvU4cwXY9X7nwbjQvmDHvYkA6ocHPsCFfgYTCn0EEpsW8QDaMNg/i67fQumU1heu3Y7vc4hcwQNZEamnJNA10htNaDQn8hhDhXjTm0njVr1phuN2fOHN7ylrfw//1//x+zZ88e6+GFEEKcYyxlFYNqBbqvildMXgoFQYntwX0JrYUQQojR2Ldv35keghBinDoKHWzt2EpDtoGyUBm1oTMTfpwKVnsXsbXbwVB45YlR3TZ0qIn0I8+AHzD9skNkplQN2UYDvyubgQckm7+Kk9vKcus2ao36MY/ZD3wyQZZKp5IKuxw6ujAqyouVoNbYTo8WAk2z57M4bHNhxB77GsBCTDJKKRaFLUwFr2ZcKi0DZ6wTMgwDc+ZMlGHgHzkCZWUo89h67wpIO5UoDJrzzUTNKGZfZXGd2wNA1JjGnMSfk4qHWXXvLq78f49x2X//nHXveDOHL1w47GEtNGk3y14nSd4wWZhrwyrhRJMOh/AMg9jmPaiCR3721FEvezARDGVQGa5EKUXWz7KpfRMLkwsJmVIQKIQ4t435EVdrPaZ/u3bt4v/+3//L0qVLeeyxxybyvgghhDiLmYZJoAMUfes4Smo96Wk0Iy23qZQiQNqDCyGEEEKI80POz7G5YzPPNjxLR6GD2kgtMWvs6yRPNvbRFuIvb0HbJn7Z6O5XaO8RKv/7aQINq97zzmEDayiGWG9oe5qypi8RzW3nJuud4wqs3cAjG+SoCddQYZVDZydGdRXmvHljDqyzgabVC7g0GuprpyyBtTi3KKVYELa5ImbT5gdkg3GcozEMjBkzMKdPR3d1o73BE9sVUOFUUO1Uk/Ez+IE/6HpXGawrW8KT5Qt4efZifvhHF5CJhbjk0SeZ8erGEx7WRJP2shyxY2yIVpNX5gm3PZ4OWbjpMqI7DhDZth+CM3dOw0BhKou9PXt5vul52vJtZ2wsQghxOoy50nrv3r28+uqrfPjDH8Y0Tf70T/+U5cuXU1dXh9aaI0eO8Mwzz/Ctb30L3/f5j//4D2bPns2aNWv413/9V7Zt28Z73/teNm/eLBXXQgghMDAGynZV3z8xeZV6TkahhrzhFEIIIcTJrVy5cky3u+666yZ4JEKIUgU64EjmCJvbN1MICqSdNJYx5tNuk4/WOPuPEt26Dy8ZQ4+ynXZo+wGqfv48BSfE6ve+i666oZXnu50UhtbMKnTS6+4iHhzgRut2yo3KMQ87H7h4gcvUyFTiRgTd1Yk5dSrG9Oljrp7s7gvwro6FmOacQz9jIYYx27GxUazKFPC1Im6OsQZOKYy6OjBN/L37IB5D2ceWSygG1+UopWjKNREmjGUUQ2ZbB9zetp1HKhbwq+RsUvVpNtzj8fc/iXLhk0/TPHs6mfLUsIc1gEovR7sZ5tVoNUuzLcQDd+TxWiZuZZLwvqMozyezeOaYJ7mMlwJqIjV0Fbp4vvF5FicXM6tsFmaJIbwQQpxNxvVI++EPf5jp06fzu9/9jnQ6Pei6BQsWcMMNN/Dxj3+cm266ifvuu4+1a9dy3333ce+997J8+XJeeeUV/s//+T/867/+63iGIYQQ4hxgGAYBwUBYrZHgetLTI7cHlzWthRBCiNFbvnz5qNctVErhefKcK8SZ0FHo4LWO12jKNpEKpUg5qTM9pIkVBER2HCC85zBeRRnaHt3pxIIXkH5mHblohNX33k5P9dAQenu4gl8nZxHzXd7fsolLzKtZZF5MVI29Sj3n59DAtFg9YW2ju7oxZ8zAmDJlzIF1mxcAmuUJhypLAiNxfpjmWCw3FM/15PEJSI4nuJ4yBSwLf9cuiEZRocETYMpDKQxl0JBtwCGM3Rdcp/0cd7Vt45HyBbSn3wfK4dP3/oJbGpahylMMtIEb5vWTAir8HJ1miFeiNSzLNlPu50cer2ngVqcIHW7GyBfovXAuOnzm2nOXhcoIB2E2d26mOd/M0oql51QnDyGEgHG0B//Hf/xHOjo6+Pa3vz0ksD5eOp3m29/+Nm1tbfzjP/4jAJFIhH/6p39Ca81TTz011iEIIYQ4h5jKRGtdrLI26FvYWkxeCnRQ0prWUmkthBBCjN5ol+IKzmDrSiHOVwW/wNaOraxsWElXoYvaSC0RK3KmhzWhVMEltnEXzp4juJWpUQfWGWWxtmwqv/mjP2TVH981bGD9WiTNr5KzsYMs01u+i6F9lFLjCqwzXgZDmUyLTSMcWOjuHsw5s4uVnmMMrJtdH0fBikRYAmtx3qmxTW5IhAk0tHvje81hVFVhLliAzmbR+aHhcdIuY2pkKvkghxscm5CX8vPc1baNci9Le/ndZMoX8v/mbmKbvwGnN8O859dwsjXMkn4BWwe8Gq2hwYqWNlil8KqSWO1dJF7ZgtGTHfX9nUghI0RNuIbWfCsrG1ZyuPcweqR124QQ4iwy5tD6N7/5DbFYjDe+8Y0jbvvGN76RWCzGr3/964HLrr32Wmzb5sCBA2MdghBCiHOIqczj1rFWsqL1ZKcYucyaYtWXryW0FkIIIUYjCIKT/uvo6ODXv/4111xzDRUVFTz77LMSWgtxGmmtOZo5yrMNz7KjawflTjnlfW1tzyVGNk987Xbshla86hSMprpSa0IvbeVAU4GsYWNWxMlUlA/ZbEOkit8mZ+P43cQaP0ve3YFLCRWQJxCg6fF6ccww9dF6Qq5GZzKYC+Zj1NSMbZ9ac9T1KbcMliecsVeZCnGWS1sGNyQcLAUt3vje5xsVFViLFqHzBXR2aBCcsOPUResoBAUKx7XzTgQF7mzbxls69/A2rqaMctb6zzH7mWdZ9PQLXPTEb1EneU0UDTzivsvGaBX77LLSzj0phZdOovIuiZe3YHZ0j+EeTxylFJXhSsJmmDWta9jYvpGCXzijYxJCiIky5ldZDQ0No5rFo5SisbFx4GvTNEkkEhQK8oAqhBCi2Ea6v9IapU46O1ZMFrqk9uASWgshhBATq6ysjJtvvplnn32Wyy+/nFtvvZV9+/ad6WEJcV7oKnTxcsvLrG5ejWEY1ERqsA175BueZcyuXuIvb8Hs7sWrSg3bcveEtMZZuZGaZ19l6e+fI+Xlht2s0YrydHImEbeNaOPfUuXDzdbtOGps1eqB1vR6vZRZCepidZg5F10oYC1ahHGSLpEn42tNgxswLWRybcwhOsYqbSHOFUnTYHncIWYovHGet1HJJNbiRWg/IOjtHXJ93IpRF6vDC1zyxwXXscBjYa6NqIpzXeguapN/wbY3/QEN82Yxff1rXPrwLzFOsmSKo33K3RzbIxVsd8rxS1yczk/F0QYkXt6C1dw++js8wSJWhOpwNft69vF80/O05dvO9JCEEGLcxvxKq6Kigkwmw0svvTTiti+99BI9PT2Ulx+bUel5Hh0dHVRWDm0LJIQQ4vxjGRYa3XcuZOQwVEwGI1fEK6TSWgghhDhVlFJ8+ctfprOzk7//+78/08MR4pzW7XazoW0DzzQ8Q3O+mZpIzbm7lqgfkFizBeX7eBVlo7ttEOD8z6tUv7SJ5ml1vHr3208YeFe5Pcxu/zXRxs8yJQhzk/XOMQfWfuDT6/dS6aSpidaiejIowFq8GJVMjmmfbl9gvSBscXk0RMg4tyrphRiruGlwfTyMqRSu1gTjCK9VIoG1eBHKNAl6eoZcHzOj1MfqCbRHPhha/LY+MZcNyWX8Nj2P3991A1sWVzJ1607e+ODjmK47ZPt+Fpq0m+VAqIzN4TRuiTFJEI8SRBwSr2wjdLBx5BucYqYyqYnU4AUezzc+z67OXXIORghxVhtzaL1ixQq01tx33300NzefcLvm5mbuu+8+lFLceOONA5fv2bOHIAior68f6xCEEEKcQ/rXtAaQcwFnCa1HbBGulKxpLYQQQpxKS5YsIZFI8Nvf/vZMD0WIc1Kv28vm9s38/ujvOdh7kHQ4TdpJY6hzs+JWeT5GNk/gWPhlowvltR8QfnIN1eu30TB7BmvueRdeODx4G2BjpAoPRY4MXvfPqNNJVli3EVLOmMbsBi7ZIEdtuIa0UwldPSjbLgZh8fiY9pkLNM1ewEVRm4siNtY51vpdiPGKGIqooQgpxVE3wB1PcB2LYS1ahHIcgq6uIacZImaEuug0Ah2Q8wcvH3B192Fm5jvYHK3ikYqp3P/2Ll6+KE317v0s+P2qkx7XRFPpZWmyY2yMVpFXpa1VH0QcvFSM2KbdOLsOwSRYoqUsVEbKSbG5czNrmtfQ6w2tXBdCiLOBNdYb/u3f/i2PPPIImzdvZuHChdx3330sX76cqVOnopTi8OHDPPPMM3znO9+hra0Nx3H467/+64HbP/zww0BxbWshhBDCUAb9HZlKXC5ZnElKQaAJRvhpGRiyxqYQQghxCvm+T6FQoKmp6UwPRYhzSsbLsLdnL3u694CGCqcCyxjzabTJT2tCBxowcgW0aRBEwyPf5jgB0LurielbdnF44TzW3f4WAmvw90sDv09MZ0Oshk7T4dqeQ9xs30GUGKYa2/c25+fRBNRH64laUXRnJyqewJo3D5zQmPbZ6wd0B5rLozaznXOv9bsQE0VRDK+XRiw2ZT3KLYPIWKsQwmGsBQvxdu1Ed3ZCMjmoaXfEdJgWredQ5jA5P0fYLD5G2QS8vX0Xv0rNZld0CYma/82X3/zP3Fs9BePiy0u6D2kvS7sVZm20mmWZZqL6xK3F++mQjZsuI7pjP0ahQHbBDDBLC71PlZARoiZcQ1u+jZUNK1lWvowp0SkomXQjhDiLjPnV9oIFC3jkkUf4wz/8Q9rb2/nyl7/Ml7/85SHbaa2Jx+P8+Mc/ZuHChQOXJ5NJPvnJT3LvvfeOdQhCCCHOIUqpgexTlbiekDizSnnfo5TCK+ENnxBCCCHG5umnnyafzzNlypQzPRQhzgk5P8e+7n3s6t5FoAPKnfJzcs3qQYKA8O7DRHYeRJvG6NavBjwUO8PlHLh0Br1miIYl89GvW/s5AH5XNpPXolXEc3uY3b0FVA0JNbbW3QBZL4thWNRF6nCMELq9AyNdgTlnDlhjO+XZ4Qe4gea6uMMU+8wGUEKcLS6IhEgaBi9lCuS1ImWOsROFE8JasAB/926C1jZIJQcFro7pUB+r53DmCFk/R6QvuLbQ3NKxm98kA7ZFFhOu+BA/uvRbTDee5mr9Jmau30rznBnkyhLDHlYBFV6ODtPh1WgNy7LNlA3TinwIy8StShHe34CRd8ksmY0OndnnC6UU6XCajJfhpZaXmJOYw8LUQkLG2CbxCCHE6TauKaJvfetb2bx5M//wD//Aww8/TFtb26Dry8vLufPOO/mrv/orZsyYMei6j370o+M5tBBCiHPM8e31jsuvxWTVV2ldyprWWmu01jK7VwghhJhAruvy2GOP8f9n777j7Lrqe+9/1tp7n336md406mVUbMu9V8mOwQ2wKQkBEwgQnJtwn3uT5/UiTwg33PtA7k1IuDyJEwLXwYEQTDDGNgQIuBfJtpolW73XGU0vp++ynj9GktXnnLHsGUm/d17Cec3Z++x1dEanrO/6/dZ/+S//5YTtuIQQ1TPG0FXoYt3AOkpB6fwIqwGCgNim3cx/6DGCZPSYwHrWT59FhSHb33fq1xe/6BGs2sG+25bSEBTovHD+CccEKP4jM5PNsXoShY1Ee/+Kg+pCptjN4xpyiCHv54lZMVpjrdhGYwYH0c3NWDNmjLvasc8PsJViSSpKnX1utn8X4p0y1bVJWprluRLdXkCjrcc3B2DbWHPmgLWTsLsHMmnUUYtgXB2hPT6FA/n9FPwCMTsGjO6B+p6hndT5RRblXFbrOewJtzG3N877n1xNvibD8vvvI19bc8pL1wQlRrRzKLjupu64VuQnpTVeYw3OwX4Snk/uojmY6Pi2Ojjagn/44egioqPM/9aPUEHIxgc+Mub5cTuOa7nszO6kt9TL4trF1Efr3/a4hBDinfa2+xpNnTqVb37zm3zzm99k586dR1qSNTU1MXPmzLc9QCGEEOcHzVHtwSXbPDuYCkJrpQgJCU2IVeH+UEIIIcT5btasWae9vVgs0t3dfWRhWE1NDV/60pfepdEJce4p+AU2DW1id243aSdNJjL+6t+zifJ84ut3EOnsJUjFmPPEM5RSCbxUglk/fZY5jz/NtvefOrD2ciXqf/Qsme5eBlqb6FzUcdLjXky1szlWTzK/jmjv11mkF3OJde24xhxiyPk5Mnaapngz2g8xI0NY7VPR7VNAVx82G2Po9kMylubaRITUeKtEhTjP1dqaW1JRVuRK7PdCmhw9vv3gLQtr1iywbcIDByCdQR317zKiHabERyuuc36ehB0HRqeUrsp1AnC99R6eiw2QjNTz+j0NXPzTX3P9P/2Q5R+/j5GmhlNeOhV65JXN6ngzFxZ6aPYLY49XKfzGGuz+YVIrN5K9uIMwGav+cR/FWJqFf/8Ixdo05do087/1Ixb+/SNs+P3frPg+LGXRHGtm2BvmpYMvMTs9m3npeUQsqboWQkxeZ3QznpkzZ0pQLYQQYlyObg+uAWMkuZ7UKnx6tNKEJiQkxEJCayGEEKISu3btqvjYG2+8kb/7u79jzpw579yAhDhHGWM4kD/AuoF1+KFPU7TpmA5Q5zJVLJNYtxW7fxivsYYd9ywBpZjz+NNERnJHAusdd99y0vPLwwWa/u1pUv2DbFh6/SkDa4AF2e3sCNbjDH6XS6yrWKQvH1cFZmgMuSBHbaSWxmgjyvMx2RzWzJnolpZxrX4OjaHLD2izLa5MuOPfj1cIAYzucX1t0uXNgseGoke9bREdz78rrbGmTUNZFsHevZBOo47qouBom/bEFA4cCq7jdvyYaYp+J8HauivZ5xfQl9nst7u54/F1XPfwv7H8Y/cy1NZyykvHjY8ODGtjTSwo9tHuZSuaAvHr0lhDWVKvrSd7aQdBzcnbkVdi02c/BMDCv38Ed2D4SGB9+OfVSDtp4lac7SPb6cx3cmHdhTRHm6UbnhBiUjqjobUQQggxXse2B1eMXcMrJp7BjPE0KUafy9CE786QhBBCiHPAd77zndPebts2tbW1LF68mClTprxLoxLi3JL382wY3MC+3D4ykQwx9+1VxZ1NdK5A4vUtWLkCfkPmSNi74+5bmP340yggtK1TBtaFgQJTfvgr4iMjrLtjKbuuWHzCMWWlOegkmFoeoc9/k8jgS1xu3ch86+JxjTkwIfkgT4NbT73bAKUSpljE6piHrh9fy1vfGA56IbNdh0vjDs67FOD0PPvsu3IdId5pp/pdtpViccwhbSlW5D3iRpEeTwcDrdHt7WDbBDt3QTKBct7atsFWFlPiU+gqdJH1s8TtOPpQvNzgF7hhZB8vpqfyr3VziSz8Z3Y6Nfz+j4e4+l8e46n//GkC99QVx1ETYAUlNkQbKCuLWeWhioLrIJNEZwukVmwge/E8/Mba6h/3IZs++yEW/P0jKCBw7HEF1ofZ2qY51kzOz/FKzytMT0xnfmb+kfbqQggxWUhoLYQQYlLQ6q39jpRizDBUTCxz6H8qaQ+OQUJrIYQQogqf+MQnJnoIQpyzQhNyIH+ANwbeIDABTbHzp7oawBrKklizGeWH+PXHtkGf9dNnUYx+xtd+wKyfPntCcN2rXdp//jSxbJbV738v+y9acMI1isriJ7Xz6HHi/HbvehaYS2hUrTTq1nGNOQgD8mGBJreJWrcWky9AEGAvWIDKjK+Vezk09PgBF8QcFkUdLKk4FOKMUkoxy3VIWZpl2TK9fkCDPY7ua0qhW1tBWwQ7tkPi2ODaUpqWeAvdhR6GvEESduJIcH15vgvHBDyTmYHb/N95Tn2Z4m/CtaXLTxtYH+aYkDq/wLZoLQGaOeUBKnm3CJMxKGhSKzeRu3AW5fbm6h83h/awZvQ12fJ85n/rR28ruAZI2AmiVpR9uX10Fbq4sPZC2uJt59X7oBBicqsotLYOtd6YP38+69evP+Zn1VBK4ft+1ecJIYQ49ykU5lBSrQCJOCc7VWmHcIAjz60QQgghhBATZbA8yJahLezP76cmUnPeVZjZvYMk12zGODZBbfKY2w7vYX14T+uuKy9kzuNPAxwJrjvtOG/GGjlw75009PZycN6sE66RVzaP1c2jx0nQNryMGl+jlEWjGl9g7YUBpbBIa6yFjJMhzOVQgLVwASqZHPP8k8mHhiE/5PJ4hLmuLS1yhXgHNdoWS1Iur+TKdHoBzbZGj+PfnG5uAtsi2LoVolGU6x65zULTHGvCUpr+cj8JK3HkGosLPdgm5NeZmdD8ZV4L/i82mzXcamZQN2LIdHZzsGP2Ka9rY6j3Cux0MwRaMa84gFVBZ8Aw5mK0JvHGdlTZpzSjFXTlwfDhPawP72m97z3Xs/DvHwF428G1pSwaY40U/AIrelcwJT6FRTWLSDiJt3W/QghxJlQUWh+eaD56wlkmn4UQQpxJSqm3Kq21qnjPZDGBwrCyJu5KKq2FEEKItysMQ/r7+wGoq6tDVzHxKcT5ruAX2D6yne0j23G0Q3Os+byrKovsO0jijR0EqRhhzD3hdhWGbHv/UlpeewN4K6hWhz7zD+0botcNSU1PE9SlOViXPuE+strhx7Ud9DsxUoOPEQw/yaD9QerV+KoMvdCjHHq0xdpIOUnCbBZl21gdHah4fFz3ORSElELDdYkIU11pQCnEuyFlaW5KuqwueOwo+zTZelzt+HV9Pcqy8DdvBmNQ0ehbt6FojDailUVfqZeYFcVSo0V3i4p9OCakrC1sfRUrgxd42n+crzwepXHXXl6/+zb2XnLBKa9rYWjw8+x10vhoFhT7sCuYDTGug1eXJr5pN7pYptAxDSosBFRByIbf/03af/kS8FZQrYIzN7cSs2O4lkt3sZuegz1cUHMBUxNTz7v3RyHE5FLRp7NnD+1PET/qA+Gzsv+KEEKIM+iYPa1lR+vJTwFGVfQ8GQyBCd7pEQkhhBDnnGKxyLe+9S2+//3v8/rrrx/pXGbbNhdffDEf+9jH+MxnPkP0qElbIcRbvNBjT24PmwY3EZqQerceW59nQWUY4u44QHzrHvxMEuM6Jz1s+/uWAhwJrWE0uA6BoZ39LHrsP5idiPHMH36K0D7x79BTmh/VzWfQjpIa+AHJkV9zs30P9Xp8gXUp9AhCjynxKSTsOOHwCCrqYs+bB7HxVcj3+QEWiltS7vjaFAshxi2iFVfGHZIa1hV86mxNTFcfXKuaGuwFC/E3b8Lk8+ij8goF1Lt1WErTXezG1VEcPfpvfV5pYPQg62JCncS3G1l3t+Ga7/6YS578FU6pzI6rLz3ldTXQ4OfpdBL4SrGo2EekksX5toXXkMHd1YnyPAoLZ2Gcsd+HNj7wEYAjoTW8/Qrrk9FK0xBtoBgUWdO3hq58F4tqF5F0xtfJQggh3q6KPqnfdNNNFf1MCCGEGC91fFQtHT0muco3Htdo6dAihBBCVGnHjh3cfffdbNq06YT3Uc/zWLFiBStXruQf//EfefLJJ5k168Q2vUKcr0ITcrBwkPWD68n6WWojtbjWidXF57wgILZ5N9FdXXj1aagyqPVRjGzp4oInn6Ici/Hab33gpIE1jO79OjW3iSB4nXT2JW6x3z/uPayLQQmDoT0xlagVJRwaRiUSo4F1BfvQHi80hh4/JGNprk1ESFlSRSjERNBKcUEsQlprXs2XKRtFZhz/HlU6hb1wIcGmzYTZLPqorQIUUBupwVIWnYVOIIKj31qsY4ANdXfS6SSosbYy8jt3cMu//JwL/uM57GKJLTddDaeoAldAg1+g146xNtbIRYVe3EoW6Fsav6mGSGcfuuyTu3AOJlr9a9k7KWpFaYo10Vvu5fmDz0vVtRBiwpxny0uFEEJMVlpplBn9YqCprIJXTKBD3+EqrbQOZZdyIYQQomL5fJ7bb7+d7du3o7Xm7rvv5vbbb2fatGkYY9i7dy+//vWvefLJJ9mwYQPvec97WLt2LbFxVh8KcS7pL/WzcWgj3YVu0pE0LbGWiR7ShFBlj/ibO4gc7MNrzFS1lypAWWny6/Zx0S+eIZ9Osfz+D5Krrz3huAHLJRl66LBMduhhMnjcat9LrW4c17gLQQGNRXt8ChHLxQwOoTJp7DlzIFJ9yBMYw0EvZGrE4vJ4hOg4KjuFEGfWNNcmYWmW5Ur0eAENtq56b3mVSGAvXIC/+cTgGiDtpLCUZn/+ACHgHgquFXBddh8/qZ3H47XzaApe4D9+2+f//WEd859fTjGdZM+lF576ukCDX6TfjrIm1sjiQi8x41cwYIXfkMHuHya5aiO5i+cRJibX5zatNPVuPcWgyOq+1VJ1LYSYEBJaCyGEmBS00keCUHWo9bSY5IyprNjayJ7WQgghRDX+7u/+ju3bt9PQ0MATTzzBNddcc8IxDzzwAK+88gr33HMP27dv58EHH+SP//iPJ2C0QkwOxaDI1qGt7MjuwLVcWmItVYcg5wpdKJFYuxVrcASvseaUVYOnEgJ7ez1u/sUzZOtqWH7/BylkTtzDutuO81jdPJq9HO8f2MoS530YDBlVV/WYDZD380S0S1u8FUfZmIFBdH0d1uzZcIoK79MpG0OPF9DhOiyOO9jn6e+DEJNRva1ZknJ5NVemyw9ptjW62n+jsRj2ggX4W7aMdmTIpDn6HhJ2gqmJdvbnD1AKDa4eXfjS6uX4YP8mHqvtoKvh0+SVzxd+ayX/17IO9l84v6JL1/lFBiyX1fEmLi50kwgrDK7rM1iDWVKvbSB7SQdBzeQLhKNWlOZY85Gq60U1i5iWmCZV10KId8XbfqU5cOAAf/zHf8yiRYtIJpPYx32IHBgY4Ktf/Sp/8Rd/QRjKhLUQQoiTU+qt9uAyl3C2qKweXikl7cGFEEKIKjz22GMopfj7v//7kwbWh1199dU8+OCDGGN49NFH38URCjF5BCZgd3Y3z3Y+y87sThqiDdREas7bwNoayZNcsQFrJIc/zsC6qG12T5vBG++5mZc/+ZGTBtadToJH6zooKcW07AYUkFa14wqsQww5P0fMjtGemIKDhRkcQjc2Ys2ZM67AuhAaer2QS+IRLpXAWohJKaE1NyRdZkZsOv0QbzzzBq6L3dGBSqUwg0MnzD3ErBjt8XaMMRSD4pGfN/kFPty/iXjoM1z/AP21F/PVJXvYb3UB0LpxKyo4fevv2qCEpzSr4s0M6co7QQQ1SYyC1Ir12L2DlT/Wd9HhquukneT1vtdZ3rOcwfLgRA9LCHEeeFuh9TPPPMMFF1zA17/+dTZu3Eg+nz/hjaG2tpbHH3+cL37xizz//PNva7BCCCHOXfqot6TRAFucDSr5TmmMkUprIYQQogpbtmzBcRw+8IEPjHnsvffeSyQSYfPmze/CyISYXPqKfbx88GVW968mZsdoijVhqer2bT6X2P3DJF9bjwoC/LoTg+ax9GuXgUiMEKgNS+y86lJKycQJx+1zUvy4tgMPQ6r7r+jJPzbuRaohhryfJ2WnaIu3YYUKMzSEbmnGmj0LrOqfz5EgZDgIuS4RYUHUOW8XMAhxNnCU4oq4w+KoQ7cXUgjH8VoSiWB3zEPX1Z40uI5aLu2JdpSyKASFIz+vC4p8uH8Ts0sD3ObPQaF41n+S6OZVXPFvP+XKHz6J9rzTXjoTlFEGViZa6LWiFQ85TMUJYy7JlRuJ7DtY3eN9F7mWS3OsmeHyMC8cfIGNgxspB+WJHpYQ4hw27tB6//793HfffQwODnLXXXfx6KOPUlt74t42AJ/85CcxxvDEE0+Me6BCCCHObVrpI4W7MqdwFlAKTGUV1EopCa2FEEKIKuTzeeLxOFYFYY1lWcTjcYrF4pjHCnGuyPt51vav5cXuFykEBVqiLUSrCAvORU5XH8mVGzCOTZA+MWgeywEdJfHzV8m7MUr2qSsG9zkpflI3lxCfdM//pKXcy832PeMKhkMzWmFdG6mhJd6C9kPM8BBW+1SsGTOq3ocbYMAPKRvDLSmXaa7siijE2UArxaKYw/WJCCNByFAwjvkD28aaMwfd2DgaXB/X8dXVEdrjU7CVQ97PH/l5TVDi7sHtTFGN3GrfS517Hfk5F7Ln4kU0b93J1d//CXapdNpLJ0OPeOCxJt7Mfqfy198w5hKkE8TXbcfdsR8maZdapRS1bi11kTq2DG/h+a7n6cx3Skc9IcQ7Ytyh9de//nWGhoa47777eOKJJ46s7j6Z22+/HYCXXnppvJcTQghxjjt6kuNQHiomvcr2tDYYQibnly8hhBBiMmpubmZoaIi9e/eOeezevXsZHBykqanpXRiZEBPLD312juzk2c5n2ZPdQ2O0kUwkc35X0hpDZHcnyTWbCRIxwkR14X0I7NQJmh9/gTnr3iTie8S9Uwc0GT9PtNxFqvsrtJWz3Gp/gKiKVT3sIAzIB3ka3EYao00oz8eMZLFmzkRPbR9XYN3rBTgKlqSiNNrnb8W9EGeraa7NLSkXgF7/9K25T8qysGbPQre2YIaGMMeF3xHt0B6fgmtFyfn5Ezr8DcTmsaH5MyzPzGTNPb/Bhivn07B7H9d891GcfIHTiZqAdFDizVgDOyPpirsHGtfBr08T37Sb2KbdMEZL8olka5vmWDNaa17tfZUVvSsY8UYmelhCiHPMuEPrX/7ylyil+B//43+MeeysWbNwXZcdO3aM93JCCCHOcVqNviUZY1BHVV2LSerQvKCp5IkySKW1EEIIUYXrrrsOgC984QtjHvuFL3wBpRQ33HDDOz0sISaMMYbuQjcvHHyBtf1rSTgJGmON53UrcADCkOi2fSTW78SvSWGile+pCuCj2KKTzP63/2DGpi3su3A+6WKeky0ByGoHgIFgC9GDX2CaF7DUfh8R5VY9bC8MKIRFmqJN1Lt1UCph8nmseXPRra1Vt94yxnDQC0hbmpuSLjXW29oNUQgxgRpsiyVJl7TWdHoBYbXVvFpjTZ+O1T4VMzyEOS4EtrVNW3wKMTtGzs8RHjWn0V4eoaWc5bVkGz9JxflvS7ay/PpZ1B44yNXff2zM/dEiJqTOK7IlWscWt7bypfu2hdeQwd3VSeKN7SjPr+4xv8sSdoKmaBM9pR6e63qObUPb8MLTt1EXQohKjftT3K5du4hGo8yfP7+i45PJJNlsdryXE0IIcY7T6EN7WRu0NpWFoWICqdEvbBU+TRJaCyGEEJX7/Oc/jzGGRx55hPe9732sW7fuhGPWrl3LPffcww9+8AMA/uAP/uDdHqYQ74phb5gVfSt4uedlAhPQEpdW4AD4AfENO4lt3YvXkMZEqmuFXVIWa+ONzPz5i0zZsYtdl13E6g+896SB9fpYPf/UeBE7IxmmqllcZ93GzfZd2Mqpetil0KMclmiLtVEbqcHkC5hyGXv+AnRDQ9X3FxpDlx/QYmtuSLokJbAW4qyXtDQ3Jl2mRyw6vRB/HMG1ntqONWMGZngEc9y+1LbStMXbSNop8n7+SHAdNQH3DWymvTzM7uQFFOsf4G9u2Mszt85hy03XVLSgxsZQ7xXYFUmzPtqAf9JX1ZOwNH5TDU5XH4k1m1HF07ckn2haaerdejKRDG8OvcnzXc+zP7efwEzeSnEhxNnhXdncJQgChoeHSSaT78blhBBCnIWUUihG90hWIJXWZ4lKnyYJrYUQQojKXX311fzJn/wJf/EXf8HPfvYzfvazn1FfX8/UqVOB0ZbgfX19R47/kz/5E66++uqJGq4Q74hSUGLHyA62Dm/F0hbN0eYj3ZnOd6rsEX9zO5GD/XiNmapbaWe1wxuxBvLaYcctV+M11LD1+itPGsisjTXyTGYGUX+IjJ9FKcUsa8G4xl0IigBMTbQTs2KE2SxKW1gLF6LGMWfoG8NBL2S263Bp3ME5n9vEC3GOcbXiyniEhPZ4s+DRaFtEdBX/xpVCt7WBZRFs3wHJBMp5a6GNhaY13kJ3QTPoDZKwE2gUERPy/v6t/Kx2NruS14Fy+OYVf8vFVisXMIvY4DCW55FtrD/lpS0MjX6BTidOWWsuKPThVhLmKoXfkMHuHyG1YiPZS+ZV/ngnSERHaIm1kPNzrOhdQZ1bx/ya+TS6jef31h1CiHEbd2g9ZcoUtm3bRmdnJ62trac99sUXX8TzPGbOnDneywkhhDjHafVWpfXof+XD7eSmUAZMaGCs50qNtuwTQgghROW+8pWvMH36dP7sz/6Mnp4eent76e3tPeaYxsZGvvKVr/DpT396gkYpxJkXmID9uf1sGNxAKSxR59bh6Oores9VOl8ksW4b1lAWr7Gm6lbag5bL1rJLbedeojPaKNZk2HrDVSc9dmW8hRfTU4l4PcS7/1/6uJg664Kqx2yAvJ8noh1a4224OkI4PIJyI9gdHRCrfk/ssjH0eAEXxBwuiDpoCUeEOOdYSnFh1MFVilV5j3pbE60muAZ0c/NocL1tG0SjKPetLQ00iqZYE1pp+sv9xK04ltI4hNw9sI1fZmYxrZxij2rg9WA5Jgz4/Pc3EckXeOVj9zLU2nzK6yqgwS8yYEdZHW/iokIPibCCtt9K4densYaypF7bAGFY9cKkiZCwE8StOCPeCMu6l9EWa2NeZh41kZqJHpoQ4iwz7tD6pptuYtu2bfzTP/0Tf/qnf3rK43zf54tf/CJKKZYuXTreywkhhDjHKRQafaTSWiLOya/iFu6yp7UQQggxLp/97Gf5xCc+wa9//WtWrlxJd3c3xhiam5u54ooruPXWW3Hd6veTFWIyMsbQW+pl4+BG+sp91Dg11Lg1Ez2sScUazpF4fQu67OE3ZKo+v8eOsTNv8Z7v/AtuPs/Tn/9dSsnESY99JdHG8tQUIuVOUt1fYRGzmWMtqvqaIYa8nydux2mNtWKhCQcHUak09ty54Fa3DzdAMTT0+yGXxSPMc22p5hPiHKaUoiPqEFXwSt4jaVTV2wDohgaUZeNv2QzGoKJvbTGhUTRGG7GURU+ph7iOYWkLG8OdQ9tRQId9L0+Hz1Kjp7HhtiYu/7efcu0//4hXP/oB+qdNOfXYgTq/yKDlsirezOJ8D5mwXNGYg0wSnS2gCyXMOF4nJ4JSinQkTdIk6S310tnVyfTkdOam5pJwTv5eI4QQxxt3aP35z3+ehx56iP/5P/8nl156Ke9973tPOGbr1q38/u//PsuWLcNxHP7Tf/pPb2uwQgghzl1Kqbf2tJYq68lPjf5PJbG1Ukr2NRJCCCHGyXVd7rrrLu66666JHooQ75hhb5gtQ1vYl9tHzI7REm2RIPI4dv8QiTVbQCv82lTV5+9zEnQOhtzx8HeJ5gused/tpwysAVSYwy3tIdnzF1ysLuBCfUXVz0loDPkgT9rJ0BRrRIdghobQ9XVYs2eDXf205EgQkg8N1yUiTHPflV0PhRCTwHTXwdWal7IlfEJqqgyuVW0N9vz5+Ju3YMICOv5WhwcF1Lt1WEpzsNiNSxRHW0dmppSO09fwRywzIU16K/mPvpcbfvgfXP29H7PiN++hZ/aM0167JiiR1Q4rEy1cVOih0S9UNOYwGRttc14sE9l7kPLUU1d2TyZaaercOgITsC+3j725vcxLz2NmciYR6+wI4IUQE2fcvSUuuOAC/vt//+/kcjnuuusuLr74YoaGhgD43d/9Xa644goWLFjAM888A8Bf/uVfMn369DMzaiGEEOckS1mjlda6sjBUTKDD394qaPutUPiVtMESQgghhBDnlWJQZP3gep7rfI6DxYM0xZrIRDISWB/H6eojuXIjxrEJ0tVVq4XA9kiG7p4Sdz30PSLFEis/dBf7Fi884VgD5A91bxgZfpjUwS9xhbqEi6wrq35OgjAgF+Sod+tojjWhg0OBdUsz1pw54wqs+/wQ38AtKVcCayHOQy2OxZJUFMXo60G1VCaDvXAByoSEudwJt9dEamiLtVEOS5RD78jPHRMyvTzCgUiKf6udw3emvc4/fHQqoW1x5Q+eoG7P/jGvnQw94oHHmlgT+5xk5XNeWmMsTeLN7bg79lc0BzNZWMqiIdpATaSGTUObeLbrWfZm90pRgxDitN7Whgh/+qd/yje+8Q1isRjr1q2jWCxijOHhhx9m1apVhGFINBrlb//2b/nP//k/n6kxCyGEOEdZ2iIkPFLFKyY3g6no+5JWWkJrIYQQQghxhB/67BzZyTOdz7B9eDt1bh31bj1aTf59O99VxhDZ3UlyzRaCRIwwER37nKMEKDZH6zhQsrjzO99H+z6v/db76Fww94RjQ+BX6Rk88Mf/g7zrcrW9hOuspSywLql62F7oUwiLtESbqXcbUH6AGR7CmjoVa8YMsKyq7i80hoNeQEIrlqZcGu3qzhdCnDvqbM0tSZe4hm4vwFQZ4qpkEmvBApS2CLPZE25POUmmJKYQhD6lQ628FXDDyF6uHtlPbyRNT9Mf8/yUIf6/j7Wyf+EcBtsqq4COmoCaoMT6aAM7Ihkqjt2VwqtLE9+0i9jm3aP7XJ9FHO3QHGvG0Q6r+lbxcvfL9BX7JnpYQohJ6m0vS/zDP/xDPvrRj/Kv//qvvPjiixw4cIAgCGhpaeH666/nYx/7GM3NZ0frCiGEEBPr8J7WuvLdksUEUqiKviBKe3AhhBBCCAEQmpDuYjcbBjcwXB6mxq0halUXxJ43wpDo9n3Etu7Fr01jItVN4XloNkTrOOgkqFcFttx4Ff3Tppx0/9UAxS8zM9kSq+civRsdGpIqQ9Kqft/sUljGD32mxNpIOkmM52GyOayZM9EtLVBtxbYxHPRCpkYsLo9HiGpZ3CzE+S5laW5KRlmeK9HlhzTbGl3Fa4tKJLAXzMffsoVweASdPnbLhYQVZ0piKgfy+ygGRaLWaHX3NbkDOCbkxfRUTPOXWa6+zP67bW60wAJq9x5gYGrbaa/tmJA6v8A2t5aitugoDmBXMgNmW3gNNUR3HECVffILZ4yrY8VEittxYlaMYW+YF7tfZHpiOvPS82S/ayHEMc7IK1t9fT1/+Id/yB/+4R+eibsTQghxnrK0RWACtFJSZ322qOC7lUIRhBJaCyGEEEKcrwIT0FPsYfPQZvpL/aScFC3xloke1uTlB8Q37cLdcxCvIVN1ZXJJWbwRayC+Yz9N7Y0Yx2Hb9Vee/FIo/r1mNjuitUTzKxkJ/z8C7Z302LEUgiIKxdTEVGJWFFMqYYpFrI556Pr6qu+vHBp6/ID5UYeLYg62tI0XQhwS04rrEy4rCmX2lAKaHY1VzWtELIY9f8FocD00jMqkj5mHilku7Ymp7M8foBAUiFmje2Bfnu/CMQEbY/VMYRq7zVqe9X/K76ydwaX//iwbb7mOrTdcedoFOjaGBj/P/kiKsrJZVOwlYiqonrY0XlMN7v4eVNkjf9EcTMSp/DFPAkopMpEMSZNkf34/+/P76Uh3MD01nYiW/a6FEG+zPbgQQghxJmmlj1TuSqX15KeMIawktFZqtO27EEIIIYQ4rwRhwIH8AV7oeoFXel6hHJZpibWQdJITPbRJS5U9Euu24u49iNdYfWCd0zar4000r1rPb3z3ES76xbOnPNZD80TtXHZEa4nlllHT+02+/INBEqXqvo0ZIOfnsZVzJLAO83mM52EvWDCuwDofGnr9kMviES6RwFoIcRIRrbgqHqEjatPlhXjV7vfsRrDnd6DSKczg0AnzUK6O0B6fgq0i5Pz8kZ8vLvTw4f5NXK9vZJ6+EKOSdM2fw1BLIwuefZmFT7045t7TGmjwCvTZUVbHmsirCmsLlcJrzOD0DZFcvRldKFX3mCeJw/tdpyNpNgxt4Pmu5+kqdFXd7l0Ice4Zd2j9xS9+kWeeeYZS6ex8YRRCCDH5WNrCYJCOb2ePSr5QyJ7WQgghhBDnFz/02Zfbx/MHn+e1ntcITEBLrIWUk0JJ+HhKOl8kuXozTvcAXmMN6Oqm7QYtl5XxFma/vJJrf/pL8rUZttx41SmP95VmUENs5Flq+77DrfY9XLqjus/tIYacnyNhx2lPTCGiHcJsFqUU9sKFqEz1LcaHgpBcEHJDMkJH1JHfGSHEKdlKcUnM4eK4Q7cXUqxkZf3RHAd73jx0XS1mYPCEOY6IdmhPTCFmxcj5+SPBtmZ0gX40+SG2tf7f7K9p5qX7P0hfeytzlq3kon9/esy9pxVQ7xcpaIdViWaGK600Vgq/IYOVzZNcsQGdzY99ziQV0RGaY81opXml5xVW9K5g2Bue6GEJISbQuEPrr371q9x2223U1taydOlSvvKVr7B8+XKCQNp/CiGEGJ/De1orFEYmJiY9pSqriJf24EIIIYQQ5wc/9NmT3cNzXc+xsm8lBkNLXCqrK2EN50iu2IA1ksdvrKl67+ceO8aqWBMXP/U8l/3qWYab6nnpkx+hUHNiaHw4RimH3US6vkDdwA+4zf4Ajbq1qmsGJiTn56iJ1NAab8NWFuHwCMp1sRcsQCWq36e0zx/93nBLKkp7lft4CyHOT0opFkYdrks4DAYh2aDKTm+2jTVnDrqxYbTi+riw2VYWbfE2EnaCnJ8jPGomJBV6eNri0boOnk4c5L/9ZkDXrHZmrFrH4p89VdHla4ISGFiZaKbPilY8