diff --git a/src/ydata_quality/bias_fairness/engine.py b/src/ydata_quality/bias_fairness/engine.py index 1c9422f1..c9c2ee38 100644 --- a/src/ydata_quality/bias_fairness/engine.py +++ b/src/ydata_quality/bias_fairness/engine.py @@ -93,7 +93,7 @@ def performance_discrimination(self): """ # TODO: support error rate parity metrics (e.g. false positive rate, positive rate) if self.label is None: - print('Argument "label" must be defined to calculate performance discrimination metric. Skipping test.') + print('[BIAS&FAIRNESS] Argument "label" must be defined to calculate performance discrimination metric. Skipping test.') pass res = {} diff --git a/src/ydata_quality/core/data_quality.py b/src/ydata_quality/core/data_quality.py index d04d947e..463194e4 100644 --- a/src/ydata_quality/core/data_quality.py +++ b/src/ydata_quality/core/data_quality.py @@ -14,6 +14,7 @@ from ydata_quality.erroneous_data import ErroneousDataIdentifier from ydata_quality.data_expectations import DataExpectationsReporter from ydata_quality.bias_fairness import BiasFairness +from ydata_quality.data_relations import DataRelationsDetector class DataQuality: "DataQuality contains the multiple data quality engines." @@ -23,6 +24,7 @@ def __init__(self, label: str = None, random_state: Optional[int] = None, entities: List[Union[str, List[str]]] = [], + is_close: bool= False, ed_extensions: Optional[list]=[], sample: Optional[pd.DataFrame] = None, model: Callable = None, @@ -30,7 +32,12 @@ def __init__(self, error_tol: int = 0, rel_error_tol: Optional[float] = None, minimum_coverage: Optional[float] = 0.75, - sensitive_features: List[str] = [] + sensitive_features: List[str] = [], + dtypes: Optional[dict] = {}, + corr_th: float = 0.8, + vif_th: float = 5, + p_th: float = 0.05, + plot: bool = True ): """ Engines: @@ -41,6 +48,7 @@ def __init__(self, - Drift Analysis - Data Expectations - Bias & Fairness + - Data Relations Args: df (pd.DataFrame): reference DataFrame used to run the DataQuality analysis. @@ -49,6 +57,7 @@ def __init__(self, random_state (int, optional): Integer seed for random reproducibility. Default is None. Set to None for fully random behaviour, no reproducibility. entities: [DUPLICATES] entities relevant for duplicate analysis. + is_close: [DUPLICATES] Pass True to use numpy.isclose instead of pandas.equals in column comparison. ed_extensions: [ERRONEOUS DATA] A list of user provided erroneous data values to append to defaults. sample: [DRIFT ANALYSIS] data against which drift is tested. model: [DRIFT ANALYSIS] model wrapped by ModelWrapper used to test concept drift. @@ -57,24 +66,30 @@ def __init__(self, rel_error_tol (float): [EXPECTATIONS] Defines the maximum fraction of failed expectations, overrides error_tol. minimum_coverage (float): [EXPECTATIONS] Minimum expected fraction of DataFrame columns covered by the expectation suite. sensitive_features (List[str]): [BIAS & FAIRNESS] features deemed as sensitive attributes + dtypes (Optional[dict]): Maps names of the columns of the dataframe to supported dtypes. Columns not specified are automatically inferred. + corr_th (float): [DATA RELATIONS] Absolute threshold for high correlation detection. Defaults to 0.8. + vif_th (float): [DATA RELATIONS] Variance Inflation Factor threshold for numerical independence test, typically 5-10 is recommended. Defaults to 5. + p_th (float): [DATA RELATIONS] Fraction of the right tail of the chi squared CDF defining threshold for categorical independence test. Defaults to 0.05. + plot (bool): Pass True to produce all available graphical outputs, False to suppress all graphical output. """ #TODO: Refactor legacy engines (property based) and logic in this class to new base (lean objects) self.df = df self._warnings = list() self._random_state = random_state self._engines_legacy = { # Default list of engines - 'duplicates': DuplicateChecker(df=df, entities=entities), + 'duplicates': DuplicateChecker(df=df, entities=entities, is_close=is_close), 'missings': MissingsProfiler(df=df, target=label, random_state=self.random_state), 'erroneous-data': ErroneousDataIdentifier(df=df, ed_extensions=ed_extensions), 'drift': DriftAnalyser(ref=df, sample=sample, label=label, model=model, random_state=self.random_state) } - self._engines_new = {} + self._engines_new = {'data-relations': DataRelationsDetector()} self._eval_args = { # Argument lists for different engines # TODO: centralize shared args in a dictionary to pass just like a regular kwargs to engines, pass specific args in arg list (define here) # In new standard all engines can be run at the evaluate method only, the evaluate run expression can then be: # results = {name: engine.evaluate(*self._eval_args.get(name,[]), **shared_args) for name, engine in self.engines.items()} - 'expectations': [results_json_path, df, error_tol, rel_error_tol, minimum_coverage] + 'expectations': [results_json_path, df, error_tol, rel_error_tol, minimum_coverage], + 'data-relations': [df, dtypes, label, corr_th, vif_th, p_th, plot] } # Engines based on mandatory arguments diff --git a/src/ydata_quality/data_relations/__init__.py b/src/ydata_quality/data_relations/__init__.py new file mode 100644 index 00000000..85d28d3c --- /dev/null +++ b/src/ydata_quality/data_relations/__init__.py @@ -0,0 +1,8 @@ +""" +Tools to check dataset for data relations. +""" +from ydata_quality.data_relations.engine import DataRelationsDetector + +__all__ = [ + "DataRelationsDetector" +] diff --git a/src/ydata_quality/data_relations/engine.py b/src/ydata_quality/data_relations/engine.py new file mode 100644 index 00000000..6b294f39 --- /dev/null +++ b/src/ydata_quality/data_relations/engine.py @@ -0,0 +1,172 @@ +""" +Implementation of DataRelationsDetector engine to run data relations analysis. +""" +from typing import Optional, Tuple, List + +import numpy as np +import pandas as pd + +from ydata_quality.core import QualityEngine, QualityWarning +from ydata_quality.utils.correlations import correlation_matrix, partial_correlation_matrix, correlation_plotter, vif_collinearity, chi2_collinearity +from ydata_quality.utils.modelling import infer_dtypes +from ydata_quality.utils.auxiliary import standard_normalize + +class DataRelationsDetector(QualityEngine): + """Main class to run data relations analysis. + """ + + def __init__(self): + return # Override the base class init method + + @property + def tests(self): + return ["_confounder_detection", "_collider_detection", "_feature_importance", "_inflated_variance_detection"] + + @property + def dtypes(self): + return self._dtypes + + @dtypes.setter + def dtypes(self, df_dtypes: Tuple[pd.DataFrame, dict]): + df, dtypes = df_dtypes + if not isinstance(dtypes, dict): + raise ValueError("Property 'dtypes' should be a dictionary.") + assert all(col in df.columns for col in dtypes), "All dtypes keys \ + must be columns in the dataset." + supported_dtypes = ['numerical', 'categorical'] + assert all(dtype in supported_dtypes for dtype in dtypes.values()), "Assigned dtypes\ + must be in the supported broad dtype list: {}.".format(supported_dtypes) + df_col_set = set(df.columns) + dtypes_col_set = set(dtypes.keys()) + missing_cols = df_col_set.difference(dtypes_col_set) + if missing_cols: + _dtypes = infer_dtypes(df, skip=df_col_set.difference(missing_cols)) + for col, dtype in _dtypes.items(): + dtypes[col] = dtype + self._dtypes = dtypes + + def evaluate(self, df: pd.DataFrame, dtypes: Optional[dict] = None, label: str=None, corr_th: float=0.8, vif_th: float=5, p_th: float=0.05, plot: bool=True) -> dict: + """Runs tests to the validation run results and reports based on found errors. + Note, we perform standard normalization of numerical features in order to unbias VIF and partial correlation methods. + This bias correction produces results equivalent to adding a constant feature to the dataset. + + Args: + df (pd.DataFrame): The Pandas DataFrame on which you want to perform data relations analysis. + dtypes (Optional[dict]): A dictionary mapping df column names to numerical/categorical dtypes. + If a full map is not provided it will be determined/completed via inference method. + label (Optional[str]): A string identifying the label feature column + corr_th (float): Absolute threshold for high correlation detection. Defaults to 0.8. + vif_th (float): Variance Inflation Factor threshold for numerical independence test, typically 5-10 is recommended. Defaults to 5. + p_th (float): Fraction of the right tail of the chi squared CDF defining threshold for categorical independence test. Defaults to 0.05. + plot (bool): Pass True to produce all available graphical outputs, False to suppress all graphical output. + """ + assert label in df.columns or not label, "The provided label name does not exist as a column in the dataset" + self._warnings = [] # reset the warnings to avoid duplicates + if not dtypes: + dtypes = {} + self.dtypes = (df, dtypes) # Consider refactoring QualityEngine dtypes (df as argument of setter) + df = standard_normalize(df, dtypes) + results = {} + corr_mat, _ = correlation_matrix(df, self.dtypes, True) + p_corr_mat = partial_correlation_matrix(corr_mat) + results['Correlations'] = {'Correlation matrix': corr_mat, 'Partial correlation matrix': p_corr_mat} + if plot: + correlation_plotter(corr_mat, title='Correlations', symmetric=True) + if p_corr_mat is not None: + if plot: + correlation_plotter(p_corr_mat, title='Partial Correlations', symmetric=True) + results['Confounders'] = self._confounder_detection(corr_mat, p_corr_mat, corr_th) + results['Colliders'] = self._collider_detection(corr_mat, p_corr_mat, corr_th) + else: + print('[DATA RELATIONS] The partial correlation matrix is not computable for this dataset. Skipping potential confounder and collider detection tests.') + if label: + results['Feature Importance'] = self._feature_importance(corr_mat, p_corr_mat, label, corr_th) + results['High Collinearity'] = self._high_collinearity_detection(df, self.dtypes, label, vif_th, p_th=p_th) + return results + + def _confounder_detection(self, corr_mat: pd.DataFrame, par_corr_mat: pd.DataFrame, corr_th: float) -> List[Tuple[str, str]]: + """Detects pairwise variable relationships potentially affected by confounder effects of other covariates. + + Taking the zero order correlations (i.e. without controlling for the influence of any other feature), all + candidate pairs are compared against the full order partial correlations. + Zero order coefficient above threshold and partial coefficient below threshold indicate existence of confounding effects.""" + mask = np.ones(corr_mat.shape, dtype='bool') + mask[np.tril(mask)] = False # Drop pairs below diagonal + mask[corr_mat.abs()<=corr_th] = False # Drop pairs with zero order correlation below threshold + mask[par_corr_mat.abs()>corr_th] = False # Drop pairs with correlation after controling all other covariates + confounded_pairs = [(corr_mat.index[i], corr_mat.columns[j]) for i, j in np.argwhere(mask)] + if len(confounded_pairs)>0: + self.store_warning(QualityWarning( + test='Confounded correlations', category='Data Relations', priority=2, data = confounded_pairs, + description="Found {} independently correlated variable pairs that disappeared after controling\ + for the remaining variables. This is an indicator of potential confounder effects in the dataset.".format(len(confounded_pairs)))) + return confounded_pairs + + def _collider_detection(self, corr_mat: pd.DataFrame, par_corr_mat: pd.DataFrame, corr_th: float) -> List[Tuple[str, str]]: + """Detects pairwise variable relationships potentially creating colliding effects with other covariates. + + Taking the zero order correlations (i.e. without controlling for the influence of any other feature), all + candidate pairs are compared against the full order partial correlations. + Zero order coefficient below threshold and partial coefficient above threshold indicate existence of collider effects.""" + mask = np.ones(corr_mat.shape, dtype='bool') + mask[np.tril(mask)] = False # Drop pairs below diagonal + mask[corr_mat.abs()>corr_th] = False # Drop pairs with zero order correlation above threshold + mask[par_corr_mat.abs()<=corr_th] = False # Drop pairs with correlation after controling all other covariates + colliding_pairs = [(corr_mat.index[i], corr_mat.columns[j]) for i, j in np.argwhere(mask)] + if len(colliding_pairs)>0: + self.store_warning(QualityWarning( + test='Collider correlations', category='Data Relations', priority=2, data = colliding_pairs, + description="Found {} independently uncorrelated variable pairs that showed correlation after\ + controling for the remaining variables. This is an indicator of potential colliding bias with other covariates.".format(len(colliding_pairs)))) + return colliding_pairs + + def _feature_importance(self, corr_mat: pd.DataFrame, par_corr_mat: pd.DataFrame, label: str, corr_th: float) -> pd.DataFrame: + """Identifies features with high importance. + Returns all features with absolute correlation to the label higher than corr_th. + + This method returns a summary of all detected important features. + The summary contains zero, full order partial correlation and a note regarding potential confounding.""" + assert label in corr_mat.columns, "The provided label {} does not exist as a column in the DataFrame.".format(label) + label_corrs = corr_mat.loc[label].drop(label) + mask = np.ones(label_corrs.shape, dtype='bool') + mask[label_corrs.abs()<=corr_th] = False # Drop pairs with zero order correlation below threshold + important_feats = [label_corrs.index[i][0] for i in np.argwhere(mask)] + summary = "[FEATURE IMPORTANCE] No important features were found in explaining {}. You might want to try lowering corr_th.".format(label) + if len(important_feats)>0: + if par_corr_mat is not None: + label_pcorrs = par_corr_mat.loc[label].drop(label) + summary = pd.DataFrame(data={'Correlations': label_corrs.loc[important_feats], 'Partial Correlations': label_pcorrs.loc[important_feats]}) + summary['Note'] = 'OK' + summary.loc[summary['Partial Correlations'].abs() pd.DataFrame: + """Detects independent variables with high collinearity. Categorical vars and continuous vars are studied as independent sets of variables. + Variance Inflation Factors are used to study continuous vars collinearity. + Chi-squared tests are used to test categorical vars collinearity. + Results are ranked from highest collinearity to lowest and segregated on type of variable. + """ + vif_scores = vif_collinearity(df, dtypes, p_th, label) + inflated = vif_scores.loc[vif_scores>vif_th] + chi2_tests = chi2_collinearity(df, dtypes, p_th,label) + unique_cats = list(set(list(chi2_tests['Var1'].unique())+list(chi2_tests['Var2'].unique()))) + cat_coll_scores = [(c, chi2_tests[(c == chi2_tests[['Var1','Var2']]).any(axis=1)]['Adjusted Chi2'].mean()) for c in unique_cats] + cat_coll_scores = [c[0] for c in sorted(cat_coll_scores, key= lambda x: x[1], reverse=True)] + if len(inflated)>0: + self.store_warning(QualityWarning( + test='High Collinearity - Numerical', category='Data Relations', priority=2, data = inflated, + description="Found {} numerical variables with high Variance Inflation Factor (VIF>{:.1f}).\ + The variables listed in results are highly collinear with other variables in the dataset. These will make model explainability harder and potentially give way to issues like overfitting.\ + Depending on your end goal you might want to remove the highest VIF variables.".format(len(inflated), vif_th))) + if len(cat_coll_scores)>0: + # TODO: Determine and sort collinear_cats, as the average aggregated adjusted chi2 tests for each variable in chi2_tests + # TODO: Merge warning messages (make one warning for the whole test, summarizing findings from the numerical and categorical vars) + self.store_warning(QualityWarning( + test='High Collinearity - Categorical', category='Data Relations', priority=2, data = chi2_tests, + description="Found {} categorical variables with significant collinearity (p-value < {}).\ + The variables listed in results are highly collinear with other variables in the dataset and sorted descending according to propensity. These will make model explainability harder and potentially give way to issues like overfitting.\ + Depending on your end goal you might want to remove variables following the provided order.".format(len(cat_coll_scores), p_th))) + return {'Numerical': inflated, 'Categorical': cat_coll_scores} diff --git a/src/ydata_quality/duplicates/engine.py b/src/ydata_quality/duplicates/engine.py index 8fa6f776..e84ed002 100644 --- a/src/ydata_quality/duplicates/engine.py +++ b/src/ydata_quality/duplicates/engine.py @@ -7,15 +7,17 @@ import pandas as pd from ydata_quality.core import QualityEngine, QualityWarning +from ydata_quality.utils.auxiliary import find_duplicate_columns class DuplicateChecker(QualityEngine): "Engine for running analyis on duplicate records." - def __init__(self, df: pd.DataFrame, entities: List[Union[str, List[str]]] = []): + def __init__(self, df: pd.DataFrame, entities: List[Union[str, List[str]]] = [], is_close: bool=False): super().__init__(df=df) self._entities = entities self._tests = ["exact_duplicates", "entity_duplicates", "duplicate_columns"] + self._is_close = is_close @property def entities(self): @@ -97,21 +99,15 @@ def entity_duplicates(self, entity: Optional[Union[str, List[str]]] = None): ent_dups.update(self.entity_duplicates(col)) return ent_dups - def duplicate_columns(self): "Returns a mapping dictionary of columns with fully duplicated feature values." - dups = {} - for idx, col in enumerate(self.df.columns): # Iterate through all the columns of dataframe - ref = self.df[col] # Take the column values as reference. - for tgt_col in self.df.columns[idx+1:]: # Iterate through all other columns - if ref.equals(self.df[tgt_col]): # Take target values - dups[col] = tgt_col # Store if they match - - if len(dups) > 0: + dups = find_duplicate_columns(self.df, self._is_close) + cols_with_dups = len(dups.keys()) + if cols_with_dups > 0: self.store_warning( QualityWarning( test='Duplicate Columns', category='Duplicates', priority=1, data=dups, - description=f"Found {len(dups)} columns with exactly the same feature values as other columns." + description=f"Found {cols_with_dups} columns with exactly the same feature values as other columns." ) ) else: diff --git a/src/ydata_quality/utils/auxiliary.py b/src/ydata_quality/utils/auxiliary.py index 065bd269..0f4508e7 100644 --- a/src/ydata_quality/utils/auxiliary.py +++ b/src/ydata_quality/utils/auxiliary.py @@ -3,10 +3,11 @@ """ from typing import Union, Tuple - import json import pandas as pd +import numpy as np +from sklearn.preprocessing import StandardScaler, MinMaxScaler def test_load_json_path(json_path: str) -> dict: """Tests file existence from given path and attempts to parse as a json dictionary. @@ -40,3 +41,38 @@ def random_split(df: Union[pd.DataFrame, pd.Series], split_size: float, shuffle: split = sample.iloc[:split_len] remainder = sample.iloc[split_len:] return split, remainder + +def min_max_normalize(df: pd.DataFrame, dtypes: dict) -> pd.DataFrame: + """Applies min-max normalization to the numerical features of the dataframe. + + Args: + df (pd.DataFrame): DataFrame to be normalized + dtypes (dict): Map of column names to variable types""" + numeric_features = [col for col in df.columns if dtypes[col]=='numerical'] + scaled_data = MinMaxScaler().fit_transform(df[numeric_features].values) + df[numeric_features] = scaled_data + return df + +def standard_normalize(df: pd.DataFrame, dtypes: dict) -> pd.DataFrame: + """Applies standard normalization (z-score) to the numerical features of the dataframe. + + Args: + df (pd.DataFrame): DataFrame to be normalized + dtypes (dict): Map of column names to variable types""" + numeric_features = [col for col in df.columns if dtypes[col]=='numerical'] + scaled_data = StandardScaler().fit_transform(df[numeric_features].values) + df[numeric_features] = scaled_data + return df + +def find_duplicate_columns(df: pd.DataFrame, is_close=False) -> dict: + """Returns a mapping dictionary of columns with fully duplicated feature values. + + Arguments: + is_close(bool): Pass True to use numpy.isclose instead of pandas.equals.""" + dups = {} + for idx, col in enumerate(df.columns): # Iterate through all the columns of dataframe + ref = df[col] # Take the column values as reference. + for tgt_col in df.columns[idx+1:]: # Iterate through all other columns + if np.isclose(ref,df[tgt_col]).all() if is_close else ref.equals(df[tgt_col]): # Take target values + dups.setdefault(col, []).append(tgt_col) # Store if they match + return dups diff --git a/src/ydata_quality/utils/correlations.py b/src/ydata_quality/utils/correlations.py index 0898909f..10c77869 100644 --- a/src/ydata_quality/utils/correlations.py +++ b/src/ydata_quality/utils/correlations.py @@ -3,9 +3,18 @@ """ from typing import List, Optional +import warnings import numpy as np import pandas as pd +from itertools import combinations +import scipy.stats as ss +from scipy.stats.distributions import chi2 +from statsmodels.stats.outliers_influence import variance_inflation_factor as vif +import seaborn as sb +import matplotlib.pyplot as plt + +from ydata_quality.utils.auxiliary import find_duplicate_columns def filter_associations(corrs: pd.DataFrame, th: float, @@ -33,3 +42,156 @@ def filter_associations(corrs: pd.DataFrame, th: float, corrs.sort_values(by='value', ascending=False, inplace=True) # sort by correlation corrs = corrs.set_index('features').rename(columns={'value': name})[name] # rename and subset columns return corrs + +def pearson_correlation(col1: np.ndarray, col2: np.ndarray) -> float: + """Returns Pearson's correlation coefficient for col1 and col2. + Used for numerical - numerical variable pairs. + + Args: + col1 (np.ndarray): A numerical column with no null values + col2 (np.ndarray): A numerical column with no null values""" + return ss.pearsonr(col1, col2)[0] + +def unbiased_cramers_v(col1: np.ndarray, col2: np.ndarray) -> float: + """Returns the unbiased Cramer's V correlation coefficient for col1 and col2. + Used for categorical - categorical variable pairs. + + Args: + col1 (np.ndarray): A categorical column with no null values + col2 (np.ndarray): A categorical column with no null values""" + n = col1.size + contingency_table = pd.crosstab(col1, col2) + chi_sq = ss.chi2_contingency(contingency_table)[0] + phi_sq = chi_sq/n + r, k = contingency_table.shape + phi_sq_hat = np.max([0, phi_sq -((r-1)*(k-1))/(n-1)]) + k_hat = k-np.square(k-1)/(n-1) + r_hat = r-np.square(r-1)/(n-1) + return np.sqrt(phi_sq_hat/np.min([k_hat-1, r_hat-1])) # Note: this is strictly positive + +def correlation_ratio(col1: np.ndarray, col2: np.ndarray) -> float: + """Returns the correlation ratio for col1 and col2. + Used for categorical - numerical variable pairs. + + Args: + col1 (np.ndarray): A categorical column with no null values + col2 (np.ndarray): A numerical column with no null values""" + uniques = np.unique(col1) + yx_hat = np.zeros(len(uniques)) + counts = np.zeros(len(uniques)) + for i, value in enumerate(uniques): + yx = col2[np.where(col1==value)] + counts[i] = yx.size + yx_hat[i] = np.average(yx) + y_hat = np.average(yx_hat, weights=counts) + eta_2 = np.sum(np.multiply(counts,np.square(np.subtract(yx_hat,y_hat))))/np.sum(np.square(np.subtract(col2,y_hat))) + return np.sqrt(eta_2) # Note: this is strictly positive + +def correlation_matrix(df: pd.DataFrame, dtypes: dict, drop_dups: bool = False) -> pd.DataFrame: + """Returns the correlation matrix. + The methods used for computing correlations are mapped according to the column dtypes of each pair.""" + corr_funcs = { # Map supported correlation functions + ('categorical','categorical'): unbiased_cramers_v, + ('categorical','numerical'): correlation_ratio, + ('numerical','numerical'): pearson_correlation, + } + # TODO: p-values for every correlation function, to support Data Relations logic + corr_mat = pd.DataFrame(data=np.identity(n=len(df.columns)), index=df.columns, columns=df.columns) + p_vals = pd.DataFrame(data=np.ones(shape=corr_mat.shape), index=df.columns, columns=df.columns) + has_values = df.notnull().values + df = df.values + for i, col1 in enumerate(corr_mat): + dtype1 = dtypes[col1] + for j, col2 in enumerate(corr_mat): + if i >= j: + continue # Diagonal was filled from the start, lower triangle is equal to top triangle + dtype2 = dtypes[col2] + dtype_sorted_ixs = sorted(list(zip([i, j], [dtype1, dtype2])), key = lambda x: x[1]) + key = tuple([col_dtype[1] for col_dtype in dtype_sorted_ixs]) + is_valid = has_values[:,i] & has_values[:,j] # Valid indexes for computation + try: + vals = [df[is_valid, col_dtype[0]] for col_dtype in dtype_sorted_ixs] + corr = corr_funcs[key](*vals) + except: + corr = None # Computation failed + corr_mat.loc[col1,col2] = corr_mat.loc[col2,col1] = corr + if drop_dups: + dup_lists = find_duplicate_columns(corr_mat.abs(), True) # Find duplicate row lists in absolute correlation matrix + for col, dup_list in dup_lists.items(): + if col in corr_mat.columns: # Ensures we will not drop both members of duplicate pairs + corr_mat.drop(columns=dup_list, index=dup_list, inplace=True) + p_vals.drop(columns=dup_list, index=dup_list, inplace=True) + return corr_mat, p_vals + +def partial_correlation_matrix(corr_matrix: pd.DataFrame) -> pd.DataFrame: + """Returns the matrix of full order partial correlations. + Uses the covariance matrix inversion method.""" + inv_corr_matrix = np.linalg.pinv(corr_matrix) + diag = np.diag(inv_corr_matrix) + if np.isnan(diag).any() or (diag<=0).any(): + return None + scaled_diag = np.diag(np.sqrt(1 / diag)) + partial_corr_matrix = -1 * (scaled_diag @ inv_corr_matrix @ scaled_diag) + np.fill_diagonal(partial_corr_matrix, 1) # Fixing scaling setting the diagonal to -1 + return pd.DataFrame(data=partial_corr_matrix, index=corr_matrix.index, columns=corr_matrix.columns) + +def correlation_plotter(mat: pd.DataFrame, title: str='', symmetric: bool=True): + """Plots correlation matrix heatmaps. + + Args: + mat (pd.DataFrame): A correlations matrix (partial or zero order) + title (str): A string to be used as plot title + symmetric (bool): True to only plot the lower triangle (symmetric correlation matrix), False to plot all. + """ + mask=None + if symmetric: + mat = mat.iloc[1:,:-1] + mask = np.zeros_like(mat) + mask[np.triu_indices_from(mask, 1)] = True + str_trunc = lambda x: x if len(x)<=9 else x[:4]+'...'