bL82hfJ9Uq+uxx44u4PehJ2gKdpET6mH57ueZ/PQZspheaKHJYSYAOMOra+//nocx6FYLPLss8/ypS99ieuvv566ujruuusu/uZv/obXX3/9DA5VCCHEuU4qrc8yBsIKKq2VUgRGQmshhBBCiHNVaEK6Cl28cPAFVvetRitNS6yFhF19aHk+svuGSL22HmVC/LpU1efvc5KsiTVx6fMvc8ELyxloa+bl3/kwpdSJiwXyyuYH9QvZ4taSUXVcpi/mduc+6nRjVdf0w4B8kKfRbaQp2oRCje4Lm4hjd8yHWKyq+zPGcNALSGjNLUmXelt2NBRCVGe663BT0qVoDIPVBteWhTV7NrqlGTM0fEJwbSlNS7yFtJ06JrieWR7iAwNbMCjWNryffclW/vy+IrsXzebAoo6KL58MPaJBwJp4MweqeO8MMkmMbZF8bSPOwb6Kz5uMtNLUu/XURGrYNLSJF7pekJbhQpyHxr1k8YUXXqBQKPDSSy/xzDPP8PTTT7NmzRpGRkb4+c9/zi9+8QsA6urquPnmm1myZAlLliyho6PyF2shhBDnF0uNhtYokF2tJz/FmNs0HTpOQmshhBBCiHNVf6mfjUMb6S50k3JStMRbJnpIZxXnQA+JddsJEy5hvPIKOxitmN4ZybDdrSUTFOm6qIPanh7W3bGUwD2xzWyfFeWJ2rkM2VEGLAeAhdalVY+5HHp4oUdrrJWMk8YYgxkaQtfUYM2ZA45T3eMwhoN+QKttcWXCJSarmIUQ49TiWCxJRnkpV6LXD2iwrcpP1hprxgyU1gQHDkA6g7LeWkBjoWmOt6CLFgPlARJ2Ao1ianmEewc283jtPEaa/m9M7zf48j3budWpIQnEBocpx6InfV0+Wsz46CDkjXgDpaLFjHJl1dNhMoaxNcnVm8ktmkV5anPV3TomE0c7NMeayXpZXul5hbZ4GwsyC0g51S/qEkKcfd5Wn51YLMZtt93GbbfdBsDw8DDPPfccTz/9NE8//TQbNmygr6+Pxx57jMceewylFL4ve1oKIYQ4OUtZo+3BleJQci0mNUMl20VppSW0FkIIIYQ4x4x4I2wb3sbu3G6iVpSWWIvsPVwNY3B3HSC2aTdBJoEZI8w4XoBiS7SWfTrG7J3bGJ7aRjGdYs0H3nvS43dGMvy8ZjaegmT/P6Hz/WDfVPWwi0EJg2FKYgoJKz4aWA8OoevrsGbPBru6qUbfGA56IbNdh0vjDo78Dgkh3qZae7Rjw/JcmYNeQJOtK39/0ho9bRpYFsHevZBOo6y3gm+NGu0uoRT9pX4SVgKtFG1ejg/2b+YntXOZqy9hD2v4lfco7/XvZOk//4xSIs6rv/0BvDG6ULgmpM4rsiVaR0lZXEtls2Mm6uJri8SbO9Alj+LsKaDP7o4VSSdJ3I7TXeimu9DNgpoFzEjMwNJVLEQQQpx1zujmMOl0mnvuuYd77rkHgGeeeYYvfvGLvPrqq9LGQQghxJi00keF1mKyUzBaGT/mcQo/kEVrQgghxMl86lOfOiP3o5TioYceOiP3JcTpFIMiO0d2sm1kGxpNY7QRS8kEclXCkNiWPUR37MevS2Oc6qbnykqz0a2nz9jc+b1HaNi1jxd/97cYbm066fFr4k08n5qGFRZJ93yd5nIvF9rvq3rYBb+A1jbtsVZcy8WEIWZoGN3UiDVzJljV/R6UQkOfH3BBzOGCqIOW74FCiDMkaWluSLq8litxwA9psjVWNcF1e/tocL1rNyQTqKM6SCig0W3EwqK31EvMimIpiyY/z6d638AxSXZat/Nq8CIjrs/+C+Yz76XXuO7hH7H84/dRSp6+/beNod4rsDuSpqQs3AqLAEzExqtPE9u6F1X2KHRMh2oqzSchrTQN0QbKQZk3+t9gf34/F9ZcSK1bO9FDE0K8Q85oaL1r164jrcKfeeYZuru7gdF9aSzL4vLLLz+TlxNCCHGOsbRFSAhYSHvwyc8Axoz9pU/2tBZCCCFO7eGHH0YpNe6F3ofPldBavNO80GNfbh8bhzbihz61bi2Orq4NtADl+cQ27MDd34vXUANWdZVwBWXzZqyenAd3fff71O89wK5LL2S4ueGU5zhhQNTvI9bzF7QEFrfY9xJRbsXXDDHk/TwxK0ZrrBVH25ggxAwPodvasKZNq7qiLx8ahoKQK+IRZru2LFwWQpxxUa24Junyet5ja8mnydGVd3NQCt3WNhpcb99x0uC6zq1DK013sZuojmJrC8eM7oXdYi+i1PQB9hd62bS0HS/isOiZl7nuOz9k+cc/SKEmfdrLWxga/QK+0higqCyilcyr2BZeY4bonoPokkf+glmYyNn/Xh2xIjTHmhnyhnjh4AvMS89jdno2EV1dlxIhxOT3tkLr7u5unnnmmSNB9a5duwCOfNletGgRS5cuZcmSJdx8882k06d/MRZCCHF+O9we/Gzee+d8oszo/nNj0WiCUEJrIYQQ4mTuv/9+CWvEpBaYgM58JxuHNpLzc9REaoha1e29LEapYpnEG9uwe4fwmmqq/t4zaLmsizVg5Yrc/c8/oKarm23XXMaG22484b4KyiZUkAh9vOyTJIbX0qpaudm+C1tVHmAcDqzTdoqmeDMWGhMEmOFhrPap6PbqW9AOBSGl0HB9IkJ75IzW0wghxDEcpbgs7hDXirVFj3pLE9WVv/bq5mawbYKtWyEaRblvLfhRQG2kBq00XYUuXKI4h1pXB0phlOa59HRylPnp1Vv5Hfcyrv3FKq7/ziO89MnfHDO4VoBlQkKlWRVvZnGhh2ToVTBojdeYwenuJ7naI7d4LmGs8oVKk5VSippIDX7os2V4C/vz+7mo9iKaYifvMiKEODuN+5PhRRddxPr164G3QuqZM2eyZMmSI0F1U5O8YAghhKicpSwM5tB8i0zeTnaj632l0loIIYR4Ox5++OGJHoIQJ2WMoafYw8ahjQyUBkhFUrTEWiZ6WGctnSuQeH0LVraA35ipOrDutBOsj9WTKBV470PfI9Xbz6abr2XLjVedcF+9downauYSCz0+0r+JedZFeJS5zLoBS1U+FRiYgHxQoM6to8FtQKMwnofJ5rCmTx+tQqzycfT6AY5S3JJyaTjL29YKIc4OWikWxRziGl7LeySNIllFlwtdX4+ybPzNmyAMUcftS51x0igUnYVOwMXRNsnQ48P9m/hxbQcr0nNJmNv424t/TClyJQs29VFMnb5F+GGHg2sfzYpDwXVdUKrgRIXfWIM9MEJyxQZyl3QQpOIVP+bJzNY2zbFmsl6WZd3LmJGawfzMfFlQJ8Q5Ytyh9ZtvvolSinQ6zX/9r/+V+++/n+nTp5/JsQkhhDjPvLWnNZJZnyXCCve0Dk0o+5ULIYQQQpwlBkoDbB7aTGexk4SdoDnWLJ/j3gZrKEtizWZUEOI3ZKo6NwR2RDJsd2vJBEVcS7H34kUElsXOqy894fidkQz/XjObQCkWZDdgYUioFFfat1R1XS/0KYUlmqPN1ERqUIAplzH5Atbs2ejm6gpVQmM46Ic0WJqrE5GqAiMhhDgTZroOca15OVfC80Nq7cpfh1RNBnvhQvxNmzG5HDpxbOicdlJHBdcGRzvEQ58P9W/iJ7Xz6MrcBcrlHxd+n5svvIMplgXGEBsaplAz9vtCOiyT1zar481cUOilxc9XNG6/NoU1nCP52npyl3Tg1507nXCTTpKYHWNPdg+d+U4W1iykPd6OpWVBlBBns7f1CdEYw9DQEH/+53/OHXfcwec//3kef/xxBgcHz9DwhBBCnE9sbWMOhaBqnPs6inePUlS09fjhxQhSbS2EEEIIMbkNlYdY07eGFw6+wEB5gOZoM2knLYH122D3DpJ6bQMKCGqSVZ1bVpo3og1sd2uY3rWfeKkIwLbrrjhpYL05WsuTtXPQhEzt+Ra7hv83g2Ff1WMOMZTDMm2xNmoPB9bFIqZYxOqYV3Vg7RtDpxcyI2JzY9KVwFoIMWGaHYtbklEcBT1edXMUKpXCXrgApTVhNnvC7SknyZT4FLzQo3yojXfUBNw3sJn28jAJ91IcYjwf/Dt7wm3Mfek1bvn7f6Zhx+6Krh8PfZJBmXXxRnZG0pVMxwAQpBMYxya5cgNOV/XvCZOZpSyaYk3E7Bhr+tfwUvdL9BR7JnpYQoi3YdyV1nv27OHpp5/mmWee4dlnn2Xjxo1s3LiRBx98EK01ixcvZunSpSxdupQbbriB2HFtM4QQQojjHd7TWimFkVLrs4KpYHGBUoqQsKJjhRBCCHGsN954g1/+8pfs3r2bQqHAQw89dOQ2z/Po6elBKUVra+sEjlKczUIT0lvqZefITroKXVjKoiHagKUmX6XSrff+ZwCeeuwbEzySyjgHekis20aYiBLGq2tbmtM2b0QbGLEizN29k2u+/xgD7a28+lvvP2lL7h1uhl9kZhMPyzR2f52ct54F+hIyqq6q6x7upDQ1MZXYoVarYT4PYYi9YAEqXV2VXjE09AUhF8ZsFkUdtCyAEEJMsFpbc3PK5ZVcmU4voNnWFb82qUQCe8EC/K1bCYeH0ce9JibsOG2Jdjpz+ykBrnaImJD3928lVFCw38dT/k/YFW6ld8ZiZi9byVX/+jirPngnXfPnjHl914TUekW2ROsoKYu5pUGsCuLrMBHFWJrkms3kFs2iPLW56u0dJrOoFaUl1sJweZiXu19manwqHZkOks7Yi8UabxntRNLz7LPv9DCFEBUYd2jd3t7OJz7xCT7xiU8AsGXLFp555hmefvppnn/+eVavXs3q1av52te+huM4XHXVVSxdupQvfelLZ2zwQgghzi1aaVCj7aSVkoBz0jOGSnJohcJgCAnf+TEJIYQQ54iRkRE+9alP8dhjjwEcWdh3fGi9ePFiBgYG2LJlC7NmzZqo4YqzkBd6dOW72DayjSFviKgVpTHaOPqZXLw9xuDu7iS2cRdBJoFxI1Wd3m9FWRdrAKBj21au+sHjEBp2XHnxKUOGKeUsM4o9hAPfJOdv5SLrai7UV1RVJV/wCyjA1s5bgXU2i7IsrIULUYnK9mA9bDgIKYSG6+IO012nqnOFEOKdlNCaGxIuqwpldpYCWhyNVenrZSyG3TF/NLgeGkJlMseUXSSsGFMSU9ifP0ApNLg6gkMIBlxdT3vmv9LlNtJj72DZJz7MNf/yYy7/t5/y+vtvZ99FC8e8vI2h3iuwJ5KhpGwWlPqImLHnW0w0gq81iTd3oEsexdlTQJ9b7/npSJqkSdJV6OJA4QDz0/OZnppORFf3PiyEmDhn7FVp3rx5fO5zn+NHP/oR3d3drFmzhr/+67/myiuvpFwu8+KLL/LlL3/5TF1OCCHEOUgpBYbRwFoy60lPKQjN2F/qDj+vYQVfooQQQggBQRBw55138thjjxGLxbjzzjuJRk+s0ozH43zyk58kDEOeeOKJCRipOBvl/Txbh7by1IGnWN2/msAER/YtlsD6DAhDYpv3EN+wi6A2VVVgbYB9ToJV8WacMGTupk1c/f3HMChe+di99MyZecI5B+04ADosQM+Xyftbucy6gYusKysOrA2Q8/NELBdbO4cWnUI4PIxy3dEK6yoD614/IDRwS8qVwFoIMSlFtOLKeISFUZsuL6AcVjER5Uaw53ega2owA4MndJaLWTHa4+0YE1IMikd+boDBSD07o3U8UTuXpxu388/3X0gxleTSn/ySaavWVXR5C0ODn6fbibMm1kRBVVabaCI2Xn2a2Na9xDbuguDc28ZNK019tJ5MJMOGoQ083/k8+3P7ZU5KiLPEGf82ksvl+MUvfsH3vvc9vve977FixQrZ+0gIIURFDk+SjW6VLO8dk16VCwukPbgQQghRmYcffpiXXnqJmTNnsmnTJp588kkymcxJj7333nsB+MUvfvFuDlGcZQIT0Fvs5fX+13m682k2Dm0kZsdojjWTdJIyb3OGKM8n/uYOojv34zVkME7lDQ5DYFukhvXRBtJBiRmbt3DlI0/iOw7LPvEh+qe3H3O8AZYlp/CvDYvY4tbiqAhzrAu4ylrCAuuSKq5ryPk5EnaCKfEpqEPfw8zgECqZxO6YD1Vs+RcaQ5cXkNaaJSmXRnvytZkXQojDLKVYHHO4PB6h1w/JVxNc2zbW3LnoxkbM4BAmPDYUjVou7fGpKDSFQ8G1Am4f2smF+W72uBlW1t/Br2o38NAn5jPU3ECuvrbiyyugwS+Q0w4rE80MVVpNbFt4jRmiew6SWLsNVfYqvubZJKIjNMea0VrzWu9rLO9ZzkBpYKKHJYQYw7jbgx/meR7Lly/n6aef5umnn2bFihX4vg+8NTmdTqe54YYbWLp06du9nBBCiHOYPryWSimJrM8CyoxOSlUqMOfeCl4hhBDinfD9738fpRR//dd/TXt7+2mPvfTSS9Fas2HDhndpdOJskvNydBY72TWyi6yfJaIj1EZqsfXbng4Sx9GFEom1W7EGR/Aaa6raK7SsNJvdOg44Cer9IhaGobZm+qe2se7OpWQb64853gDPp6ayJtFCQ3mQtlI/oLjAuryqMYfGkAty1Dg1NMWa0Ie/hQUBuq4Wa/ZssKsI3o2hywuZGrG4Ih7B1fKtTggx+SmlmBd1iGvF8lwZzygyVoW1fpaFNXsWWBZhVyekM6ijznWtCO2Jdg7k95P388TtOApYOrwbx4SsTszGNP8Zz6uvMvipDi5y2lGAm81RSsQrGkJtUCKrHVYmWriw0EOTXxj7JK3xGjM4PQMkV28me/FcTNSt7DGfZRJ2grgVZ7A8yAsHX2BGcgZz03OJ25X9/Qoh3l3j/pbyl3/5lzz99NO8/PLLFAqjL4SHQ+poNMq1117LkiVLWLp0KVdccQX6HNsfQQghxDvg0JzGaDdpqco9G1T8PClpDy6EEEJUat26dSileM973jPmsZFIhEwmQ19f37swMnE28EOf3lIvu7O7OVg4CEDSSdISa5ngkZ27rKEside3oD0fv7GmqnMLyuaNWANDlkujXyDZN0CuvpZSMsGy3/nwCceHwNPpGbwZb6Sp1IvV/d9YST03O3dXdd3AhOSDPPVuHfVuAxqFCcLRVrG2jTVnDliVV0n7xnDQD5nr2lwcd3Ckel8IcZZpj9jcohUvZ8v0+QH1lXaK0BprxnSUbRHs2w/pFOqo18+IdmiPt3Og0EnuqOD6xpG9OCZgRWIK8cjFvFF8CS8IuD67mBv+6Yd0dczGQEVFHcnQo2hCXo81Mb/Yx1QvO/Z5SuE3ZLD7h0mt3Ej2kg7CROWdNc4mSilq3VoCE7Anu4d9uX3Mr5nP9MT0iR6aEOI44w6tv/CFL7x1J7bNFVdcwZIlS1iyZAnXXXcdkYhsbi+EEKI6lrJAgUJJi8KzgTKYCva0htHnVNqDCyGEEJUZGRkhlUrhupVVvHieJwvFBUPlIQ7kD7Aru4tyWMa1XOqj9aOfscU7xunuJ7F2K8ax8WtTVZ07pCOsizfioWnw8nQ8v5y5L77GK7/9AXpnnXwi/VeZmWyMNdBa7ML0/DnGlOiwq+ts6IUBpbBIk9tErVs7uj1TEGCGh8FxULZdVWBdDg09fsAFMYcLog5avssJIc5SDbbFkpTLslyZg15Ak60rm5/SGj11KlgWwe49kEqOvpYeYmubtvgUugqd5PwccTuORnFt9gDzC/2kggt4Vu1gW7ieRdEFZBtqmblyLSNujFSpgsppIGoCLL/ExlgDee0wtzSIVUGhgV+XxhrMklyxgdyl8wnSiYqudzaylEVjrJFSUOKNgTfYNbKLD4a+dKARYhIZ97/GxYsXs3TpUpYsWcKNN95IMpk8k+MSQghxHlKH/s8oQALOyc+MVnpUdqghrPhoIYQQ4vxWV1dHd3c3+XyeePz0rQt37dpFNptlxowZ787gxKRSDsv0FHvYNbKL3lIvWmnSTppaq/I9McU4GYO7p4v4hp0EqThhrLq2qt12jDdijUTCgNqgyKL/eJ7Zr65msLWZ4ZamU543szTECAXKPV/GxrDE/gCNurXi65ZDj3JYpiXWQsZJjz4Uz8Nkc1gzZ6Icp6rHUQgNA37IZfEI81xbFh8LIc56KUtzU9LltVyJ/V5Is6OxKnltUwo9ZQrYNsH2HZBMHPOaaitNa7yV7vxBhv2RI8F1XVAEFeGqyAf5RWYGpZFOXv3oB7j8Rz+jZcsOjFJo3yesYLsGh5B6r8CeSIaSsllQ6iNSQde7oCaJNZIj9doGspd24Nelx368ZzHXcmmJtZD1shSCPHZo01Psod6tRytZCCrERBr3v8A1a9bwta99jTvuuEMCayGEEGeEUqPVuKPtwcVkV9XaAiPtwYUQQohKXXrppQA89dRTYx774IMPAnD11Ve/o2MSk4cxhsHyIOsH1/PU/qdY2buSXJCjMdpIY7QR1zo396ScVIKA2MZdxNfvwK9NVRVYG2C3k+L1WBPxwCPpl1j85K+Y/epq+qZNYdn9H6QcP7Y9q6c0+UNVYIn8Kko9XySC4jb73qoC62JQIjA+7Yn2twLrUgmTy2PNnYNurfy+ALJByFAQcl0iQkfUkcBaCHHOiGrFNUmXOa5NlxfiVVFYoZubsebOxeTymFLpmNssNM3xFmoiNeT8HOFR99sTqaHLbeCHdfPZ4Yb83b0pHL9M2Xa46gePY3leRde3MDT4eXqcGKtjTeQqrCIOUgnCiE1y5Uac7oGKH+/ZLOkksZRNYEJe7n6Zl7pfojPfSWCCiR6aEOctWTYihBBi0tBqtO3S6GSHTHhMdqOhdWVf3JRSEloLIYQQFfroRz+KMYYvfelLDA8Pn/K473znO3z9619HKcXHP/7xd3GEYiKUgzJ7s3t5sftFnu96nh0jO0hGkjTHmkk7aakMepeoskdi7TaiuzvxGmowTuVNDAMUm91aNsXqqfFLREOfyx77OdNfX8/BOTN45WP34kePDcBLyuKx2nk8WttBWWnqVBNNqoXfcD5InT51RfbxCkEBhaI9PpWENdrBwRQKmFIJe8F8dGNjxfcFMBiEFI3h5qTLNFfaqgohzj2OUlwWd1gcc+j2Q4phFcF1YwP2/PmjC4OKxWNvQ9EUbaLBrScX5AgOzZXMKQ1yx+B2itrmp3WXsj6S4399yMbxS/iRCGEV2zYooN4vUtAOK+MtDFa4oC1MRAkSLslVm4jsO1jx9c5mCrCUpjnaTDEo8mrPqzzX+Rx7snvwwsoWCgghzhz5VCmEEGLSODLRpgAltdaTncJU3h7cGAmthRBCiAp99KMf5R/+4R9YtmwZV111Fb/3e79HuVwG4KWXXmLt2rU88sgjLFu2DGMMt99+O+9973sneNTinWCMYcgbYn9+P7tHdlM2ZRJ2gqZok1S1TgCdL5JYuxVrOIfXWANVPAdlpdno1tHlJKj3CqP7jCpFf3sbGFh973sxxwUSBWXxk7oODjoJLsjuxjEhEZXgNvu+ip9/A+T9PFHt0hJvJaJHW9WG2RwA9sKFqFR1e3H3+QG2UtySjFJny2IJIcS5SyvFophDXMNreY+kUSStyl73VG0N9vz5+Ju3YMIC+qguGgqodxvQWHSXuonpGLa2mFcawBnYxk9r5zDS/Ke8qP6Skr2Bjnm3YWsNxmCXyicscDqVmqBETtusjDezqNBLq58f8xwTdfGVJr5uO8oPKE1vrer97myllCLtpEk7aXJ+jjX9a9g4tJE56Tm0x9ulk40Q7xIJrYUQQkwaCoXBjO5sbc79D8TngkqXFhxu/S6EEEKIsSmlePzxx7n77rt59dVX+aM/+qMjt910003AW91OrrnmGn7wgx9MyDjFO8cLPXqKPewc2UlvqRdLWaQjaSI6MtFDO29ZI3kSqzejyx5+Q6aqcwvK4s1YA0NWlEa/gHOoXazvuuy8+lJ2XnXJCYFATtv8uLaDPifOzOHX6B58kC77Hlr1tIoD6xBD3s+TtFM0x5qxDy0SDrNZlONgzZuHiscrfhyhMfT4IRlLc20iQqrC4EYIIc52M12HmNYsy5Xw/JDaChfsqEwGe+ECgk2bCLM5dDLx1m1AnVuLpS26Cl24uDjaZmZ5iA8MbOGJmrlkgveyZs5W9pmfcYu5h8VPv0bLpm0s//gHKWYqW3CUCH1sE7Iu3ki+OMjM8tCY7XeN6xDUpYiv34nyfIqz20GfP6/5CTtBwk5QDIq8OfAmmwc3M79mPtMS07ArbLcuhBif8+eVRgghxKSnlUYZNdp2eqIHI8akDJgKFxcYDGHFddlCCCGEaGho4MUXX+TBBx9k8eLFRxaAHf6zaNEivvGNb/Dcc89RU1Mz0cMVZ8iIN8Lmoc08deApXut9jZw/uld1Q7RBAusJZPcPk3xtPSoM8Ouqq0oe0Q6r482MaJd6v0AkX+Ca7z7KVf/6ONr3Rw86LoTOaod/q1tAnxNn1uALZAf/lhpVT61qqPi6gQnJ+TlqIjW0xluwlcYA4dAwKhrFnj+/qsA6MIYuL6TNsbgp6UpgLYQ477Q4Frcko9gKer3K9zxWySTWwoUo2yLMZk+4PeOkaYu1UQ7LlA+1o55aHuHD/Zv4t//2F3zkhQI9ppONwRoK6SSpvgGu/84jJPoq33faNSF1XpFtbi0bo/X4FWzJZxwbrzFDbOs+Yht3QXD+7fMctaI0x5pJOAnWDazjhYMvcLBwUIoyhHgHybIQIYQQk4ZW+lBr8NHW02JyG11cUPnzFIYSWgshhBDVsG2bBx54gAceeIBsNktXVxdBENDc3CxB9TkkNCH9pX52ZXdxIH8AhSIdSVNr1U700ATgHOwjsXYbYdQhTMTGPuEo/VaUtbFGLGOoDYq4I1mu+d6PSff0sfnGq0+5P2nEBMRDj7qBFxgZ+R6NqpVb7HuIqMpak/phQCEs0Og2UufWjX5uNwYzNISuqcGaMwccp+LHUQoNvX7AgqjDhTEH+zxoEyuEECdTa2tuSbksz5bp8gKabI2u4DVRxeOjrcK3biUcHkan08fcnnKSWLqdA/n9lAKDa0Vo8vMkSkV+7z/gubv/hEiYZteVgwSRCBc/+Suu+84PWf7x+xhpbqxo7DaGBj/PfidBQdtcUOglasYIoi0LrzFDdE8XyvMpLJqFcc6/SMm1XFpiLWS9LMt7ltMWa6Mj00EmUl3nFSHE2M6/VxghhBCTllKH2oPLHMhZwlDx4lKDVFoLIYQQb0MymWTOnDkTPQxxBvmhz8HiQbYNb2OgPEBER6iP1mOpkweZ4t0X2dtFYv1O/FQMU+H+oYcdsBOsjzUQDzzixic+MMQ133uUxMAQ62+7ke3XXn7COUVlETUBThjQ3v237Aw30qKmcrN9F7aqLGQuhx7lsExrrJWMMxqKmDAcDawbm7BmzgC78unAXBgyHBguj0eY69qyl7oQ4ryX0Jobki4rC2X2lAKaHY1VyWtjLIbdcSi4HhpCZTLH1DvHrRjt8ansz++nEBSJWVEAsrE4O5MX8qZ2CIZ28uaFebKRpVz342e47uF/45XfvpfB9taKxq6BBr/IoBVlZbyZiwq9pMPyGCdpvMYaIp19aM8nd9EcjHt+dn9JOknidpzeUi9dXV3MTs9mdmo20UPPlRDi7ZNePkIIISYNfehtaTS8lsmQya7aNu6hkdBaCCGEEKLgF9g2so2nO59mRe8KymGZ5mgzdW6dBNaTRRjibttH4o0d+JlEVYF1COyMpHkj3kAqKBE3Ponefq77ziPEB4Z4/a5bTxpYH7TjPNx4IWtjjSilqFMNtKuZ3GLfXXFgXQyKBCagPdH+VmAdBKOBdVsb1uxZVQXWg0FIPjDcmHSZF3UksBZCiENcrbgqHqEjatPlhXiVruh3I9gd89CZDGZw8IQ201HLZWqiHVtZ5P08AKlCng/3byIdlPl1zSyWx5L805zVPPtbt2G0RlXZqloBtUGREMWKRAs9dgVdRJTCb8xgDwyTXL0ZnS9Wdc1ziVaaOreOOreO7cPbebbzWXZndxOE51/7dCHeCVJpLYQQYtLQSh+Vgkp78LNBxc+SQvb8EUIIIU5iz549Z+y+pk2bdsbuS5xZxhgGygPsy+1jd243oQnJRDLSVnIyCgJim3cT3dWFV58Gu/KFBAGKLdFa9kTS1HkF7EOflr1YlHI8xvrfuIkDF8w/4bwDTpKf1M4lUJp4MBpSLLAuYb6+uKKg2AAFP4+lHdpjrbjWaMhufB8zksWaPh3d2gq6stoVA/R4AVGtuDEVpdaWmhchhDierRQXxxyiSvF60aPB0ri6gsU9joM1dy7s2EHY2wc1mWNe6yM6Qnu8nQP5A4QYFIqaoMSH+zfy47oOBurux+go35v2DN2fv5eE2wyA9jzCKrZ+SIUeRROyJtbEgmIf7V729OUjSuHXZ7D7R0iu3Ej20g7CZLzi651rbG3TFGuiGBRZ07+GHSM7WFCzgKZo0+j8phBiXCS0FkIIMWm81R5cSZ31WUABYTXtwaXSWgghhDjBzJkzz8j9KKXwff+M3Jc4c8pBmYOFg+zI7mCgPICtbGojtdhapmMmJd8nvn4Hkf29eI2ZikNeAA/NhmgdXU6CBi+PBpx8AS8eo5yI88JnP4Y5yf3tiaR4omYuAO0932ZnaSez7PdhqcpacYcY8n6euB2nNdpy5HfLlMuYXB5r9ix0c3PFj+NnP/slB/2QJltzVSJCooq/AyGEON9opVgYc4hqeC3vkUETryS4tm2sOXPAsggPdkMmjTrq9dbWNm2Jdr7zV/+drJ8jjiEVeny4fxM/ru2gL3MfI/kV/Nx/klvDD9A+YHHtd3/EhltvZP+FJy6OOpWoCbCCEhui9RSVzezy4Jitef26FNZQltRrG8he2kFQk6r4eueiqBWlJdbCiDfCK92v0BhrZH5mPvVu/UQPTYizknzyFEIIMWlopVFHmk5LbD3ZGQyVbmqtlMILvXd4REIIIcTZxxhzRv6EoSwOmyyMMQyWB3lz4E1+feDXrOpfhRd6NEebaYg2SGA9SalSmeSaLUQO9OE31VQVWJeUxdp4I91Ogka/gAYat+3ktm/8H1o3bgU4aWC93c3weO08NIa2ngfJF1+iXjWhqay6OzSGnJ8j7WRoi7e9FViXSphCAatjXlWBtW8MnV7IjIjN9QlXAmshhKjQLNfh+kSEbBAyElT4mUxrrJkzsdpaMUNDmOPOs5WmJd5K2smQ9/OEGOKhz4f6N/GBgW0s4TI8Sjzv/wwT+mDg0sd+zvRV66oau2NC6v0iO90MG6P1+BXMxwWZJMZSpFZswO4drOp656qUk6I51syIN8KLB19kVe8qhr3hiR6WEGedir4pfepTnzojF1NK8dBDD52R+xJCCHHu0ejRamsjzcHPBurQ82QMjFUEopUmMLK/jxBCCHG8nTt3nvTnK1eu5DOf+QxKKT73uc+xZMkS2tvbAdi/fz/PPPMM3/zmNzHG8O1vf5vLLrvs3Ry2OIXuYje7B3cz4A2glSYTyRDRkYkelhiDzhdJrN2KNZLDb8yM/eH2KDltsy7WSF451PsFFNC6YQuX/fjn+BGHQjp5ynMNCjf0qO/5BoXyG1yor+Qi66qKKqz9MKAQFmhwG6h3649EDGG+AEGAvWABKlN5+/lSaOjzAy6IOSyKOliyf7UQQlSlPWJzs1a8mC0x4IeVba2gNXraNLAsgr17IZ1GWW8tXLLQNMeasJSmv9xPwkoQJWB6eRj0bK6MfJgdiblkI0O89KmPcO13H2Xxz57CLpXZfu3lFY/dwlDvF9jvJClqiwsKfbhjzOGEyTgUSiRXbiR30Ry8tsaKr3euUkpRE6khMAGdhU725/czKz2L2cnZxCrZO1wIUVlo/fDDDx8KEcYXIRw+V0JrIYQQp6XgrcbgElufDQyV1cUrFEEoobUQQghxvOnTp5/ws507d/KZz3yGKVOm8NRTT9F8XKVkR0cHS5Ys4fOf/zxLly7l05/+NGvWrHm3hixOY+3gWhzboTHaKPsZniV0Nk9y9WZ0ycOvr26P8SEdYW28kQBNXVAEYOrr67n4yV9RSsRZ/vH7GGlqOOE8H4WNoaW4h8bsP5A3PVxqXc9C69KKrlsOPcphmdZYK2kn/VZgnc2itIW1aCEqkaj4ceTCkKHAcGU8wiy3srbkQgghTtRoWyxJRXkpW6LXD2iwK+icoTW6vR1sm2DnLkgmUEftTa1RNEYbsZRFT6mHuI5h6dH73ZO6nPWJZny7j6vDlTz2iRt43/eXs+jXL2AXS2y+5dqKF2JpoMEvMGBHWR1v4qJCD4nw9FvPhDEXoxWJtVsplMqUZrRVtfDrXGUpi4ZoA37os2N4B7tHdrOwZiHTktOwVGXdVIQ4X1UUWt9///3ygVUIIcQ77kiltbQHPysoqHhtgVIK38g+m0IIIUQlvvrVrzI0NMS///u/nxBYH62pqYlvfetbXHfddXzlK1/hW9/61rs4SnEqcTsugfVZwhocIbl6M6jRPTqr0WtFWRtvIhIG1IQlAGa+upoLf/kc+Uya5fffR66u9oTzXo83sTbexIf6N2EHNg4BV1lLmGtdUNF1i0EJQ0h7op2EFT/y83BkBBWJYHd0QKzyaq7BIMQLDTclXdocmUgXQoi3q8bS3Jx0WZ4rc9ALaLL12NmKUujWVtAWwfbtJwTXCqhz69BK013sxiWKoy1uHNlLznLYHKtnn2kj4T9K+f4bufcHq0gMDFY9dgXU+UWGrAgr4y0sLvRQE5ROe45xIwS1mvjGXeiSR2HetKq22DiX2dqmKdZEKSixdmAt+/P7uaD2AmoiNRM9NCEmrYorrYUQQoh3mlYajX4rB5XsevIzYUW5tUZLpbUQQghRoV/96lckEgmuueaaMY+95pprSCQS/OpXv3oXRibEucPuHSS5ZjNhxCFMVtey84CdYH2sgURQJmaC0f1ygNCyGWmoY/nH76OYPjEEfy3RwsupqdT4BQIUcRXnDvs3sVRl+5wXggIaiynxqUQtFzjU+WhoCJVIYs+bB27l7eh7/YCIUixJRamrpI2tEEKIiiQtzfVJl9dyJQ74AS22ha6gKFA3N4GlCbZtg2gU5bpHblNAbaQGW9l0FjoBB0c73Dm4nf/IhGyKX4jf+F/4j96v433sBqZE5o1WPRsz+qeKIDkTlMlpm1XxZi4s9NDkF057vHFsvIYaojsOoEplCgtnYZzK3tvOB67l0hxtZsgb4oWuF5iXnsfs9Gwc7Yx9shDnGflEKoQQYtJQSh36M1prLR3CJzelRp+gSp4mpZTsaS2EEEJU6ODBg1Vvz3Xw4MF3aDRCnHucAz0kV20kjLlVBdYhsDOS5o14A6mgdCSwtjwPlGL35Rfx/O997ITA2gAvJ6eMBtbeMLGuP2XA3wRQUWBtgJyfx1YR2hPtbwXWxmAGB9GZDPb8jooD69AYusoBaa25JelKYC2EEO+AmFZcm3SZHXHo9ELKFX620w0N2B3zMaUSplg84faUk2RKYgp+6FMKy2jgPUM7uTDfTSm2kFL6Xp61nmI7W8AYLvjlc1z+6L+j/eq63yVCn3jg8Xqsib1Ocuy5H0vjNdUQ6ewjsWYzqliu6nrnusP7Xde6tWwe3syLXS/SXeye6GEJMenIp1IhhBCTiqUsDGZ0MehED0aMrYr24BJaCyGEEJWpr68nn8+zfPnyMY9dvnw5uVyOurq6d2FkQpzljMHd3Uly7VaCVJww5o59ziE+io3ROrZEa6nzirgmhDDkop89xTXffRSrNDo5H9rHhtAGeD41ldeSbdSX+3EP/ikmHMChsuqqEEPOzxG347QnphA5VJVlwhAzOIRuaMCaOxecyu4vMIYuL2RKxOLGpEvSkqlBIYR4pzhKcXnc4eK4Q68Xkg8rm0RRtTXY8+djPJ8wf2KVc8KKMyXRjjEhxaCIApYO72bJ0C7uzUeIk2RZ8GsOBntwc3naNm7lykeeGF1kVYWoCagJSmyI1rMtUkM45sAVfkMGezBLauUGdDZf1fXOB452aI41ExCwrHsZa/vXUgxOXJwgxPnqjHwyfeONN/irv/or/uAP/oDf/d3fPeY2z/M4cOAAnZ2dZ+JSQgghznGWtjDKIKXWk59So9UmlXznUijCcMyvN0IIIYQAbr31VowxfPaznz1tBXV3dzef/exnUUpx6623vosjFOIsFIZEt+whvn4nfm0KU0Ub7YKyeD3exH4nRYNXwMaggoBLf/ILZqx+A991Rz8cn0SAoseJ01Dqxjr4/2CFeZba76dVTxt7yIcC67SToTXeiq1G95w2QYgZGkK3tmDNng12ZS1YvUOBdUfU5upEBFfLXkxCCPFO00qxMOpwfSJCLggZDCqbG1GZDPbCBSgMYTZ7wu0xK0p7YipKWRSCAgpYXOihVqX5DeeD1KQ+QdyZxap738vuSy6gafturv6Xx7CLp9+j+niOCan3i+x0M2yI1uOPtY+fUvj1aVTZI/XaBuyB4aqud75IOSkao43sye3huc7n2JPdI9vqCUGFe1qfysjICJ/61Kd47LHHgNG2REopHnrooSPHeJ7H4sWLGRgYYMuWLcyaNevtjVgIIcQ5TaMJTIjMn5wNDqXWlRypFL6prhWVEEIIcb76sz/7Mx599FE2bNjAggUL+MxnPsMtt9zClClTUEqxb98+nn32Wf7P//k/DAwMEIvF+LM/+7OJHrYQk5fvE9+wC3d/N15DGiyr4lOHdYR1sQbKyqbBHw0FtOdx+aP/TsuWHXTOn8Oq++44aYW1AmwMl/T9klf8XxMxsMS+l3rdNOZ1AxOSD/LUuXU0uA3oQyGB8X3MyAjW1KnoKVMq3qO0GBr6/JCL4w7zXbuivVWFEEKcOVNdm4SleTlXoscLaLA1aozXYpVMYi1YQLBlC+HICDp17PYTro7QHp/CgXwnOT9P3I6jgKzTzNbaRfT4Re7t28TP75zLb7gus19ZxbXf/RGv/Pa9lBPxisduYWjwCxxwEpS0zQWFXtwxuukFmSQ6WyD52kZyF8/Ba66v+HrnC0tZNEYbKfgFVvevZtvINhZkFtAca0Yr6YQizk/j/s0PgoA777yTxx57jFgsxp133kk0Gj3huHg8zic/+UnCMOSJJ554W4MVQghx7jtSaa3ASKX1pDb63aqyZ0mj8UMJrYUQQohKzJkzhyeeeIJ0Os3g4CBf+9rXuPPOO7n44otZvHgxd955J1/72tcYGBggnU7zk5/8hDlz5kz0sIWYlFSxTHLNFiL7e/Aaa6oKrLvtGCsSLRgUtYfar1qlMlf96+O0bNnB3sULWfmhu04IrH0UP62Zw+p4MwBhOELMWNzm3FdRYO2FAYWgQJPbRKPb+FZg7XmYkSzWzJno9vaKA+vsocq+axIOC6OOBNZCCDFB6mzNkpRLna3p9APCCva5VvE49oIFqFiccGjohDmYiHZoT0whZsfI+TlCDM1+niVDuxi0o/xr/WyeUq/yL0tsNt50DYm+QaLDJ1ZujzkOoMEvMqhdVsebyOqxt6UIkzGCpEty9RYi+07dPeh8F7NjtMRaCE3Iq72v8tLBl+gudGMq3AddiHPJuEPrhx9+mJdeeomZM2eyadMmnnzySTKZzEmPvffeewH4xS9+Md7LCSGEOE9opUfLEgzIZ7PJToGpLLRWShEaaQ8uhBBCVOrWW29l/fr1PPDAA9TV1WGMOeZPXV0dDzzwAOvXr+c3fuM3Jnq4QkxKOlsgtXID1uAIfmPmlC28jxcCu5w0r8eaiAceyfCtPUB1GBIpFNh5xWLWvO92zHHBsYfmydq5bI/W0mXHMMA86yLudj5GjRq7yqwcepTDEq2xVurc2iNNWE2phMnnsTrmoVtbK34sg0FIITTclHSZ6Va277UQQoh3TkJrbki6zI44dHohXiWTX66LPb8DnclgBgdPCDNtZdEWbyNpp8j7eUIMiws93D64g5KVZKj5v7HW7uJfry/zzH/6BMOthxZQVTnxpoC6oEhJWayMNzNguWOeY6IufiZBfN123J37ZbLvNJJOkuZoM8WwyLKeZSzrWUZfsU/Ca3FeGXd78O9///sopfjrv/5r2tvbT3vspZdeitaaDRs2jPdyQgghzhNaaVDm0OSMVABMdpV+blYo2ZtHCCGEqFJbWxsPPvggDz74IDt37qS7uxuApqYmZs6cOcGjE2JyswZHSK7eDMYQ1KUrPs9HsTVay55ImrpD+1cDaN8ntG28WJSXP/kR/EjkhOC4pDRP1M5jfyTFlNx6dP938e17cFSEiBp7Yr8YlDAYpiSmkLDeatsa5gsQBKOVdqcoGDmZXj8gohRLU1FqbWkzKoQQk4WjFJfHHZKWYm3eo9bWxMbaJ89xsObOhZ07CXt6IJNBHbVwykLTGm+hu6AZ8oaI23EWFvtwTMjPa2Yx0vgFNh34rwRxnyvNLaR7B7j80X9n1X13MNLUUNX4M0GZnLZZFW/mgkIvLX7+tMcb1yGoSxHfuBvl+RTnTK24W8j5RilF2kmTtJMMe8O82P0ibfE2OtIdZCKVfwYQ4mw17tB63bp1KKV4z3veM+axkUiETCZDX1/feC8nhBDiPGEpa