+ x[-4:] + mat.rename(columns=str_trunc, inplace=True) + plt.figure(figsize=(14,14)) + ax=sb.heatmap( + mat, cbar=True, vmin=-1, vmax=1, mask=mask if symmetric else None, annot=True, square=True, + cmap=sb.diverging_palette(220, 20, as_cmap=True), fmt=".0%") + if title: + ax.set_title(title) + ax.set_xticklabels(ax.get_xticklabels(), rotation=45, size=8) + plt.show() + +def vif_collinearity(data: pd.DataFrame, dtypes: dict, p_th: float, label: str=None) -> pd.Series: + """Computes Variance Inflation Factors for the features of data. + Disregards the label feature.""" + if label and label in data.columns: + data = data.drop(columns=label) + num_columns = [col for col in data.columns if dtypes[col]=='numerical'] + warnings.filterwarnings("ignore", category=RuntimeWarning) + vifs = [vif(data[num_columns].values, i) for i in range(len(data[num_columns].columns))] + warnings.resetwarnings() + return pd.Series(data=vifs, index=num_columns).sort_values(ascending=False) + +def chi2_collinearity(data: pd.DataFrame, dtypes: dict, p_th: float, label: str=None) -> pd.DataFrame: + """Applies chi-squared test on all combinations of categorical variable pairs in a dataset. + Disregards the label feature. + Returns the average of chi-sq statistics found for significant tests (pcrit_chi: + adj_chi = chi + if dof != 2: + adj_chi = chi2.ppf(1-p, 2) + for list_, value in zip(chis.values(), [comb[0], comb[1], adj_chi, p, chi, dof]): + list_.append(value) + return pd.DataFrame(data=chis).sort_values(by='p-value', ascending=True).reset_index(drop=True) diff --git a/src/ydata_quality/utils/modelling.py b/src/ydata_quality/utils/modelling.py index 05251592..27b2dc57 100644 --- a/src/ydata_quality/utils/modelling.py +++ b/src/ydata_quality/utils/modelling.py @@ -216,8 +216,8 @@ def infer_dtypes(df: Union[pd.DataFrame, pd.Series], skip: Union[list, set] = [] def standard_transform(df, dtypes, skip=[], robust = False): """Applies standard transformation to the dataset (imputation, centering and scaling), returns transformed data and the fitted transformer. - Numerical data is imputated with mean, centered and scaled by 4 standard deviations. - Categorical data is imputated with mode. Encoding is not performed in this stage to preserve the same columns. + Numerical data is imputed with mean, centered and scaled by 4 standard deviations. + Categorical data is imputed with mode. Encoding is not performed in this stage to preserve the same columns. If robust is passed as True, will truncate numerical data before computing statistics. [1]From 1997 Wilson, D. Randall; Martinez, Tony R. - Improved Heterogeneous Distance Functions https://arxiv.org/pdf/cs/9701101.pdf """ @@ -225,19 +225,19 @@ def standard_transform(df, dtypes, skip=[], robust = False): categorical_features = [key for key, value in dtypes.items() if value == 'categorical' and key not in skip] assert len(numerical_features+categorical_features+skip) == len(df.columns), 'the union of dtypes keys with skip should be the same as the df columns' if robust: - NUMERICAL_TRANSFORMER = Pipeline([ + numeric_transformer = Pipeline([ ('imputer', SimpleImputer()), ('scaler', RobustScaler(quantile_range=(5.0, 95.0)))]) else: - NUMERICAL_TRANSFORMER = NUMERIC_TRANSFORMER - PREPROCESSOR = ColumnTransformer( + numeric_transformer = NUMERIC_TRANSFORMER + preprocessor = ColumnTransformer( transformers=[ # Numerical vars are scaled by 4sd so that most of the data are fit in the [-1, 1] range - ('num', Pipeline(NUMERICAL_TRANSFORMER.steps + [('divby4', FunctionTransformer(lambda x: x/4))]), numerical_features), + ('num', Pipeline(numeric_transformer.steps + [('divby4', FunctionTransformer(lambda x: x/4))]), numerical_features), ('cat', Pipeline([('impute', SimpleImputer(strategy='most_frequent'))]), categorical_features)], remainder='passthrough') new_column_order = numerical_features+categorical_features+skip - tdf = pd.DataFrame(PREPROCESSOR.fit_transform(df), index = df.index, columns=new_column_order) - return tdf, PREPROCESSOR + tdf = pd.DataFrame(preprocessor.fit_transform(df), index = df.index, columns=new_column_order) + return tdf, preprocessor def performance_one_vs_rest(df: pd.DataFrame, label_feat: str, _class: str, dtypes=None): """Train a classifier to predict a class in binary fashion against all other classes. diff --git a/tutorials/data_quality.ipynb b/tutorials/data_quality.ipynb index be42dd5d..75fbc03f 100644 --- a/tutorials/data_quality.ipynb +++ b/tutorials/data_quality.ipynb @@ -99,22 +99,19 @@ "text": [ "[ENTITY DUPLICATES] There are no entities defined to run the analysis. Skipping the test.\n", "WARNING: Skipping test predict_missings due to failure during computation.\n", - "[PREDEFINED ERRONEOUS DATA] No predefined ED values from the set {'', 'unk', '!', 'a_custom_edv', 'unknown', 'n/a', 'na', '?', '(blank)', 999999999} were found in the dataset.\n", + "[PREDEFINED ERRONEOUS DATA] No predefined ED values from the set {'', 'unknown', 'unk', 'a_custom_edv', '?', '(blank)', 'na', '!', 'n/a', 999999999} were found in the dataset.\n", "WARNING: Skipping test ref_covariate_drift due to failure during computation.\n" ] }, { "output_type": "display_data", "data": { + "image/png": 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hyJEjePjwoczbA4Cbmxvs7OzwzTffSDUByLKP/xo9ejS4XC7WrFlT4xty9RUPb29v6OrqYv369aioqJD5df/bLKStrQ17e3vJ8Nvqb8L/vcLS0JE99fH777+joKBA8vjw4cNITU3FkCFD6txmwoQJEIlEWLt2bY3nKisr6/VB/KrajjsvLw8BAQG1rp+SkoJjx45JHufn5+P333+Hq6ur5IrahAkTEBYWhnPnztXYPjc3F5WVlTJlrPam96tt27bw8vKS/Hh6ekrWdXR0hJOTEw4ePIiDBw/C3Ny8xug1Ho9X4/x///33EIlEb8xmZ2eHGzduoLy8XLLs5MmTNYaqT5gwAcnJydi1a1eNfZSUlKCoqAhAVRPpf1UX/v8dMk6UG125IUpp4cKFGD9+PAIDA/Hxxx/jxx9/RO/eveHk5IQZM2agbdu2SE9PR1hYGF68eIGIiIjX7m/jxo0ICgpCjx49MGPGDHTs2BE5OTm4d+8eLl68WOsf1VdxuVz89ttvGDJkCDp16gR/f39YWloiOTkZQUFB0NXVxT///CPTMdrb22PZsmVYu3Yt+vTpg7Fjx4LP5+P27duwsLDAhg0boKuri59//hlTpkxB165dMXHiRBgbGyMxMRGnTp2Cp6cnfvjhhzpfo2PHjujfvz/c3NxgYGCAO3fu4PDhw5K7N+vq6qJv377YvHkzKioqYGlpifPnzyMuLk6mY5GFgYEBevfuDX9/f6Snp2P79u2wt7fHjBkz6tymX79+mDlzJjZs2IDw8HAMGjQIqqqqiI6OxqFDh7Bjxw6MGzeu3hkGDRoENTU1jBgxAjNnzkRhYSF27doFExOTWgvodu3aYdq0abh9+zZMTU2xe/dupKenSxVDCxcuxIkTJzB8+HD4+fnBzc0NRUVFiIyMxOHDhxEfH1+jX1J9NOT9epWPjw9WrFgBdXV1TJs2rUbfleHDh2Pv3r0QCATo2LEjwsLCcPHiRRgaGr5x39OnT8fhw4cxePBgTJgwATExMfjjjz8kVxyrTZkyBX/99Rc+/vhjBAUFwdPTEyKRCE+fPsVff/2Fc+fOwd3dHWvWrMHVq1cxbNgw2NjYICMjAz/99BPatGkjdXWKtAKKGKJFiDxUDwW/fft2jedEIhGzs7NjdnZ2rLKykjHGWExMDJs6dSozMzNjqqqqzNLSkg0fPpwdPnxYsl1dQ8EZYyw9PZ3Nnj2bWVlZMVVVVWZmZsYGDhzIfv31V8k61cNdDx06VGvm+/fvs7FjxzJDQ0PG5/OZjY0NmzBhArt06ZJknephx/8dzlp9vHFxcVLLd+/ezbp06cL4fD7T19dn/fr1YxcuXJBaJygoiHl7ezOBQMDU1dWZnZ0d8/PzY3fu3Knj3a3y9ddfs+7duzM9PT2moaHBOnTowNatW8fKy8sl67x48YKNGTOG6enpMYFAwMaPH89SUlJqDFeu67h8fX2ZlpZWjdfu168f69Spk9QxAGB//vknW7p0KTMxMWEaGhps2LBhLCEhocY+Xx0KXu3XX39lbm5uTENDg+no6DAnJye2aNEilpKS8tr3obah4CdOnGDOzs5MXV2dCYVCtmnTJrZ79+4a58jGxoYNGzaMnTt3jjk7OzM+n886dOhQ6+9IQUEBW7p0KbO3t2dqamrMyMiIeXh4sG+++UbqPf/ve1sbWd6v14mOjmYAGAB2/fr1Gs+/fPmS+fv7MyMjI6atrc28vb3Z06dPawzzrm0oOGOMbd26lVlaWjI+n888PT3ZnTt3agwFZ4yx8vJytmnTJtapUyfJ77qbmxtbvXo1y8vLY4wxdunSJTZq1ChmYWHB1NTUmIWFBZs0aVKN4fVE+XEYk1OPPUIIaUTBwcF45513cOjQIZmusrRW9H6R1oz63BBCCCFEqVBxQwghhBClQsUNIYQQQpQK9bkhhBBCiFKhKzeEEEIIUSpU3BBCCCFEqbS6m/iJxWKkpKRAR0fnjbfxJoQQQkjzwBhDQUEBLCws3jgRaqsrblJSUiSTrBFCCCGkZUlKSkKbNm1eu06rK250dHQAVL05urq6Ck5DCCGEkPrIz8+HlZWV5HP8dVpdcVPdFKWrq0vFDSGEENLC1KdLCXUoJoQQQohSoeKGEEIIIUqFihtCCCGEKJVW1+eGEEJaM5FIhIqKCkXHIKRWampqbxzmXR9U3BBCSCvAGENaWhpyc3MVHYWQOnG5XNja2kJNTe2t9kPFDSGEtALVhY2JiQk0NTXpJqak2am+yW5qaiqsra3f6neUihtCCFFyIpFIUtgYGhoqOg4hdTI2NkZKSgoqKyuhqqra4P1Qh2JCCFFy1X1sNDU1FZyEkNerbo4SiURvtR8qbgghpJWgpijS3Mnrd5SKG0IIIYQoFSpuCCGEKK3AwEDo6em99X44HA6OHz/+1vuRt1WrVsHV1VXRMZodKm7kKDWvBKExWUjNK1F0FEIIUQp+fn4YPXq0omOQFoZGS8nJwduJWHo0EmIGcDnAhrFO8OlmrehYhBBCSKtDV27kIDWvBEuOVBU2ACBmwJdHH9IVHEKIUmpOV6m3bdsGJycnaGlpwcrKCrNmzUJhYWGN9Y4fPw4HBweoq6vD29sbSUlJUs///fff6Nq1K9TV1dG2bVusXr0alZWV9c7Rv39/zJkzB3PmzIFAIICRkRGWL18Oxlit6+fn50NDQwNnzpyRWn7s2DHo6OiguLgYALB48WK0a9cOmpqaaNu2LZYvX/7aO0z3798f8+bNk1o2evRo+Pn5SR6XlZVhwYIFsLS0hJaWFnr06IHg4OB6H2tLQFdu5CAuqwj//fUVMYb4rGKYCzQUkokQQl6HMYaSCtmH2x65+wIrTzySXKVePbIT3nNrI9M+NFR58hsVw+Xiu+++g62tLWJjYzFr1iwsWrQIP/30k2Sd4uJirFu3Dr///jvU1NQwa9YsTJw4ESEhIQCAa9euYerUqfjuu+/Qp08fxMTE4KOPPgIArFy5st5Z9uzZg2nTpuHWrVu4c+cOPvroI1hbW2PGjBk11tXV1cXw4cOxf/9+DBkyRLJ83759GD16tGTYvo6ODgIDA2FhYYHIyEjMmDEDOjo6WLRoUYPeLwCYM2cOHj9+jAMHDsDCwgLHjh3D4MGDERkZCQcHhwbvtzmh4kYObI20wOVAcuUGAHgcDoRGdE8JQkjzVFIhQscV595qH2IGLP/7EZb//Uim7R6v8Yammnw+fl69SiEUCvH111/j448/lipuKioq8MMPP6BHjx4AqooQR0dH3Lp1C927d8fq1auxZMkS+Pr6AgDatm2LtWvXYtGiRTIVN1ZWVvj222/B4XDQvn17REZG4ttvv621uAGAyZMnY8qUKSguLoampiby8/Nx6tQpHDt2TLLOV199JXV8CxYswIEDBxpc3CQmJiIgIACJiYmwsLAAACxYsABnz55FQEAA1q9f36D9NjfULCUH5gINbBjrBO4rX0SWDO1AV20IIaSRXbx4EQMHDoSlpSV0dHQwZcoUZGdnS5p1AEBFRQXdunWTPO7QoQP09PTw5MkTAEBERATWrFkDbW1tyc+MGTOQmpoqtZ836dmzp9QVqV69eiE6OhoikQjr16+X2n9iYiKGDh0KVVVVnDhxAgBw5MgR6OrqwsvLS7KPgwcPwtPTE2ZmZtDW1sZXX32FxMTEBr9fkZGREIlEaNeunVSeK1euICYmpsH7bW7oyo2c+HSzRt92xpj6fzcRnVGEorL6t9USQkhT01Dl4fEab5m2Scsrhde2K1JXqbkc4OL8fjATqMv02vIQHx+P4cOH45NPPsG6detgYGCA69evY9q0aSgvL6/3HZkLCwuxevVqjB07tsZz6ur1P67X+fjjjzFhwgTJYwsLC6ioqGDcuHHYv38/Jk6ciP3798PHxwcqKlUfzWFhYZg8eTJWr14Nb29vCAQCHDhwAFu3bq3zdbhcbo1+Pq/20SksLASPx8Pdu3fB40mfB21tbXkcarNAxY0cmQs08OnAdvjsz/v440YiPulvB76KfP4RE0KIPHE4HJmbhtoaa2PDWCd8efQhRIyBx+Fg/djOaGusmA/Fu3fvQiwWY+vWreByqxoi/vrrrxrrVVZW4s6dO+jevTsA4NmzZ8jNzYWjoyMAoGvXrnj27Bns7e3fKs/NmzelHt+4cQMODg7g8XgwMDCAgYFBjW0mT56Md999F48ePcLly5fx9ddfS54LDQ2FjY0Nli1bJlmWkJDw2gzGxsZITU2VPBaJRHj48CHeeecdAECXLl0gEomQkZGBPn36NOg4WwIqbuRsSGczmOrykZ5fhtORqRjTRbaOdoQQ0pxVX6WOzyqG0EizSZrf8/LyEB4eLrXM0NAQ9vb2qKiowPfff48RI0YgJCQEO3furLG9qqoqPv30U3z33XdQUVHBnDlz0LNnT0mxs2LFCgwfPhzW1tYYN24cuFwuIiIi8PDhQ6li400SExMxf/58zJw5E/fu3cP333//2qssANC3b1+YmZlh8uTJsLW1lfQLAgAHBwckJibiwIED6NatW43+OLUZMGAA5s+fj1OnTsHOzg7btm1Dbm6u5Pl27dph8uTJmDp1KrZu3YouXbogMzMTly5dgrOzM4YNG1bv423OqM+NnKnyuJjS0wYAEBASX+cwQEIIaanMBRroZWfYZP0Kg4OD0aVLF6mf1atXw8XFBdu2bcOmTZvQuXNn7Nu3Dxs2bKixvaamJhYvXoz3338fnp6e0NbWxsGDByXPe3t74+TJkzh//jy6deuGnj174ttvv4WNjY1MOadOnYqSkhJ0794ds2fPxty5cyWjrurC4XAwadIkREREYPLkyVLPjRw5Ep9//jnmzJkDV1dXhIaGYvny5a/d34cffghfX19MnToV/fr1Q9u2bSVXbaoFBARg6tSp+OKLL9C+fXuMHj0at2/fhrW18tybjcNa2advfn4+BAIB8vLyoKur2yivkV1Yhl4bL6O8Uowjn3jAzUa/UV6HEELqo7S0FHFxcbC1tZVbHxIirX///nB1dcX27dsVHaVFe93vqiyf33TlphEYavMxyqVqiF1gaLxiwxBCCCGtDBU3jcTXQwgAOBOZirS8UsWGIYQQQloR6lDcSDpbCtBdaIBb8Tn440YCFni3V3QkQgghjUTZpi9o6ejKTSPy9xQCAPbfSkRpA25zTgghhBDZUXHTiN7taAoLgTpyisrxT0SKouMQQgghrQIVN41IhcfFlF5CADQsnBBCCGkqVNw0skndraCuysXj1Hzcjn+p6DiEEEKI0qPippHpaaphTBdLAEBgaJyC0xBCCCHKj4qbJlA9LPzco3Qk55YoNgwhhBCi5Ki4aQIdzHThYWcIkZhhb9jrJz0jhBCieKtWrYKrq2urem0/Pz+MHj36rfYRGBgIPT29167TFMdHxU0T8fv36s2B24koKadh4YQQQqrmljp+/LiiYygdKm6ayEBHU1gZaCC3uALHw5MVHYcQQogSKS8vV3SEZoWKmybC43Lg+++w8EAaFk4IacnykoG4q1X/bWT9+/fHnDlzMGfOHAgEAhgZGWH58uV1/g3Nz8+HhoYGzpw5I7X82LFj0NHRQXFxMQBg8eLFaNeuHTQ1NdG2bVssX74cFRUVr80xb948qWWjR4+Gn5+f5HFZWRkWLFgAS0tLaGlpoUePHq+9c7FQKAQAjBkzBhwOR/K42t69eyEUCiEQCDBx4kQUFBTUeF/mzZsHIyMjeHt7AwAePnyIIUOGQFtbG6amppgyZQqysrIk2x0+fBhOTk7Q0NCAoaEhvLy8UFRUJPW633zzDczNzWFoaIjZs2dLvS8vX77E1KlToa+vD01NTQwZMgTR0dF1HiMAbNy4EaamptDR0cG0adNQWtr4UxJRcdOExrtbQUOVh2fpBQiLzVZ0HEJIa8YYUF4k+8+tXcD2zsCeEVX/vbVL9n3I+OVuz549UFFRwa1bt7Bjxw5s27YNv/32W63r6urqYvjw4di/f7/U8n379mH06NHQ1NQEAOjo6CAwMBCPHz/Gjh07sGvXLnz77bcNey//NWfOHISFheHAgQN48OABxo8fj8GDB9f54X/79m0AQEBAAFJTUyWPASAmJgbHjx/HyZMncfLkSVy5cgUbN26U2n7Pnj1QU1NDSEgIdu7cidzcXAwYMABdunTBnTt3cPbsWaSnp2PChAkAgNTUVEyaNAkffvghnjx5guDgYIwdO1aqUAwKCkJMTAyCgoKwZ88eBAYGIjAwUPK8n58f7ty5gxMnTiAsLAyMMQwdOrTOwvCvv/7CqlWrsH79ety5cwfm5ub46aefGvT+yoLmlmpCAg1VvOdmiT9uJCIgJB4edkaKjkQIaa0qioH1Fm+3DyYGTi+o+pHFlymAmla9V7eyssK3334LDoeD9u3bIzIyEt9++y1mzJhR6/qTJ0/GlClTUFxcDE1NTeTn5+PUqVM4duyYZJ2vvvpK8v9CoRALFizAgQMHsGjRItmO5V+JiYkICAhAYmIiLCyq3tcFCxbg7NmzCAgIwPr162tsY2xsDADQ09ODmZmZ1HNisRiBgYHQ0dEBAEyZMgWXLl3CunXrJOs4ODhg8+bNksdff/01unTpIvVau3fvhpWVFaKiolBYWIjKykqMHTsWNjY2AAAnJyep19XX18cPP/wAHo+HDh06YNiwYbh06RJmzJiB6OhonDhxAiEhIfDw8ABQVTRaWVnh+PHjGD9+fI1j3L59O6ZNm4Zp06ZJMl68eLHRr97QlZsmVt2x+OKTdCTlFCs2DCGEtAA9e/YEh8ORPO7Vqxeio6MhEomwfv16aGtrS34SExMxdOhQqKqq4sSJEwCAI0eOQFdXF15eXpJ9HDx4EJ6enjAzM4O2tja++uorJCYmNjhjZGQkRCIR2rVrJ5XnypUriImJkXl/QqFQUtgAgLm5OTIyMqTWcXNzk3ocERGBoKAgqdfv0KEDgKorQS4uLhg4cCCcnJwwfvx47Nq1Cy9fSt9ctlOnTuDxeLW+7pMnT6CiooIePXpInjc0NET79u3x5MmTWo/jyZMnUusDVeevsdGVmyZmb6KDPg5GuBadhd/D4rFsWEdFRyKEtEaqmlVXUGSRnwL82L3qik01Dg+YfRPQleEqkKqmbK/7Gh9//LGk2QUALCwsoKKignHjxmH//v2YOHEi9u/fDx8fH6ioVH3khYWFYfLkyVi9ejW8vb0hEAhw4MABbN26tc7X4XK5Nfr5vNoUU1hYCB6Ph7t370oVBwCgra0t83GpqqpKPeZwOBCLxVLLtLSkr34VFhZixIgR2LRpU439mZubg8fj4cKFCwgNDcX58+fx/fffY9myZbh58yZsbW3r/botAV25UYAPPat+iQ7cTkJRWaWC0xBCWiUOp6ppSJYfIwdgxI6qggao+u+I7VXLZdnPK1dh6uPmzZtSj2/cuAEHBwfweDwYGBjA3t5e8lNdwEyePBlnz57Fo0ePcPnyZUyePFmyfWhoKGxsbLBs2TK4u7vDwcEBCQmvvweZsbExUlNTJY9FIhEePnwoedylSxeIRCJkZGRI5bG3t6/R5PQqVVVViETyuT1I165d8ejRIwiFwhoZqgshDocDT09PrF69Gvfv34eamppUc93rODo6orKyUup8ZGdn49mzZ+jYsfYv6o6OjrWev8ZGxY0C9GtnDKGhJgpKK3H0Pg0LJ4S0IF2nAvMiAd+TVf/tOrXRXzIxMRHz58/Hs2fP8Oeff+L777/H3LlzX7tN3759YWZmhsmTJ8PW1laqacTBwQGJiYk4cOAAYmJi8N13373xA37AgAE4deoUTp06hadPn+KTTz5Bbm6u5Pl27dph8uTJmDp1Ko4ePYq4uDjcunULGzZswKlTp+rcr1AoxKVLl5CWllajiUhWs2fPRk5ODiZNmoTbt28jJiYG586dg7+/P0QiEW7evCnp2JuYmIijR48iMzMTjo6O9dq/g4MDRo0ahRkzZuD69euIiIjABx98AEtLS4waNarWbebOnYvdu3cjICAAUVFRWLlyJR49evRWx1kfVNwoAJfLkUzJEBgSR8PCCSEti8ASsO1T9d8mMHXqVJSUlKB79+6YPXs25s6di48++ui123A4HEyaNAkRERFSV20AYOTIkfj8888xZ84cuLq6IjQ0FMuXL3/t/j788EP4+vpi6tSp6NevH9q2bYt33nlHap2AgABMnToVX3zxBdq3b4/Ro0fj9u3bsLa2rnO/W7duxYULF2BlZYUuXbq84Z14PQsLC4SEhEAkEmHQoEFwcnLCvHnzoKenBy6XC11dXVy9ehVDhw5Fu3bt8NVXX2Hr1q0YMmRIvV8jICAAbm5uGD58OHr16gXGGE6fPl2jOauaj48Pli9fjkWLFsHNzQ0JCQn45JNP3uo464PDWtkna35+PgQCAfLy8qCrq6uwHAWlFei14TIKyyrx+4fd0bedscKyEEKUW2lpKeLi4mBrawt1dXVFx5FJ//794erqiu3btys6CmkCr/tdleXzm67cKIiOuirGubUBAASGxis2DCGEEKJEqLhRIF8PITgc4PLTDMRlFb15A0IIIYS8ERU3CmRrpIV32psAAPbQ1RtCCKkhODiYmqSIzKi4UbDqm/odvvsCBaV1z2tCCCGEkPqh4kbB+jgYwc5YC4VllThy94Wi4xBClFgrGz9CWiB5/Y5ScaNgHA4Hfv/e1G9PWALEYvrjQwiRr+phutUzYhPSXJWXlwNAjbs8y4qmX2gGxnaxxOazTxGXVYQrUZl4p4OJoiMRQpQIj8eDnp6eZI4gTU1NqbmaCGkOxGIxMjMzoampKbnTdENRcdMMaPFV4ONuhd+uxyEgNJ6KG0KI3FVPAfDfyRcJaU64XC6sra3fuvim4qaZ8PUQ4v9C4nA1KhPPMwphbyL7RGuEEFIXDocDc3NzmJiYSE34SEhzoqamBi737XvMUHHTTFgZaMLL0RQXHqdjT2g81o7urOhIhBAlxOPx3ro/AyHNHXUobkb8/x0WfuTeC+SV0DcrQkjrk5pXgtCYLKTmlSg6CmnB6MpNM9LLzhDtTXXwLL0Ah+4kYXqftoqORAghTebg7UQsORoJxgAOgFn97TCllxDGOnzwuNQBmtSfwq/c/PjjjxAKhVBXV0ePHj1w69at166/fft2tG/fHhoaGrCyssLnn3+O0tLSJkrbuKqGhQsBAHvC4iGiYeGEkFYiNa9EUtgAAAPwY3AMem64hHZfnUGvDZcw5qcQzN53D2tPPsZv12Jx8kEK7ia8REpuCSpFYoXmJ82LQq/cHDx4EPPnz8fOnTvRo0cPbN++Hd7e3nj27BlMTGqOGNq/fz+WLFmC3bt3w8PDA1FRUfDz8wOHw8G2bdsUcATyN9rVEpvOPkVSTgkuP83Aux1NFR2JEEIa3bO0AtR2/zYuBxCJGVLzSpGaV4r7yK11ey4HMNbhw0ygAQuBOswE6jAXqMNMoAHzf//fREcdaioK/05PmoBCi5tt27ZhxowZ8Pf3BwDs3LkTp06dwu7du7FkyZIa64eGhsLT0xPvv/8+AEAoFGLSpEm4efNmk+ZuTBpqPEzsZo2dV2IQEBJHxQ0hpFUIelpziDqPw8GVRf2hyuMiNa8UaXklSMktRVp+qeRxal4p0vNLUSFiSM8vQ3p+GSKSan8NDgcw0uZLih1zgcb/iiBddVjoacBElw++CnW4bukUVtyUl5fj7t27WLp0qWQZl8uFl5cXwsLCat3Gw8MDf/zxB27duoXu3bsjNjYWp0+fxpQpU+p8nbKyMpSVlUke5+fny+8gGsmUXjb49WoMQmOy8SytAO3NdBQdiRBCGk3kizz8cTMRQNUVGDGrKmzWj+2MNvqaAABTXXXASq/W7cVihqyiMqTlVRc9pUjJK5F6nJZXinKRGJkFZcgsKMODF3l15jHSVvu36NH49+pPdQGkAQs9dZjqqkNdlQqg5kxhxU1WVhZEIhFMTaWvTJiamuLp06e1bvP+++8jKysLvXv3BmMMlZWV+Pjjj/Hll1/W+TobNmzA6tWr5Zq9sVnqacC7kxnOPExDYGg8Nox1UnQkQghpFOWVYiw8HAGRmGG4szmWDXNEfFYxhEaaMBdo1GsfXC4HJjpVzU7ObWpfRyxmyCkuf6XgKUHKv0VP6iuFUFmlGFmF5cgqLMfD5Lq/DBtoqcFM998rQHr/XgWSPK76fw01KoAUpUWNlgoODsb69evx008/oUePHnj+/Dnmzp2LtWvXYvny5bVus3TpUsyfP1/yOD8/H1ZWVk0VucH8PW1x5mEajt1/gcWD20NPU03RkQghRO5+Cn6Op2kFMNBSw+qRnWCoza93USMLLpcDI20+jLT56GwpqHUdxhheFldIFTup/zZ9pb1yRai0QoyconLkFJXjcWrdBZCepqpUwWOuqy65ImQmUIeFnjo01VrUx3CLobB31cjICDweD+np6VLL09PTJbcJ/6/ly5djypQpmD59OgDAyckJRUVF+Oijj7Bs2bJa72rI5/PB5/PlfwCNrJtQHx3NdfE4NR8Hbifh4352io5ECCFy9SQ1Hz9cfg4AksJGkTgcDgy01GCgpYZOFnUXQHklFZKCp7arQKl5pSguFyG3uAK5xRV4mlZQ52vqqqtIFTtmutJNYeZ6GtDmUwEkK4W9Y2pqanBzc8OlS5cwevRoAFWTZl26dAlz5sypdZvi4uIaBUz1nTblNU16c1E9LHzR4Qf4PTQe03vbQoVHvfwJIcqhUiTGosMPUClmGNTRFMOdzRUdqV44HA70NNWgp6kGR3PdWtdhjCG/tLJGk9d/rwIVlFUiv7QS+aUFeJZedwGkw1eB2b8Fj8WrnaCr+wXpqUOHr0KTob5CoeXg/Pnz4evrC3d3d3Tv3h3bt29HUVGRZPTU1KlTYWlpiQ0bNgAARowYgW3btqFLly6SZqnly5djxIgRSnk78ZEuFth45ilS8kpx4XE6hji1jH/8hBDyJr9ei0Vkch4EGqr4enRnpfpg5nA4EGioQqCh+toBIQWlFVKdnv9bAKXmlSC/tBIFZZUoyChEdEZhnfvSUuNJN3m9Mgy+uijS1Wg9BZBCixsfHx9kZmZixYoVSEtLg6urK86ePSvpZJyYmCh1pearr74Ch8PBV199heTkZBgbG2PEiBFYt26dog6hUamr8vB+d2v8EPQcAaHxVNwQQpTC84wCbL8YDQBYMbwjTHTVFZxIMXTUVaGjrgoH07oLoKKySqlip6rfz/+GwafllyK3uAJF5SLEZBYhJrOozn1pqPIkxU5tV4EsBBrQ01RVigKIw5StPecN8vPzIRAIkJeXB13d2i8pNidpeaXovekyKsUMpz7rXWc7MCGEtAQiMcO4naG4n5iL/u2NEeDXTSk+TBWppFwk1fxVdR+gEqTm/u9xTlF5vfbFV+FKN3n952aIZgJ1GGqpvfacpeaVIC6rCLZGWnLtHC7L5zf1UmrmzATqGOJkjn8iUhAYEo8t410UHYkQQhosICQO9xNzocNXwYaxTlTYyIGGGg9tjbXR1li7znVKK0SvFD//a/qquiliVWGUVViOskox4rOLEZ9dXOe+1HhcydUfc4H0/YAik/PwU9BziFnVPYs2jHWCTzfrxjjs16LipgXw8xDin4gU/B2RgiVDOih8RAEhhDREfFYRvjn/DADw5TDHRhnyTWqnrsqD0EgLQiOtOtcpqxQhI78MKbklr9wFulTqcVZhGcpFYiTmFCMxp+4CCKi6GeOXRx+ibzvjJj/XDSpu9u7di507dyIuLg5hYWGwsbHB9u3bYWtri1GjRsk7Y6vX1VoPzm0EePAiD3/eSsScAQ6KjkQIITIRixkWHXmA0goxPO0NMbFb87/fWGvDV+HBykATVgaada5TXilGRkF15+f/9f1JzS1FdEZBjT4/IsYQn1Xc5MWNzGOLf/75Z8yfPx9Dhw5Fbm4uRCIRAEBPTw/bt2+Xdz6Cqp73/v/OFr73RgIqaPZbQkgLs+9mAm7F5UBTjYeNY52pOaqFUlPhoo2+JroJDTDSxQIf9bXDyhGdsHOKG/6Y3gPc/5xWHocDoVHdxVJjkbm4+f7777Fr1y4sW7ZMavi1u7s7IiMj5RqO/M9QJ3MYafORnl+Gsw/TFB2HEELqLSmnGBvOVE2rs3hwh9deGSAtl7lAAxvGOoH3b+FaPT+YIpofZW6WiouLQ5cuXWos5/P5KCqqewgaeTt8FR4m97DGjkvRCAiJwwgXC0VHIoSQN2KMYenRSBSXi9BdaIApPW0UHYk0Ip9u1ujbzljm+cHkTeYrN7a2tggPD6+x/OzZs3B0dJRHJlKHyT2tocrj4F5iLiKSchUdhxBC3uivO0m4/jwLfBUuNo1zBve/7RZE6ZgLNNDLzlChHcZlLm7mz5+P2bNn4+DBg2CM4datW1i3bh2WLl2KRYsWNUZG8i8THXUMd666YrMnNF6xYQgh5A1S80rw9cknAIAFg9rD9jUjdQiRJ5mbpaZPnw4NDQ189dVXKC4uxvvvvw8LCwvs2LEDEydObIyM5BV+HkIcu5+Mfx6kYMnQDjDRaZ139iSENG+MMXx5NBIFZZVwtdLDh71tFR2JtCINmolx8uTJiI6ORmFhIdLS0vDixQtMmzZN3tlILVys9NDVWg8VIob9NxMVHYcQQmp17H4ygp5lQo3HxZZxzuBRcxRpQm81zbSmpiZMTEzklYXUk59n1TegP24koryShoUTQpqXjIJSrP7nMQBgrpfDa+dOIqQxyNwsZWtr+9r7E8TGxr5VIPJmQzqbwVS3alj4qcgUjOnSRtGRCCEEQFVz1PLjD5FXUoHOlrr4qG9bRUcirZDMxc28efOkHldUVOD+/fs4e/YsFi5cKK9c5DVUeVxM6WmDb85HISAkHqNdLemGWISQZuFUZCrOPUqHCpeDze+5QJX3Vg0EhDSIzMXN3Llza13+448/4s6dO28diNTPpO7W+O7yczx4kYf7Sbnoaq2v6EiEkFYuu7AMK/9+BACY/Y49Olq8fuZmQhqL3ErqIUOG4MiRI/LaHXkDQ20+Rv57I7+AkHjFhiGEEACr/nmM7KJydDDTwex37BUdh7RicituDh8+DAMDA3ntjtSDn4cQAHAmMhVpeaWKDUMIadXOPUrDPxEp4HE52DLOBWoq1BxFFEfmZqkuXbpI9e9gjCEtLQ2ZmZn46aef5BqOvF5nSwG6Cw1wKz4H+24m4ItB7RUdiRDSCuUVV+Cr4w8BAB/1bQunNgIFJyKtnczFzejRo6Uec7lcGBsbo3///ujQoYO8cpF68vMU4lZ8DvbfTMTsd+yhrsp780aEECJHa04+RmZBGeyMtTB3oIOi4xAie3GzcuXKxshBGmhQR1NYCNSRkleKfyJSMN7dStGRCCGtSNCzDBy59wIcDrB5nAt9wSLNQr0aRfPz8+v9Q5qWCo+LKb2EAIDA0HgwxhQbiBDSauSXVuDLo5EAgA89beFmQ6M2SfNQrys3enp6b7yPCmMMHA4HIpFILsFI/U3sZoUdl6LwKCUft+NforstdewmhDS+DaefIjWvFDaGmlhAff5IM1Kv4iYoKKixc5C3oK+lhjFdLPHnrSQEhsZRcUMIaXQhz7Pw562q+e02vecMDTVqjiLNR72Km379+jV2DvKWfD2E+PNWEs49Skdybgks9TQUHYkQoqSKyiqx+MgDAMCUnjbo2dZQwYkIkSZzh+JqxcXFSExMRHl5udRyZ2fntw5FZNfBTBe92hoiLDYbe8MSsGQIjVwjhDSOLeee4cXLqi9Ri+lvDWmGZC5uMjMz4e/vjzNnztT6PPW5URx/TyHCYrNx4HYi5g50oMvEhBC5uxWXg8DQeADAxvecoM1v8HdkQhqNzLeQnDdvHnJzc3Hz5k1oaGjg7Nmz2LNnDxwcHHDixInGyEjqaaCjKdroayC3uAJ/hycrOg4hRMmUlIuw6HAEgKqBDH0cjBWciJDayVzcXL58Gdu2bYO7uzu4XC5sbGzwwQcfYPPmzdiwYUNjZCT1xONy4PvvsPCAEBoWTgiRr28vRiE+uxhmuur4cpijouMQUieZi5uioiKYmJgAAPT19ZGZmQkAcHJywr179+SbjshsQjcraKjy8Cy9AGGx2YqOQwhREvcTX+K3a7EAgPVjO0NXXVXBiQipm8zFTfv27fHs2TMAgIuLC3755RckJydj586dMDc3l3tAIhuBhirec7MEAATSbOGEEDkoqxRh4eEHEDNgbBdLDOhgquhIhLyWzMXN3LlzkZqaCqBqKoYzZ87A2toa3333HdavXy/3gER21bOFX3iSjqScYsWGIYS0eN9disbzjEIYafOxYkRHRcch5I1k7ub+wQcfSP7fzc0NCQkJePr0KaytrWFkZCTXcKRh7E100MfBCNeis/B7WDyWDaM/RoSQhnmYnIedV6qao74e3Ql6mmoKTkTIm8l85eb69etSjzU1NdG1a1cqbJoZf08hAODA7SQUlVUqNgwhpEUqrxRjwaEIiMQMw5zNMbgzdT0gLYPMxc2AAQNga2uLL7/8Eo8fP26MTEQO+rczgdBQEwWllTh6n4aFE0Jk93NwDJ6mFcBASw2rR3ZSdBxC6k3m4iYlJQVffPEFrly5gs6dO8PV1RVbtmzBixcvGiMfaSAulwPff/veBIbE0bBwQohMnqbl44egaADAqpGdYKTNV3AiQupP5uLGyMgIc+bMQUhICGJiYjB+/Hjs2bMHQqEQAwYMaIyMpIHGubWBNl8FMZlFuP48S9FxCCEtRKVIjIWHHqBCxPBuR1OMcKbmKNKyyFzcvMrW1hZLlizBxo0b4eTkhCtXrsgrF5EDHXVVjHNrA6Dqpn6EEFIfu67FITI5D7rqKlg3ujM4HI6iIxEikwYXNyEhIZg1axbMzc3x/vvvo3Pnzjh16pQ8sxE5qG6auvw0A3FZRYoNQwhp9p5nFOLbi1EAgBUjOsFEV13BiQiRnczFzdKlS2Fra4sBAwYgMTERO3bsQFpaGvbu3YvBgwc3RkbyFmyNtPBO+6r5X34Pi1dsGEJIsyYSMyw6HIHySjH6tzfGe10tFR2JkAaRubi5evUqFi5ciOTkZJw8eRKTJk2CpqZmY2QjcuLvaQsAOHTnBQpKKxSchhDSXAWGxuNeYi60+SpYP8aJmqNIiyVzcVPdHGVkZIQ///wTRUXU1NHc9XEwgp2xFgrLKnHkLo1qI4TUFJ9VhC3nngIAvhzqCAs9DQUnIqTh3qpD8cyZM5Geni6vLKSRcDgcyZQMe8ISIBbTsHBCyP+IxQyLjzxAaYUYHnaGmNTdStGRCHkrb1Xc0L1TWo6xXdtAR10FcVlFuBKVqeg4hJBmZN+tRNyMy4GGKg+b3nOm5ijS4r1VcUNaDi2+Cnzcq76NBYTGKzYMIaTZePGyGBtPPwEALB7cHlYG1IeStHxvVdycOXMGlpbUm76lmNpLCA4HuBqViecZhYqOQwhRMMYYlh6NRFG5CN2E+pjaS6joSITIRYOLm4yMDDDGcOvWLWRkZMgzE2kk1oaa8HI0BQDsoas3hLR6f91JwrXoLPBVuNj0njO4XGqOIspB5uKmoKAAU6ZMgaWlJfr164d+/frB0tISH3zwAfLy8hojI5Ej/387Fh+59wJ5JTQsnJDWKi2vFF+frGqO+mJQO7Q11lZwIkLkR+biZvr06bh58yZOnjyJ3Nxc5Obm4uTJk7hz5w5mzpzZGBmJHPWyM0R7Ux0Ul4tw6E6SouMQQhSAMYZlxyJRUFYJFys9TOvdVtGRCJErmYubkydPYvfu3fD29oauri50dXXh7e2NXbt24Z9//mmMjESOOBwO/DyFAIA9YfEQ0bBwQlqd4+HJuPQ0A2o8Lr4Z5wweNUcRJSNzcWNoaAiBQFBjuUAggL6+vlxCkcY12tUSAg1VJOWU4PJT6i9FSGuSUVCKVSceAwDmejnAwVRHwYkIkT+Zi5uvvvoK8+fPR1pammRZWloaFi5ciOXLl8s1HGkcGmo8TPz3Jl2BoXEKTkMIaSqMMaw4/gh5JRXoZKGLj/pScxRRTiqybvDzzz/j+fPnsLa2hrW1NQAgMTERfD4fmZmZ+OWXXyTr3rt3T35JiVxN7SXErquxCHmejWdpBWhvRt/eCFF2pyPTcPZRGlS4HGwZ5wJVHt3qjCgnmYub0aNHN0IM0tQs9TTg3ckMZx6mITA0HhvGOik6EiGkEeUUlWPF3w8BALPesUdHC10FJyKk8chc3KxcubIxchAF8PMQ4szDNBy7/wKLB7eHnqaaoiMRQhrJqhOPkF1UjvamOpjzjr2i4xDSqOiaZCvW3dYAHc11UVohxoHbNCycEGV1/lEaTkSkgMsBtox3hpoK/eknyo1+w1uxV4eF7w1LQKVIrNhAhBC5yyuuwFfHq5qjPuprB+c2eooNREgToOKmlRvpYgEDLTUk55bg4pN0RcchhMjZ2lOPkVFQhrbGWpjn5aDoOIQ0CSpuWjl1VR7e71416m13SLxiwxBC5Cr4WQYO330BDgfYMs4Z6qo8RUcipEnIXNysWbMGxcXFNZaXlJRgzZo1cglFmtYHPW3A43JwKy4Hj1JofjBClEFBaQWWHo0EAPh72MLNxkDBiQhpOjIXN6tXr0ZhYWGN5cXFxVi9erVcQpGmZSZQx5DOZgBotnBClMWGM0+RmlcKG0NNLPRur+g4hDQpmYsbxhg4nJrzkERERMDAgL4ZtFT+nrYAgOPhKcguLFNwGkLI2wh9noX9NxMBABvHOkNDjZqjSOtS7/vc6Ovrg8PhgMPhoF27dlIFjkgkQmFhIT7++ONGCUkaX1drPTi3EeDBizwcuJ2E2XQfDEJapKKySiw++gAA8EFPa/SyM1RwIkKaXr2Lm+3bt4Mxhg8//BCrV6+WmjxTTU0NQqEQvXr1apSQpPFxOBz4eQgx/68I7A1LwEd929Kt2Qlpgbace4aknBJY6mlgyRBHRcchRCHqXdz4+voCAGxtbeHp6QkVFZlvbkyauWHO5lh/+inS8ktx9mEaRrhYKDoSIUQGt+NzsCcsHgCwYawTtPn0d5q0TjJ/NdfR0cGTJ08kj//++2+MHj0aX375JcrLy+UajjQtvgoPk3tUDQsPpI7FhLQopRUiLDr8AIwBPu5W6NvOWNGRCFEYmYubmTNnIioqCgAQGxsLHx8faGpq4tChQ1i0aJHcA5KmNbmnNVR5HNxNeIkHL3IVHYcQUk/bLkQhLqsIprp8fDmMmqNI6yZzcRMVFQVXV1cAwKFDh9CvXz/s378fgYGBOHLkiLzzkSZmoqOO4c5VzVGBdFM/QlqE+4kv8du1WADA+jFOEGioKjgRIYrVoKHgYnHVHEQXL17E0KFDAQBWVlbIysqSbzqiEH4eQgDAPw9SkFFQqtgwhJDXKqusao4SM2BMF0sMdDRVdCRCFE7m4sbd3R1ff/019u7diytXrmDYsGEAgLi4OJiayv6P6scff4RQKIS6ujp69OiBW7duvXb93NxczJ49G+bm5uDz+WjXrh1Onz4t8+uSurlY6aGLtR4qRAx/3qTZwglpzr6/9BzRGYUw0uZjxfCOio5DSLMgc3Gzfft23Lt3D3PmzMGyZctgb191P5TDhw/Dw8NDpn0dPHgQ8+fPx8qVK3Hv3j24uLjA29sbGRkZta5fXl6Od999F/Hx8Th8+DCePXuGXbt2wdLSUtbDIG9QfVO/P24moLySZgsnpDl6mJyHn6/EAAC+Ht0J+lpqCk5ESPPAYYwxeeyotLQUPB4Pqqr1b+vt0aMHunXrhh9++AEAIBaLYWVlhU8//RRLliypsf7OnTuxZcsWPH36VKbXeVV+fj4EAgHy8vKgq6vboH20BhUiMXpvuoz0/DJs93HF6C5UQBLSnJRXijHqxxA8Sc3HMCdz/Di5q6IjEdKoZPn8btBd2nJzc/Hbb79h6dKlyMnJAQA8fvy4zisutSkvL8fdu3fh5eX1vzBcLry8vBAWFlbrNidOnECvXr0we/ZsmJqaonPnzli/fj1EIlGdr1NWVob8/HypH/JmqjwuPuhhAwAIoGHhhDQ7O6/E4ElqPvQ1VbF6VCdFxyGkWZG5uHnw4AEcHBywadMmfPPNN8jNzQUAHD16FEuXLq33frKysiASiWr00zE1NUVaWlqt28TGxuLw4cMQiUQ4ffo0li9fjq1bt+Lrr7+u83U2bNgAgUAg+bGysqp3xtbu/R7WUFPhIiIpF/cSXyo6DiHkX8/SCvD95WgAwKqRnWCkzVdwIkKaF5mLm/nz58Pf3x/R0dFQV1eXLB86dCiuXr0q13D/JRaLYWJigl9//RVubm7w8fHBsmXLsHPnzjq3Wbp0KfLy8iQ/SUnUQba+DLX5GOlCw8IJaU4qRWIsPByBChGDl6Op5N8oIeR/ZC5ubt++jZkzZ9ZYbmlpWecVl9oYGRmBx+MhPT1danl6ejrMzMxq3cbc3Bzt2rUDj/e/GW4dHR2RlpZW592R+Xw+dHV1pX5I/VUPCz8dmYr0fBoWToii/XY9Dg9e5EFXXQXrxnSWmsSYEFJF5uKGz+fX2m8lKioKxsb1v923mpoa3NzccOnSJckysViMS5cu1TkBp6enJ54/fy65z07165qbm0NNjUYJNIbOlgJ0FxqgUszwx40ERcchpFV7nlGIbReq7hC/fHhHmOqqv2ELQlonmYubkSNHYs2aNaioqABQNZt0YmIiFi9ejPfee0+mfc2fPx+7du3Cnj178OTJE3zyyScoKiqCv78/AGDq1KlS/Xg++eQT5OTkYO7cuYiKisKpU6ewfv16zJ49W9bDIDLw8xQCAPbfTERpRd2dtwkhjUckZlh0OALllWL0bWeMcW5tFB2JkGZL5iljt27dinHjxsHExAQlJSXo168f0tLS0KtXL6xbt06mffn4+CAzMxMrVqxAWloaXF1dcfbsWUkn48TERHC5/6u/rKyscO7cOXz++edwdnaGpaUl5s6di8WLF8t6GEQGgzqawkKgjpS8UvwTkYLx7tQpm5Cmtic0HvcSc6HNV8GGsU7UHEXIazT4PjchISGIiIhAYWEhunbtKjWkuzmj+9w0zM/BMdh09ik6Weji5Ke96Q8rIU0oIbsI3tuvorRCjHVjOmPyv7dpIKQ1adT73Pz+++8oKyuDp6cnZs2ahUWLFsHLywvl5eX4/fffGxyaNG8Tu1mBr8LFo5R83EmgYeGENBWxmGHxkQcorRCjV1tDTOpmrehIhDR7Mhc3/v7+yMvLq7G8oKBA0leGKB99LTWM+fcuxQEhcQpOQ0jrse9WIm7E5kBDlYdN7zmDy6WrpoS8SYNmBa+tSeLFixcQCARyCUWap+qOxecepSM5t0SxYQhpBV68LMbG008AAIsGt4e1oaaCExHSMtS7Q3GXLl3A4XDA4XAwcOBAqKj8b1ORSIS4uDgMHjy4UUKS5qGDmS56tTVEWGw2/riRgMWDOyg6EiFKizGGpUcjUVQugruNPnx7CRUdiZAWo97FzejRowEA4eHh8Pb2hra2tuQ5NTU1CIVCmYeCk5bHz1OIsNhs/HkrEZ8NcICGGu/NGxFCZHbozgtci84CX4WLzeOoOYoQWdS7uFm5ciUAQCgUwsfHR2rqBdJ6eDmaoo2+Bl68LMHf4cmY2J06NxIib2l5pVh76jEAYP677dDWWPsNWxBCXiVznxtfX18qbFoxHpcjuTweGBqPBt5JgBBSB8YYlh2LREFpJVys9DC9T1tFRyKkxZG5uCFkgrsVNFR5eJpWgLDYbEXHIUSp/B2egktPM6DG42LLOGfwqDmKEJlRcUNkJtBUxXtuVcPCabZwQuQns6AMq/55BAD4bKA92pnqKDgRIS0TFTekQaqbpi4+SUdSTrFiwxCiJFb8/RC5xRXoaK6Lmf3sFB2HkBZL5uLm+vXrjZGDtDAOpjro42AEMQN+D4tXdBxCWrzTkak48zANKlwOtox3hiqPvnsS0lAy/+sZMGAAbG1t8eWXX+Lx48eNkYm0EP7/3tTvwO0kFJVVKjYMIS1YTlE5lh9/CACY1d8OnSzohqiEvA2Zi5uUlBR88cUXuHLlCjp37gxXV1ds2bIFL168aIx8pBnr384EQkNNFJRW4tj9ZEXHIaTFWv3PI2QXlaOdqTZmD7BXdBxCWjyZixsjIyPMmTMHISEhiImJwfjx47Fnzx4IhUIMGDCgMTKSZorL5cDXQwiAhoUT0lAXHqfj7/AUcDnAlnEu4KvQjTEJeVtv1ahra2uLJUuWYOPGjXBycsKVK1fklYu0EOPc2kBLjYfnGYW4/jxL0XEIaVHyiiuw7FgkAGBG37ZwsdJTbCBClESDi5uQkBDMmjUL5ubmeP/999G5c2ecOnVKntlIC6Cjrorx7lYAaFg4IbL6+tRjZBSUoa2RFj73aqfoOIQoDZmLm6VLl8LW1hYDBgxAYmIiduzYgbS0NOzdu5cmzmylqpumLj/LQHxWkWLDENJCBD/LwKG7L8DhAJvHOUNdlZqjCJEXmYubq1evYuHChUhOTsbJkycxadIkaGpqNkY20kLYGmnhnfbGYAzYQ8PCCXmjgtIKfHm0qjnKz0MId6GBghMRolzqPXFmtZCQkMbIQVo4P09bBD3LxKE7L/DFoPbQ5sv8q0VIq7HxzFOk5JXC2kATC73bKzoOIUqnQX1uYmJi8Omnn8LLywteXl747LPPEBMTI+9spAXp62AEO2MtFJZV4vCdJEXHIaTZCn2ehX03EwEAG99zgqYafREgRN5kLm7OnTuHjh074tatW3B2doazszNu3ryJTp064cKFC42RkbQAHA4Hfv/2vdkTlgCxmIaFE/JfxeWVWHz0AQBgcg9reNgZKTgRIcqJw2S8OUmXLl3g7e2NjRs3Si1fsmQJzp8/j3v37sk1oLzl5+dDIBAgLy8Purq6io6jVIrKKtFzwyUUlFYiwL8b3mlvouhIhDQrq048QmBoPCz1NHDu877UfEuIDGT5/Jb5ys2TJ08wbdq0Gss//PBDmo6hldPiq8Dn32HhATQsnBApt+NzJB3u1491osKGkEYkc3FjbGyM8PDwGsvDw8NhYkLf1Fu7qb2E4HCAq1GZeJ5RqOg4hDQLpRUiLD78AIwBE9zboF87Y0VHIkSpyfzVYcaMGfjoo48QGxsLDw8PAFUjqDZt2oT58+fLPSBpWawNNTGwgykuPknH72HxWDOqs6IjEaJw316IQmxWEUx0+Fg2rKOi4xCi9GQubpYvXw4dHR1s3boVS5cuBQBYWFhg1apV+Oyzz+QekLQ8H3oKcfFJOg7frRoWLtBQVXQkQhQmPCkXu67FAgDWj3Gifw+ENAGZm6U4HA4+//xzvHjxAnl5ecjLy8OLFy8wd+5ccDicxshIWphedoZoZ6qN4nIRDtGwcNKKlVWKsPBQBMQMGO1qAa+OpoqOREir8FYTZ+ro6EBHR0deWYiSqBoWbgsA+D0sASIaFk5aqR8uP0d0RiGMtNWwckQnRcchpNWQubhJT0/HlClTYGFhARUVFfB4PKkfQgBgTBdLCDRUkZhTjMtPMxQdh5Am9zA5Dz8FV93cdO2oztDXUlNwIkJaD5n73Pj5+SExMRHLly+Hubk5NUWRWmmo8TCxuxV+uRKLwNA4vEuX40krUiESY9HhBxCJGYY6mWGIk7miIxHSqshc3Fy/fh3Xrl2Dq6trI8QhymRKTxvsuhqLkOfZiEovQDtTasIkrcPO4Bg8Ts2HvqYqVo+kEYOENDWZm6WsrKwg402NSSvVRl8T3p3MANBN/Ujr8SytAN9djgYArBrZCcY6fAUnIqT1kbm42b59O5YsWYL4+PhGiEOUTfV8U8fuv0BucbliwxDSyCpFYiw6HIEKEYOXowlGulgoOhIhrZLMzVI+Pj4oLi6GnZ0dNDU1oaoqfc+GnJwcuYUjLV93WwM4muviSWo+Dt5Owsx+doqOREij+b/rcYh4kQcddRWsG+NEfRIJURCZi5vt27c3QgyirDgcDvw9hVh0+AF+D0vAtN62UOG91R0ICGmWYjILsfVCFABg+fCOMNVVV3AiQlovmYqbiooKXLlyBcuXL4etrW1jZSJKZqSLBTaeeYrk3BJcfJKOwZ1p5AhRLiIxw6LDD1BeKUbfdsYY79ZG0ZEIadVk+gqtqqqKI0eONFYWoqTUVXmY1J1mCyfKa09oPO4mvISWGg8bxlJzFCGKJnP7wOjRo3H8+PFGiEKU2ZSeQvC4HNyMy8GjlDxFxyFEbhKyi7D53FMAwNKhjrDU01BwIkKIzH1uHBwcsGbNGoSEhMDNzQ1aWlpSz9PkmaQ2ZgJ1DOlshpMPUrEnNB6bx7koOhIhb00sZlhyJBKlFWL0amuI97tbKzoSIQQAh8l405rX9bXhcDiIjY1961CNKT8/HwKBAHl5edDV1VV0nFblbkIO3vs5DGoqXNxYOhAGdDt60sL9cSMBXx1/CA1VHs7O6wMbQ603b0QIaRBZPr9lvnITFxfX4GCkdetqrQ/nNgI8eJGHP28lYvY79oqOREiDJeeWYMPpJwCAhd7tqbAhpBmhMbmkyVTNFi4EAOwNS0CFSKzYQIQ0EGMMS448QFG5CO42+pLfa0JI81CvKzfz58/H2rVroaWlhfnz57923W3btsklGFFOw5zNsf70U6Tll+LcozQMd6Y7uJKW59DdF7gWnQU1FS42jXMGl0ujowhpTupV3Ny/fx8VFRWS/68LDX8kb8JX4WFyD2vsuBSNgJB4Km5Ii5OeX4q1Jx8DAOa/2w52xtoKTkQI+a96FTdBQUG1/j8hDTG5hzV+Cn6Ouwkv8eBFLpzb6Ck6EiH1whjDsmORKCithEsbAab3ppuZEtIcUZ8b0uRMdNUxzKnqLsWBofGKDUOIDE5EpODikwyo8jjYPM6FphIhpJmSebRUaWkpvv/+ewQFBSEjIwNisXSn0Hv37sktHFFe/p62OB6egpMRqVg6xBHGOnxFRyLktTILyrDyxCMAwGcDHNDeTEfBiQghdZG5uJk2bRrOnz+PcePGoXv37tTPhjSIi5Ueuljr4X5iLvbfTMRcLwdFRyLktVaeeIjc4gp0NNfFx/1pdntCmjOZi5uTJ0/i9OnT8PT0bIw8pBXx8xDifmI4/riZgE/620FNhS7xk+bpdGQqTkemQYXLweZxzlCl5ihCmjWZ/4VaWlpCR4cux5K3N9TJHKa6fGQWlOF0ZKqi4xBSq5yicqz4+yEA4JP+duhsKVBwIkLIm8hc3GzduhWLFy9GQkJCY+QhrYgqj4sPetgAAAKoYzFpptb88whZheVoZ6qNOQPortqEtAQyFzfu7u4oLS1F27ZtoaOjAwMDA6kfQmQxqYc11HhcRCTl4n7iS0XHIUTKxcfpOB6eAi4H2DzOBXwVnqIjEULqQeY+N5MmTUJycjLWr18PU1NT6lBM3oqRNh8jXS1w+O4LBITEo4u1vqIjEQIAyCupwJfHIgEAM/q0hauVnmIDEULqTebiJjQ0FGFhYXBxcWmMPKQV8vMQ4vDdFzgdmYplwxxhqquu6EiEYN2px8goKENbIy18/m47RcchhMhA5mapDh06oKSkpDGykFaqs6UA3YT6qBQz7LtBfbmI4l2JysRfd16AwwE2j3OGuio1RxHSkshc3GzcuBFffPEFgoODkZ2djfz8fKkfQhrC37PqNvb7biaitEKk4DSkNSsorcDSIw8AAL69hHAXUl9CQloamZulBg8eDAAYOHCg1HLGGDgcDkQi+mAishvU0RTmAnWk5pXi5INUjHNro+hIpJXaeOYpUvJKYWWggUWD2ys6DiGkAWQubmjiTNIYVHhcTOllg81nnyEgJA7vdbWkzuqkyYXGZGHfzUQAwKaxztBUk/lPJCGkGZD5X26/fv0aIwchmNTNGjsuRuNRSj7uJLxEN2oOIE2ouLwSS45UjY56v4c1POyNFJyIENJQ9e5zk5WVVePGfY8ePYK/vz8mTJiA/fv3yz0caV30tdQwposlACAwJF6xYUirs+XcMyTmFMNCoI6lQzooOg4h5C3Uu7j59NNP8d1330keZ2RkoE+fPrh9+zbKysrg5+eHvXv3NkpI0nr4eQoBAGcfpSEll0blkaZxJz4Hgf/eJXvDe87QUVdVbCBCyFupd3Fz48YNjBw5UvL4999/h4GBAcLDw/H3339j/fr1+PHHHxslJGk9OpjpoldbQ4jEDHtpWDhpAqUVIiw6/ACMAePd2qBfO2NFRyKEvKV6FzdpaWkQCoWSx5cvX8bYsWOholLVbWfkyJGIjo6We0DS+lRfvfnzFg0LJ43v24tRiM0qgokOH18N66joOIQQOah3caOrq4vc3FzJ41u3bqFHjx6SxxwOB2VlZXINR1onL0dTtNHXQG5xBf4OT1Z0HKLEIpJysetqLABg3RgnCDSpOYoQZVDv4qZnz5747rvvIBaLcfjwYRQUFGDAgAGS56OiomBlZdUoIUnrwuNy4NtLCAAICIkHY0yxgYhSKqsUYeHhCIgZMMrVAu92NFV0JEKInNS7uFm7di1OnDgBDQ0N+Pj4YNGiRdDX/98khwcOHKBh4kRuJrhbQUOVh6dpBbgRm6PoOEQJ/Xj5OaLSC2GkrYaVIzopOg4hRI7qXdw4OzvjyZMn+OuvvxAaGoq1a9dKPT9x4kQsXry4QSF+/PFHCIVCqKuro0ePHrh161a9tjtw4AA4HA5Gjx7doNclzZdAUxVju/47LDw0TsFpiLJ5lJKHn4JjAABrRnWGgZaaghMRQuRJprmljIyMMGrUKElfmxcvXkAsFgMAhg0bBltbW5kDHDx4EPPnz8fKlStx7949uLi4wNvbGxkZGa/dLj4+HgsWLECfPn1kfk3SMvh5CAEAFx6nIymnWLFhiNKoEImx8NADVIoZhnQ2w1Anc0VHIoTImcwTZ76qY8eOiI+Pf6sA27Ztw4wZM+Dv74+OHTti586d0NTUxO7du+vcRiQSYfLkyVi9ejXatm37Vq9Pmi8HUx30cTCCmIGGhRO5+eVKDB6n5kNPUxVrRnVWdBxCSCN4q+LmbTt6lpeX4+7du/Dy8vpfIC4XXl5eCAsLq3O7NWvWwMTEBNOmTXvja5SVldHM5S2Y/7/Dwg/cSkRxeaViw5AWLyq9AN9deg4AWDWiE4x1+ApORAhpDG9V3LytrKwsiEQimJpKj1IwNTVFWlpardtcv34d//d//4ddu3bV6zU2bNgAgUAg+aERXS1L/3YmsDHURH5pJY7eo2HhpOEqRWIsPBSBcpEYAzuYYJSrhaIjEUIayVsVN19++SUMDJpucsOCggJMmTIFu3btgpFR/Sa1W7p0KfLy8iQ/SUlJjZySyBP3lWHhgaE0LJw03P9dj0PEizzoqKtg3RgnmnWeECUm86zg06dPxwcffID+/ftj6dKlb/XiRkZG4PF4SE9Pl1qenp4OMzOzGuvHxMQgPj4eI0aMkCyr7tCsoqKCZ8+ewc7OTmobPp8PPp8uPbdk493bYOv5Z3ieUYiQ59no7UCzNRPZxGQWYuuFKADA8mEdYSZQV3AiQkhjkvnKTWZmJgYPHgwrKyssWrQIERERDX5xNTU1uLm54dKlS5JlYrEYly5dQq9evWqs36FDB0RGRiI8PFzyM3LkSLzzzjsIDw+nJiclpaOuivHuVec2IISGhRPZiMQMiw8/QHmlGH0cjDDevY2iIxFCGpnMxc3ff/+N1NRULF++HLdu3ULXrl3RqVMnrF+/vkEjp+bPn49du3Zhz549ePLkCT755BMUFRXB398fADB16lTJFSJ1dXV07txZ6kdPTw86Ojro3Lkz1NToXhXKamovGwDA5WcZiM8qUnAa0pL8HhaPOwkvoaXGw4ax1BxFSGvQoD43+vr6+OijjxAcHIyEhAT4+flh7969sLe3l3lfPj4++Oabb7BixQq4uroiPDwcZ8+elXQyTkxMRGpqakNiEiXS1lgb77Q3BmPA72E0LJzUT2J2MTaffQYAWDLUEW30NRWciBDSFDjsLXpoVlRU4NSpU/jjjz9w6tQpGBgYIDm5eY9oyc/Ph0AgQF5eHnR1dRUdh8jgSlQmfHffgg5fBWFfDoQ2X+YuY6QVEYsZJv92E2Gx2ejZ1gD7p/cEl0tXbQhpqWT5/G7QlZugoCDMmDEDpqam8PPzg66uLk6ePIkXL140KDAh9dHH3ghtjbVQUFaJI3fpd4283p+3ExEWmw11VS42vedMhQ0hrYjMxY2lpSWGDh2KrKws/Prrr0hPT8fu3bsxcOBAassmjYrL5cD/3ykZAkPjIRbTsHBSu+TcEmw4/RQAsNC7A2wMtRSciBDSlGQublatWoXU1FQcO3YM48aNo2HWpEmN7doGOnwVxGUV4Up0pqLjkGaIMYalRyNRWFYJNxt9yRxlhJDWQ+biZsaMGdDT0wNQNXEmNUWRpqTFV8GEblXDwgND4hUbhjQ7qXkl2HjmKa5GZUJNpao5ikfNUYS0OjIXN2KxGGvWrIFAIICNjQ1sbGygp6eHtWvXSm6oR0hj8u0lBIdT1cH4eUahouOQZuLg7UR4bryMX67GAgAGdjCBvYm2glMRQhRB5uJm2bJl+OGHH7Bx40bcv38f9+/fx/r16/H9999j+fLljZGRECnWhpoY2KHqVgG/h8UrNgxpFqLSC7DkSCRe7YZ17lEaUvNKFBeKEKIwMo+l3bNnD3777TeMHDlSsszZ2RmWlpaYNWsW1q1bJ9eAhNTG31OIi0/ScfjuCyzwbg9ddVVFRyIK8DyjAHtCE/DXnST8t3u5mAHxWcUwF2goJBshRHFkLm5ycnLQoUOHGss7dOiAnJwcuYQi5E087AzRzlQbUemF+Ot2Eqb3aavoSKSJiMUMwVEZCAiJx7XorDrX43E4EBrRTfsIaY1kbpZycXHBDz/8UGP5Dz/8ABcXF7mEIuRNOBwO/DxsAVTdsVhEw8KVXkFpBQJC4jBgazA+DLyDa9FZ4HCAdzuaYv+MHtg41gm8f29HweNwsH5sZ7pqQ0grJfOVm82bN2PYsGG4ePGiZHLLsLAwJCUl4fTp03IPSEhdxnSxxKazT5GYU4ygpxnw6miq6EikEcRmFuL3sAQcupOEonIRAEBHXQUTu1lhai8hrAyqrs542AH92hsjPqsYQiNNKmwIacUaNP1CSkoKfvzxRzx9WnWTLEdHR8yaNQsWFhZyDyhvNP2Cctlw5gl+uRILT3tD7JveU9FxiJyIxQzXnmchMCQOQc/+dz8jexNt+HkIMaaLJbRo+g1CWhVZPr9l+utQUVGBwYMHY+fOndRxmDQLU3raYNfVWIQ8z0ZUegHameooOhJ5C4VllTh67wUCQ+MRm1k1+zuHAwxobwI/TyF62xvRndAJIW8kU3GjqqqKBw8eNFYWQmTWRl8Tgzqa4eyjNASGxmP9GCdFRyINkJBdhN/DEvDX7SQUlFUCALT5Khjv3ga+vYQQGtH0CYSQ+pP5uu4HH3yA//u//8PGjRsbIw8hMvP3FOLsozQcvfcCi7zbQ09TTdGRSD0wxhDyPBuBoXG49DQD1Q3kbY204OshxHtubWjmd0JIg8j8l6OyshK7d+/GxYsX4ebmBi0t6W9U27Ztk1s4Quqju60BHM118SQ1HwdvJ2FmPztFRyKvUVxeiWP3kxEYEo/oV+4w3b+9Mfw8hOjrYEwzeBNC3orMxc3Dhw/RtWtXAEBUVJTUc9QWThSBw6maLXzRkQf4PSwB03rbQoUn810OSCNLyinG3hsJOHArEfmlVU1PWmo8jHNrg6keQtgZ01QJhBD5kLm4CQoKaowchLyVka4W2Hj2KZJzS3DxSToGdzZXdCSCqqanG7E5CAyNw4XH6ZLpEWwMNeHbS4hx7m3o7tKEELl7qwbt6hnB27RpI5cwhDSUuioPk7pb4cegGASExFNxo2ClFSIcv5+MwNB4PE0rkCzv42AEPw8h+rc3odm6CSGNRubiRiwW4+uvv8bWrVtRWFjVXq6jo4MvvvgCy5YtA5dLzQFEMT7oaYOdV2JxMy4Hj1Py0dGC7mPU1FJyS7D3RgL+vJWI3OIKAICGKg9ju1rCz0MIBxqqTwhpAjIXN8uWLZOMlvL09AQAXL9+HatWrUJpaSnd/4YojLlAA0M6m+Hkg1QEhsZh8ziaDqQpMMZwJ+ElAkLicO5RumQqjDb6GvDtJcQEdysINKnpiRDSdGS+Q7GFhQV27twpNSs4APz999+YNWsWkpOT5RpQ3ugOxcrtbkIO3vs5DGoqXNxYOhAGWjQsvLGUVojwT0QKAkPj8SglX7K8V1tD+HkK4eVoSk1PhBC5abQ7FAM0Kzhp3rpa68PJUoDI5Dz8eSsRs9+xV3QkpZOWV4p9NxOw/2YisovKAQB8FS7GdrWEr4cQHczoSwMhRLFkLm6qZwX/7rvvpJbTrOCkOeBwOPD3FGL+XxHYG5aAj/q2hSoNC39rjDHcS8xFYGg8zkSmovLfpicLgTqm9BJiYjcr6NNVMkJIM0GzghOlM8zZHOtPP0FafinOPUrDcOfmP6Frc1VWKcLpyFQEhsQj4kWeZHl3WwP4ewjxbkdTuqcQIaTZkbm46devH6KioqRmBR87dmyLmRWcKD++Cg/v97DBd5eiERgST8VNA2QUlGLfjUTsu5mIrMIyAICaChejXCzg6yFEZ0uBghMSQkjdZO5Q3NJRh+LWISO/FJ6bLqNCxPDPnN5wakMfxvURkVTV9HTyQQoqRFV/Gsx01TGllw0mdrOCoTZfwQkJIa1Vo3YormtWcA6HA3V1dVhbW4PPpz+ARLFMdNUxzMkcx8NTEBAah20TXBUdqdkqrxTjzMNUBIbG435irmS5m40+/DyEGNzZjPotEUJaFJmLG1dXV8kcUtUXfV6dU0pVVRU+Pj745ZdfoK6uLqeYhMjOz9MWx8NTcDIiFUuHOMJYh4ruV2UVluHPm4nYeyMBGQX/Nj3xuBjuYg4/DyGc2+gpNiAhhDSQzF/Hjh07BgcHB/z666+IiIhAREQEfv31V7Rv3x779+/H//3f/+Hy5cv46quvGiMvIfXmaqWHLtZ6KBeJsf9moqLjNBsPk/PwxV8R8NhwGVsvRCGjoAzGOnx87tUOIUsGYNsEVypsCCEtmsxXbtatW4cdO3bA29tbsszJyQlt2rTB8uXLcevWLWhpaeGLL77AN998I9ewhMjKz0OI+4nh+ONmAj7pbwc1ldbZvFIpEuPco3QEhsbhdvxLyXIXKz186CnEkM7mrfa9IYQoH5mLm8jISNjY2NRYbmNjg8jISABVTVepqalvn46QtzSksznW6TxBRkEZzjxMxShXS0VHalI5ReX481Yi/riRgNS8UgCACpeDYc5VTU9drPUVnJAQQuRP5uKmQ4cO2LhxI3799VeoqVXdtKuiogIbN26U3Lk4OTkZpqam8k1KSAOoqXAxpacNtl6Iwu6Q+FZT3DxJzUdgSDyOhyejrFIMADDUUsPkHtaY3NMGprrUH44QorxkLm5+/PFHjBw5Em3atIGzszOAqqs5IpEIJ0+eBADExsZi1qxZ8k1KSANN6mGN7y8/R0RSLu4nvlTaqxWVIjEuPslAQEgcbsb9byqUzpa68PewxXAXc/BVeApMSAghTaNB97kpKCjAvn37EBUVBQBo37493n//fejo6Mg9oLzRfW5apy/+isCRey8wytUCOyZ2UXQcucotLsfB20n4PSwBybklAAAel4PBnc3woacQXa31pUY0EkJISyTL5zfdxI+0Cg+T8zD8++tQ4XIQsmSAUjTLRKUXIDA0HkfvvUBpRVXTk76mKt7vYY0PetrAXKCh4ISEECI/jXoTPwCIiYnB9u3b8eTJEwBAp06d8Nlnn8HOzq4huyOk0XW2FKCbUB+3419i340EzB/UXtGRGkQkZrj8NAOBoXEIeZ4tWe5orgt/TyFGulhAXZWangghrZvMxc25c+cwcuRIuLq6wtPTEwAQEhKCX375Bf/88w/effdduYckRB78PGyripubiZg9wL5F9T/JK6nAoTtVTU+JOcUAAC4H8O5kBj8PIbrbGlDTEyGE/EvmZqkuXbrA29sbGzdulFq+ZMkSnD9/Hvfu3ZNrQHmjZqnWq1IkRp/NQUjNK8U3410wzq2NoiO90fOMQuwJjceRey9QXC4CAAg0VDGxuxWm9LRBG31NBSckhJCm0ah9btTV1REZGQkHBwep5VFRUXB2dkZpaansiZsQFTet20/Bz7H57DN0stDFyU97N8urHWIxw5WoTASExuNqVKZkeXtTHfh5CjHa1RIaai3nqhMhhMhDo/a5MTY2Rnh4eI3iJjw8HCYmJrLujpAmNambNXZcjMajlHzcTXgJd6GBoiNJFJRW4PDdF9gTGo/47KqmJw4H8HI0hb+HEL3sDJtlMUYIIc2NzMXNjBkz8NFHHyE2NhYeHh4AqvrcbNq0CfPnz5d7QELkSV9LDWO6WOLA7SQEhMQ3i+ImLqsIe0LjcfjuCxSWVQIAdNRVMLGbFab0FMLakJqeCCFEFjI3SzHGsH37dmzduhUpKSkAAAsLCyxcuBCfffZZs/9mSc1S5ElqPobsuAYel4Nri96BhV7TD5kWixmuPc9CYEgcgp79r+nJzlgLfp62GNvFElr8Bg1mJIQQpdRk97kpKCgAgBZx875qVNwQAJj4axhuxOZgVn87LBrcoclet6isEkfvvUBgaDxiMosAVDU9DWhvAj9PIXrbGzX7LwiEEKIIjX6fm2otqagh5FX+nra4EZuDP28l4rOBDo1+b5jE7GLsCYvHX3eSUFBa1fSkzVfBePc28O0lhNBIq1FfnxBCWhOZi5vs7GysWLECQUFByMjIgFgslno+Jyenji0JaT68HE1hqaeB5NwS/B2eDJ9u1nJ/DcYYQmOyERASj0tP01F9jdTWSAt+HkK859YG2tT0RAghcifzX9YpU6bg+fPnmDZtGkxNTekSOmmReFwOfD1ssP70UwSExGOCu5XcfpeLyytx7H4y9oTGIyq9ULK8Xztj+HkK0c/BGFwu/bshhJDGInNxc+3aNVy/fh0uLi6NkYeQJuPjbo1vL0TjaVoBbsTmoJed4Vvt78XLYuwNS8CB20nIK6kAAGiq8TDerQ2meghhZ6wtj9iEEELeQObipkOHDigpKWmMLIQ0KYGmKsZ2tcS+m4kIDI1rUHHDGMPNuBwEhMThwuN0iP9terI20ISvhxDj3dtAV11VzskJIYS8jszFzU8//YQlS5ZgxYoV6Ny5M1RVpf9w0wgk0pL4eQix72YiLjxOR1JOMawM6ndPmdIKEf4OT0ZASDyephVIlve2N4K/pxD925uAR01PhBCiEDIXN3p6esjPz8eAAQOkljPGwOFwIBKJ5BaOkMbmYKqDPg5GuBadhb03EvDlUMfXrp+SW4I/biTgz1uJeFlc1fSkocrD2K6W8PMQwsGURhASQoiiyVzcTJ48Gaqqqti/fz91KCZKwc9DiGvRWThwKxHzvBygqSb9z4IxhjsJLxEYEo+zj9Ig+rftyVJPA74eNvBxt4ZAk5qeCCGkuZC5uHn48CHu37+P9u3bN0YeQprcO+1NYGOoiYTsYgSGxsPVSg+2RlrQ11TDyQepCAyNw8PkfMn6vdoaws9TCC9HU2p6IoSQZkjm4sbd3R1JSUlU3BClweVy4NtLiDUnH2Pz2WcAAA6qRjoVlVc1s/JVuBjb1RK+HkJ0MKN+ZYQQ0pzJXNx8+umnmDt3LhYuXAgnJ6caHYqdnZ3lFo6QptLbwUjqMQNQVC6CqQ4ffp62mNjNCvpaaooJRwghRCYyFzc+Pj4AgA8//FCyjMPhUIdi0qJlFZbVunzrBBf0djBu4jSEEELehszFTVxcXGPkIEShbI20wOVAcp8aAOBxOLAzoRvvEUJISyNzcWNjY9MYOQhRKHOBBjaMdcKXRx9CxBh4HA7Wj+0Mc4GGoqMRQgiRUb2KmxMnTtR7hyNHjmxwGEIUyaebNfq2M0Z8VjGERppU2BBCSAtVr+Jm9OjR9doZ9bkhLZ25QIOKGkIIaeHqVdyIxeLGzkEIIYQQIhdcRQcghBBCCJGnBhU3V65cwYgRI2Bvbw97e3uMHDkS165dk3c2QgghhBCZyVzc/PHHH/Dy8oKmpiY+++wzfPbZZ9DQ0MDAgQOxf//+xshICCGEEFJvHMYYe/Nq/+Po6IiPPvoIn3/+udTybdu2YdeuXXjy5IlcA8pbfn4+BAIB8vLyoKtLt9EnhBBCWgJZPr9lvnITGxuLESNG1Fg+cuRIusEfIYQQQhRO5uLGysoKly5dqrH84sWLsLKykksoQgghhJCGkvkOxV988QU+++wzhIeHw8PDAwAQEhKCwMBA7NixQ+4BCSGEEEJkIfOVm08++QQHDhxAZGQk5s2bh3nz5uHhw4c4ePAgJk+e3KAQP/74I4RCIdTV1dGjRw/cunWrznV37dqFPn36QF9fH/r6+vDy8nrt+oQQQghpXepd3Hz77beS/x8zZgyuX7+O7OxsZGdn4/r16xgwYAC8vb1lDnDw4EHMnz8fK1euxL179+Di4gJvb29kZGTUun5wcDAmTZqEoKAghIWFwcrKCoMGDUJycrLMr00IIYQQ5VPv0VIaGhr45ZdfMHXq1BrPFRUVYdCgQcjOzsbTp09lCtCjRw9069YNP/zwA4CquyFbWVnh008/xZIlS964vUgkgr6+Pn744Ydas/0XjZYihBBCWp5GGS21d+9ezJw5s8YkmoWFhfD29kZmZiaCgoJkClpeXo67d+/Cy8vrf4G4XHh5eSEsLKxe+yguLkZFRQUMDAxqfb6srAz5+flSP4QQQghRXvUubsaNG4fvv/8ekyZNQnBwMICqKzZDhgxBeno6goODYW5uLtOLZ2VlQSQSwdTUVGq5qakp0tLS6rWPxYsXw8LCQqpAetWGDRsgEAgkPzSiixBCCFFuMnUonj59OlauXIlRo0YhODgYQ4YMQUpKCoKCgmBhYdFYGeu0ceNGHDhwAMeOHYO6unqt6yxduhR5eXmSn6SkpCZOSQghhJCmJPNQ8EWLFiEnJwcDBw6EUChEcHAw2rRp06AXNzIyAo/HQ3p6utTy9PR0mJmZvXbbb775Bhs3bsTFixfh7Oxc53p8Ph98Pr9B+QghhBDS8tS7uBk7dqzUY1VVVRgZGWHu3LlSy48ePVrvF1dTU4ObmxsuXbqE0aNHA6jqUHzp0iXMmTOnzu02b96MdevW4dy5c3B3d6/36xFCCCFE+dW7uBEIBFKPJ02aJJcA8+fPh6+vL9zd3dG9e3ds374dRUVF8Pf3BwBMnToVlpaW2LBhAwBg06ZNWLFiBfbv3w+hUCjpm6OtrQ1tbW25ZCKEEEJIy1Xv4iYgIKBRAvj4+CAzMxMrVqxAWloaXF1dcfbsWUkn48TERHC5/+sa9PPPP6O8vBzjxo2T2s/KlSuxatWqRslICCGEkJZD5lnBWzq6zw0hhBDS8jTqrOCEEEIIIc0ZFTeEEEIIUSpU3BBCCCFEqVBxQwghhBClQsUNIYQQQpQKFTeEEEIIUSpU3BBCCCFEqVBxQwghhBClQsUNIYQQQpQKFTeEEEIIUSpU3BBCCCFEqVBxQwghhBClQsUNIYQQQpQKFTeEEEIIUSpU3BBCCCFEqVBxQwghhBClQsUNIYQQQpQKFTeEEEIIUSpU3BBCCCFEqVBxQwghhBClQsUNIYQQQpQKFTeEEEIIUSpU3BBCCCFEqVBxQwghhBClQsUNIYQQQpQKFTeEEEIIUSpU3BBCCCFEqVBxQwghhBClQsUNIYQQQpQKFTeEEEIIUSpU3BBCCCFEqVBxQwghhBClQsUNIYQQQpQKFTeEEEIIUSpU3BBCCCFEqVBxQwghhBClQsUNIYQQQpQKFTeEEEIIUSpU3BBCCCFEqVBxQwghhBClQsUNIYQQQpQKFTeEEEIIUSpU3BBCCCFEqVBxQwghhBClQsUNIYQQQpQKFTeEEEIIUSpU3BBCCCFEqVBxQwghhBClQsWNPOUlA3FXq/5LWiY6hy0bnb+Wj85hy9cMzqGKwl5Z2dzdA5ycBzAxwOECQzYDru8rOhWRRfh+4MwiOoctFZ2/lo/OYcv333M4YgfQdWqTx+AwxliTv6oC5efnQyAQIC8vD7q6uvLZaV4ysL1z1ckkhBBCSBUOD5gXCQgs33pXsnx+U7OUPOTEUGFDCCGE/BcTATmxTf6y1CwlDwZ2VZffXi1wODxg9k1A10JxuUj95acAP3anc9hS0flr+egctnx1nUODtk0ehYobeRBYVrUr/jOvqkrl8IAR2wEjB0UnI/Vl5EDnsCWj89fy0Tls+eo6h3JokpIV9bmRp7zkqstvBm0VcjKJHNA5bNno/LV8dA5bvkY6h7J8flNxQwghhJBmjzoUE0IIIaTVouKGEEIIIUqFihtCCCGEKBUqbgghhBCiVKi4IYQQQohSoeKGEEIIIUqFihtCCCGEKBUqbgghhBCiVKi4IYQQQohSoeKGEEIIIUqFihtCCCGEKJVWNyt49VRa+fn5Ck5CCCGEkPqq/tyuz5SYra64KSgoAABYWVkpOAkhhBBCZFVQUACBQPDadVrdrOBisRgpKSnQ0dEBh8OR677z8/NhZWWFpKQkpZxxXNmPD1D+Y6Tja/mU/Rjp+Fq+xjpGxhgKCgpgYWEBLvf1vWpa3ZUbLpeLNm3aNOpr6OrqKu0vLaD8xwco/zHS8bV8yn6MdHwtX2Mc45uu2FSjDsWEEEIIUSpU3BBCCCFEqVBxI0d8Ph8rV64En89XdJRGoezHByj/MdLxtXzKfox0fC1fczjGVtehmBBCCCHKja7cEEIIIUSpUHFDCCGEEKVCxQ0hhBBClAoVN4QQQghRKlTc1GHDhg3o1q0bdHR0YGJigtGjR+PZs2dS65SWlmL27NkwNDSEtrY23nvvPaSnp0uez8nJwYgRI6CtrY0uXbrg/v37UtvPnj0bW7dubZLjae02btwIDoeDefPmSZbR+Wv+kpOT8cEHH8DQ0BAaGhpwcnLCnTt3JM8zxrBixQqYm5tDQ0MDXl5eiI6OljxfVlaGKVOmQFdXF+3atcPFixel9r9lyxZ8+umnTXY8rY1IJMLy5ctha2sLDQ0N2NnZYe3atVJzA9E5bF6uXr2KESNGwMLCAhwOB8ePH5d6/k3nC6j62zl58mTo6upCT08P06ZNQ2FhoeT5+Ph49O3bF1paWujbty/i4+Olth8+fDiOHDnydgfCSK28vb1ZQEAAe/jwIQsPD2dDhw5l1tbWrLCwULLOxx9/zKysrNilS5fYnTt3WM+ePZmHh4fk+fnz57N+/fqxZ8+esXnz5jE3NzfJc2FhYczNzY1VVlY26XG1Rrdu3WJCoZA5OzuzuXPnSpbT+WvecnJymI2NDfPz82M3b95ksbGx7Ny5c+z58+eSdTZu3MgEAgE7fvw4i4iIYCNHjmS2traspKSEMcbYd999xxwdHdnDhw/Zli1bmLGxMROLxYwxxmJjY5mDgwPLy8tTyPG1BuvWrWOGhobs5MmTLC4ujh06dIhpa2uzHTt2SNahc9i8nD59mi1btowdPXqUAWDHjh2Tev5N54sxxgYPHsxcXFzYjRs32LVr15i9vT2bNGmS5PmxY8eyiRMnsqioKDZhwgT23nvvSZ47cOAAGzFixFsfBxU39ZSRkcEAsCtXrjDGGMvNzWWqqqrs0KFDknWePHnCALCwsDDGGGNDhgxhP//8M2OMscePHzNNTU3GGGPl5eXMxcWF3b59u4mPovUpKChgDg4O7MKFC6xfv36S4obOX/O3ePFi1rt37zqfF4vFzMzMjG3ZskWyLDc3l/H5fPbnn38yxhj75JNP2OLFixljjBUXFzMALCMjgzFW9QXm6NGjjXgEZNiwYezDDz+UWjZ27Fg2efJkxhidw+buv8VNfc7X48ePGQCpv49nzpxhHA6HJScnM8YYc3R0ZGfOnGGMVRVTHTt2ZIwx9vLlS2Zvb88SExPfOjs1S9VTXl4eAMDAwAAAcPfuXVRUVMDLy0uyTocOHWBtbY2wsDAAgIuLCy5fvozKykqcO3cOzs7OAIDNmzejf//+cHd3b+KjaH1mz56NYcOGSZ0ngM5fS3DixAm4u7tj/PjxMDExQZcuXbBr1y7J83FxcUhLS5M6hwKBAD169JA6h9evX0dJSQnOnTsHc3NzGBkZYd++fVBXV8eYMWOa/LhaEw8PD1y6dAlRUVEAgIiICFy/fh1DhgwBQOewpanP+QoLC4Oenp7U30cvLy9wuVzcvHkTQNU5vXjxIsRiMc6fPy/527pw4ULMnj0bVlZWbx/2rcujVkAkErFhw4YxT09PybJ9+/YxNTW1Gut269aNLVq0iDFWVdFOmjSJWVtbs759+7JHjx6xqKgo5uDgwLKystjMmTOZra0tGz9+PMvNzW2y42kt/vzzT9a5c2fJ5dJXr9zQ+Wv++Hw+4/P5bOnSpezevXvsl19+Yerq6iwwMJAxxlhISAgDwFJSUqS2Gz9+PJswYQJjrOoq26xZs5hQKGTu7u7s2rVrLDs7m7Vt25YlJiayZcuWMTs7OzZo0CD24sWLJj9GZScSidjixYsZh8NhKioqjMPhsPXr10uep3PYvOE/V27qc77WrVvH2rVrV2NfxsbG7KeffmKMMfbixQs2bNgwZmVlxYYNG8ZevHjBrly5wtzd3Vl2djYbP348s7W1ZTNnzmRlZWUNyt7qZgVviNmzZ+Phw4e4fv26TNsJBALs379fatmAAQOwZcsW7Nu3D7GxsXj27BlmzJiBNWvWUOdUOUpKSsLcuXNx4cIFqKurN2gfdP4USywWw93dHevXrwcAdOnSBQ8fPsTOnTvh6+tbr32oqqrixx9/lFrm7++Pzz77DPfv38fx48cRERGBzZs347PPPnv7ToxEyl9//YV9+/Zh//796NSpE8LDwzFv3jxYWFjQOWzFLC0tcfLkScnjsrIyeHt7Y8+ePfj666+ho6ODZ8+eYfDgwfjll18a1GGcmqXeYM6cOTh58iSCgoLQpk0byXIzMzOUl5cjNzdXav309HSYmZnVuq+AgADo6elh1KhRCA4OxujRo6Gqqorx48cjODi4EY+i9bl79y4yMjLQtWtXqKioQEVFBVeuXMF3330HFRUVmJqa0vlr5szNzdGxY0epZY6OjkhMTAQAyXl6dYRb9eO6zmFQUBAePXqEOXPmIDg4GEOHDoWWlhYmTJhA57ARLFy4EEuWLMHEiRPh5OSEKVOm4PPPP8eGDRsA0DlsaepzvszMzJCRkSH1fGVlJXJycuo8p+vXr8egQYPg5uaG4OBgvPfee1BVVcXYsWMbfE6puKkDYwxz5szBsWPHcPnyZdja2ko97+bmBlVVVVy6dEmy7NmzZ0hMTESvXr1q7C8zMxNr1qzB999/D6BqiGRFRQUAoKKiAiKRqBGPpvUZOHAgIiMjER4eLvlxd3fH5MmTJf9P56958/T0rHH7haioKNjY2AAAbG1tYWZmJnUO8/PzcfPmzVrPYfXQ/19++QU8Ho/OYRMoLi4Glyv9McPj8SAWiwHQOWxp6nO+evXqhdzcXNy9e1eyzuXLlyEWi9GjR48a+3zy5An279+PtWvXApDj39YGNWa1Ap988gkTCAQsODiYpaamSn6Ki4sl63z88cfM2tqaXb58md25c4f16tWL9erVq9b9vf/+++z777+XPN60aRNzc3Njjx8/ZkOGDGGzZs1q9GNq7V7tc8MYnb/m7tatW0xFRYWtW7eORUdHs3379jFNTU32xx9/SNbZuHEj09PTY3///Td78OABGzVqVI1hqdW+/PJL9sUXX0geHzx4kFlbW7OIiAg2bdo0NnTo0CY5rtbE19eXWVpaSoaCHz16lBkZGUn6tTFG57C5KSgoYPfv32f3799nANi2bdvY/fv3WUJCAmOsfudr8ODBrEuXLuzmzZvs+vXrzMHBQWooeDWxWMx69+7N/vnnH8myTz75hA0bNow9fvyYdenShW3evLlBx0HFTR0A1PoTEBAgWaekpITNmjWL6evrM01NTTZmzBiWmppaY19nz55l3bt3ZyKRSLKsqKiIjR8/nuno6LCBAwey9PT0pjisVu2/xQ2dv+bvn3/+YZ07d2Z8Pp916NCB/frrr1LPi8Vitnz5cmZqasr4fD4bOHAge/bsWY39REZGMnt7e6n7VIlEIvbJJ58wXV1d1q1bNxYdHd3ox9Pa5Ofns7lz5zJra2umrq7O2rZty5YtWybVSZTOYfMSFBRU62efr68vY6x+5ys7O5tNmjSJaWtrM11dXebv788KCgpqvNbOnTul7nHDGGPp6els4MCBTEdHh40fP54VFRU16Dg4jL1yq0hCCCGEkBaO+twQQgghRKlQcUMIIYQQpULFDSGEEEKUChU3hBBCCFEqVNwQQgghRKlQcUMIIYQQpULFDSGEEEKUChU3hJAGWbVqFUxNTcHhcHD8+HFFx3mj+Ph4cDgchIeH13ubVatWwdXVtdEyNXct9fgDAwOhp6en6BhEgai4IUrDz88PHA4HHA4HampqsLe3x5o1a1BZWanoaG/UUgqEak+ePMHq1avxyy+/IDU1FUOGDFF0pDeysrJCamoqOnfuXO9tFixYIDWPDiGkZVBRdABC5Gnw4MEICAhAWVkZTp8+jdmzZ0NVVRVLly6VeV8ikQgcDqfGxH8EiImJAQCMGjUKHA6nXtswxiASiaCiopg/Ozwer85Zieuira0NbW3tRkpECGks9FebKBU+nw8zMzPY2Njgk08+gZeXF06cOAEAKCsrw4IFC2BpaQktLS306NEDwcHBkm2rL2WfOHECHTt2BJ/PR2JiIsrKyrB48WJYWVmBz+fD3t4e//d//yfZ7uHDhxgyZAi0tbVhamqKKVOmICsrS/J8//798dlnn2HRokUwMDCAmZkZVq1aJXleKBQCAMaMGQMOhyN5HBMTg1GjRsHU1BTa2tro1q0bLl68KHW8qampGDZsGDQ0NGBra4v9+/dDKBRi+/btknVyc3Mxffp0GBsbQ1dXFwMGDEBERMRr38fIyEgMGDAAGhoaMDQ0xEcffYTCwkIAVU0VI0aMAABwudw6i5vg4GBwOBycOXMGbm5u4PP5uH79OsRiMTZs2ABbW1toaGjAxcUFhw8frrHduXPn0KVLF2hoaGDAgAHIyMjAmTNn4OjoCF1dXbz//vsoLi6WbHf27Fn07t0benp6MDQ0xPDhwyVFGFCzWar6dS5dugR3d3doamrCw8NDaiby/zbL+Pn5YfTo0fjmm29gbm4OQ0NDzJ49WzKLcX3PSW3vVffu3aGlpQU9PT14enoiISEBQP1+D4RCIb7++mtMnToV2trasLGxwYkTJ5CZmYlRo0ZBW1sbzs7OuHPnjmSb6t/348ePw8HBAerq6vD29kZSUlKdOQHgt99+g6OjI9TV1dGhQwf89NNPr12/tmN3dXWV/BtgjGHVqlWwtrYGn8+HhYUFPvvsM8m6b/p3W30s1tbW0NTUxJgxY5Cdnf3aTKQVaNCMVIQ0Q76+vmzUqFFSy0aOHMm6du3KGGNs+vTpzMPDg129epU9f/6cbdmyhfH5fBYVFcUYYywgIICpqqoyDw8PFhISwp4+fcqKiorYhAkTmJWVFTt69CiLiYlhFy9eZAcOHGCMMfby5UtmbGzMli5dyp48ecLu3bvH3n33XfbOO+9IMvTr14/p6uqyVatWsaioKLZnzx7G4XDY+fPnGWOMZWRkSCZlTU1NZRkZGYwxxsLDw9nOnTtZZGQki4qKYl999RVTV1eXzM7LGGNeXl7M1dWV3bhxg929e5f169ePaWhosG+//VZqnREjRrDbt2+zqKgo9sUXXzBDQ0OWnZ1d6/tYWFjIzM3N2dixY1lkZCS7dOkSs7W1lUycV1BQwAICAhgAlpqaWutko4z9bwI+Z2dndv78efb8+XOWnZ3Nvv76a9ahQwd29uxZFhMTwwICAhifz2fBwcFS2/Xs2ZNdv36d3bt3j9nb27N+/fqxQYMGsXv37rGrV68yQ0NDtnHjRsnrHT58mB05coRFR0ez+/fvsxEjRjAnJyfJhKdxcXEMALt//77U6/To0YMFBwezR48esT59+jA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" + "