3T/N8WhlYQSXE9mqsL24EopgjH2OxJCCCHEqc2cOVOCaiEq5HT3k3h9K6HrECZjFZ9XUhZvxurps2I0ePkj7Qljg0Nc8y+Psfmma9h/4Xx898QAuqAsflLXwUEnwZSR1ZQGvk6gGgjwcYiMee28n8fSDu2xVtyjKtfCbBalLaxFC1GJREWPwxhDtx9Sa2muSURIWhIMCCHEZKOVYmHUIaUUr+TLlI0iM9brtW1jzZ4Ntk14oHM0uD7qHI2iKdaEVpr+cj9xK87c0gD3DGzDJ2CPamVbuB6NxT197SR7+7n24X/jlY/dy1BbS1XjT4Q+ljGsizVSKvYz1Rs5bVtf49h4DWli2/ajvIDC/OlVbdlxvtFKUxOpITQhvcVeuvJdzE3PZVZq1jGfE4Q414z7U+vIyAipVAr3JB/UT8bzPLSsnhFCCDEGS1mSU58tFBBWuKe1kj2thRBCCCHEO8wYInu6SK7aRJBwqwqsR7TDyngzgzpKg184MmGW6O3n+u/8kETfAHapfMrze5w4PXaMqcMvUxr4Oo2qhdvs+4iq+CnPAQgxZP0cUSvG1Hj7kYloA4TDwyjXxV64oOLAOjSGLj+g2R5tPyuBtRBCTG5TXZslqSgK6PUqWOyvNdb06VjTpmKGhzD+sXMtGkVjtJFGt5F8kCcIA2aWh5hbznKzfRdtzpXEo9fTNX8Or/7W+7A9j2v/+VHqdu+reuxRE1DrF9kUq2dztA5/rAk9y8JrzBDd00Xije0oT+aJxqKVps6to86tY+vwVp7reo59uX2yBZ84Z437k2tdXR3Dw8Pk86dv/QCwa9custkszc3N472cEEKI84TWo+3BgYrCUDEJVPBEKaTSWgghhBiPJ598ko985CPMmjWLZDJJMplk1qxZfOQjH+GnP/3pRA9PiMkjDIlu20fizR34NSlMtPIqpF4ryspECwGauqB4ZMo93dXN9d/5Ie5IjtUfeC+7L7/olPfRXhpi0cF/pDj4TVpVO0vt94/ZEjzEkPfzpO0UbYk2HD3aENEYgxkcRKVS2B3zIVZZ+O4ZQ6cXMivicG3SJTpWq1khxIQxxhCG4ZE/xhjZt/Y8Vm9rbkm61NiaTi8gHOt3QWt0ezvWzJmYkSzG8465WQF1bh0t0WYKYRHv0HZtWtl0NXyKZ+qvYrubYdvsGl767fcDcM2//JimrTuqHruNocHLs9dJjVZdqzEiJ63xGmtwOvtIvL4FdZoFYeIttrZpijXhaIcVvStY3rOcwfLgRA9LiDNu3O3BL730Un75y1/y1FNPcc8995z22AcffBCAq6++eryXE0IIcZ6wlIUxBqVkgmXSUwplDKM7kJ/+C5VSavRLuQlH9y0XQgghxGn19vby4Q9/mOeffx7gmInsXbt2sXv3bh599FFuvvlmfvjDH9LQUN1ehEKcU4KA2KbdRHd34dWnwa6s3agB9jlJNkbrSQZlYkctsqzde4Crv/8TtO+z4iP3cLBj9gnnD1ouT6Wn856hnUSCLEVvM1PUTG6034ulTj/lFoQB+bBAnVtHg9uAPhSVmzDEDA2jGxuwZs4Eu7Kpu2Jo6AtCLorZLIw6aPk+Jc4zxhh838f3fYIgGNe8gtb6hD/Akfs51f0dHT4f/efwOYffw4///w/f39Hv8acLrpVSR8ZlWRZa62PuR5zdkpbmhoTLmoLH9rJPk61xTvfcKoVubYVIhGDrVohGUUd1xVVATaQGS9l0FjoJcXC1w61DO3mstoOf1syhtu9Z2qbsxL//fVz//Z/Ssmk73XNnVT12DTT4BQbsKKvjzVxY6CUZeqc+QSn8xgx2/zDJ1ZvJLZ5LGI9Wfd3zUdyOE7NiDJYHeb7reWanZjMnPYeoJX9/4tww7tD6ox/9KL/4xS/40pe+xM0330w6nT7pcd/5znf4+te/jlKKj3/84+MeqBBCiPPDkdAaDoWhYlIzlVXEa7SE1kIIIUSFfN/njjvuYNWqVRhjuOiii7j99tuZNm0axhj27t3Lr3/9a15//XWee+457rzzTpYtW4Yl+wKK85Aqe8Tf3EHkYD9eYwYq3JouQLE9UsNON01tUMI5rs1mon8QjOHVj36A3lnTTji/147y49oOCtqh00kyN/S41b6XCBG0Ov2/RS/0KYUlmqPN1ERqjnzrMUGIGR5Ct7VhTZtW8WPJBiHZ0HBN3GGm61R0jhBv1+FQ9nQOVw8f/nN0RfHhUPlwEHv0fw///0ffx6nuzz+qNXIkEiGVShGNRnEcB/uoRR8nC4MP30cQBIRhSLlcxvd9PM/D933K5fIJYziZwyGybdu4rovjODiOcyRgPtljOz5sPllwffT4Dv8pl8t4nofneZTL5VM+D0df62TjEJNTRCuuiDskNKwr+NTbesyuGbq+HmXb+Ju3YIIQHT+2O0fKSWLpdg7kD1AMQpqAD/Vv4sd1HfTXf4Zy/0P8uGk5pU9/iKCmfvQkY6DK3xMF1PlFhnWEFfFmFhd6qQuKpzlB4ddnsAdGSK7cSO7ieQTpyrbCON8ppah1a/FDn53ZnezN7WVRzSLaE+0y5ybOem8rtP6Hf/gHli1bxlVXXcXv/d7vHXkjf+mll1i7di2PPPIIy5YtwxjD7bffznvf+94zNnAhhBDnJktbhIQoZcDIF6nJr7L2ZUopQkJpdyaEEEJU4KGHHmLlypXEYjH+6Z/+iY985CMnHPO//tf/4kc/+hG/8zu/w8qVK3nooYf47Gc/OwGjFWLiqGKJ5OtbsYayo4F1hRPsZaXZ6NbT5cSp94tYR3+mDUPQmn2LF9I9ZwblxIl7Uh+04zxWN4+ysmjv+z5OSYE1j6gau413KSzjhz5TYm0kneSRnxvfx4xksaZNQ7e1VRxYD/ghIYZbki5NjixcOVccHerCqSt8T3bO0X8O//zoY47/2ekcXTF8vEorfC3LOhLoHl8lfLg6+uhQ1vf9E0Lik4XblmURjUaJx+NHQmK7ws4ElTrZ3+Xxf4fHV2W/m05V4X046D5ceX747/jov9vDVd9HV3/DW3/Xx4felmVJ2P0u0UpxQSxCSitezXuUjSJtnf73S2Uy2AsXEGzeQpjNopPJY26PWzGmxtvZX+ikEBSoBz7cv4kf13YwXP8Z9gd/zZM8xRL1fqImykX//jTZ+lp2XHNZ1eNPh2XyymZ1vJn5xV6meLnTlqT4tSms4Ryp1zaQvWQefn2m6muer2xt0xhtpOAXWNW3igP5AyyqXUTKSU300IQYt3G/kyulePzxx7n77rt59dVX+aM/+qMjt910003AW2/e11xzDT/4wQ/e5lCFEEKcD45UWhswyoBUW09iqoLG4G8daYwhZOzV+EIIIcT57pFHHkEpxf/+3//7pIH1YR/60IcYGBjgc5/7HD/4wQ8ktBbnFZ3Nk1yzBV0s4TdUPsGd0zZvRBvIWhEa/cIx3zba125g5orXWf6x+/Cj7kkD6wNOkp/UziVQitbehygWXqBPX8oM5o157UJQQGMxNTGNmPVWC1dTLmNyeazZs9BNTRWF78YYevyQhFZcm4xSM0agISa/IAiOVNAeDgtPVeF7fNB4+GfHB43HB5BH/xmLUgrbtrFt+0jIfHzoPJbxBrnHt9euZtxn0mRvvV1tWH78PtpH76d9+L+Hq84P//dw5XmpVDoh3D78O3b0+Sf73Tz6nEoWTJzu9/ZUlernoumuQ9zSLMuW6fND6u0xgutkEnvhAvytWwmHh1Hp9DHvca7l0h6fQle+k5yfJwN8uH8jryZaafBivGl6+LX/Y+707qJ+9z5mrFqHXSqz5aarq666jhsfOwhZH22kqGxmlYc43eiDdAKdL5JcsZHcRbPx2hqrut75LmbHcC2XvnIfz3c9z8KahUxPTMfSsphNnH3e1vKzhoYGXnzxRb797W/z7W9/m3Xr1h2z+m7RokV89rOf5XOf+xyOI+2JhBBCjM1SFoZDK8qlKHdyU4AxlYXWSoEa3bsP+cwshBBCnNYbb7yBZVncf//9Yx57//338wd/8Ae88cYb78LIhJgcrMERkqs3Awa/7uTb1Z1Mv+XyRqyREEW9f2zL0hkrXueinz9DPp0iki/gR92T3seqRAshiuaev6dcfI0L9ZVcZF112uuGGPJ+npgVoyXWQkS/NUdmSiVMsYjVMQ9dX1/R4wiNocsPaLEtrk64xMZoHSsmJ2PMkRbPMBpAJpNJEokEruseqRo+XfX0qcK8s91EVS6f65RSRyrfq3V0Jfzh/x5uT364kv7oavqjF07A6TsBHP/ncGB+dJB+dIh+dJv5ww63ZT/XNNoWS1IuL+dKHPQCmuwx/o3HYtgd8/G3bcMMDkImc8zxEe3QlmjnYKGLrJ8lYce5dWQPWFcQwWJ3JAV2hpd/58Nc/f3HmP/8cpxSifW/cVPVwXXEhNT7BXa4NRS1TUdxAOc0hQxhPIqxNInXt1IolinNaK2464gArTT1bj2loMS6gXXsz+/nwtoLqYnUTPTQhKjK2+6ZYts2DzzwAA888ADZbJauri6CIKC5uZmampozMEQhhBDnE61GV5OjKgtDxQSrpt23AXlWhRBCiLGNjIyQTqdx3ZOHZkeLRqOkUimy2ey7MDIhJoEgJLViA2HEIUyO3Y4bRtfC7ncSbIrWEwt94qF/zO1zXnyNhc+8RLauhuX3f5BC5tRB+PWDr1Mwr1L21nOpdT0LrUtPe+3QGPJBnrSdoinejHVUrVmYL0AQYC9YgMpUVi3uG8NBL2S263Bp3ME5BwLK800YhuTzeWA0aGtoaCAWi+G6rgS1YtI6HHZHIpGJHsoJleH5fJ6hoSGy2SxKKaLR6LiC+ckqZWluSkZ5LVei0w9oti306V773Qh2xzyCHTsIe3tHg+ujXltspWmNt9Jd7GawPEjCSqCVwiR/g02ZmURzB7mJ3Tz98Tu4+ZFfM/uV1dilMmvvurXqENnC0OAX6HQSFLXNhYVeXBOc8njjRvDrLeKbdqOLZQod0+Acei7fDa7l0hxtZsgb4oWuF+jIdDA7NRtbn9ntE4R4p5zR39RkMsmcOXPO5F0KIYQ4z9jaxmDQSklj8ElvtBq+mtw6NNIeXAghhBhLQ0MDBw8epLe3l4aGhtMe29vby+DgIM3Nze/S6ISYOMoL0KUyYcwljI29qAMgBLZHatjh1lATFIkc/XnUGBY8/RJzX17BUHMDr3zsPkrJxAn3sTlay7DlckWui8FgP16wgSutW5hnXXjaa/thQCEs0OA2UOfWoY/6hhNmsyhtYS1aiEqceM2TKYeGHj/ggpjDBVHn9KGFmHSMMRQKBcIwpK6ujnQ6PSkCQCHONocrxmG0oM51XWpqaigWi2SzWYaHh/F9H8dxiEQi58RikJhWXJt0WZ332FH2abI19uneA2wba84csB3Crk5IZ1BHbSOhUTRHm7GVTV+pj5gVZW6xn/Wxel5PNHOAg7je45R++y6W/uglWjduZesNV5Kvral67Aqo94sMWFFWxZu5qNBDMvROM3YLrzGDu7sTXSqTXzQLEzn3qujfSUopaiI1eKHHxqGNdOY7WVi7kHq3HkvJIgAxucnyCiGEEJPKkT2tke7gk14V7cEPk9BaCCGEGNtVV13FE088wVe/+lX+5m/+5rTHfvWrX8UYw9VXX/0ujU6ICRCGuDsPoEtljKUrDqzLSrPRraPLSVDvF7CO++Rq+T4NO/fQ397Kqx/9AF4sesJ9rI818Ov0DOKhx4X5HmZaHdTrJtKq9rTXLoUefujRGmsl7Ry7r2g4PIyKRrHnzYNYZdXihdAw6IdcHo8w17XPiRbQ55NSqUS5XCadTlNXV1dRJw0hROWUUsRiMWKxGHV1dRQKBYaHh490ojlcJX42V2A7SnFF3CGu4Y2CR4Nt4Z5uewitsWZMRzk2wd69kE6jjnr8Co6EmN3FblwDH+jfys9qZ7MrcREun+Dnff9M8OE7mDLojCuwPvpadUGRYR1hZbyZxYUeaoPSacfuN9bgdA+QLG0mt3huxe/94i2OdmiJtTBcHmZZ9zKSdpJZqVm0xFqI2/GJHp4QJ1VRaL1nz54zdsFp06adsfsSQghx7tFKgzqSh4pJrpqnSKEktBZCCCEq8OlPf5rHH3+cb3zjG/i+z5e+9KUTKq57e3v58pe/zIMPPohSis9+9rMTNFoh3mFBQGzzHqK7OjGWrnhPzZy2eSPawIgVodEvHNvFyRhQisBxeOW37yW0LYKTVLy+Hm/i2fR0En6e9u5/QKurQLljBtaFYHS/7PZEO3HrrVDaAGZwEJVOY8+ZC25lVbbZICQbGq5LRJjqSv3J2cT3ffL5PLFYjKlTpxKPS0ggxDvNsiySySTJZBLP8yiVSmSzWbLZLGEYopQiEolg22ffAiCtFBdEHeJK8VrBI4MicbpKcq3R7e1g2wQ7d0EygTpq728F1EZqsJRFZ6ETl5C7B7bxi5rZbEtcTR+G/+h7iCX176MBSB/soeO5Zax5/3vwx7H4Jh2WyWmbVfFmLij00uLnT32wUvgNGez+YZIrNpC7eB5BurLOJOJY6UiaNGnyfp43Bt5g/eB62mJtTE1OleprMelU9El35syZZ+RiSil83x/7QCGEEOcvNdo2TSk1ure1mNQUhkpjaKOMhNZCCCFEBe644w7uv/9+vvvd7/Lggw/yj//4jyxevJipU6cCsHfvXtauXXvk+/X999/Pe97znokcshDvCOX5xDbsILK/F68hU3Fg3W+5rIs1AtDgF4+5Tfs+l/3453TNm8XeSy7Ai5+80vm1RAsvp6aS8keIHfxzhoJ+huy5NKrWU17XAHk/T0S7tMVbiOi3QmljDGZwCF1fhzV7NtiVhc+DQUhgDLckXZocmVQ+Wxzet9qyLFpbW0mlUudEi2IhzjaO4+A4DslkkiAIKJVK5PN5RkZGjuyBHYlEzqpW/UopZkcdYpZmWbaEb0Iy1mleX5RCt7aCZRFs3wHxGOq4x5t2UlhKsz9/ABu4c3AbT6dnUF/w2EzA0/5PuMV+Hx0bdtG6aTvR7z7KK7997ynfQ08nEfrYxrAu1kip2M80b+S02wP6dWms4Ryp1zaQvWQefn2m6muKUXE7TtyOE5iA7mI3e3N7STpJZqRm0BprJWHLogAx8Sr6hHymQgMJH4QQQozFUhYKhVJVbpYsJkQ1T5FCUV0zcSGEEOL89dBDD9HW1sbf/M3fUC6XWblyJatWrQLe+m4diUT44z/+Y7785S9P5FCFeEeoYpnEG9uw+4bwm2oqCqwNsN9JsCnaQCz0iIfHFk5YZY8rf/gEjTv24LsR9l686KT3O2i5vJKcQsYbJHLwS9hhjlvs99OoTx1Yhxjyfp6EnaAl1oJ9VNWSCUPM0DC6qRFr5kyosD1trx8QUYobk1FqbQk8zwblcplyuYxSirq6OmpqarArXKAghHhnWZZFPB4nHo9TX19PuVymWCwyMDDAyMgItm0TjUbPmurrNsdiSSrKS7kSvX5Ag3369xbd1DQaXG/dCsagjquUTtgJpiba2Z8/QDkIuW14FxBjiv0+njerCFWMzTdfAxg6XniV6x7+N5Z//D5KqWTVY3dNQK1fZFOsnqKymVse4HTvckE6gc4XRyuuL5qD19ZY9TXFWyxlUeuOdo0p+AU2DGxg4+BGZiRmMD01nbSTnuARivNZRZ+adu7cedKfr1y5ks985jMopfjc5z7HkiVLaG9vB2D//v0888wzfPOb38QYw7e//W0uu+yyMzdyIYQQ5yR15P/AnHatpZhwSlW1p7UxhiAM3tEhCSGEEOcKy7L46le/yuc//3keffRRVq5cSXd3N8YYmpubueKKK7jvvvtoaWmZ6KEKccbpXIHkms3ofBG/wgrrENgeqWGHW0NNUCRyXIcfu1jk6u//hLp9ney67CLW3bn0lPdbE5S4pu9ZNhd/jBt6LLHvpV43nfLagQnJB3lqI7U0RhvRR32PMUGIGR5Ct7VhTZsGFVTbGmPo9kNqLc01iQjJ01XQiQkXhiHFYpEgCIhGozQ3N5NIJCSsFmISU0rhui6u65JKpSgUCgwODpLL5QCIxWJnxf7XdbbmlqTLK7kyXV5Ak63Rp3nP1PX1KNvG37wZwhAVO7ZSOmbFmBofDa4LQZGYFSVjTWO4/r08bXzu7d/M+puvxHddFv36Ba7/zg9Z/vEPkq+tvvrZxlDvFdjtpilri/nFfpzT9PIL41GMpUm8vpVCsUxpRmtF76ni9GJ2jJgdww99dud2szO7k6mJqcxMzaQmUjPRwxPnoYo+PU2fPv2En+3cuZPPfOYzTJkyhaeeeorm5uZjbu/o6GDJkiV8/vOfZ+nSpXz6059mzZo1Z2bUQgghzllKjVbjHo6txeRW1d7jCnwj24QIIYQQ1WhpaeEP/uAPJnoYQrxrrKEsydWjk+mVtgD10GyK1tHpJKj3C1jHfY+I5PJc870fkznYw9brrmDj0utPCKxDYFlyChfle0gGRXoLvyBmQpba91Gj6095bT8MKIQFGt1G6ty6Y5bdGt/HjGSxpk1Dt7VVNLkeGkOXH9BmW1yVcIlqWcg7GRljKJfLeN7/z96fR9l1lQfe/3fvc8495873Vt1bk2rQPHrGs43xxGQHG2ODTRrMlBDoJvSvk16/rH5XmjTQTb+dl84vvGmSkMRATAgGDAYzzzgGT5IsD5plTdZUUs3DHc+wf3+UJSTXrVKpJFkl6fmsVYuF7r7n7ONr6+7az36ex0cpRTabJZ1On1VZmkKICVprkskkyWSSWq3G2NgYw8PDhGGI67pzvnR42tK8PuWyplxnTz2k1dFY0/w9pLJZ7BUrCLdsISqV0MljS0K7lktnspP95X2UgzJxO8Gqaj9PpebxUNMSEgc/xdVXXULg3spF3/853c++yOZbrp/V3C0MhaBCr5Okqi0urPTjmamTHYwbI2i2SGzeja7WqCzrmXH1EjE9W9sUvAKhCdlf2c/L4y/TnmhnUXrRxPpGvtvEa2TWR/4+85nPMDIywg9+8INJAeujtbS08A//8A9cd911/I//8T/4h3/4h9neUgghxHlAKw0KtDJSSnquUwoVncBnZCCIJGgthBBCCCEas/uGSD23lcixiXIzKzdaUTbr480MWx6FoNKwVlPTnv1kDvWz8ebreen1V056PUTxk+wCtsSbqWmbW0Z3c5P9NnzqpFVuynvXIx8/8mmPt5N9VSlN4/uY8RLWgvnotrYZZYv7xnDIj1jkOlyWcHBkg3jOOZxVHUURnudRKBSIx+OSVS3EOeJw9nUul6NUKjE0NMTo6CiJRGJO/3fuacXVyRgJ7bO56lN0LGLTBa7TaawVKwi3biUaH0enjv3OjWmHzkQn+ysHKAdlrh7fjxNFPJ7pYrz1P/PYof+b4JJLGSvey2BXx0nNXQGFoMKQ5bE20cpFlT7SkT/1G2wLv5jF292LrvqUL1iIiTknNQfxO5ayaHabiUzEQG2A/eX9FL0iSzJLKHiFiX1bIU6jWf8b9tOf/pRkMsk111xz3LHXXHMNyWSSn/70p7O9nRBCiPOERk9kWcsGzVnBcGL58BK0FkIIIYQQkxhDbE8v6TWbieIuUToxo7eN6hhrEq2M69iUAWuA3uWL+dVH728YsA5Q/CC3iC3xZloqO+gamti78lRi2oB1NawRmpB5yc7JAetaDVMqYy1Zgm5vn9HvNpXI0O9HXJJwuEIC1nOO7/uMj49TqVTIZDJ0d3fT1dVFOp2e04EsIcTs2LZNNpulu7ub9vZ26vU6pVKJKJq6fPWZZivFpXGHSxMx+v2IynGSDFQyib1iBcp1iUZHJ19P28xLzCNpJygFJS4rH+DmkV0ETivDrX/Ob1jLU/MGjrSOu+CHv6Tp5X2znn8+rBKgWZNoZdBypx+sNX4xh3NokNSzE+1ExKmllSbv5mmJtzAejPNE3xM8cegJDlUn2hUJcbrMelV18OBBHOfETrAcPHhwtrcTQghxnlBKYYxBIz2tzwqReeVzOv6CVStNNZBfJIQQQohXe/DBB0/Jde6///5Tch0hXlNRhLd9L/FtewnyaUxs8lbVou/+AvOq0tqtP/gNSntwz53kwtqk92QO9rHyp//G2ntuw4/HGS9OLvHtK82jucW87GZpLW0iHPi/eUk1s1gvmTaTqByUsbRDZ7wd91Ub66ZaxdTr2MuXo/K5Gf0jGA4j/MhwXTJGlysB0LnCGEOtVsP3fWKxmPSqFuI8pLUmm82SSCQYGhpieHgY27bxPO9MT60hpRQrPIekUjxVrhMYRdqaJm/R87CXLSfYto1oZASVzR6zE2cpTVuinUPlg4wGY1xYOYRtIrZ4aXSoeIZfExBwxdB8up/fQPe69ay+9w76Fs+f1fwzUZ2ytnk20coFlX7agvJ0D0tQzGEPjZFavYnSpUsJM8mpx7/Kir/7OuZV/2yW/8M3UWHEpo/eO6v5n4u00mRjWTImw6g/yhOHnqDoFVmWWUaz2yxlw8UpN+tVVnNzM729vTz55JPHzbZ+8sknKZVKtLe3z/Z2QgghzhNaaZRSSOu2s4ACdQJ51pa2qEf10zghIYQQ4uz0/ve//6Q3fJRSErQWZ58gILFxF+7eg/iF7JR9KY3WLP7OL6ilk/jpJM0/+C0Xf/vH/OqdbyfVoIRofu9+rvrqI1h+QPbAIfoX9jS87jPJ9omA9fjzhIP/m6Jq4Sb7zikD1hGGclAmYSVoi7fh6GO31aJSGUw0kbmWyTS8xjHPZQz9QYSnFTekPfK2lNycC8IwpFKpAJBMJmltbSUej6Nn0JNcCHFuchyHlpYW0uk0fX19c75keLdrE7cUvx2vMxhENE33/eLGsJcvI9y2jWh4GLLZY9alFprWRBu6ajFUH2JFBVZWB6g6b+dnwSP06YDx5jxPvPcerv7qt7nqa99h7d23cWDl0lnNPREFWCbihUSRamWIHn902pSWIJ/GGi2RWr2R0qVLCZqyM7qPsTQr//YhqvkM9XyG5f/wTVb+7UNs/Pf3zWre5zqlFNlYlrRJM+qP8puDv6Et3saS7BKaYtLzWpw6s15t3XrrrRhj+PCHPzxtBvWhQ4f48Ic/jFKKW2+9dba3E0IIcZ44skE0UV1IzGGGEysPrpWmHkrQWgghhJiKMWbWP3O5XKUQjahqndS6rbj7+vCLuSkD1gA73nYTL739FtyxEsn9h3jdt3/Er++5k2fuum3S2MLOl7nmwW+hw5Bn3v32KQPWAFeM7WX+0I8IBz9Lm5rHLfZduKpx9lyEoRSUyNhpOpIdkwPW4+MorbBXrpxRwDo0ht4gpNnW3Jx2JWA9BwRBwPj4ONVqlXw+T09PD/PmzSOZTErAWggBQDwep7Oz86woGV60LW5Ou8Q1HPRDouk22Wx7oqVFczNmeHhS+WeNosVroeA2UwpLRCYirpI05/6E9a1/xP5YmsF5rfzmfe+iHve4/OEf0PXchlnP3TUReb/KlngTW9w84XEqMYaZJCZmk1q9CedA/4zusfnD72Tjv78Pb2iU9I69RwLWmz/8zlnP+3yglSYXy9ESb2GoPsTjBx9ndf9qhmpDZ3pq4hwx6xXXf/2v/5V4PM7GjRtZsWIFf/Znf8aPf/xjXnzxRdavX8+Pf/xj/uzP/owVK1awYcMGPM/jv/7X/3oq5y6EEOIcpFAYDHqGJafFmaTAzPxTspRFLZhculEIIYQQExYsWMCnP/1pXn75ZXzfP+EfIc4WerxMes1G7KFR/GIWZhAQ3HTHrRhAAYFt8/Q7bp80pnXLdq766iMYrXnqPXfTt2hywLqkbZ6PFwEYNPsojf0rnWo+N9t34KhYw3uHJqIUlGiKNdGaaMM6ajvNANHoKMp1JzKsk8cvTVqPDL1+xKKYw/Upl4QERM8o3/cZGxujXq9TKBSYP38+xWIR1z1OT1UhxHnpcMnwnp4eMpkM5XKZanVutkLLWJo3pDw6HItePyI8XuB68WJ0aytmeATzqmC8AprdAi1uC+WwTBiFdPsVDIpv55fyE3s7vyps4DcfuJdKJs3Kn/0bdnX2e0A2hma/wu5YhvVeM/Vp2nYARAmPMB0n9dw2YrsPzCgTZvOH33lkbRE6tgSsT8CRntdeC/21fv7t4L+xpn8Nw/XhMz01cZab9ap48eLFfPe73yWTyTA8PMxnP/tZbr/9di655BIuvvhibr/9dj772c8yNDREJpPhkUceYfHixady7kIIIc5BWmmUUSgtPa3PBuoEotaWsqiGc/MXOSGEEOJM+vM//3M6OzvZuXMnn/jEJ1i4cCF33303P/zhD1FKYVnWjH6EOBvYg6Okn96AqvsEzVmYQTnJUR0j+aOnjxxrtYOAa7/9/WMHGcOiJ9cQuDF++753Mtg9b9J1xnSMbzYt55fZ+fQ6Sdp0J7fYb+cN9u1YqnGJVz8KqYQVWtwWil7xlcO1h29pMMPDqFQae9lyiMeP+yylKGIgjHhdwuF1CQdHymmeMfV6nbGxMcIwpLW1lfnz59PU1ITjOGd6akKIs4DjOLS2ttLV1YVt24yOjhIEwZme1iRxrbg6GWOFZ9Prh9SiaTZxtMZasACrox0zMoIJJweum9w87fE2KlGVtuowdw9twcKwpfBOXnAtfpFdy+PvfydPvvduAu/kDv9YGIpBhUNOgmfjLZT09OXYjRsjyKdIbtiB99IeOE4W/PJ/+OaRtYXlByz/h2+e1HzPR1ppmtwmil6Rg9WDPNb7GOsG1jFSHznTUxNnqZM6ynnrrbeyYcMGPvrRj9LU1DSpPFlTUxMf/ehH2bBhA29605tOyYQff/xx7rzzTlpaWvA8j8WLF/Onf/qnDA4OnpLr79+/n1wuh1IKpRS7du06JdcVQggxM1ppjJIM67PCKyv7GWdaa4taKJnWQgghxKt96lOfYteuXfzwhz/krrvuQmvNo48+ytvf/nY6Ozv5L//lv7B169YzPU0hTppzoJ/Umo0YxybMpmb0nkN2nMyPnuLmb36HUjrFwLx2Hr/nDl7/8KPHBq6V4pn77uQ3H7yP0faWSdcZtly+0bycITvOgqGfkq8PANCuu9Gq8aGPeuRTj2q0x9tpcvPHHKk9HLDWzc3Yy5aC2zhL+2hDQUQ5NNyQclnmOWgJWL/mjDFUq1XGxsYAaG9vp6enh1wuN2d70woh5razoWS4rRQXxx2uSsQYCiPGw2nmpzW6uxuruxszOoJpEIjPOlk64h3UoxqF2jD3DG7Gi2C08B/Z4KX4RepJhlubJ8bu72XZr3476x6ACigEVSraYXWijSFr+kC4cWz8Qpb4tj0kNu6EIGw47nAP62o+w9jCTjb++/tY+bcPSeB6lrTSNLvNFLwC+yv7eezgYzw3+Byj/uiZnpo4y5x0/aGOjg4+//nP09fXx/bt23nyySd58skn2b59O319fXz+859n3rzJp1tn4+/+7u+48cYbefTRR3Ech1WrVrF//37+6q/+iosvvpjdu3ef9D0+8pGPMDIip0CEEOJMUa9s3Gg1USZczGUTjcdPpDy4H0rpUiGEEKIRpRRvectbePjhh9m3bx+f/exnWb58Ob29vfzlX/4lK1as4A1veAMPPvgglUrlTE9XiBNjDO7OfSSf20qYihMlG/eNPloE7IxleC7eQiwMePyeO6hk0gA88Y7f4/F77kBFEYt+u5r5q58HIPA8Ss35SdcasDy+0bScMR2jfeAhxse+ws5o87T3r4Y1QhMyL9lJxkkf+zhhNBGwbmvDWrwYjhPsNMZwyA+JKbglPVGmVby2oiiiXC5TKpWIxWLMmzeP7u5uMpmMVKoQQpy0o0uGZ7NZSqXSnCsZrpRikedwY8qlZgwDwXEC1/PmYS1YgBkbxzRoQ5N2UsxLzKMe+WTrI7xrcDPZsE5blGJXtJXHgx8RmoBljz3Fsn97mot+8IvjZj5PJxfWsE3E2kQr+5zjtOKwLPxiDnfPIZIvbEPVJ89fhREb//191PMZ4Hc9rtV0AX1xXJayaHabaXab2Vvay68P/JrnB59n3B8/01MTZ4lT2jRnwYIFXHXVVVx11VUsWLDgVF6adevW8cd//MdEUcTf/M3fsHfvXtauXcvevXu55ZZb2Lt3L/fee+9J3eNrX/sa3/ve97jrrrtO0ayFEEKcKI0GgxQGPxuoE+s6rpUmMAFh1PiUqxBCCCEmNDc38yd/8ids2LCBJ554gg984AMkk0kef/xxPvCBD9De3s5HPvIRNm3adKanKsTxhSHxTbtIbNpFmE9jZpCR7KPZ5DWz1W0iH1R5+u7f44l3/N4xY56463YGmppZ9fPH6Vn7PCpsvMYMUDzStJSKtmkd+DJB6QdcoK9gmb54yvtXggpKaboSnSStY0t+mzDEjI5gdXZizZ9/3H7coTEcCEKKtuamtEfelv7Vr6UgCBgfH6dcLpNOp+nq6qKzs5NUKoWWXuJCiFPMcRxaWlro7u6esyXDWx2LW9MeSa3o9UOiqTKglUK3t2MtXoQplTC1yZXzknaCrmQXkYlI1Id5f/96bgtXMl8vo5chyoyz9u7bObSwh/lrX+CyR3405ff1TCSjgHRYZ4NX5KVYlmnDy1rjF7M4fcOknt2CLh97iGDTR++d1MN684ffyaaPnlyMSUywlEXBK9DkNrGntIdfHvglT/U9xb7yPqnCKKZ11qzOPv3pTxOGIb//+7/Pxz72sSOZeE1NTTz00EOk02mefvppfvCDH8zq+n19fXz84x+np6eHT3/606dy6kIIIU6AVq98NSnpaX1WOJHy4MoiNCGBmVu/sAkhhBBz2dVXX80//dM/0dvbywMPPMDVV1/N6Ogo//iP/8iXvvSlMz09Iaal6j7J51/C230Av5DDOMcvv1xWNs8mWtjvpCgEZexGq01juODHv2Lp408z1NHKE+97J2aKbFkbw3UjG2np+wJh+Zdcal3LJfY1R/aVjhZhKAVlYjpGZ2Ie7qtKkBrfx4yOYS1YgO7qOm7Auh4Zev2QJTGH61IucS2/37xW6vU64+Pj1Ot1CoUC8+fPp7W1lfgM+o4LIcTJOrpkuO/7jI+PE55EsPZUy1iaN6RcOmMWB/yIYJrS3bqlBXv5CkythmlQ7SdueXQlu9DKohqU0UqzKvZ7jHT8JZtSywljDs+8+04OLF9M5/otXPGN76FPIpAfMxFNQYUdbo4NXoG6mua7WCmCQhZrrExq9Sas0dKs7ytmx9Y2Ba9As9fMSH2ENf1r+On+n7K2fy29lV78SCoyimOdkqD1o48+yr333svChQtJpVKkUikWLlzIvffey/e+972Tvv74+Dg/+tGPAPjoRz866fVCocA999wDwNe//vVZ3ePjH/84/f39/O3f/i3J5HHKSwghhDi9FCjFrPvdiNeOmv5c67Fj1URqdhBJ0FoIIYQ4UYlEggULFrBgwQIcxznT0xHiuHS5SurZLTiHBvGLObCOvwU1bLmsSbZS1g6FoNJw08oAl3z3Jyx85jn6ezp54v534jcIRO6JpRl+JejcV36UsPoEV1o3ssq6vOG9IwzloEzSTjEv2UlMH/vfmanVMOUy1pIl6Pb2V35hmVopiugPIl6XiHFZwsGR/tWn3av7Vbe1tbFgwQKampqIxY6f4S+EEKfS0SXDC4UC1WqV8fHxOdPv2tOKqxMxLojbHPRDqtHUe3Aqn8NeuRITRkSlyYFfV8foSnTiWh6loIxDRDyK+G26i58n8/zM/IAn7nkjey5aQdvWHXSvW39Sc7cwFIIKvU6SdfEWymr6Q3FBUxoVhaRWb8QelB7LZ4KlLLKxLK3xVvKxPIeqh3i672l+tu9nPD/4PH3VPqnMKAA4/hHXafT39/Oud72Lxx57DJhYHB62a9cudu/ezcMPP8yNN97I17/+dQqFwqzus27dOqrVKrFYjKuuuqrhmDe84Q186Utf4sknnzzh6z/66KM89NBD3Hfffdx2223s2rVrVvMUQghx8ixtgQGNko7WZwFj1NSlpKYgQWshhBBi5vbv38+Xv/xlvvjFL7Jz506MMSiluOWWW3j7299+pqcnREPWaInkui3oekBQzM3oPfvtBBvjBbwoIB1NXTYy0BadL2yid8kC1rzz94gaHOLY7mb5QW4xzUGF3x/YyFXWzSzQy+jSixpeMzQR5bBMU6yJgldAv6riU1SuQBhgL1+BymWP+yzDYYQfGd6QdqV/9WsgiiIqlQpRFJFKpY5kVEv5byHEXGDbNk1NTaTTaUZGRhgaGsIYQyKROON/T1lKcaHnkNKK1WWfpFGkpzhkptJp7FUrCbduJRofR6dSx7xua5t5iXn0Vg4yXh/l7sFNfDe/jBfTi4mb66mMfIfwzjs5tGg++y5cftJzV0AhqBw58HZRpZ/cNGWnw0wSXaqSWrOR0kVL8NuaT3oOYnZsbZN38wD4kc/e8l52je8iYSWYn5pPa6KVjJM5w7MUZ8qsg9ZBEHDbbbexdu1ajDFcdNFFvPnNb6a7uxtjDHv27OFnP/sZzz33HL/+9a+5/fbbeeKJJ7CmKNc0na1btwLQ09Mz5YnyRYsmfvHYsWMHvu/P+OT5yMgIH/3oR8nn8/z1X//1Cc9NCCHEqaVQExm5am6cPBXTUGpiO+8ETxdI0FoIIYSYXhiGPProozzwwAP85Cc/IYoijDF0d3fz/ve/nw984AP09PSc6WkK0ZDdN0Tqua0YxyZoSh93fATsjGV5yc2RDWu4ZvrfA5wo5Mn772Gwq6NhSfAtXp4fZxfiRD4rhn6Boh1XeXSpxgFrPwqpRVVa3BbybkR+164AAPk3SURBVH5Sg6JofBylLayVK1Gv2qB/NWMMfUFEQitukP7Vp10QBFSrEz1Kc7kcmUwGz/PO8KyEEKIxx3EoFApkMhmGh4cZHh5Ga008Hm/YsuK1opRioeuQ0prflmoMBBHNU3x/qUQCe8UKgq3biIZHULnsMd+bltK0J9roq1oM1Ye4a3Azj+aXsi/zFvZol58OPcKtF76dhFIQRSz/1RPsvOpSaqnZV77NhTVK2mZNopULKv20BeUpx0ZJD2NpUuu2Ulo5n3p326zvK04NRzs0uxMHCKphlU0jm9g4spGiW6Qn3UPRLRKzpFrK+WTWQesHHniANWvWEI/H+eIXv8i9905uUP+//tf/4pvf/Cbvf//7WbNmDQ888AAf/vCHT/heg4ODwET/6qkcfi2KIkZHR2luntlJmT/90z9l//79/NM//ROtra0nPDeAAwcOcODAgUl/vmnTplldTwghzmdKKRRKelqfNQzhCZ4vkKC1EEII0dimTZv44he/yFe+8hX6+vowxuC6LnfeeScf+tCHuPXWW8/opqYQxxPbc5Dk+h2E6ThR3D3ueB/NFi/PPidNU1Bp3L8asKs1LvjJr4mUQhvDwPyuhuM2xJv5WWYBXlQldfC/szU4wErnfXgq0XB8LfIJIp+OeAdp59iAtAHM6CjK87CXLoXj9EKOjKE3CGmzLa5KxkhIlu9p4/s+1WoV27YpFoukUilpmyCEOGvEYjFaWlrIZrMMDg4yOjqKZVlnPHjd4ljckvZ4slSn1w9psTW60XxcF3v5MsKXXiIaGoZc9ph5axQtXguWshmo9XPH4GZ+1LSUitXDiBniZ/7D3Oq8g/k7+ln6m2fo2LiVJ997D5Xc7DNrk1GAbQzPJ4pUqkP01Een7ItrvBiBpUlu2IGuSz/lucSzPLy4R2Qixv1x1vSvwVEO3aluOhId5GI59HQ9zMU5YdZB64ceegilFH/913/dMGB92Dvf+U6Ghob4yEc+wte+9rVZBa0Pn5qcrv/M0ScpK5XKjK77i1/8ggceeIAbb7yRD37wgyc8r8O+8IUv8MlPfnLW7xdCCPE7Gv1K4FqKg895ilc+pxP4rBQERoLWQgghxNG++MUv8sADD/DUU08dabt10UUX8aEPfYj3vOc95PP5MzzDmevt7eXnP/85q1evZs2aNaxbt45KpcKqVatYv/7k+heKOSyKcHfsJ7F1N0E+jYkdP4BYUTYvxguMWC7FoDzlcdVYqczV//Jtcr2HqNoOCb/ecNzOWJafZheSCEokDv03nGCQm+w7pgxYV8KJvaauZCdx69iAtDEGMzKCymSwFy8Bd/oMH98YDvkRi12HS6V/9WkTRRHlchnLsmhvbyeZTM6qoqMQQswFruvS3t5OPp9naGhoTgSvM5bmDSmXNeU6L9dDWh2N3WgujoO1dCns2EnUdwiyWdRRh7UU0Ow2YSnNoeoh3jqwGVvb7LDewNPhr9gWbSa5+ApeuO0WLvzhL7j+Sw/xxHvvoVSYOmnxeFwT0uRX2erlKWubZdWhKQ/DGcfGL2SJb9uLqvkYVw4+zSVaaTKxDBky+JHPrvFdvDT6Ejk3x6LUIloTrcS0ZF+fq2YdtH7xxRexLIv777//uGPvv/9+Pvaxj/Hiiy/O6l6HA9L1euNfTOB3gW2A+HFOvwKUSiX+8A//ENd1+cIXvnBSXwR/9Ed/xB133DHpzzdt2sR73vOeWV9XCCHOR1rpVwLXYCRwPfcZQ3QiH5ORTGshhBDi1f7gD/4ApRTZbJZ3v/vdfOhDH+Kyyy4709OalYceeoj/9J/+05mehngtBSHxLbvxdh/Ab86Cffwg4rDl8kK8QICmEEydeOCNjnHNV75Fun+QzTdey/Xf/9GUY7vroywsbWV0+O/wwnFutt9Bs26ZNM4A5aBMTDu0JzpwX7XpaaIIMzKCLhSwFi4Ee/qts0pkGAoiLkk4LHftxllp4qQYY6hWq4RhSD6fJ5/PYx/ncxFCiLOF53lzKnjtacU1yRhpy2djxafZtnB1g3lYFtaihSjHJty/HzJZlHVs4Dofy2ErmwOVAyhCllgXsjPzerbHWlg1/BK7rriYwHW45Ds/4fovfZ0n33s3o22Tv7tnysZQ8Cvsc9JUtcOqSj+eCRsPtiz8YhbtBxhjUHV/RofuxGvL0Q4Fr4AxhlJQ4tnBZ4kNx1iYXsi8xDxSzvStW8TZZ9YrvLGxMTKZDK57/HJPnueRTqcZHx+f1b0OnyofGBiYcszhEuJaazKZ45eS+MQnPsHOnTv59Kc/zdKlS2c1r8Pa29tpb28/qWsIIYSYoNRET2szEbUWc5pCmRP7mJRSErQWQgghpqCU4pFHHuGRRx6Z1Xv37dt3GmZ1YjKZDLfeeiuXX345l19+OVu3buX/+r/+rzM9LXGaqLpPYv0OYgcH8Ys5mEFJ7F47wfp4ATcKyUe1KcclBoe55isPkxwe5cU338jOqy/j9a8KWhtgdyxDT32UqhmlNPA3xPG41b6bnJ7cNi7CUA7KJOwE7fF2bHVsgN2EIWZ0FN3WjjW/57jPMxJG1CLDdckY3a4EUU8H3/epVCqkUikKhYL0rBZCnLPmUvDaUoqLPIe0Vqwu+6SMImU1+E7UGt3dDZZFuGcPZDKoV1XASDspbN3F/vJ+KmEFy+rhZTfLt/JL6en7IssuWEIQexuve/gHvO5bP+RXH71/RuuJqWigEFQYsjzWJlq5qNJHOpqiDLjWGFtDEJJ6dgulixYTJeR7Zi5SSpFyUqScFLWwxtaRrWwZ2UJ7op35qfk0u81SOvwcMesVdaFQ4ODBg/T391MoFKYd29/fz/Dw8Kx7Ri9btgyAl19+Gd/3G/ap2b59OwALFy6cUR+btWvXAvC5z32O//N//s8xr4Xh707fXHHFFViWxYc//GE+9alPzWr+QgghToylLLTkWZ8FFApeKWM681+gasHUm5NCCCHE+coYw9DQ0KzfP1d6XX/wgx88pv3Wl7/85TM3GXFa6UqN5PPbsIbH8ItZOM6/gxETJbxf8nJkgzruVJlPr1j+q9+SGBlj3R1vYs+lF0x63QCPpbtYl2zjjSM7uaAC11lvokm3kFa5SeNDE1EOy+RjeQpeAetV3S6N72PGS1g9Pej29uNumPcHIY5S3JR2Kcwgu1ycmKNLgXd0dJBKpdDSJ1wIcR54dfB6bGzsyJ+/llUmlFIsdB0SWvOb8RohEdmpAtednROB6127IZ1CvWqeccujK9lFb/kAVw9uwjYh65Lt9BXuYFff54iW3kLw+3dRS8ZPKmB9ZO5AU1hlTMdYnWzjonIfhbA69Wjbwhork1q9kdKlywgzyZOegzh9XMulGC8SmpD+aj/7yvvIOlmWZJbQFm/D1nKQ8Gw260/vqquu4rvf/S6f+cxn+Ku/+qtpx37mM5/BGMPVV189q3tdeumluK5LrVbjqaee4vWvf/2kMY899hgA11xzzQldu7+/f0avj46OntB1hRBCzJ6lLQlZny2MwZzAR2Upi3o0dbsPIYQQ4nz0F3/xF2d6CkKcEGusTHLdFnTdJyjmjju+rjRb3Cb2Oyma/MqUPSaP9vzvvZE9F6+ib/H8Sa9FwC8y81mfKNJU66W7sh+I0WM1rqTnRz61qE6L10I+lp903NLUaphKFWvxInTL9GVJI2M4GEQULM3VyVjjzDMxa8YYKpUKURRJKXAhxHntcPC6qamJUqnE8PAwlUoF27ZxXfc1O8jT5ljcnPZ4fLzGYBDRZDe4r1Lojo6JwPX2HZBKol6VWBjTDvOSnRysHOSyoc3ETMTTqQX0t/xnfnLofxPOv4FWXQQgv2c/bqlM7/LFJzX3dFSnYizWJVpYXh2k0x+fMuUiaEpjjZZIP7OR8UuXEjRnT+re4vSzlEXezR8pHb5mYA0pO8WSzBI6Eh04Wsq9n41mver7gz/4A77zne/wuc99jiAI+MQnPjEp47q/v59PfvKTfP7zn0cpxYc//OFZ3SuVSvGWt7yF7373u/z93//9pKB1f38/Dz/8MADvete7ZnTNX//611O+tmvXLhYsWADAzp07mT9//qzmLYQQYnY0GqnochZQE6dXoxN4i6UtaqFkWgshhBBHk6C1OJvYgyMk120FrQjy6eOOL2mb9V6BUculGJSnrc/TvGsP6UP97LryUkI31jBg7VsWP84uZEu8mXx1F7rv07yoFnKd/aaG16yGVQxmou+hPTlzKipXIAywVyxH5XLTPktoDL1+xALX4nXxGLFGPT7FrERRdKRvdSaTIZ/PSylwIYQAXNfFdV1yuRzVapXR0dEjCXaxWAzHcU57xZ0mW3NT2uU3pRp9fkjRaVxhRLe2grYIX9oGiQQqFjvmdUtp2hJt2DWbC4e34oQBT6U7iOwmfll/lDfYt9NBF5d89yckB4d57u1vZu9FK09q7nETYgeGjfEC41aMJdWhKQ/PhZkkulwltXoTpYsW4XcUT+re4rVxdOnwclBm3eA6No9sZmlmKfOS84jp2PEvIuaMWQetb7vtNu6//34efPBBPv/5z/OFL3yBiy++mK6uLgD27NnD888/TxBM9K28//77ectb3jLriX7iE5/ge9/7Hv/6r//KNddcw3/4D/8BpRSDg4Pcd999jI2NccUVV3D77bcf87777ruPp556invuuYfPfvazs76/EEKI147Wh4uDyybQnPbKx2OimX9WlrKkPLgQQgghpnXgwAEOHDgw6c83bdp0BmYjjuYc6Cf5wktEcZcoefyA4qDl8UK8gEFRCCrTjm3ZuoMrvvk9Isti/6pl1JOJhuP+/A//E1vizTRXtqL6/icF1czl1g2TxhmgHJRxtENHvB3XcieNicbHUZaFtWoVKjl9KdC6MRzyQ1Z5DhfGHaw5UpL/bHc4WB1FEZlMhlwuJ8FqIYRoQGtNIpEgkUhQKBQol8sMDw8zPj5OLBbDdSd/z51KGUtzY8rlifE6vX5Iq60bBst1sQCWJty6FYxBvWpeGkXRLeIoBzW2kyWVQwTRpfyS3TwV/JI7nffyzLvfzjUPPsxlj/wYu1Zn1xWXnNTcHSIKfpk9sTRlbXNBZWDKNiVRwsNYmuTz26jUfWo97cdtgSLmjoSdIGEnqAQVXhh6gc0jm1mSXUJXoqvhWlDMPSdVX+eBBx6go6ODv/qrv6Jer7NmzZojvaLNK7VCY7EY//k//2c++clPntREL7vsMj73uc/x8Y9/nD/+4z/mf/7P/0lbWxubNm2iUqnQ0dHB17/+9Ul/Ufb29rJ79+7jlgEXQggxd2j1ysLXnEgOrzhTTrQ8eHXKPkJCCCGEEPCFL3zhpPcQxClmDO7LvSQ27iTIJjHu9BkrBtjrpNjsNZMIfRImmHZ8x/otXPbIj/DdGE+95+4pA9YAdz7+M565pAkz8P+jTbVzo/02HHXsfCIM5aBM0k5O9DZUx2aEGcCMjKCSSewlS+A4QdJqZBgMIi5LxFju2nOmh/zZ7NXB6nw+f9oDLkIIca6wbZtMJkM6naZSqdDX18fY2BjxePy0tlRIaM31KZdnSjX2BSFttoVuFLhuakKtWEGweQtEESoeP+Z1BeRjOWLa4UDlAHHyXOm+l8eaLmVoZDdWs81vP3gv1zz4MBf98JfYtTovXX/lSc1dAwW/wpDlsSbRyoWVfjJTtK8zbowwr0ls3Imu+lSWdp2SXtvitRO348TtONWwyoahDWwd3sqC9AJa4i3kYjks1bhagDjzTupvMMuy+MxnPsPHP/5xHn74YdasWcOhQ4cwxtDa2soVV1zB3XffTVtb2ymZ7Mc+9jEuuugiPvvZz/LEE0+wfv16Ojs7ueOOO/jzP/9zmpubT8l9hBBCnFmWskAZlPS1nvOU+d1BtZnQSuOH/mmckRBCCCHOdn/0R3/EHXfcMenPN23axHve854zMKPzXBThvbSH+Et7CZoyGGf6raQAxUtujt2xDPmwhnOcg6jdz77Ixd/7GbVUkifuv4fx4uS9nZrSVF7pS/hSy1YY+N/MU/O5wb4NWx07nzAKKUcVmmJNFLwC+lUVgUwUYUZG0U15rEWLwJm+3+F4GDEeGa5NOvS40hvxZBhj8H2fen0iSJDNZsnlchKsFkKIWVJKkUgk6OrqYmRkhIGBAWq1GolE4rQdsPK04pqUy9qyz45aQJujG1YfUdks9sqJwLUpl9GJyQfSknaSzkQX+8v7qdjNDNspvtm0nJsGnsBJ7SP6wL1c85VvsfIXv2GkraVh25AToYCmsMqYdlidbOOiSt+UY41j4xdyeDv2oep1yisXwGk8ECBOD8/y8OIetbDGS2MvsXV0KwkrQWeyk9Z4K7lYDi09KueUU/JfWVtbGx/72MdOxaWO64YbbuCGGyaXfZrKdL2rpzJ//vwT2oAXQghxalnKwigwUh58zjvRgwWWtij5pdM0GyGEEEKcC9rb22lvbz/T0xAAQUBi4y7cfYfwC1mwps9KqSmLDV4z/Xac5qCKdZy1Ynx4lIt+8AvKuSxP3n835Xxu0piKsnikaRllbfOhVJq7nxhn9ZvewIXWlZOyZGpRnSAKaPNaycZyk36bMGGEGR1Bt7Vh9fQc93mGw4jAGG5MubRO0b9TTO/oQLUxBs/zKBaLJBIJCVYLIcQporUmn8+TTCYZGBhgZGTkSC/s08FRiisSDjEFm6sBLY7GaRS4TqexV64g3LyFaHwcnUpNGuNZLp3JTuzyARjYwM+aV/GT5ivJHHqMIF4nev876XpuI32Lek7Z/NORT9VErIu38Falpz5gZ2n8lhyxff3omk/pwsUYT/ojn41cy6VoTfQor4bVYwLY3aluWrwWsrGsBLDnADkaIoQQYs45vPkkmdZnh8jM/HCBpSyCKCCMQiwtG39CCCGEEHOVqtVJvLidWN/wRMD6OGUxR3WMF+MFqsqmEFRmdPy0ksvwzL13MNpWpJpJT3q9pG2+lV/GgJNgxdiLZMfHUMAl9jXHjIswVIIKtnboSnYSt+KTrmWCADM2jtXVhZ4377jP0x+ExJTi5pRH3pYNzBPx6oxq13WPBKpjsZiUVxdCiNMkFovR3t5OJpOhv7+fsbExEokE1nEOac2GpRSXxB08pXiu4tNsazzdIHCdTE5kXG+ZOnAd0w4dyU6sSi9W/wv8pPkCRlr+jN/2/RUhIf41r5u4VhQxf/Xz7LriYsxJluv2TIgdVKkrC4MiQGE32odUiqCYxRoaI7V2E6VLlhIlJ68zxNnDszw8a6I1TDWssm10G5tHNpO0k8xPz6fNayPlTP73VLw2ZNUthBBiztFaI3nWZwfFiZcHD01IcJy+hkIIIYQQ4szR5SqptZtxBkfwi8cPWB+y46xOthGiaAqr06/jjWHJ40/jjo1PvHfpwoYB61Ed4xtNKxhwEhSHv0//0F+yqWty7kUYhZSCEmk7RXeyq3HA2vcnAtYL5qM7O6d9HmMMB/2QtNbclHIlYH0CwjCkVCoxPj6O1prW1lbmz59PT0/PkZ7VErAWQojTL5lM0tnZSbFYpFqtUiqViKLp23XMhlaKlXGH65IOw2HEWDjFPeJx7BUrUJ5HNDLaMEXFVpr2RDsrDdzW/zwOGpO8mWfD3/BC+DTGGOavfo4Lf/wrLv/G99DBye8r2RgsE+ErzfOJFqpT9TlWirApg67WST+zEWt4/KTvLeYGz/IoeAVa461opdk4tJFfHvglTx56kv3l/dSn6HsuTp8ZZ1o/+OCDp+SG999//ym5jhBCiHPX4UxrCVufHU4kH14rDWZicxFJtBZCCCGEmHOs0RLJdVvQfkDQnJ12bATsjmXY5uZJh3U8E05/8Sji4u/9jJ7nNpAYGuH5O97UcNi4dvhG83LGLJfi0MMw9l0u0FewYs+PjxlXC+sEZupy4ACmVsNUq1jLlqKbJ/fLPmZ6xnAwCGm3La5Kug0zxsSxjs6q1lqTy+XIZDJS+lsIIc4wy7JoamoilUoxMjLC0NAQSini8fgrySKnTo/rENea35ZqDAYRTY0OfLku9rJlBC+9hBkegWxm0kEmjaLFa8GuDeIeWks2rPG4KvJC+DRNqgV9+cXk9/XS+eJmrvrad3jm3jsJY85JzV0BlokY0S5rEq1cVOknM0WgMsyl0ONl0qs3MH7JUoJi/qTuLeaWhJ0gYSeITMSoP8rq/tU4yqEr1UVHooN8LC/lw18DMw5av//97z/p05BKKQlaCyGEOC5LWRgJWZ8lzAllWh/mR/5pmIsQQgghhDgZdv8wqee2YmyLID85+/loAYotXp69sTRNfrVxSc2jqDDksm//iHkbt3Jw8XzWv/WmKcfGo4BCfQSv/BMo/ZRLrWtZZV2OYiJofbgceEw7dCW6iVuNA6RRuQJhOJHdlZ0+AB8Yw8EgYnHM4dKE07A3p/idKIqoVquEYYjnebS1tZFMJk9LCVohhBCzF4vFKBaLZLNZhoeHGR4ePi3B6xbH4ua0xxOlGof8kKKtJ8eTYjHspUsJt28nGhiEXHbSGAU0u03Yvk1v0MsN+m38NNvMcJCiszrAs3e9lSAWY/7aF7jmKw/z1L+7i8DzTmruCsiHVca1w+pkGxdU+mgNKg3HRqkEVGqk12ymdMFC6l2tJ3VvMfdopcnGsmTJ4kc+L5deZsfYDtJOmgWpBbQn2o+UFxen3gn3tJ7NxvSpeK8QQojzh6UngtZI2HrOU0B0ol/vCoJIyoMLIYQQQswlzv4+ki+8RJT0iBLTb8RVlM36eDNDlkvBrxy395zl+1z+je/R+tIu9q9cwtp33IZpENwc1THSUR2Mj+n7FDDCFdaNLLMuOjLGAKWgRM7JUfSKWFNkvETj4yhtYa1aiUomp51fNTIMhBEXejarPActAesphWFIpTKxkZ/L5Uin03ieJ2W/hRBijovFYrS0tBwJXo+MjKC1xvO8Uxa8zlqaG1Mez5RqHAhCWmwL69XfD7aNtXgxWDuJDvVNZFw3uH/WyWAri53VPga9pfzM9qiPaFLjvyS67SZ8N8aSJ9Zw2SM/5pl3v/2UzD8V+VRNxPPxFpZWh+j2RxuucaK4i7E0yfXbUTWf2sKO47ZSEWcnRzs0uxOVekpBiReHX2TD8Aa6kl10JbvIx/KyBjrFTjhovWDBAj74wQ/yvve9j/b29tMxJyGEEOe5ifLgkmt9NlDmxMqDAyiUBK2FEEKIc9SePXu49NJLj/z/Wq0GwObNmykUCkf+/N3vfjd/8zd/85rPTzRgDO7uA8Q37SLMJjFubNrhw5bLi/ECAZpiUJ3RLZY+9hStL+1i9yWreP5tb2y4sbvPSfGd/BIuLR/k2vH9XGpdQ0jIImvFkTHRKyvP9ng7GSfTuBw4YEZHUfE49pIlEJ/c4/po42HEeGS4OuGw0D25EqPnsiiKKJfLaK0pFAqk02kcR/55CSHE2cZ1XVpbW8nlcgwNDTE6OorWmng8fkqCb3GtuDbl8lzZZ1stoMXRk6uXWBbWwoVg20T790Mmi7Imrw2SdpLFcZu7+l7k0cIqHsvOJ2lSHBz/GdxyK7VUkkNLFpz0nI/mmRA7qLIl3kTFsllSHWpYTcbEHPymDImtL6PrdSrLekCqjZzTknaSpJ3Ej3z2lveya3wXuViOhamFtMZbiVnTr6HFzMw4aP3nf/7n/PM//zM7d+7kE5/4BJ/85Ce57bbb+NCHPsTtt99+yvsgCCGEOH8dDlorCVqfFaIT/JwMhsBI0FoIIYQ4F4VhyMDAwHH/fGxs7LWclphKFOFt20N8+z6CpjTGmX6bqNdOsCFeIBaF5KLajG+z9YarqaZT7LzyEmiwIf5yLM13c0sAQ0utD4D51tIjrxugEpQBcJRN1sk0vI8xBjMygspmsRcthuME4IeCiAjDG1IubY5sNDdyOFitlKKpqYlsNivBaiGEOAe4rktbW9uR4PXY2BiWZZ2S6hmOUrwu4ZDQiucrPs22xtOvuqbWWN3dKMsi3LMH0mmUPXkd4lkuy+MtxAY28u2mZQzm3sVG9V2C0R9jrn4Llpp4T9PuvdRSSUrNJ99n2sZQ8MvscdKUtcOqSj+eCRsMtPCLWbzdveh6QHnlAsxJ9tgWc9/h7GtjDOPBOM8OPoujHLpT3RS9IrlYDneK1jXi+GYcaf7Upz7Frl27+OEPf8hdd92F1ppHH32Ut7/97XR2dvJf/st/YevWradzrkIIIc4TWukTzt4VZ4gycKLtP4yUBxdCCCHOVfPnz58IHB7n58tf/vKZnqoIAhLrdxDfsQ+/kJ02YB0BO2IZnk8USYY+qcg/7uXdsXG6174AQBhz2HnVpQ0D1tvdLN/JL0URkTv0v9hW/pdj2stFGEpBCc+O42gHNUU5cBNFmOFhdHMz9tKlxw1Y9/khjoKbUp4ErBuIoohSqUS5XCaXy9HT00OhUJCAtRBCnGM8z6O9vZ2uri48z2N8fJxKpXLSrV61UqyKO1yXdBgOI8bCqMEgje7sxFqwADM2jvEbry9i2mFxvI17h16iWBuhln4zL+sRfh18n8D42NUqVz70Xa770tdJH+w7qXkfmRpQCCqMaJe1iVZG9RTrCq3xizmc3gFS67aiqjM/1CfObkop0k6a1ngrqViK3aXdPNX3FD/d/1N+e/C37BzbyXB9mLDRgQcxpRNKj1ZK8Za3vIWHH36Yffv28dnPfpbly5fT29vLX/7lX7JixQre8IY38OCDDx7pbyOEEEKcKFu/smGmJHQ955mJTcwToiCMZMEmhBBCCHGmqLpP8rltuPv68AtZaFCS87AAxSavmW1uE01+FXcGG2+JoRGu/9LXueT7PyfTe2jKcVvdPN/PLcaOfDIH/zux+nYus647kuEVRCGloEQ+lmdeYt6UlZhMGGFGRtBtbRN9Mhtkah0WGcMBPyRva25Mu+RtqRx4NGMM5XKZcrlMJpOhp6eHlpYWYjEpeSmEEOeyeDzOvHnz6O7uPhK8rlarJx287nEdbk67BAYGggY7SEqh29uxlizBlMqYWuOgr600C+It/P7obn7v0AssjVo5YF7myfAXBJ7H83e8iVilynVf/ga5vQdOas5HpgbkwyohitXJNg7aU7QcUYqgmMMaHSe9eiN6vHxK7i/OHjEdo9ltpjXeSpPbRDks8+LQizzW+xg/2/8znh98nt5Kr+yHzsCsV+bNzc38yZ/8CRs2bOCJJ57gAx/4AMlkkscff5wPfOADtLe385GPfIRNmzadyvkKIYQ4DxwuD46R8uBznYIT/gVGoaiFcvJUCCGEEOJM0OUqqbWbcQZG8IvZhv2lD6soi3WJFvY5SQpBuWFPx1dL9Q1w3ZceIjE0wnNveyOjbS1Tjk1GPolwnNTB/4bn7+MW+x206k4AalGdWlSjPd5O0SuipwxYh5iREazOLqz586d9nsAYDvgRPTGL1yddktLq7hi1Wo3x8XHi8Tjd3d20trbiulLeUgghzifxeJyOjg66urqIxWKMj49Tr9dP6ppF2+KWtEtSK3r9kKjBPpIuFrBXLMfUapgpEiI1ik63wCoryQVcTY/zJsbz7yNEcWDFEp7+/bejg5BrH3yY5p0vn9Scj5aOfBKhz/PxFnbGMlMmbwRNGZQfkH56A/bQ6Cm7vzi7WMoi7aRpibfQGm8lbsXZV97HU4ee4te9v2Zvaa9UoJzGKVmdX3311fzTP/0Tvb29PPDAA1x99dWMjo7yj//4j3zpS186FbcQQghxHlFKgZrofSzmtomg9Ym9x1KWBK2FEEIIIc4Aa7REavVGrFKFoJBtWK77sFEdY02ijTHtUgyqM9pAyu4/yHVf+jpuqcLau2/n5csubDiuqibKcavaBuL7P04iGOSN9t0UdOsr/asrYKAr2UnWyUwRrgbj+5jRMayFC9BdndMGrKuR4VAQcUHc5spEjNire2uex4IgYGxsDK01nZ2ddHR04HnemZ6WEEKIM0QpRSKRYN68ecybN48wDCmXTy57OG1p3pBymedY9PoRYYPNJJXLYa9ciQkjovFS47kBTW6ejkQHpfQtbE528/3cInqjg+xZ2MJT770boxVXf/URkv2DJzXno3kmJB9U2erl2eQ1EUyxOgmzKYxtkXpmE87BgVN2f3H2ci2XJreJtkQbKFgzsIZfHfgVu8d348+g5c755pQeKU0kEixYsIAFCxZIjxshhBCzppSSgPVZQs2ihLulJWgthBBCCPFas/uHST+zAWUignx62rEH7Tirk23ARFnMmbDqPlf/6yPYvs/qe+9g/wXLGo57JtnGg4ULGLZciqqdHr2QNzn3kNeFI/2rXdujM9lJ3JqiDCdMZGKVSlhLFqPb26cNwI+FEcNhxNUJhws9B2uaseeTKIqOZNC1trbS1dVFMpk8Up5dCCHE+U0pRSqVOtLvenR0lCg64SZxR3hacXUyxgrPptcPqUUNAtfpNPaqlSjHJhofn/JaGSfNu/wKS8oH2eHl+VZ+AT8JvsferixPvO+dbLv+SkrN+VnPtREbQ8GvsM9JsS7RQkU1bkcSpeKEKZfUs1uIvdx74tke4pyVtJO0xduwtMW6wXX88sAv2Tm2k3p4ctUMziVTN/k5Afv37+fLX/4yX/ziF9m5cyfGGJRS3HLLLbz97W8/FbcQQghxHtFotNbTbjyJOcJAg98xpiWZ1kIIIYQQr63Y3oMkNuwgSnhEiakzaCPgZSfDVi9POqzjzaB/9WFhzOG5t72RwI0xML9r0usGeCI1j2dSHeT9ERwT4qgYr7ffOvF+E1EOy+Rj+WnLgQOYahVTr2MvX4HK56adV38QYqO4Oe1StK0ZP8+5zBhDpVIhiiLy+Tz5fB57mj7gQgghzm+xWIyOjg4GBgYYHBzE87xZJy3aSnFx3CGlFWsqPhmjSFrH5laqRAJ7+XKCbduIRkZR2cZVV9JWnPtrFR4yvWxIruLl4h/y475/5E1tb2Wk/ZqJa4UhxR27ObRk4azm+2oaKAZVhi2XNclWLqz0k2uwx2U8l0BbJNfvQNd8qovmTVsRRpxfEnaChJ2gElR4YegFNo9sZklmCe2JdpJ28kxP74ya9Yo0DEMeffRRHnjgAX7yk58QRRHGGLq7u3n/+9/PBz7wAXp6ek7lXIUQQpwntJrYolJyEnHOUwZONCleKy0nCIUQQgghXgtRhLtjP4ltLxNkUxh36g1mH81WL8feWIYmvzKj/tUArVu2M9pWpJLNcHDZooZjDPBYuot1yTbS9V70of/GIXU9C6yJbGw/CqhFNVrcFvJufppw9cQzmSDEXrESlZk6YzwyhoNBRLOluToZI23JRjFAvV6nWq2STqdpbm6WMuBCCCFmRGtNsVgkHo/T29uL7/skEolZXUspxWLPIWlpnijVqAcReftV39Oeh718OeFLLxEND0M227ASSNyK8R6/zjdKB1iXXEZf+mp+Ovowb3TeQVrlWPnzx1n01LNseOMNbL/28lnNt5FcWGNcO6xNtLKq0k9bMLl8uonZ+M0Z4tv2oGt1ysvngxygE0eJ23HidpxqWGXD8AY2Dm+kNd5KT6qHZrcZR59/Fa1POGi9adMmvvjFL/KVr3yFvr4+jDG4rsudd97Jhz70IW699VYpIySEEOKkHP4eMdNvV4m5QJ1wzHoi0zqQTGshhBBCiNMqCIlv2Y23+wB+c3baTdKystkQb2bIcin45Rn3kutat55LvvczBrrn8cT739VwTAT8IjOf9YkimdoenEOfokiWDmsi0aEW1QmigI54B2knNf0NXylJaq9cgUpOnYUSGMNBP2KBa3FZPIYr/auP9CONxWJ0dnZKGXAhhBCzkkql6O7u5uDBg4yNjZFMJieqJc5Cu2Nxc8rjt6Ua/UFI4dVrFcfBWrIEdu4k6uubCFw3uJejbe4NQzqHd1IbG+Y5SvzEf5jbnd/npWsvp7hjN6t+9m/Y1Rpbbrr2lFV2TEU+NRPxfKJIqTrMgvrI5DWUbeEXs7h7DqJqPuULFmLc2Cm5vzh3eJaHF/cITchQfYjevl5iOkZPqoeORAdZp/GhjXPRjIPWX/ziF3nggQd46qmnMK9kvl100UV86EMf4j3veQ/5/KntDyCEEOL8pZVmxjtl4oxSTGxEnghLW5T80umYjhBCCCGEAFTdJ7F+O7GDQ/jF3LTlKActlxfjRSIUxWBm/asBFjz9LBf++NeUsxmev+ON046tKU22uh2n7zO0UuQm+204KkYlrKCx6Ep2Ebemzvg1gBkZBaVQsdi0AetqZBgMIy6M26yU/tVHSoEbYygWi2SzWSxLsryEEELM3uFy4YODgwwMDOB5HrHY7AKxeVtzY8rlt6U6B/2QFlsfG5yzbaxFi8CyiHoPQiaDalA9xUZzg3YZ8K7Cqmo2ZJZTryaopX1++753cfVXv82yx5/GqdVY/5abTlng2jUhTX6Vl9w8VW2zrDo4uVqN1vjFHE7/MKm1myldsnTadi3i/GUpi1wsB0A9rLN9bDvbRreRjWVZkFpAW7wN13LP7CRPsxkHrf/gD/4ApRTZbJZ3v/vdfOhDH+Kyyy47nXMTQghxntJoFIoTz+EVrzljJn5OgKUsgiggMtHEAQUhhBBCCHHK6HKV5PPbsEZL+MXslJuyBtjrpNjsNZOIfBJRMLMbGMOSx59mxa+eYKzQxJPvvZtqgzLdIQqNQQPZgX9gKNrKPDWPG+zb0MqmFJTxtEtbop3YNKUPjTGYkRF0Lody3Wk3mcfCiFJkuDbh0DNNKfTzRb1ep1arkclkaG5unnVAQQghhHg1y7KOlAsfGBhgbGyMWCyG6554QC1laW5IuTxdqtEbRLTaGn30973WWPPnoyyLcN9+yKRRDQ5gKaDZbaY1dgs/yvbwjWSNuwc3or0yT95/D1d+7bssfOY5Qsdh062vP4mnP5aNoRCU2eekqGibCyr9eCZ81eQUQSGLNTRO+ukNjF+6jDB3nAoz4rwWs2IUrSLGGEpBiecGn8NWNvPT8+lKdpFxMmd6iqfFCZcHV0rxyCOP8Mgjj5zwzZRS7Nu374TfJ4QQ4vwycaLSnLJTj+L0UUA0i57WoQkJooCYJRtnQgghhBCnijUyTnLdFnQQEhSyU44LUGzz8rwcy5APqjhm5rVzup7fyIpfPcFwWwtPvecd1JOT+1n6SvNobjGFoMINY3vo0QuAgGutN6LQlIISWTtDS7wVa5pDjCaKMCOj6GIBa8GCaX8/GAwiwHBz2qV4nveLfHUp8EQicd6UlBRCCPHaSqVSJBIJyuXySQWv41pxXcplTbnOrlpIq6OPrZaiNbq7G2ybcPfLkE6h7MnhLQVcoBzuKh3kO4kW/rV5MdlD3+JNzut46t/dxUU//CW7L7vwJJ96Mg0UggrDlseaRCsXVfrJRPVJ48J8Cj1WJr16A+OXLCUoSgVjMT2lFCknRcpJ4Uc+O8Z2sH1sO+3xdhakFtDkNp1TSUEnFLQ2xjA0NDTrm8kCWQghxExo9cqJSiPfG3OdmUVPa600GCRoLYQQQghxCtn9w6TWbSVyLIL85MznwyrKZn28mSHLO6H+1Yftu2AZ6UP9bL3hKgJvcmnLmrL4Tn4J+2NpksE4AN16Ed16EUEUUonKFNxmmtxmNFOv900YYkZH0R0dWN3dU5Y4N8ZwKIjIWIprkx6ZBiVDzwdRFFGv1/F9H621lAIXQgjxmtFaHxO8HhwcZHR09EjweqZxIUcprkjEcJXPpmpAm6Oxj36vUuh58yYC19t3QCqJchpXVrkuDPFKh/h6sshAy5/xk0Of5VbrQqI733xkTG7vAQxMsxo5MQrIh1XGtMPqZBsXVfooBpVJ46J0Aio10ms2U7pgAfXOVkncETPiaIeiVyQ0If3VfvaV95GL5VicXkwymrp9ztlkxkHrv/iLvzid8xBCCCGO0EpP9KtTEdLcem5TBqLZLO8V+JF/6ickhBBCCHEeiu07RGL9dqJknCg+dWbTkOXyYrxAgKYQVGa8ilNhSNuW7RxYuZTIttn4pjc0HFdRFt9uWsYhJ0nT2GPUhr6F77yLmHKpRXWCKKAt3kbGyUx7b+P7mPESVk8Pur19yoB1aAwHg5AO2+LKpEtcn18bvsaYI4FqpRSJROJIqVa7QfaZEEIIcTodDl4nk8kjmdfj4+M4joPX4KBbI7ZSXBJ3iCl4oeJTsC3cV32/69ZWsCzCl14Cz5toH9LA66IQt9TPV5LNDBc/xq/2/xk32G+iSy8iOTDEtf/8TYbjSbKV0kk/+9HSkU/VRKyLt7C8OkCXPz5p3RPFXYylSb64A131qS6aN+V6R4hXs5RF3s0fKR2+dmAtVmDR2dU5qxL9c4kErYUQQsw5CgXKvNIBT8xl6pWe1mYW1dyDmfZNFEIIIYQQjRmDu2s/8U27CXMpzDR9nPfbSTbGm/GigHxUm/EttO9z+Te/T9u2nTxz7x30Ll/ccFxJ23wrv4wBJ0HTyI/RI1+lW1+OTYxyUMZSNl3JLuLW9JvWpl7HlMtYixahW1umHOcbwyE/YonrcEnCwTmPMpTq9Tr1+kTJ0Xg8TnNzM/F4HGeKbDMhhBDitaSUIplMkkgkqFQq9Pf3MzY2hud5M/qu0kqxynPwlGJ12Sdv60kH03ShgLJtgi1bwBjUFEHxC6KAD5UG2VfZzvNY/FvwQ15vv5XupkXsvvxiFj21lpF4ilip3LDlyWx5JsQKamzymilrhyW1YaxX1So0MQe/OUN82x50rU55+Xw4z1uciBNzdOnwPSN7qIUzX+PPVRINEEIIMeccLh99wnWnxRlhzIl/VAolQWshhBBCiJMRRcS37CaxaRdhU3rKgHUEvBTLsj5eJBXWSZ7AGsyq1bn6Xx+hbdtO9ly8koNLF045dkzHGLViNA19B2vkq1xqXcPF9jWUwzKeHad7JgHrahVTrWItWzZtwLoaGfqCiIvjDq87TwLWxhhqtRpjY2MAFItF5s+fT1dXF5lMRgLWQggh5pzDVUA6Oztpb28nCALGx8eJomhG713sOVyfjDEaRoyGk9+jcjnsFSsxQUBUnlyG+7Clkc8b3C7eGrsPz7mQEXcZKMWGN91AolYlsCyu+/I38EbHTup5X80hojmo8nIsywvxArVGfYdtC7+Yxd1ziORzW1G1yX2whTifSNBaCCHEnKOVfuUbSqLWc91sFxLGGEITntK5CCGEEEKcN4KAxPodeDv24xdyGKdxIb260mzwCuxwczQFFVxz/E3iw5xKhWu/8jCFXXvZccUlrLvzzZgGZSsPr9jT/kFa9/851ti3uMJ6A8vVZZSDMvlYnnmJedh6+mJ/UamMCQLsFSvQTU1TjzOG4TDimoTDqriDPscD1sYYqtUq4+PjWJZFZ2cn3d3d5PN5YrHYmZ6eEEIIcVxaazKZDD09PTQ1NVEulymXyxhz/H2/LtfmprRLaGAwaBC4zqSxV65EAdH4+NRzQLE4sYJy8WP8oukSNrk5ypRI+jWStQrp/kGu+9LXsavVk3nUSSwMhaDMgB3n2UQrpUbrIa3xi1mcwRFSazejS1MH4IU410nQWgghxJyklILZ9EoWry0FYCTTWgghhBDiNaJqdVLrtuLu68NvyYHVeGunpG3WxVvodZIUgsqkkpTTMoarv/oI+X29bH39Vax/600Ne8EMWB5fbV7FoOXhEidvFNdYtzJfraAW1WiLt1H0iujjrOujsTGU1hObzpnMlONCY4iAm1Iu86cphX4uMMZQqVQYHx8nFovR1dVFV1cXyWQSLT0vhRBCnIVs26ZQKNDT00MymWR8fJxa7fjljIu2xc1pl7iGg344KditkknslStQjkM0NnW2tAW8vzpGMgr5cW4RX4vt4Guv90j4ddbd8Sb2XriCYIa9t0+EApqDKjVlsTrRxqDVoOewUgTNWXSlRvqZjVjDpzbrW4izxYx7WgshhBCvFUtZYMBIzHrOU6/0sz7RoLVRRoLWQgghhBAnSJerJJ/bijVexi9mGwaSAYYslxfiRSIUhWAW2TpKsfnGa8gc7Gf7dVc0HHLQTvDtpqXUlcWQ7dEUVrnZvotqOHG/GfWvBszIKCoRx166FKbYKDbG0B9EKCChNS3OudvvMYoiqtUqURSRTqfJ5XLE4/EzPS0hhBDilHFdl/b2drLZ7JF+14lEAsua+vs9Y2nekPJ4plRjfxDSaltYR6+D4nHs5csJtm4lGh1FZTINj8y1RQF/XB7k84kco80f4nP3OFRj3yW8ZNUrCTSgg4Dk4DBjLYVT+tzZsE5Z2zybaGVFdYB5fmnSmDCXQo+XST+zkdIlS/Fb8qd0DkLMdXI0UwghxJyjlEKpiYCoOAvM4nNSKGrh8U/TCiGEEEKICdZoidTqjehyjaC5ccDaAPucJGsTrVgmIneC661k/yCJoWEA+hYvmDJgvd9J8XDTMnylyfX9v/jlXxOaiHJYJm4nZta/2hjM8DA6m8FevnzKgHVkDL1BRJOtSVga6xw92Hq4z2elUiGdTtPd3U17e7sErIUQQpyzDve7bmlpoVKpUKlMf9AurhXXplwWxxx6/Qj/1ftRnoe9fDkqlcaMjEyZYNFsQj5eHqIprDLedD//dNtVPBv+5kgG9yXf/QnXP/AQTbv3noKnPFYiCkiHdTZ4RV6KZWnUuCVKJQiTLqm1m4i93DurfTchzlYStBZCCDHnKNQrZafP0R2pc4gCDOqEM60tZVEP66djSkIIIYQQ5xy7f5j00xtQxhDmUw3HhCheiuXY4BVJh3WSJ1jVJtN7iOu/9HWu/uojqDCcctzLsTTfyi8lAjKHPotbfYEUeSphhYJboCPRcdz+1SaKMMMj6EIBa8kSmKI3c2gMB/yInpjF9Un3nNvEMsZQq9UYGxvD930KhQLz58+ntbUV7zSUJxVCCCHmGq01+Xyenp4eXNdldHSUcJp1iKMUr0s4XBJ3OORHVKNX7UjFYtjLlqJzOczQ8JR9s3Mm4o/Lw/zho1/j0s3r2BStY3X4a4wx7Lr8YgCu+Zdv0bJtxyl71iNTNBH5oMION8dGrxm/wQrHeC5BLk1y/Q68l/ZA1Ci8LcS551xb7wshhDgHaPW7rndylvBsYE740KelLMm0FkIIIYSYgdi+Q6TWbiLyHMJ0ouGYqrJ4Pl5kp5ulKagQMye2sZnfs5/rvvxN7FqdDW+8ATNNec4tXjOKkPShz5CobeP16jYKtNKZ6KTZbTpu/2oTRpiREXR7G9aiRWA3DnDXI0OvH7LSs7kyESOmz50DrVEUUS6XKZVKWJZFR0cH8+fPp6mpCcc5t3t1CyGEEI24rktHRwetra1Uq1XK5fKUAWetFCvjDtclHYbDiLHwVese28ZasgRdLGKGRzBTBHzTJuJPv/UQf/VgiRbVRZ+3kkjBYE8nT7zvHgLH4cqHHqVjw5ZT/bjYGApBhQNOiucSRSpq8nrIxGz8Qob4tj0k1u+AQNrsiXOf9LQWQggx52ilQWmMhKznPAWzOllgaYtqWD3V0xFCCCGEOHcYg7tzP/HNuwlzSYzbOBt52HJ50StQVxaFoHLCtYoKO3Zz5UPfBRRP/7u76F/QPe34hUM/Zb96jmQwyjXqNjqcLlq8FmL6+MFWEwSYsTGs7m50RwfoxrkU5cgwHERcnoixxLWP9Jg82wVBQLU6sQY+3K/a87xz5vmEEEKIk3E46zqRSNDX18f4+DjxeBx7igNuPa5DXGt+U6ox+EorkSMsC2vRQrAsot4DkMmirMbrjoSvmN/8p/wg0Qyl/dw6upuh9iK//cC9XPvgw7zuWz8EA/svWHZKn1cBhaDCkOXyTLKNCyr9NL96r8yy8Is53L19qLpP+cJFU64JhTgXSKa1EEKIOUcphVYKZSRsfVYwJx631kpLeXAhhBBCiKmEIfFNu0hs3k3QnGm4OWmAvU6KNYlWAJrC6gkHrPN79nPVv36HyLJ48v67pwxYb4gX+FW6GwN4KkY2KHO9uo1F3lI6Eh0zC1j7PmZsHGvhQvS8eVMGrEfDiPEw4vpkjKWec9YHdI0xVKtVxsbGCILgSAnww/2qz/bnE0IIIU61o7Oua7UapVJpypLhLY7FLWkPT8MhPzw2O1trrPk9WJ2dmNERzDRlx68L6iwLqmxNdvDVTIJfBz9mpJDlNx+8l4HueQx1tp/qxzwiH9awo4hnEy3scjKT+1xrjd+SxRkcIbV2M7osSSDi3CWZ1kIIIeYcjUZr6Wh9NjCAmUVOvKUsaoGUBxdCCCGEeDXlByQ27MDZ349fyEKDrKAAxTYvz8tOmlxYO+Fy4IeNtLewf9VStl97OaOtxYZj1iVa+HWmh3RQ5cpxm6aolTfpd9KR6CRpNy5X/mqmVsNUq1hLl6ALhSnHDQYRCrgp7VKwpy5RfjY4Oqs6lUrR2tpKPB5HTxGsF0IIIcTvaK3J5XLE43FGRkYYHR0liiIcxyEWix1z6CtraW5MeTxdqnEgCGmzLfTh17VGd3WBbRPu2g2pJKpBK44Yhg+UB/lKPMeG5MVsUgH+wHe4JfdWnnj/u46MS/YPUmrOwyk+dJYwAbEgZIvXxJgVY1lt8Nj1nVIEzVnsoTFSz2ygdNlywkzylM5BiLlAVspCCCHmHK00GgukQPhZYTbLdEtb1CIJWgshhBBCHE1V6yTXbcHpHSBoyTUMWJeVzbpEC3ucNIVZ9K+GiQxrjCGybdbd9dYpA9bPJNv4daaHuD9E7uB/p1Tfj2fH6UktmHnAulrF1GrYy5dPGbA2xnDQD/E03HwWB6ynyqru6OggmUxKwFoIIYQ4Qa7r0tLScqRKiW3bjI+PMz4+TnBUj+e4VlyXclkYczgQRARHZ1wrhe7owFq0CFMqYeqNK//ZwP2VYS6rl6gnXsf2prfyc/871M3E/lV+z35u/PuvsOqnj8EU/bZPho2hGJQ56CRYk2hlVE+utBPk0ygg/fQG7P7hUz4HIc40ybQWQggx5yilUFq9UtJHMaumyeI1NZvy4EEUEJloooe5EEIIIcR5To+XSa3biq7UCArZhhk8A5bHi/ECBkUxqMzqPosff4aVv/wNL7z1ZnZdeUnDMQZ4IjWPZ1IdJOuH8A59Ei+K0ew20xHvQM/w2GJULkMUYa9YicqkG48xhoNBRKutuTrpEtdTX7vvV7+a0X1fa0dnVSeTScmqFkIIIU4x27ZJp9Ok02lqtRpjY2OMjIxQqVRwHAfP83CU4oqEQ0LDi9WAZkvjHbWu0K0tYFuE27aBMSjX5ft/83fH3McC7quOkDIRtfIednCAn/nf5lbnLsaKzQzPa2PRU89i1+o8/3u3TtnuZLYU0BxUGdMxVifbWFkZoC0oHbPyCtMJdLlKau0mShcsxp/X+PChEGcjCVoLIYSYk7S2JFx91phdefDIRARRQMyafHJUCCGEEOJ8Yg+MkHxuKygImjOTXo+Y6F+9xWsmEfokTDD5IsdjDCt+8RuW/HY1I60FDqxcMuXQcR3juUQLyfp+vEOfohiluTPxHgqx4oyr7ETj4yjLwlq5EpVsXL4yNIZeP2Kha/O6hINzFvV3NsZQq9XwfR/HcSgUCqRSKWIxWdsKIYQQp5PruriuSz6fp1KpMDg4yOjoKJ7nEYvFuDAeI6kVq8s+KaNIHVW5Rjc3o2ybYPMWiCJUPD7p+hq4ozaGiV3Pr8MxnjUH6YvKOF6ep97zDi7/xvfoWbceu17n2bveirFOfYWYdFSnZjQvxIuM1GMsrg1jH7X7FiU8jKVJPr+NSr1ObX7HKS9ZLsSZIEFrIYQQc5KtJsqDi7nPRJzwR6WVxhgjQWshhBBCnPdi+w6RWL+dKOERJbxJrwcotnh59sYy5P0qDrPoX20MF/7wlyxY8zyDne08/ft34ccn3+uwZFhhcd8DHKyvod0UeEfqfjJ2dsa3i0bHUJ6LvXQpNNgMBqhHhr4gZKXncGHcwTpLNlolq1oIIYSYGyzLIpVKkUgkKJVK9PX1MTY2RiKRYKHrkNCaJ0o1/CAib//ue1pls9grVxBu2UJUKqGnOFynlOLy5O/xy2SRX4Z13tK3jiZL88x9d/K6b/+QeRu2Ytd9nr7vzlOecQ3gmojmoMLLboaSFWNVpR/PhEdeN26MsEmT2LQLXa1TWdoNpyGALsRrSVbUQggh5iTLkkzrs4ICjcHMprO1Aj/yT/2chBBCCCHOBlGE+9Jeki+8RJhONgxYH+5fvc9JUfDLswtYAxf94BcsWPM8fQu6efK9dzcMWIcofpHpod+OE2KgtoMe5vGu9B/MOGBtgGhkBJVMYi9fMWXAuhIZ+oOI1yViXHyWBKzr9TpjY2P4vn+kV/W8efOkV7UQQghxhmmtSafT9PT0UCwWqdVqlEolWizFTSkPR0GfHx7zHpVOY61YgbIsovHxKa+dNhG31McZcOI82nIx3zU/ZIhR1t59Oy9fsorBzvbTErA+zMJQ8CsMa5e1DfpcG8fGL+Rwdx4g+eJ2lD+LajxCzCGSaS2EEGJO0pZ+pae1mOuMmf3hgtCExx8khBBCCHGuCQISm3bh7jmE35wBe3JWzKDl8mK8SISiGFRP6nb7Vy3FqdZY9/Y3E9mTt4ICFD/MLWK7lyfEcM1gH29276HFa8FRzozuYYzBDI+g8zmsxYvBafy+sTCiHBmuS8boduf2tpQxhmq1ShAEeJ5He3s7yWQSS7KYhBBCiDnHsiyamppIp9MMDQ0xPDyMZ1ncmHJ5ulzngB/Samv0K4flVDKJvWIFwdatRKOjqEymYUrGjfUSMWP4djxHqfXj/PjQ/8ut5mqeu+NNv7u376P9AD/R+MDeyVBAU1hlTDusTrZxUaWPYlA56sE1QUsOp3eAVLXO+CVLMJ57yuchxGtBjoIKIYSYk7SyJjJ4JW49tymYbchaoQgiOQEqhBBCiPOLqtZJrduKu6cPv5idFLA2wB4nxdpEG7aJyIW1Wd3HqtdJDA0D0L+gm7X33N4wYO2j+W5+Cdu9POnSWpoHvk6r10pHfN7MA9ZhNBGwbiliLV06ZcB6MIioG8NNaXdOB6zDMKRUKlEqlYjH43R1ddHd3U0mk5GAtRBCCDHHOY5DS0sL3d3deJ5HVC5xuW3odiwO+BHB0ZuNnoe9bDkqncYMD0+ZQHOtX+a+yhDGauZg65/wc37NwfDARB/pKOLyb3yP6778DdyxqbO2T1Y68kmEPuviLex20sfW31GKoJjDGiuRXr0Ra6x82uYhxOkkQWshhBBzkqWsV1J4536pwPObgsjMrlClQYLWQgghhDiv6PEy6dUbsYdG8Vuyk8pJBig2e01sjBfIhjUSs1wrOZUq13zlW1z75W8SK1emHFdTmkealvKymyUz9lvcgc8Rd2LkY7kZN38xYYgZHcGa14G1cOGUvRT7/BBXwS1pj2KDzPIzLYoiqtUq4+PjVKtVcrkcPT09dHR0kEgkUGdBCXMhhBBC/I7neXR0dNDV1UXKdVkZ1VikQnr9kFp0VHDajWEvXYpubp4IXEeNd7ku9yu8pzLE8vooYXiIx6Lvs89/mUgr+hd0k+kb4PovfZ3E0MjpeyYTkg+qbI43s8VrInjVii1oyqCCkNQzG7AHT988hDhd5u6xViGEEOc1S9soFWGkq/XcdpJ7dxK0FkIIIcT5wh4cIbluKygImif3iK4om/XxZgYtj4JfnnWWQaxU5pqvfIvswT62XXcF9Qb9qw97PtHCvliazOgviA1/mde7b+S6+K0zvpfxfcx4CWvBAnRb20S20atExnAwiGixNVcnYyTmUP/nIAio1+uEYYhlWSSTSVKpFPF4HLtBVroQQgghzi5KKRKJBPF4nKZKhczgIO7wGC9UfIqeS8J6ZV1i2xPtTWybqLcXMlmUNXnNcnFQ5WJstifv55HSv7A3FpDxS2y75nX4boyLv/9zrvvS13nyvXczXmw+Lc9kYyj4ZfbE0pS1zQWVAdyj2u+FmSS6XCX1zCZKFy/Gby+clnkIcTrIClwIIcScZGl79o2SxWtIgZldGXejDIGRoLUQQgghzn2xfX0kXtxOlHSJEpODyMOWywvxAgGaYlCZ9blAb2SMa7/yMKmBITbefD0vvf7KacfPH3mRLdUfQeVxbo3fweXudTO+l6nVMNUq1pIl6GLjzdDQGA76Ed2uxRXxGDF9ZrOVjTH4vk+9XgcmyofmcjkSiQSu60rpbyGEEOIcdTh4nUgkaG6uUDzYz68GRylZmoIbQ2kNWmPNn4+ybcK9eyGTQU2xNljkLKez5S9Z7TbRPbILxnez49JVBG6Myx75Mdd9+Rs8+d67GW1rOS3Po4GCX2HI8liTaOWiSh/pyD/yepTwMJYm+dxWKtUatfkdDQ8XCjHXSNBaCCHEnKQtPdHTWknkeq5TZnb58AqFH/rHHyiEEEIIcbaKItwd+4lve5kwm8S4sWNeNsB+J8kmrxkvCshHs+tfDeCNjnH9lx4iMTLGC2+9mV1XXtJw3KiO8WKiwEXD26gzjlN5ijfG7+Ei94qZP1a5AmGAvXwFKjc5axygbgx9fshyz+GiuIN9hjZKXx2o9jyPlpYW4vE4sVhMyn4LIYQQ55l4PM4V87toaxrnh/sPcaBcpcmaOMxm2Ta6qwsch3DnLkglUY7T8DrXhIb1wMPZBSwIV7Oi7BOtXEQYu4MVP3+cWjJxWp9DAU1hlTEdY02yjQvLfRTC6pHXjRsjzGsSm3ahK3Uqy7qnbOMixFwhQWshhBBzkqVswGCMAglcz2mzybKGib7l1aB6/IFCCCGEEGejICSxeRfuy734zVl4VR/nEMX2WI6dbpZcWCVmGvdPnKlaMsFwRyubb7qOvRevbDhm2HJ5OL+MMdtlkV/mcr2YC8zFJHV6xveJxsdR2sJauRKVSjUcU40Mg0HEpYkYy137NQ8MNwpUt7a2HglUCyGEEEJ0ZVK8OxHnpwcH6S2VSdUq1H0fS1s4ra1Ytk340ksQj6Ncd9L7e0Kfj5b6+ftEE9ua7uGQ+XtuqL5EuGgBhxa/F/NKS5RYuUI9ET9tz5GO6lSMzbpEKyuq/czzS0eq9hjHxi/kcHcdQNd9yisXYGKNg/BCzAVzp5GQEEIIcRRLW1Ie/GygZp9pbSmLWjj7bCIhhBBCiLlK1eokn9uKu+cgfjE3KWBdUxYvxAvscjM0B5WTClgnhkYm2rVYFmve+bYpA9YDlsfXm5YxZsVoH/wai5WPpfSMA9YGiEZHUa6LvXLFlAHr8TBiOIy4NumwwnNes4C1MYZ6vc74+DilUgmlFC0tLcyfP5/u7m6y2awErIUQQghxjIxtcXtbM8ubctSzefLNzXieS61Wo55KweIlEy1RKpWG758XBXysPEjKhIw0f5THvDL7zE7GoyoRhuJLu7j1c/9E+8atp/U54iYgE9bY4BXZHstyzMrS0gQtOZzeAVLPbkGXJYFEzF0StBZCCDEnWZaNwmBmm8YrXkOzDFpri2ooC2UhhBBCnFusUoXUmk04g6MTAWt97NbLqI6xJtHKoB2nEFSwTuKkZmHny9z4dw+y9LGnJv5gigBxrx3n603LqWiHXP/fosd/zlg0NOP7GGMww8PoTAZ7+XKIN84WGgoiasZwY8qlxz39WTxRFFGtVo8EqrXWtLS00NPTQ09PD7lcTgLVQgghhJhW3NLc2JThwnSSfqNIZrO0traRy+XR+RzBggWEvk9UKjV8f2sU8MelIdrCKumgn6ein7Nf7aIclKmkkwSOw+UP/4Cu5zac1ueImYimoMJ2N88mr5mAo9aFShEUc1jjZVKrN2GNNn4WIc40CVoLIYSYkyw9UR5czHFKzbo8uFaaelg/tfMRQgghhDiDYsMlss9sQlfrBM2ZSUHkg3ac1ck2QjRNQZWTyUFu3bKdq776CEZr+hd2TzkuMIbv5xbha0Wu769JVZ/n3tQf0mkvmNF9TBRhhkfQhSLWkiXQIAhsjOGgHxLTcHPao9U5ff0SoyiiUqkwNjZGuVzGdV3a2tqOZFTncjncBiU8hRBCCCGmYmvF1bkkV2dT9NZ9agqSyQTFYpHC/PlYK1bihyHh6GjD9zebkD8tD/MB9+1kdZ71ajtpJ8WB5jj/9v53UsmkufS7P2HB0+tO73NgKARl9jlJnk+0UFXHrsmCfBplQtLPbMDuHz6tcxFiNqSntRBCiDlJo1GSZX1WULPNtFaWBK2FEEIIcU7JbXwZY7mEuWNLZ0fArliGl7w86aCOZ8KTus+8Fzdx6SM/xo97PPmeuxltb2k4zo9CqlGFq4Z+w5poDZn6y9yb+jAtVseM7mPCEDM6htXRju7unpQ1DhAaw8EgpMO2uDLpEtenrhx4FEUEQYDv+0cqMGmtSaVSpFIpPM/DtmVrSwghhBAnTynFhZkEaVvz68Ex/MiQc2w8zyPW3c14KsnouucIBwaxm5p49ZJHATmriZszH+ef0/N5rl7mmrE9HMod4lfvewc3fPW7XPjjX2HX6my74arT9hwaKARVhiyPtYlWLqr0kY78I6+H6SS6XCW1ZhPlCxZS72w9bXMR4kTJyl4IIcScZGkLlMGgkIzruW825wssZVEJGvcEEkIIIYQ4G+kgJErGjilrV1eaLW4T+50UTX4F+yTXtl3r1nPJoz+lmk7x5P33MF5oajhui5PECyqsiuXYWH+EpnAf96Y+QrNVnNF9jO9jxktY83vQ7e0NS4/XjaHPj1jiOlyScHBOon/1VAFq13WPBKgdx8FxHHSD4LkQQgghxKkwP+Fxm2Xxi4FRDtZ8Wl0HrRWZQoH4ddcyvG4d1b4+rHwTtj25ukwnCVqikF+6afqjNJ3BE+j0Un5x/53c9LUfEDV4z6mmgKaweqQtzcWVfpqOatEXJTyMZZF8cTuq6lNb2NHwcKIQrzUJWgshhJiTLG1JuPqsoCZSh2ZBa40f+UQmQitZGAshhBDi3FPSNuu9AmOWSzEon1Q58CPXbM4z2lrgmfvupJLLTnrdAOudJL9sWk5zFHB1qZ87nN+nbEpkdG5G9zC1GqZaxVqyBF0sNBxTjgzDQcSlCYdlro0+wYB1EARHfowxaK3xPI9MJkMsFpMAtRBCCCHOmBbX4faWHL8aGGVftU6H66CUwkkkaL7qKsbXr2f85T3UUkkcJ4Y+Ku06geGPSgN8MdHEC/EutoaLuWF8E8uSF/Gj992B52XQgOX7hJZ1WoPFmahOWdk8m2hlebWfeX7pyHrUuA5+U4bE1t1Y1Rrl5fPhNQioCzEdCVoLIYSYkzQapSCSqPWcdzLlwUMTEkQBMWtyb0QhhBBCiLPKqlXc3H+A3/zFvwdgwPJ4IV4AFM0nW13GGNxSmVoqyWD3PB77o/c2zHyOMKyLZXg8v4xYVOHCoZ+gY1ehlUNG5WZ0q6hcgTDEXrEClZ0cFAcYCSNqkeH6ZIwu9/hbS8aYI1nUUTRx4tG2beLxOIlEglgsRiwWw7Jko1QIIYQQc0PGtnhTIctvh8bYVakzz3OwlELbNukLL8T24pR27qCGAq2wLAvrlQC0h+EPyoN8KZ5lW+pGHlMuwdizXGpdw0gwQso4XPm1R6klE6x7+1swp3ENlDABdhixwStSUQ6L6sO/qwpkW/jFHO6eQ+hKjdKFizHeqd2ju/Ud/xGAn3/7c6f0uuLcJEFrIYQQc5KlrVfSrCVqPae9kg4/mzLuWmkiE0nQWgghhBDnFAPscVJs9ppJhj5xE5zkBQ0X/PhXdGzcxm8+eB/lfLZhwDqMQlbHm3gyvxQvHCNx8L/RZxx85zIc5czoVtH4OMqysFatRCWTDcf0+SExrbg57dFsN84MalTq23Vdstks8Xj8SCa1Ooly4kIIIYQQp1vc0ryhKUNiZJwN41XaXZuY1ijLIr50KVYsRnXnDoJYglrgU6/X0ZaFZVnEMHyoMsyDGPqNxQv1pzCOz9XurQyWDlKPOXSu34Jd91lzz+1EzszWa7MRMxHNQYUdbpaytllRGyRmXimdqDV+MYs9OEp69UZKlywlTCdO21yEmI4ErYUQQsxJSimUml0Gr3gtKYyZ/eeklCI42Y1cIYQQQog5wqDYEi+wL14g71dxZttH5RUqirj40Z/S/fxG+ud3UkvEG46rRT47nSRP5peSCIbwDv43eshyT+r9MwpYG8CMjKIScewlSyA++T6RMRwMIgqW5upkjJT1u4B1GIb4vt+w1LfnecRiMWxbtqCEEEIIcfZxtOLqXIqkZbF6ZJxizCFuaZRWxBbMB8emvm0bbiZDCFRrNfx6HaU0tmPzvsoIoWnlUXsFL/rrWBC7kJ5sD7+9+01c+b1fMv/FrVz1r9/hmfvuJHRPX1KHhaEYVDjkJKlqmwsr/SQO78kpRdCcxRotkX56A+OXLCEo5E7bXISYivzGIIQQYk46XB5czHGn4DMKIglaCyGEEOLcULds9npZin6Zk+1OqIOAy779Qzo2vUTvkgWseefvTcrAMUAlKKOV5gorzsax3zI+8q8s1K28I3k/jjr+xqcxBjM8gs7nsBYvhgZZPoExHPQjFrgWr4vH0FFIpVIjDEMALMsiHo+TTCal1LcQQgghzjlaKS7OJEhamn8bGiNjLDK2hVIKt6sLZTtUt2zGTqZIp9MEQUCtVqNWqwETbVHuTL6Hf3JtfmU388HyIF3p+ay78y3UYzZL127k2q88zFP/7i78BocHTxUFFIIKw5bLmmQbF1X6yIW1I6+HmSS6XCW1ZhPlVQupd7Y0rPAjxOkiQWshhBBzklZaygWeLYzBzDLVWqEkaC2EEEKIc0aIJhtU0SeZVax9nyu//igt23ez94JlDXsdRhhKQZk9yS5er2xGTR/1oQdY7izlbYnfx1Yz6DUdRpjRUXRLEWvBAmgQaK4EIYfqActtWBaF1Ms+tm2TSqWO9KN2HAetTzZML4QQQggxty1OeiQszS8Hx6jXAwqxifVWrL0N5dhUN2xERRF2PI5tO8Tjceq1OuVKGQPM8zL8m+3y94kmLhx8mOtS17DtbbdTd2P0bN6FDk+uSs9M5cIaJW2zJtHKqko/7UH5yGtRwsPYFskXt6MrVaqLu0DWeeI1IkFrIYQQc5IErM8usy7jbib6LwohhBBCiN+JLAvfddl96QU8/3u3TtooDKKQUlRhdfNFvBhvxq2OcEPd4T2pj1K02tDq+FnOJggwY2NYnZ3ozk7QmiiKCMOQKAwxxlCKDGWluS4TZ2U2jed5OI4j/aiFEEIIcd7q8GLcVszyi/5RDlTrtHsTlW2cQgF18UVUX1xPFIXoZAqtLbx4nFjMoVKt8ubxAZwo5BfxLL25G9g78K/cl3gnvW99Gxuv3YuKx3CZqLgTnebWKskowDYRL8aLlGvDLKiPHKkUZGIOfiFDfPs+dKVGZcUCTOz09dwW4jA5HiGEEGJO0kqjmH0Gr3gNnURPa4ORTGshhBBCiFfY1RoYA1rz7DveyvNve+OkgHUtqlOJ6jxdfB0vxpvJVXeworIHgFZ73swC1r5PNDpK1NlFvVikWqtRrVQI/ADHtkmn05DJkW5u5t1LF/D6hfNpbm4+Uv5bAtZCCCGEOJ81OTa3FbMUXIc9lTrRKxuYdi5H/JKLAYjGRo+M15ZNMpkim8nw5vo4bxkbIIx1sanwPv6l8g08O0Z70yKMCclv3MhNn/9nkv2Dp/05XBORD6q85ObZ5DURHN0H0LLwizliBwZIPbsFXalNfSEhThEJWgshhJiTNBpLNsPmPqU42ZMFvvFP0WSEEEIIIc5e3ugYr3/ga6z66b8BTJQDP2o9fLgceIDiNy2vY4ObIV1Zj33o0+zwXzzmWgaIjCGMIoIwIghDfD+g7vvUx8bwR0YxCxfidnWSyWRobm6mpbWV1tZWmpqaGHNcMnGPt7UX6Ep4r+U/BiGEEEKIs0LStri1OcOihMueah0/mtgfs9Jp4hddDLZDODJ8zHts2yGTTnNbDO4sDWLrDAejAb42/g8YFdKV7CYeKOIjo1z/pa+T6T102p/DxlAIyuxz0jyfKFI7+gCkUgTFHNZ4mdTqjVijpdM+H3F+k6C1EEKIOWkie0Myrc8GE5/ULN+rFH4oQWshhBBCnDvCMCKKzMTPDBez8YEhrv/i10n3D1LKpH73/ld+akGd8doYSZ3k6eaL2BxLkimtwe37f7jOuZFL9DUTAelXfnzfJwonWrBYlsZxHLy4R9wYkp5H8bpraVuxkubmZtLpV8p+2zYo2Fur0+Y6vKWYpcmRrnJCCCGEEFNxteb1TWkuzyQ5UKtTOrz+SiaIX3wROpEkHBo8NuFDaWIxl7d4Np+slXmDupC+6AA/KH+bmHYwV9/Cuvvuwq7VuPbL3yC/Z/9pfw4NFIIKw5bHs4kWxvWxpcCDfBoVhqSf2Yg9MHLa5yPOX/LbhxBCiDlJK41WYCTZem5TCqLZnyywlEU1qJ7CCQkhhBBCnDlKKWzHRmlFFIZEEYRTHu+bOPqXOTTA9f/6CF65wrNvexMvX7rqd0MMVKIKWmnmpTpJO2muqh1gd30P9tCXeXPqTq5K3ohSauIHhdKH//fYPIVwZBiVSBJftRIrlZo0m3oUsb/msyIZ5+pcCkfLQlwIIYQQ4ngspbg0myTnWDw2NEYtMjQ5NpbnEb/wAqqbNhEODWLl8se0fVFak4t7vCl2B/XSQn6bupKdo/10EcHF1/KCl+SCf/ka13zlYZ657076F/ac1udQQFNQZcSKsSbRysWVPvLh70qCh5kkulwltXoj5QsXU59XPK3zEecnCVoLIYSYk7TSKCVp1mcDw+wzrS1lUQulJ44QQgghzhEKXMfFi01stxgDmIjIGIwxmMiAAq0UKEV23wEu/5dvYdfrvPD7d9F/4QoSr1zKj3yqQYVWt5Vkso1RHSNNxL7BHxArPc6d+ffwutS1x59TFBEOD6EzGbyVK7G8yeW+K2FEX93nymyKi9LxifkJIYQQQogZW5DwSNkWvx4YY3+1TrvroGMxvFWrqG7ZQnDoEHa+6ZjANUz0u16UeR0/w+GBXBtvHX2OxXVDftEq1n/gA6x68EFihw5iFvbwWqzQsmGdkrZZm2hlVaWf9qB85LUo4WEsTeL5bahandr89knPI8TJkKC1EEKIOUkxkWYt5cHnPmVm39Zaay1BayGEEEKcs5QClMaa4nWtFMayWHf/uxhYtggAYwwlv4StLbozPZhYls8RZxjNX1Dmrfl3sipxKQu95cefQBQRDA1iF4t4y5ahHWfSkNEgZCwIuakpw6Kk9K8WQgghhJitYszhtmKWx4fG2FvzaXcdbNsmvmw5Ncumvn8fdlPzpEDvKkI+RpXP4/Kd9CpaB/6eDzo3oecvYe1//E/sdypU/XGSVhytp1pZnjrJKMA2ES8kilSrQ/TUR4/0GjZujKDZIrF5N7pao7KsB6zTPydxfpAjEEIIIeakiRKHZ3oW4rgUnEzvcUtZ1KP6qZyREEIIIcScp30fgNGueTz+//0PRwLW9dBn3B8n7+VYlFtMEMvxv0mwX1ksrj5PxkTYyp5ZwDoICAYHiHXMI758RcOAdV/dpx4Z3lrMScBaCCGEEOIUSNoWtzRnWZmMs69apxZFKNvCXbqUWE8P4eAABMGk9y0j5P9DlZiy6C38e/6x/jjl+Ajpji560t3kAo9rvvQQXU+vnXXFwxPhmogmv8pWr4ktXhPB0XnetoVfzOLt7iX5/Euouv8azEicDyRoLYQQYk6ylIVSsy87LV47yhiiWb5XyoMLIYQQ4nzT+vxGrv9//o7EoX4AopgDBsp+mcgE9GR66EjNY1DH+CxxDilNduhfGOj/PwyHgzO6h6nXCYaHcBcs4P/P3n8HaHbW9f//87pOu/s9fXtP22yym0QChJLQSZGA0mJAaSoICV0/fj9SFPx9FIQgnagoomIoBlBpSgmENEiy6Zu2KdvL9HL3c67fH/fM7E52tiQ7s3PP7uuhw5T73Odc954kc+95nff7HZ18MsafWv3inGN7tU7GelzUXWRhdGCgLSIiIiJPTWANz2zL8tz2PHtqDUYaMcYaotWrCdesoTE4iKsfGPSuJuH91EgDpXAV/7j30+xMtpLPFzglv4h8ucHZP/w5K6+7gXojJklm98qpj6OrXmJrmOfOTDdVs997Smupd7cR7Oknd/sD2FJlVtciJwaF1iIi0rpUat3yHDz13uCMV1o3VGktIiIiJ4Ylv9rI+mu+DTjM+Hso5xJG6iOk/Qyri6vJhwWGsHySNAMYin3/QGH0F7yx+520+52HPYarVklGRkiddhrhypUYO/U9dewcW6s1Foc+L+0u0h5ocpyIiIjITDPGcFouzUVdRUpJQl+tgTGGaMUKUqeeQjIyjKsdWMixjIQPU+PtwQIcjn/e+zkqSZmks4sdf/x/KS1exIaf38LpP7ueJImpNxo04tkLsC3QVS8zaFPcmlnAsA33f5E0utvwRkvkfr0Jb3hsVtYgJw6F1iIi0pKssdijaDstx4o5qkpray31pE7inuoeREREROaHFdffwrprv0+5vY1fv+0NjC3opp7UGa2P0Z3uYXlhOYEXAVDAsby+g0Lv52kv38abe97Lsmj1YY+RjI3hyiVSZ55JuHgx5gk3gdaShG2VOmuzaV7QWSTj6bKQiIiIyGxanAq5uKsN3xh2VpqFG+GSJaROP51kdJSkXD7gOW041qRO5fe634lZ8AFusgUA9qQrbHnP+xlbuZK1N97Ohv/9GakwwvcDnEuoNxqzEmIboCOuEGO5NbuAvX56yuON9jwmicn/6j78/qEZO66ceHQ7rYiItCRrrG6tmg8M4MDx1KriPeMRu5g4ibG6aCoiIiLHI+dY8+NfsOYnv2S0p4vb3vI7VIsFSvUSGFhRWEE+bF6I3IFlAQnVeJSB3X9Bl03zxp730R0sPOxhkpFhANIbNuAViwc8XooTemt1nlHMcUY+jVVXIxEREZFjojP0ubi7yHUDI2wt11iSCgh6ejB+QOWee0iSBJvNHvC8jmg1dTJ83VjKScymvZ8mMCEX/uHFPP8rP2fB47u4pzpElOvARhGJa4bVjXqDOG5QbzSDa2sMxtqjfv+XT2pUnMfGdA+nVvpZVh+ZvHwbF7LYUoXcrzYxtuEk6ou6jupYcmJSaC0iIi3JYJp5qCqtW9xRVlobi8NRT+oEnmYpioiIyHHIQbp/kKElC7n9zb9DLZNmtDZK1k+zOLeEyE8BcD8eXyDFM2lwuQev73o7Rb/jiFqCx4ODmCgifcY6vGkueA7WG5TihBd0FFidTc34SxQRERGRQ8v6Hi/qLHDTwCgPl6osTgX4He2kN6ynfM89JCPD2HxhynPywPso82mX4j9thrWdf8DA3k/xLyP/yA2vXsmF0avpzCxmd2kvKS8k8EKsBd/3cQ6ci4njhLgR04gbxOMXWj3rYax5SiUoKRfjNyrcn+6k5AWcXBnAbw4QJMmkcJ4le8eDlKs1qisWHeWfmpxoFFqLiEhLssY2R1ortG5tM3SOGq5x9DsRERERaSVJAhiwhntf9TJso0418CjXR+hKd9GTXoC1HgB34fF3pDDUOa2xB/w2VqZOPvwxnCMe6McrFIhOPx0vdWAgvadWx2K4qLuNBZFuEhQRERGZK5G1PLcjT8az3DlSYmEUEBWLpM86i/I99xIPDeIV26Y8p4DjvZT5rEuzKXUGz1nyaQoD/85tY7/kC+W/4zQ28PqHT6V40w38+ncuJcw0g29jwBgPaz2CIMA5SJJmiN1o1Gk0GuPbmeaYRnvkEbaPo6teYmuQp2QD1pV7SbkYABeFxO2WzH2PYsfboYscKfXhFBGRltScaW1xKrVuecY54qM8TY1EobWIiIgcP0wjZv2/f4e1//lDcA7nWca8hGpcZVl+OQuziyYD61vx+RIprKuS3fURNg1ec2QHSRIafX14nV2kzjzzgMA6cY7tlRp5z+OS7qICaxEREZEW4BnDucUsz27Ps7vaYCyO8bJZ0hvWY7NZ4oH+A1pPZoF3U+ZkF3O3yXBBx+W8c+GHOSP9G5wUnUb3ll0seOhxnv2Va6kM9U17PdUY8DyPMAzIZDLksjky6TS+H5CMz8N+MnOwLdDVKDNkI27LLGDYhpOPucCn3tVG6pEdmEpNRUlyxFRpLSIiLckY03z3Ezt4ivOS5dgwzaHWT52DOIlnbD0iIiIic8mr1Tnrm9+l+4HN7DpzLcQJI0mZlB+xIreUlJ+e3PZX+PwTEaErkdn1EVbbNK/seMPhDxLHNAb6CRcvITrpJIzvTXm44RzbK3VWpUOe3Z4n7almQURERKRVGGM4PZcmaw0/GxihnjjaUinSZ5xB5f77ifv68drbwe57D5cCrqTMEIYiDoIeXtv1+wDsebWj5hsW/PgnvOAr3+G63/1NvLZOPHvwCNBYg2d9PN/HuYh6vU6tViVuODzrHVHltQHa4wojNuDW7ALOLPfS3Sg3H/Qs9Z42TCPGuCqmUsOlwkPuT0R/axERkZZksVijsHo+aM60PrpbJlVpLSIiIscDBzzzX75B9wOb2fa0DWx87csYScZoj9pYVVg1JbAGWOzq5Bu7ye78IKd6Rd7QfSUpm55+5xPHaNRpDPQTrVxJdMopBwTW1SRhe6XGGbk0z+soKLAWERERaVErMiku6W4jdrC3VseGIenTT8dfuIC4v3983Mw+IdA9fg3uISz/QESd5nvQTz5nB996Xorczl288J++g+nbS6VRPaJ1GANhGJDNZImi1L7K6yPsgJlP6qTjBhvTPWwNcvuuEhoDvoUkIf/r+7CjpSPan5y49DcXERFpSc2Z1vaAdjjSYsZvLDiqNu5GobWIiIjMfw3nGE5n6Xx8G48/++nccemLKCdVFmcXsyS/eEqly8B4J6Gtoz8j3PnHnBEu5vXdf0Roo0Mew9WqJENDpE45hXDVKswTKmDG4pjd1QbPasvxzLYs/pOYTSgiIiIix153GHBxd5G09dhRqYHnkTr1VILly2j090Fj+mtmvybgVhPweVLUjOHZ+Rdx7Xnw1ZdEpHp7WbunjjWGsdroEV9eNdbsF15HxPGRh9cpF9PWqHJfqpMHw3biyc6ZBjwPU6+Tv+Ve/P6hI/yTkROR2oOLiEhLarYHNzgNPWl5hqO8t8BB3dVnajkiIiIic6IBJNbjgec9i00veDqeNazKryQT5Ca3ccB/EvIzAt5LmafnLgDg6bkL8Iw3/Y7HJeUyrlwitW4dQU/PAY8P1huUkoQXd+ZZkUlNswcRERERaUXFwOel3QV+0T/CtkqdJamAaM0aTBBS3fwwXqGICae21r6MKs7B9SbgMy7NFen1vL77Hfzb077IPSvTPP+0HlaFq9g5tpOh6iDZIIs9zPvNCc3wOiTwA+qNOrVajXj84p9nPTBM2yEzIKGzUeHxqEDF+qyt9k0+Fhdz2FKF3K82MbZ+DfXF3UfxJybHK1Vai4hIy7LGYJRZt7bx96fJUcwdN8ZQjxVai4iIyPyWMoZiaYTbzj+bTJhlddvqAwLrbxLyAxOSSwbpcDGe8Tgv/4LDB9Zjo1Crkd6wYdrAek+tTuzg4q42BdYiIiIi81DW83hhZ4GTshHbKnViIFqxnNTatSQjI7ja1FbfFricKi9yNTYbj0+RZkHqNN7Y/U52dfn8y97Ps334fp75lf9gzd4aY/WxJ93pcCK8zmZzZDIZoigFBuI4pt5oUG/EJMnUkiMPR1ejzN4gze3pHvZvcJ5kUsSFNNk7HiLavO2A9uciCq1FRKRledaq0noeMC7haE6TNZZKozJzCxIRERGZI56DBZkFLMsvx7fB5M8T4F+J+KkJyVYfxe34E3ZW7juifSbDzRaK6bM24Le3T3nMOcf2ap2c53Fxd5GeKJhuFyIiIiIyD4TW8pz2POvzabZXatSShHDRIlLrTicZHSUpl6dsb4BXUuMSV2OL8fg1AcujNbyp5z0sj9awoteQ2fww6//uK5y+q0a1UaV6hHOupxzHgOd5hGFAJpMhl82RSWeIwuZ7z0ajQb3RII5jEucwQGejQsX6lK2/X6twcFFIo7NA5oHHSW96DBrxUfyJyfFGobWIiLQsY4+sZY3MJQPOkRxFaO0Zj1pcm7kliYiIiMwR3/p0Z7qwZt/llgT4JyJuMAHZygOk9/wlL8q/mJNSpx96Z86RDA5gUinSGzbg5fNTHk6cY1u1xuLQ5yVdRYqBJsCJiIiIzHeeMZxbzHJeW45d1TqlOCHo6SG9fj1UK9MG1y+jxntcmefR7GS4OFzGm3reDSedwbYr30NiDaf+3ZfZsHUMgFK9dFQFKMYaPN8jjCIy2Qy5bJZUKoX1vMkq7DiOyTeqGKBsfXb42X078D3q3W2ktuwme9dDmKquC0qTQmsREWlZnrW4oxqWLMdCc6b1Uz9PnvWoJk/+Lk8RERGRVjPdwBQDBEmZXPku0nv+mouLl/L84sWYaeYATkoS4oF+bKFI+swz8TKZKQ/XE8fWSo2TM2le0Fkk4+nyjoiIiMjxwhjDGfkML+go0F9vMNyI8Ts6SK3fALVac3TME5w6Xs8cA18jYvf4O9PbFo3ygcsaVCOPVV/+R856uI+0n2GkPjpj112NtQRBQDqdJpfNkU6n8TyPOE4wzmFdwl1RJw/5hX3twq2l3l0k2DtI7rb7sWPlQx1CThD6W42IiLQsa+xRTEqWY8OAO8rQ2nhUY4XWIiIicnyp0bxo6FzC4O6/JL33Kl7R/lqelX/hoZ+YJMT9ffg9PaTOWIeNoikPV+KEHdUav1HI8pz2HIHVO2YRERGR49HqbIqLuouUk4T+egO/rUj6rA0AJCPD0z5nM5br8fkkabZjWRquZGTpQv6/1zUYy4d0/+QnLM8upiPVzmh9hDiZ2fbcxhp83yeVTpPL5TDGYDG0xxUeDgvc4RUZqzWoVWvU6g0qxSyMlsndfA9e//SvSU4c6h0lIiIty7ceidNck5ZmwLij6iik0FpERESOO2Xg86RpI+HNpsrLOy5nOB7kzMzTDv3ERoPG4ADhsuVEq1dhvKnjckYbMf2NmPPb85ySTR26WltERERE5r1FUchFXW38pG+I3dU6C/J50uvXU77nXpKhQWyxbcr2p5DwB1T4MimuIs07/Q7e0vNe/tl8lv9z+RbOaj+J53oBi3OLSXkRO8Z2kfIjAhvM+NqNaVaNY6CQSZN3sDfVw4P5ImeWe4kaNeK4QaOYw4yOkrrxTkbWraK2qGtKgYy1++pvnXOHLJ4xxhz0Y//HpTUptBYRkZZlNdO69Y2/xzvamdaVRmVm1iMiIiIyx8YwXE2ax43HefEQxoasiE467PNcrUY8PES0Zg3hsuWYJ1RQ99cbVBPHS7uKLEuFs7V8EREREWkxXaHPxd1t/LRvmO3VOoszGdIb1lO5+x7iwQG8tvYp259DTEiFq0nxKdJc4cGbet7Nv5rP87+1XzA8aLn8weV07tlD9JLns2V0G3HSIOWnZ/V1GAM91BjwI27PLeLs2gDtrjmHm2IBKlXyj+2hms5QW7WEBEiShDiOx59vJgPs6cJn5xxJkkw+Z/+vJ8LuQwXenufh+/6UkFyOLYXWIiLSsjzrgWZazwNHV2ptjaWe1ElcgjV6UygiIiLz195iG5/18+w0Hvmh/6Rv7DqShR/GM4e+GdNVqyRjo6TWriVctGjqY86xu1YnbT0u6S7SFepSjoiIiMiJJu97vLiryC/6h9laqbM0FZFefyaVe+8jHuhvBtf7hbhnEHMFFb5Ain8lxYdswhu638nXeq9msbeEtl/8nPSjm/HKJfxXXMqWse2U6iUyfobZntfYntQYNT63RJ2srw2yOKk0155Oge+TuX8LYS2mfsZJ4M9MUdP+gXWSJFN+5pyj0WhQrVapVqskSYIxBt/z8XxPldnHkP6mIyIiLctaizuqxtNyLBgmZlo/tTdwnvVouAZxEmM9hdYiIiIyP21r7+R33/F/moH1wNdpG/0Jr+p+x2ED66RcxlUqpNatI+junvqYc2yr1FmUCrigPU9uhi7aiYiIiMj8k/EsL+gscNPgKA+OVViSCkmdsY7K/fcT948H1/tVCZ9KzLspk8FhgdBG/F73FVhj2Xrl01j8hb+l/bqfYitlvN+5nG2lXYzUR8kFOWY7p825Br6z3B52MNYYZk1jFAsQ+MQ9HfiPbseUq9TOPg1moMvQ/pXZ01VSR1FENpslSRLq9Tq1Wo1yuUylUpl8jud5eJ5C7Nmk0FpERFqWZz2OblqyHAuGoztL1jRvTqgndQJv5ufniIiIiBwLNd9nIJcm1//PdJRu5g0972FxuOyQz0nGRqERk96wHr+tbcpj9cSxo1rjlGyK89pyhGpTKCIiInLCC63lOe150tZy50iJRVFA+vTTKT/wAI09e/DbO6YE16tIJr++H49R4/M0GlRC+MirE978rTyn3XwTtlrF+703scP2MlDtJ+tnZ310Y4oEP6nygF9gDJ/TG0OEOPAs8YJO7N4BohvvpHbu6bh8dlbXMsFaSxRFRFFEPp+n0WhQr9epVqvUqrXJEBumbyc+UbmdxAmJSyZblk/se2J7Bd/TU2gtIiItq9kefK5XIUfiaLu4O+eIXTwzixERERGZA32p3YR9f0LBS/GmnvfRHSw85PbJ8DB4lvRZG/Dy+SmPleOEvbUGv1HIclYhg9VFLREREREZ5xnDucUsKWv51dAo3WFA+tTTqHo+9Z078J4QXAPEwL8TsQdDDXimCenKruAvfmsLf/K9PGdvvJ3ss89nyelrCb2A3aXdpP0Mvp3dGNHH0ZNU2OGnGbU+Z9UHybkGGEPS3Y4dHCH65R3Uzl1H0tU2q2uZdn2+j+/7pNPNed9xHNNoNA5oJ76/iXA69EKCIJiszp7YvlarTdnuSEPs/VucO+dwicNx+Fnd84lCaxERaVme