" + ] }, - "metadata": { - "needs_background": "light" - } + "metadata": {} }, { "output_type": "stream", @@ -122,7 +119,43 @@ "text": [ "[MISSING LABELS] No missing labels were found.\n", "[TEST NORMALITY] It was not possible to normalize the label values. See the warning message for additional context.\n", - "WARNING: Skipping test performance_discrimination due to failure during computation.\n", + "WARNING: Skipping test performance_discrimination due to failure during computation.\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/home/fsantos/GitRepos/ydata-quality/src/ydata_quality/utils/correlations.py:132: RuntimeWarning: invalid value encountered in sqrt\n", + " scaled_diag = np.diag(np.sqrt(1 / diag))\n", + "/home/fsantos/miniconda3/envs/DQ/lib/python3.8/site-packages/statsmodels/stats/outliers_influence.py:193: RuntimeWarning: divide by zero encountered in double_scalars\n", + " vif = 1. / (1. - r_squared_i)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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VFZWr/8yZM0yfPp3nn38egGnTppn0T5kyBYBWrVo9dA41atSgVKlSTJo0icTExFz9165dy3PsnZU8d1b+AKSlpTFnzpxcsY6OjmZtdStWrBhVq1Zl+fLlxMfHG9uPHj3KTz/9ZHwvHkRsbGyutjurr1JTUx94PhEREZF/i1YkiYiIiFGpUqX46quv6NChA+XKlaNz585UrFiRtLQ0duzYwX//+1+6du3Ke++9R5cuXViwYIFxO9nu3btZvnw5bdu2NfnGtgdlYWHBokWLaNmyJRUqVKBbt254e3tz+fJltm3bhrOzMz/88MNdx9arVw83Nze6dOlC//79MRgMrFy50qSwdEeNGjVYvXo1wcHB1KpVCycnJ1544YW7zjtx4kRatmxJ3bp1efvtt0lJSWHmzJm4uLgwcuTIB37GTz/9lF9//ZVWrVrh6+tLdHQ0c+bMoUSJEjRo0OCB5xMRERH5t6iQJCIiIiZefPFFDh8+zMSJE1m3bh1z587F1taWypUrM3nyZHr06AHAokWLCAgIYNmyZXz77bd4eXkxdOhQRowY8Y9zeOaZZ/jjjz8YPXo0s2bNIjExES8vL+rUqUOvXr3yHFe4cGF+/PFHBg0axMcff4ybmxtvvPEGTZs2zfWtcb179+bgwYMsXbqUqVOn4uvrm2chqVmzZoSEhDBixAiGDx+OtbU1jRo14vPPP7/nQeJ5efHFFzl//jxLlizh+vXreHh40KhRI0aNGoWLi8sDzyciIiLybzFk3+3/ohMREREREREReUT2Br9R0Cnki5pTvijoFP51OiNJRERERERERETMokKSiIiIiIiIiIiYRYUkERERERERERExiwpJIiIiIiIiIiJiFn1rm4iIiIiIiIjkK4OFoaBTkEdEK5JERERERERERMQsKiSJiIiIiIiIiIhZVEgSERERERERERGz6IwkyeV62LGCTiFPHmUqFHQKIiIiIiIi8qAMOiPpSaEVSSIiIiIiIiIiYhYVkkRERERERERExCwqJImIiIiIiIiIiFl0RpKIiIiIiIiI5C+D1rE8KfRJioiIiIiIiIiIWVRIEhERERERERERs6iQJCIiIiIiIiIiZtEZSSIiIiIiIiKSrwwGQ0GnII+IViSJiIiIiIiIiIhZVEgSERERERERERGzqJAkIiIiIiIiIiJmUSHpf9SyZctwdXUt6DRERERERERE/jkLiyfz+n/o/+dT/0Ndu3bFYDBgMBiwtrbG39+fwYMHc+vWrUd2jw4dOnDq1KlHNt8/dfDoMQaPHseLXd+m/osv8evOXblizl+8xOAx43iu4xs0fbUTbwd/wNVr14z9MxYvpcVrnWn3Vg82hf5iMnbr7zsYPHpcvj+HiIiIiIiIiDw8fWvbQ2rRogVLly4lPT2dffv20aVLFwwGA59//vkjmd/e3h57e/tHMtejkJKaSqC/H62aNeGj8RNy9V+KvMq7H35E62bN6N6pIw4ODpyLiMDW2hqA33fvYfMvvzF11HAuXYlk3MzZ1KleDVdnZxKTkljwxZdMGz3yX34qEREREREREXkQWpH0kGxtbfHy8sLHx4e2bdvSrFkzNm/eDEBWVhbjx4/H398fe3t7qlSpwpo1a0zGf//99wQFBWFnZ0fjxo1Zvnw5BoOB+Ph44O5b2+bOnUupUqWwsbGhTJkyrFy50qTfYDCwaNEi2rVrh4ODA0FBQXz//feP5Hnr1qhOzzdeo1Hdp+7av+CLL6lbowZ9unWmdKkAShTzomGd2rjdfoYLFy9RrVIFygUF8myjhjja2xMZFQXAnGUraNuyBV6eno8kVxERERERERHJHyokPQJHjx5lx44d2NjYADB+/HhWrFjBvHnzOHbsGAMHDuSNN97gl19ytnOdO3eOV155hbZt23Lo0CF69erFsGHD7nmPb7/9lvfee49BgwZx9OhRevXqRbdu3di2bZtJ3KhRo2jfvj2HDx/m+eef5/XXXyc2NjZ/Hvy2rKwsduzdh0/xYgwc8Smt3uxKj/eHmGx/C/T34+TpMyQkJnIy/AypaWl4FyvGoeMnCDtzlldbP5+vOYqIiIiIiIjIP6etbQ/pxx9/xMnJiYyMDFJTU7GwsGDWrFmkpqYybtw4fv75Z+rWrQtAQEAAv//+O/Pnz6dRo0bMnz+fMmXKMHHiRADKlCnD0aNHGTt2bJ73mzRpEl27dqV3794ABAcHs3PnTiZNmkTjxo2NcV27dqVTp04AjBs3jhkzZrB7925atGiRX28FcTdukJJyiy+++ZYeb7zGu13eZNf+A3w0fgIzx35KtYoVqFO9Gs2feZruwYOxtbXh4wH9sLe1ZdLc+Qx7rx/fbtzEmvUbcC1UiMF93yWgZMl8y1dERERERET+XQaDoaBTkEdEhaSH1LhxY+bOnUtSUhJTp07FysqKl19+mWPHjpGcnMyzzz5rEp+Wlka1atUACAsLo1atWib9tWvXvuf9Tpw4Qc+ePU3a6tevz/Tp003aKleubPzZ0dERZ2dnoqOj85w3NTWV1NRU07a0NGxvr64yR1ZWNgAN69SmY5sXACgd4M+Rkyf5buMmqlWsAMDbr3Xk7dc6Gsct+c9qalapjJWlJcu/XsOKmVPZsWcvY6bOYMnUSWbfX0RERERERET+Hdra9pAcHR0JDAykSpUqLFmyhF27drF48WISExMBWL9+PQcPHjRex48fz3VOUn6wvn249R0Gg4GsrKw848ePH4+Li4vJNX3+wge6p6tzISwtLfHzKWHS7leiBFF/+da2v7pw6RKbQn+lx+udOHD0GFUrlMfNxYUmDeoTduYsSckpD5SDiIiIiIiIiOQ/rUh6BCwsLPjoo48IDg7m1KlT2NraEhERQaNGje4aX6ZMGTZs2GDStmfPnnveo1y5cmzfvp0uXboY27Zv30758uX/Ue5Dhw4lODjYpO3mhTMPNIe1tTXlggKJuHzFpP3ilSt4FSmSKz47O5sJs+fR7+2uONjbk5mVRUZmBgAZGZkA9yx+iYiIiIiIiEjBUCHpEXn11Vf54IMPmD9/Pu+//z4DBw4kKyuLBg0acOPGDbZv346zszNdunShV69eTJkyhSFDhvD2229z8OBBli1bBuS9b/SDDz6gffv2VKtWjWbNmvHDDz+wdu1afv7553+Ut62tLba2tiZtaXfZ1packsKlyKvG11eiojl19hzOhZzw8vTktXZtGD5xClUrlKd6pYrs3H+A7bv3MnPc6Fxz/fDTz7i6ONOgds72vsrlyrLkP6s5ejKMnfsP4OfjQyEnx3/0XCIiIiIiIvI/xKANUU8KFZIeESsrK/r27cuECRM4d+4cnp6ejB8/nrNnz+Lq6kr16tX56KOPAPD392fNmjUMGjSI6dOnU7duXYYNG8a7776bq6hzR9u2bZk+fTqTJk3ivffew9/fn6VLl/LMM8/8K893MvwM/YYNN76euXgpAC2bNObjAf1oVPcpPni3FyvXrGXqwsWU9C7O2A8HU6V8OZN5YuPiWf7fNcz7fLyxrXzpIDq2fZEPRo/FzcWFjwf0/1eeSUREREREREQejCE7Ozu7oJMQGDt2LPPmzePixYsFnQrXw44VdAp58ihToaBTEBERERERkQd0YFjP+wc9hqqNXVDQKfzrtCKpgMyZM4datWpRuHBhtm/fzsSJE+nbt29BpyUiIiIiIiIikidtUiwgp0+fpk2bNpQvX57Ro0czaNAgRo4cWdBpiYiIiIiIiDx6BsOTeT2g2bNn4+fnh52dHXXq1GH37t15xj7zzDMYDIZcV6tWrYwxXbt2zdXfokWLh/qIzKUVSQVk6tSpTJ06taDTEBEREREREZF/werVqwkODmbevHnUqVOHadOm0bx5c8LCwihyl288X7t2LWlpacbXMTExVKlShVdffdUkrkWLFixdutT4Oq+zlx8VrUgSEREREREREclnU6ZMoUePHnTr1o3y5cszb948HBwcWLJkyV3j3d3d8fLyMl6bN2/GwcEhVyHJ1tbWJM7NzS1fn0OFJBERERERERGRh5CamkpCQoLJlZqamisuLS2Nffv20axZM2ObhYUFzZo1448//jDrXosXL6Zjx444OjqatIeGhlKkSBHKlCnDu+++S0xMzD97qPtQIUlERERERERE8pXBYPFEXuPHj8fFxcXkGj9+fK7nv379OpmZmRQtWtSkvWjRoly9evW+79/u3bs5evQo3bt3N2lv0aIFK1asYMuWLXz++ef88ssvtGzZkszMzH/2gd2DzkgSEREREREREXkIQ4cOJTg42KQtP84oWrx4MZUqVaJ27dom7R07djT+XKlSJSpXrkypUqUIDQ2ladOmjzwP0IokEREREREREZGHYmtri7Ozs8l1t0KSh4cHlpaWREVFmbRHRUXh5eV1z3skJSWxatUq3n777fvmExAQgIeHB+Hh4Q/2IA9AhSQRERERERERkXxkY2NDjRo12LJli7EtKyuLLVu2ULdu3XuO/e9//0tqaipvvPHGfe9z6dIlYmJiKFas2D/OOS/a2iYiIiIiIiIi+cvCUNAZFLjg4GC6dOlCzZo1qV27NtOmTSMpKYlu3boB0LlzZ7y9vXOdsbR48WLatm1L4cKFTdoTExMZNWoUL7/8Ml5eXpw5c4bBgwcTGBhI8+bN8+05VEgSEREREREREclnHTp04Nq1awwfPpyrV69StWpVQkJCjAdwR0REYGFhunEsLCyM33//nZ9++inXfJaWlhw+fJjly5cTHx9P8eLFee655xg9enS+nNN0hyE7Ozs732aXx9L1sGMFnUKePMpUKOgURERERERE5AEdHNG7oFPIF1VHzSnoFP51OiNJRERERERERETMokKSiIiIiIiIiIiYRWckiYiIiIiIiEj+Muiw7SeFCkmSy8lPehZ0Cnkq3r5HQadwTwGvdC3oFERERERERETyjba2iYiIiIiIiIiIWVRIEhERERERERERs2hrm4iIiIiIiIjkK4NB61ieFPokRURERERERETELCokiYiIiIiIiIiIWVRIEhERERERERERs+iMJBERERERERHJXwZDQWcgj4hWJImIiIiIiIiIiFlUSBIREREREREREbOokCQiIiIiIiIiImbRGUkiIiIiIiIikq8MBq1jeVLokxQREREREREREbOokCQiIiIiIiIiImb5n9/a1rVrV5YvXw6AlZUV7u7uVK5cmU6dOtG1a1csLAq+FhYaGkrjxo2Ji4vD1dW1oNMBwGAw8O2339K2bduHGu9crgolXnwNR/+y2Lp7cHzih8Tu+c0kpmT77ng1fQFLx0LcPHmY8EWTuHX1krHfyrEQAW8F416jPmRncX1XKGeXTicrNQUAW08vSvf5BKeAMiSeDePU7NGkXrtqHF9+yASiQjcQsyv0gXL/+pc/WPpTKG3q1eSdVs8CMHjRlxw5F2ES93ytavRr2wKAm8kpTFrzI4fPXaB4YXcGvvQ8gcW9jLGzv9+El7srLzeo80C5iIiIiIiIiDxJCr4KY4YWLVoQGRnJ+fPn2bhxI40bN+a9996jdevWZGRkFGhu6enpBXr//GJpa0/i+XDOLp58137vNq9TvOUrhC+cyKGPepCZeouKw6ZgsLYxxpTuPwIHH3+OjhnA8c8G41KuKoG9Bhv7/Tv3Iy3uGgcGdyUtPgb/N/sa+zzqNiU7O/uBi0hhl66wYc8B/L2K5OprUbMqX37Yz3i91aKxsW9V6A5S0tKY2acblf1LMuPbjca+ExGXCbt4hbb1aj1QLiIiIiIiIiJPmseikGRra4uXlxfe3t5Ur16djz76iHXr1rFx40aWLVsGQHx8PN27d8fT0xNnZ2eaNGnCoUOHjHOMHDmSqlWrMn/+fHx8fHBwcKB9+/bcuHHDGLNnzx6effZZPDw8cHFxoVGjRuzfv98kF4PBwNy5c3nxxRdxdHSkR48eNG6cU5Bwc3PDYDDQtWtXAJ555hn69evHgAEDcHNzo2jRoixcuJCkpCS6detGoUKFCAwMZOPGjSb3OHr0KC1btsTJyYmiRYvy5ptvcv36dWP/M888Q//+/Rk8eDDu7u54eXkxcuRIY7+fnx8A7dq1w2AwGF8/iLiDO4lYvZCYPb/etd/7+fZcXLuc2L2/kxxxhlOzRmPj5kHhWg0BsPf2xb1aXcLnfUZi+HESwg5zZslUPOs1w8bNAwAHb1+iQjdy6+olokM3YO+dk6elgxO+HXtwJo8iVl5SUtOY+PX3vNe2JU72drn6bW2scC/kZLwc7WyNfRHXrtOoUjlKeBSmZa2qRFyLASAjM5NZ60Lo26YFlv8Dq99EREREREQeSxaGJ/P6f+ix/cu4SZMmVKlShbVr1wLw6quvEh0dzcaNG9m3bx/Vq1enadOmxMbGGseEh4fz9ddf88MPPxASEsKBAwfo3bu3sf/mzZt06dKF33//nZ07dxIUFMTzzz/PzZs3Te49cuRI2rVrx5EjRxg1ahTffPMNAGFhYURGRjJ9+nRj7PLly/Hw8GD37t3069ePd999l1dffZV69eqxf/9+nnvuOd58802Sk5OBnIJYkyZNqFatGnv37iUkJISoqCjat29vksPy5ctxdHRk165dTJgwgU8//ZTNmzcDOQUxgKVLlxIZGWl8/ajYFimOjZsH8Yf3GtsyU5K4GX4c59IVAXAuXZGMxAQSz540xsQf2QvZWRQKLA9A0oVwXCvXBIMB1yq1SY4IB8D/zT5EblpLWkz0A+U1+4dN1CoTSLVA/7v2bzt4jA5jp/HO9IUs3RTKrbQ/V5MFeBXl0NkLZGZmse/0Wfy9PAH47687qRRQktIlij1QLiIiIiIiIiJPov/5M5LupWzZshw+fJjff/+d3bt3Ex0dja1tziqTSZMm8d1337FmzRp69uwJwK1bt1ixYgXe3t4AzJw5k1atWjF58mS8vLxo0qSJyfwLFizA1dWVX375hdatWxvbX3vtNbp162Z8fe7cOQCKFCmS64ykKlWq8PHHHwMwdOhQPvvsMzw8POjRowcAw4cPZ+7cuRw+fJinnnqKWbNmUa1aNcaNG2ecY8mSJfj4+HDq1ClKly4NQOXKlRkxYgQAQUFBzJo1iy1btvDss8/i6ZlTBHF1dcXLy4tHzcbVHYC0G7Em7Wk3YrF2LQyAtWth0hLiTQdmZZKeeBPr2+PPrZhFYM/B1Jy9huQLZwhfMAHnclVw9A3i/BdzKDPwUwoFlCXu8B7OLplKdmbe2xhDDx/nzJUopr/b9a79z1QuT1E3F9wLOXHuajRLNoVy6XoMn7z+MgDtGz3FrHWbeGvKXIq4ujDgpVZcvh7LlgNHmPJOZ2Z+F8L+8HMEeXvxXruWONrlXvEkIiIiIiIi8qR7rAtJ2dnZGAwGDh06RGJiIoULFzbpT0lJ4cyZM8bXJUuWNBaRAOrWrUtWVhZhYWF4eXkRFRXFxx9/TGhoKNHR0WRmZpKcnExEhOkhzTVr1jQ7x8qVKxt/trS0pHDhwlSqVMnYVrRoUQCio3NW3xw6dIht27bh5OSUa64zZ86YFJL+qlixYsY5HkRqaiqpqakmbWmZWdhY5v9itbS46xz//M8zkwxW1lQYNpVTs8fg83JXMlOS2TegExU+moLXs22JDFlz13muxScw/8fNjHurEzbWd/+Vfr52NePP/l5FcC/kxNAl/+FKTBzFC7vhaGfHkA5tTMZ8uPgr3m7RhG0HjxEZF8fCgT2Z/u1Gvtq6nR7PN30E74CIiIiIiIjI4+WxLiSdOHECf39/EhMTKVasGKGhobliHuRb1Lp06UJMTAzTp0/H19cXW1tb6tatS1pamkmco6Oj2XNaW1ubvDYYDCZtBkPOnsqsrCwAEhMTeeGFF/j8889zzVWs2J/bq+427505HsT48eMZNWqUSVu38iV4q0LJPMekxeesRLJxcSc9PsbYbuPiTtL50wCkx8dg4+xqOtDCEmunQqTHm65kusOnXWfiD+8m6VwYLr2GcGH1QrIzM4nZ/QsuFWvkWUg6feUq8UnJ9J29xNiWlZXN0fMR/LBzH9+PGpzrfKOyPsUBiIzNKST93U/7DuNoZ0vd8qUZ/eU31CtXGitLSxpWLMvKLb/lihcREREREZF7MDy2J+vI3zy2haStW7dy5MgRBg4cSIkSJbh69SpWVlb3PFg6IiKCK1euULx4ThFh586dWFhYUKZMGQC2b9/OnDlzeP755wG4ePGiySHXebGxyfmmsszMzH/4VFC9enW++eYb/Pz8sLJ6+I/H2trarHyGDh1KcHCwSdvebs3vOSY1+gppcddxrVSDpAs5hSNLewcKBZYn8qdvAUg4dRQrJ2cc/cuQdC4MANeKNcBgwc3w47nmtPf2xbPBsxwY3BUAg4UFBkvLnJ8trTDc46DrqqV8mdu/u0nblG9+xMezMK8+Xfeuh2SficxZveVeKPfKr/ikZL7a9juTerwJ5BSlMm4X6TKysh6qYCciIiIiIiLyJHgsSoKpqalcvXqVy5cvs3//fsaNG0ebNm1o3bo1nTt3plmzZtStW5e2bdvy008/cf78eXbs2MGwYcPYu/fPA6Ht7Ozo0qULhw4d4rfffqN///60b9/eeI5QUFAQK1eu5MSJE+zatYvXX38de3v7++bn6+uLwWDgxx9/5Nq1ayQmJj70s/bp04fY2Fg6derEnj17OHPmDJs2baJbt24PVKjy8/Njy5YtXL16lbi4uDzjbG1tcXZ2NrlsLC2wsLXH0TcIR98gAOyKFMfRNwjbwjlb8S5v+Bqfl7rgXqMBDj4BlO77CWlx14nZk7NaJ+XyBWIP/EFQryE4lSpHoTKVKPXWQK7t+Jm0uNzFucCeQzi7fAZZqbcASAg7glfTF7H39qXI0y1IOHkkz2dwsLXFr6inyWVnY0MhB3v8inpyJSaOr7b+zunLkUTFxbPzxGkmrfmBin4++HsVyTXf/PWbeal+bTxcCgFQ3rcEWw8cJSL6Ohv3HKC8bwkzPwURERERERGRJ8tjUUgKCQmhWLFi+Pn50aJFC7Zt28aMGTNYt24dlpaWGAwGNmzYwNNPP023bt0oXbo0HTt25MKFC8YziAACAwN56aWXeP7553nuueeoXLkyc+bMMfYvXryYuLg4qlevzptvvkn//v0pUiR3oeHvvL29GTVqFB9++CFFixalb9++D/2sxYsXZ/v27WRmZvLcc89RqVIlBgwYgKurKxYP8PXzkydPZvPmzfj4+FCtWrX7D/ibQqXKUm3iMqpNXAZAQJf+VJu4jJIdclb+XF73JVdCviGw12Cqjl+Epa09R8cNIjv9z22Ap2aMIvnKBSoOn0GFoZNICDtM+PwJue7l1awN6Tdiidu/w9gW8d/FWFjbUGXsQlKiLhG56ZsHfoY7rC0tOXDmPMOWrqLHtAUs3LiFBhXKMPLNV3PF7jt9lsiYOFrXqWFse+GpGni5uzJg3nIyMrN4vUmDh85FRERERERE5HFmyM7Ozi7oJP4NI0eO5LvvvuPgwYMFncr/vN/b1y/oFPJUvH2Pgk7hngJe6VrQKYiIiIiIiPzPOTL+/YJOIV9UGjqpoFP41z0WK5JERERERERERKTgqZAkIiIiIiIiIiJm+X9TSBo5cqS2tYmIiIiIiIiI/AMP//3yIiIiIiIiIiLmMBgKOgN5RP7frEgSEREREREREZF/RoUkERERERERERExiwpJIiIiIiIiIiJiFp2RJCIiIiIiIiL5y0LrWJ4U+iRFRERERERERMQsKiSJiIiIiIiIiIhZVEgSERERERERERGzqJAkIiIiIiIiIiJm0WHbIiIiIiIiIpKvDAZDQacgj4hWJImIiIiIiIiIiFm0IklycZv4dUGnkKfU9csKOoV7+r19/YJOIU8Nvt5e0CmIiIiIiIjIY04rkkRERERERERExCxakSQiIiIiIiIi+cugdSxPCn2SIiIiIiIiIiJiFhWSRERERERERETELCokiYiIiIiIiIiIWXRGkoiIiIiIiIjkK4PBUNApyCOiFUkiIiIiIiIiImIWFZJERERERERERMQsKiSJiIiIiIiIiIhZdEaSiIiIiIiIiOQvg9axPCn0SYqIiIiIiIiIiFlUSBIREREREREREbP8vyskhYaGYjAYiI+PL+hUREREREREREQeK4/1GUlXr15l7NixrF+/nsuXL1OkSBGqVq3KgAEDaNq06V3H1KtXj8jISFxcXP7lbJ8MO3//lU0//sCZ06dJvJnA5LkL8C8VmCsu7Pgxvly6mNMnT2JhaYF/QCk+GT8BW1tb0tPSmDN1Erv/2IGrmzs9+71Hleo1jGO/+3oV165F06NPf7Ny8qjVEM9aT5u0pcZd5+x/5gNg7exK0XrNsC9WAoOlFUkRZ7j6209kpiQBYLCwpFjjVjj5lyYjOZGrv4aQfOm8cS73qk9h7eRM1O8/mZWPc7kqlHjxNRz9y2Lr7sHxiR8Su+c3k5iS7bvj1fQFLB0LcfPkYcIXTeLW1UvGfivHQgS8FYx7jfqQncX1XaGcXTqdrNQUAGw9vSjd5xOcAsqQeDaMU7NHk3rtqnF8+SETiArdQMyuULNyFhERERERyVcWhoLOQB6Rx3ZF0vnz56lRowZbt25l4sSJHDlyhJCQEBo3bkyfPn3uOiY9PR0bGxu8vLwwGJ68X+L09PR8v8etW7coV7ESb3bvkWdM2PFjjP7oQ6rWqMnnM2czYeYcWrZph8Xt9/ynDT9y5vRpxk+bybPPt2Lq+LFkZ2cDEBUZyeaNG3i969sPlldMNKeWTjNeF75dAYDBypqSL7xGNtlErPuSC2uXY7CwxOf59saxrhWqYefpxflvlhF//ADezdoa+6wLueBavirXHqAgY2lrT+L5cM4unnzXfu82r1O85SuEL5zIoY96kJl6i4rDpmCwtjHGlO4/Agcff46OGcDxzwbjUq4qgb0GG/v9O/cjLe4aBwZ3JS0+Bv83+xr7POo2JTs7W0UkEREREREReeQe20JS7969MRgM7N69m5dffpnSpUtToUIFgoOD2blzJwAGg4G5c+fy4osv4ujoyNixY3NtbVu2bBmurq78+OOPlClTBgcHB1555RWSk5NZvnw5fn5+uLm50b9/fzIzM433T01N5f3338fb2xtHR0fq1KlDaGioWbnfued3331HUFAQdnZ2NG/enIsXL5rErVu3jurVq2NnZ0dAQACjRo0iIyPD2H+354uLi+P111/H09MTe3t7goKCWLp06T97s//imWbP0f6NzlSpViPPmCXz5vB823a81PE1Svr54+1TkvqNnsHaJqdQcikiglp161LSz5+WL7Yl4UY8CTduADB/5jTefLsHDo6OD5ZYdjaZKUl/XrdyVu44FCuBdSEXIrf8QGrsNVJjr3Fl6w/YFSmGQwk/AGzdPLh5/jRpcdeJO7IPKwdHLO0cAPBq1JJrf2wjKz3N7FTiDu4kYvVCYvb8etd+7+fbc3HtcmL3/k5yxBlOzRqNjZsHhWs1BMDe2xf3anUJn/cZieHHSQg7zJklU/Gs1wwbN4+c5/L2JSp0I7euXiI6dAP23jnPYunghG/HHpzJo4glIiIiIiIi8k88loWk2NhYQkJC6NOnD453KTi4uroafx45ciTt2rXjyJEjvPXWW3edLzk5mRkzZrBq1SpCQkIIDQ2lXbt2bNiwgQ0bNrBy5Urmz5/PmjVrjGP69u3LH3/8wapVqzh8+DCvvvoqLVq04PTp02Y9Q3JyMmPHjmXFihVs376d+Ph4OnbsaOz/7bff6Ny5M++99x7Hjx9n/vz5LFu2jLFjx5rM8/fn++STTzh+/DgbN27kxIkTzJ07Fw8PD7NyehTi4+I4ffIELq6uDB3Ql27tX+bjQQM4cfSIMcYvoBQnjh4lNTWVg3v34OZeGGcXF37Z8jM21jY81aDhA9/XxsWNwC79KfV6b4o3a4OVkzMABouc3ZvZfykCZmdkQHY2DsV8ALh1PQqHYj4YLK1wLBlAetJNMm8l4xxUgeyMDG6eC/snb4kJ2yLFsXHzIP7wXmNbZkoSN8OP41y6IgDOpSuSkZhA4tmTxpj4I3shO4tCgeUBSLoQjmvlmmAw4FqlNskR4QD4v9mHyE1rSYuJfmQ5i4iIiIiIiNzxWJ6RFB4eTnZ2NmXLlr1v7GuvvUa3bt2Mr8+ePZsrJj09nblz51KqVCkAXnnlFVauXElUVBROTk6UL1+exo0bs23bNjp06EBERARLly4lIiKC4sWLA/D+++8TEhLC0qVLGTdu3H3zSk9PZ9asWdSpUweA5cuXU65cOXbv3k3t2rUZNWoUH374IV26dAEgICCA0aNHM3jwYEaMGJHn80VERFCtWjVq1qwJgJ+f331zeZSirkYCsHrlCrr07IV/qUBCN//EiCHvM23BYop7l6Bpi5ZcOHeW97p3o5CLC+9/PJzEmzdZtWIpoydO5auli/n9l214FStOn0EfUNjD8573TIm6wpWtP5AWH4uVgxMetRri164zZ1ctICXqMlnpaRSp24ToXdsAA0WeaozBwgIrBycA4k8ewrZwEQI69SLzVjKXN63FwtYOz9qNuLBuJZ61G+EcVJ60G3FEbltPRtLNh35/bFzdAUi7EWvSnnYjFmvXwgBYuxYmLSHedGBWJumJN7G+Pf7cilkE9hxMzdlrSL5whvAFE3AuVwVH3yDOfzGHMgM/pVBAWeIO7+HskqlkZ2YgIiIiIiIi8k89loWkO+fpmONOQeVeHBwcjEUkgKJFi+Ln54eTk5NJW3R0ziqPI0eOkJmZSenSpU3mSU1NpXDhwmblZWVlRa1atYyvy5Yti6urKydOnKB27docOnSI7du3m6xAyszM5NatWyQnJ+Pg4HDX53v33Xd5+eWX2b9/P8899xxt27alXr16eeaRmppKamqqSVtaaio2trb8suVn5k+fYmz/eOxnlK9U+Z7PlZ2VBcBzrVrTtHlLAAICgzhy8ABbQzbyxts9sLKyome/90zGzZz0Oa3avsTZM6fZtWM7U+Yu5Lv/rmbxnFkMHj7qnvdMijjz5/PERJMSdZnAN/tSKLAcN04c4vJPa/F6uiVulWtBdjYJp4+REh0Jd36PsrKI+m0TUb9tMs5TrHFrYo/swc7DCyf/0pxdvYjC1epStMFzXN70zT3z+TekxV3n+Od/nplksLKmwrCpnJo9Bp+Xu5KZksy+AZ2o8NEUvJ5tS2TImnvMJiIiIiIikr+exHOK/796LAtJQUFBGAwGTp48ed/Yu219+ztra2uT1waD4a5tWbeLJImJiVhaWrJv3z4sLS1N4v5afPonEhMTGTVqFC+99FKuPjs7O+PPf3++li1bcuHCBTZs2MDmzZtp2rQpffr0YdKkSXe9z/jx4xk1yrRQ8+57A+kzcBC169ajdNlyxnZ3M7bIubnnFNJ8SvqatHuXLMm16Ltvtzpy8AAXL5yn98D3WbFwPjVq18HO3p56Tzdiw7rv7nvPv8tKSyXtRiw2Lm4AJF08x5kv52BpZ092VhZZaakEdX2PhPD4u453KO6LrbsnkaHrKVK3KUkRZ8jOSCch/Di+7d584Hz+Ki0+ZyWSjYs76fExxnYbF3eSzudsi0yPj8HG2dV0oIUl1k6FSI83Xcl0h0+7zsQf3k3SuTBceg3hwuqFZGdmErP7F1wq1lAhSURERERERB6Jx/KMJHd3d5o3b87s2bNJSkrK1X/nIO38Uq1aNTIzM4mOjiYwMNDk8vLyMmuOjIwM9u7985ycsLAw4uPjKVcup3BTvXp1wsLCcs0fGBiIhcW9PzZPT0+6dOnCF198wbRp01iwYEGesUOHDuXGjRsmV4/eOd8AZu/gQDFvb+Nla2t73+cq4uWFe+HCXL5kenB45KVLeBYtmis+LS2NhbNm8M57wVhaWpKVlWU8UDwzM5OsrMxcY+7HYGWNjbMbGUmJJu2Zt1LISkvFwdsXS3tHEs+fyj3W0hKvp5sT+csGyM7GYGGA2++3wcISg+Gf/ZNJjb5CWtx1XCv9eVi5pb0DhQLLk3DqKAAJp45i5eSMo38ZY4xrxRpgsOBm+PFcc9p7++LZ4FkurF54O08LDLcLnAZLKwz3+X0RERERERERMddjuSIJYPbs2dSvX5/atWvz6aefUrlyZTIyMti8eTNz587lxIkT+Xbv0qVL8/rrr9O5c2cmT55MtWrVuHbtGlu2bKFy5cq0atXqvnNYW1vTr18/ZsyYgZWVFX379uWpp56idu3aAAwfPpzWrVtTsmRJXnnlFSwsLDh06BBHjx5lzJgxec47fPhwatSoQYUKFUhNTeXHH380FqfuxtbWNleByCYu7zOAbiYkcP1aNLEx1wG4fPub5lzd3HFzd8dgMNDm1Q6sXrEcv4BS+JcKZNvmTVy+GMEHn4zINd9/v1xJ9dq1CQgMAqBshYosXziPJs1bsGHdd5StUDHPXO4oUq8piedPk37zBlaOTnjUeprs7CwSTucUXVzKViY17jqZKcnYe5WgaINniT20y7g66K88ajYkMeIMqdejAEiOvETRek25cfIw7pVqknL10n3zsbC1x96rhPG1XZHiOPoGkZGYQGpMFJc3fI3PS11IibzEregr+HbsQVrcdWL2/AZAyuULxB74g6BeQwhfOBGDlRWl3hrItR0/kxZ3Pdf9AnsO4ezyGWSl3gIgIewIXk1fJCXyIkWebsG17T/fN2cRERERERERczy2haSAgAD279/P2LFjGTRoEJGRkXh6elKjRg3mzp2b7/dfunQpY8aMYdCgQVy+fBkPDw+eeuopWrdubdZ4BwcHhgwZwmuvvcbly5dp2LAhixcvNvY3b96cH3/8kU8//ZTPP/8ca2trypYtS/fu3e85r42NDUOHDuX8+fPY29vTsGFDVq1a9Y+e9a/27NzBrEkTjK+njBsNQPs3OtOxc1cAXnjpFdLT0lg6bw6JN2/iVyqAEZ9NxKu4t8lcF86dY8cvoUye++eKqboNn+booYN8HDyA4j4lGPjhx/fNycqxEMWfbYulnT2ZKckkR17k/DfLyLyVDICNa2GKPNUYS1t70m7GE7NvO7GHdueax9bdE+dS5Tj79SJj280zJ3D09sW37ZukxcdyefN3982nUKmyVBo5y/g6oEt/AKJCN3B6zlgur/sSS1t7AnsNxsrBiYSThzk6bhDZ6WnGMadmjCLg7WAqDp8B2VnE7ArlzJJpue7l1awN6Tdiidu/w9gW8d/FlOk/kipjFxJ3aCeR/wNnOomIiIiIyP9z/3B3h/zvMGQ/yMnV8kgsW7aMAQMG5PsWvId17MLlgk4hTxbrlxV0CvcUE7qhoFPIU4Ovtxd0CiIiIiIi8v/U8Rn3/hKlx1X5/rl33jzpVBIUERERERERERGzqJCUD1q2bImTk9Ndr3HjxhV0eiIiIiIiIiIiD+WxPSPpf9miRYtISUm5a5+7uzvu7u507dr1301KREREREREpKAYDAWdgTwiKiTlA29v7/sHiYiIiIiIiIg8ZrS1TUREREREREREzKJCkoiIiIiIiIiImEVb20REREREREQkXxkstI7lSaFPUkREREREREREzKJCkoiIiIiIiIiImEWFJBERERERERERMYvOSBIRERERERGR/GUwFHQG8ohoRZKIiIiIiIiIiJhFhSQRERERERERETGLCkkiIiIiIiIiImIWFZJERERERERERMQsOmxbcrmWkFjQKeTJt1jJgk7hsXV17/aCTiFPXjXrF3QKIiIiIiKSjwwGrWN5UuiTFBERERERERERs6iQJCIiIiIiIiIiZlEhSUREREREREREzKIzkkREREREREQkfxkMBZ2BPCJakSQiIiIiIiIiImZRIUlERERERERERMyiQpKIiIiIiIiIiJhFZySJiIiIiIiISP4yaB3Lk0KfpIiIiIiIiIiImEWFJBERERERERERMYsKSSIiIiIiIiIiYhadkSQiIiIiIiIi+cpgYSjoFOQR+X+1Iik0NBSDwUB8fHxBpyIiIiIiIiIi8th5bFckXb16lbFjx7J+/XouX75MkSJFqFq1KgMGDKBp06Z3HVOvXj0iIyNxcXH5l7N9MmRmZPDdf77g6IF9XI+6ir2DI+UqVaHdG51xdS9sjIu6cplvViwlPOwEmRkZePv60abj65SpWBmApJs3WTprGqeOHaGIVzE69+5PyYBSxvFfLZyHZ9GiPPtiu4fKc3XodpaGbKNt/dq888JzAExfu56D4eeISUjE3taGciVL8HbLJvgU8QDgZnIKk77+nkNnz+Nd2J2Br7xAoLeXcc5Z322kmLsbLz/91H3v71yuCiVefA1H/7LYuntwfOKHxO75zSSmZPvueDV9AUvHQtw8eZjwRZO4dfWSsd/KsRABbwXjXqM+ZGdxfVcoZ5dOJys1BQBbTy9K9/kEp4AyJJ4N49Ts0aReu2ocX37IBKJCNxCzK/SeuX6xbj2/7t1HxJVIbG1sqBgUSK+Or1CyeDFjzHtjPufgiTCTcS82eYZBb3cGICExkXHzFnPw+Em8vYoypGc3Svv5GmOnLl1J8SKedGjV4r7vnYiIiIiIiPxveyxXJJ0/f54aNWqwdetWJk6cyJEjRwgJCaFx48b06dPnrmPS09OxsbHBy8sLg+HxWlKXlpZW0CkAkJaaysVzZ2j1SgeGTZjKOx98yNUrl5n92ViTuFnjR5OZlUXwiDF8NGEqJXz9mTV+NDfi4gDYsPZrUlNSGDZhKqUrVGLlvNnGsWdPneTc6VM0bfXiQ+UYdvEKG3btx9+riEl7kHcxgl95gQXB7zDmrU5kk81Hi78iMysLgP9s/Z3k1FRm9etO5QBfpq9dbxx7IuISYRev0LZBbbNysLS1J/F8OGcXT75rv3eb1yne8hXCF07k0Ec9yEy9RcVhUzBY2xhjSvcfgYOPP0fHDOD4Z4NxKVeVwF6Djf3+nfuRFneNA4O7khYfg/+bfY19HnWbkp2dfd8iEsChk2G0a9aEuaM+ZvKHg8jIzOT9z6aQcivVJK5146dZO3uq8Xqn06vGvpXf/UjKrVssHDuCauXKMGnRMmPfsdNnOHHmLK+0fO6+uYiIiIiIiMj/vseykNS7d28MBgO7d+/m5ZdfpnTp0lSoUIHg4GB27twJgMFgYO7cubz44os4OjoyduzYXFvbli1bhqurKz/++CNlypTBwcGBV155heTkZJYvX46fnx9ubm7079+fzMxM4/1TU1N5//338fb2xtHRkTp16hAaGmpW7nfu+d133xEUFISdnR3Nmzfn4sWLxpiRI0dStWpVFi1ahL+/P3Z2dgBERETQpk0bnJyccHZ2pn379kRFReUaN3/+fHx8fHBwcKB9+/bcuHHjH77jOewdHRkwfDQ16zXAy7sEAaXL0ql7LyLOhhN77RoAiQkJREdeoUXblynh50/RYsV56Y3OpKWmcuXiBQCuXrpEzfoNKVrcm4bPNufq5Zxnz8zI4MsFc3m957tYWFo+cH4pqWlMWP0d773UCid7O5O+5+tUp1KAL17urgR5F6PLc89w7UYCUXHxAFy8dp1nqlSghGdhWtapTkT0dQAyMjOZ+e1G+rVriaWFef9c4g7uJGL1QmL2/HrXfu/n23Nx7XJi9/5OcsQZTs0ajY2bB4VrNQTA3tsX92p1CZ/3GYnhx0kIO8yZJVPxrNcMG7ecFVQO3r5EhW7k1tVLRIduwN7bDwBLByd8O/bgTB5FrL+bOCSYlo0a4F/Cm0Dfkgzt9RZRMTGcOnfeJM7O1obCri7Gy9HB3th34UokTZ6qjU8xL1o3acSFK5E5711GBlOWrCD4rc5mv3ciIiIiIiLyv+2x++suNjaWkJAQ+vTpg6OjY65+V1dX488jR46kXbt2HDlyhLfeeuuu8yUnJzNjxgxWrVpFSEgIoaGhtGvXjg0bNrBhwwZWrlzJ/PnzWbNmjXFM3759+eOPP1i1ahWHDx/m1VdfpUWLFpw+fdqsZ0hOTmbs2LGsWLGC7du3Ex8fT8eOHU1iwsPD+eabb1i7di0HDx4kKyuLNm3aEBsbyy+//MLmzZs5e/YsHTp0yDXu66+/5ocffiAkJIQDBw7Qu3dvs/J6GCnJSRgMBuxvfxaOhQpRtLg3O3/ZRuqtW2RmZvLrT5so5OJCyYBAAEr4+RF29DCZmZkcO7gfb18/ADatW0vpChXxCwx6qFxmr9tI7TKBVA8KuGfcrbQ0Nu89hJe7K563tzn6FyvKwTPnyczMYt+pM/gXy1nR9N9f/qBygC+lSxR/qJz+zrZIcWzcPIg/vNfYlpmSxM3w4ziXrgiAc+mKZCQmkHj2pDEm/sheyM6iUGB5AJIuhONauSYYDLhWqU1yRHjOc7zZh8hNa0mLiX6o/BKTc7bOFXIy/be1eftOXuzVn65DPmHBqjXcSv1zxVJgSR/2Hz9BRmYmew4fJcDHB4D//LiRquXLUDbA/6FyERERERGRJ4jB8GRe/w89dmckhYeHk52dTdmyZe8b+9prr9GtWzfj67Nnz+aKSU9PZ+7cuZQqlXNGzyuvvMLKlSuJiorCycmJ8uXL07hxY7Zt20aHDh2IiIhg6dKlREREULx4TnHh/fffJyQkhKVLlzJu3Lj75pWens6sWbOoU6cOAMuXL6dcuXLs3r2b2rVztk+lpaWxYsUKPD09Adi8eTNHjhzh3Llz+Nz+Q33FihVUqFCBPXv2UKtWLQBu3brFihUr8Pb2BmDmzJm0atWKyZMn4+Xl9fdU/pH0tDTWfrGcWvWfxt7BAchZCTZwxGjmfD6O997sgMFgoJCLK/2HjcTRyQmAFm1f4cuFc/m4T08KFylC53f7ERV5hT9CtzJk3AS+nD+H44cO4FsqkDff6WssUt1L6KFjhF++yoy+b+cZ88Mfe1m8cQu30tIp4VmYcW+/hrVVzsqnDs/UY+a3G+k2cRZF3VwZ+HJrLl+P5ef9h5n6bldmfLuB/afPEuRdjAEvt8LRzi7P+9yLjas7AGk3Yk3a027EYu2ac86UtWth0hLiTQdmZZKeeBPr2+PPrZhFYM/B1Jy9huQLZwhfMAHnclVw9A3i/BdzKDPwUwoFlCXu8B7OLplKdmbGfXPLyspi1sr/UKl0IAE+JYztTevVwcvDg8Kurpy9eJH5/1lDRORVxgzM2U732ovPM2XJSl4b+CFenoUZ0qMrl65GEfLbDuaMHMbkxSvYc+QoZQL8+KB7V5xu/66IiIiIiIjI4+exKyRlZ2ebHVuzZs37xjg4OBiLSABFixbFz88Pp9tFjztt0dE5KzyOHDlCZmYmpUuXNpknNTWVwoULYw4rKytj4QegbNmyuLq6cuLECWMhydfX11hEAjhx4gQ+Pj7GIhJA+fLljePuzFeyZEljEQmgbt26ZGVlERYWdtdCUmpqKqmppufhpKWlYWNjw65fQ/lywRxje7+PRhBUvgKQsw1twZQJZGdn81rPd40x2dnZ/GfhPJxdXHh/9HhsbGz5fctPzP5sDB99PhkXN3fsHR3pPuB9k3tOGTmMl9/syu5ff+Fa1FU+nTGXlfNm8eOaVbzaJe/iEMC1+BvM++Enxr39GjbWef9KN6lWkepBAcQm3GTNbzsZ99VaprzTFRtrKxzt7Piwk+nh3kMWrKR7y6ZsPXiUq7FxLBr0LtO+Wc+XP/9Gz9bP3jOn/JYWd53jn/95ZpLBypoKw6ZyavYYfF7uSmZKMvsGdKLCR1PwerYtkSFr7jFbjqnLvuDcpcvMHD7UpP3FJs8Yfy5VsgSFXV0ZOG4il6Oi8S5aBCcHB4b37WUyZsDYCbzbqT2bt//BlehrfDFpHBMXLWf52u/p84bp6jsRERERERF5fDx2haSgoCAMBgMnT568b+zdtr79nbW1tclrg8Fw17as24cyJyYmYmlpyb59+7D82zk+fy0+/VPm5P4ojB8/nlGjRpm0dXmnD11796NKrdr4B/1ZMLvzzWx3ikix16IZOHKMcTUSwMkjhzm8fy9Tl31lbH8t4F1OHDrIH6FbadHulVw5bN/6M/YOjlSt/RRzJ4yjau2nsLSyokbd+ny/+qv7PsPpy1eJT0yi78xFxrasrGyOno/g+z/28MOYoVhaWOBoZ4ejnR3eHu6ULVmCV0ZNYvuxkzSuWjHXnD/tPYijvR11K5Th05X/pW75MlhZWtKwcjlWbv7lvjnlJS0+ZyWSjYs76fExxnYbF3eSzudsjUyPj8HG2dV0oIUl1k6FSI83Xcl0h0+7zsQf3k3SuTBceg3hwuqFZGdmErP7F1wq1rhvIWnasi/448AhZn7yIUUKu98ztlypnK2DdwpJf7fhl99wcnCgQc1qfDx1Fg1qVsPKyopn6tRkyZrv7jm3iIiIiIiI/G977ApJ7u7uNG/enNmzZ9O/f/9cBZf4+HiTc5IetWrVqpGZmUl0dDQNGzZ8qDkyMjLYu3evcfVRWFgY8fHxlCtXLs8x5cqV4+LFi1y8eNG4Kun48ePEx8dTvnx5Y1xERARXrlwxbrvbuXMnFhYWlClT5q7zDh06lODgYJO2nadzDsW2s3fAzt50G9KdIlJ05BWCR47FqZCzSX9aWs7qpr9/M57BwsJYjPurmzdusH7NKj4Y/TkA2VlZZN7ehpWZmXnXMX9XNdCPeQN6mrRNXvMDPp6Fad+o3l0Pes4mG8gmPSMzV198YhJfbvmNye90AXKKUpmZWbdzyiIry/xVcX+XGn2FtLjruFaqQdKFnMKRpb0DhQLLE/nTtwAknDqKlZMzjv5lSDoXBoBrxRpgsOBm+PFcc9p7++LZ4FkODO4K5LzXhttFToOlFYZ7HHSdnZ3N9OVf8tve/Uz/eAjFinjmGXtH+IUIAAq7uuTqi09IYPm3PzDr9qqmrKws40H1GWZ+niIiIiIi8gQyPHZHNEseHrtCEsDs2bOpX78+tWvX5tNPP6Vy5cpkZGSwefNm5s6dy4kTJ/Lt3qVLl+b111+nc+fOTJ48mWrVqnHt2jW2bNlC5cqVadWq1X3nsLa2pl+/fsyYMQMrKyv69u3LU089ZSws3U2zZs2oVKkSr7/+OtOmTSMjI4PevXvTqFEjky18dnZ2dOnShUmTJpGQkED//v1p3759nucj2draYmtra9JmY2Nz19jMjAzmT/qMiHNn6TP0E7KysrgRFweAo5MTVtbWlCpdFgdHR5bNmkarVztiY2PDbz//xPXoKCrVqJVrzq+XLuLZF9ridntbYKmy5dj5Syjlq1Tjt82bKFUm7+LaHQ62tvh5ma6MsbO2xtnBAT+vIkTGxPHL4ePUCArAxcmB6zcSWB26Axtra2qXDcw13/wff+Llhk/h4ZJTJKvgV4ItB45QvXQAG3fvp7xviVxj/srC1h57rz9j7IoUx9E3iIzEBFJjori84Wt8XupCSuQlbkVfwbdjD9LirhOz5zcAUi5fIPbAHwT1GkL4wokYrKwo9dZAru34mbS467nuF9hzCGeXzyAr9RYACWFH8Gr6IimRFynydAuubf85z1ynLvuCLTt2Mja4P/Z2dsTE53zDn5ODPbY2NlyOiubnHTt5qmplnJ2cOBtxkVlfrKJK2dKUKumTa76ZK1fR4fnmeLq7AVCxdBA//b6DmpUq8MPWX6hYOvf7LSIiIiIiIo+Px7KQFBAQwP79+xk7diyDBg0iMjIST09PatSowdy5c/P9/kuXLmXMmDEMGjSIy5cv4+HhwVNPPUXr1q3NGu/g4MCQIUN47bXXuHz5Mg0bNmTx4sX3HGMwGFi3bh39+vXj6aefxsLCghYtWjBz5kyTuMDAQF566SWef