5ymzngcMjqONmw2GRtKYkfWIiIiIzIVztsFrbxym+xV/etjAOh4cwKYzpNadjpfJTHlsuBEz3Ii5oCPPydnUbC5ZREREROYpYwzrCxnSnuX6gRGKvkfulJPB96ht2YLf1g7+vgjQA66gzN+S5qsmRRXDpe2XE5qIv/7NH/PccxbxrFNXkMXSnVlA6EVsG9lG6IWE3tG35z7kawG6kypDJuCmqJOzaoN0J1UAkrY8ZrREdMMd1M4+lXj5olldy+FMtAjfv514HMckSYK1dvJjuhA6nU43C3fieLJ6e/8Qe4Ix5qAh9ERV98RxPNsMxLNk8f35H/nO/1cgIiLHLYvFKLaeF472Zj5jFFqLiIjI/OY5uOKHVf7nVZ0H38g54oEBvGKR1OlrsVE05eG9tToGw0XdRRZFs3txUERERETmv5OzKTKe5Sd9w9SdoX31GoznUX300eb4GX/fKL5uHO+nzN+6NF83EVXgwrZXEtkUP7PfY9Oeq/j93B+y+trv4/32qwmKK9k6spVyo0zaT8/6aym6OiU8fh12cFp9iJVxCQu4XIbY9wlv3US9VKVx8nLwWmN0zkR4fKSMMVOqtydC7EajMfn4ROA93WdjzLTHq43V8LzZbed+LLTGWRUREZmGNfaow1CZfWaGzpFCaxERETmuJQmNvj68rk5SZ6ybElg759heqZOxHhcrsBYRERGRJ2FJKuSi7iIAe+oNwpUriU4+mXhwEPeEKt52HO+jzBIX8x0T8aDxeUHxN7mw+EoC49N5130Ub7mJZVd9nMJYnZWFVQQ2YKQ2ekxaUGdcTFtS476gjXv8InXGK5ZTIXF3O8F9mwnueABq9Vlfy7EwEWKnUilSqRRRFBGGIWHYbC0eBMFkyO153pMKyOej4/vViYjIvOZZC2h+X6szQHyUb1odTqG1iIiIHL/imEZ/P+HixaRPW4sN9lW8xM6xtVJnaSrgpd1F2gI1xRMRERGRJ6c7DLi4u42C77Gj1iBcupRo7VqSkRFcrTpl2wKO91Lmd1yFU8aH/j278CL+YMGfUH72C9j9qtcS7d7Fsk9+jNzAMKsKK+lItTNaHzkm1+8CHN1Jha1+hl+HnYyZ8Qpi3yNe0IW/dRfhLXdjxsqzvhY5thRai4hIy/KNhyOZ62XIkTjKGy2dc9Td8XGHpIiIiMj+XKNOY6CfaOVKolNOwfj72vbVkoRtlRqn51I8r6NApkXaHIqIiIjI/FPwPV7cVWRR6LO1UsdfuJDUGetIRkdJylMD3ixwAQ0MUAd+SoA1zZsnf/aMHP94SZagv5/lV32c1K7dLM4tZmluGdVGlUqjMuuvxQI9SZVR63NT2EWfHe9EZA3xgk7s8BjRDXdgB4ZnfS1y7OhvQyIi0rKsnf9zOE4EBnfUk8eNMdRjhdYiIiJyfHG1KsnwMKlTTyVctRJj93URGotjdtUanNeW47y2HIFVhyEREREROToZz/KCzgInZyO2VWqYzi7S6zdArUoyNjbtc35CwDdMxD8SEQMpm+Z/18d87hURdnSE7m9/CzC0pdpZ3bYaz3qM1kaPyVjH9qSGT8Kvwk62eunJa5BJRxHnIPzlRrwde2d/IXJMKLQWEZGW5VuPoy7hlVnnDEddD+8Zj1pcO/yGIiIiIvNEUi6TjI2ROv10wiVLMGZfKD1QbzDcSHhxR54z8pkpj4mIiIiIHI3QWp7Tnmd9PsP2ao24rUh6wwZIEpKRAyuTX0ids12DW03A1aQ4Kb2B13e/nZvXWv7qtSE3X3bB5LYpP82qwiraojZG68PESTzrryfrYgpJnTuDdu7380wc0RWyuGyG8JZ78B/aAok6ds53Cq1FRKRlWWtwmmnd8ozjqO8t8Ix3TFoLiYiIiBwLycgI1GukN2wg6OmZ8tiuarO7zMXdRVZkUnOxPBERERE5znnGcG4xy3ltOXZX69SyOdJnbQA/IB4anLJtAPw+FZ7h6txlfL5AimWptbyh+53cv9LnH0tf5oHy3RRu/CXZe+7Gsz5L8ktYkl1KuVGm0qhOu4aZFJLQlVTY7OfZGLZTHY83XToi7iwS3P0wwV0PQWP2Q3SZPQqtRUSkZRljMaq0ngccyVH2A/KsRzWZ/Te4IiIiIrMtHhoGz5I+6yz8trbJnyfOsa1SoyPwubi7je4wmLtFioiIiMhxzxjDGfkMz+8o0FdvUIpSpDesx2ayxAP97N/f2wPeQJXnujqbjM/XiFgRreHNPe8hsmkapSG6v3stS770efK3/RowtKc7WN22GmsMY7XRWW+Y6QE9SYW9NuKWqJOR8RncBD5xTwf+o9sJf30vlHWNcb5SaC0iIi3Lsx5Gv6panh1/Q3o0ubVnPKqx3lCKiIjI/OcVCqTPOgsvl5v8WcM5tlXqrExHvKizQN735nCFIiIiInIiWZNN8dKuImNxwrDnkz7zDLxiWzO43q+ltgUup8qlrsrLaI7xWxwu592L/oJ1nc9h67vfTyOfY9E//j3FG64HIO1nWFVcRS7MM1IfxrnZbdFtgK6kRg3LzVEXe23UfMCzxAs6sXsHiG68EzM8OqvrkNmhJEBERFqWNYbEqNK65Y13cD+aM2WN1UxrERERmfdMEJJadzpeal/b71qSsL1S48x8mgs68qQ8XYoRERERkWNrSSrkou4isYM+DKkz1uF1d9Po75sSXBvgYup0jV/pewCPqs0AMLSgyP/7vRyj7RkW/ttXaf/J/wLg24Cl+WV0p7sZrY8SJ41Zfz1FVyd0Mb8OO3jMyzRXawxJdzumVie6/g7s3oFZX4fMLP1NSUREWpa1niZazwMGZmSmtUJrERERmfd8DxuGk9+W4oRdtTrnteV4ejGLZ/TuVkRERETmRncYcHF3kZS17G4kpE87jXDJ0mZwHR84C3oAw+dI8QnS9GOouzq72wzvv7xCf0+e7mu/SbhzB9AsSFmQXcjS3DLKjQrVYzDnOuNi2pIa94Rt3OcXaIxfSU7a8rgoILrxTrzHdhxde0g5phRai4hIy/KMnfVZKDIDXPO939GcKs941OM6Tm8iRURE5Dgx3IgZqDd4QXuBM/IZjAJrEREREZljbYHPhV1FOsOAbfWY8KSTiFaubLYKb0ytkG7H8Wqq7DWWT5Cm7LXzlp73EHUs449/p8T3Lj+b6sJF+z3D0JZqZ3XbagBK9dKsv54AR3dc4VE/yx1hG9Xx2NNl08TFPOHt9+Pf9yjEs9u2XGaGQmsREWlZnjE4XdtrecY4wB1daG09Gq5Bw81++yARERGRGfXnfw4f/eiUHy382F9zyt/8NRd2F1mdTU3/PBERERGROZD1PV7UWWBFKmR7vYG/ciXhmpNoDA7galM7IZ5Pgze6CgMYPkmaIa+NN/e8h7a2NXx1+V3898A1mJFhOr/3n5NtxtN+hku++3MuuPZHJPvNuH76N77DM665dsZfjwV6kip7bcQtUScjxm8+EAXE3e0EDzxGePsmqNVn/NgysxRai4hI6zJW7cHnCXeUZ8oaS+ISGsdg5o2IiIjIjPI8+NCHYO9eABZ9/GOs/8Rfc1I+y6IoPMyTRURERESOvZRnuaCjwCmZFNuqdeyyZaTWriUZGcFVp7b2fiYN/oAKYxiuIk3dZnlD95Wsjk5lR30L7T/6Hl3f+y8W/ePfT1ZrWz/kWddcS3Z4jMTFPO3r13Lev/8Hzs5OLGmArqRGFcvNYSd9dvx9uO8RL+jE276H8KY7MaOzX/0tT50/1wsQERE5GN/z1B18HjDjJ2kmzpVCaxEREZl3PvjB5ucPfYhiby9P++THqP35n5P58Ifndl0iIiIiIocQWMOz23NkPcttw2Ms6FlAyvep3HsvJkmw6fTktucQE1JhK5YCDmyK13e/g4ar0f+KiGhwiMLtt2KrFXb8wdt44HffCMDar3yZ9PAw3dd8m1++9hXc9ppXzOpranN1SsbjV2EnZ9QHWRqXMdYQL+jEDgwT/XIjtaetI+lqm9V1yFOjSmsREWlZxpjmvOS5XogclksSjnYctcUqtBYREZH56YMfBGMwzuHCkFCBtYiIiIjMA9YYzi5kOL89z956g0p7B+kNG6BWJRkbm7LtGcRcRLPFdg3YZiLSNgu+z3+9Zi23nd1O7t57WPq5z2DLZR743TfiaFZBx4HPDa+6+JjMuc64mHxS586gnQf9PPH4z5P2As7ziG64A2/Lzllfhzx5Cq1FRKRlecZi1B+85c3YKTKqtBYREZF56qMfBeeawXWtdsCMaxERERGRVmWM4dRcmpd2FRmLE4Zz+WZwnSQkI8PTPudfiPgkae7CA2BHYzsff+kw1z+jnczDD9L13Ws59V++gqFZkOTVG1zyXzcSeREjtdGjLn45nIiErqTKw36eu4I26uNXMF0uQ1zIEd62Cf++RyBODrMnOZbUHlxERFqWNXay9bS0LveEz0dDobWIiIjMOx/9aHOmdXd38+Oyy5rfw77W4SIiIiIiLW5pKuTi7jZ+1jfM3ihN91kbKN9zL/HQIF6xbcq2L6HO/Xh8iRRvpsrL2n+HwIR89vk/ZldnF7+1e5C1X7uGSrGNWlsb25//Qs74ypexxnDdb7+E/ko/GT+LZ71Zez0eju6kwk4vTdn4nFUfIONiSIXEXe0EDzyGLZWprT8FwmDW1iFHTqG1iIi0LGstDibbyEhrO9rQ2jlHJa7MyFpEREREjpk4ho98BK65pvn9RFAdxwd/joiIiIhIC+oKfS7qLnJd/wg7nWPB+jOp3beJeKAfr62dibaYy0h4H2U+RZovE1EzcGHbKwltxDc3fJ8V391B/HuvY8H1NxE5Nznj2iYJi3OLibwUO8d2EXkRoTd7gbEBupMqAzbk5rCTs2sDtLs6+B5xTyfe9r2EY2XqT1uHy6YPuz+ZXQqtRUSkZXnWYnCaaT0PuBmYPR54AX3lPlYVV83ImkRERESOiT//8+bnidAaVGEtIiIiIvNWzvd4UWeBmwZH2VyqsvCMdTQeeIC4rx+vvR1sc/LwQhzvp8zfkuarJoUFXlh8GZFJcdXLv8NbWMeLb74VC4Q7d04G1wCd6S5SXsSW0a3EjQZpf3YD4/akxqjxuSXqZH1tkMVJBawh7unADgwTXb+R2rnrSDqLs7oOOTTNtBYRkZblGW+8PbjqrFuZAYw7+psL0n6aPaU9M7EkEREREREREREReYpSnuX8jjzr82l2JuCddhr+wgXE/X2Q7JsD3T0eXK9zDU6l2WnoOYUX886FH2b5sufSXq+TAMs+9XGiLY9POUY2zLO6sJrQBowegznXOdcgmzS4PezgIT/HxKtI2gs4a4luuANv2+7ZXYQckkJrERFpWdZYDDMzK1lmkRm/reAoT1TKSzFSG6EaV2diVSIiIiIiIiIiIvIUecZwbjHLeW05dscOd9LJBCtWNIPrRn1yu3YcV1Khffzi4A4MHUEPALVUwjfPN5hqhWV/+0nSDz805RiRn2JFYSVtUZHR+jBJMrsjdlIkdCZVHvAL3O0XqY8XS7l8hjifJfzVvfj3PzYlmJdjR6G1iIi0LM9aFFnPA+Otwd1RVsR71iNxCSO1kZlZl4iIiIiIiIiIiDxlxhjOyGe4oKNAf5xQX76C8KSTiAcHcbUDC08exvL/yPANQhzw0EKP7zzT42OvCXAuZskXPosdG5vyHM/6LMkvYUFmIWONEvWkfsB+Z5KPozupsM3PcFvYQcl4zQdSIXFXG8F9jxBsfADqjVldhxxIobWIiLQsz/MBQ6LcuuXN5OxxhdYiIiIiIiIiIiKt4+Rsipd0FRlNHOVFi0mdfjrJ6ChJuTxlu6UkrCLhZybkX4k451HHx/+twr0rDB/5Hcvdr34RSTY7zREs3ZkelheWU4/rVBqVWX09FuhJqgzZgFvCTgZN0Hwg8IkXdOBv3U14y92Y0uyuQ6ZSaC0iIi3LWItVpfX8MEOnKfAC9pb2zszOREREREREREREZEYsTYVc1FWk4WCoo5P0+vVQrZKMjU5ukwKuHJ9xfYMJ+OM/fBdnPw5v6L6SRxf7fHzZj3mwfA/e8DC522894BiFsMiq4io86zF2DOZcdyQ1HHBz1MlWL928xGktcU87dnCE8IY7MIMqsDlWFFqLiEjLsnjjM60VXM8HM3GW0n6a3nLvDOxJREREREREREREZlJPFHBRd5HQWnqzedJnbQAgGRme3CYE3kaFs1yD/37m+bzz7X/Msugk3tTzbkITcsPIj1nwb19lyT9cTdvPfnLAMVJ+mpWFleSiPKP1YZyb3fnSedcglzS4M2jnPr9AAwPGkHS2QZIQXb8Ru6tvVtcgTQqtRUSkZRkD1im0nhfczJyltJ9muDZMNT5wJo6IiIiIiIiIiIjMrfbA58KuIm2Bz64wRerM9eAHxIODk9sEwB9Q4dIbr+PszQ9ggSXhCn6/5/38Ttdb2XPZ5VQXLGTBN6+h4wf/zRNLqn0bsDS3jO70AkbrYzSS2Z0vHZHQlVR4zM9x635zrl0hh8ukiG66C2/ztgPWKTNLobWIiLQsaz2McZppPR/M0DmyxuKc01xrERERERERERGRFpXzPV7cWWBxFLDD80mtPxMvlyPu75sMdj3gb/7+0/zh978NQBXIBQtJ2TSN9g6+/YfPom9xO93/9V26v/2tAwJhaywLsgtYll9GtVGl2pjdIhcP6E4qDNuAG8Muem0IgMukiDsKhHc9iH/vZohnt/L7RKbQWkREWpcxeHO9BjkCDnAzd6OhQaG1iIiIiIiIiIhIC0t7lud3Fjg5m2I7Fm/dOrzOThp9fZA0g10zvm0MfJEUnyLNKFB3da7nV7zvtcPsWtFJx4//h7brfjrtcYpRG6vaVgFQqpdmrHhmOgZoT2oEJNwSdvGIlyEBCAPi7naCB7cQbtwEtfrsLeIEptBaRERalzGY8anW0rrc+NvPmTpLgQ3YW9o7Q3sTERERERERERGR2RBay3Pb85xTyLIrcZhTTyNYvIhG/77gGpph5EnEbDEeV5GmZELe3PMeCvll/PGrBrn9OasYeuazDnqctJ9hddtq0n6GkfoIbpbbdGdcTHtS5b6gjbv8NmoY8DziBZ142/cS3nI3plSZ1TWciBRai4hI6zIG6wyJMYffVubQzL5JzPgZhdYiIiIiIiIiIiLzgDWGcwoZzm/P05s4GqvXEK5YMaVVuAF+kzq/7arsMB6fIE3NK/LmnnfTk1vNXz93K/9V+S6JS8htvB1Tqx1wHN8GLC8sozPdyWh9hDiJZ/V1BTi6kwo7/DS/CjsZNT5YQ9zTgR0aJbzxTszQ6Kyu4USj0FpERFqYwVpwqrRucc1q+Jk6Syk/xUh9hEpDdyuKiIiIiIiIiIi0OmMMp+bSvLSryJiDsWXLCU86qVltvV9V9Euo8zuuwl5j+QRpRmyON3S/k9XRqfx69Hoq9/6CJX//RZZ84TOYyoHXBq3xWJRdxOLsEsqNMrX4wHB7JlmgO6lSMR43hZ2Tc66TzjZoxES/3Ijd0z+raziRKLQWEZGWZQx4ziiyng+Smau3tsbinGO0rjsVRURERERERERE5oulqZCLu9uwxjCwYBEminBJgqtWJ7e5gAZvdBVCIAIim+L13e/gDd3vJHP6+Qxc8HyyDz7Ass9chR0bm+Yoho50JyuLK0lc3JxzPcuKrk44Puf6cS+DA1wxh4tCopvuwntsx5RwXp4ahdYiItK6jMEYZn1GiRwlAzPdItzhGK4Nz+g+RUREREREREREZHZ1hT4Xd7fRHvg0PA8bRSSlMZJyeXKbZ9LgA5Qojl9TjE3A6tSpYC2bX3kxN12wgvRjj7L8U3+DNzQ07XGyQY5VxdVEXsRIbWTWM+OMi2lLqtwdtnGfX6CBwWXTxMU84cb78R94fMocb3nyFFqLiEjrMma80lqhdctzMxtbh15Ib6l3BvcoIiIiIiIiIiIix0Le93hxZ4HAGBrWIzjzTKhWSfarnPbHP9+FxwfI8vB4ZHnr2I186lnb+d6Leoh2bGfZZ66CePr51aEXsbKwgo5UO6P14Vmfcx3i6IorPOpn2Ri2U8FCFBB3tRPct5lg4wNQb8zqGo5nCq1FRKR1GYNnwDkz1yuRQxmvtJ7JuxkzfoY9pT0zt0MRERERERERERE5ZlKeJetZImvYlcrirz8T4gbJ2NSRgBFQBz5Dmk14XFC4kPNyz+efz+3nm5d0sf3il4DnHfQ41voszi1mcXbxMZlz7QE9SZVeG3FL1MmQCcD3iBd04m/dTXjLPZjygfO45fAUWouISOsyBstMN56WmWcgmdmzlPJTjNRGqDT0Bk9ERERERERERGQ+MkDaszyzLceeKA1nnglAMrJvLOCpxLyLMj7weVLcYwIuans1zytczDfXD3LVkp8yEg/hDw4Qbdt6kCNZOtJdU+dcz+JFZQN0JVUaGG6OOtlpU2AtcU87dnCY8IY7McOjh92PTKXQWkREWpo1BodmgbS08UrrhJmriLem+RZltK43dyIiIiIiIiIiIvOVAdYXMlzQUWAwStNYdwb4AcnQ4OQ2q0l4D2VSwJdIcZsJeGHxZby0+Fvsqe/gJwPfZckXP8eyT/0Nqc0PH/RY2SDH6uJq0n6akfoobpYHXRdcg3TS4Pawg0e8LIkxJJ1tUG8QXb8Ru6d/Vo9/vFFoLSIircsYvBkMQmW2mFm5c9HhGK4NH35DERERERERERERaWknZ1O8tKtIJUpRWbcOk0oTDw5MPr6MhPdRIo9jaPya8HMKL+G1nX/ARR2vYe9vvQqTJCz77KfI3H/fQY8TeBHLC8vpSncwWh8hTmZ3xnSahPakyn1BkXv9InUMri2Pi0Kim+7Ce2wHMzpX8Tim0FpERFqWofmLaoY7T8tscG7Gc+vIi9hb2jvDexUREREREREREZG5sCQVclF3ERtFjJx6Gl4uRzzQPxnqLsLxYUq8kDoAMXBG5hwim6J02lp++JbnEXuWJV/4LLk7Nh70ONZ4LMwuYmluKeVGhWqjOquvK8DRnVTY4me5PWynjMVl08TFHOHG+/EfeBxidRM9HIXWIiLSuozBM5aZj0Nlphlmvtg67acVWouIiIiIiIiIiBxHusOAi7vbKGQz9J9yGratrRlcJ81QNzO+XQ34W9L8kACAwUYf/1L8OX/xOp9GKmLxP3yJzKaDV1yDoS3Vweq21RhjGK2NzmrBswW6kwoDNuSWqIshE0AUEne1E9y3meCOB6BWn70FHAcUWouISOsyBmvUPWU+cImb8dQ65acYqY1QaVRmdsciIiIiIiIiIiIyZwq+x0u6iizOpulbczKms5vGfsE1QBUoAd8xEd8hpOh38rquP+LRnpg/e51j51mnUl6z5rDHSvsZVhdX0Ra1MVofntV24QboTGokwE1RF7tsCnyPeEEX/tZdhLfcjRkrz9rx5zuF1iIi0rqMwepXVeszs1NpbU3z3I/URmZ4zyIiIiIiIiIiIjKXMp7lBZ0FTi5k6V21Crtw0ZSK6zzwXsqsdDE/NCHfIOSk9Om8ofud7Oq0vP/Cx3gwfhiA9OaHD3kszwYsyS9haW4plUaVSmN2g+O8a5BJ6twWdvCIlyWxhnhBJ3Z4jOiGO7ADw7N6/PlKSYCIiLQuY/CtxSWa99Hq3CzMtJ4wUldoLSIiIiIiIiIicrwJreU57Xk2tOXpXb4Sli6j0d8HjWY1dBZ4N2VOdjE/MyH/SsSy6CTe1PNuQhNyTd/fE918Hcs/+TG6vvMfh2nZua9duG8DRmqjuFls8ZkmoT2pcl9Q5F6/SB1D0lHEOQh/uRFvh8YiPpFCaxERaV3GYBw4zFyvRA5l/DzNhtALNddaRERERERERETkOOUZw9OLWZ7Znqd/yVLcqlU0hgZxjeb85xRwJWXWuQab8SgDS8IVvLnnvby6883U159LedVqOv/nh/Rc87UpLcank/LTrCqspDPdwWh9hHoye3OmAxzdSYUtfpbbwg5KxsMVsrhshvBX9+A/9Phh13si8ed6ASIiIgdjjMGzFmXW88Ns5NZpP82e0p5Z2LOIiIiIiIiIiIi0AmMM6wsZUp7hF8aQ83zM5oex+QImDAmBt1GhjCE7/pyeYDELgsUkwH1vfzNLrv48C6+/DlutsOt33wied9DjWeuzKLuIjJ9hx+gO6nGdjJ+ZlevQFuhOKgzYkJvDTs6qD9KRhtj3CO7ejBmrUD/jJPAPvt4ThSqtRUSkpXnGMXuNp2VmmMO03nnqUn6K0doo5VmeMyMiIiIiIiIiIiJz65Rsmpd0FaksWED11LXEoyO4ahWAACiMXye+HY/PkaI6/rzvlq7lfb+1h8fWLqL4q5tZ9M9fPoKjGYpRG6uLq0n7GUbqw8RJPCuvywAdSQ0D3BJ2stVL4wKfeEEH/qM7CH91N5Srh9vNcU+htYiItDSjX1XzxmzE1tY0z/9obXQW9i4iIiIiIiIiIiKtZHk64qKuNlxXF6W160jKJZLy1IKWB/G41/h8hjRl4OUdr6MjvZT/72V72HTOUoae9owjPl7kp1hRWM7i7GIqjTKVWSyeybkG+aTOnUE79/t5YmuJF3Rg+4aIbrgDM3xiXwNVEiAiIi3NMwac+oO3NAPgZqvYGoDh6vDs7VxERERERERERERaxoIo4KLuIumODobXroN6jWRkZPLx11LjRa7GZuPxKdLgFXhz93tYlF7Fh1+6i28su5/EJfj9/djS2GGPZ4ylI93F6rY1BDZkpDZMMktV1xEJXUmFR/w8G8N2KsYj6WqHeoPo+juwewdm5bjzgUJrERFpadYYErUHb3EG4xzJLJ2myIvorfTOzs5FRERERERERESk5XQEPhd2F+ns7KD/9DNxniUeGgSaNTSvpMYlrsYW43EVaepejjd2v4tV0SncMnodt/X9L8s+/UmW/e0n8IaPrCAm5adZWVzJgsxCSo0ylUZlVl6bR3POda+NuCXqZNj4uLY8LgqIbrwT7/Gds3LcVqfQWkREWpq1FqPMurUZwM3e5PGUn2JPac8s7V1ERERERERERERaUd73eHFngRUdRfpPWwfpDPFAPziHAV5Gjd92VXYYj/vxiGyK3+16BxcULuKsjuczdN6zSW3bxvKrPo7f339Ex7TGozvTw+q21fjWZ6Q2SuJmvuraAJ1JjQaWm6IudtoULpsmLuYIb9uEf/9jkCQzftxWptBaRERammeM6qznAeMcs/UWKuWnGKuPUZ7FeTIiIiIiIiIiIiLSetKe5XkdBU7vLNJ3ymkk7e3E/f2Tge5LqPMBV+IZNAAIbMiLipcS2JD+Cy/m9t96NuGe3Sy/6mMEe3Yf+XH9DKsKq+hOdzNWL1NpVGfl9RVcnUzS4Pawgwf8PHEUEne3E9y3mWDjA1BvzMpxW9G8C62vv/56Xv7yl9PT00MqleKkk07ife97H/1HeIfE/h5++GH+5m/+hksuuYSlS5cShiH5fJ5zzjmHD3/4w/T19c3CKxARkSfDmHn3q+rE5KB5f+PMs8bicIzURg6/sYiIiIiIiIiIiBxXAms4ry3H0zqLDK4+icaCBVOC66Xj5TQV4Iuk2D4efz5cuY+/Pu0WrnnFIvyBAZZf9XGCPUfe0dFajwXZBawursK3HiO1EeJZmHWdIqEzqfLQ+Jzrsh8QL+jE37qb8JZ7MOXZaVPeauZVEvDFL36R5z3vefznf/4nQRCwbt06duzYwVVXXcWGDRt4/PHHj3hfcRxz8skn8yd/8id8//vfp1arsX79erq6urjjjjv4yEc+whlnnMGdd945i69IREQOxzMGzOyEoTJzzCy2BwdwzjFSVWgtIiIiIiIiIiJyIrLGcHYhw/ldbYysXEVt2TLi/j5o7KtEfhyPe2jOuH4cy+roNJ6Zez7Xrt3LV169gLFlS2m0tz/pY2eCLKuKq1iQWUi5UabUKDHTF0M9HD1JhV6b4uaoiwEvIu5pxw4OE95wJ2Z4dGYP2ILmTWi9ceNGrrzySpIk4bOf/Szbtm3jtttuY9u2bbzwhS9k27ZtvPa1rz3i/TnnyOfzvO997+Puu+9mz5493HrrrTz66KPcfffdnHXWWezatYtXvOIVVConxh0MIiKtyBo7428AZIYZM6szrQFSXoreSu8sHkFERERERERERERamTGGU3NpXtrTTnXZckqr1hAPDuBqNQBOJeZtVKgBnyLNI8bn4rZXc0HhQn6wppcP/PYoI7Y5gjDo3fukjt2cdd3NmrY1pL0MI/UR4mRmW3c351w325DfHHWx1c8Qd7ZBvUF0/R3Y3sEZPV6rmTeh9Uc/+lHiOObyyy/niiuuwIxX3XV0dHDNNdeQz+e55ZZb+N73vndE+/M8j0cffZRPfOITnHHGGVMeW7duHd/+9rfxfZ/HHnuMH/3oRzP+ekRE5Mh4Rpn1fGBxJLN4otJBmj2lI2/dIyIiIiIiIiIiIsenZamQS3raCJYsYeTU04hHR3DjBahnEnMFFRzwGdLcb3xeVHw5Lyn+FrsbO/jK3s/Q9pP/YeVHPkT2riffbTnlp1lRWM6S7BKqcY1SvYSb4euiOdegkNS5K2jnPr9Ara2AC32iG+/A23bkc7nnm3kRWo+OjvKDH/wAgD/6oz864PGuri5e9apXAfD1r3/9iPZpjKGzs/Ogj69cuZK1a9cCcP/99z/ZJYuIyAyx1pvrJciRcLN7c0HkRYzWRyk3yrN4FBEREREREREREZkPusOAi7qLtC1cyOBpp5NUyiRjY0Cz4vpdlPGB7xKSAM8tvISXtV/Gi4svp3zKaSSpFEv+7gvkf33Lkz62MZb2dAdr2taQC3OM1odpzHDVdUhCV1LhMT/HbWEHY/k8cT5L+Kt78R/eyown5S1gXoTWGzdupFKpEIYhz3jGM6bd5oILLgDgpptumrHjVqvNEvxMJjNj+xQRkSfHMyq1bnnGNGdaz+J5sqb5lmWkprnWIiLHA3cc/uVaREREREREjq1i4POSriIrFvbQu3YdcRKTjAwDsJqE91Lm7VQmw9Cn5y7g1PSZVJct5953/SG1fJZFX/kyxV/+4ikdP/QiluWXsTS3jGqjSmWGC24s0JNUGLYBN4Vd9GfyxF1tBHc9iH/PZoiTGT3eXPPnegFH4sEHHwRgxYoVBEEw7TZr1qwB4JFHHqFerx90uyN12223TR73uc997lHtS0REnjprLM7M9SrksGa50nrCQGWAnkzPMTiSiIjMhHpcZ6w+RqlRYqw+xkBlgIHqALW4xguWv4BskJ3rJYqIiIiIiMg8lvEsz+8oUPA97vA8Cg89SDg0iFdsYyn7Qt1f41MDnk2D2MX8nf0mqdfDR7/exsKv/Qu2VmPgBS96CiswtKXaSfkpdozuYKQ2Si7ITo45ngntSY0x43FL2MkZxmNpjyF4aAu2WqW2/pQZO85cmxehdX9/P9CcX30wE48lScLw8PAhW38fTq1W421vexsAF110EWedddYht9+5cyc7d+484OebNm16ymsQEZEma+1x2erkuGLAkMx6aJ0Lcjw69CintJ8yo2/6RERkZjSSBsO1YQYrg+wa20VfpY+x+thkVbUxhsAGRF7ESG1kxluniYiIiIiIyInJt4anF7MUfY9feh6NzQ+TGejHa2sHY6gD/0nIXmOpuSrPN3BR2yv5Wnw1f3J5zP/v2gVUFy46qjWk/DQrCyvZU95Nb7mXlJ8msEdXYLu/rIsJnOPOoJ1hE3DqAo9o2x7CSh172sHz0/lkXoTWlfHh6WEYHnSbVCo1+XW5fHTl929/+9u59dZbaW9v5+qrrz7s9ldffTV/8Rd/cVTHFBGR6VnroXhyfjgWofXO0k4Gq4O0p9pn+WgiInI4jaTBUHWIwcogO0o72D26m1pSwxhD5EWkvBTd6W486x3wXI17EBERERERkZlkjOG0XJqc38NPfZ+hzQ9T6OvDb28nsJb3UuZvXZqvm4iqgwvT63hD15X8K1/gHb87xGVdcDLgDQ8T53Jgn/yEZWs9FmYXkwmybB/dTj2uk/EzzNQF7ok514/6Wcasz5kLDNnefgq/2oNbcyFEM3OcuTIvQuuJQLpWqx10m4lgGyCdTj/lY/3pn/4pX/7yl0mn03z7299m2bJlh33OW9/6Vi699NIDfr5p0yZe//rXP+W1iIgIWINmWrc4B5jEMdsTVIwxWCw7RncotBYROYYSl1BulCk3ypTqJYZrw/SX+9lT2kM9qQOQ8lMUogKhd/AbjUVERERERERm29JUyG8u7uJnvkfv5kfo3LUDv6OTdmt5H2U+7VJ8x0RUnOHlqZN5Y/e7+Grv5/i33i/y1uj3efZnrqF0yqnset3vgXfgTdhHohAWSRVT7BjdyUh9mKyfxU5zQ/dT4QE9SZV+G3Jz1M3Z3T7B1odxlQoUZuQQc2ZehNbt7c0L0319fQfdZqKFuLWWQuGpnZUPf/jDfOxjHyOKIq699louuOCCI3reokWLWLTo6NoGiIjI9Iz1MEqtW5xptnA/BqepEBZ4ZOgR1nauxZonf7ejiIgc3lB1iL2lvZPzp4drw9Tj+uTj1lgiP6IYFQm8mWt1JiIiIiIiIjITOgKfCxd2cH3g84gf0LXtccK2Ngp+wHsp81mX5ocmZINrsCpayVu638P1I/9DT+5kqosXU7z5Rmy1ws43/j4ueGp/7w29iOWF5fSV97K7tJfIC2fsRm8DdCY1RozPzVEnJ0W7Z2S/c21ehNannnoqAFu2bKFerxNM8w/I5s2bAVi9evW0jx/OX/7lX/KRj3yEIAj45je/yYUXXnh0ixYRkRnhGYujmYlqjHGLMmAcJMegkXsmyLBjdAf9lX660l2zfjwRkRNFPamzp7SHhwYeYufoThyO0AuJvIhCWCCwAUa/iEVERERERGSeyHoeL+xqo+CfzEbfp/OxR4gKBbJhyLspc5/zWDXeO3JBuIRXdb4JgO1vfTvFf/wMCzfejq18ju1/+HZc9NT6bltj6c4sIBNk2TayjVK9RNrPzNh17rxrUHWWe3OLeF6cMN97U86LEqWzzz6bKIqo1WrcfPPN027z85//HIDzzjvvSe//Yx/7GB/84AfxfZ9///d/52Uve9lRrVdERGaOtRajqdYtrllpfazq4T3jsWNkxzE6mojI8W2oOsS9vffy35v/m+u2XsdAZYAF2QUszi2mK91FPswTeqECaxEREREREZl3Ams4rz3Hc087iYFTTqU0OkpSLpMCziEGoAz8F+H4d/Cr8o286yUPcv+5q8huuo+ln/tbbLl8VOvIBjnWtK0hG2QZrQ8TJ/Hhn3SEIhIcjvg4aFY6L0LrXC43Wfn8pS996YDHe3t7+da3vgXAa17zmie176uuuoo//dM/xfM8/uVf/oVXvvKVR79gERGZMcbY8cj6OPite7war7R2x+gUFaICm4c200gax+aAIiLHmWpcZfvodn6+7ed8/5Hvc1fvXaT8FEtyS2hPtWv8goiIiIiIiBw3jDGsL2R40cmrKK89ndFanWRsdPLxHxPyPRPyd6SoA2vTG+iJlvKhF27hjuesJkmlSJ5ii/D9+TZgWX4ZCzKLKDVK1OLqUe/zeDNvrkZ86EMfwlrL1772NT73uc/hxq+M9/f3c9lllzEyMsK5557LJZdcMuV5l112GStXruT973//Afv8/Oc/z/ve9z6stfzTP/0Tl1122TF5LSIicuSsNeDAjbdqkRblkmN2htJ+mnKjTF+57xgdUURk/nLOMVobZcfoDu7aexc/euxHfOeh73Dd1uvoK/exILuARdlFpP30XC9VZP67997mh4iIiIiINLXQe+STsykuWrOc5PTTGTSWZGQYgIup8QxX507j8wVShF6RN3e/h6XRKv7fcx7nH167gMSz4By2VDqqNRhj6c50s6q4CudgrDZ6zAqB5oN5MdMa4JxzzuHTn/4073znO7nyyiv5q7/6KxYuXMimTZsol8ssXryYr3/96we0rdu1axePP/44vb29U36+Y8cOrrzySqBZyX311Vdz9dVXT3vsiy++mP/7f//v7LwwERE5JM96YEzzl7c6k7Ysw7FrDw7gW59tI9tYkF1wDI8qItK66kmdelynntSpxTVKjRK7x3azu7Sb0dooDodnPDJBhq50V/P3q4iIiIiIiMgJZEkq5JJVS/ix79H70EN0Dg7gFdt4g6kSOrjeBHzWpXmHB2/sfhf/2vsFbiz/nHgQ3nBTlsJNN7LtXe+l3tV9VOvIBjlWt61mx9gOhqvDZPyM/p7OPAqtAa644grWr1/PJz7xCW688Ubuueceli5dyqWXXsoHPvABOjs7j3hftVptslp7eHiYG2644aDbnnTSSUe9dhEReWqMMfOnLcgJ7Fi2Bwdoi9p4dPhR1nevJ/COvj2PiMh8UaqX2DW2i73lvZTqJcpxmUq9Qj2pE7sYYwxm/FaiwAZkgywLsws1k1pEREREREQE6A4DLlmxmJ+EAbvuf4jugX78tnYut1Ui5/ixCfmWi/hdC7/bdQXf6v8n1qY3UG/vJ+jvY/knP8bWK99DbfGSo1qHbwOW55fR5/exa2w3vvVIeekTunBrXoXWAOeffz7nn3/+EW9/3XXXTfvzlStXTobWIiLSwozRTOt5IjmGv1dDL6QaV9lb3svi3OJjdlwRkblQi2vsLu3m0aFH2TG6g8QlpLwUvvXxrU82zOIbX3dli4iIiIiIiByBgu/x0sU9/MIP2PzAQ/Ts3UXQ3sErbY0u53gadQBCG3J511sBGD4PRv06a756Dcs/9Tdse8e7qKxcdZQrsXSmu8kEWXaO7mSkPlF1Pe/i2xlxYr5qERGZN6wxGKwi61Y2fmPBsT5HkRexZXiLQmsROS7FSUxvuZetI1t5bPgxanGNlJ+iO92tcFpERERERETkKGU8ywsWtJP2T+PuB306t28l3dbO8/ZLTm/DYxUJHTjG4hG+tOR/ecZlS3jTN3ay9DNXsf1tV1A+5dSjXkvaz7CquIqBygC7S7shrpH2M5xoTdMUWouISEszxmAMx3hisjxZxjniY3yKilGRLSNbODs+m8iLju3BRURmQS2u0V/pZ8/YHh4dfpTR+iiBDWiL2gi9cK6XJyIiIiIiInJcCa3luV1FcsFp3OL7NLY8Ri5fwIQhvRi+TIo2HO+mTJfNcmp6PT9afh2l1y3gbf8xPKNrMcbSke4kF+bYU9rNYHWIyEsRnkCjERVai4hISzPWMjd1vHLEDDRvKzi25yiwAY2kwZ7SHpbllx3TY4uIzITEJQxXh+kr97F1dCu7S7uJkxjf+OSjPEuio5uPJSIiIiIiIiKHZo3hN9pyFM84jZ+GIfXNm2nPJHSlUvweVf6ZiE+Q5t2mwiVtryEyEb/gRzx6xSJet3gROcDUqrhwZopqQi9iaX4ZxaiNnaM7Ga2Nkg0yGGNnZP+tTKG1iIi0tGZ7cINzyVwvRQ7KYJzDuWPfryblp3h06FGF1iIyLyQuYbQ+ynB1mD2lPWwd2cpYfQyDIR2k6Ux14p+gc6tERERERERE5tJJ2RS500/mf8KQvQ89SFcc88xslhDHl0nxSdK805R5cdsrCG2KHw99l3/Y80n+yHsjaz/zJfou+k2Gnv3cGVqNIR8WyLSl6S33srfcR+QFhMd5t0ldERERkZamSut5woGbg1NUDIvsGN1BqV4iE2SO/QJERA6hVC8xXBtmqDrE7rHd9JZ7qcQVoNktIhfmKIQFzIk2pEpERERERESkBS2MAl5+ykp+EgXs2PQgC0eGOSdfIKDC35Hi06T5KGNcULiQlEnxUOU+UqRxxrLw376KrVQYeOGLZ2w9ng1YkF1ELsyzbWR78xqonxnvfHn8UWgtIiKtzRiMQ5l1S2ueIzcHqbVnPRKXsLu0m1XFVcf8+CIiExKXMFIbYbA6yK6xXewp7WG0PgqAwZDyU2TDLB1exxyvVOTYuP766/nEJz7BTTfdxPDwMEuXLuXlL385f/Znf0ZHh/49EBERERGR1lQMfC5atYzrg4D777ufhYODnNnWxhVU6MWQHd/uGfnncW7ufJyxbHnvH7Pks1fR8x/fwFbK9F38MpjBG9SzQY7VbavYMbqDkdow2SCLNd6M7b9VKLQWEZGW5gEYg5qDt7DJmdZzIxtkeWTwEYXWInJMNZLGZBX1ztGd7BrbRSWpgIPQC8n4GRZkFmBPgJlTIk/0xS9+kSuuuIIkSVi8eDHr1q1j06ZNXHXVVXzjG9/gl7/8JStWrJjrZYqIiIiIiEwr7VlesGwRhSjg13ffT0f/AKe2FTnVNv+OPwZswWPteC79Y3sTd/9Oib/61iK6vvdf2HKZva98zYwG14ENWZZfTm95L3tKe0j5KQIbzNj+W4GuoIiISGuzZrxtqkqtW5Zp5tZzUWkNkA/z7CntYaQ2MifHF5ETR5zE7BzdyQ3bb+A7D32HHz76Q27ecTO7SrvIBlkWZxezOLeYrnQXmSCjwFpOSBs3buTKK68kSRI++9nPsm3bNm677Ta2bdvGC1/4QrZt28ZrX/vauV6miIiIiIjIIfnW8IwFXbzoN9Yz1NnJ4OAgJM3Sqq+Q4rOkuHW8NnhJuIKBdIP3vWaY/jVLCfr6JredSdZYejILWFFYQT2pU6qXZvwYc0lXUUREpKVZYzTTeh5wzM1Ma2AyFNo1tmtuFiAix73R2ij3993Pfz/y3/x060/ZNbaLQlRgcW4xi3KL6Eh1EPnRXC9TpCV89KMfJY5jLr/8cq644orJme0dHR1cc8015PN5brnlFr73ve/N8UpFREREREQOzRjD2o4iL3vaBuIFi9gzOAhxzG9TJY/jy0TciM8p6TP4va4rKEfwvt/u5Zevew54XvOCadyY8XXlwwKri2tIeREjtdHj5sq5QmsREWlpZjyQPF5+8R6vLHN7jnJhjs2Dm+es2ltEjj9xErNrbBc3bL+B/37kv9m4dyOBDViSW0JnupPQC+d6iSItZ3R0lB/84AcA/NEf/dEBj3d1dfGqV70KgK9//evHdG0iIiIiIiJP1bJ8llc8fQO5ZcvYMTzCwkaN91OmA8dXTYqfEbAqdQpv6n43SRjy1YG/577SHXR991qWfOnzmFp1xtcUeRErCivpSnfgHSed3o6PVyEiIsctYw3WmTmcmCxHZm7PUDbI0l/pZ6g6NIerEJH5qp7UGa2N0lvuZfvodh7of4DvP/p9frrlp+wc20l3uptF2UVkgsxcL1WkpW3cuJFKpUIYhjzjGc+YdpsLLrgAgJtuuulYLk1EREREROSodEYhL/+NM1m6cjlbR0q016q8nzILXMLXTcTN+CyNVvLm7vdS8IpkyOCNjJC79x6Wfu4z2HJ5xtdkrcfC7CK6M91kg+yM7/9Y8+d6ASIiIodirG22lVRm3dKMA1yz4814F9BjyprmPyfbR7fTlmo79gsQkZaWuIRKo0KpUaJcLzPWGGO4OsxIfYTR2iiVRoWEpPm7xoDBkA/zLM4tnuuli8wrDz74IAArVqwgCIJpt1mzZg0AjzzyCPV6/aDbiYiIiIiItJqs73PR2WdyfSrFnQ9uZkmS8L4U/IcLWU+zDfjCcAnvXPTn+MZn9+tOoh75dF/3c5Z++pNsu+LdJLncDK/KEHmpyRGK85lCaxERaWnG2PGZ1tLqnHMTec+caIvaeGDgAU5pP4XA0wVwkRPNlGC6UaZULzFYHWSwOshIdYR6UgeafSGssQQ2IPACQi8kF+TwrDfHr0Bk/uvv7wea86sPZuKxJEkYHh6ms7PzgG127tzJzp07D/j5pk2bZmilIiIiIiIiT01gDc87/WSKqZAb7tlEZ5zwpuy+iquHsaw2zfh1IOnnb559D2/3Tuecn9zH8k99nK1Xvpe4rW2OVt/aFFqLiEhLs9Y05yW7ZK6XIofQCrcVpP00/ZV+to1uY1Vx1VwvR0RmST2pM1IboVQvTQbTQ9UhhmpDk8E0NKulQxsSeiHFqIhv/WbnDhGZNZVKBYAwPPjM91QqNfl1+SDt8a6++mr+4i/+YmYXJyIiIiIiMkOsMfzGmpXkw4Af33EvtdEx2nNZ7sHj86R4Fg1eRxXfBKS8LH/99Ad5Z3Q6z/rxZoKBfoXWB6HQWkREWpoxBoxRd/B5wAEJMJeNaAphgU19m1hRWHFctMQRkaZSvURfuY9to9vYPrJ9Mpw2mMlq6UJYILCBgmmROTQRSNdqtYNuMxFsA6TT6Wm3eetb38qll156wM83bdrE61//+qNcpYiIiIiIyMw4ZdkSclHE9399B7uHRzilkOd0Ym4wAVUHb/KKvKX7vXy197N8ZsOD3Hfmszh/+apmAVCSgNX1y/0ptBYRkZZmjMEofGx5BtcSc8fzYZ7tI9vZPbabRblFc70cEXmKEpcwUBmgt9zL48OP01fpwzlH5EUUogKhd/AqThGZO+3t7QD09fUddJuJFuLWWgqFwrTbLFq0iEWL9HtcRERERERa3+KeLn7r2U/nB7/aSO/QEG/LJ/yjzXCrCag5wx948Mbud/FvvV/kx9UbGRiAV9ZfxLK/v5qdv/cmqstXzPVLaBkKrUVEpKUZY5jTQclyRAzNObGuBU5UOkhzf//9Cq1FWoRzrjljulFirD7GYGWQsfoYCQmJS8A1Q+qJ7xOXMFYfo9woY4whG2RZkFmg7gki88Cpp54KwJYtW6jX6wRBcMA2mzdvBmD16tXTPi4iIiIiIjLfdLYVePlzns6PbrmdHQMDvLkA/2rT3GICvuRSXGHhd7uu4Jq+qyknJYK+XoK9e1j2t59k+9uvpHzSyXP9ElqCQmsREWlpBuXV84YD1wI3GLRFbewc20lfuY/OdOfcLkbkBFOP64zURxirjTFUG6Kv3MdAZYByXJ7sxuBbf3K+tBn/D4bBTLb1NhjSfpr2VPtcvQwReYrOPvtsoiiiWq1y880389znPveAbX7+858DcN555x3r5YmIiIiIiMyafCbNJc8+l5/cdhcP79jN6/MJkZ9lNTEGCG3I5V1vA6DSFbD1He9k6Rc/x9LP/i3b3/pHlE4/Y25fQAtQaC0iIi3N0JxpLS3OtER3cACssfjWZ/PQZoXWIrOo0qgwWh9lpDZCX7mPveW9DFWHmpXTJHjGI+WnSPtpilFRs6ZFTgC5XI4LL7yQ7373u3zpS186ILTu7e3lW9/6FgCvec1r5mKJIiIiIiIisyYdhrz06WeTveMe7nx8G6/KJIRhc8TZCGBMQI5mV7rv9mzC/u5i3va13Sz94ufY8eY/YPTs35jT9c81hdYiItLaTLNwN5nrdcihueZHqwTXHakONg9u5vSO08mFublejsi8UI/rlOMylUaFRtIgTmIarvm5GlepJ3VqcY1aUmOwMshofRTnmv/WB15A2k/Tne7Gs94cvxIRmUsf+tCH+K//+i++9rWvcd555/GOd7wDYwz9/f1cdtlljIyMcO6553LJJZfM9VJFRERERERmXOB5XHDOetLpFDc/sJmFSYKXSvEZ0sTAu6hQwFF3VW7p3kr5DYt5978NkrvzDoXWc70AERGRQ7G22T5W9XmtrznXujX41gcHjw0/xhldaq0jAs27eCtxhVK9RCWuUK6XGaoNMVwdZqQ2QqlRInFJc3a0A2f23YlijcUai2c8rLWENqQn06M50yJygHPOOYdPf/rTvPOd7+TKK6/kr/7qr1i4cCGbNm2iXC6zePFivv71r6v7goiIiIiIHLesMTxj7SnkUil+dvcm2uMxzs0GXGsiPuHSvMeUuaTttYQmxfX8iI++aSEvX/Xb5KA5f/EE/fuSQmsREWlpxhiMRaXWLc7AeMVl67yh6kh1cH///ZzcfjKRF831ckSOmVpco9woU6qXKNVLDNYGGagMMFwdpppUJ7czGHzrE9qQwAvoDlQlLSIz44orrmD9+vV84hOf4MYbb+See+5h6dKlXHrppXzgAx+gs1PjO0RERERE5PhmjOGM1StIpyJ+dPs9nDsyQJRv499Nik+4NO8yZV7S9goiG/Fj/pPevs/wxq4rOek7/0Ocy9F/4SUnXHit0FpERFqaMQbrTMtU8MpBmNaqtAaI/IjeSi/bRraxpm3NXC9HZMZMtPGuNqpUGhVKjRJD1SGGa8OM1kapxJXmTSTjf68JbEDkRWTDLO22XdWNInJMnH/++Zx//vlzvQwREREREZE5tWbxQl4RhXz/V3ewdqifNxba+WeT4pOkeS9lLihcRGRS/O/Qdxkr7yXz8EOktm7BK5fZ+1uvOqGCa4XWIiLS0oyZaA1+4vxynpccGFxLhdYAbVEb9/Xdx8rCSlWQyrzhnKMaNwPpcqNMuVFmuDbMUHWIoerQlDbeiUswxhDakNALSftpClFBbbtFRERERERERFrE4s4OfvvZ5/LDX21k+VA/v19o52c2om38auoz88/njMxvkPMKbH3X+1jyhc/Q8eP/wVYq7L7sdWBPjOs8Cq1FRKSlWaOJ1vOFc7RWqTWQDbJsH9nOzrGdLM0vnevlyAkgcQn1pE4trlGNq5Ofy/UyY/UxSo3SZCV0Mj73wCX7vgaoJ3WqjSrGjN8K4ppz2kOvGUyrjbeIiIiIiIiIyPzSUchz6bOfzv/8aiNxXx/vLhTwx8PoIQxFrwDAnmCEL766wp99ZzWdv/wFtlJh5xveBN7xH+ke/69QRETmuWbfaddiYahMw4FruSbhkA2z3N9/P0tyS9QWWZ6yWlxjsNqcDT1UHaKRNKjFNepJnbqr04gb1JM6sYuJXYxzbt8NN6Y5PzqwAb718a0//uPxPhLG4Jt9b8tDL6QtalO1tIiIiIiIiIjIcSSXTnHJeb/Bdbfdxaadu1may3KLn+IbRLyNCmuJGYz72OX18/6XW/76B6fQdc9dhHv3Ulu4aK6XP+sUWouISEuzBiytFoPK9BzxXC9hGoWwwK7RXfRV+uhKd831cmSeqDQqDFYH6Sv3sXNsJ73l3mYQbZrhszUWz3gYY/CMR+AFpPwU1tjJDxERERERERERkf1FYcgLn3422Tvv4dZHt9GZM3hBxOdJ8YdUWJ86nd/ruoJ/7f0C779kK7+fvJaFJ0BgDQqtRUSkxRlrMWii9XwxGhsKXmvdYmCNJfACHhp4SKG1HFQ9qTNQGWBPaQ/bR7czUBnA0ayWzgQZutNqyS0iIiIiIiIiIkfP9zyeffZ6cqkUP79/M29NO/4hKvAlUryZKk9LncIbu9/FV/d+li+Zr/Pacp4Ng910X/stdr7xLSTZ7Fy/hFmhEhAREWl51kGi2LrlBTj6G615njpSHTw29BhD1aG5Xoq0COccw7VhHht6jF9u/yXfeeg7/OTxn3Bv773U4hrd6W4WZRexMLuQQlhQYC0iIiIiIiIiIjPGGMNZp5/KxWetI18t85byIHkcXybiRnyWRat4S897Sdk095U2kr3nbnL33s3yT/0N3tDxeY1TldYiItLajME3ttkf3KGS6xaWIqG3YUlcjG2x8+TZZhvnW3fdSnuqnbSfJvIjAhvs+/ACfOOTuITYxZOfnXOT3xsMxahIJsjM9UuSp6DcKDNUHWLP2B62jGxhpDYCQMpP0Ra1EXjBHK9QREREREREREROJCevXkEuHfGDW+/kDWP9/Hu2g3D8sYXhUt624P+Q99oYeLEHLqHnO9ey/KqPs/Wd76XR2Tmna59pCq1FRKS1jc+LNWYiDFW1YytyQIhjKDGUEkOuxVqEA/RkehiuDTNQHaCRNHBuvzUaJr83ppm4G2ea7aGNac4yZt/3XekuluWX0ZnupD1qVxVuiyrVSwxVh+it9LJjdAf95X4cDt/4ZMMsC7MLJ8+3iIiIiIiIiIjIXFi0aCG//eyIH918O28Z3s3yfA6MoQq0+c1g2jnHv507wtM5h2d9dyPLP/kxtr7rvdQXLJzbxc8ghdYiItLajMEz4NuAmASLwsFWZUwz9B2NWzO0tsbSFrUd9X7iJGasMcbte27HOUfkRSzNL2VxdjEd6Q4yfkZB6ByoxTVK9RJjjTH6Sn1sH9vOYHUQ5xye8cgEGRZkF2CNpuOIiIiIiIiIiEhraeto52XnP4PrbrmNh4ZGKBbyfMZmWE/My6lRdRU2Vx/gprU7KEVn86Jv3kHb9T9n76teO9dLnzEKrUVEpMUZDBB6IUmjBMqbWpeDwDTnWi8MD7/5fOVZj0JYoBAWAKjGVbaObGXz4GYMhlyYY1F2ET2ZHopRkXyYV1A6Q+IkphpXKTVKlOolhmvD9Ff6GaoOMVYfw+HANW9QyAZZFmQUUouIiIiIiIiIyPyQyeV4yXOeSf5Xt/PL3gH8YpofmpCqg1dbeEv3e/jq3s/x96vvou8Pz+Ws0195XE3TVGgtIiKtzTRzat8LqDTiuV6NHIQBcI60dextWJyLOVGKjSMvIkpHACQuodKo8NjwYzw48CAYiGxET7aHRZlFFKMioRcS2ADPevjGn7a1+MR+qnGVSqNCOS4zVhtjuDZMnBz634PAC8iFObJ+ltALSfkpAhuQ8lOENmzpKvCJ112JK83PjQojtRGGakOMVEcoNUrUk/r4rSzNcDryIyIvoifTo4BaRERERERERETmNT+KePaznk5x490EW3ZwbbGHn9mQmjO8zoM39ryLf+39Ate238bjwykubb98rpc8YxRai4hISzPGYB2ENqScJHO9HDkY0wyuQwMjsaGcQOYE7ORujSUTZMgEmcmfVeMqvaVetg5vbYathuYQcAOe8fCtT2hDQi8k8iLKjTKjtVHqrt6cq22a1cOe9Zph9yHmujscsYtpjDSa4bZhchY3QGADMkGGrJ8l42fIhTlSforIiyaPbzBU4yr1pD4Zmo/WRxmrj1FulGnEDbJBllyYIx/mSfvpZjjupQi95uuYWEvz/8f/z+37PBlKxxVGqs1QerQ+ylhtjIZrwH7d5X3rE3gBoQ1pS7UR2GA2Tp2IiIiIiIiIiEhLsJ7Hmb+xgXw2RXTfI3yjrZsbbEDVwZss/F7Xlfx735e4p3Qbz82/BEjP9ZJnhEJrERFpbaZZU+l5Pq03JVkmueaHMc0vRxJLxtNNBjBeie1FtNM+5eeJS0hcQuxi4iSmFtcoN8r41qcYFfGtP6NV0YlLaCQNGkmDweogveVe6kl9MlyeYuKw4+F6YAMCG0yuabg2TG+l+XzjxkPx8TDeM95kUM3kbp5wjIngnieE0lHbjL9uERERERERERGR+cYYw6q1p/HaTJbc7Xfxz7kuBjyfBhDZkNd1/RG99T10Bj1sY2SulzsjFFqLiEhrM806UWu842o+x/GpmUL6xjFQNyxQQewhWWOxxuLjwzGoSrfGTqmEng3OORLXvFlh/+DZYBREi4iIiIiIiIiIPEk9K5bxynRE9pbb2eIsfq7Z4dGYgIXhkjle3czS4D8REWlt46F1s3pTWtr4CUpbR29scTphJxxjDJ718Kw3GcpbYxVYi4iIiIiIiIiIPEWFnh4uPf9ZrA8N24ZG+LHz+RRpynO9sBmm0FpERFqeBawdbw6iILSFNU9OZGAsNlR0rkRERERERERERESOWqpY4AUXPIent2XZWqvzsPH4FGlG53phM0ihtYiItLaJmdbjlZuJi+d6RTKtfTOLJ4pqR2K9zRARERERERERERGZCX46zTOfcx5/WYw4vzTEFuNxFWlGzfFxHfb4eBUiInJcs84BlsAGxCRzvRyZ1tT2z9Y4BmO1hBYRERERERERERGZKSYIOOOZT+PjSzt56dggO4zHnWF6rpc1I/y5XoCIiMihmPFKaweEXkilUdEtVy1pai/wtHXsrVtOSakyXkRERERERERERGSmGGtZueEM/ib7CKvufZhioz7XS5oRuuwvIiKtzRjMeB4aegExCkFbkcOA2xdcpybmWqswXkRERERERERERGTG9Zy0mvc+fT1nZUJSYTDXyzlqqrQWEZHWZgwW16y0tiFJohS0NU2ttDYGEmA0NqSsm/4pIiIiIiIiIiIiIvKUFRYt5HldnZhg/ofWqrQWEZHWtl97cN8L0JTkVjW10hom5lrrrYaIiIiIiIiIiIjIbDkeAmtQaC0iIq3OmMlfVp7x5nQpchhPCK3TxrG3rtsMREREREREREREROTQFFqLiEiL26/S2nio0XSLMmCeEFqnLIwklpo6uouIiIiIiIiIiIjIISi0FhGRlmYM2PEw1LN+84dKrlvTE86LHe8YPpKo2lpERERERERERERkxq1b1/w4Dii0FhGR1mZMM/wEfOthjSVx8VyvSp7IwPR3EziGGgqtRUREREREREREROTgFFqLiEjLM86Nx6EW3wbEqN906zFMd1rSFvbW9XZDRERERERERERERA5OV5FFRKS1GYOdDK0htAEuUWjdcgxMl1qnrGNYc61FRERERERERERE5BAUWouISGszBmv2tZeO/JAGag/ekqYJpj0DiYNRzbUWERERERERERERkYNQaC0iIq3NGCwG55q11qENSVRp3YIM08+0bj4yrLnWIiIiIiIiIiIiInIQCq1FRKS1GYPBMZ5Z43sBij/nl8g69jb0lkNEREREREREREREpqcryCIi0tIMsF93cDzjHaSeV+bcQSrg09Yx2LA0dOJEREREREREREREZBoKrUVEpLVNtAcf/9Y3niqtW9EhTopnmuOuR2OdORERERERERERERE5kEJrERFpbcZMyUM96zcDbFXttp5DnBMDDCu0FhEREREREREREZFpKLQWEZHWZgyeATc+1Nq3HtZYEuI5XphMYQyTg8enEVlHb11vO0RERERERERERETkQLp6LCIirc0YrHOToTVYfBsQu+nnJ8scOkRonbKO/lhzrUVERERERERERETkQAqtRUSk5Rkzta10aANcotC6tZhDtgf3DTQcDKlFuIiIiIiIiIiIiIg8gUJrERFpbcYwdao1hH5IQ+3BW9Chy6hT1nF/2aeuamsRERERERERERER2Y9CaxERaWnGGJqF1vuSzsiGqrRuNQbMIdqDA+Q9x0hseKTiHaNFiYiIiIiIiIiIiMh8oNBaRERaXrM9+L5qa8/zD1PTK8feoduDT+jwEx6pevTW1SZcRERERERERERERJoUWouISMszGNx+iahv/DlcjUzLAIeptAbwDGSt496yT03F8iIiIiIiIiIiIiKCQmsREZkHjJ1axesbD9XptqAjCK0Bsp6jkhgerHhH+hQREREREREREREROY4ptBYRkZZnDJj9UmvPjrcHV+DZWp7E+ejwE7ZWPXbX9VZERERERERERERE5ESnK8UiItLyjLFTAlHPeFhjSYjnblFyoCdRNm0N5P2E+yo+ZbUJFxERERERERERETmhKbQWEZGWZ57QDNwYi299EvWWbh3GPKnQGiBtIU4cD5Q9Ep1KERERERERERERkROWQmsREWl5xh6Yh4Y2JElUad1KzFPo197uO3bUPXbU9JZERERERERERERE5ESlK8QiItLyjHlirTWEXkhD7cFby1OoljYG2ryE+ys+Y/ETz7KIiIiIiIiIiIiInAgUWouISMuzGNwTEtHIC3GJhiG3DPPUA+fIAjg2qU24iIiIiIiIiIiIyAlJobWIiLQ8Yw8MRD3PfyqFvTKbjiJxbvMce+uWBysKrkVERERERERERERONAqtRUSk5VkMT+w97Rt/bhYj0zPwlPqDTzzdQGeQ8GjFY1PZI1ZwLSIiIiIiIiIiInLCUGgtIiItb9pKa+PNwUpkNnkGuoKErTWPe0oeDQXXIiIiIiIiIiIiIicEhdYiItL6jD2giNe345XWCjZbgoOjag8+wRro8hN21DzuGvOpaWy5iIiIiIiIiIiIyHFPobWIiLQ8Yw1PrLX2jIc1loR4TtYkT2TAzcwdBMZAd5Cwt2G5s+RTVXAtIiIiIiIiIiIiclxTaC0iIi3PmAMDUWMsvvVJZigolaN0YAf3o9udgU4/YaBh2VgKqCi4FhERERERERERETluKbQWEZGWZ5i+C3hoQ5JEldatYeYqrSf3aKAzSBiJ4baxgJJOtYiIiIiIiIiIiMhxSaG1iIi0PGun/3UVeiExKsFtCQe7s2AGdPiOcgK/HgsYjme4pFtERERERERERERE5pxCaxERaXl2mvbg0AytVWndQmaxVXu770iAm0cCtlQtibrCi4iIiIiIiIiIiBw3FFqLiEjrO0ilte/5s1XcK0+BmeWzUfAceS/h3pLPHWO+2oWLiIiIiIiIiIiIHCcUWouISMszZvpA1Df+HKxGDuoY3EEQWugOEvpjw42jITuqdjYLvEVERERERERERETkGNDVfhERaXnGGJw7cJaxZ7w5WI0ckqM533oWGdNsF15JHHeWffrimJNTMSndiicix8hMjyhwHHjfz8T3T7wxZ6YO7Z7wtRv/wj3hNjH3xM9u6vfJ/vtwE/sy0z4Xt+/rvY2AWHcdiYiIiIiIiMg4hdYiItLyjDFMd5net/o11jLMeFLt3L6vZ1nKQmgSdtY8+hoeZ6TrdAUKQGR+Slwz/JsI/iZMFx4e8T7HnzQRQk4XjD5V+6+3+bXB7f8ajnL/zu37c5gIRZv7NgcEockTQtT9Q9WJj4k/i2S/MHXiz3pi/zzh+4Tx1zXxGvf/s5yBP8jpdnGw4Hq2HMl9RhOPu/2+n+7rib1N/xv7QEPVLKNxQscRr1ZEREREREREjme62i8iIi3PM3YyYDBTfu5hjcW5BGNUZnsisgY6g4RSDL8eC1gdxaxJxfjHJjeXeWBf5efUoHLabff7PBHEJuwLaBMH8Xg4656w/cTnibC1ATScoeEg3v/r8f3GE/t1+44xuY8Z/RPY50jDxCfHYWZton1zr2b8f/b/13q6f8Wf+LOJ7yfuoznY86d+7aYcy+Cw0PxvigFj3GFD3iN1sPVO+9i8+W/akf+TMFSdxWWIiIiIiIiIyLyj0FpERFpe3hgKLqYEZPf7uTEW3/rELsFXaD23DDDtrQXHRsaDyCY8UvUYig3r0jFZT1XXM8k5qDuouycEuewLeGO3L/CNxwPeBIiTZnDbDGrNlPB4SvjrDh7aTg2Jp289vH9lrhtf58Eql2fin479/2nfv/IUHHY8+LQ0A0c7/lgz9HR4TASh+7ad/Jg3AeUE/bsmIiIiIiIiIiJHR6G1iIi0POMZljfqPIAh+4RwJLQhtbgKahU+x8y+xHGOeAa6/YTB2HDzaMCZmQY9QXL4J57AJoLn2O0LlBsOas5Qd1BKDGOxoZRAObE0xs/v/pmq2y+63T+4NTjMNGGs4eAVppP1utNUxk7dfl8Frpn6wL5Pxh1wvGmPPe8CYhERERERERERkeOPrvCLiEjrs5aFSZ37pnko8ALKcfmYL0mmMZt9jY+QMdDuO8qJ47Yxn5NSMaujGK9FgskntqpO9q8MZmKertkXJE98PxkqT/xsvIrZ7Rc8s6/VNBMVzxPH3e/Y8XhFdMPtq4w+2GnzjMM34BtH1kvwOVjIq0pbEREREREREREReeoUWouISMszxtCexPhAHQj2eyzyQpIknqOVyT7m0MOCj7G0hcAkbK54DDYM6zINMk+xg3yyX1vsmpvaCnui9XWD5uPx+CzjeL/5xRMh8UQA/cTg+mCa84cPbLe+fwXzxHYHq2KeroLZ0AyiQ+smW1bbFgn1RURERERERERE5MSk0FpERFqftYTOsZiEPVg69ov6fC9QjWcraMHQ0zfQNdkuPGR9uk5XsO+flsRBY+IDsy+YjpttsUvOUEoMlaQZOk+nGSkfen6xHQ+JAzMxz/jJzi/WP+EiIiIiIiIiIiJyfFNoLSIirc9YcI5lJGxharmsb/SrrCVMBq+tFbBOtAsvxY5bxwJ6/IS6g6oz1BJDDJO1zAaHG38h/n5tsfOew0Ozj0VERERERERERERmi670i4hIy2u2SYbO8UB0/4bJnvFascj3hOQm/6f1ZDwIbcJwYvBw+MYR+dOF0S36AkRERERERERERESOYwqtRUSk9Y0P3C3gKOAoAdnxh3zrk8zZwmR/BlpmpvV0fAN5r3XXJyIiIiIiIiIiInKisoffREREZI4ZA67ZuHkFCaP71VZ7xsMzFucUXc89BcIiIiIiIiIiIiIi8uQptBYRkdZn9v26WkBCvP9DxuJbn1ihdQswatUuIiIiIiIiIiIiIk+aQmsREWl91ky2ne7A4QP1/R4ObUji4mmfKiIiIiIiIiIiIiIirU0zrUVEpPVZOxlaR8BiEvZiaR9vRx14AeW4PIcLlEktPNNaRERERERERERE5Ljw538Onjf1Zx/9KMRx87F5SJXWIiLS8oyZ+utqKQmV/b6PvJAkUaW1iIiIiIiIiIiIiJwAPA8+9CHYu7f5/Uc/2vz+iUH2PKJKaxERaXlmv/bgAF04HOAAA/g2QPW9LUKV1iIiIiIiIiIiIiKz64MfbH7+0Iegt7f5+SMf2ffzeUiV1iIi0vqMmfJtAUcBR2n8e9/qHqyW4BLMqNq0i4iIiIiIiIiIiMy6D36wee3cOQjDeR1Yg0JrERGZD4xpllRPfAusIGF0/Iee8TDTP1OOoSSbxt+8DTM4OtdLERERERERERERETm+ffSjzcDaGKjVmt/PYypNExGR1mcM7gltpxeQcDc+4PCtTwL7+oXL3AgDnAP/wcdonLYaV8jM9YpEREREREREREREjj8TM6y7u5sfl13W/B7mbcW1QmsREZkXzBPS6A4cHo46EFiPwHrELsYz3twsUABwUYBJEvwHHqOxdhUul57rJYmIiIiIiIiIiIgcX+K4OcP6mmua308E1XE8d2s6SgqtRURkHjAHVFBHwCIS+rC0Y0l5aapxFc8qtJ5rLh1hShX8B7fQWLsSl47mekkiIiIiIiIiIiIix48///Pm54nQGuZthfUEzbQWEZHWZyb/Z4plJFTGv84EaRpJ41iuSg7BZVKQxPgPPI6p1ud6OSIiIiIiIiIiIiLSwhRai4hIyzNm+kHVXTgczVHWkZ8a/05ahctloN7Ae+hxqOmGAhERERERERERERGZnkJrERFpfQcJrYs48jhKQGjDY7smOSIun8GMVfAf3gr1+TtPRURERERERERERERmj0JrERFpfcbANFXUBlhBwgiG0IYYDM6p2rrVuEIOOzyG/8g2aCRzvRwRERERERERERERaTEKrUVEpPUZw3QzrQEWkpBgsNYj8iMaTm2oW46BpJDDDozg3/8oplQ5/HNERERERERERERE5ISh0FpERFrfQdqDA3Tg8HA0gIyfoZ7Uj9265MhZSNpymEoV/57N2L0D0xXPi4iIiIiIiIiIiMgJyJ/rBYiIiByeOVihNRGwiIQ+LOkgTX+l/5iuTJ4cl8tArYH/8Fbi4RLx8oUQeHO9LBGRE5sDkgSSBJM4iJtf49x+H81tjOMJP3eYiW2TBJKpn02cQJw0t0maXxMnZKwhWVGG7By/dhERERERERFpCQqtRUSk5TVHWh+8LPf/396dB0lZ33kc/zxXX3NwzQAzjoJ4BS+CEg26kWS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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sns.set_context('paper', font_scale=1.9)\n", - "fig, axs = plt.subplots(1,2,figsize=(20,10))\n", - "ax, ax2 = axs.flatten()\n", - "#fig2, ax2 = plt.subplots(figsize=(10,10))\n", - "colors = {'BMMC':sns.color_palette()[2],'BMMcor':sns.color_palette()[3], 'BMMmean':sns.color_palette()[-1]}\n", - "for i, mix_model in enumerate(mix_models):\n", - " _,mean_prior,CI_prior, _ = mix_model.prior_predict(plot_g, CI=[5,20,80,95])\n", - " _,mean,CI, _ = mix_model.predict(plot_g, CI=[5,20,80,95])\n", - " per5, per20, per80, per95 = CI\n", - " prior5, prior20, prior80, prior95 = CI_prior\n", - " # Map value prediction for the step mixing function parameter\n", - "\n", - " model_params = [np.array(mix_model.map[3]), np.array(mix_model.map[4])]\n", - " map_prediction = mix_model.evaluate(mix_model.map[0:3], plot_g, model_params=model_params)\n", - " print(mix_model.map)\n", - " \n", - " _,_,CI_weights,_=mix_model.predict_weights(plot_g, CI=[5,20, 80, 95])\n", - " perw_5, perw_20, perw_80, perw_95 = CI_weights\n", - " \n", - " \n", - " #ax.fill_between(plot_g,perw_5,perw_95,color=colors[labels[i]], alpha=0.2, label='90% C.I.')\n", - " ax.fill_between(plot_g,perw_20,perw_80, color=colors[labels[i]], alpha=0.3, label=labels[i])\n", - " \n", - " if i==0:\n", - " ax2.fill_between(plot_g,prior20.flatten(),prior80.flatten(),color=sns.color_palette()[7], alpha=0.2, label='60% C.I. Prior')\n", - " ax2.errorbar(g,exp_data[0],yerr=exp_data[1], marker='x', label='experimental data', color='red', fmt='.')\n", - " ax2.plot(plot_g, mean_prior.flatten(), label='prior mean')\n", - " #ax2.plot(plot_g, mean.flatten(), label=labels[i])\n", - " #ax2.fill_between(plot_g,per5.flatten(),per95.flatten(),color=sns.color_palette()[4], alpha=0.2, label='90% C.I.')\n", - " ax2.fill_between(plot_g,per20.flatten(),per80.flatten(), color=colors[labels[i]], alpha=0.3, label=labels[i])\n", - "\n", - " ax2.plot(plot_g, map_prediction.flatten(), color=colors[labels[i]], linestyle='dashed')\n", - "\n", - " \n", - "ax.legend()\n", - "ax.set_xlabel('x')\n", - "ax.set_ylabel('Model weight (w)')\n", - "\n", - "\n", - "ax2.set_ybound(-1,4)\n", - "ax2.legend(loc='upper center')\n", - "ax2.set_xlabel('x')\n", - "ax2.set_ylabel('Model output')\n", - "\n", - "ax.set_title('(a)')\n", - "ax2.set_title('(b)')\n", - "\n", - "plt.tight_layout()\n", - "fig.savefig('comparative_posterior_prditcions', dpi=100)\n", - "#fig2.savefig('comparative_posterior_predict', dpi=100)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ca6bdf31", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "87e0e461", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" - }, - "vscode": { - "interpreter": { - "hash": "c460bb57a9a9b1bc7b0784a6ba6310fee28c94e738a9746efe1113ef0eaab8cd" - } - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/docs/source/notebooks/comparative_posterior.png b/docs/source/notebooks/comparative_posterior.png 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1.118522305552945 -1.3585698191526316 -0.20913063040995772 4.6970528138246195 1.5185491980691153 diff --git a/environment.yml b/environment.yml deleted file mode 100644 index 8eea68a0..00000000 --- a/environment.yml +++ /dev/null @@ -1,14 +0,0 @@ -name: test_env -dependencies: - - python=3.7 - - conda-forge::bilby - - jupyter - - conda-forge::ptemcee - - seaborn - - jinja2=3.0.3 - - conda-forge::sphinx_rtd_theme - - conda-forge::sphinxcontrib-bibtex - - conda-forge::nbsphinx - - conda-forge::pandoc -#The following are optional and only for jetscape models -# - conda-forge::sklearn=1.0.2 \ No newline at end of file diff --git a/logos/band_logo.PNG b/logos/band_logo.PNG deleted file mode 100644 index 64fd844b..00000000 Binary files a/logos/band_logo.PNG and /dev/null differ diff --git a/logos/taweret_logo.PNG b/logos/taweret_logo.PNG deleted file mode 100644 index bcbace25..00000000 Binary files a/logos/taweret_logo.PNG and /dev/null differ diff --git a/requirements.txt b/requirements.txt deleted file mode 100644 index af0aaa11..00000000 --- a/requirements.txt +++ /dev/null @@ -1,14 +0,0 @@ -numpy>=1.20.3 -matplotlib -scipy>=1.7.0 -seaborn -emcee -corner -scikit-learn -cycler -statistics -bilby -typing -pathlib -pytest -ptemcee diff --git a/setup.py b/setup.py deleted file mode 100644 index 6ad84b65..00000000 --- a/setup.py +++ /dev/null @@ -1,46 +0,0 @@ -""" -Name: setup.py -Desc: Setup script for Taweret - -Start Date: 09/07/23 -Version: 1.0 -""" - -from distutils.core import setup, Extension - -setup( - name='Taweret', - packages=['Taweret'], - version='0.1.0', - description='A Python package for Bayesian model mixing', - author="Kevin Ingles, Dananjaya (Dan) Liyanage, Alexandra Semposki, John Yannotty", - author_email='kingles@illinois.edu, liyanage.1@osu.edu, as727414@ohio.edu, yannotty.1@buckeyemail.osu.edu', - license='MIT', - url='https://github.com/TaweretOrg/Taweret', - download_url='', - keywords=['nuclear physics','model mixing','stacking','gaussian process',"regression trees",'uncertainty quantification'], - classifiers=[ - 'Development Status :: 1 - Beta', - 'License :: OSI Approved :: MIT License', - 'Operating System :: OS Independent', - 'Programming Language :: Python', - 'Programming Language :: Python :: 3', - 'Intended Audience :: Science/Research', - 'Topic :: Scientific :: Physics', - 'Topic :: Scientific :: Statistics' - ], - install_requires=[ - 'numpy>=1.20.3', - 'matplotlib', - 'scipy>=1.7.0', - 'seaborn', - 'emcee', - 'corner', - 'scikit-learn', - 'cycler', - 'statistics', - 'bilby', - 'typing', - 'pathlib' - ] -) diff --git a/subpackages/SAMBA b/subpackages/SAMBA deleted file mode 160000 index 0479b4de..00000000 --- a/subpackages/SAMBA +++ /dev/null @@ -1 +0,0 @@ -Subproject commit 0479b4deff46f3cb77b82bb30abd5693de8980f3 diff --git a/test/bart_bmm_test_data/2d_pmean.txt b/test/bart_bmm_test_data/2d_pmean.txt deleted file mode 100644 index ba8daefc..00000000 --- a/test/bart_bmm_test_data/2d_pmean.txt +++ /dev/null @@ -1,900 +0,0 @@ --1.099629456670000227e+00 --1.021448453271419865e+00 --8.922958330557501094e-01 --6.438679274313500178e-01 --5.339673436204119827e-01 --8.033464116226540774e-01 --5.024940290704160706e-01 --1.983330964564400112e-01 -1.472453863283919862e-01 -4.789595466899509990e-01 -6.532088367601099899e-01 -7.537260940247698660e-01 -9.578613483636200243e-01 -9.474079046114111113e-01 -7.659682694629700306e-01 -6.724867425911270624e-01 -4.776864956889571023e-01 -2.707882881634169903e-01 -2.003892229805550040e-01 -3.821228746270000087e-01 --3.027886950691600076e-01 --5.479491483477729741e-01 --1.094074908058030093e+00 --1.066357903502699989e+00 --1.319824899026599940e+00 --1.240035707646879981e+00 --1.101622261671299841e+00 --8.845945869493000435e-01 --6.153036018415799502e-01 --2.724534172023520551e-01 --1.301900627192999815e+00 --1.231503353172899828e+00 --1.112502547299200062e+00 --8.931840630615927035e-01 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a/test/bart_bmm_test_data/2d_x_test.txt b/test/bart_bmm_test_data/2d_x_test.txt deleted file mode 100644 index 8b137891..00000000 --- a/test/bart_bmm_test_data/2d_x_test.txt +++ /dev/null @@ -1 +0,0 @@ - diff --git a/test/bart_bmm_test_data/2d_x_train.txt b/test/bart_bmm_test_data/2d_x_train.txt deleted file mode 100644 index 71830433..00000000 --- a/test/bart_bmm_test_data/2d_x_train.txt +++ /dev/null @@ -1,32 +0,0 @@ --3.025428 -2.07196 -1.524724 -1.151047 -0.03528678 -0.5928028 0.7094715 1.780308 2.17902 2.858839 --2.794337 -2.363172 -1.407111 -1.143024 -0.3736722 -0.5363003 1.241808 1.398527 2.164437 2.560385 --2.725709 -2.26977 -1.359123 -1.162074 -0.4101209 -0.3071053 0.7220931 1.480986 2.489803 2.596446 --3.135049 -2.409826 -1.375897 -0.7107156 -0.3051858 -0.394079 1.158889 1.435627 2.304186 2.607817 --2.524755 -2.326657 -1.812646 -1.154095 -0.03515957 -0.4994277 1.240733 1.475976 2.200353 3.022462 --3.137126 -2.504042 -1.455561 -0.6724766 -0.4552789 -0.5101065 1.122101 1.877983 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\ No newline at end of file diff --git a/test/test_bivariate_linear.py b/test/test_bivariate_linear.py deleted file mode 100644 index 7957de2e..00000000 --- a/test/test_bivariate_linear.py +++ /dev/null @@ -1,247 +0,0 @@ -######################################## -# Testing file for bivariate_linear.py # -# Author: Dananjaya Liyanage # -# Date: 08/11/2023 # -######################################## - -# Functions in this file calculate mixed -# log likelihood for three mixing methods. -# Then the same mix log likelihood is calculated -# by using Taweret package. -# Then the values are compared to make sure they are the same. -# The test can be upgraded to choose a random value for -# the two models to be evaluated and a random mixing function. - -import os -import sys - -dirname = os.popen("find $PWD -type f -name test_bivariate_linear.py").read() -taweret_wd = dirname.split("test")[0] -sys.path.append(taweret_wd) - - -from pytest import approx -import pytest -import numpy as np -import bilby -from Taweret.models import coleman_models as toy_models -from Taweret.mix.bivariate_linear import BivariateLinear as BL - - -# sys.path.append('../Taweret') -#sys.path.append("../../Taweret") - -# import sys -# sys.path.append("/Users/dananjayaliyanage/temp/Taweret") -# sys.path.append('../Taweret') - - -# Import coleman models - -m1 = toy_models.coleman_model_1() -m2 = toy_models.coleman_model_2() -truth = toy_models.coleman_truth() - -g = np.linspace(0, 9, 10) -plot_g = np.linspace(0, 9, 100) -true_output = truth.evaluate(plot_g) -exp_data = truth.evaluate(g) -yexp = np.array(exp_data[0]).reshape(-1, 1) -yexp_er = np.array(exp_data[1]).reshape(-1, 1) -# Make the following a random number to make this -# test more advanced - -value = np.array([3]) - -mean1, var1, _ = m1.evaluate(g, value, full_corr=False) -mean2, var2, _ = m2.evaluate(g, value, full_corr=False) - -# Mixing method - -models = {'model1': m1, 'model2': m2} - -mix_model_BMMC_mix = BL( - models_dic=models, - method='addstepasym', - nargs_model_dic={ - 'model1': 1, - 'model2': 1}, - same_parameters=False) - -mix_model_BMMcor_mix = BL( - models_dic=models, - method='addstepasym', - nargs_model_dic={ - 'model1': 1, - 'model2': 1}, - same_parameters=False, - BMMcor=True) - -mix_model_mean_mix = BL( - models_dic=models, - method='addstepasym', - nargs_model_dic={ - 'model1': 1, - 'model2': 1}, - same_parameters=False, - mean_mix=True) - -mix_models = [mix_model_BMMC_mix, mix_model_BMMcor_mix, mix_model_mean_mix] - -priors = bilby.core.prior.PriorDict() -priors['addstepasym_0'] = bilby.core.prior.Uniform(0, 9, name="addstepasym_0") -priors['addstepasym_1'] = bilby.core.prior.Uniform(0, 9, name="addstepasym_1") -priors['addstepasym_2'] = bilby.core.prior.Uniform(0, 1, name="addstepasym_2") -for mix_model in mix_models: - mix_model.set_prior(priors) - - -def gaussian_LL(delta, Cov): - inv_Cov = np.linalg.inv(Cov) - det = np.linalg.det(Cov) - inside_exp = -0.5 * delta.T @ inv_Cov @ delta - inside_exp = inside_exp.flatten() - # norm = np.sqrt(((2*np.pi)**len(delta))*det) - n = len(delta) - norm_const = -n / (2. * np.log(2. * np.pi)) - - return inside_exp - 0.5 * np.log(det) + norm_const - - -def gaussian_L_elements(delta, Cov): - - sigma = np.sqrt(np.diag(Cov)) - diff = -0.5 * np.square((delta) / sigma) \ - - 0.5 * np.log(2 * np.pi) - np.log(sigma) - return diff - - -def L_BMMoC(delta_y1, delta_y2, Cov, w): - L1 = np.exp(gaussian_L_elements(delta_y1, Cov)) - L2 = np.exp(gaussian_L_elements(delta_y2, Cov)) - L = L1 * w + L2 * (1 - w) - L = np.log(L) - return np.sum(L) - - -def W_matrices(w): - W1 = np.diag(w) - W2 = np.diag(1 - w) - return W1, W2 - - -def L_BMMcor(delta_y1, delta_y2, Cov, w): - W_1, W_2 = W_matrices(w) - delta1 = W_1 @ delta_y1 - delta2 = W_2 @ delta_y2 - - L1 = gaussian_LL(delta1, Cov) - L2 = gaussian_LL(delta2, Cov) - L = L1 + L2 - return L - - -def L_BMMmean(delta_y1, delta_y2, Cov, w): - # W_1, W_2 = W_matrices(w) - delta1 = w * delta_y1 - delta2 = (1 - w) * delta_y2 - - delta = delta1 + delta2 - - L = gaussian_LL(delta, Cov) - # L2 = gaussian_L(delta2, Cov) - # L = L1*L2 - return L[0] - - -# parameters for mixing function -# we can make these random numbers -# to make this test more advanced. - -mix_param = np.array([3, 6, 0.5]) - -delta_y1 = mean1 - exp_data[0] -delta_y2 = mean2 - exp_data[0] -Cov = np.diag(np.square(exp_data[1])) -w1, w2 = mix_models[0].evaluate_weights(mix_param, g) - -methods_name = ['BMMC', 'BMMcor', 'BMMmean'] - -test_mixing_func = [L_BMMoC, L_BMMcor, L_BMMmean] - - -def test_BMMC(): - i = 0 - model = mix_models[i] - print(f'Testing {methods_name[i]} from bivariate_linear.py') - log_lik_from_taweret_model = model.mix_loglikelihood(mix_param, - [value, value], - g, - yexp, - yexp_er) - log_like_from_test = test_mixing_func[i](delta_y1, delta_y2, Cov, w1) - # print(type(log_lik_from_taweret_model)) - # print(log_lik_from_taweret_model) - - # print(type(log_like_from_test)) - # print(log_like_from_test) - - log_like_from_test = approx(log_lik_from_taweret_model) - - -def test_BMMcor(): - i = 1 - model = mix_models[i] - print(f'Testing {methods_name[i]} from bivariate_linear.py') - log_lik_from_taweret_model = model.mix_loglikelihood(mix_param, - [value, value], - g, - yexp, - yexp_er) - log_like_from_test = test_mixing_func[i](delta_y1, delta_y2, Cov, w1) - # print(type(log_lik_from_taweret_model)) - # print(log_lik_from_taweret_model) - - # print(type(log_like_from_test)) - # print(log_like_from_test) - - log_like_from_test = approx(log_lik_from_taweret_model) - - -def test_BMMmean(): - i = 2 - model = mix_models[i] - print(f'Testing {methods_name[i]} from bivariate_linear.py') - log_lik_from_taweret_model = model.mix_loglikelihood(mix_param, - [value, value], - g, - yexp, - yexp_er) - log_like_from_test = test_mixing_func[i](delta_y1, delta_y2, Cov, w1) - # print(type(log_lik_from_taweret_model)) - # print(log_lik_from_taweret_model) - - # print(type(log_like_from_test)) - # print(log_like_from_test) - - log_like_from_test = approx(log_lik_from_taweret_model) - -# def test_three_mixing_methods(): -# for i, model in enumerate(mix_models): -# print(f'Testing {methods_name[i]} from bivariate_linear.py') -# log_lik_from_taweret_model = model.mix_loglikelihood(mix_param, -# [value, value], -# g, -# yexp, -# yexp_er) -# log_like_from_test = test_mixing_func[i](delta_y1, delta_y2, Cov, w1) -# print(type(log_lik_from_taweret_model)) -# print(log_lik_from_taweret_model) - -# print(type(log_like_from_test)) -# print(log_like_from_test) - -# log_like_from_test = approx(log_lik_from_taweret_model) -# # assert np.allclose(log_lik_from_taweret_model, log_like_from_test, -# # "log likelihood calculated in test are different\ -# # from taweret bivariate linear methods") diff --git a/test/test_gaussian.py b/test/test_gaussian.py deleted file mode 100644 index 5f01c929..00000000 --- a/test/test_gaussian.py +++ /dev/null @@ -1,163 +0,0 @@ -########################################################### -# Testing file for gaussian.py (SAMBA multivariate BMM) -# we can test both the samba_models and gaussian.py code -# in this pytest script here -# Author: Alexandra Semposki -# Date: 03 April 2023 -########################################################### - - -import os -import sys - -dirname = os.popen("find $PWD -type f -name test_gaussian.py").read() -taweret_wd = dirname.split("test")[0] -sys.path.append(taweret_wd) - - -from Taweret.core.base_model import * -from Taweret.core.base_mixer import * -from Taweret.mix.gaussian import * -from Taweret.models.samba_models import * -import pytest -import numpy as np - -#import sys -#sys.path.append('../../Taweret') - - -# set up the order to test at -order = 3 - -# List models to mix (form dict) -model_1 = Loworder(order=order) -model_2 = Highorder(order=order) - -labels = [r'$N_s = 3$', r'$N_l = 3$'] - -models = { - "1": model_1, - "2": model_2 -} - -# Evaluate the models at the input points -g = np.linspace(1e-6, 1.0, 100) -predict = [] - -for i in models.keys(): - predict.append(models[i].evaluate(g)) - -# call the Multivariate class -n_models = 2 -mixed = Multivariate(g, models, n_models=n_models) - -# call the predict function to construct the PPD -ci = 68 -posterior_draws, mixed_mean, mixed_intervals, std_dev = mixed.predict(ci=ci) - -# now call for evaluation of the weights -weights = mixed.evaluate_weights() - -########################################################### -# testing suite -########################################################### - - -def test_models(): - - # individual models - assert model_1 is not None, "model_1 is None" - assert model_2 is not None, "model_2 is None" - - # dict of models - assert models is not None, "dict of models is not filled" - assert np.array_equal(np.asarray(models["1"]), model_1), \ - "incorrect models['1'] values" - assert np.array_equal(np.asarray(models["2"]), model_2), \ - "incorrect models['2'] values" - - -def test_evaluate(): - - # pull result from SAMBA to check against - samba_arrays = np.loadtxt('samba_results.txt', delimiter=',') - - # split up into arrays for each test - samba_loworder = samba_arrays[0] - samba_highorder = samba_arrays[1] - samba_lowstd = samba_arrays[2] - samba_highstd = samba_arrays[3] - - # check array equality within a tolerance - predict = [] - for i in models.keys(): - predict.append(models[i].evaluate(g)) - - # assert equality within a tolerance for means - assert np.allclose(samba_loworder, np.asarray(predict[0][0])), \ - "incorrect evaluation for small-g" - assert np.allclose(samba_highorder, np.asarray(predict[1][0])), \ - "incorrect evaluation for large-g" - - # assert equality within a tolerance for standard deviations - assert np.allclose(np.sqrt(samba_lowstd), np.asarray(predict[0][1])), \ - "incorrect evaluation for small-g" - assert np.allclose(np.sqrt(samba_highstd), np.asarray(predict[1][1])), \ - "incorrect evaluation for large-g" - - -def test_init(): - - # check passing of variables into Multivariate class - assert mixed.model_dict == models, "class variable self.model_dict not set" - assert mixed.n_models == n_models, "class variable self.n_models not set" - assert np.array_equal(mixed.x, g), "class variable self.x not set" - - -def test_mixing(): - - # call samba_results.txt file - samba_arrays = np.loadtxt('samba_results.txt', delimiter=',') - - # split up for these tests - samba_mean = samba_arrays[4] - samba_intervallow = samba_arrays[5] - samba_intervalhigh = samba_arrays[6] - samba_std = samba_arrays[7] - - # check predict function variables - assert mixed.ci == ci, "ci is not passing" - assert mixed.prediction is not None, "prediction is None" - assert mixed.var_weights is not None, "var_weights is None" - - # check posterior draws - assert posterior_draws == 0.0, "posterior draws is not zero" - - # check specific values of the mixed result - assert np.allclose(samba_mean, mixed_mean), \ - "mixed mean not matching" - assert np.allclose(samba_intervallow, mixed_intervals[0]), \ - "lower interval not matching" - assert np.allclose(samba_intervalhigh, mixed_intervals[1]), \ - "higher interval not matching" - assert np.allclose(samba_std, std_dev), "standard deviation not matching" - - -def test_evaluate_weights(): - - # call samba_results.txt file - samba_arrays = np.loadtxt('samba_results.txt', delimiter=',') - - # separate out weights - weights_low = samba_arrays[8] - weights_high = samba_arrays[9] - - # test weights - assert np.allclose(weights_low, mixed.var_weights[0, :]), \ - "weights are incorrect" - assert np.allclose(weights_high, mixed.var_weights[1, :]), \ - "weights are incorrect" - - # now that predict has been run, test pulling the weights - assert np.array_equal(weights, mixed.var_weights), \ - "weights are not matching" diff --git a/test/test_trees.py b/test/test_trees.py deleted file mode 100644 index 80f9b3bc..00000000 --- a/test/test_trees.py +++ /dev/null @@ -1,143 +0,0 @@ -""" -Name: test_trees.py -Author: John Yannotty (yannotty.1@osu.edu) -Desc: Test suite for trees.py - -Start Date: 04/21/22 -Version: 1.0 -""" - -# Imports -import os -import sys -import numpy as np - -print(os.getcwd()) -dirname = os.popen("find $PWD -type f -name test_trees.py").read() -taweret_wd = dirname.split("test")[0] -sys.path.append(taweret_wd) - -from Taweret.models.polynomial_models import sin_cos_exp -from Taweret.mix.trees import Trees - - - - -# --------------------------------------------- -# Define the test functions -# --------------------------------------------- -# Test the constructor with the model set -def test_init(): - # check passing of variables into Multivariate class - assert mix.model_dict == model_dict, "class object self.model_dict not set." - assert mix.nummodels == len( - model_dict), "class object self.nummodels not set." - - -# Test the mixing fun -def test_mixing(): - x_train = np.loadtxt( - taweret_wd + 'test/bart_bmm_test_data/2d_x_train.txt').reshape(80, 2) - x_train = x_train.reshape(2, 80).transpose() - - y_train = np.loadtxt( - taweret_wd + 'test/bart_bmm_test_data/2d_y_train.txt').reshape(80, 1) - - # Set prior information - mix.set_prior( - k=2.5, - ntree=30, - overallnu=5, - overallsd=0.01, - inform_prior=False) - - # Check tuning & hyper parameters - assert mix.k == 2.5, "class object k is not set." - assert mix.ntree == 30, "class object ntree is not set." - assert mix.overallnu == 5, "class object nu is not set." - assert mix.overallsd == 0.01, "class object overallsd is not set." - assert mix.overalllambda == 0.01**2, "class object overalllambda is not set." - assert mix.inform_prior == False, "class object inform_prior is not set." - - # Train the model - fit = mix.train( - X=x_train, - y=y_train, - ndpost=10000, - nadapt=2000, - nskip=2000, - adaptevery=500, - minnumbot=4) - - # Check the mcmc objects - assert mix.ndpost == 10000, "class object ndpost is not set." - assert mix.nadapt == 2000, "class object nadapt is not set." - assert mix.adaptevery == 500, "class object adaptevery is not set." - assert mix.nskip == 2000, "class object nskip is not set." - assert mix.minnumbot == 4, "class object minnumbot is not set." - - -# Test the mean predictions -def test_predict(): - # Get test data - n_test = 30 - x1_test = np.outer(np.linspace(-3, 3, n_test), np.ones(n_test)) - x2_test = x1_test.copy().transpose() - f0_test = (np.sin(x1_test) + np.cos(x2_test)) - x_test = np.array([x1_test.reshape(x1_test.size,), - x2_test.reshape(x1_test.size,)]).transpose() - - # Read in test results - pmean_test = np.loadtxt( - taweret_wd + - 'test/bart_bmm_test_data/2d_pmean.txt') - eps = 0.10 - - # Get predictions - ppost, pmean, pci, pstd = mix.predict(X=x_test, ci=0.95) - - # Test the values - perr = np.mean(np.abs(pmean - pmean_test)) - assert perr < eps, "Inaccurate predictions." - - -# Test posterior of the weights -def test_predict_wts(): - # Get weights - n_test = 30 - x1_test = np.outer(np.linspace(-3, 3, n_test), np.ones(n_test)) - x2_test = x1_test.copy().transpose() - x_test = np.array([x1_test.reshape(x1_test.size,), - x2_test.reshape(x1_test.size,)]).transpose() - - wpost, wmean, wci, wstd = mix.predict_weights(X=x_test, ci=0.95) - - # Read in test results - wteps = 0.05 - wmean_test = np.loadtxt( - taweret_wd + - 'test/bart_bmm_test_data/2d_wmean.txt') - - # Test the values - werr = np.mean(np.abs(wmean - wmean_test)) - assert werr < wteps, "Inaccurate weights." - - -# Test sigma -def test_sigma(): - sig_eps = 0.05 - assert np.abs((np.mean(mix.posterior) - 0.1) - ) < sig_eps, "Inaccurate sigma calculation." - - -# --------------------------------------------- -# Initiatilize model set -# --------------------------------------------- -# Define the model set -f1 = sin_cos_exp(7, 10, np.pi, np.pi) -f2 = sin_cos_exp(13, 6, -np.pi, -np.pi) -model_dict = {'model1': f1, 'model2': f2} - - -# mix = Trees(model_dict = model_dict, local_openbt_path = "/home/johnyannotty/Documents/openbt/src") -mix = Trees(model_dict=model_dict)