/55YmNjad26NXPmzMlj1gcTFxvDob27ARjz/nsmfcEjx1KmYiWcnJ3pP2wk6/7zBVNHfkxmZgbFfErSe/AwfPxMv73r2MH9RF+NpFv/gca2xi1bc+FMOJ8NfR+/wNK0bv/Pz9Oxsbbi2PkIvtu+m8SUFFydHKnkX5Ip73bF9W/fTrb31BmuxMTxQfu2xrYX6tbi1KVIBsxeQmmf4rzR7Ol73q9QqbJUGjnL+DqgS38AokI3cHrOWC6v+xJLW3sCew3GysGJhJOHOTpuENnpacYxp2aMIuDtYCoOnwHZWcTsCuXMkmm57uXVrA3pN2KJ27/D2Bbx38WU6T+SKmMXEndoJ5Gbvskz13U/bwPgvTGfm7R/2PMtWjZqgLWVFfuOHmdNyGZupabi6e7O07Vq0LntC7nm2n34KJejohj2bndj20vPNSHs3DneHT6GcqX86fpSm3u+dyIiIiIiIvK/zZD9IKdXyz+2bNkyBgwYQHx8/COfe+TIkXz33XccPHjwH80TeiTs0SSUD3zDdxd0Cvd0+T/zCjqFPAUOnlDQKeTJq2b9gk5BRERERETyUdjiKQWdQr4o83bw/YOeMI/liiQREREREREReXz8/RxdeXzptKtHrGXLljg5Od31GjduXEGnJyIiIiIiIiLy0LQi6RFbtGgRKSkpd+1zd3fH3d2drl275su9R44cyciRI/NlbhERERERERERFZIeMW9v74JOQUREREREREQkX6iQJCIiIiIiIiL5y0In6zwp9EmKiIiIiIiIiIhZVEgSERERERERERGzqJAkIiIiIiIiIiJm0RlJIiIiIiIiIpKvDAZDQacgj4hWJImIiIiIiIiIiFlUSBIREREREREREbOokCQiIiIiIiIiImZRIUlERERERERERMyiw7ZFREREREREJH8ZtI7lSaFCkuRSxc2+oFPI07mdWws6hceWQ0DZgk4hT+t2HSroFO6pTZ0qBZ2CiIiIiIjI/wSVBEVERERERERExCwqJImIiIiIiIiI/Atmz56Nn58fdnZ21KlTh927d+cZu2zZMgwGg8llZ2dnEpOdnc3w4cMpVqwY9vb2NGvWjNOnT+frM6iQJCIiIiIiIiL5y2B4Mq8HsHr1aoKDgxkxYgT79++nSpUqNG/enOjo6DzHODs7ExkZabwuXLhg0j9hwgRmzJjBvHnz2LVrF46OjjRv3pxbt2491MdkDhWSRERERERERETy2ZQpU+jRowfdunWjfPnyzJs3DwcHB5YsWZLnGIPBgJeXl/EqWrSosS87O5tp06bx8ccf06ZNGypXrsyKFSu4cuUK3333Xb49hwpJIiIiIiIiIiL5KC0tjX379tGsWTNjm4WFBc2aNeOPP/7Ic1xiYiK+vr74+PjQpk0bjh07Zuw7d+4cV69eNZnTxcWFOnXq3HPOf0qFJBERERERERGRh5CamkpCQoLJlZqamivu+vXrZGZmmqwoAihatChXr16969xlypRhyZIlrFu3ji+++IKsrCzq1avHpUuXAIzjHmTOR0GFJBERERERERHJVwYLiyfyGj9+PC4uLibX+PHjH8l7VrduXTp37kzVqlVp1KgRa9euxdPTk/nz5z+S+R+WVYHeXURERERERETkMTV06FCCg4NN2mxtbXPFeXh4YGlpSVRUlEl7VFQUXl5eZt3L2tqaatWqER4eDmAcFxUVRbFixUzmrFq16oM8xgPRiiQRERERERERkYdga2uLs7OzyXW3QpKNjQ01atRgy5YtxrasrCy2bNlC3bp1zbpXZmYmR44cMRaN/P398fLyMpkzISGBXbt2mT3nw9CKJBERERERERGRfBYcHEyXLl2oWbMmtWvXZtq0aSQlJdGtWzcAOnfujLe3t3Fr3KeffspTTz1FYGAg8fHxTJw4kQsXLtC9e3cg5xvdBgwYwJgxYwgKCsLf359PPvmE4sWL07Zt23x7DhWSRERERERERCR/GbQhqkOHDly7do3hw4dz9epVqlatSkhIiPGw7IiICCws/nyf4uLi6NGjB1evXsXNzY0aNWqwY8cOypcvb4wZPHgwSUlJ9OzZk/j4eBo0aEBISAh2dnb59hyG7Ozs7HybXR5LcZciCjqFPJ2bOaKgU7in5HOnCjqFPFWe931Bp5CnbacvFXQK99SmTpWCTkFERERE5LEW/lXBHhCdXwJf61XQKfzrVBJ8AAaDge+++66g0xARERERERERKRDa2vY3Xbt2JT4+/q4Fo8jISNzc3AA4f/48/v7+HDhwIF9PQ/9flpSczIKly/jl9+3ExcdTOjCQgX16U75sGQC+/Pq/fLH6awDe6NCe19u/ahx79MQJJk6fyeLZM7GytPzHuVQYMhFbd49c7dd2bOHiui+wcnLGu1UHnIMqYGFrR+q1q1zd+gPxR/cBYLC0ouQr3XAtX430mze4+N1KboYfN85T5OkW2LgW5tL3X943F+dyVSjx4ms4+pfF1t2D4xM/JHbPbyYxJdt3x6vpC1g6FuLmycOEL5rErat/rsqxcixEwFvBuNeoD9lZXN8Vytml08lKTQHA1tOL0n0+wSmgDIlnwzg1ezSp164ax5cfMoGo0A3E7Ap9oPcRYM3atXyz9lsiIyMBCAjw5+233qL+7cPapk6fzo/rN2Bnb0/f3u/Ssnlz49ift2xl/caNTJ008YHvey8/rf2aQ7t2EB8Tg5WVFd5+AbR4tSMlSwUBcObEMeaPH3XXsf1GjsMnIJDYa9GsXjCbS+fOUsI/gA49++DuWcQYt2TyZ9R6+hkq1XrqkeYuIiIiIiLyJFEh6QGY+5V8Dyo9PR1ra+t8mTs/jZs8hbPnzjNi6BA8Chcm5Oct9Bs8mP8sXsyNhAQWLFvO5LGjyc7O5v1hn1CnZk0CA/zJyMxkwrTpfDhw4CMpIgGEzfoUDAbja3uvEgT1+IC4I3sA8OvQA0t7B84sm05GciLuVZ/C//XenJw5ipQrEXjUaYSDty9hc8bgXKYyfp16cWT0ewDYuHngUbsRJ2fevVDxd5a29iSeDydq63rKfTA+V793m9cp3vIVTs0ew63oSHw79KDisCnsC36D7PQ0AEr3H4GNmwdHxwzAwtKKoN4fEdhrMKdm5OTg37kfaXHXODB4PL4de+L/Zl9OTvkYAI+6TcnOzn6oIhJAEc8i9O39Lj4+PmRnZ7N+wwbeHzyEL5Yv4/LlK4T8tJmZ06dx8eJFRo8dR906dXB1dSUxMZG58+cze8b0h7rvvXh6Faftm2/hXqQo6Wlp/LZpPYsmjGHwxJk4OTvjG1SGT2YsMBmz6ZtVhB8/Sgn/UgD8+J8VOLu5MeDtCWxas4r1q1byZr9BABzcuQODhUFFJBERERGRfGL4y99r8njT1rYH8Netbf7+/gBUq1YNg8HAM888Y4xbtGgR5cqVw87OjrJlyzJnzhxj3/nz5zEYDKxevZpGjRphZ2fHl19+SUxMDJ06dcLb2xsHBwcqVarEf/7zH5P7Z2VlMWHCBAIDA7G1taVkyZKMHTsWgCZNmtC3b1+T+GvXrmFjY2PyVYCPyq3UVEJ//Y2+PXtQrXJlfLy96dGlMyWKe7P2hx+4cPEigQH+1KxWjVrVq1MqIIALF3POXvpy9ddUrVTJuHLpUchIuklGYoLxcilXhVvXo0g8GwaAo28g17b/TPKlc6TFXuPq1h/ITEnGwdsPALsixblx/CC3oq5wbccWrJ2csXIsBIBPu85c3vhfslJvmZVL3MGdRKxeSMyeX+/a7/18ey6uXU7s3t9JjjjDqVmjsXHzoHCthgDYe/viXq0u4fM+IzH8OAlhhzmzZCqe9Zph45az6srB25eo0I3cunqJ6NAN2N9+DksHJ3w79uDM4skP+1bydMMG1K9Xj5I+PviWLEnvd97Bwd6eo0ePcf7CeWpUr0b5cuVo/txzODo6cvnKFQBmzJrNy+3a5UvBtVq9BgRVrEzhIkXxKuHDC6915lZKCpEXLwBgZWVFIVdX4+Xg5MSx/Xup2fAZ4/9gRV+5TM0Gz+DpVYyaDZ8h+splAFKSktj0zSradX77kectIiIiIiLypFEh6SHt3r0bgJ9//pnIyEjWrl0LwJdffsnw4cMZO3YsJ06cYNy4cXzyyScsX77cZPyHH37Ie++9x4kTJ2jevDm3bt2iRo0arF+/nqNHj9KzZ0/efPNN430Ahg4dymeffcYnn3zC8ePH+eqrr4ynu3fv3p2vvvqK1NRUY/wXX3yBt7c3TZo0eeTPn5mZSWZWFjY2piupbG1tOHT0KKX8/bh46TJXo6KJjIri4qVLBPj5cenKFX4M2USvt7o98pzuMFha4l6tLjF7/9xOlnQhHLcqtbG0dwSDAbcqtTFYW5N49iQAKZEXcfILwmBljXPpiqQlxJGRdBO3qk+RnZHOjWP7H0lutkWKY+PmQfzhvca2zJQkboYfx7l0RQCcS1ckIzHBmBtA/JG9kJ1FocDyxudxrVwTDAZcq9QmOSIcAP83+xC5aS1pMdGPJN/MzEx+2ryZlFu3qFSpIkGBgZw4cZKEhAROnDxJamoqPiVKcPDQIU6eCqPDX7Yv5peMjAx2bfsZOwcHipf0vWvM8QN7SU68Sc2nGxvbipX05fSxw2RlZXHq6CG8fEoCsH7VSuo1bY5r4dxbI0VERERERMSUtrY9JE9PTwAKFy5ssgJjxIgRTJ48mZdeegnIWbl0/Phx5s+fT5cuXYxxAwYMMMbc8f777xt/7tevH5s2beLrr7+mdu3a3Lx5k+nTpzNr1izjPKVKlaJBgwYAvPTSS/Tt25d169bRvn17AJYtW0bXrl3zZQmho4MDlcqXZ8kXX+JXsiTubm78tHUbR4+foETx4vj7+vLO293oP3gIAO92fwt/X1/6fjCYvj17sGvPXhatWImVlSUD+/SmWuXKjyw3lwrVsbRzIHbvdmPbuS/n4P96b6qMnEV2ZgZZ6WmcXTGT1NsFl+t7fsPeqwTlB40lIymRc1/OxdLekeLPtePU/M8p9txLuFWpTVrsNS78dzHpCfEPlZuNqzsAaTdiTdrTbsRi7VoYAGvXwqT9ff6sTNITb2J9e/y5FbMI7DmYmrPXkHzhDOELJuBcrgqOvkGc/2IOZQZ+SqGAssQd3sPZJVPJzsx4oDzDw8/wVs+epKWlYW9vz8TPxhPg70+Avz8tWzSny1tvY2try4hPPsHe3p7PJkxkxCcf883ab1m9Zg2uLi589OEQSgUEPNT7dDfHD+zjqznTSE9Lo5CrKz0Gf4xjIee7xu7+ZRulK1XF1b2wsa11x858s3QBnwX3wcvHl5e79eTsyeNcibjA8x3e4ItZU7h07ixBFSvT5s23sLLSfz2KiIiIiIj8nf5SeoSSkpI4c+YMb7/9Nj169DC2Z2Rk4OLiYhJbs2ZNk9eZmZmMGzeOr7/+msuXL5OWlkZqaioODg4AnDhxgtTUVJo2bXrXe9vZ2fHmm2+yZMkS2rdvz/79+zl69Cjff3/vr3xPTU01WcV0p83W1va+zzti6BDGTpzECx06YWlhQZmgIJ5t3JiTp08B8NILL/DSCy8Y49dv+glHewcqli9Ph67dWDJnFteuXeeTMWNZ+8VKbGxs7ntPc3jUepqEsCOk34w3thV77iUs7ew5vWACGcmJuFSojv/rvTk1b3zOIddZmVxc9wWs+3Me31ffInr7zzgUL4lrhWqcnDacos88T4kXX+fcF7MfSa4PKy3uOsc/H2x8bbCypsKwqZyaPQafl7uSmZLMvgGdqPDRFLyebUtkyJoHmt/XtyRfLl9OYlIiW7ZuY+ToMcyfM5sAf396du9Oz+7djbELFy+mdq1aWFlZsXjZMlZ9sZLftm9n5KejWbls6QM/2/4dv7F26Z/nHb39/kf4lylHYPkKDBgzkaSbCewO3cIXs6bSb+Q4nJxN/23Fx8Zw6shB3ug70KTdxd2dtwZ9aHydkZ7Ooolj6dCzD1vWfYOtnT0ffD6NxZPGsWvrZuo/1/KBcxcREREREXnSaWvbI5SYmAjAwoULOXjwoPE6evQoO3fuNIl1dHQ0eT1x4kSmT5/OkCFD2LZtGwcPHqR58+akpeUcvmxvb3/f+3fv3p3Nmzdz6dIlli5dSpMmTfD1vfvWnzvGjx+Pi4uLyTV19px7jrmjRPHizJ06hW0/fs+6VV+xZM4sMjIz8C5WLFds/I0bLF65kkH9+nDs5AlKlihByRIlqFGtKhkZmURcumzWPe/HxrUwhQLLc/0v5xPZuHtSpH4zLqxZws0zJ0iJvMjVn9eRfOkcnnXvvu3PKaAsdkW9ubbjZ5xKlSXh5GGy0tOIO7ybQgFlHzq/tPiclUg2Lu6mebu4kx4fA0B6fAw2zq6mAy0ssXYqRHq86UqmO3zadSb+8G6SzoXhUr4aMbt+ITszk5jdv+BSodoD52ltbY2PTwnKlS1L397vEhQYyKrb38D3V+fPn2djyCbe6dmDffv3U71qVdzc3Hi2aVNOhoWRlJT0wPcuX60mA8ZMNF53Dsu2sbXDo6gXvoGlebX7u1hYWrL7l625xu/9dRsOToUoX61mrr6/2vrDt5SuWJkS/gGcOXmcirXqYGllRcWatTlz8tgD5y0iIiIiIvdgYXgyr/+HVEh6SHdWz2RmZhrbihYtSvHixTl79iyBgYEm153DufOyfft22rRpwxtvvEGVKlUICAjg1KlTxv6goCDs7e3veXB2pUqVqFmzJgsXLuSrr77irbfeuu9zDB06lBs3bphcA/v0vu+4v7K3t8ejcGESbt5k1569PF2vXq6YaXPm0vHllyni6UlWVhYZf9lqlZmZSVZWZq4xD6NwzQZkJCZw4+QhY5uFze3VVdnZpsHZ2Xfd9mewssKn7RtErF1+O8YCbn+7nMHCEiwe/p9NavQV0uKu41qphrHN0t6BQoHlSTh1FICEU0excnLG0f/Pw8hdK9YAgwU3w4/nmtPe2xfPBs9yYfXC2zlaYLiTr6UVhn+Q7x3Z2Vmkpaf/rS2bcZ9PYED//jg4OJCVmUVGRs7neuc/s7KyHvhedvb2eBT1Ml7WeaxUy87OJuMuOe39LZQaDZ7G8h5b06IuX+LAH7/T/JUOOeOyssjKyPkdzMzIJPsh8hYREREREfn/QFvb7uLGjRscPHjQpK1w4cImr4sUKYK9vT0hISGUKFECOzs7XFxcGDVqFP3798fFxYUWLVqQmprK3r17iYuLIzg4OM97BgUFsWbNGnbs2IGbmxtTpkwhKiqK8uVzDle2s7NjyJAhDB48GBsbG+rXr8+1a9c4duwYb7/957dNde/enb59++Lo6Ei7du3u+6y2tra5trFlmnn+z849e8jOBl+fEly8fIVZCxbgW9KH1i2am8Tt2ruPiEuXGT4kZytW+TJluBBxkR27dhN97RoWFhaU9PEx6573ZDDgXrMBMfu2w18KAbeiI7l1PQqfdl24vH41GcmJuFaoTqHA8pxZlvur6os1fZGEsCOkXMn5lrnEC6fxfr49sXt/x7NeM5LOn75nGha29th7lTC+titSHEffIDISE0iNieLyhq/xeakLKZGXuBV9Bd+OPUiLu07MnpzDwVMuXyD2wB8E9RpC+MKJGKysKPXWQK7t+Jm0uOu57hfYcwhnl88wfqtcQtgRvJq+SErkRYo83YJr239+oLdx1py51Kv7FF5eXiQnJRPy00/s23+AmdOmmsR99/33uLm58nTDnHO6qlSuzILFizly9Cg7/tiJv78/hQoVeqB7301a6i22fL+W8tVq4uzqRtLNm+z4OYSEuFgq165rEht+/Cix16Kp3ejuW0Ahp9j0zdIFvPBaF2xs7QDwCyrDrtAteHgVY9/2X6n6VP1/nLeIiIiIiMiTSIWkuwgNDaVaNdPtQH8t1kDO143PmDGDTz/9lOHDh9OwYUNCQ0Pp3r07Dg4OTJw4kQ8++ABHR0cqVarEgAED7nnPjz/+mLNnz9K8eXMcHBzo2bMnbdu25caNG8aYTz75BCsrK4YPH86VK1coVqwY77zzjsk8nTp1YsCAAXTq1Ak7O7t/9kbcR2JSMnMXLSb6+nWcCxWiccMGvPOW6SHFt1JTmTxzFmM+GYbF7ZUxRTw9Ce7bhzETJ2Fjbc3wIYOxM+NMpvspFFgeWzcPk29rAyArkzNLplK85SuU6voeFrZ2pF6P4sLXi0gIO2wSalfUG9fKtTk5bbixLf7IXgoFlKX0u0O5de0q5/8z/955lCpLpZGzjK8DuvQHICp0A6fnjOXyui+xtLUnsNdgrBycSDh5mKPjBpGdnmYcc2rGKALeDqbi8BmQnUXMrlDOLJmW615ezdqQfiOWuP07jG0R/11Mmf4jqTJ2IXGHdhK56Zv7vnd/FRcXx8hPR3M9JgYnJ0cCSwUyc9pU6tSubYyJiY1l6bLlLF7w53tRoUJ5Xu/UiYGD3sfNzY2Rn3zyQPfNi8FgwbUrV1j5+2SSbt7EwakQPv6leHfYKLxKmBYg9/yyFd+gMhQp7p3nfLu2/UwhFxfKV/tzVdizL73KV3NmMGvUMMpUrkK9Zs3zHC8iIiIiIvL/mSE7++/7feRxdv78eUqVKsWePXuoXr36Q80RdyniEWf16JybOaKgU7in5HOn7h9UQCrPu/fB6wVp2+lLBZ3CPbWpU6WgUxAREREReayd+XpxQaeQL0q1f/v+QU8YrUh6QqSnpxMTE8PHH3/MU0899dBFJBERERERERGRvOiw7SfE9u3bKVasGHv27GHevHkFnY6IiIiIiIiIPIG0IukJ8cwzz6BdiiIiIiIiIiKSn1RIEhEREREREZF8ZTAYCjoFeUS0tU1ERERERERERMyiQpKIiIiIiIiIiJhFhSQRERERERERETGLzkgSERERERERkfxl0DqWJ4U+SRERERERERERMYsKSSIiIiIiIiIiYhYVkkRERERERERExCw6I0lERERERERE8peFoaAzkEdEK5JERERERERERMQsKiSJiIiIiIiIiIhZVEgSERERERERERGz6IwkySU9NrqgU8iTc+XaBZ3CPSWfO1XQKeTJYGVd0CnkqZx30YJO4Z5OX75a0CnkKcjbq6BTEBERERGR/0dUSBIRERERERGRfGUwaEPUk0KfpIiIiIiIiIiImEWFJBERERERERERMYsKSSIiIiIiIiIiYhadkSQiIiIiIiIi+ctgKOgM5BHRiiQRERERERERETGLCkkiIiIiIiIiImIWFZJERERERERERMQsOiNJRERERERERPKVwaB1LE8KfZIiIiIiIiIiImIWFZJERERERERERMQsKiSJiIiIiIiIiIhZdEZSAeratSvx8fF89913BZ2KiIiIiIiISP4xGAo6A3lEnthCUteuXVm+fDkAVlZWuLu7U7lyZTp16kTXrl2xsPj3FmOdP38ef39/Dhw4QNWqVY3t06dPJzs7+1/L459Y+e06ft21lwuXr2BrY0PFMkG8+3pHSnoXN8akpqUxe8WXbNm+k/T0dGpXrUxw9264u7oAkHAzkbGz53Hg6HFKFPPiw949Ke3vZxw/ZdFSihctQscXWv2jXL/+fQ/Lt26nTZ2q9Gz+DACRsfEs3vwbxy5eIT0jkxqBvrzT4hncnBwBSM/IYPoPP7Mz7CxuTg70fr4J1QJKGuf8Zsdeom/c5N2Wje97f+dyVSjx4ms4+pfF1t2D4xM/JHbPbyYxJdt3x6vpC1g6FuLmycOEL5rErauXjP1WjoUIeCsY9xr1ITuL67tCObt0OlmpKQDYenpRus8nOAWUIfFsGKdmjyb12lXj+PJDJhAVuoGYXaEP+zby9ddfs/KLL4iJiSEoKIgPPviAihUqADBl6lR+/PFH7O3s6Nu3Ly1btjSO+/nnn1m/fj1Tp0596Hv/3Y7ffmXjD+s4c+oUN28mMH3+IgICg0xiZk2ZxKH9+4iNuY6dvT3lKlSkS49e+JT0BeBmQgJTPx/HkYMHKV7Cm/7vD6FUUGnj+LnTp+JVrDjt2nd4sNx+zckt/PQpbiYkMGOBaW43ExL4ctkSDuzdy7XoKFxcXXmqfgPe6PY2jk5Oxpgpn/2Z23sf5M6taLHivPSAuYmIiIiIiDxqT/TWthYtWhAZGcn58+fZuHEjjRs35r333qN169ZkZGQUdHq4uLjg6upa0GmY5eCxk7Rr3oz540Yx9ZMPycjIJHjMZ6TcumWMmbnsC7bvPcCnwf2ZOeoTrsfGMWzSn8WEFWu/IznlFosmjKVqhXJMmLfI2Hfs1GmOnz7Dq8+35J84dfkqIfuP4F/Uw9h2Ky2dj7/8Fgww/s2XmdStPRmZmXy66nuybhfyNu4/SnhkNJPf6kCL6pWYuHajsch3Ne4GIfuP0qVJPbNysLS1J/F8OGcXT75rv3eb1yne8hXCF07k0Ec9yEy9RcVhUzBY2xhjSvcfgYOPP0fHDOD4Z4NxKVeVwF6Djf3+nfuRFneNA4O7khYfg/+bfY19HnWbkp2d/Y+KSD/99BNTp02jR/fufLFyJaWDgujXrx+xsbH8+uuvbAoJYdbMmfTr358xY8cSHx8PQGJiInPmzmXIkCEPfe+7uXUrhfIVK9GlR688YwJLl+a9wR8yZ+kKRn02iezsbIYPeZ/MzEwAvv5yJSkpKUybt5CKVaoxa8ok49iTx49x6uQJXnz5lYfLrVIluuaRW0zMdWJjYnjrnXeZvXgZAwYPZd+e3UyfNMEYs/p2btPnL6RSlWrMnGyaW9iJE7R5iNxEREREREQetSe6kGRra4uXlxfe3t5Ur16djz76iHXr1rFx40aWLVsGQEREBG3atMHJyQlnZ2fat29PVFSUcY6RI0dStWpVVq5ciZ+fHy4uLnTs2JGbN28aY0JCQmjQoAGurq4ULlyY1q1bc+bMGWO/v78/ANWqVcNgMPDMM88AOaum2rZta4xLTU2lf//+FClSBDs7Oxo0aMCePXuM/aGhoRgMBrZs2ULNmjVxcHCgXr16hIWFGWMOHTpE48aNKVSoEM7OztSoUYO9e/f+4/dy8sdDeL5xI/x9ShDo58tHfXoRdT2GsLPnAEhMSmb91lD6dnmdGpUqUKaUP0P79OJo2GmOnToNwIXLV2ha/ylKFi/Gi82acOHyFQAyMjKYtGAJ7/d8C0vLh/+VTElLY+K3IfRr3QwnO1tj+/GLV4iOTyC4zXP4FfXAr6gHwW2ac/pKFIfOXQTg4vVY6pQOwLdIYVrXqsKN5BQSknNW/8zesJVuzRrgYGt71/v+XdzBnUSsXkjMnl/v2u/9fHsurl1O7N7fSY44w6lZo7Fx86BwrYYA2Hv74l6tLuHzPiMx/DgJYYc5s2QqnvWaYeOWUyBz8PYlKnQjt65eIjp0A/befgBYOjjh27EHZ/IoYpnry6++om3btrz44osEBAQwdOhQ7Ozs+P777zl3/jzVa9SgfPnytGjeHEdHRy5fvgzA9BkzePnll/Hy8vpH9/+7Js82p1PnrlStUSPPmBatX6Ri5SoU9SpGYOnSvNGtO9ejo4mOylmpdTHiAk83boK3jw8tWrXmYsQFIOf3b860KfQeEIylpeWD5/bcvXPz8w/go1GjqVOvPsW8valSvTqd3+rO7j92kJmZU9C+eOEvubU2zW321Cn0GfhwuYmIiIiIiDxqT3Qh6W6aNGlClSpVWLt2LVlZWbRp04bY2Fh++eUXNm/ezNmzZ+nQwXT7yJkzZ/juu+/48ccf+fHHH/nll1/47LPPjP1JSUkEBwezd+9etmzZgoWFBe3atSMrKwuA3bt3AzlbfiIjI1m7du1dcxs8eDDffPMNy5cvZ//+/QQGBtK8eXNiY2NN4oYNG8bkyZPZu3cvVlZWvPXWW8a+119/nRIlSrBnzx727dvHhx9+iLW19SN57/4qKTkZAOfbW3PCzp4jIzOTmpUrGmN8vYtT1KMwR0+FA1DKtyT7jx4nIzOT3YcOU6qkDwBfrfuRahXKU7ZUwD/Kae6GbdQK8jfZkgaQnpGzIsX6L3+I21hZYjAYOB6RUwAJKOrB8YtXSE3PYP+Z87g7OeLsYM+2IyexsbKkXtnAf5TbHbZFimPj5kH84T+Le5kpSdwMP45z6Zz3zrl0RTISE0g8e9IYE39kL2RnUSiwPABJF8JxrVwTDAZcq9QmOSLnPfZ/sw+Rm9aSFhP90Dmmp6dz8uRJ6tSubWyzsLCgdu3aHD5yhNJBQZw4cYKEhAROnDhBamoqPj4+HDx4kLCTJ+nYoeC3X91KSeHnTRspWqwYHp5FAPAvFcihA/vJzMxg/949+Pnn/L59s/o/VKpSlaAyZf+1/JKSknBwcMDS0sqY2+E7ue3Zg1/A7dxW/fu5iYiIiIiI3MsTe0bSvZQtW5bDhw+zZcsWjhw5wrlz5/DxySlqrFixggoVKrBnzx5q1aoFQFZWFsuWLaNQoUIAvPnmm2zZsoWxY8cC8PLLL5vMv2TJEjw9PTl+/DgVK1bE09MTgMKFC+e5UiMpKYm5c+eybNky43kzCxcuZPPmzSxevJgPPvjAGDt27FgaNWoEwIcffkirVq24desWdnZ2RERE8MEHH1C2bM4fnkFBQblv9g9lZWUxY9lKKpUpTcDtYlBsfDzWVlYUcnQ0iXV3cSH29ranN9q+yOSFS+jYdyBenp4MebcHFyOvsvGX35g3diSTFixm96EjlC0VwOBe3XFydDA7p1+OhhF+NZpp3Tvl6itbwgs7G2uWbvmdzk3qQzYs3fI7WdnZxCYmAfBs1Qqci7rOu3NX4Oxgz4evPE/irVS+CP2Dzzq/woqtO/j1WBjF3Fx478Xn8HB2eqj3zsbVHYC0G6bFwbQbsVi7FgbA2rUwaQnxpgOzMklPvIn17fHnVswisOdgas5eQ/KFM4QvmIBzuSo4+gZx/os5lBn4KYUCyhJ3eA9nl0wlO9P8rZzx8fFkZmbi7u5u0u7u7s758+epW7cuLVu2pHOXLtja2jJyxAjs7e0Z/9lnjBwxgjXffMPq1atxdXVl2EcfUapUqQd8lx7e+nXfsmzBfG7dSsHbpySjJ0w2FlJf6fgac6ZPoccbr1HEy4v+7w/hyqVLbN0UwsSZc5g9dTIH9u0hsHQZ+gV/YDy/6FG7cSOeVStX0KL1C8a2Vzu9xpxpU+j++msU9fLivfeHcPnSJbb8FMKkmXOYNXUyB/buIah0GfoNyr/cRERERETyjYUO235S/L8sJGVnZ2MwGDhx4gQ+Pj7GIhJA+fLlcXV15cSJE8ZCkp+fn7GIBFCsWDGio/9c8XH69GmGDx/Orl27uH79unElUkREBBUr/rlC517OnDlDeno69evXN7ZZW1tTu3ZtTpw4YRJbuXJlk1wAoqOjKVmyJMHBwXTv3p2VK1fSrFkzXn311Xv+IZ+amkpqaqppW1oatjY2eYyAKYuWce7iJWaPHm7Ws93h5OjAiAF9TdreGzmW3m92YvNv27kSFc1X0yfx+bxFLFuzlr5d3jBr3ms3brJg0y+MeaMdNla5f6VdHB0Y+korZm/Yyve7DmIwGGhUsQylihXB4vY3B1hZWtL7+SYm46au+4kXa1flzNVodoadYVavN1izYy/zQ0IZ1r71Az37o5YWd53jn/95ZpLBypoKw6ZyavYYfF7uSmZKMvsGdKLCR1PwerYtkSFrHun9e/XsSa+ePY2vFyxcSO3atbGysmLJ4sWsWrWK3377jREjR/LFypUPNHfoz5uZPfXPrXkjx39OhcpVzBr7TNNnqVajFrGxMXz79So+/3QkE2bMwsbGFkcnJz4YZvo7O2zQALr1epfQLZu5GnmFecu+YObkiaxauZy33+2Ta/5tP29m9pS/5PbZ51Q0MzeA5KQkRg39kJJ+vrzWpZux3dHJiQ8+Ns3to+ABvHU7t6grV5i/PCe3/6xcTve75CYiIiIiIvJv+H+3tQ3gxIkTxnOLzPH3rWEGg8FYLAJ44YUXiI2NZeHChezatYtdu3YBkJaW9mgSvkc+htuFkDv5jBw5kmPHjtGqVSu2bt1K+fLl+fbbb/Oca/z48bi4uJhcMxYvyzN+6qJl/LH/ANNHDKNI4cLGdndXV9IzMriZlGQSH3vjBu55HCi+ftsvODk60LBWTQ4cO0HD2jWxsrKicd06HDh24q5j7iY8Mor4pGT6L/iKF0ZP54XR0zly4TLf7zrIC6Onk5mVRfVSvizu140v3+/Ffz7oxfvtWhCTkIiXm8td5zx07iIR12JoXasKR85f+j/27jquqqxr4PjvAtIdCgjSqIjd3a1j69jd7diOzug4dnd3jTV2B3Z3oiCKCIIS0s37x8WrdwAF4/F551nfz+d+3rl773POumffc9+H5T7rUMrVEV3tXFT2cOfei4BMt8mOxAjlSiRtE/XVPtom5iRFhAKQFBGKtrGp+oYamuQyNCIpQn0l03v2zToRcfcqMX7emHgUJ/TKGdJSUgi9egaTQsVzFKOpqSmampoZbqkMCwvD4qM5f+99Mfu+ffpw48YNipcogZmZGbVr1+bx48fE/OM78TllKlRk/opVqpdrDm7rMjA0xNbODs8iRRn92yQCXvpz6fy5TMeeOHIIA0NDylWsxP07tylXsRJaWlpUqlqNe3duZ7pN2QoVWbByleqVk1vOYmNjmTBqBHr6+oybNBmtTJKe7x0//CG2e7dvU67SR7Hdzjw2IYQQQgghhPhP+J9bkXTq1Cnu3bvH0KFDsbOz4+XLl7x8+VK1Kunhw4dERETg4eGRrf2Fhobi7e3NypUrqVxZWSz5/PnzamO001f3vH96VGZcXFzQ1tbmwoULODgoH1eelJTEtWvXGDJkSI4+o7u7O+7u7gwdOpS2bduydu1amjVrlunYMWPGMGzYMLW2d0/uZxiXlpbGvNXrOXv1Ogsm/optntxq/fmdndDS1OTGvQdUK6esreP/KpDgt6F4umesLxT+LpL1O/5WrWpKTU0lOb2WUXJKilqi7nOKOuVjcR/11Uvz9h3HzsKMlhVLoanxIV9qoq8HKBNF72JiKeuesS5TYnIySw+fZkSzemhqaJCalkZaejzJqTmL7Z8SQgJJDH+LaeGSxLxQFiHX1NPHyNWDoGPKhF/kk/toGRpj4JSfGD9lIXVTz5Kg0CDK52GGferldcCqUm1ujewCgEJDA0V6PSiFphYKjZzli3PlykWBAgW4eu2aqjB8amoq165do3WrVmpj09LSmDJlCkOHDEFfX5+U1FTVExHf/9+cni99fX309bN/W2OW0tJIS0sjKTEpQ9e7iAi2blzPjHmLVDGmvP/+JSdnGfOXxhYbE8P4UcPJlUub8ZOnoK2ddeH2dxERbNu4nunzP8SWnI3YhBBCCCGEEOI/4V+dSEpISOD169ekpKQQHBzMkSNHmDp1Ko0aNaJTp05oaGhQuHBh2rdvz7x580hOTqZfv35UrVqVUqVKZesYZmZmWFhYsGLFCmxsbPD392f06NFqY3Lnzo2enh5HjhzBzs4OXV1dTEzUV8IYGBjQt29fRowYgbm5Ofny5WPGjBnExsbSvXv3bMUSFxfHiBEjaNmyJU5OTgQEBHDt2rUMNZw+pqOjg84/nkYWn8ltbXNWrePE+YtMGTkMfV1dQsMjADDU10dHRxtDA30a1qjGovWbMDY0wEBPn3lr1uPp7kYh94x1mhau20ibxg2wslCuzPEs4M7Rs+cpXbQw+0+conAB92x9ZgB9HW0cc1uqtenm0sJYX1fVfvz2A+wtzTHR1+NRQBArjp6habkS2FmaZ9jf1rNXKOXqiIuNMlnmYW/L6hPnqF3MgwPX7lDQ3vaT8Wjo6KFnbfchlty2GDi4kRwdSUJoMK8Obce+eWfiggKIDwnE4eeeJIa/JfSacuVM3KsXhN26hFvvUfisnIlCSwuXbkN5c/EEieFvMxzPtdconq1fQGpCPACR3vewrvkTcUEvyV2lHm8unMj2uXyvfbt2/D5xIh4FC1KoUCG2bN1KXFwcjRs3Vhu3Z88eTM3MqFKlCgBFixZlxYoV3Lt3j4sXL+Ls5KR2W+iXioqM5E1IMGGhylVbr14qn7ZnZm6OmbkFrwMDOed1iuKlSmNsYkro2zfs3LoZHW0dSpUtl2F/K5cspFmrNlik1y8rWMiT0yeOUbxUKY4e3E/BQtm7JfXj2ELfKmML+EdssTExjB85nISEeIaP+ZW42BjiYpWrtIxNTDM8jW3F4oU0bdUGy/exeXpy+vgxSpQqxZED+/HI5u2yQgghhBBC/DdRKP4nb4j6V/pXJ5KOHDmCjY0NWlpamJmZUbRoURYsWEDnzp3RSF+lsXfvXgYOHEiVKlXQ0NCgXr16LFy4MNvH0NDQYNu2bQwaNAhPT0/y58/PggULVCs5ALS0tFiwYAGTJk1iwoQJVK5cGS8vrwz7mjZtGqmpqXTs2JGoqChKlSrF0aNHMTMzy1YsmpqahIaG0qlTJ4KDg7G0tKR58+ZMnDgx258nK3uOKZMRg36frNY+pl8vGlRXFv4e2KUDGhoKfp01n6TkZMoULcywHl0z7OvK7bsEvA7m14F9VW0t6tXB29eP3mMnUNDVha6tmn91zB8LeBvOupMXiI6LJ7epMW0qlaFpuYy3fD0Pecv5h09Z2Ku9qq2ihxt3XwQwct0O7CzMGNG8/iePZeRSgMK/L1K9d+48CIBgr0M8XfInr/ZuRlNHD9feI9HSNyTy8V3uT/mFtKQPt0I+WTAR5+7D8JywANJSCb3ihe+aeRmOZV2rCUnvwgi/eVHV5r9jNfkH/U7RP1cSfucyQUd3Zfs8vVenTh3CIyJYtnw5oaGhuLu7s3DBArVb20JDQ1mzdi1rVq9WtXkWKkSH9u0ZMnQoZmZm/P777zk+dmauXLzA/JkfnpQ4Y7LyO922Uxfade5KLm1tHty7y75dO4mOjsLUzIxCRYoyY+FiTP9x/dy8dpWgV68YNnqcqq1h0+Y8feLNLwP64l6gIG07dclRbPNmfBTbHx9ia9+lKz5Pn+D9SLmSrGfHdmrbrt6yjTzWNqr3N9Jj+2XMh9gaNW2Oj7c3w/rnPDYhhBBCCCGE+NYUaWlpaT86CPHfJeSjR9P/t4m8d+1Hh/BJr/du+tEhZKnoqsM/OoQsBUXG/ugQPknxX/yACbe8mT8JUgghhBBCiP8mLw5u/9EhfBcODVv/6BD+42RtmRBCCCGEEEIIIYTIln/1rW1CCCGEEEIIIYT4L/DfvMxf5IisSBJCCCGEEEIIIYQQ2SKJJCGEEEIIIYQQQgiRLZJIEkIIIYQQQgghhBDZIjWShBBCCCGEEEII8X0pZB3Lv4XMpBBCCCGEEEIIIYTIFkkkCSGEEEIIIYQQQohskUSSEEIIIYQQQgghhMgWqZEkhBBCCCGEEEKI70qhUPzoEMQ3IiuShBBCCCGEEEIIIUS2SCJJCCGEEEIIIYQQQmSLJJKEEEIIIYQQQgghRLZIIkkIIYQQQgghhBBCZIsU2xYZJFo7/egQsqThffdHh/D/VkxSyo8OIUuGL+7/6BA+6YLC/EeHkCXL1PgfHcInmdk7/ugQhBBCCCHEfwMNWcfybyEzKYQQQgghhBBCCCGyRRJJQgghhBBCCCGEECJbJJEkhBBCCCGEEEIIIbJFaiQJIYQQQgghhBDiu1IoFD86BPGNyIokIYQQQgghhBBCCJEtkkgSQgghhBBCCCGEENkiiSQhhBBCCCGEEEIIkS1SI0kIIYQQQgghhBDfl9RI+teQFUlCCCGEEEIIIYQQIlskkSSEEEIIIYQQQgghskUSSUIIIYQQQgghhBAiW6RGkhBCCCGEEEIIIb4vhaxj+beQmfzOXr9+Te3atTEwMMDU1PRHhyOEEEIIIYQQQgjxxWRFUg516dKFiIgI9uzZk63xc+fOJSgoiNu3b2NiYvLD4viealaukGl7r779adOuPYmJicyePpWL589hZm7B4F+GU7JUadW4v7ZsJiQ4mIFDh32TeLafucza42doUr4kfRrWUrU/8n/F+uNneRwQhIaGAhfr3Ezu0hqdXLlITE5m/t9HuPT4KeaGBvRvXIfiro6qbXeeu0LIu0j6Nar92eMbFyyK3U/tMHAqgI65JQ9njibs2jm1Mfla98C6ZmM0DYyIenwXn1WziH8doOrXMjDCudswzEtWhLRU3l7x4tna+aQmxAGgY2WNe//xGDrnJ/qZN08W/0HCm9eq7T1GzSDY6xChV7y+8CzC1MmTOHLokFpbmbLlmDl3HgCJiYnMmDqFC+fOYm5hwdDhIyhVuoxq7NbNmwgOfs2QYcO/OIbNB49y7sZt/IOC0dHORSFXZ3q1bEo+mzyqMa9C3rDsr7+599SXpORkSnsWZFD71pibGCvjTEpi1rrNXLh1D3MTY4Z0aEPJQgVU2287fJyQsHAGtW/9xXG+t3f9Kq55naRB245UqNNA1R4bHc2Bzevwvn0ThUKBR6kyNGzXGR1dXQDC375h58olBD73w9bRiZY9+2FmaaXafuO8GZSoVJVCpcpmO5Zbd++xafsOvJ8+5W1oGNMn/kbVih+u1bS0NFau38DeQ0eIjo6mcCEPRg4eRD67vIByfqfMmcfZi5ewMDNjxKABlClZQrX9pr928DokhOED+3/x+RJCCCGEEEL8/yMrkr4zX19fSpYsiZubG7lz5/7R4XwXO/bsV3uNGD0WhUJB5WrVADi4by9PvL1ZuGwFjX5qwpSJv5GWlgZAUGAgB/fvo1uv3t8kFu+AIA5du42TtZVa+yP/V/y6fjslXJ2Y36cjC/p0onG5EijSH0F5+Nodnga+Zm6vDtQrXZTpO/arYnwdFsGR63foXKtKtmLQ1NEj+rkPz1bPzrQ/b5P22NZvic/KmdwZ25OUhHg8x81BkUtbNcZ90G/o2ztxf/IQHk4biUnBYrj2Hqnqd+o0kMTwN9wa2YXEiFCcOg5Q9VmWr0laWtpXJZHeK1OuHLv3H1S9JkycpOrbv3cPT7wfs2TFKho3acofv6nP64F9e+nZu+9XHf+O91Oa1qjC4l+HM/OXgSSnpDByzkLiEhIAiEtIYOTsRSgUMGfkIBaOHUZySgrjFiwjNTUVgANnLvDk+UsWjfuFRlUrMnnF2g9xvnnLwbMX6d688VfFCfDwxjVe+vpgZGqWoW/HikWEvAqgy/CxdBgyghfej9m7bqWq//C2TRibmdF/4lSMTEw58tcmVd+9K5dQKBQ5SiIBxMXH4+bszPCBAzLt3/jXdrb/vZdRgweyatF89HR1GTJ6LAmJiQDsOXiYx0+esmrBXJo2rM9vU6epzltg0Gv2HjpM325dchSTEEIIIYQQ4v8/SSR9hWrVqjFo0CBGjhyJubk51tbW/P7776p+R0dHdu3axYYNG1AoFHTp0gWAOXPmULhwYQwMDLC3t6dfv35ER0ertlu3bh2mpqYcPXqUggULYmhoSL169QgKCgLg999/Z/369ezduxeFQoFCocDLy4vExEQGDBiAjY0Nurq6ODg4MHXq1O9+HswtLNReF86fo1jxEtjaKlc2+L94ToVKlXB0cqZJ8xZERETwLiICgPmzZ9Krbz8MDAy+Oo64hERm7tjP4Kb1MExf6fHe8kMnaVK+JK2rlsMhjxV2VhZUKVwQbS3loryXb0IpV8AVhzxWNC5bgncxsbyLVa7+WbT/GF3rVsNAVydbcYTfvoz/XysJvXY20/68DVrzcvd6wq6fJ9bflyeL/kDbzBKL0pUB0MvrgHnx8vgsm0a0z0Mive/iu2YuVhVqoW1mCYB+XgeCvQ4T/zqAEK9D6OV1BEBT3xCHn3vim0USK6e0c2ljYWGhehkZG6v6Xjx/TsVKlXFydqZZixZERISr5nXOzBn07tf/q+d1xrAB1KtUHqe8trjms2N0t44Eh4bz5Lk/APefPuP121BGde+Is11enO3yMrp7J7yf+3Pr0RNlnEGvqVCsME55bWlaowoRUdG8i1Jeb3M3bqNXyyYY6Ol9VZyR4WEc2LyOVr37o6mpqdYXEviKp/fu0KxrT+xdXHF0L0DDDp25d/USkeFhALwJekXxilWwtLahRKWqvAl8BUBcbAwndm+nUYduOY6pQpnS9OnWhWqVKmboS0tL46/de+javi1VKlbAzdmZ30aN5G1oKGcvXATgub8/lcuXw9nRkRZNfiI84h0R794BMGP+Avr37P5NrlshhBBCCPG/QaGh+Fe+/hdJIukrrV+/HgMDA65cucKMGTOYNGkSx48fB+DatWvUq1eP1q1bExQUxPz58wHQ0NBgwYIFPHjwgPXr13Pq1ClGjhyptt/Y2FhmzZrFxo0bOXv2LP7+/gwfrrxFaPjw4bRu3VqVXAoKCqJChQosWLCAffv2sX37dry9vdm8eTOOjo7/0fMRFhbGlUsXqd/owwoPZ1c37t+9S0JCAteuXMbCwhITU1NOHDtKLm1tKlWp+k2OvXj/cUrnd1G7JQ0gIjoG74AgTAwMGLZ8I22nLmTEqi3cf/7hVjJn69w8eBFAQlISN576YW5kiIm+HqduP0BbS4uKHu7fJEad3LZom1kScfe6qi0lLoYon4cYu3sCYOzuSXJ0JNHPHn/4DPeuQ1oqRq4eAMS88MG0SClQKDAtWoZYfx8AnDr2J+jobhJDQ75JvLdv3aRJg/p0+Lk1s2dO5116IgHA1c2Ne3fvkJAQz9XLV7CwVM7r8aNH0NbWpkrVat8kho/FxCmTe8bpCYyk5GRQKMil9eEuXe1cWigUCu499QXAxT4v9576kpCYyLX7j7AwMcHEyJDjl66inSsXlUsW+6qYUlNT2bFiMZXqNSJPXvsM/S99nqCrb0BeJxdVm4tHYRQKBQHPlDFa2+fD98F9UlNT8Xlwlzz2+QA48tdmytasjamFxVfF+E+BQa8JDQujdIkPt6oZGhpQqGAB7j18BICbizN37j8gPiGBK9dvYGlhjqmJCUdOnkJbWzvTBJUQQgghhBDi309qJH2lIkWK8NtvvwHg5ubGokWLOHnyJLVr18bKygodHR309PSwtrZWbTNkyBDVfzs6OjJ58mT69OnDkiVLVO1JSUksW7YMFxflH58DBgxg0iTlbUWGhobo6emRkJCgtl9/f3/c3NyoVKkSCoUCBweH7/nRM3Xs8CH09fWp/FFyqH7DRjzz9aFbx3aYmJgwftIfREVFsW71SuYsWMyalcs5ffIEtrZ5GT5mHFZWVp84Qua87j7EN+g18/t0ztAXFB4BwOZT5+lRrzrONnk4efs+Y9ZuY9nAbuS1NKdOycL4BYfQe/5qjA30GNOmCdFx8Ww8eZ4Z3duy/vhZztx7hI25KUObN8DS2OiLzo+2qTkAie/C1NoT34WRy1SZLMhlakFiZIT6hqkpJEVHkSt9e78Ni3DtNZJSi3cS+8IXnxUzMC5YFAMHN55vWkL+oZMwci5A+N1rPFszl7SU5BzHWqZseapUrYa1rS2BAa9YuXwpI4cNZcmKlWhqatKgUWN8fXzo1K4tJiam/P7HZKKiIlmzciXzFy9h1fJlnDpxAtu8eRk1bhxWVl93a2dqaiqLtu7C09UZJztbADycHdHT0WbFjr30aPETaaSxcudeUlNTCU1PejWoVIFnLwPp8utkTAwN+K1vN6JiYlm35yBzRw1h9e79nLp6HVsrK0Z264CVmWmO4jp3aB8ampqUr10v0/6oyHcYfrSSC0BTUxM9A0Oi3kUAUL9NB/auX8XsEYOwts9Hk8498PN+xGv/F9Rt1Y5tS+bx6rkfroUK07B9F7S0vu6nOzR9JZT5Pz6ruakpoWHKvsb16uLzzI+23XtiamzC5F/HERkVxcp1G1gyewbL1qzjhJcXeW1sGTdiGLktLb8qJiGEEEIIIcT/D5JI+kpFihRRe29jY0NIyKdXg5w4cYKpU6fy+PFjIiMjSU5OJj4+ntjYWPT19QHQ19dXJZGyu98uXbpQu3Zt8ufPT7169WjUqBF16tT55DYJCQkkpNeb+bhNRyfz27hOHDvK3FkzVO+nzpxNkaLFVO+PHDpAzdp10f5oey0tLQb/o+DyjCmTadayFT5Pn3Dh3FlWrN3AX1s2s3j+XH6fPOWTMf/Tm4hIlh88yZSubdDOlfEr/b6uS4PSxahTUjlfrrZ5uO37gmM379G1TlW0NDXp37gOfFQqZ86ugzQpXxLfoGAuPXrKkgFd2XHuCssOnODXds1yFOO3lhj+lofTP6xiU2jlotC4uTxZPBn7Fl1IiYvlxpC2FBo7B+vaTQk6svOT+zt+9AizZ0xXvZ8+ey41a38oLO7i4oqLqyttW7Xg9q2blCxVGi0tLYYOH6G2n6mT/6BFq9Y8feLN+bNnWb1hI1s3b2LB3Dn8MWXaV33m+Zv+wu9VIAvHfCjKbmpsxG99ezBv4zZ2n/RCoVBQs2xJ3Bzs0Uivf6WlpcmQjm3U9jV99Uaa1arG0xcvOX/rDqsmjmXb4eMs3LKDSf17ZhnD7Uvn2bd+lep9xyEjuXT8CP1+n6Kqt/UljM3M6Tjkw3wmJyWxbvZUWvToi9f+v9HW1WPIlNmsnzONa14nKF8r86TVt6SlpcWIQer1lf6YOYvWzZrg7ePL2YsX2bh8GZu2b2fOoiVM+33Cd49JCCGEEEII8ePJrW1fKVeuXGrvFQqFqshvZp4/f06jRo0oUqQIu3bt4saNGyxevBhQPiXpU/t9nxDJSokSJfDz8+OPP/4gLi6O1q1b07Jly09uM3XqVExMTNReixfMy3J8hUqVWLFmveqVv0BBVd/dO7d56e9Pg8afLlx86+YNnj/3o2nzlty+dZMy5Sqgp6dHtRo1uH3r5ie3zczTwNdExMQyYMk6Gk6YQcMJM7j3/CX7Lt+g4YQZmKbfBpUvt/qKiXxWFoRERGa6zzvPXvAiJJTG5Upw18+f0u7O6GprU8WzAHf9/HMc43uJEcrVHtom5mrt2ibmJEWEApAUEYq2san6hhqa5DI0IilCfSXTe/bNOhFx9yoxft6YeBQn9MoZ0lJSCL16BpNCxT8bV8VKlVm1foPqVaBggQxjbPPmxcTUlFcBAZnsAW7euMFzPz+atWzJrZs3KVuhPHp6elSvUZPbN3M+rx+bv+kvLt25z9yRg7EyVy9mXdqzIJunT+TvedPYu2A6Y3t24W14BDZWma+QufXoCc8Dg2hWsyq3vZ9StnAh9HR0qFa6BHceP/1kHAWLlaT/xGmql7/PE2KiIpk1fCATurdnQvf2RIS+5fC2TcwaPhAAI2MToiPVv2cpKSnExURjZGKa6XHOHNiDa6Ei5HV0xu/xQwqVLIOmlhYeJcvg9/hRNs9a1izMlN+/sPTVeu+FRURgYW6eyRZw4/Zt/J6/oGWTn7h55y7ly5RBT0+XmlWrcPPO3a+OSQghhBBCCPH/g6xI+g+7ceMGqampzJ49Gw0NZR5v+/btOd6PtrY2KSkpGdqNjY1p06YNbdq0oWXLltSrV4+wsDDMs/jjcMyYMQwbNkyt7c276EzHAujrG6Cvn3mB3cMHDuCevwAurm5Zbp+YkMCCObMZO+E3NDU1lUm3NOVtV8nJyZ9MwmWlmIsDSweqFyOes/sQ9pYWtKpSFhtzUyyMDAl4G6o2JiA0jNJuzhljTEpm8f7jjGzVGE0NDVLT0khLjys5NZXUzyT0PiUhJJDE8LeYFi5JzAtl0kJTTx8jVw+Cjv0NQOST+2gZGmPglJ8YP28ATD1LgkKDKJ+HGfapl9cBq0q1uTWyCwAKDQ0U6QWfFZpaKDQ+ny/WNzBA/zOFk0NCQoh89w6LTOr1JCQkMG/2TH79beKHeU2/m+5L5xWUq8kWbN7O+Zt3mDtqSJbJIQATI0MAbj7yJiIqmgrFimQYk5iUxPxNfzGuVxfl3KamQvp8pqSkkPKZOHX09ND5qDB36Wo1KVCspNqYdbOnUqxCZUpUUt7eae/qTnxsDK+ePyOvo/L79uzRA9LS0rBzduGfQgJfcffyRfpPmpp+DlJJTb/WU1OSVd/Fr2FrY42FuTnXbt3C3VUZQ0xMDA8ePaZ540YZxickJjJzwWImjhn10XWrPG/JySlfPL9CCCGEEOJ/iELWsfxbSCLpP8zV1ZWkpCQWLlxI48aNuXDhAsuWLcvxfhwdHTl69Cje3t5YWFhgYmLCwoULsbGxoXjx4mhoaLBjxw6sra0xNTXNcj86OjoZbmOLjE/KcTwxMTGc9TpFn/4DPzlu4/q1lC1fHjf3/AB4Fi7C8iWLqNugIXt27cLTs3COj62vo4NjHvW6Srq5cmGkr6tqb1G5DJtOnsfJOjcuNnk4ceseAW/CGPdz0wz72+J1kdLuzrja5gHAI19eVh/xok6Jwuy/fBOPfHk/GY+Gjh561nYfYslti4GDG8nRkSSEBvPq0Hbsm3cmLiiA+JBAHH7uSWL4W0KvnQMg7tULwm5dwq33KHxWzkShpYVLt6G8uXiCxPC3GY7n2msUz9YvIDUhHoBI73tY1/yJuKCX5K5SjzcXTmT/ZKaLjY1l/ZrVVKlWHXMLcwJfvWLZ4kXktbOjdNlyGcZvWLuGcuUr4J4/fV6LFGHZokXUb9iQv3ftwLNwxqROdszb9BcnL19n8qDe6OvqEJZe98hATw8dbW0ADp+7hIOtNSZGhjz09WPRlp20rF2dfDZ5Msa57zBlixTCzUFZFNvT1ZnlO/6mXqXy/H3yLJ6ZJBY/Rd/QCH1D9XpZmpqaGJmYYGWjrOOU2zYvboWLsmftSpp07k5KSgoHNq2lcJnyGJupJ3jT0tLYu24l9dt2RFtH+eTBfK7uXD97CgtrG25dOEeRchWyFVtsXBwBrwJV7wODXvPExxdjIyOs8+SmTfOmrNu8Ffu8ebG1tmbFuvVYWlhQpWLG/a/ZtJkKZUuT380VgCKFPFi0YhUN69Vhx959FClUKPsnTQghhBBCCPH/miSS/sOKFi3KnDlzmD59OmPGjKFKlSpMnTqVTp065Wg/PXv2xMvLi1KlShEdHc3p06cxMjJixowZPH36FE1NTUqXLs2hQ4dUK5++p9Mnj5OWlkb1WrWzHOP3zJczp0+xfM16VVuVatW5c+smQwf0xS5fPsZNmPhd4mtWoTRJSSmsOHSKqLh4nK2t+LNLG2wt1G+Teh78hnP3H7O4fxdVW6VCBbjr95LhKzdjZ2nBqNafvnXPyKUAhX9fpHrv3HkQAMFeh3i65E9e7d2Mpo4err1HoqVvSOTju9yf8gtpSR9ubXyyYCLO3YfhOWEBpKUSesUL3zXzMhzLulYTkt6FEX7zoqrNf8dq8g/6naJ/riT8zmWCju7KyakCQFNTA18fH44cOkR0dBSWlpaUKlOW7r16oZ2ewHnvma8vp0+dZPX6jaq2atVrcPvmTQb27YN9PgfGT/yyed13WplcGzp9nlr7qG4dqFepPAAvXwezctdeomJisba0oH2jurSqUyPDvvwCAvG6dpOVE8eo2qqWKs5t76cMnjYHe+s8/NqryxfF+Tmteg3gwKa1rJn5JwqFgkIly9CwfcZjXfM6iaGJCQWKfXiaWo2mLdm+fBHL/xiPW+EilK3x6bpn7z3yfkL/4R/qLs1fthyABnVqM2HkcDq2aU18fDzT5s4nOjqaIp6FmDftT1WC7j1fv+ecPHOWjcuWfoipSmVu3rlLnyG/4GBvx8Sxo3NyOoQQQgghhBD/jynSPld4R/zPCQgJ/fygHyTxzN4fHcInBe5Y/aNDyJLr0gM/OoQspT6+8aND+KQLisxvDf1vUMv+vzc2ADN7xx8dghBCCCGE+C8Q4HX4R4fwXdhVq/+jQ/iPkxVJQgghhBBCCCGE+L6+4inH4r+LVLsSQgghhBBCCCGEENkiiSQhhBBCCCGEEEIIkS2SSBJCCCGEEEIIIYQQ2SI1koQQQgghhBBCCPFdKRSyjuXfQmZSCCGEEEIIIYQQQmSLJJKEEEIIIYQQQgghRLZIIkkIIYQQQgghhBBCZIvUSBJCCCGEEEIIIcT3pVD86AjENyIrkoQQQgghhBBCCCFEtkgiSQghhBBCCCGEEEJkiySShBBCCCGEEEIIIUS2SI0kIYQQQgghhBBCfFcKDamR9G8hK5KEEEIIIYQQQgghRLZIIkkIIYQQQgghhBBCZIvc2iYyCI+N+9EhZEkvKelHh/D/Vkhk9I8OIUuGQQE/OoRPSspt8qNDyFKigemPDuGTgi6f+dEhZMmmXNUfHYIQQgghhBD/78iKJCGEEEIIIYQQQgiRLbIiSQghhBBCCCGEEN+XQtax/FvITAohhBBCCCGEEEKIbJFEkhBCCCGEEEIIIYTIFkkkCSGEEEIIIYQQQohskRpJQgghhBBCCCGE+L4Uih8dgfhGZEWSEEIIIYQQQgghhMgWSSQJIYQQQgghhBBCiGyRRJIQQgghhBBCCCGEyBapkSSEEEIIIYQQQojvSqGQdSz/FjKTQgghhBBCCCGEECJbJJH0DXl5eaFQKIiIiMjW+GrVqjFkyJBPjnF0dGTevHlfHZsQQgghhBBCCCHE15Jb2z7y5s0bJkyYwMGDBwkODsbMzIyiRYsyYcIEKlas+NntK1SoQFBQECYmJtk63u7du8mVK9fXhv0fdfn8OY4d3M+zp0+Ijopi5pLlOLm4qvpDXr+mX+f2mW47bNwEKlSpSlRkJItmTefBndtY57Wj37DhOLu6qcatXDSfPNY2/NSy9RfFuP38VdafPE+TssXpVa86AEFhEaw+foYH/oEkJadQ0tWRPvWrY2ZoAEBScjLz9x/n8mNfzAz16dewJsWdHVT73HXhGiHvoujboMZnj29csCh2P7XDwKkAOuaWPJw5mrBr59TG5GvdA+uajdE0MCLq8V18Vs0i/nWAql/LwAjnbsMwL1kR0lJ5e8WLZ2vnk5oQB4COlTXu/cdj6Jyf6GfePFn8BwlvXqu29xg1g2CvQ4Re8cr2ebty/hzHDh1Qze2MxcsyzG3/Lh0y3XbY2PGUr1KVqKhIFs+awf07t7HJm5d+Q4fj9NHcrlq0gDw2NjRu0SrbcX1s+5lLrD3mRZMKpejTsDYAI1dt5p6fv9q4BqWLM7BpPQCiYuOYtfMAd/1eYGthztDmDXC1tVaNXbzvKNbmprSoVPaLYvrYgY1ruHH2FHXbdKBcrXqq9q2LZvP6pT8xkZHoGejjXNCTWi1+xsjUDICIt2/4e80ygl48x8bBkWbd+mBqaaXafsuCWRSrWAWPkmW+OsaPzZo+jX17/mbA4CG0/rktAImJicyY+ifnz57F3MKCYcNHUqrMh+Nu3bSR4OBghvwy/IuPu3n/Yc7euIl/0Gt0cmlTyM2Z3q1bkM9GOS9Bb97SdvjYTLf9vX8vqpUpRWR0DFNXruXWI2/s8uRmVI/OuDnkU42bt2ELNlaWtKlf54vjFEIIIYQQQmQkK5I+0qJFC27dusX69et58uQJ+/bto1q1aoSGhmZre21tbaytrVEoFNkab25ujpGR0deE/B+XEB9PwUKedOjeM9N+CysrVm7dofZq07Ezunp6FC+t/GN099bNxMXFMWPxMgoVKcqyeXNU2z959JCnjx/TsFmLL4rvyavXHLlxF6c8lqq2+MQkft20C1AwtVNLZnVrQ3JKCpO27iE1LQ2Awzfu4RMYzOzuP1OvZBFm7jpEWnrf6/B3HLl5j841P59MBNDU0SP6uQ/PVs/OtD9vk/bY1m+Jz8qZ3Bnbk5SEeDzHzUGRS1s1xn3Qb+jbO3F/8hAeThuJScFiuPYeqep36jSQxPA33BrZhcSIUJw6DlD1WZavSVpaWo6SSADx8fEUKORJh25Zz+2KLdvVXq3T57aYam63EBcby4xF6XM7f65q+yePHvLU+zENmjbPUVzveQcEcujaLZysc2foq1eqGJtHD1S9uqUnEAG2eV0kLjGRhf27UsQpHwv+Pqzqe+T/Cu+XgTStUPqLYvrYo5vXCHjmo0oOfcwxvweteg1kwOSZtO4zmLA3IWxftkDVf2zHFoxNzeg94U+MTEw5tmOLqu/+tcsoNBTfPIl01suLhw/uY/lRwgpg/949eD9+zNKVq2ncpCmTfp+guhYCAwPZv28vPfv0+apj3/Z+QtOa1VkyfgyzRg4hJSWFETPnEZeQAEBuC3N2zZ+p9ura7Cf0dHUoU8QTgE37DxEbH8/KSb9SrIA7M9dsVO3/gc8zHvr60bJura+KUwghhBBCfEMain/n63+QJJLSRUREcO7cOaZPn0716tVxcHCgTJkyjBkzhp9++onnz5+jUCi4ffu22jYKhQIvLy8g81vbLly4QLVq1dDX18fMzIy6desSHh4OZLy1LSQkhMaNG6Onp4eTkxObN2/ONM4ePXpgZWWFsbExNWrU4M6dO6r+O3fuUL16dYyMjDA2NqZkyZJcv379m52nqrVq06pDJ4oUL5lpv6amJmbm5mqvKxcvUKFKVfT09AAIeOlPxarVsbWzp3aDhrzyV64mSU5OZsWCefQaNARNTc0cxxaXmMjM3YcY2Lg2hrq6qvaHL18REhHJsKZ1ccxjhWMeK4Y1rcfTwGDupK9kefk2jLL5XXDIbUmj0kV5FxtHZKxy9c/igyfoWqsy+jo62Yoj/PZl/P9aSei1s5n2523Qmpe71xN2/Tyx/r48WfQH2maWWJSuDIBeXgfMi5fHZ9k0on0eEul9F981c7GqUAttM2WCTD+vA8Feh4l/HUCI1yH08joCoKlviMPPPfHNIon1KVVr1aZV+44ULl4i0/7M5vbqxfOUr/xhbl+99KditerY2tlRq/4/5nbhfHoNHPxlc5uQyMzt+xjctD6GeroZ+nW0tTA3MlS9DHQ/zJX/m7dULVwQO0sL6pcuhv8bZWI4OSWFRXuPMKBJPTQ1vu6nMDI8jMNbN9C8Rz80Mvl85WvXx87FFVMLS+xd3alUrxEBz3xISU4G4E3QK4pWqIxFHmuKVqjC26BAAOJjYzi9ZwcN2nX5qvj+6U1ICPPnzGL875PQ0lJfmPri+XMqVq6Ck7MzzVu0JCI8nHfpv2lzZkynT78BGBgYftXxZw4fTP3KFXCys8U1nz2je3QlODSMJ34vANDU0MDC1ETtde7GLaqXKYV++rX9IjCIGmVLY2+dh8bVq+AfGAQov2tz1m9iWJf2Xz2vQgghhBBCiIzkf2WnMzQ0xNDQkD179pCQ/q/iX+v27dvUrFkTDw8PLl26xPnz52ncuDEpKSmZju/SpQsvX77k9OnT7Ny5kyVLlhASEqI2plWrVoSEhHD48GFu3LhBiRIlqFmzJmFhYQC0b98eOzs7rl27xo0bNxg9evQPvX3O9+kTnvv6UKNuA1Wbo7ML92/fIiUlhdvXr+Pg7ATA3u1/UahIUVzd83/RsZYeOkVpN2e1W9IAkpKV5zvXR3/ga2tpolAoeOj/CgDnPFY89H9FQlISN31fYG5ogLG+HqfvPkJbS4sKBd34FnRy26JtZknE3Q/JvZS4GKJ8HmLsrlxpYezuSXJ0JNHPHqvGRNy7DmmpGLl6ABDzwgfTIqVAocC0aBli/X0AcOrYn6Cju0kMVf/efA/KufWlZr36qjYHJ2fV3N65cZ18Tulzu0M5ty5fOLeL9x+ldH5Xirs6Zdp/+vYD2vw5jz7zV7L2qBfxiUmqPmfrPNx59oKUlFRuPH2Gk7VyBc6Os5cp7JwPdzubL4rpvbTUVP5evYwKdRuSO6/dZ8fHxURz78pF7F3c0ExP4ljb5ePZowekpabi+/AeeezsATi2cyulq9fGxNziq2L8WGpqKpMn/c7P7Tvg5Oycod/F1ZV7d26TEB/P1StXsLC0xMTUlGNHj6Cto02VatW+WSzvRccpk7ZG6bea/pO33wt8/F/SoEqlD3Ha23Hr4WOSU1K4eu8BzvbKc7/10FGKFchPASfHbx6nEEIIIYQQQmokqWhpabFu3Tp69uzJsmXLKFGiBFWrVuXnn3+mSJEiX7TPGTNmUKpUKZYsWaJqK1SoUKZjnzx5wuHDh7l69SqlSytvs1m9ejUFCxZUjTl//jxXr14lJCQEnfTVMbNmzWLPnj3s3LmTXr164e/vz4gRIyhQoAAAbm7fJgHypU4dOYxdvnwU+OhzN23zMysXzKd/lw7kzmNN36HDCXoVgNeJo0yZt5Dl8+dy5+YNXNzc6TN0WLZWP5y5/xifoGDm9cxYn6mAnQ262rlYe+IcnWpWgjRYe+IcqWlphEXFAFC7eCH8gt/Qd8l6jPX1GN2qEdHx8Wzyusi0zq3ZcOoCZ+8/xsbclME/1cHS+MtuSdQ2NQcg8V2YWnviuzBymSqTBblMLUiMjFDfMDWFpOgocqVv77dhEa69RlJq8U5iX/jis2IGxgWLYuDgxvNNS8g/dBJGzgUIv3uNZ2vmkpaS/EXxfsqpo4fJmy8f+T3+MbcL5zOga0esPprbMyeO8efcBaxYMI87N6/j4uZO7yHZm1uvuw/xDQxmft8umfZXK+JBHjMTzI0M8XsdwpqjXgS8DWV8e+Xtka2rlmPR3qN0m7OU3KYmDGnekFdvwzh56x5z+nRi4Z4j3PTxwy2vNYOb1cdAN+OKp085f+QAGpoalK1Z95Pjju/cxrXTx0lKTMDO2ZW2A39R9dVu1Y4DG9cwb8xQ8uS1p1HHbrx48phg/xfUbvEzO5YtIPCFHy4ehanftpMqAfUltmzcgKamJi1bt8m0v2Hjn/D18aFju58xNTVl4uQ/iYqMZM3KFcxfvJSVy5dx6vhxbO3yMnrsr1jlznirYU6kpqayaPNfeLq54GyXN9Mxh86ex8HWBk83F1Vbu0b1mLt+C+1HjMPa0oKR3TsR8DqYo+cvsXjCaGav28T1+w/J7+jA8G4dMdTX/6o4hRBCCCGEEEqSSPpIixYtaNiwIefOnePy5cscPnyYGTNmsGrVKqp9wb/C3759m1atsldU+NGjR2hpaVGy5IdbxgoUKICpqanq/Z07d4iOjsbCQn11QlxcHL6+vgAMGzaMHj16sHHjRmrVqkWrVq1wcXEhKwkJCRlWYCUmJKCto8PZUydY8VGNm7GTp+JROPtJtYSEBM6dPknLduoFmg0MDBkyZpxa2+8jf6Fjj96cPXWS4NdBLFi9jmXzZrNz00Y69+77yeO8eRfFiiNeTO7YAu1M/sA2MdBnTKtGLD54kn1XbqFQKKhauAAuNrnRSK9npaWpSb+GNdW2m7v3KD+VKY7v6xAuP/ZhUZ9O7LxwjeVHTjOu9U/ZPg/fQ2L4Wx5O/1AzSaGVi0Lj5vJk8WTsW3QhJS6WG0PaUmjsHKxrNyXoyE617c+dOsnyBR/mdtzkqRT0LJzt4yckJHD+9KnM53b0P+Z21HA69ujFuVOnCH4dxPxV61g2bw47N2+ic69P19p5ExHJ8gPHmdKtLdq5Mv+5alCmuOq/naxzY25kyJg1WwkMDcfWwgwDXV1GtWmits3o1VvoXq8Gp28/ICg8nJVDezH/78NsOXWBng1q/vMQKncvX+DApjWq9+0GDufKyaP0Hj/5s7XRKtZtSIlKVYkIe8uZ/X+zZ80y2g4cjkKhwNjMnHaDPhSvTk5KYtO8GTTt1puzB/agravHgD9msnn+DK6fOUXZmtkrIH3s6BFmT5+mej991hx2bv+LVes2ZBmvlpYWw0aMVGubOnkSLVq15ukTb86fPcOajZvYumkj8+fOZvLU6dmKJSvzNmzF71UgC8eNzLQ/ITGRE5ev0umnhmrthvr6jO/bQ61t6LTZ9Pm5JScuXiEo5A0bp01i5tqNbNh7kH5tv6zAuxBCCCGEEN/S4sWLmTlzJq9fv6Zo0aIsXLiQMmUyr4e6cuVKNmzYwP379wEoWbIkU6ZMURvfpUsX1q9fr7Zd3bp1OXLkyHf7DJJI+gddXV1q165N7dq1GT9+PD169OC3337j3DnlU7feF50FSEpKymo3AKq6Md9KdHQ0NjY2qppMH3ufcPr9999p164dBw8e5PDhw/z2229s27aNZs2aZbrPqVOnMnHiRLW2PoOH0m/IMEqXq4Bb/g8roswtLf+5+SddPneWxIQEqtb69B+9p44eQd/QkDIVKjJj0m+UqVARLS0tyleuyl8b1n32OD5BwUTExDJo+SZVW2paGvdfBLD/6m32/DqYEi6OrB7UnXexcWhqKDDU1aX9rGVYF8r8CXt3/PzxD3nLoMa1WXP8LKXcnNDVzkXlQu4cWHc7J6dBTWKEciWStok5SREfirhrm5gT8/wpAEkRoWgbm6pvqKFJLkMjkiLUVzK9Z9+sExF3rxLj541J71G8+GslaSkphF49g4lnyQyJpFLlyuOavmoNwNwi53ObkJBAlZq1Pznu9LEjGBgYUrp8RWZO+p0y5Sukz20V/tq4/pPbAjwNfE1ETCwDFn9I3qSmpnH/uT/7L99g38SRGergFLC3BSAoTJlI+qdjN+5ioKtDeQ93/ti8iwoF3dHS1KSyZwE2njyXYfzH8hcrgZ3zh8Tsg+tXiYmKZO6owaq2tNRUjm3fzOUTRxgybZ6qXd/ICH0jIyysbbCytmXuqMEEPPPB3iXjqsFzh/bh4uGJrYMT+zesokbTVmhqaVGgRGmeP36Y7URSpUqV8fhoxZjXqZOEh4fTqtmHxFpKSgpLFi5g519/sf3vPRn2cfPGdfye+TFyzDiWLlpIufIV0NPTo3rNWuzeuSNbcWRl3oYtXLpzlwVjR5DbPONcAZy5doOEhETqViz/yX0dPnsBQ319KpUoxvgFS6lUsjhaWlpUK12Stbv3fVWcQgghhBDiG1BIZZ2//vqLYcOGsWzZMsqWLcu8efOoW7cu3t7e5M5kpb+Xlxdt27alQoUK6OrqMn36dOrUqcODBw/Im/fDav569eqxdu1a1XudbNb3/VKSSPoMDw8P9uzZg5WVsq5KUFAQxYsrV0B8XHg7M0WKFOHkyZMZEjWZKVCgAMnJydy4cUN1a5u3t7da4e4SJUrw+vVrtLS0cHR0zHJf7u7uuLu7M3ToUNq2bcvatWuzTCSNGTOGYcOGqbU9DXoDgJ6+PnpfcTvIyaOHKVWuPCYfrar6p3cREezcvJE/5swDIDUlVVWAOCUlmdTU1M8ep6hTPhb37aTWNm/vUewszWlZsbRaosFEX5ncu+Pnz7uYWMrmz7haKzE5maWHTjGieQM0NTRITU0jLU0ZR3JqKqmpaRm2ya6EkEASw99iWrgkMS+UiSNNPX2MXD0IOvY3AJFP7qNlaIyBU35i/LwBMPUsCQoNonweZtinXl4HrCrV5tbILgAoNDRQpNeDUmhqocik4PDXzu2pbM7tjs2b+GP2PABSU1NITq8PlpKSkq25LebiwNJB6qtO5uw6gL2VBa2qlM+0mLJvkLI+lLlRxtvmImJi2XL6PLN6dkyPKY3k1I/n9tMx6ejqoaP7IUFcskp18hctrjZm07wZFClXkWIVq2S5n/cJ6ZTkjMnoN0GvuH/1Ir0n/Kkcm5qmqquWms3z9p6+gQH6Bh/qDjVu2owKlSqrjRk+ZDB16tenQcNGGbZPSEhg7qyZjP99EpqamqSkpqhiT07O3vWZmbS0NOZv3Mr5G7eZN+YXbKyyTmQePHuBCsWLYvqJ20kjIqNYv/eAalVTamqq6ruWnJJCStqXxSmEEEIIIcS3NGfOHHr27EnXrl0BWLZsGQcPHmTNmjWMHj06w/h/PoBr1apV7Nq1i5MnT9Kp04e/gXV0dLC2tv6+wX9EEknpQkNDadWqFd26daNIkSIYGRlx/fp1ZsyYQZMmTdDT06NcuXJMmzYNJycnQkJC+PXXXz+5zzFjxlC4cGH69etHnz590NbW5vTp07Rq1QrLf6zuyZ8/P/Xq1aN3794sXboULS0thgwZoraqqVatWpQvX56mTZsyY8YM3N3dCQwM5ODBgzRr1oxChQoxYsQIWrZsiZOTEwEBAVy7do0WLVpkGaOOjk6GbKV2WGSW46MiI3n7JoTwUOVqmsCXLwEwNVM+xeu9oFeveHTvLmP/mPLJc7R22RIat2iFRfojyAsUKsSZkycoWrIUxw8dJH8WNaU+pq+jjWNu9fOpmysXxnq6qvbjt+5jb2WOib4+jwICWXHEi6blSmJnaZ5hf1vPXKaUmxMuNsqMsEc+W1YfP0vt4oU4cPU2BfPZfjIeDR099Kw/FF3WzW2LgYMbydGRJIQG8+rQduybdyYuKID4kEAcfu5JYvhbQq8pV8PEvXpB2K1LuPUehc/KmSi0tHDpNpQ3F0+QGP42w/Fce43i2foFpCbEAxDpfQ/rmj8RF/SS3FXq8ebCic+eQ4CoqEjehnw0twFZzG3gKx7dv8eYP/785P7WLV9C4xYtsUj/rhco5MnZkycoWqIkJw4fpIBHduZWB8c86o+n19XWxkhfD8c8VgSGhuN15wGl87tgrK+H3+s3LD90Ak9He5ysM2b0lx88TvOKZbA0USYlPBzsOHXrPiVcnTh87RYeDp8vlq0Wn6ER+obqCQ4NTU0MTUyxtFZ+TwKe+RD4/Bn5XPOja2BAeEgwp/fuxMwqN3bO6quR0tLSOLBhNXVbd0BbR1mryd7VjZtnT2ORx5o7l87hWebTK3M+xcTEBBMT9VV4WlpamJubk8/BIcP4DWvXUK58BdzzK4ukFy5clKWLF9KgUSN279yB5xfWj5u3YQsnLl/lz8H90NPVJTTiHQCG+nroaGurxgUEh3DX+ynThg385P4WbfmL1vVqY5W+qsnTzYVjFy5T2tODA17nKOzm+kVxCiGEEEII8a0kJiZy48YNxowZo2rT0NCgVq1aXLp0KVv7iI2NJSkpCXNz9b9jvby8yJ07N2ZmZtSoUYPJkydnKInzLUkiKZ2hoSFly5Zl7ty5+Pr6kpSUhL29PT179mTs2LEArFmzhu7du1OyZEny58/PjBkzqFMn61tM3N3dOXbsGGPHjqVMmTLo6elRtmxZ2rZtm+n4tWvX0qNHD6pWrUqePHmYPHky48ePV/UrFAoOHTrEuHHj6Nq1K2/evMHa2poqVaqQJ08eNDU1CQ0NpVOnTgQHB2NpaUnz5s2ztSIqu65fvsji2TNV7+dOnQxAqw6daNOxs6r91NHDWFhaUbRkqSz3dfv6NV4HvmLQyA+Z1/o/NcX3yRPGDB6Aq3sBWnfolOX2OREQGs66k+eJjosnt6kxbSqXpWm5jI+5fx7ylvMPn7Cwd0dVW0UPd+4+D2Dk2r+wszBjRIsGGbb7mJFLAQr/vkj13rnzIACCvQ7xdMmfvNq7GU0dPVx7j0RL35DIx3e5P+UX0pISVds8WTAR5+7D8JywANJSCb3ihe+aeRmOZV2rCUnvwgi/eVHV5r9jNfkH/U7RP1cSfucyQUd3ZescXb90iSVzPsztvKnKRFGr9h1p/dHcnj56BHNLS4qW+NzcBjJwxIe5rde4Cb5PvBk7ZCCu7vlp1aFjlttnVy5NTW75PmfPxWvEJyVhZWJMpUL5+blaxQxjbzx9RlBoOCNafqhv1bhcSZ6+CmLIsvXkt7OlfY1KGbb76hi1dXh08zpe+3aTmJCAkYkpLp5FaNmwCVr/eKLijbOnMDA2wf2jVU7VGjdn16olrJryG66FilCm2qdvJ/xWnvn6curkCdZs+HDLaLUaNbh96yYD+vTGPp8DEyZO+qJ97z11BoAhU2ertY/q0YX6lSuo3h8+ewErM1NKe3pkua+r9x7wKjiEsb26qdqa1aqOt98L+k6cSgFnRzo3zbjaSgghhBBCiG8hs7rDmS3YePv2LSkpKeTJk0etPU+ePDx+/JjsGDVqFLa2ttSqVUvVVq9ePZo3b46TkxO+vr6MHTuW+vXrc+nSJTQ/enL5t6RI+7jojxDAvecBPzqELOldPPijQ/ik13s2/OgQsmQ8fduPDiFLhjdO/ugQPuly7s+vnvpRanr+2Cczfk7qkzs/OoQs2ZSr+qNDEEIIIYT4n/H6+oUfHcJ3sezA8QyLN3777Td+//13tbbAwEDy5s3LxYsXKV/+w10GI0eO5MyZM1y5cuWTx5k2bRozZszAy8vrk0+Wf/bsGS4uLpw4cYKaNbN+kNDXkGpXQgghhBBCCCGEEF9gzJgxvHv3Tu318e1r71laWqKpqUlwcLBae3Bw8GfrG82aNYtp06Zx7NixTyaRAJydnbG0tMTHxyfnHyabJJEkhBBCCCGEEEII8QV0dHQwNjZWe2X21DRtbW1KlizJyZMf7sZITU3l5MmTaiuU/mnGjBn88ccfHDlyhFKlsi4v8l5AQAChoaHY2Nh82QfKBkkkCSGEEEIIIYQQQnxnw4YNY+XKlaxfv55Hjx7Rt29fYmJiVE9x69Spk9pqpunTpzN+/HjWrFmDo6Mjr1+/5vXr10RHRwMQHR3NiBEjuHz5Ms+fP+fkyZM0adIEV1dX6tat+90+hxTbFkIIIYQQQgghxPelkHUsbdq04c2bN0yYMIHXr19TrFgxjhw5oirA7e/vj4bGh/O0dOlSEhMTadmypdp+3tdg0tTU5O7du6xfv56IiAhsbW2pU6cOf/zxR6aror4VSSQJIYQQQgghhBBC/AcMGDCAAQMGZNrn5eWl9v758+ef3Jeenh5Hjx79RpFln6QEhRBCCCGEEEIIIUS2SCJJCCGEEEIIIYQQQmSL3NomhBBCCCGEEEKI70qhUPzoEMQ3IiuShBBCCCGEEEIIIUS2SCJJCCGEEEIIIYQQQmSLJJKEEEIIIYQQQgghRLZIjSQhhBBCCCGEEEJ8XxpSI+nfQlYkCSGEEEIIIYQQQohskUSSEEIIIYQQQgghhMgWSSQJIYQQQgghhBBCiGyRGkkigzwxb350CFlSFCv3o0P4JA1d3R8dQpb0wwJ+dAhZSray/tEhfFI9e7MfHULWosJ+dASfFPHS90eHkKXg/+LrFSBPsbI/OgQhhBBCCCEykESSEEIIIYQQQgghvi+F3BD1byEzKYQQQgghhBBCCCGyRRJJQgghhBBCCCGEECJbJJEkhBBCCCGEEEIIIbJFaiQJIYQQQgghhBDiu1IoFD86BPGNyIokIYQQQgghhBBCCJEtkkgSQgghhBBCCCGEENkiiSQhhBBCCCGEEEIIkS1SI0kIIYQQQgghhBDfl0LWsfxbyEwKIYQQQgghhBBCiGyRRJIQQgghhBBCCCGEyBZJJAkhhBBCCCGEEEKIbJFE0jf0/PlzFAoFt2/f/ub7rlatGkOGDPnm+xVCCCGEEEIIIb47DcW/8/U/6H++2HaXLl1Yv349vXv3ZtmyZWp9/fv3Z8mSJXTu3Jl169Z9dl/29vYEBQVhaWmZoxgSExOZN28emzdv5unTp+jr65M/f3569OhBhw4dyJUrF7t37yZXrlyqbRwdHRkyZMh/LLl0+8Ejtu7dj7evH6Hh4fw56heqlC2t6g+LiGDpxi1cu32P6JgYinoUZEiPLtjb2qjGLFy7gcOnz6Cno0PvDu2oU7WSqu/0xcsc8TrL9LEjvzC+h2zZs08V35TRw6lStoyqPzYunmUbN3Pu6jXeRUVhmzs3LRvWp2m9Oh/iW7OeQ6e90NPRpU/HdtSpWlnVd+rCJY54nWHGuNFfFN/HtntdZO1RL5pUKE2fxrXV+tLS0piw7i+uP3nG+A4tqFAoPwBRsXHM2rGfu89eYGthztCWDXG1tVZtt3jvEazNzWhRuWyOYtm09wBnr93APzAIHe1ceLq50rtta/J9NG8fxzZyxhyu3rnH5KEDqVy6JACR0dFMWbqS2w8fk9c6D6N6d8fd0UG13dy1G7DNbUWbhvVzFBvAPq/z7DtznuDQMAAcbG3o2LAuZQt7AHDg7EVOXb3BU/+XxMYnsHfeVAz19VXbJyYlM3vDVi7euYeZsTGD27WipEd+Vf9fR08SEhbOwLYtcxwbwK1799m8cxfeT314GxbGtAm/UrVCeQCSk5NZvn4DF69dJzDoNYYGBpQqXox+3bpgZWGhjC8xianz5nP28mUszMwY3r8fZUoUV+1/045dBL8J4Zd+fXMe2917bN6x80Nsv42nasUKqn6v8xf4+8BBHj/1ITIqivVLF+Hu4qK2j/nLVnDw+HH0dHTp170rdWvWUPWdPHuOw8dPMOuPiTmO7Z+2n7nM2uNnaFK+JH0a1gJg5Kot3Hv+Um1cg9LFGNikLpB+Tew6yF0/f2wtzBjarAGutnlUYxfvP4a1mSktKpUhpzb9vZ+zV6/z4v114e5Gn/ZtVNdFZHQ0a7bv5trd+wS/DcXU2IjKpUvSvU0L1fcvMjqaKYtXcOvBI+xs8jCqTw/cnRxVx5izej22uXPzc+OcXxdCCCGEEEL8SLIiCWUCaNu2bcTFxana4uPj2bJlC/ny5cv2fjQ1NbG2tkZLK/v5ucTEROrWrcu0adPo1asXFy9e5OrVq/Tv35+FCxfy4MEDAMzNzTEyMsr+h/rG4hPicXV0YFjPrhn60tLSGDttNkHBIUwdPZw1s6dhbWXJ0N//JC4+HoAL125w4twF5kwYS99O7Zm+dDkRkZEARMfEsmLzNob17PbF8cXFJ+Dq6MiwXt0z7V+4dj1Xbt1m/JCBbF44l1aNGzJ35RrOX70OwPlr1zl+7jxzf/uVvp3bM23Jsozx9erxxfG95/0ykENXb+FknTvT/j0XrgEZs9rbTl8gLiGRhQO6UcQ5Hwt2H1L1PfJ/hffLQJpWLJ1hu8+58+gxzWrXYOmk8cweM4LklBSGT5tFXHxChrE7Dh9DkUlsG/fsJy4+npVTJlLcowCzVq5V9T146sMjn2e0rF83x7EBWJqZ0rN5Y5aOG86SccMpnt+NCUtW8TwwCICExERKFypAu/q1M93+4LmLPPF/ycLRQ2lUpQJTVm8gLS0NgKC3oRw8d4luTRt9UWyg/J1wc3Lil/4ZEz3xCQl4+/jStV1b1i1awNTx4/APCGDk75NUY/YePsxjHx9WzplNk/r1+H36TFV8ga9fs+/IEfp07vzlsTk788uAfpn2x8XHU8SzEP17ZH7dnbt0mWOnvZg/9U/69+zOlLnziXj3DoDomBiWr13P8IH9vyi2j3kHBHHo2m2crK0y9NUrVZTNo/qrXt3qVlP1bTtzSXlN9OtCEad8LNhzRNX36OUrvF8G0bRCqS+K6fajxzSrW4tlkycwZ9woklNS+OXPGarr4m1YBG/DI+jXsS3rZ01hTL9eXLlzl+nLVqv2sWH3PmLj41k1bRLFPAoyc8UaVd+DJz488vGlVcMvuy6EEEIIIYT4kSSRBJQoUQJ7e3t2796tatu9ezf58uWjePEPqwOOHDlCpUqVMDU1xcLCgkaNGuHr66vq/+etbV5eXigUCk6ePEmpUqXQ19enQoUKeHt7q7aZN28eZ8+e5eTJk/Tv359ixYrh7OxMu3btuHLlCm5uboD6rW3VqlXjxYsXDB06FIVCgUKhICYmBmNjY3bu3Kn22fbs2YOBgQFRUVFfdY7KlShOz3ZtqFIu47/uvwwK4sGTp/zSqzsF3VzIl9eWX3p3JyExkRPnLirPTcArihXyoICrC7UqV8RAT5+g4DcALN2wmab1apPHKmcruT5WvmRxerX/maqZxAdw//ET6levSgnPQtjkzk2TOrVwcXTg4VMfAF4EvKK4ZyEKuLpQu3Kl9PhCAFiyYRPN6tXG+iviA4hLSGTmX/sY3LwBhnq6Gfp9A4PZde4KQ1s2zNDnHxJK1aIe2FlZUL9McfxDQgFITklh0Z7DDGhaH02NnF/OM0cPp37VyjjZ5cXVIR9j+vQg+G0oT/yeq417+vwF2w8dYVTvjEmHF6+CqFG+LPY21jSqUY0XgYHK2JKTmbNmPcO6d/6i2AAqFPWkbOFC2OXJjX2e3HRv1gg9HR0ePlPG16JWNdrWr01BZ8dMt/cPek2Fop442trQpFolIqKieRcdA8D8zdvp1aIxBpnMRXaVL12K3l06Ue2jlT7vGRoYsGDqn9SqUhkHezs8Cxbgl359efzUh9chyu/W85cvqVyuLM6ODrRo3Ijwd++IeKdMYM5YuJh+3bpiYKCfYd/Ziq1MaXp37Uy1ShUz7a9fqybdO7Sn9Ee/cR978fIlJYoUpqC7O3WqV8NAX5/A168BWLRyNc0aNcQ6d+YJ0eyKS0hk5o79DG5aD0PdjPOgk0sLcyND1ctAV0fV5/8mlKpFCmJnaU79UkXxf/PRNbH3GAOa1Pni792ssSOoX60yTvZ2uDrmY2y/ngS/DcX7mR8AzvnsmPzLICqWLE5e6zyU9PSgZ5tWXLxxi+SUFABevAqkZoVy2Nva0LhmNV68+nBdzF61jl96dPni+IQQQgghhPiR5H/FpuvWrRtr135YSbFmzRq6dlVffRMTE8OwYcO4fv06J0+eRENDg2bNmpGamvrJfY8bN47Zs2dz/fp1tLS06Nbtwx/jmzdvplatWmoJq/dy5cqFgYFBhvbdu3djZ2fHpEmTCAoKIigoCAMDA37++We1zwCwdu1aWrZs+V1XMyUlJQOgrf3h1jsNDQ20c2lx9/FjAFwdHfD2fUZUdDTevs9ISEzEziYPdx895skzP1o2+L63d3gWcOf8tRu8CQ0jLS2Nm/fu8zIwiDLFiqjie+zjS2R0NI/T48trY82dh+nxNWzw1TEs3nuU0gVcKO7qlKEvPjGJ6X/toX+TupgbGWbod7bJzR3f56SkpHLjyTPViqYdZy9T2MkBd7uMt6J9iehY5ao8I8MP37v4hAT+WLycIV06YmFqmmEbVwd7bj54RHJKCtfu3sPZ3h6ArQcOUaxgAQo4Z/y8XyIlNZVTV28Sn5iARzb36WyXl/tPlfN57cFjLEyMMTE04MSV6+TSykWl4kW/SWzZFR0Tg0KhwMhAOceuTs7cuf+Q+IQErty4iaW5OaYmxhw9dRodbe1ME1T/Ka7Ozjx6+pTIqCgeP3lKQmICdra23Ll/nyc+PrRu+tNXH2Px/uOUzu9CcVfHTPtP33lImykL6LNgNWuPnSE+MUnV52ydmzvPXiivCR8/1YqmHeeuUNjJHve83+aagA/XhbFhxmvzvZjYWPT19NDS1ATA1SEfN+8/JDklhat37uGST3ldbNl3iGIeBSjg4vzN4hNCCCGE+P9AodD4V77+F/3P10h6r0OHDowZM4YXL14AcOHCBbZt24aXl5dqTIsWLdS2WbNmDVZWVjx8+BBPT88s9/3nn39StWpVAEaPHk3Dhg2Jj49HV1eXp0+fUq1atRzFam5ujqamJkZGRlhbf6iT06NHDypUqEBQUBA2NjaEhIRw6NAhTpw4kaP955RDXlvyWFqyfNM2RvTpga6OLtv3HyQkNIzQ8AgAyhYvSp0qleg5chw62tqMG9gXXR1dZi9fzdiBfdlz9Bi7Dh3FxMiIkX174pT+R9e3MrRnN2YsWU6zHn3Q1NREQ6FgZL/eFCvkkR5fMepUrUzPEWOU8Q3qj56OLrOXr2TsoP7sOXqMnQcPY2pszIi+vXDOYXxedx7gG/ia+f0z3hoIsOLgcTzy2VHewz3T/tbVyrNozxG6zVpCbjMThrRowKu3YZy8cY85fTux8O/D3Hzqh5udNYObN8Agk9Udn5OamsqijVso7O6Gs72dqn3Rxq14urlSqVSJTLdr91ND5qzZQLuhI7G2tGRUr24EBL3myNkLLJk4ntmr13Ht7gPyOzsyomdXtRpG2fEsIJCB0+eSmJSMno4OE/t2x/Gj+lCfUr9iOZ69CqTbb1MxMTRgfK8uRMXGsm7vIeYMH8iaPQc5fe0mtlaWDO/cFisz0xzFlhMJiYksWbOW2tWqqlYZNa5bGx8/P9r16oupsTGTx44mMjqalRs3sXjGNJav28DxM2exs7Fh7LDB5M5h/bWvUa5USerVqEG3gYPR0dZh/PBf0NPVZcaCxYwfPozdBw6yc+8+TIxNGD1kEM4f1cXKDq+7D/ENes38PpnfuletqAd5TI0xNzLC73UIa455EfA2jPHtmgHQuko5Fu07Src5y5XXRLP6ymvi1n3m9O7Iwr1Huenjh1teawY3ra+2miknUlNTWbh+E4Xzu+Gczy7TMRGRUazfvZefalVTtbVv2og5q9bRdtBwrK0sGdWnBy+DXnPk7DmW/jGBWSvXcu3ufQo4OzGid7ccXxdCCCGEEEL8KJJISmdlZUXDhg1Zt24daWlpNGzYMEPR7KdPnzJhwgSuXLnC27dvVSuR/P39P5lIKlKkiOq/bWyU/0oeEhJCvnz5VPVQvoUyZcpQqFAh1q9fz+jRo9m0aRMODg5UqVIly20SEhJISFCvh5OQmIiOtna2j6ulpcWfo4YxbfFyGnTqgaaGBiWLFKZciWJqn6/bz63o9nMr1fu1f+2kZBFPNDU12bDzb9bNncnF6zeZvGAJq2dNzcEn/7ydBw/z4MlTpo0dibWVFXcePmLOitVYmptRuqhyfrr/3JruP7dWbbPmrx2UKloYLU1N1u/Yxfp5s7l4/QaT5y9izezp2T72m4hIlh84zpRu7dDOlfGSu/zwCXd8X7BoYOb1nQAMdHUZ9XNTtbbRKzfTvUENTt9+QFBYBCt/6c383YfYcvI8PdMLFufE3LUb8XsZwMLfxqnaLty4xc0Hj1g1NeuCyob6+kwY0Eetbcjk6fRt14bjFy4RGPKGTbOnMnPVWtbv3kv/Dm1zFJe9dW5WjB9JTFw8Z2/cZvrazcwZPihbySQtLU0Gt2ul1jZj3Waa1ayCj38AF27fZcWEkfx19CSLt+3i975Zz8HXSE5O5tc/p5KWBiMHfKgrpKWlxYh/1DCaPHsurZr8xBMfX85euszGpYvYtGMnc5cuZ+r4cf/c9XfVo1MHenTqoHq/euNmShcvhpaWFuu2bGPT8iVcuHKVSTNmsW7Jwmzv901EJMsPnmRK1zaZXhOgLKz9npO1FeZGhoxZu43A0HBsLcww0NVhVGv1VVGjV2+le73qnL6Tfk0M6cn8PUfYcvoCPevX4EvMXbMBv5evWDTx10z7Y2LjGDV9No52eenaspmq3VBfnwmD1Od28KSp9G3/M8fPK6+LzXOnM2PFGtbt3MOATu2+KD4hhBBCCCH+0/4312FloVu3bqxbt47169er3X72XuPGjQkLC2PlypVcuXKFK1euAMqC2Z/y8dPWFAplseL3SSh3d3cep9/+9S306NFD9YS5tWvX0rVrV9UxMzN16lRMTEzUXgtWrslyfFbyuzizds50Dm9cw9+rlzF7whjl09Hy5Ml0/IuAVxw7e54ebdtw+8FDinoUxMzEmBoVy/HkmR+xHxU+/1oJCYms2LyVgV07U6l0KVwdHWjRoB41K1Vg6979Wcd35hw92v7MrfsPPoqvfI7je/oqiIjoWAYsWk3DcVNpOG4q9/z82XfpGg3HTeWmjx9BYeG0nDRb1Q/w5+bdjFyxKdN9Hrt+BwM9Hcp7uHPX7wUVPNzR0tSkcuGC3H3mn+NzNG/tRi7dusO8X0eT28Jc1X7zwUMCQ0Jo1KMfNTp0o0YH5XUxYd4iBv+RebLvkNc5DA30qVSqBLcfPaZSqRJoaWlRrWxpbj/M+Xc9l5YWeXNb4e5gT4/mjXGxy8vuk2dyvB+AW4+f8jzwNU2rV+H2Ex/KeHqgp6NDtVLFuf3E54v2+TnJycmMmzKN1yFvWDB18idrHt24c4dnL/xp2bgRN+/eo3zpUujp6lKzcmVu3r33XeLLruf+Lzly8hS9unTi5p27FCvsiZmpKTWrVMHbx4eY2Nhs7+tp4GsiYmIZsGQdDSfMoOGEGdx7/pJ9l2/QcMIMUjK5XbiAvTIJHxQWnuk+j924i4GeLuULunHX7yUVPNyU14RnAe765fyaAGUS6eLN28ybMEbtungvNi6O4VNnoq+ry+RfBn3yQQuHTp/FUF+fyqVLcuvBIyqnXxfVy5X5outCCCGEEEKIH0VWJH2kXr16JCYmolAoqFtX/Wk6oaGheHt7s3LlSipXVj4W/vz58199zHbt2jF27Fhu3bqVoU5SUlISiYmJmdZJ0tbWJiW9qOvHOnTowMiRI1mwYAEPHz6k82ee+DRmzBiGDRum1vbO99EXfBIlw/Q/kl8GBuHt+4webVtnGJOWlsbMZasY0KUj+nq6pKSmkpys/CzvC9Vm9ofkl0pOSSY5OSVDQk1DQ4O01IwrwtLS0pi5dAUDunZCX0+X1NRUVVxfEl8xV0eWDlZ/4tucnQext7KgVdVyGBvo06CM+tz3nb+KXg1rUbagW4b9RUTHsOXUeWb17gRAamoayakf4ktNy35saWlpzF+3iXPXbzD/19HY5FZ/cla7nxrSsHpVtbauo36lf8d2VCxRLGNskZGs/3svi9JXNaWmppLyfm6TcxZbVlLT0khKTs7xdolJSSzYuoOx3TuhqaGhTOamr5hLTkkhNZPvwtd6n0QKeBXIoulTMTE2znJsQmIisxYv5feRI9DU1CQ1NZU03seX/NlabN9TWloa0+cvYFDvnujr6aVfs8mq2IAcxVfMxYGlA9WT9XN2H8Le0oJWVcpmWoTaN0hZoDyzGmIRMbFsOX2RWb3aq2JJTklNjy/nc5uWlsa8tRs5d/UG838bg23ujE+Ui4mNY/iUGeTKlYupI4d+chVnRGQk63btYfEk5aqm1DT135QfObdCCCGEEELklCSSPqKpqcmjR49U//0xMzMzLCwsWLFiBTY2Nvj7+zN69OivPuaQIUM4ePAgNWvW5I8//qBSpUoYGRlx/fp1pk+fzurVqylWrFiG7RwdHTl79iw///wzOjo6qtvwzMzMaN68OSNGjKBOnTrY2WVe0+M9HR0ddHTUa4fEZ/IHUWxcPK/Sn9gEEBQSwlO/5xgbGpLHypLTFy9jamxEHktLfP1fsmD1OiqXKU2ZYhmLGe8/cQpTYyMqli4JQOEC+Vn7104eeD/l8q3bONrbYZRJ8uxTMsQXrIzPyNAQaytLihXyYMn6TejoaGNtZcXtBw854nWGgV0zJtr2Hz+JqYkxlUqXSo+vAGv+2sF97ydcuZnz+PR1dHC0Vn+6la52Loz09VTtmf1xbGVqjLW5aYb25QdO0LxSWSxNlAXUPRzsOHXrPiXcnDl89TYeDp+e84/NXbuRkxcv8ecvg9HT0yU0IgJQ3pajo62NhalppgW281iYZ0g6ASzcsIU2DephZW4GgKe7G8fOX6RUEU/2nzqDp3vGxNinrNq9nzKeBcltbkZsfAKnrt7gzhMfpg1W3koX9i6SsMhIXoW8BeDZqyD0dXXIbW6G8T/maOOBo5T19MAtvc6Np6szy3fupW7Fsuw5fQ5Pl5wXBY+NiyMg/Sl1AIGvX/PE1xdjIyMszc0ZO3kK3j6+zJr0G6mpKYSGhQFgbGSktlIRYO2WrZQvXYr8ri4AFC7kweJVq2lUuzY79x2giEfBr4wtWBWbde7cvIuMIvhNCG9DlU87838ZAICFmRkW5uqrb/YdPoKZiQmVy5cDoEghD1Zv3MT9R4+4dO06Tg75MPpEIep/0tfRwTGP+vdHN1cujPR1ccxjRWBoOF53H1La3QVjfT38Xoew/NApPB3tVYXmP7b84EmaVyqNpfFH18TtB5RwdeTw9Tt4OOTNdmwAc1ev58SFy0wZMQT9TK6LmNg4fvlzBvGJifw6oA8xcXHEpK9SNDU2zpAIW7BuM20a1ccq/bwWdnfn2LkLlC7iyb4Tp/HMn7PrQgghhBDi/6VP3Ckj/n+RRNI/GGexYkBDQ4Nt27YxaNAgPD09yZ8/PwsWLMhxoex/0tHR4fjx48ydO5fly5czfPhw9PX1KViwoOpYmZk0aRK9e/fGxcWFhIQEtVpE3bt3Z8uWLZnenvelvH19GTThD9X7RWs3AlCvehXGDexHaHg4i9ZuIOzdOyxMzahXrTKdW7XIsJ+wiAg27vybpVMnqdo83Fxp81MjRv45HTMTY8b+o65Idjz29WXQ+A91fBau3QBA/epVGTeoPxN/GcLyTVuYNHcBkdHRWFtZ0atdW5rWrZ0hvg07/2bZtA+f1cPdlZ9/aszIydMwMzFh3KD+/Cg3njwjKDScER/VhmlcvhRPXwUxZMk68tvZ0r5m5Wzvb++JUwAM/mOaWvvo3t2pXzX7+wG4eucer4JDGNevl6qteZ2aeD/zo++ESRR0dqZL86Y52md4VBTT1m4m7N07DPT0cM5ry7TBfSjlUQCA/WcusOHAEdX4oTMXADCiSzvqVSiravd7FciZG7dYPn6kqq1KiaLc8X7K0BkLsLPOzbgenXIUG8DjJ0/pP2qM6v2CFasAaFCrJj06tOfcZeXtr536DVTbbvH0qZQo+qF2mu/z55w8e54NH9UZqlGpIrfu3qXP8JHks7Nj4ugROY9txKgPsS1foYytdi3Gj/iF85cvM3nWHFX/+CnK70D3Du3V6iKFhYezbus2Vsz7MLZQgfy0bdmcX379DTNTU8aP+CVHsX1OLk1Nbvm+YM/F68QnJWFlYkylQu78XC3jU+xuPH1GUFg4I1o2UrU1LltCeU0s30j+vDa0r14xR8ffc1x5XQyaOEWtfUzfntSvVpknfs956OMLQNvB6vPy18LZaknWq7fv8io4mF8H9Fa1Na9XC+9nfvT5dSIFXZzVaisJIYQQQgjx306R9i2rPYv/Chs3bmTo0KEEBgainYOi2e+FPLj1HaL6Nv7bH68Y9fj2jw4hS/oOmT8R7r9BcvS7Hx3CJ+nnc/3RIWQtk9vA/ptEXPX60SFkycCt0I8O4ZPyFCv7+UFCCCGEEP9PvHl090eH8F1YFSzy+UH/MrIi6V8kNjaWoKAgpk2bRu/evb8oiSSEEEIIIYQQQgiRlf/uf8oWOTJjxgwKFCiAtbU1Y8aM+fwGQgghhBBCCCHEf4BCofhXvv4XSSLpX+T3338nKSmJkydPYpiDwrdCCCGEEEIIIYQQ2SGJJCGEEEIIIYQQQgiRLZJIEkIIIYQQQgghhBDZIsW2hRBCCCGEEEII8X39lz+BW2SfzKQQQgghhBBCCCGEyBZJJAkhhBBCCCGEEEKIbJFEkhBCCCGEEEIIIYTIFqmRJIQQQgghhBBCiO9LQ/GjIxDfiKxIEkIIIYQQQgghhBDZIokkIYQQQgghhBBCCJEtkkgSQgghhBBCCCGEENkiNZKEEEIIIYQQQgjxXSkUso7l30JmUgghhBBCCCGEEEJki6xIEhlEm+f90SFkSePqiR8dwicFblvxo0PIUp65u350CFlSeP39o0P4pIcm+X50CFkqa2vxo0P4JE19wx8dQpbiAvx+dAif5PPw9o8OIUuu7Xr/6BCEEEIIIcQPIiuShBBCCCGEEEIIIUS2SCJJCCGEEEIIIYQQQmSL3NomhBBCCCGEEEKI70uh+NERiG9EViQJIYQQQgghhBBCiGyRRJIQQgghhBBCCCGEyBZJJAkhhBBCCCGEEEKIbJEaSUIIIYQQQgghhPi+FLKO5d9CZlIIIYQQQgghhBBCZIskkoQQQgghhBBCCCFEtkgiSQghhBBCCCGEEEJki9RIEkIIIYQQQgghxHelUCh+dAjiG5EVSf8PdOnShaZNm35yjJeXFwqFgoiIiP9ITEIIIYQQQgghhPjfIyuScmDZsmWMGDGC8PBwtLSUpy46OhozMzMqVqyIl5eXaqyXlxfVq1fHx8cHFxeXbxpHtWrVKFasGPPmzfum+82OC2fPcHDfXnyeeBMVGcmilWtwcXNTG3No/z68ThzH5+kT4mJj2bH/EIZGRqr+xMRE5s+czqUL5zE3N6f/kF8oXqqUqn/nti2EBAfTb/DQL4rxr9PnWXP4JE0rlaXvT/WIjI1j47HT3HzyjJCId5gY6lOhUAE616mOgZ4uAJGxccz6aw93fP3Ia2nBsFY/4ZrXRrXPRX8fxNrcjJZVK3z2+MYFi2L3UzsMnAqgY27Jw5mjCbt2Tm1MvtY9sK7ZGE0DI6Ie38Vn1SziXweo+rUMjHDuNgzzkhUhLZW3V7x4tnY+qQlxAOhYWePefzyGzvmJfubNk8V/kPDmtWp7j1EzCPY6ROgVr2yft4tnz3J4/158nj4hKjKSBStW4ez6YW6jIiPZvG4Nt65f501IMCamppSrWIkOXbtjYGioGjNn2hTu3b6NrV1eBo8YhYubu2ofS+fPJY+NLc1bt8lWTJu9LrHl7BW1NjsLM5b37wxAYnIyq46d5eyDJyQlp1DCxYF+DapjZmigjCcunjl7jnL3eQC2FqYMaVwbF5vcqn0tOXQKazMTmpcvme3z9E+HdmzjxsXzRIS+RVNLC3snFxr/3B7Hjz730d07eHDrBgHP/dDS0mLG2s1q+4iJjmLT4gU8eXCf3DY2tOszAHsnZ1X/9tXLschtTc3GTb44zhVr1rBq7Tq1Nod8+dixeRMAcxcu4uDhw+jq6TKgd2/q1amjGnfi9GkOHTnKnOnTvvj4n7Lt5FnWHDxOs8rl6dusAQCJSUks33cEr1v3SEpOoVR+Vwa2bIyZkfK7FhkTy8ytu7nj40deK3N+adMMVztb1T4X7tqPjYU5LatV/KrY/jp5jjWHTtC0cjn6Nq2vim3FvqN43b5PUnIKJfO7MLBFow+xxcYya+vf3PF5Tl5Lc4a1aYqr3Ue/J7sOYG1h9tWxAWw/f5X1J8/TpGxxetWrDkBQWASrj5/hgX+gMj5XR/rU/3BdJCUnM3//cS4/9sXMUJ9+DWtS3NlBtc9dF64R8i6Kvg1qfHV8QgghhBDi30dWJOVA9erViY6O5vr166q2c+fOYW1tzZUrV4iPj1e1nz59mnz58n3zJNKPFh8fR6HChenWq0+WYxLi4ylVpiw/t++Yaf/hA/t4+sSbuYuXUa/RT0yfPJG0tDQAXgcFcuTAfjr36PVF8Xm/fMXByzdwssmjaguLjCI0MpqejWqz/Je+DG/dlOvePszZuU81ZuvJs8QlJLB4cG+KODswb+d+Vd+jFwE89n9Fs8rlshWDpo4e0c99eLZ6dqb9eZu0x7Z+S3xWzuTO2J6kJMTjOW4OilzaqjHug35D396J+5OH8HDaSEwKFsO190hVv1OngSSGv+HWyC4kRoTi1HGAqs+yfE3S0tJylEQC5dx6FC5Ml569M+0PDX1LWGgo3fr0ZfHqdQwZOYYb164yf9YM1Zi/Nm8kLi6O+ctXUrhocRbOnqXqe/zwAd6PHtGkRcscxeVgZcHGYT1VrxldW6v6Vh49w9Unfoxp2ZBpnVsSFhXNn9sPfIjn3FXiEhNZ0KsdhR3sWHDgxId4AoLwfvWaJmWL5yief8ptY0urrj0ZM3MeQydOwcIqN4v/nEhU5DvVmOTkZIqVq0Cl2vUy3cfR3TuJj49j1LRZuHp4snXFElWf3xNvnvs8pXrDRl8VJ4CzkxOH9vyteq1cvAiAcxcucPTECRbMmc3Avn35c/oM1erG6Oholq5YychhX5bY/Rxv/wAOXrqG80fXLMCyvYe5/MCbXzv/zKz+3QiNjGLi2q2q/q0nzhCXkMCSYX0p4uLE3O17VX2Pnr/k8YsAmlUp/5WxveLg5etqvyfK2I5w+eETfu3Umln9uhIWGcWkdds+iu0scQmJLB7WmyKujszb8eG35tGLl8rfk6+MDeDJq9ccuXEXpzyWqrb4xCR+3bQLUDC1U0tmdWtDckoKk7buITX9d/bwjXv4BAYzu/vP1CtZhJm7Dn34DQ5/x5Gb9+hc8+uTXEIIIYQQ4t9JEkk5kD9/fmxsbDKsPGrSpAlOTk5cvnxZrb169eqkpqYydepUnJyc0NPTo2jRouzcuVM1LiUlhe7du6v68+fPz/z587OMoUuXLpw5c4b58+ejUChQKBQ8f/5c1X/jxg1KlSqFvr4+FSpUwNvb+5ueg5p16tG+c1eKlyyV5ZhmrVrTun0HCngUyrT/5YsXlKtQCQcnJxo3a867iAjevYsAYNGc2XTt3RcDA4McxxaXkMj0rbsZ0rIxRukrjQAcrXMzoVNrynnkx9bCnGKuTnSpV4MrD5+QkpKqjCnkLVWLemJnZUGDsiXxD3kLQHJKCgt2H2BQ80ZoamTvcgm/fRn/v1YSeu1spv15G7Tm5e71hF0/T6y/L08W/YG2mSUWpSsDoJfXAfPi5fFZNo1on4dEet/Fd81crCrUQttM+Qejfl4Hgr0OE/86gBCvQ+jldQRAU98Qh5974ptFEutTatSpS9tOXShWMvPVOY5Ozoyd+AdlK1TEJm9eipYoQaduPbh66SIpKcmAcm6rVK9BXnt76jVqxEv/F4AykbJ47hz6Dx2GpqZmjuLS0FBgbmigepno6wEQE5/AsVsP6FGnCkWd7HGzzcOQJnV4FBDE44AgZTxvw6hSKD95LcyoV6IwL9+GKeNJSWHRwZMMaFgz2/OalVKVqlCgSFEs81hjY5+PZp26Eh8XS+CLF6oxDVu3pUbDn7DN55DpPoJfBVCyQiVy2+alYs3aBL9Srk5LSU7mr1XL+LlHHzQ0cnbeMqOpqYmlhYXqZWpqCoDf8xeULFYMjwIFqFurFgYGBgQGKc/hwqVLadG0KdZ58nxiz18mLiGBaZt3MrR1UwzT5xUgJi6eI1du0rtJPYq7OeNun5dffm7Gw+f+PHr+EgD/4DdUK14Yu9yWNCxfCv+QN4Bybufv3MfgVj991dzGJSQwffMuhrT6CaN/xHb06i16/1SXYm7OuNnbMqxNUx4+f8mjF8rYXga/pWoxT+ysLGlQTj22BTsPMKhl9n9PsowvMZGZuw8xsHFtDHU//N49fPmKkIhIhjWti2MeKxzzWDGsaT2eBgZzx89fGd/bMMrmd8EhtyWNShflXWwckbHK1Y6LD56ga63K6OvofFV8QgghhBAZaGj8O1//g/43P/VXqF69OqdPn1a9P336NNWqVaNq1aqq9ri4OK5cuUL16tWZOnUqGzZsYNmyZTx48IChQ4fSoUMHzpw5A0Bqaip2dnbs2LGDhw8fMmHCBMaOHcv27dszPf78+fMpX748PXv2JCgoiKCgIOzt7VX948aNY/bs2Vy/fh0tLS26dev2Hc/Gl3F2ceXBvbskJCRw4+oVzC0sMDEx5dTxY2hra1OxcpUv2u+iPYcoU8CNEm7Onx0bE5eAvq4OmprKS8DZNg+3ff1ISUnl+hNf1eqI7V4XKOLiiLu97ad2l206uW3RNrMk4u6HVW0pcTFE+TzE2N0TAGN3T5KjI4l+9lg1JuLedUhLxcjVQxn/Cx9Mi5QChQLTomWI9fcBwKljf4KO7iYxNOSbxPs5MTEx6Ovro6mpvNXTycWVu7dukpKSzM1r13B0Vs7Frm1bKVy0GG75C+T4GIFhEXScs5JuC9Ywc/dhQt5FAuATFEJyairFnD98/+0tzbEyMeJReiLJKY8ld56/JCU1lZu+z3HKrUzE7bx4gyKOdrjZftvkSHJyEhdPHkNPX5+8Do7Z3i6vgyNP7t8jJSWFR3duqxJOJ/b9jZuHJ/lcXL9JfC8DAmjQtBlNW7dh/KRJvA4OBsDN1ZVH3t5ERkXxyNubhIQE7OzsuH33Lo+fPKVNyxbf5Pj/tHDXAcoUdKeEu/rKzScBgSSnpKi158tjRW4zEx6mJ2ucba25/fQZKSkpXH/sg7ONNQDbT52jqIsT7vZ5vyq2RbsPUsbDLUNsT9NjK+7+4XfmfWzvk1zOtnm47eOnjM3b58Pvyenz6b8nXxcbwNJDpyjt5qx2SxpAUnIKALk+Sthqa2miUCh46P9KGV8eKx76vyIhKYmbvi8wNzTAWF+P03cfoa2lRYWC6rcrCyGEEEII8TGpkZRD1atXZ8iQISQnJxMXF8etW7eoWrUqSUlJLFu2DIBLly6RkJBAtWrV8PDw4MSJE5Qvr7yNwdnZmfPnz7N8+XKqVq1Krly5mDhxomr/Tk5OXLp0ie3bt9O6desMxzcxMUFbWxt9fX2sra0z9P/5559UrVoVgNGjR9OwYUPi4+PR/ehfrH+0Og0a4vfMl96dO2JsYsKY3yYRHRXFxrWrmTFvAetXreTMqZPY5LVl6MgxWFpZfXafXrfv4/MqiIUDe3527LuYWLacPEv9siVUbW2qVWLB3wfpMn0BecxMGdrqJ169CeXEjTvM69+d+bsOcPOpL252tgxt0VhVWymntE3NAUh8F6bWnvgujFymFgDkMrUgMTJCfcPUFJKio8iVvr3fhkW49hpJqcU7iX3hi8+KGRgXLIqBgxvPNy0h/9BJGDkXIPzuNZ6tmUta+oqhb+nduwi2bdxAvUaNVW2t2rZjybw59GjfjjzW1gwePopXAQGcPHaEWQuXsGjubG5dv4abe34G/jJCVVspK/nzWjO0SR3sLMwIi4phy9krjFy3gyV9OhIeHYOWpqbaagwAMwN9wqNjlPFULM3iQ6fovnAteUyMGfxTbV6FhnPyzkNmd2vDooMnuen7AjfbPAxqVAsD3S9bhXH/xjXWzp9DUmICxqZm9B/3O4bGxtnevnbT5vy1ajkTB/XFwsqKdn0GEBIUyJWzp/nlj2lsW7mUx3fvkM/Zhba9+6Gnn/MVe54eHkwYOwYH+3y8DQ1l1bq19Oo/gK0b1lO+bBnq1alNl5690NHRZsK4sejp6jJ99mwmjB3Lrj172L5rN6YmJowZOQIXJ6ccH/+fTt+6i09AIIuGZrxNNjwyilyamhjq6am1mxkaEh4ZBcDPNauwYOc+Ok+ZSx4zM4a1acqrN6Ecv36b+YN6MX/HPm54++Bub8vQ1k1zdM163bqHT0AQC4dkvMU2LCo609hMDQ0Ji4oGoE2NyizYdYAuU+crf09aN1H+nly7w7xBPZi/cz83vX1xs7dlaKufcvx7cub+Y3yCgpnXs32GvgJ2Nuhq52LtiXN0qlkJ0mDtiXOkpqURFqW8LmoXL4Rf8Bv6LlmPsb4eo1s1Ijo+nk1eF5nWuTUbTl3g7P3H2JibMvinOlgaG2U4jhBCCCGE+N8liaQcqlatGjExMVy7do3w8HDc3d2xsrKiatWqdO3alfj4eLy8vHB2diY6OprY2Fhq166tto/ExESKF/9Ql2Xx4sWsWbMGf39/4uLiSExMpFixYl8UX5EiRVT/bWOjLO4aEhJCvnz5Mh2fkJBAQkJChjYdHR1OHT+mVuPmjxkz8SxS9Ivi+piWlhb9hwxTa5szbQpNmrfE9+lTLp0/x5LVa9mxbQvLFs7n10mTP7m/kIh3LN13hKk9O6Kd69Nf6Zj4BMav2UK+PFZ0rF1N1W6gp8uYduqrLkYuX0+PhrU5deser8PCWT1iAPN27mfTiTP0blw3Zx/6G0sMf8vD6R9qJim0clFo3FyeLJ6MfYsupMTFcmNIWwqNnYN17aYEHdmptv3pE8dZPOfD7W+/T5ueo7mNjYlh4pjR5HN0oF3nrqp2A0NDRvw6QW3s2GFD6Na7L14njxMcGMjy9ZtYOHsmWzeup0ff/p88Tim3DwkLpzxW5Lezpuv8NZx7+AQdrc//fBno6jCyeX21tjEbdtKtdmW87j3mdfg7VvTvzIIDJ9h69go96nx6Ndy1c2fYtnKZ6n3fMeNxLeiBW6HCjJ4xh+jISC6eOs6aebMY/ud0jExMPxsjgJ6+AV0GqV8TCyaNp2n7zlw7f5bQkGDGz13ElhVLOLxzO807dc1iT1mrUO5DjS83Vxc8PQryU6vWnDh1iiaNGtGrWzd6fbSCceXatZQuWQotTS3WbNjI1nXrOH/xIhMn/8mG1atyfPyPhYS/Y+nfh5jWpwvauXJ90T4M9HQZ01E92T5iyRp6Nq7LyRt3CAoNY82YwczdvpdNx07Tu0n9LPaUSWx7DjO1d6evi62Dei2wkUvX0aNxHU7dvMvr0HBWjx7IvO372HTci94/ZV47KzNv3kWx4ogXkzu2QDuTa8DEQJ8xrRqx+OBJ9l25hUKhoGrhArjY5EYj/ZG7Wpqa9GtYU227uXuP8lOZ4vi+DuHyYx8W9enEzgvXWH7kNONa//QFZ0EIIYQQQvxbSSIph1xdXbGzs+P06dOEh4erVv/Y2tpib2/PxYsXOX36NDVq1CA6Wvmv0wcPHiRvXvVbGXTS609s27aN4cOHM3v2bMqXL4+RkREzZ87kyhX1J1VlV66P/vBRpP/RkJqamuX4qVOnqq2IAhg0bDiDh4+gXMVKFCjooWq3yMbKoC9x59ZNXjx/zuARo1i9bAmly5VDV0+PKtVqMOLvAZ/d3icgiIjoGPrPX65qS01N457fC/ZdvMqBKb+iqaFBbHwC41ZvQk9Hm986tUHrE7V6jl67haGeLhUKFWDShr+oUKgAWpqaVC7iwYZjXl/8WRMjlCuRtE3MSYoIVbVrm5gT8/wpAEkRoWgbm6pvqKFJLkMjkiLUVzK9Z9+sExF3rxLj541J71G8+GslaSkphF49g4lnyQyJpLIVKpK/YEHVewvL7M9tbGwsE0aNQE9fn3GTJqueYJiZ44cPYWBoSLmKlfhzwq+Uq1QJLS0tKlWtxqa1a7J9zPcMdXXJa2FGUFgExZ0dSE5JITo+Xm1VUnhMrOrpVBniuf0AA10dyud3YfL2/ZTL74KWpiaVCrqz6cylzx6/cKkyak9jMzFXrhDT0dXFytoGK2sbnNzzM2lwPy6dOkmdZl92S9jl0yfR0zegSOmyrJw1jcKlyqKppUXxchU4tH3r53eQDUZGRuSztycg4FWGvucvXnDk2DE2rl7N/kOHKF60KGZmptSqUZ0/pk0jJjYWA339Lz7204BXRETH0G/OUlVbamoq9569YO+FK0zt1YmklBSi4+LUVv6ER0djlsXqmKNXbyqvWc+CTFy7hQqFC6KlqUmVooVYf+RUtmPzCQhU/p7M/fj3RBnbvgtXmdKzY6axRURHY26U+Qq7o1fTf088CzBp3TYqeKb/nhQtxIaj2Y8NwCcomIiYWAYt3/QhvrQ07r8IYP/V2+z5dTAlXBxZPag772Lj0NRQYKirS/tZy7AuZJLpPu/4+eMf8pZBjWuz5vhZSrk5oaudi8qF3Dmw7naO4hNCCCGEEP9+kkj6AtWrV8fLy4vw8HBGjBihaq9SpQqHDx/m6tWr9O3bFw8PD3R0dPD391clnP7pwoULVKhQgX79+qnafH19P3l8bW1tUlJSvslnGTNmDMOGqa+EeBWmfNqUvr4++l/xx2J2JCYksHjeHEb+OgFNTU1SU1NVTw9KTk4mNSXrJNh7xVydWD6sr1rb7O17sc9tSetqFdHU0CAmPoFxqzaRS0uTiV3afnLlUkR0DJtPnGVOP+Wqj5TUNJJTlec7JSX1k4m5z0kICSQx/C2mhUsS80KZONLU08fI1YOgY38DEPnkPlqGxhg45SfGT1ks3dSzJCg0iPJ5mGGfenkdsKpUm1sjuwCg0NBAkZ4kU2hqocikANyXzm1sTAzjRw0nVy5txk+egrZ21reCvYuIYNvG9Uyfr3wyWGpqKsnp9VuSk5O/6DzGJSYSFBZBjcIFcLXJjZaGBnf8XlIxvaZLwNsw3ryLouBHj1pXxRMTy9azV5jRpXV6PGmkpMeQkpqSrXh09fTQ/cctTZlJS0slOTkpJx9NJSryHYd3bWfopCmqfaWm35qYkpK9OLMjNjaWV69eYVm3jlp7WloaU2fOYsiAAejr65OSkkpysvL47/9v6lf+/hR3c2H5CPUk8extfyuv2RqVyW1qgpamJreePKNyUWXR/pchbwgJf4eHg32G/UVEx7Dp2GnmDlDe2pqamqYqpJ+cw3NWzM2Z5cP7qbXN/muPMrbqlbB6H9tTPyoX8UiP7S0h4e8o6Jh5bJuPezFnQHcAUlJTSU55/3uSQmpqWrZjAyjqlI/FfTuptc3bexQ7S3NaViytVsT7fWH6O37+vIuJpWz+jE8RTUxOZumhU4xo3gBNDQ1SU9NIS0s/d6mpOY5PCCGEECIr7xc6iP//JJH0BapXr07//v1JSkpSSxBVrVqVAQMGkJiYSPXq1TEyMmL48OEMHTqU1NRUKlWqxLt377hw4QLGxsZ07twZNzc3NmzYwNGjR3FycmLjxo1cu3YNp0/UIHF0dOTKlSs8f/4cQ0NDzNNXRXwJHR0d1eqo997GxGc5PioykpDgYEJDlU81C3ipfAqQmbk55hbKGj9hoaGEh4URmP7kqed+z9DT0yd3njwY/aNuzJaN6yldtjyu6as8PDwLs3rZEurUb8D+v3fhUdjzs59BX1cHR+vcam262rkw0tfD0To3MfEJjF21kYTEJEa2bUNsQgKx6bfzmRjoZ3h60rJ9R2lRpTyWJspYCznac/LGXUq6uXDoyg0KZfLH4sc0dPTQs7b7EEtuWwwc3EiOjiQhNJhXh7Zj37wzcUEBxIcE4vBzTxLD3xJ67RwAca9eEHbrEm69R+GzciYKLS1cug3lzcUTJIa/zXA8116jeLZ+AakJynmL9L6Hdc2fiAt6Se4q9Xhz4USGbTITFRnJm5BgQt8qV0oFvFQWDjYzN8fM3EKZRBo5nISEeIaP+ZW42BjiYpU1V4xNTDM8jW3F4oU0bdVGVeOqoKcnp48fo0SpUhw5sB8Pz8/P7apjZynr7kxuUyNCo2LY7HUZDQ0Nqnrmx0BXhzrFC7Hy2FkMdXXR19Fm2REvCtjZUCCTRNKKo2doVq4ElsbKVSMe9racuvuI4s4OHLl5H48vKKieEB/P0b93UrhkaUzMzIiOiuLc0UNEhIVRvFwF1biwt2+IjY4m/O0bUlNTCXjuB4CVtTU6uuqJqd3r1lCjURNMzZXXk7N7Qa6eO0OBIsW4eOIYzl9QsBxg/uLFVK5QEWvrPLx9+5YVa9aioaFBnZq11Mbt3X8AM1NTKldUPv69aGFPVq5dy70HD7h0+QpOjo4YGX1dzRx9XR2cbNQLnetq58JYX1/VXq9sCZbvO4yRvh76ujos+fsgHo72mSZrlu45RMuqFbE0Tb9mnfJx4vptSuZ34dCl6xRyyvzW3qxic8wQmzZG+vqq9rplirNi3xGM9PUw0NFh8d+HKOhgT8FMklzL9hymRdUKH/2e5FP+nuR35dDlz/+eZIhPRxvH9KLxqvhy5cJYT1fVfvzWfeytzDHR1+dRQCArjnjRtFxJ7Cwz/v+KrWcuU8rNCRcb5W+oRz5bVh8/S+3ihThw9TYF832bBw0IIYQQQoh/D0kkfYHq1asTFxdHgQIFyPPRI7GrVq1KVFQU+fPnV9Un+uOPP7CysmLq1Kk8e/YMU1NTSpQowdixYwHo3bs3t27dok2bNigUCtq2bUu/fv04fPhwlscfPnw4nTt3xsPDg7i4OPz8/L7vB/7I5QvnmTN9qur9tEm/A9C+c1c6dFXWVzm0by+b169VjRkxSLnyYNioMdSu30DV/vzZM86dPs3iVR9ucapUtRp3b99i+KAB2NnnY9Q/6u18CZ9XQTxOf1pR1+kL1frWjx6Mtbmp6v11bx8CQ8MY+XMzVdtPFcrwJCCQwYtW4W6flw4f1VbKjJFLAQr/vkj13rnzIACCvQ7xdMmfvNq7GU0dPVx7j0RL35DIx3e5P+UX0pISVds8WTAR5+7D8JywANJSCb3ihe+a/2PvrsOjuL4Gjn/jLkSIB6Ikwd2t0EKRAsXd3R0Kxd3d3SlSKO7uLoWEuAskhJAQT94/li6kSSDYL23f83mefXh25t6ZszO7Q/bsvWcWZduXZd0mpL6K4eXdq8plQXvWU2TQJEpOX8vLB9cJP7Hvo8cI4MbVKyyaM0v5fM5UxZTHtp260L5LV3y8n+H1VDEiqmfHdln6rt+xCwvLd8mbO7duEh4ayvCx45TLGjX9GR8vL4b174urmzttO3X5aEzRr+OZs/8YcYlJGOnqUNTemgXdWmOkpxhN1bNeTVRUVJix5zCp6emUcSpEvwbfZdvOHZ8AwmJiGd7sXS2aRhVK4h0eybD1u3C1saBdzUrZ+n2MqqoqkaEh3LxwjoTXcegaGFDIyZkhk6ZjZfcueXHkt53cvPDubo+zRytGAQ6aMBWXou8Sak/v3+N5ZDgdBwxWLqtRvwFBfj7MHz8aeycXfmzR+pPjBIiKes74yZN5FRdHAWNjShYvzobVqyhQwFjZJjomho1bt7Ju5QrlsqIeHrRv3Zqho0ZjUsCYiW+vXd9anyY/oqKiwtRNu0hJT6NcEWcGNm+crd1tT2/CXsQw+r0aZz9Vq8iz4FAGLVpDEXsbOvxQ+yvHVh9VFRWmbtpN6tvYBvzcMIfY3l5P2v38XmxvryeL1+Jqb0OHH2p91dgAQqJfsunMZeITkyhobEjr6hVpWqlMtnYBUS+4/OQZS3t3VC6r6uHKw4AQRm3cja1pAUY2b5CtnxBCCCGE+P9NJfOveURCvOUX/r+5dfznUL2Zt9E1+SVk+/L8DiFXFgvzllDKDyrnf8/vED7Ir2jOU1P/CSpam+Z3CB8Ue+tCfoeQq7+mcP1TpcW9yu8QcuXcrnd+hyCEEEKIf5mXQf+7ARD/SwXsv/yOxv82MiJJCCGEEEIIIYQQ35bUSPrPyF6FVwghhBBCCCGEEEKIHEgiSQghhBBCCCGEEELkiSSShBBCCCGEEEIIIUSeSI0kIYQQQgghhBBCfFsqMo7lv0LOpBBCCCGEEEIIIYTIE0kkCSGEEEIIIYQQQog8kUSSEEIIIYQQQgghhMgTqZEkhBBCCCGEEEKIb0pFVSW/QxBfiYxIEkIIIYQQQgghhBB5IokkIYQQQgghhBBCCJEnkkgSQgghhBBCCCGEEHkiNZKEEEIIIYQQQgjxbanIOJb/CjmTQgghhBBCCCGEECJPJJEkhBBCCCGEEEIIIfJEpraJbExU0vI7hFzFpCTldwj/WpYGuvkdQq5emlvldwgf9CgoIr9DyFWxN//c2ABUtf+577vUmKj8DuGDDIuXz+8QcuW7c01+h/BBTm175XcIQgghhBD/WTIiSQghhBBCCCGEEELkiYxIEkIIIYQQQgghxLelopLfEYivREYkCSGEEEIIIYQQQog8kUSSEEIIIYQQQgghhMgTSSQJIYQQQgghhBBCiDyRGklCCCGEEEIIIYT4plRUZBzLf4WcSSGEEEIIIYQQQgiRJ5JIEkIIIYQQQgghhBB5IokkIYQQQgghhBBCCJEnUiNJCCGEEEIIIYQQ35aKSn5HIL4SGZEkhBBCCCGEEEIIIfJEEklCCCGEEEIIIYQQIk8kkSSEEEIIIYQQQggh8uQ/UyMpIiKC6dOnc+TIEUJDQylYsCClSpViyJAh1KlTJ7/D+0+Kev6c5avXcPXGTZKTkrC1seHXMaNxdysCwLZdu9m2cxcAHdu1pX3rVsq+j588Yc7CRWxYuRJ1dbWvGtdvF66z8dQFmlQuS5+GdZXLnwaFsvnURTxDwlFVVcHJsiDTurRCS0ODlLQ0Fv9+nGue3pjo69G/8Q+Udi6s7Lv30g2iXsXRr9H3H92/oXtJbH9qh56DG1omZjyZO4aYW5eytLFv1QPLOo1R0zPgtedDfNbNIykiRLleXc8Ax27DMClbFTIzeHHjPH4bF5ORnAiAlrklrv1/Rd+xCPF+XjxbPpXk5xHK/h6j5xB5/ijRN85/8vG7e/cuW7du5amnJy9evGDe3LnUqlVLuX7r1q1s2boVgM6dOtGhQwflusePHzNr9mw2bdyIuvqXX14OXbrGocvXiYx5CUAhSws61K9DhaJuRETH0HHS7Bz7je/WnpqlSxCX8Ia5237j/jNfbAqaMaJdC5ztbJTtlvx2ACtTE1rWqfHZMZ7ftZlnd65nWWbr6kGDngOzLAt6+og7p44SEx6KmoY6Vo6u1OvSB4CkNwmc37WZMN9nGJmZU7NVJ8xs7JR9L+/fiaGpOSVq1iWvth8+zqU79wmKiEBLQ4Oizk70atkUeytLZZvQqOes2r2PR898SU1Lo3xxDwa1b42JkSEAKampzNu4jSv3HmJiZMiQjm0oW9Rd2X/XsZNERb9kUIfWeT9gwB8Xr3Lo4lUiY2IAKGRlSccG31PhvW0DZGZm8svyddx64snkXl2oWqo4AHEJb5izeSf3vX2wMTdjRMfWuNjZKvst2bUPKzNTWtat9Ulx5SS/ryd/t3X/AS7euEVgaBhampoUK+JK3w5tsbexVrZJTklh+eZtnLlyjdS0VCqULMmwnl0xMTYGIO51PNOXreTen39ia2nJmH69cXV0UPZfsHYD1hYFafNTo08/YO/57dINNp25TJOKZej9Y20AYl4nsP7UBe77BvImJQVbUxNa16hINQ9XAFLT0lj0x0mue/pSQF+P/g3rUNqpkHKbe6/c4vmrOPo2kP/XhRBCiH8bFVWpkfRf8Z8YkRQQEEDZsmU5e/Ysc+fO5dGjRxw/fpzatWvTv3///A7vq0hNTc3vELKIe/2aXgMGoqamzqI5s9i1ZROD+vfFwEAfAG9fX9Zs2Mi0ib8ydcJ4Vq9bj4+vHwBpaenMnr+QMcOGffUkkldIOEdv3cfB0jzL8qdBoYzf/BtlnB1Y3KcjS/p0onGlMqi8Lfh27NYDvMMiWNirA/XLl2T2nkNkZmYCEBETy/HbD+hcN2/JBjUtHeIDfPBbPz/H9TZN2mP9Ywt81s7lwS89SU9Ooti4BahoaCrbuA6aiK6dA4+nDeHJrFEYuZfCufco5XqHTgNJefmce6O6kBIbjUPHAcp1ZpXrkJmZ+VlJJIDExERcXF0ZPWpUtnXe3t6sWr2aGdOnM33aNFauWoWPjw8AaWlpzJg5k7FjxnyVJBKAmbER3X/6keUjB7F85EBKuToxce0WAsIjMC9gzO7p47M8OjX4Hh0tTSp4KJKZO06c5U1SMitHD6KksyMLdu5TbvuJfyCeAUH8XLvaF8dpV8SDDr/OUj7qtO+WZb3fw7uc27mJIuUr03zYOJr0H4lz6fLK9ffOHCM1OYmfh4zFysmVi3u3KddFBvoRFRxAserffVJMD7y8aVqnJsvHj2LuiMGkpaczav5SEpOTAUhMTmbUvCWooMKCUUNY+ssI0tLSGbd4BRkZGQAcvnCZZ4FBLBs/kkY1qzFt9Qbl5yL8+QuOXLhC9+Y/ffLxMjc2okfThqwYM5QVo4dS2tWZCas2EhAWkaXdvrMXc6zJuOP4ad4kJ7NqzDBKujqzcPse5Trlef3u85ODf/knXE/+7v6TpzSr/wOrZ05h4YRfSEtPY9jUmSQmJSnbLN20WMiSTwABAABJREFUlSt37jJl+GCWTp7Ai5cvGTd3oXL9lv2/8yYxkXVzZlKqqAdzVq1VrvvzmTdPvH1o2bDBZ8X3l2ehERy78xAHi6zHbv7vxwh98ZIJbZuyom9nqri7MGvPYXzDIwE4duchPmGRLOjRlh/LFmfOviPvjt3LVxy/84jO3335Z1YIIYQQQny+/0QiqV+/fqioqHDz5k2aN2+Oq6srRYsWZdiwYVy/rhgpEBQURJMmTdDX18fQ0JBWrVoRGRmp3MakSZMoVaoUGzZswN7eHn19ffr160d6ejpz5szB0tKSggULMn369Cz7VlFRYfXq1TRq1AhdXV3c3d25du0aPj4+1KpVCz09PapUqYKvr2+WfgcPHqRMmTJoa2vj6OjI5MmTSUtLy7LdlStX8tNPP6Gnp6fc76FDhyhfvjza2tqYmZnRrFkzZZ/k5GRGjBiBjY0Nenp6VKxYkfPnz3/tww3A1h07KWhekAljR1PU3R1rKysqlS+PrY1itEdgYBDOTo6UK1OG8mXL4uzkSGBQEADbdu2iVMkSeLi7fdWYEpNTmLvnEIOb1kdfWzvLutVHz9Ckclla1axEIQtzbM1NqVHcHc23CY/g59FUcnOmkIU5jSuW4VXCG169UYz+WXboJF3r1UJPWytPcby8f52g3WuJvnUxx/U2DVoRvH8zMbcv8ybIl2fLpqJZwAzT8tUB0LEphEnpyvismkW8zxPivB7iu2Eh5lXqolnADABdm0JEnj9GUkQIUeePomNTGAA1XX0KtemJby5JrLyoWrUq/fr2pXbt2tnWBQQE4OLiQvny5alQoQLOzs4EBAQAipFKZUqXpmjRop+977+rXNyDikXdsC1ohm1Bc7o1ro+OliZPA4JQU1XFxNAgy+PKwz+pWboEOlqKcxUUGUWtsiWxLWhOg6oVCI6MAiAtPZ3Fu39ncJufUVP98sugqroGuoZGyoeWrp5yXUZ6Otf+2EPFRj/jUbkGxuYWFLCwwqlkWWWb2KgInEqVw9jcAveK1YiNjFD2vbxvJ9V/bofqJ8Y5Z/hA6lerjIONNc72tozp3onI6BieBSg+h4+9fYl4Ec3oHp1wtLPB0c6GMT064xUQxL2nXgAEhkVQpVQJHGysaVqnJrGv43n1Oh6AhVt20qtlM/R0dD75eFUuUZSKxdyxLWiOrYU53Zo0UJxX/0BlG5/gUPaeucCIHEY7BUVEUrtsKWwtzGlYtRJBEe+d1517Gdy2xRef13/K9eTv5o8fS4PaNXGws8O5cCF+6d+XyBcv8PLzByA+4Q1Hzp5jQOeOlC1ejCJOjozt35vHXs/485k3AIEhYdSpWhl7ayt++r4OgaFhgCIZPG/Nekb06o6a2ucfv8TkFObsO8qgxj+g/7fX+TQ4jMYVS1PE1gorE2Pa1qyEnrYW3mGK/4+Dn8dQqYgThQqa0ahCKV69SSTu7bFbfvg03b6vju5nHjshhBBCCPF1/OsTSTExMRw/fpz+/fujp6eXbb2xsTEZGRk0adKEmJgYLly4wKlTp/Dz86N166xfUHx9fTl27BjHjx9n586drF+/noYNGxISEsKFCxeYPXs248eP58aNG1n6TZ06lU6dOnH//n3c3Nxo164dvXv3ZuzYsdy+fZvMzEwGDHg3YuTSpUt06tSJwYMH8+TJE1avXs2mTZuyJakmTZpEs2bNePToEd26dePIkSM0a9aMBg0acO/ePc6cOUOFChWU7QcMGMC1a9fYtWsXDx8+pGXLltSvXx9vb++vcaizuHjlKu5uRRg7YRL1mzSjY/eeHDh0WLneydGR4OAQIiIjCY+IICg4BEcHB0JCQzl87Dh9enT/6jEtP3SK8kWcskwhAYiNT8ArJBwjPT2Grd5K25lLGbluB48D3k0lc7QsyJ+BISSnpnLH2x8TA32MdHU4e/9PNNXVqfp22sWX0ipojWYBM2If3lYuS09M4LXPEwxdiwFg6FqMtPg44v08372GR7chMwMDZw8AEgJ9MC5RDlRUMC5ZgTdBilFBDh37E35iPynRUV8l3r9zdnYmKCiIiIgIwsPDCQoKwsnJiZCQEA4dPkzfvn2/yX4B0jMyOHfnPkkpKXgULpRt/bOgEHxDwqhf+d1IHycbK+4/8yE9PZ07T5/hYG0FwO7TFyjp4kgRe9ts2/kc4b7P2DJpJLvnTOTSvh0kJcQr170IDSbhVSwqKirsWzidrVNGc2zdUmIiQpVtTK1sCfPxIiM9nZBnTzCxUiRk758/iZWTC+Z22V/vp0pIVHwZN9TTBRRTiFBRQeO90WOaGuqoqKjwyFuR+Hays+WRty/JKSncevwEU2MjjAz0OXXtJpoaGlQvW+qL40rPyODc7XuK8+qoeJ1JKSnM2Lidga1/Vk6ze5+jjTX33p7X20+9cLB5e15PnqOkixNFCtll6/Op/g3XE4CEN28AMNRXjAb18vMjLS2dciWKKdsUsrHBwsyMx16K/wucCttz9/GfpKWnc/P+A5wK2QOw4+AhShd1x83Z6YtiWnH0DBVcHbJMSfuLu501Fx978fpNIhkZmVx45ElKWholCivOmYOlOX8GhSqOnU8AJvp6GOrqcO7hUzTU1aji7vJFsQkhhBBCiC/3r6+R5OPjQ2ZmJm5uuY9uOXPmDI8ePcLf3x87O8Ufq1u2bKFo0aLcunWL8uUVXzwzMjLYsGEDBgYGeHh4ULt2bby8vDh69CiqqqoUKVKE2bNnc+7cOSpWrKjcfteuXWnVSlH/Z/To0VSuXJlff/2VevXqATB48GC6du2qbD958mTGjBlD586dAXB0dGTq1KmMGjWKiRMnKtu1a9cuS782bdrQpk0bJk+erFxWsmRJQDHiauPGjQQFBWFtraiVMWLECI4fP87GjRuZMWPGZxzd3IWFh7H/4EHatmxJlw7teeLpyYIlS9HQUKdh/fo4FC5E3549GDh8JAD9evXEoXAhBgwbzsA+vbl+8xbrNm1CXU2dYYMGUPrt6/hc5x8+wTc8gsV9OmdbF/4yFoDtZy/To35tHK0sOHP/MWM37mLVwG7YmJnwQ9ni+EdG0Xvxegz1dBjbugnxiUlsPXOZOd3bsvnURS48eoqViTFDf26AmaHBZ8WpaWwCQMqrmCzLU17FoGFsCoCGsSkpcbFZO2akkxr/Go23/f23LMO51yjKLd/Lm0BffNbMwdC9JHqFXAjYtoIiQ6dg4OjGy4e38NuwkMz0NL4GBwcH+vXrR7+3U0b79++vXDZo4ECuXb/OmjVrUFdXZ8Tw4ZQpU+aL9+kfFs6g+StISUtDR0uTiT06UcjKIlu749duYW9ZkKKOhZXL2nxfi8W7D9Bp8hwsTAswvF0LQqJecOrGHZYM78eiXfu54+mNq70Nw9o2/6zRNbZuHhQuXgpDEzPiop9z89hBjq1fRpMBo1BVVSUu5jkAd04eoVLj5hiYmPLwwmkOrVxI69GT0dbVo1Ttelzav4NdsyZgYGJKzVYdefU8Cu/b12kyYCSX9u0g5NkTzG0LUaNFBzQ/Mc6MjAyW7dxDMRcnHGwVSSoPRwd0tDRZs+d3ejRvSiaZrN1zgIyMDKJjXwHQoHoV/EJC6DJuCkb6+kzs24PXCW/Y9PshFo4eyvp9Bzl78w7W5maM6t4J8wLGeY7JLzScQfOWkJKqOK+TenWl0Nv6TSv3HqSoYyGqliyWY9829b5j8c59dJw4E0uTAozo0IqQqOecvHGLJSMGsWjHXm4/9cK1kB3D2rdE/xOP17/lepKRkcGSjVso7lYER3vF/20xsa/QUFfH4G8/rJgYGxETq4i9Q9MmzF+7njb9h2BZ0IzRfXsRHB7OsfMXWTVjCvNWr+Pmg0e4OTkwqk8v9N8mH/PiwiNPfMKjWNyzfY7rx7ZsxKy9h2k9ZwVqqqpoaajza+smWJsWAOCH0sXwj3xOn+WbMNTVYWzLRopjd+4Ks7u0YvOZy1x87IWViRFDmtT77GMnhBBCiHyg8q8fxyLe+tcnkv6qnfAhT58+xc7OTplEAvDw8MDY2JinT58qE0mFCxfGwODdH6UWFhaoqallmVJiYWFBVFTW0R4lSpTIsh6gePHiWZYlJSURFxeHoaEhDx484MqVK1lGIKWnp5OUlMSbN2/Q1VX80V6uXLks+7l//z49e/bM8TU+evSI9PR0XF2z/tKdnJyMqalprscmOTmZ5Lc1U95fpqX14akDGRmZuBcpQr9einiKuLrg5+/P/oOHaFi/PgA/N/mJn5u8q59y5PhxdHV0KVbUg1YdO7Fx9Sqiop4zfvJUft+1A01NzRz39THPY+NYfeQMM7q2RlMj+1v6r/dIg/Kl+KGs4lw5W1tw3zeQk3cf0fWHmqirqdG/8Q/Q+F2/BfuO0KRyWXzDI7n21JsVA7qy59INVh0+zfh2zbLt538p5eULnsx+V8NIRV2DouMW8mz5NOyadyE98Q13hrSl6C8LsPy+KeHH9361fbdo3pwWzZsrnx8+fBhdPT2KFy9O8xYt2LJ5M1FRUfwybhx/HDz42ef1L7YFzVk1ZjAJiUlcuv+Iudt+Y/6g3lmSSckpqZy9c5/29bIW4NXT0eGXLm2zLBu5ZA29mjbgzK37hEfHsPHXESzYsY+tx87Q5+cPFxf2vnuTS/t2KJ//2L0/zqXejYAysbLBxMqGXbMmEO77DBsXN3j7/itdpz6OJRSJtVqtO7F92i/4PbiLR+XqaOroUKd91lF6h1ctpGLDn/G5d5O46Be0HjWZi3u2cef0ESo3bvEJRxAWb9uFf0gYS38ZoVxmbGjAxH49WbRlJ/tPn0dFRYU6FcvhUsgO1beFENXV1RjSMevxm71+C83q1sY7KJjL9x6wbso4dh09ydLtu5kyoHeeY7KzMGf12OEkJCVy8e5D5mzZyYKh/Qh9/oL7Xj6sGjss1776OjqM69Yhy7IRi1bSq1ljzt66S/iLaDZNGsOC7b+x7egp+nxCHad/0/VkwbqN+AcHs3zapE/qp6+ny8QhWYvBD540lX4d23Pq4hXCIqPYsWQ+s1etZdPefQzo3DFP233+Ko7Vx88xvWOLHI8dwNZzV4hPSmZGpxYY6upwzdOHmXsOM6dbaxwszBXHrmHWovILDhznp4pl8A2P4rqnD8v7dmLvlZusOnaO8a0/vUaXEEIIIYT4Mv/6RJKLiwsqKip4enp+vPFHaGhoZHmuoqKS47K/CtHm1O+vYqs5LfurX3x8PJMnT+bnn3/OFoP2e7U4/j5VT+cDv6rHx8ejpqbGnTt3UFPLWsBa/+2Uh5zMnDkzywgngNHDhzFmxPBc+wCYmZri8LfpRYULFeLcxUs5to+NfcW6TVtYtWQxfz59ir2tHfa2ttjb2pKWlkZQcAjOTo4f3GduvMMiiE14w4AVm5TLMjIyeRwYzKEbd1k7WJHssi9olqWfvbkpUbFxOW7zgV8ggVHRDG72I+uPn6O8qyPamprUKObGyOs7cuyTFymxipFImkYmpMZGK5drGpmQEKCYdpIaG42moXHWjqpqaOgbkBqbdSTTX+yadSL24U0S/L0w6j2awN1ryUxPJ/rmBYyKlf2qiaT3xcbGsnbtWtasWcPjx4+xt7dXPtLS0ggKCsLZ2fmL9qGhro6NueLcudrb4hUYwu8XLjOkzbtk1sX7j0hOSeX7Ch8eAXX8+i30dLSpUqIok9ZuoWrxoqirqVGzdHE2Hz310VgKeZSgoH1h5XM9I+NsbQxNzdHW0+fVi+fYuLiha2AEQAELK2UbNXUNDEzMiM/lfHrduoqmji6Fi5Xk5ObVFC5WElU1NRxLluH2iUMfjfN9i7fu4tr9xyweOwxzkwJZ1pUv5sH2OVN59ToeNTVV9HV1+XnwaKzMzXLc1r2nXgSEhjGiawdW7d5PxRLF0NHSolaFshyYeeGT4tJQV8em4F/n1Q6vwGD2n7uEloYGYS+iaTJifJb2k9duppizIwuG9su2rePXbqKvo0PVksWYtHoTVUoWQ11NjRqlS7L58IlPiuvfcj1ZuG4j1+7cZemUiRR878cCE2MjUtPSeJ2QkGVUUkzsK+Vd2/7uyNnz6OvqUb1COcbNWUD1CuVQV1enduWKrN+d92uHd1gksQlvGLh6q3JZRmYmjwNDOHTzHmsHduPQzfus7NeZQm+Pn2IaYCiHb95nYOPsd7F74B9EUFQ0g3/6gfUnL1LOxQFtTQ2qFy3CoZu78xybEEIIIYT4ev71iSQTExPq1avH8uXLGTRoULbkS2xsLO7u7gQHBxMcHKwclfTkyRNiY2Px8PD4n8dcpkwZvLy8PvkLdokSJThz5kyW6W5/KV26NOnp6URFRVG9evU8b3Ps2LEMG5b1l//El9G5tH4vlmJFCQwKzrIsKCQES4vsU44AFi5bTtuWLbAoaM5TT88shcXT09OzJec+RSmnQqwcmPUuWQv2H8XOzJSWNSpiZWKMqYE+IS+yvq6Q6BjKu2RPXqWkprH80ClGtWyMmqoqGZmZZL6NLy0jg4w8jILLTXJUGCkvX2BcvCwJgYrEkZqOLgbOHoSf/B2AuGePUdc3RM+hCAn+iqLHxsXKgooqr32eZNumjk0hzKt9z71RXQBQUVVF5W0yUUVNHZWvUEw6N/MXLKBtu3ZYWFjw5MmTbOc1PT39q+8zMzOTlNSs2z1+7RaVi7tjbJB70jT2dTzbj51h4VBFHaeMzEzSMhTbSUvPID0P70FNbW00/1Z4+e/iY1+S9CYBXUNFbR8zW3vU1NWJfR6JpYPiM5+Rnk78y2gMCphk658Y/5q7p47yU3/F6KHMjAwy3h7HjPR0MjPy9v7LzMxkybbdXL57n4Wjh+WaHAIwenvc7j7xJPb1a6qUKpGtTUpqKou37WJcr26Kz0VGBqCIJT09PU/H72Pxpqal0blhPX6sWjHLup7T5tG3RRMqFc9+vY59Hc+2o6dYNFxRhy49M0P5vktPTycj89Pi+qdfTzIzM1m0fhMXb95iyeRfsbYomGV9EUdH1NXVuPPoMbUqKY5jUGgYkS9eUKxI9vpCL1/FsXnvfpZPnQQofvBIS//rc/Fp1+ZSjoVY0TfrdMCFB49ja2ZCy6oVSHp791GVv92KT1VVJcfRxSmpaaw4coZRzRu8PXYZkKHyNrYMMvL4WRBCCCGEEF/Xvz6RBLB8+XKqVq1KhQoVmDJlCiVKlCAtLY1Tp06xcuVKnjx5QvHixWnfvj2LFi0iLS2Nfv36UbNmzWzTx/4XJkyYQKNGjbC3t6dFixaoqqry4MEDHj9+zLRp03LtN3HiROrUqYOTkxNt2rQhLS2No0ePMnr0aFxdXWnfvj2dOnVi/vz5lC5dmufPn3PmzBlKlChBw4YNc9ymlpZWtmlsGW/ic2z7vrYtW9Kj/wA2bd1Gndq1efL0KQcOHWbsiOzTUW7cuk1wSDATfxkDgLubG4FBQVy9foPIqChU1VSxt//84ri6WloU/tstprU1NDDQ1VYub169AtvOXMbBsiBOVhacvveIkOcxjGvTNNv2dpy/SnlXR5ytFUkxD3sb1h8/zw9linPo+l087G0+GI+qlg46lu+KOGsXtEavkAtp8XEkR0cSevQ37H7uTGJ4CElRYRRq05OUly+IvqUYzZUYGkjMvWu49B6Nz9q5qKir49RtKM+vnibl5Yts+3PuNRq/zUvISFbc/jvO6xGWdX4iMTyYgjXq8/zK6bwfTODNmzcEB79LEoaGheHl5YWRkRGWlpbK5ddv3CAoKIjJkyYpjpOHB4GBgVy5coXIyEhUVVUpVOjLikSv/+MY5T2KULCAMYnJyZy9fZ8HPn7M7Pfui37o8xc88vVnep/sCdb3rdx/iObf1cDMWDFCqKhjIU7fvEtZNxeOXL2RpbZSXqUmJ3Hn1BEcipdG18CIuOjn3DiyHyNTc+yKKJIemto6uFeqzp2Th9E3KoB+ARMeXFCMfvprqtv7rv2xh+I16ypHO1kUdsL77g1sXd15euMyFoXzNnJv0dZdnLl+i2mD+qCro0XMK0XdIz0dHbTeTjc8dukqhawtMTIw4ImPH8t27KHFD99hb2WZbXtb/jhKxeLFcHlbyLqYixOrf9tP/WqV+f30eYq55L1A87oDR6hQ1I2CJgV4k5TM2Vt3eeDty6wBPTExMsyxwHbBAsZYmWWfprti7wFa1KmpPK/FHAtz+uYdyroX4ciV6598Xv9p15O/W7BuA6cvXWXG6OHoausQ/bZmk76uLlpamujr6dLwu9os27QNQ3199HR0WLR+E8VcXSjqmj2RtHTjFlo3boi5qSKpWczNlRMXLlG+ZAkOnTpL8SJ5Lwyuq6VJYYusCUttDQ0MdXQobGFGWno61ibGLD10ih4/1FRObbvnG8ikHKb37bx4nfIuDji9ncbqYWfD+lMX+L5UMQ7dvIeHvXWeYxNCCCGEEF/PfyKR5OjoyN27d5k+fTrDhw8nPDwcc3NzypYty8qVK1FRUeHgwYMMHDiQGjVqoKqqSv369Vm6dGm+xFuvXj0OHz7MlClTmD17NhoaGri5udGjR48P9qtVqxZ79uxh6tSpzJo1C0NDQ2rUqKFcv3HjRqZNm8bw4cMJDQ3FzMyMSpUq0ajRh+u+fA4PdzfmTJvKijVrWb9lC9aWVgwd0J/632edmpCUnMy8xUuYPnGCstaURUFzhg8exNTZs9HU0GTC2DFof6Qm05dqVqU8qanprDl6lteJSThamjO9S2tlgde/BEQ+59JjT5b376JcVq2oGw/9gxmxdju2ZqaMbtWYDzFwcqP4pGXK546dBwEQef4o3iumE3pwO2paOjj3HoW6rj5xng95PGM4makpyj7PlkzGsfswik1YApkZRN84j++GRdn2ZVm3CamvYnh596pyWdCe9RQZNImS09fy8sF1wk/s+5RDxZOnT+nTp4/y+cKFCwFo1LAhk94mjZKSkpgzZw4zZ8x4d14tLBg5YgRTpkxBQ1OTyZMmZZmq+TliX8czZ+tvxMTFoaetjYO1FTP7daOs27svt8ev3cbM2JCybrnfzenWUy/CnkczuuO7OzU2qVGFZ0EhDJq/nCL2dnT8sW6u/XOjoqpKTHgoz25fJyUpEV1DI2xdPShXrzFq6u+mt1Zq1BxVVTXO7dpEWmoqBe0L07D3ELR0s46gDPZ6wqsXz6ndpotyWbGqtXgREsiBpXMoaFeIsj/knBT+uz/OXQRg6OyFWZaP7t6J+tUqK/YXEcnavQd5nZCApZkp7RvXp+UPdbJtyz8klPM377B2yjjlsprlSnPf8xmDZ87HztKC8b27ZeuXm9jX8czevPPtedXBwcaKWQN6Uta9SJ63AXDriSdhz6MZ07mdclmTWtXwCgph4NzFFClkT8eGP3zSNvPif3k9+bsDJxSJ4UETp2ZZPrZ/HxrUrgnAwC4dUVVRYfy8haSmplGhZAmG9cx+fm7cf0BIRATjB72bLtj8x3p4+frRe+yvuDs70bVV82z9Ppe6mhqT2//MxtOXmLzzAIkpKVibFGBYsx8p75o1QRoQ+YJLf3qxrE8n5bJqHq48Cghm5MZd2JqaMKp5g68WmxBCCCH+B/42Kln8e6lk5qVatfh/JTYiLL9DyFXMpeP5HcIHhe1Zn98h5KrkumP5HUKuXl4/m98hfNCepOwjZP4p2uY+Y+0fIT3xTX6HkKvUmKiPN8pH+m6l8juEXL1+fDu/Q/ggp7a98jsEIYQQQvxNXMzHS6j8Gxma5H5zq/8quf+eEEIIIYQQQgghhMgTSSQJIYQQQgghhBBCiDz5T9RIEkIIIYQQQgghxD+XioqMY/mvkDMphBBCCCGEEEIIIfJEEklCCCGEEEIIIYQQIk8kkSSEEEIIIYQQQggh8kRqJAkhhBBCCCGEEOLbUlXJ7wjEVyIjkoQQQgghhBBCCCFEnkgiSQghhBBCCCGEEELkiSSShBBCCCGEEEIIIUSeSCJJCCGEEEIIIYQQ35aK6n/z8YmWL19O4cKF0dbWpmLFity8efOD7ffs2YObmxva2toUL16co0ePZlmfmZnJhAkTsLKyQkdHh7p16+Lt7f3JcX0KSSQJIYQQQgghhBBCfGO7d+9m2LBhTJw4kbt371KyZEnq1atHVFRUju2vXr1K27Zt6d69O/fu3aNp06Y0bdqUx48fK9vMmTOHJUuWsGrVKm7cuIGenh716tUjKSnpm70OSSQJIYQQQgghhBBCfGMLFiygZ8+edO3aFQ8PD1atWoWuri4bNmzIsf3ixYupX78+I0eOxN3dnalTp1KmTBmWLVsGKEYjLVq0iPHjx9OkSRNKlCjBli1bCAsL48CBA9/sdUgiSQghhBBCCCGEEOIbSklJ4c6dO9StW1e5TFVVlbp163Lt2rUc+1y7di1Le4B69eop2/v7+xMREZGljZGRERUrVsx1m1+D+jfbshBCCCGEEEIIIcR/WHJyMsnJyVmWaWlpoaWllWXZixcvSE9Px8LCIstyCwsLPD09c9x2REREju0jIiKU6/9allubb0ESSSKbzLS0/A5BfAOv/7yT3yHkSrVU9fwO4YN+eJOY3yHkSlslJb9D+KA3Okb5HUKu/MJynov+T1EiMyG/Q8iVSq2m+R3CBz0L+XZ/OH0pV1vL/A5BCCGEyBcZKir5HcI3MXPmTCZPnpxl2cSJE5k0aVL+BPQ/IIkkIYQQQgghhBBCiM8wduxYhg0blmXZ30cjAZiZmaGmpkZkZGSW5ZGRkVha5vxDk6Wl5Qfb//VvZGQkVlZWWdqUKlXqk19LXkmNJCGEEEIIIYQQQojPoKWlhaGhYZZHTokkTU1NypYty5kzZ5TLMjIyOHPmDJUrV85x25UrV87SHuDUqVPK9g4ODlhaWmZpExcXx40bN3Ld5tcgI5KEEEIIIYQQQgghvrFhw4bRuXNnypUrR4UKFVi0aBEJCQl07doVgE6dOmFjY8PMmTMBGDx4MDVr1mT+/Pk0bNiQXbt2cfv2bdasWQOAiooKQ4YMYdq0abi4uODg4MCvv/6KtbU1TZs2/WavQxJJQgghhBBCCCGE+KYyMvM7gvzXunVrnj9/zoQJE4iIiKBUqVIcP35cWSw7KCgIVdV3E8eqVKnCjh07GD9+PL/88gsuLi4cOHCAYsWKKduMGjWKhIQEevXqRWxsLNWqVeP48eNoa2t/s9ehkpmZKadTZPEyJCi/Q8jVy2un8zuEDwrbsz6/Q8iV49Bp+R1CrjKcSuR3CB/08h9cbNtGim1/Ns9/erFt1X9use14c/v8DuGD0tIz8juEXEmxbSGEEP9fvYx7nd8hfBMFDA3yO4T/OamRJIQQQgghhBBCCCHyRBJJQgghhBBCCCGEECJPpEaSEEIIIYQQQgghvqkMqarznyEjkoQQQgghhBBCCCFEnkgiSQghhBBCCCGEEELkiSSShBBCCCGEEEIIIUSeSCLpf0BFRYUDBw7kdxhCCCGEEEIIIUS+yMzM/E8+/j+SYttfQUREBNOnT+fIkSOEhoZSsGBBSpUqxZAhQ6hTp05+h/fNJLx5w5qNm7hw+QovY2NxdXZmaP9+eLgVAWD7b3vYtvs3ADq0bkX7Vi2VfR8/fcrcxUtZv3wp6mpqXzWu3y5cZ+OpCzSpXJY+Desqlz8NCmXzqYt4hoSjqqqCk2VBpnVphZaGBilpaSz+/TjXPL0x0dejf+MfKO1cWNl376UbRL2Ko1+j7z+6f0P3ktj+1A49Bze0TMx4MncMMbcuZWlj36oHlnUao6ZnwGvPh/ism0dSRIhyvbqeAY7dhmFStipkZvDixnn8Ni4mIzkRAC1zS1z7/4q+YxHi/bx4tnwqyc8jlP09Rs8h8vxRom+c/2Cs2w8f59KdewSFR6CloUlRZ0d6tWqGvZWlsk1M7CtW7d7P7T+fkpiUhJ2VBe0b/UjN8mUASElNZd6GbVy59wATI0OGdGpL2aLuyv67jp4kKjqGQR3bfPTY5VWd6lVyXN6rb39at2tPSkoK82fP5OrlSxQwMWXw8BGULVde2W73ju1ERUYycOiwL47l+uVLnDxyCD/vZ8S/fs3cFatxcHJWro+KiKBf5/Y59h02bgJVatTkdVwcy+bN5s8H97G0saXfsBE4Orso261dthgLSyt+atEqz3Hde/iI7Xv24uXtw4uYGGZN/JWaVRXHLS0tjdWbNnP15m3CwsPR19OjXJnS9OveFXNTUwBSUlKYuXAxF69dw7SACSMG9qdCmdLK7W/7bS+Rz6MY3r/fJx2vj/knndsje3Zy5+plXka/QE1dHXsHJxq36YCDi6uyTUL8a37bsJbHd2+hoqJCqYqVadGlB9raOgBER0Wyefligv19sXNwonP/wZgWtFD2Xzl7GpVqfUfpijm/7r/b+vtBLt64TWBoGFqamhQr4kLf9m2wt7FWtvnj1FlOXb7KM39/3iQmcXTTGgz09JTrU1JTmb1yLZdv38HE2JjhPbpSrkQx5fodBw8T+SKaod07f/axu3LxAkf+OIjPMy/F+3vtBpxcXLK0OXroD86fPoWP9zMS37xhz6Gj6BsYvIszJYXFc2dz7cplTExM6D9kOKXLlVOu37trB1GRkfQbPPSTYrt66SLHDh3E99kzXr+OY/HqdVk+bwDLFszjwd07xES/QFtHB/eixejcszd29oUAeB0Xx8LZM3h0/z7WtjYMGjEap/feFysXL8TSyppmrVp/UmxCCCGEEP8GMiLpCwUEBFC2bFnOnj3L3LlzefToEcePH6d27dr079//q+wjJSXlq2zna5sxfwE379xl4tjRbFu3hgrlyjJw1Ciinr/A29ePNZs2M3X8L0wZN5Y1Gzfh4+cPQFp6OnMWLWb0kMFfPYnkFRLO0Vv3cbA0z7L8aVAo4zf/RhlnBxb36ciSPp1oXKkMKioqABy79QDvsAgW9upA/fIlmb3nkDK7HBETy/HbD+hct0aeYlDT0iE+wAe/9fNzXG/TpD3WP7bAZ+1cHvzSk/TkJIqNW4CKhqayjeugiejaOfB42hCezBqFkXspnHuPUq536DSQlJfPuTeqCymx0Th0HKBcZ1a5DpmZmR9NIgE88HxG0+9qsvzX0cwdOZi09HRGzVtCYnKyss3MtZsIjohg+pC+rJ/2K9XLlmbKirV4BwYBcPj8ZZ4FBrLs11E0qlWNaas2KI9d+PMXHLlwme4tmuTp2OXVngOHsjxGjvkFFRUVqteqBcCRPw7yzMuLpavW0OinJsyYPPFdTGFhHDn0B9169f4qsSQnJeFetBgduvfMcb2puTlrd+7J8mjdsTPaOjqULl8BgP07t5OYmMic5asoWqIkqxYtUPZ/9vQJ3p6eNGzW/JPiSkpKwsXRkeEDsid6kpKT8fL2pWv7tmxasYyZE8cTFBzCqAmTlW0OHj2Gp7c3axctpEmD+kyaOVt5DMPCI/jj2HH6dPn8RENu/knntqCVNa269mLc3MUMmzwTU/OCLJs+iddxr5RtNi1dSHhIEAPGTabP6PH4PH3CzjUrlOv3b92IsYkpY2cvxKhAAfZv26Rcd+fqZVRUVPKcRAK4/6cnzerVZfWMySz8dQxpaekMmzaLxKQkZZuklGQqlipBx2Y5f+7+OH0WLz9/Vk2fzE91v2Py4uXvzm1kFIfOnKNX25Y59s2rpKREihYvTrdefXJtk5yURLkKFWnTvmOO648d/gPvZ14sXL6K+o1+Yva0ye+uy+FhHD98iM49en1WbB7FitO5Z+7vE2dXVwaPGsOKjVuYPGsemZmZTBg9gvT0dAB+276VxMREFq1aS7GSpVm2YJ6yr+eTP3nm+ZSfmrf45NiEEEIIIf4NJJH0hfr164eKigo3b96kefPmuLq6UrRoUYYNG8b169dz7BMcHEyrVq0wNjbGxMSEJk2aEBAQoFzfpUsXmjZtyvTp07G2tqZIEcUIn6tXr1KqVCm0tbUpV64cBw4cQEVFhfv375OZmYmzszPz5s3Lsq/79++joqKCj4/PV33dScnJnL94iQG9elK6RAnsbGzo2bkTttY27D90iMDgYJwdHShXujTly5TBydGRwGBF4mH77t8oVby4cuTS15KYnMLcPYcY3LQ++traWdatPnqGJpXL0qpmJQpZmGNrbkqN4u5oqisG5QU/j6aSmzOFLMxpXLEMrxLe8OqNYvTPskMn6VqvFnraWnmK4+X96wTtXkv0rYs5rrdp0Irg/ZuJuX2ZN0G+PFs2Fc0CZpiWrw6Ajk0hTEpXxmfVLOJ9nhDn9RDfDQsxr1IXzQJmAOjaFCLy/DGSIkKIOn8UHZvCAKjp6lOoTU98c0li/d2cEYOoX70KDjbWONvbMqZHZyKjY3gWEKRs89jHj2Z1a+Pu6IB1QXM6/tQAfV1dZZvA8HCqlCqJg401TevUIvb1a169jgdg4eYd9GrVDD0dnTzFk1cmpqZZHlcuX6JU6TJYW9sAEBQYQJVq1Sjs4EiTn5sTGxvLq9hYABbPn0uvvv3Qe2+ExpeoWfd7WnboRInSZXNcr6amRgETkyyPG1evUKVGTXTeHpeQ4CCq1qyNta0d3zdoSGiQ4timpaWxZskieg0agtonJl0rVyhP766dqVWtarZ1+np6LJk9g7o1a1DIzpZi7u4MH9AXT29vIqKiAAgICqZ65Uo4Fi5E858a8/LVK2JfKRIoc5Yuo1/3rl/tGL7vn3Ruy1eriVuJkphZWGJtZ8/PnbqRlPiG0MAAACJCgnly/y7tew/AwcUVZzcPWnbtyZ2rl4mNiVG0CQ2hYs3aFLSyplLN74gIVYw8fJMQz6Hd22nd7dMSIfPHj6ZB7Zo42NniXLgQv/TvTeSLaLzeJuoBWjX8kQ7NfqKoq3OO2wgMCaNaubI42Nnyc73viY2LIzbutWL7azfSt30b9HR1P/VwZVHnh/q079yV0mXL5dqmWctWtGrfATePojmuDw4MpFKVahRycKBxs595FRvLq1exACxbMJ+uvft+1rn+7vt6tO3UhVJlc/7MAtRv9BPFSpTEwtIKZ1dXOnTtwYuoKKIiFSM/g4MCqVH7O2zs7KjfsBHBQYGA4jO7YtEC+g0Z9smfWSGEEEKIfwtJJH2BmJgYjh8/Tv/+/XP8Y9bY2DjbstTUVOrVq4eBgQGXLl3iypUr6OvrU79+/Swjj86cOYOXlxenTp3i8OHDxMXF0bhxY4oXL87du3eZOnUqo0ePVrZXUVGhW7dubNy4Mcv+Nm7cSI0aNXB2zvkLxedKT08nPSMDTU2NLMu1tDR58PgxTg6FCQ4JJSIyivDISIJDQnAsXJiQsDAOHz9B725dv2o8AMsPnaJ8EacsU9IAYuMT8AoJx0hPj2Grt9J25lJGrtvB44B3U8kcLQvyZ2AIyamp3PH2x8RAHyNdHc7e/xNNdXWqerjyNWgVtEazgBmxD28rl6UnJvDa5wmGroqpJYauxUiLjyPez/Pda3h0GzIzMHD2ACAh0AfjEuVARQXjkhV4E6RIFDp07E/4if2kREd9VnwJiYrkmaHeuy+RxZwdOXfzDnHxCWRkZHD2+i1SUlMp5aY4Jk52tjzy9iE5JYVbj55gamyEkYE+p67eQFNDg+plS+e4r68lJiaGG9eu8mOjxspljs4uPH74kOTkZG7duI6pqRlGxsacPnkCDU1NqtWo+U1j+hBf72cE+PrwXb0GymWFHZ14fP8e6enp3L99m0KODgAc/G03RUuUxNn16yZdcxKf8AYVFRXlFChnR0cePP6TpORkbty+g5mJCcZGRpw4cxYtDc0cE1Rf2z/p3KalpXLlzEl0dHWxLaQ4P37eXujo6VHovamMbsVLoqKiQoDPMwBsCjng9egBGRkZPH14Hxv7wgD8vm0zNX74kQJm5tn29SkS3rwBwFBfP899nAvb89DTi+TkFG48eIhpAWOMDQ04eekKmpoa1KhY/uMb+R9wdHLmz0eKc33n5g1MTE0xMjLm7KmTaGpqUrV63kaJfqmkxEROnziGhZUVZuYFAXBwcubBvbukp6dx9/YtCjs4ArBv906KlyyFSxG3/0lsQgghxL9JZuZ/8/H/kdRI+gI+Pj5kZmbi5pb3Pxh3795NRkYG69atU06r2rhxI8bGxpw/f54ffvgBAD09PdatW4empmK606pVq1BRUWHt2rVoa2vj4eFBaGgoPXu+m07TpUsXJkyYwM2bN6lQoQKpqans2LEj2yilr0FPV5fiHh5s2Ladwvb2mBQowMmz53j85Cm21tY4FCpEn+5dGTRKkezq26MbDoUKMWDkKAb06smNW7dZt2Ur6upqDO3fj9IlSnxRPOcfPsE3PILFfbJPtQl/GQvA9rOX6VG/No5WFpy5/5ixG3examA3bMxM+KFscfwjo+i9eD2GejqMbd2E+MQktp65zJzubdl86iIXHj3FysSYoT83wMzQINt+8kLT2ASAlFcxWZanvIpBw1hRm0bD2JSUuNisHTPSSY1/jcbb/v5bluHcaxTllu/lTaAvPmvmYOheEr1CLgRsW0GRoVMwcHTj5cNb+G1YSGZ62kdjy8jIYNmOPRRzccLB1ka5fGK/nkxeuY4mA4ajpqaKtqYmUwb1wcZC8YWqQfWq+AWH0uWXyRgZ6DOxX09eJ7xh0++HWDhmGOv3HeTsjdtYFzRnVPeOmBco8FnHLjcnjx1FV1eX6u8lEH5s2Ag/Xx+6dWyHkZERv06ZyuvXr9m0fi0Llixnw9rVnDtzGmtrG0aMHYe5+Zd9mf8UZ48fw9beHrei70ZhNG3dhrVLFtO/SwcKWljSd+gIwkNDOH/6BDMWLWX14oU8uHsHJxdX+gwdhp5e3pMGeZGcksKKdRv4vlZNZVK8cf0f8PH3p12P3hgbGTJt/FjiXsezdstWls+dw+qNmzl14QK2Vlb8MnwoBc3MvmpM8M84t4/u3GLD4vmkpiRjaFyAgeMmo29oCEBc7EsMDI2ytFdTU0NX34C42JcA/NyxCzvXrmTCgF7YFCpM25598X7yJyEB/jRt34l1C+cQ5OeLe4lStOzaA3V1jWwx5CYjI4Mlm7ZSvIgrjvZ2ee7XsHZNfAOD6Dh0FEaGBkwZOojX8Qms372XJZPGs3bnb5y5ch1ry4KM7dsLc1OTPG/7a/qhQUP8/Xzp3bkjhkZGjJ04hfjXr9m6cT1zFi1h87q1XDh7Bisba4aOGovZV/4cHzn4O5vWrCYpKREbO3umzpmPhobi/LRo044VixfQs0M7ClpaMmjEaMJCQjh74jhzl65g+cL53LtzC2fXIgwcNhK9T0j0CSGEEEL800ki6Qt8ToX2Bw8e4OPjg4FB1kREUlISvr6+yufFixdXJpEAvLy8KFGiBNrvTdmqUKFClm1YW1vTsGFDNmzYQIUKFTh06BDJycm0bJl7rYvk5GSS36uH89cyLa2PT+OaOHY00+fOo3HrtqipqlLExYXva9fG01vxS/zPjRvzc+N3IwmOnDiJno4uxTw8aN2lKxtWLOP58xf8Om06+7dtzfJ6P8Xz2DhWHznDjK6t0dTI/pb+6zw1KF+KH8oqElbO1hbc9w3k5N1HdP2hJupqavRv/AO8C5cF+47QpHJZfMMjufbUmxUDurLn0g1WHT7N+HbNPivWryXl5QuezH5XM0lFXYOi4xbybPk07Jp3IT3xDXeGtKXoLwuw/L4p4cf3fnSbi7fuwj8klKXjRmZZvmH/H8S/ecO8UUMw0tfnyt37TF6+liW/jMDRzgZ1dTWGdGqbpc/sdZtp9n1tvIOCuXz3AeumjmfX0ZMs3fYbUwZ+Wv2a0ydPsHDeHOXzmXPnU6JkKeXz40cPU+f7emi+955VV1dn8LARWbYzZ8Y0mrVoiY/3M65cusiajVvYvWM7yxcvZNK0GXmK5eLZ06xZvFD5/JdpM/EonvckaHJyMpfOnaFFuw5Zluvp6TNk7LgsyyaNGk7HHr25ePYMkRHhLFm/iVWL5rN321Y69+6b531+TFpaGuOnzSCTTEYNeldrS11dnZEDs9Z5mzZvAS2bNuGZry8Xr15j68oVbNuzh4UrVjFzwvhP3vc/6dzevHSBnWtXKp/3H/srzu5FcS1anLFzFpIQF8eVsydZv2guI6fPwcDIOE/bNTYxpe/od8cmNTWVZdMn06n/II7v34O2jg4TFy5n2czJXD51glo/NsrTdgEWrNuEf3AIy6dOyHMfUBzDYT2yjgqdsXw1LX6sh7d/AJdu3WHjvBnsOHiYxRu3MG3EkA9u7+ypkyyd/+4Hi6lz5lKsRMlPiim3OPsPyVo0fcGsGTT5uQW+3t5cu3yJFes3smfXDlYtXcz4KdOybeP86VMsX/huqu+kmbMpmsfYatX5ntJlyxMTE83vv+1i9pRJzFmyDE1NLfT09Rk5LutxHzd8CF179+X8mVNEhIexatM2ls6fy66tm+ne9+vUTBRCCCGE+CeQRNIXcHFxQUVFBU9Pz483fis+Pp6yZcuyffv2bOve/+X8c2t89OjRg44dO7Jw4UI2btxI69at0f1ArYuZM2cyefLkLMtGDR3CmGEfvwuOrbU1KxcuIDExkYQ3bzAzNWXc1GnYWFllaxv76hXrt25l1cIF/On5FHtbW+UjLS2doJBQnN9O5/lU3mERxCa8YcCKTcplGRmZPA4M5tCNu6wdrBi1ZV8w64gJe3NTomLjctzmA79AAqOiGdzsR9YfP0d5V0e0NTWpUcyNkdd3fFacACmxipFImkYmpMZGK5drGpmQEOANQGpsNJqGxlk7qqqhoW9AamzWkUx/sWvWidiHN0nw98Ko92gCd68lMz2d6JsXMCpW9qOJpMVbd3LtwSMWjx2Oucm7EUOhUc/5/cx5NkyfgMPbu0I529vy8JkPB86cZ1iX7Hcju/fUi4DQMEZ068iq3fuoWKIoOlpa1KpQlgOnz3/sEGVTpVo13N+rofL+qIOHD+4THBTEr5OnfnAb9+7eISDAn+Gjx7J6xTIqVKqCjo4Otb77jiEDPp5k+0v5SlVwKfLujnQmnzgK5/qli6QkJ1Oz7g8fbHf2xHF09fWpUKUqc6ZMpEKVqqirq1O5ek12b9n0Sfv8kLS0NMZNm0FEVBTL5sz64HXnzv0H+AUGMnboYJatXU/lCuXR0dGmTo0a7D04Mtd+H/JPOrclylWg8Ht33TI2UYzC0dLWpqClFVha4eBahEmD+3L17GnqNWuBoXGBLIW3QTHt9038awyNcx55d+L3vbiXLIW9ozM7Vq+gUZt2qKmrU6pCZZ49fpjnRNLCdZu4dvceSyf/SsG3d9r7XHcf/0lAcAij+/RkxdYdVCpdEh1tbb6rUokBEz58/AEqVa2Gm7uH8rnpNxrh9+DeXQIDAhg8cjTrV62gfKVKaOvoUKPWd4z8fUCOfSpUqYqr+7vPrOknTCXU09dHT18fa1tbirh70LZpI65dvkTN7+pma3v6+FH09PWpVLUaMyaOp1LVaqirq1OtZi22b9rw6S9WCCGEEOIfTBJJX8DExIR69eqxfPlyBg0alO1LWGxsbLY6SWXKlGH37t0ULFgQw7fTI/KiSJEibNu2LctooVu3bmVr16BBA/T09Fi5ciXHjx/n4sWcCz7/ZezYsQwblvUX3zfPI/McF4COjg46OjrEvX7NjVu3GdAr+92rFq1YSZvmzSlobs4TLy/S3ptqlZ6eTkZG+ift832lnAqxcmC3LMsW7D+KnZkpLWtUxMrEGFMDfUJeRGdpExIdQ3kXx2zbS0lNY/mhU4xq2Rg1VVUyMjPJzMgAIC0jg4wvmAibHBVGyssXGBcvS0KgInGkpqOLgbMH4Sd/ByDu2WPU9Q3RcyhCgr8XAMbFyoKKKq99nmTbpo5NIcyrfc+9UV0AUFFVReVtkVcVNXVUVHMvhZaZmcmSbbu4fOc+C8cMw8o8a2IkOVlRt0v17TTMv6i+PS5/l5KSyuKtOxnXu5vi2GVkKCcOp6cp6mp9Kl1dPXR1c05wHDt8GNcibjj97dbdWWJKTmbJgvn8MmEiampqb2NSvP/S0tIUz/NIR1cXnS8oQnzmxDHKVaqMUQ710/7yKjaWvdu3MnXBIgAy0jNIT1PEm57+afF+yF9JpJDQMJbNnYXRB65HySkpzFu2nEljRimP4V8j/dK+IKZ/0rnV1tFBOw9F4TMzM0hLSwXA0aUIiQkJBPn5YO+oqJP07PFDMjMzKeycva5aREgwt69cZOxsxai2jIwM0tMU1770PMabmZnJovWbuXjzNksmj8f67RTTz5WcksKCdZuYMLg/amqKz2wmb89tHmPS1dX94A8WX0NKcjLLFy1g1PgJ2d+DaWlkpOcc51eLLTOTzMxMUlNSs616FRvLzq2bmbNoGZD1vH7q+1AIIYQQ4t9Aim1/oeXLl5Oenk6FChXYt28f3t7ePH36lCVLllC5cuVs7du3b4+ZmRlNmjTh0qVL+Pv7c/78eQYNGkRISEgOe1Bo164dGRkZ9OrVi6dPn3LixAll7SOV977kq6mp0aVLF8aOHYuLi0uOMbxPS0sLQ0PDLI+8TGsDuH7rFtdu3iIsPJwbt+/Qf/gICtnb0ah+vSztbty+Q1BIKC2a/ASAR5EiBAYFc/XGTQ4cPoKqqir2dnmv7/F3ulpaFLYwz/LQ1tDAQFebwhbmqKio0Lx6BQ5eu8Olx56ERb9ky+mLhDyPUU51e9+O81cp7+qIs7WFIl57G67++Qz/iCgOXb+Lh71Ntj7vU9XSQa+QC3qFFF+AtQtao1fIBS1TxfZCj/6G3c+dMSlbDV07R1wH/ErKyxdE37oEQGJoIDH3ruHSezT6Tu4YFCmOU7ehPL96mpSXL7Ltz7nXaPw2LyEjWXH77zivR1jW+Qkdm0IUrFGfOM9Huca6aOtOTl29ybg+3dHV1iYm9hUxsa9Iflv43d7KEhsLcxZs2s5TP39Co57z27FT3PnzKdXKZJ8esuWPI1QsUQyXQvYAFHNx4tKd+/gGh/D7mfMUc3H64LH7FAkJCVw8f5YG7xVizsnWzRupWLkyLm8LVhcrXoJLF8/j6+PDgX37KFas+BfF8TouDn9fH0Le3rUpLDgYf18fXsZkHT0WHhrK00cPqVO/QU6bUdq4agWNm7dUjpxwK1qUC2dOExIUyKmjRyhSNOc7XP3dm8REnvn68uztlNmwiEie+foSERVFWloav0ydjuczbyaNGUVGRgbRMTFEx8SQmpr9i/LG7TuoXKE8Rd4W7S9e1IMLV67i4+fP3oOHKFHUI1ufL/FPOLfJSUkc3LkV/2deRD+PIsjPh60rlxIbE0PpSopC45a2dniUKsOO1SsI8HmGr+dTftu4lrJVqilHNP0lMzOTHWtX0LxTN7TeTlF2LOLG1bOniAgJ5ubF8zi+N9otNwvWbeLkpStMGNwfXW1tol/GEv0yVpn0BYh+GYu3fwAhEYofBfyCgvH2DyDu7d0U37d57wEqlymFq0NhAIq7uXLxxi18AoPYd/wUxYp83o0GXsfF4evtTeDbO9yFBAfh6+1NTPS7hH5MdDS+3t6Evb2TXYC/H77e3ryOyz5SdMfWzZSvWBnnt6PGPIoV5+qli/j7+nDo9314FC/2SbH5+XgTHKj4zIYGB+Pn483LGEVsEWFh7NmxDZ9nXkRFRvL0z8fMmjIRLU0tylWslG17a1cspVnL1sqRWO5Fi3Hu9EmCAwM4ceQQ7kXzHpsQQgjxX5aRmfmffPx/JCOSvpCjoyN3795l+vTpDB8+nPDwcMzNzSlbtiwrV67M1l5XV5eLFy8yevRofv75Z16/fo2NjQ116tT54AglQ0NDDh06RN++fSlVqhTFixdnwoQJtGvXLkvdJIDu3bszY8YMunb9+ndGe198whtWrltP1IsXGBoYULt6Nfp064a6+ru3VVJyMvOXLmPar+NQfTsypqC5OcMG9Gfa3HloamgwYfQotPOYvPpczaqUJzU1nTVHz/I6MQlHS3Omd2mNtWnW6ScBkc+59NiT5f27KJdVK+rGQ/9gRqzdjq2ZKaNbffjLrYGTG8UnLVM+d+w8CIDI80fxXjGd0IPbUdPSwbn3KNR19YnzfMjjGcPJTH33RfDZksk4dh9GsQlLIDOD6Bvn8d2wKNu+LOs2IfVVDC/vXlUuC9qzniKDJlFy+lpePrhO+Il9ucb6x1nFiLWhsxZkWT66eyfqV6+Curoas4YOYM2eA4xbtILEpGSsLcwZ06MzlUpm/ZLuHxLK+Vt3WDvlXT2YmuXKcN/zGYNnzMPO0oLxfbp/8Nh9inNnTpGZmUntut/n2sbfz5cL586yesNm5bIatWrz4N5dhg7oi629PeMmTM61f17cvn6V5fPnKp8vnKmo09KyQydad3xX/P3siWOYmplT8gO3Q79/+xYRYaEMGjVGuezHn5ri++wZYwcPwNnVjVYdOuUpLs9n3vQf+e7OjktWrwGgwfd16dGxA5euXQeg099qtyyfO5syJd8lWH39Azhz4RJbVi5XLvuuejXuPXhIn2EjsLezZfKY0XxN/4Rzq6qqSmRoKGsvzCbhdRx6BgbYO7kwbNIMrO3sle26DBzKbxvWsGTqBFRUVClVsTItu/bItr3Lp09iYGRM8bLv7ojWsGUbNi5ZwNzxo3AvWZqa9T6cZAQ4cPI0AIMmZa0HNLZfLxrUVhQlP3jqDBv37Feu+2t62vttQJFgOnftOhvmvqsjVatSBe79+ZQBv07B3tqKCYM/r7bP9SuXWTB7pvL5rCmTAGjfuSsduipGkB794yDbN7+70+jItzW6ho0ey/c/vjsWAX5+XDp3juXr3k0Rq1azFg/v32PEoAHY2tkzenze60TduHqFxXNnKZ/PmaZ4n7Tt1IV2nbuioanJn48e8se+vcTHv8a4QAGKlijJnKXLMf7bzQLu3rpJeGgow8a8q3HWsOnPeD/zYviAvri6udO2U5c8xyaEEEII8W+gkvk5FaPFP8L27dvp2rUrr169Que9KRmXLl2iTp06BAcHY2Fh8cnbfRkS9DXD/KpeXjud3yF8UNie9fkdQq4ch2YvRPtPkeH0ZXft+9ZevknM7xByZaOS8vFG+eiNjtHHG+UTz7Co/A7hg0qoJuR3CLmKN7f/eKN8lJbLVLd/Aldby/wOQQghhMgXkTGx+R3CN2FhYpzfIfzPyYikf5EtW7bg6OiIjY0NDx48YPTo0bRq1UqZREpOTub58+dMmjSJli1bflYSSQghhBBCCCGEECI3kkj6F4mIiGDChAlERERgZWVFy5YtmT59unL9zp076d69O6VKlWLLli35GKkQQgghhBBCCPGOTIb675BE0r/IqFGjGDVqVK7ru3TpQpcuXf53AQkhhBBCCCGEEOL/FblrmxBCCCGEEEIIIYTIE0kkCSGEEEIIIYQQQog8kaltQgghhBBCCCGE+KakRtJ/h4xIEkIIIYQQQgghhBB5IokkIYQQQgghhBBCCJEnkkgSQgghhBBCCCGEEHkiNZKEEEIIIYQQQgjxTWVIiaT/DBmRJIQQQgghhBBCCCHyRBJJQgghhBBCCCGEECJPJJEkhBBCCCGEEEIIIfJEaiQJIYQQQgghhBDim8rMlCJJ/xUyIkkIIYQQQgghhBBC5ImMSBLZxKhq5XcIuUqOCMnvEP61gkwK5XcIubJ5cDm/Q/ig5MIl8zuEXCUaG+d3CB9kkJGS3yHkyu2lX36H8EGq1oXzO4Rc6ceE5ncIH6Sua5DfIeTqylOf/A7hg6q6O+d3CEIIIYT4h5MRSUIIIYQQQgghhBAiTySRJIQQQgghhBBCCCHyRKa2CSGEEEIIIYQQ4pvKQIpt/1fIiCQhhBBCCCGEEEIIkSeSSBJCCCGEEEIIIYQQeSKJJCGEEEIIIYQQQgiRJ1IjSQghhBBCCCGEEN9UZqbUSPqvkBFJQgghhBBCCCGEECJPJJEkhBBCCCGEEEIIIfJEEklCCCGEEEIIIYQQIk+kRpIQQgghhBBCCCG+KSmR9N8hI5KEEEIIIYQQQgghRJ78IxNJ58+fR0VFhdjY2PwORQghhBBCCCGEEEK89c2ntkVERDB9+nSOHDlCaGgoBQsWpFSpUgwZMoQ6derk2KdKlSqEh4djZGT0rcP71woICMDBwYF79+5RqlSp/9l+r1y8wNFDB/F59ozXcXEsXbseJ2eXLG2OHfqD82dO4+P9jMQ3b/jt0BH09Q2U61NTUlg0bw7Xr1ymgIkJ/YcMo3TZcsr1e3ft5HlUJH0HDclzXOp6BhSsUgf9Qs6oamiQEhtD2Jk/SIoKB8DAyY0CxcqibW6Fuo4uvjtXk/wiMss2LKr9gLF7STJSU4i8eoa4Z4+V6wyc3TF2K0nw4V0fjcXQvSS2P7VDz8ENLRMznswdQ8ytS1na2LfqgWWdxqjpGfDa8yE+6+aRFBGS5fU4dhuGSdmqkJnBixvn8du4mIzkRAC0zC1x7f8r+o5FiPfz4tnyqSQ/j1D29xg9h8jzR4m+cT5Pxy8tLY192zbz8M5toiLC0dXTw6NkaVp16koBU1Nlu4XTJhHk58frV7Ho6utTtGRpWnXupmzzPDKSNQvnEeDrTWEnF3oNHYG5hYWy/4IpE6le93vKV6mWp7j+uHSNQ5euERnzEoBClhZ0/LEuFYq6Kds88Qtkw+HjeAYEoaqqipONNbP690BLU4OU1DQW7NjL1Ud/UsDAgEGtm1HW7d37dffp80TFxDKwVdM8xZPTcduzdRP3b9/ieUQ4Onp6FCtZmjZdumc5bgd27+D+rZsE+vuhrq7O2t37s2wn/nUcqxbM48mjB1ha29Br8DAKOzkr129cuYyCFpY0/LnFZ8X5vu+qVc5xea9+/WnTrgMpKSnMmz2Tq5cuYmJiyuDhIyhbvoKy3a4d24iKjGTQ0OFfHMvfRT1/zrJVq7l64wbJSUnY2tjw69gxeLgpzve2nbvYunMnAJ3ataN9m9bKvo+fPGHOgoVsWLUSdfUv+6/tjwtX+OPiVSKjYwAoZGVJx4Y/ULGYOwALtv/G3afeRL96hY6WFkUdC9Pz50bYWyre63EJCczetJP7z3ywLWjOiI6tcbG3VW5/8c59WJmZ0ur7Wp8V3/3Hf7Lj94N4+voSHfOSmb+MpkalilnaBASHsGLzFu4/fkJ6ejqF7WyZPnYUlubmACxZv5GjZ86ho61Fn04dqFerprLv2ctXOX7uPHN+/eXTY/vzKTsPHsLL15/oly+ZPno4NSqWV66PiY1l5dYd3Lr/iPiEBEp6uDOkRxfsrK2UbZZu3MKxcxfQ0dKid4d2/FDz3fXi3NXrHD9/kdm/jPrk2ADuPXrM9r378PL24UVMDLMmjKdmFcVnIi0tjdWbt3D11m3CwiPQ19OjXOlS9OvWBfO3n+eUlFRmLlrMxevXMS1QgBH9+1GhTGnl9rft2Ufk8yiG9+v7WfGlpaXx+/YtPLxzm+eREejo6uFRshQtOnWhgMm7a8rInl2Jfh6VpW/zjp1p2LwVAC8iI1m3eD4Bvj4UdnKmx+DhmL13LV40bRLVvvueclWqflacQgghhPj/7ZuOSAoICKBs2bKcPXuWuXPn8ujRI44fP07t2rXp379/jn1SU1PR1NTE0tISFRWVbxlevkhJScnvEL5IUlISRYuVoGuvPrm2SU5OomyFCrRu3yHH9ccOH8LnmRcLlq3kx0aNmTNtCplvJ8xGhIdx/MghOnfvmeeYVLW0KdyiK2RkEHRoB77bVxJ5+RTpSUnv2qhr8CYsmKirZ3Lchn5hV4xcixF4cBuRV05jXacxato6ir6aWhSs9B3h54/mKR41LR3iA3zwWz8/x/U2Tdpj/WMLfNbO5cEvPUlPTqLYuAWoaGgq27gOmoiunQOPpw3hyaxRGLmXwrn3uy9ODp0GkvLyOfdGdSElNhqHjgOU68wq1yEzMzPPSSSAlORkAn19+al1W6YsXMbAMeOJCA1h0fTJWdq5Fy9J/1FjmbVyLQPHjCcqIpxls6cr1+/asJYCpqZMXbwcYxMTdm1cq1x349IFVFRV8pxEAjA3NqJHkx9ZMWoQK0YOorSrMxPWbCYgXJE0e+IXyJgV6ynr5sqykQNZPnIgTWpWUV47jly5wbPgEJYM70/DqhWZuWmH8r0W/iKGo1du0q1x/TzHk9NxC/D1oVmbdkxbvJwhv0wgPDSE+VMnZmmXlpZGxWo1qPNjwxy3c2D3TpISE5m+eDnuxUuwbuki5Tpvz6f4ennyY5Nmnx3n+/YePJzlMXLsOFRUVKhRszYAh/84iLeXJ0tXraXhT02YPnnSu2MWFsbRP/6g+wc+/58r7vVrevYfgLq6GovnzGHXli0M7t8fQwNFEtrb15fVGzYwbeJEpk6cwKp16/Dx9QUUx3fW/PmMGT7si5NIAGYFjOnZtCErxw5jxdihlC7iwoSVGwgIU7zvXO3tGNW5DRsnjmHWoN5kAqMXryY9IwOA7cdOk5iUzKpfhlHSxYkF235TbvuJXwCe/oE0r1Pjs+NLTE7G2aEww3vnfJ0MCY+g75hfKGRjy7LpU9i8ZCFdWrdES0MDgMs3b3HqwiUWTp5Av86dmLVsJbFxcQDEJySwZtt2hvXJ+zX4fUnJSTgXLsSwnl2zrcvMzOSXWfMJj4xi5pgRbJg/C0tzM4ZOmk7i2+v1lVt3OH3pCgsm/ELfTu2ZvXL1e7G9Yc32XQzr2e2zYgPF/2EuDg4M75890ZOUnIyXjy9d27Vl07IlzPx1HEEhIYyaNEXZ5uCxY3j6+LB2wXya/FifSbPnKj8fYRER/HH8OH06d/7s+FKSkwn086Vxq7ZMXLCEAWPGEREawpLpU7K1bdq2Aws3blU+6jb8Sblu98Z1GJuaMnnhUowKmLB703rlupuXL6KqoiJJJCGEEP9zGZmZ/8nH/0ffNJHUr18/VFRUuHnzJs2bN8fV1ZWiRYsybNgwrl+/DoCKigorV67kp59+Qk9Pj+nTp2eb2rZp0yaMjY05fPgwRYoUQVdXlxYtWvDmzRs2b95M4cKFKVCgAIMGDSI9PV25/+TkZEaMGIGNjQ16enpUrFiR8+fP5yn2v/Z54MABXFxc0NbWpl69egQHByvb+Pr60qRJEywsLNDX16d8+fKcPn06y3YKFy7M1KlT6dSpE4aGhvTq1QuAy5cvU716dXR0dLCzs2PQoEEkJCRk6Tdjxgy6deuGgYEB9vb2rFmzRrnewcEBgNKlS6OiokKtWrUAxbTAChUqoKenh7GxMVWrViUwMDBvJywP6vxQj3adu1C6bNlc2zRt0YpW7Trg5lE0x/XBgYFUqlKVQg4ONGr6M69iY4l79QqA5QsX0K1XH3T19PIck1nZqqTFxylGIEWGkRoXS0KwH6lxL5VtXnk94sWtiyQE++W4DS0TMxJCA0iKCifO+08yUpLRMCwAgEXVurx8fJu0+Lg8xfPy/nWCdq8l+tbFHNfbNGhF8P7NxNy+zJsgX54tm4pmATNMy1cHQMemECalK+OzahbxPk+I83qI74aFmFepi2YBMwB0bQoRef4YSREhRJ0/io5NYQDUdPUp1KYnvrkksXKjq6fHqKkzqFitBla2tji7udOxd18CfLyz/Opdv0kznN3cMStogYu7Bw2bt8LXy5O0tDQAwkKCqPZdXSytbahWpy5hbz8vCfHx7Nu2hU69c04g56ZycQ8qFnXHtqA5thbmdPupPjpamjz1DwJgxf5DNKtVlbY/1KawlSV2FgWpVaYkmhqKZEJQZBSVi3tQ2MqSJjWqEBufwKt4xeds8e799GzaAD0d7U+K6e/Hbey0WVSqXhNrWztc3Nzp3Kc//j7evIh6d9xatO/Ej01/xq6wQ47bCQsOplKNmljZ2PJd/QaEBSteX1paGhuWL6Fb/0Goqql9dpzvMzE1zfK4evkSpcqUwdrGBoCggAAqV62Og6MjTZs3Jzb2Ja/eXosXzZtDz7790PuEz2debdm+g4IFzZkwdixFPdyxsbaiUoXy2L6NKyAwEBcnJ8qXLUOFsmVxdnIiIEhxnLbt2kXpEiXxcHf/KrFUKVGUisU9sLUwx86iIN2bNkBHS5Mn/gEANKpemRIuTliameBqb0vXn34k6mWscgRTUHgktcuXxs6iIA2rVyYoQvFeSEtPZ9GOvQxp3xI11c//77dy2TL06tCOmpUr5bh+zbbtVC5blv5dO+Hq5IitlSXVK1aggLExAIHBIZQuXhR3F2e+r1kdPR0dwiMVIzRXbNpC0x/rK0cufapKZUrTs11ralSqkG1dcHg4fz7zZniv7ri7OGFvY83w3t1JTknh9KWrAASEhFKqqAduzk7UrV4VPR1dwiOfA7Byy3aa1v8eC3Ozz4oNoHL5cvTu0olaVatkW6evp8eSmdOpW6M6hexsKebuxvB+ffH09iHi7ec5IDiY6pUq4li4EM0bN+Llq1fEvlL83zBn6XL6deuKnp7uZ8enq6fHiMnTqVCtOlY2tjgVcaNDr74E+vpkG4GkraODUQET5UNL+921LCwkmKq162BhbUPV7+oSHqK4Fr+Jj2f/9q106NXvs2MUQgghhPhmiaSYmBiOHz9O//79c/zSYfz2D1qASZMm0axZMx49ekS3bjn/0vjmzRuWLFnCrl27OH78OOfPn6dZs2YcPXqUo0ePsnXrVlavXs3evXuVfQYMGMC1a9fYtWsXDx8+pGXLltSvXx9vb+88vYY3b94wffp0tmzZwpUrV4iNjaVNmzbK9fHx8TRo0IAzZ85w79496tevT+PGjQl6++XmL/PmzaNkyZLcu3ePX3/9FV9fX+rXr0/z5s15+PAhu3fv5vLlywwYMCBLv/nz51OuXDnu3btHv3796Nu3L15eXgDcvHkTgNOnTxMeHs7+/ftJS0ujadOm1KxZk4cPH3Lt2jV69er1jxvZ5eDkxJ+PHpGcnMydWzcxMTXF0MiIc6dOoqGpSZXqn/ZLvYGDK4mRYdjWb4Fr9+E4tOmJcdHSH+/4nqQXkegUtEZVSxttcytU1DVIeRWDjpUd2uaWxDy4+Unby41WQWs0C5gR+/C2cll6YgKvfZ5g6FoMAEPXYqTFxxHv56lsE/voNmRmYODsAUBCoA/GJcqBigrGJSvwJsgHAIeO/Qk/sZ+U6KxfOD5HYsIbVFRUck3qxb9+zbUL53B2c1eOArEr7MifD+6RkZHB43t3lYmT3ZvWU6dBI0w/88spQHpGBudu3ycpJQUPh0K8fB2PZ0AQxvr6DJq/nBZjpzBs0Uoe+for+zjZWPHYN4DklFRuP/XC1NAAI309zty6i6aGBtVKFvvseHKT+CZBcdz0855ssXdw5MnD+6Snp/Pw7m3sCjsCcHjfb3gUL4Gji+tXjxMU1+nrV6/QoGFj5TInZ2ceP3xAcnISt27cwNTUDCNjY06fPIGmlhbVa9b6JrFcunIF9yJujJkwgXo/NaFD9+4cOHRIud7Z0ZGg4GAiIiMJj4ggKDgYJwcHQkJDOXT0GH169vgmcaVnZHD21r2377vC2dYnJidz4upNrMxMMC9gDICTrTX3PL1JT0/n9hNPHGwU07Z2nzhLSVcnihSy+yaxAmRkZHD19h3srK0YOnEKDTt2oeeI0Vy8fkPZxtmhMJ7evsTFx+Pp40tySgo2VlY8ePIUL18/WjZq8E1iS01VJJw1NTWUy1RVVdHUUOehp+J651y4EF6+fryOj8fL14/klBRsrSx4+NSTZ37+tGjw4zeJLTfxCYrPs4GeviI+B0cePH5CUnIyN+7cxczEBGMjQ06cPYeWpmaOCaov9eava8rbGP5ydP8eBnZsw6ShAzn2+74sP6TZOTjw5MF9MjIy+PP+XWwLFwbgt80b+O7Hhph8wbVYCCGEEOKb1Ujy8fEhMzMTNze3j7Zt164dXbu+Gwbv55d91EhqaiorV67EyckJgBYtWrB161YiIyPR19fHw8OD2rVrc+7cOVq3bk1QUBAbN24kKCgIa2trAEaMGMHx48fZuHEjM2bM+GhcqampLFu2jIoVFbUnNm/ejLu7Ozdv3qRChQqULFmSkiVLKttPnTqV33//nT/++CNLUui7775j+PB39UR69OhB+/btGTJkCAAuLi4sWbKEmjVrsnLlSrTf/qrYoEED+vVT/Go4evRoFi5cyLlz5yhSpAjmb/8INDU1xdLSElB8KXz16hWNGjVSHif3r/QL/df0Q4OG+Pv50qdLRwyNjBk7cTLxr1+zddMGZi9czOb1a7l49ixW1tYMGTUGs4/8wathWIACxcsRc/86L25fRtvCGssa9clMT+eV58M8xZQQ5Msrr0c4tupBRloqYacOkJGaglWtBoSd/oMCxcthUqI86YmJhJ87THLM88967ZrGJgCkvIrJsjzlVQwaxor6FxrGpqTExWbtmJFOavxrNN7299+yDOdeoyi3fC9vAn3xWTMHQ/eS6BVyIWDbCooMnYKBoxsvH97Cb8NCMtPTPinOlJQUdm/eQKUaNdHRzZoQ2b1pPaePHCIlORmnIm4M+/Xd9Lc23XqwaflShvfogl1hB7r0H4jn40cE+fnSqnM3ls2eQYCPN8VKl6FDzz6oa2j8fdfZ+IWGM2j+clLS0tDR0mRSz04UsrLgib9ipN2Wo6fo3awhTrbWnLp5h1FL17D2l2HYFjSnfuXy+IWG0336PAz19BjfvQOv3ySy6chJ5g/uw4ZDxzl/5wFWZqaM7NASM+Mvq8uWkpLCzo3rqVyjFrq6eU8k/dSyNRtWLGFojy6YW1jQc/BQIkJDuXTmNJPmLWL9ssU8uncXRxcXegwc+kkj9j7k5LGj6OrqZkkO/dioMX6+PnTt0A4jI2MmTJnG69dxbFy3loVLl7N+zWrOnTmFtY0tI8f+grl5wa8SS2h4OPsPHqRdq5Z07dCBJ56ezF+8BHV1DRr9WB+HwoXp26snA4YprqX9evfCoXBh+g8dxsC+fbh+8yZrN25CXV2NYQMHUaZUyY/s8cP8QsMYOGcJKamK993k3l0pbG2pXH/w/BXW/H6IpOQU7CwKMmdwHzTeJlTb1K/D4h176fDrDCxNCzCiY2tCIp9z4vptlo4axMLte7jz1AtXezuGdWyFvo7OF8X6vpevXpGYmMS2fb/Ts0M7+nbuyI279/hl5hyWTp9C6WJFqVimNPVq1aDHsFFoaWkyfshAdLS0mLdyNeMGD+T3YyfYe+QoxgYGjBrQF0d7+68SWyEbayzMzFi9bRcj+/RAW0ub3w4dISo6huiXsQBULF2SH2pUo+eocWhpajJuYF+0tbSZv3o9vwzsy4ETJ9l39ARGBgaM6tsTB/tvl5RLTklhxYaNfF+rpnKUUeN63+Pj70+7Xn0xNjRk2i9jiIuPZ+3WbSyfM4vVm7Zw6sJFbK2s+GXYYAqaff7oKVDUFNy7eSMVq9dER/fdSKe6jX6ikKMTegYG+Hg+Zd/WTbx6GUObboopia27dGfzymWM6tUN28KF6dx3AF5/PibI348WnbqyYs5MAny9KVaqDO169M7TtVgIIYQQ4i/fLJGU+QlzBcuVK/fRNrq6usrkCICFhQWFCxdGX18/y7Kot8PPHz16RHp6Oq6uWX/JT05OxvS9Irgfoq6uTvny74qEurm5YWxszNOnT6lQoQLx8fFMmjSJI0eOEB4eTlpaGomJidlGJP399T148ICHDx+yfft25bLMzEwyMjLw9/dXJn9KlCihXK+iooKlpaXy9eXExMSELl26UK9ePb7//nvq1q1Lq1atsLKyyrVPcnIyycnJ2ZZpaWlx7tRJli54N0Vqyuw5FCvxZV/OQHFc+w8ZlmXZgtkz+alZc3y9vbl++TLL121g766drFq6mPFTpn1weyoqKiRGhRF17SwASS8i0DI1p0CxcnlOJAE8v3mB5zcvKJ+bVahBQrA/mRnpmJerju+OVeg7uGD9fRP8d6/7hFf89aW8fMGT2e9qJqmoa1B03EKeLZ+GXfMupCe+4c6QthT9ZQGW3zcl/PjeLP2vnj/LphVLlc+HT5xKkaKK0TlpaWksnzMDMjPp3DfrKDmABj+3oOb39XgRFcWBXdtZs2geQ3+djIqKCiamZgyb8C6xlJqawryJ4+k5ZDh//LYTHR0dZq1cy/xJ4zl34ijfN2ry0ddqZ2HO6rFDSEhM4uK9R8zZ+hsLBvdRXmMaVatI/cqKz6mLnQ33vHw4fu02PZr8iLqaGoNaZ60tNHfrbzSrWQ2f4FCuPvyT1WOH8tvp8yzbc5BJPTt9MJYr586yfvli5fNRk6bhVqy48rgtnaWoF9W1/8CPvq736erpMWDk2CzLpv8yirbdenDl/FmiIiOYt3o965YuYv/ObXTo0TtP2z198gQL5s5WPp81bwElSpZSPj925BB1fqiHppaWcpm6ujqDh4/Msp3ZM6bxc4uWeHs/48qli6zdtJXdO7axbNFCJk+f+UmvNTcZGRm4FylCv7fTf4u4uuLr78/+Pw7S6EdFHavmTZrQvMm798zhY8fR1dWheNGitOzQkU2rVxP1PIrxkydzYPcuNDU1c9xXXthZFGTNuOGK993dB8zevJMFw/ork0l1KpahrLsrMXFx/HbqPFPWbmHJyIFoamigr6PDuO4ds2xv+MIV9P65MWdu3iH8RTSbJo9l/tbf2HrkJH1bfPxzkFcZGYrPRfWKFWjTRDHSzNXRgUeenhw4doLSxRRTjru3a0P3du9G2G7YuZtyJUugrqbG5t/2smXpQq7eus20hUvYsHDeV4lNXV2d6aOHMWv5ahp06oGaqiplSxSnUplSWf5m6NamJd3atFQ+37h7L2VLFENNTY0te39n08K5XL19l2lLVrB+3td5//1dWloa46fPJDMTRg14NyVXXV2dkQOyTgubNn8hLZv8xDMfXy5eu87WlcvYtmcvC1euZuav4z64n2sXzrFl5TLl86G/Tsb1vWvxyrkzyQQ69sk6LbjeezXT7Ao7oK6uzpaVy2jesQsaGhoUMDVjyPhJyjapqaksmDyB7oOGcnjPLrR1dJixfA0LJ0/g/Ilj1G30E0IIIcS39ik5AvHP9s0SSS4uLqioqODp6fnRtnmpt6Hxt1/LVFRUclyW8bbYaXx8PGpqaty5cwe1v9UWeT/59CVGjBjBqVOnmDdvHs7Ozujo6NCiRYtsBbX//vri4+Pp3bs3gwYNyrZN+/d++f3Q68vNxo0bGTRoEMePH2f37t2MHz+eU6dOUalSzrU0Zs6cyeTJWQsqDxw2nMHDR1KxajWKeHgol5uafZuh8A/u3SUowJ/BI0axftVKylWshLaODtVr1ebQgf0f7Z+a8DrbCKGUmBcYOn3+aCzNAqYYFSmO3641FHAvTUJYIOlJb4jzfoJN3SaoamiSkfrphdNTYhUjkTSNTEiNjX63PyMTEgIUUy5TY6PRNDTO2lFVDQ19A1Jjs45k+otds07EPrxJgr8XRr1HE7h7LZnp6UTfvIBRsbLZEkmlK1TCyfXdaMG/7jD2VxIpOiqKMdNmZRuNBGBgaISBoRGWNrZY29kxtFsnfL08cXbLfrwP7dlNsdJlcHB2YeOyxTTv0Al1dXXKVq7K04cP8pRI0lBXx+ZtTRRXe1u8goLZf/4ybb5XFIcuZGmRpb29ZUGiXr7Mth2A+898CIiIZFj7Fqz5/QgVirqho6VJzTIlOHDh6kdjKVOxEk5Fiiifm5gq4vorifQiKpJfZsz5pNFIOblw6gS6evqUq1SFhdOnUK5SFdTV1alYrTp7t23J83aqVKuG+3uf4fdH9z18cJ/goCAmTP5wovbe3TsE+PsxYvRYVq9YRsXKldHR0aFm7Toc2Lf3g30/hZmpKQ5vp9/8pXChQpy7kHOtsdjYWNZt2sTqpUv488lT7G1tsbdTPNLS0ggKDsb5vR8fPpWGujo2BRXHy7WQHV6Bwew/d5Fh7RV3xdLX0UFfRwdbC3PcHQrRdNh4Lt9/xHfly2Tb1vGrN9HX0aFqqWJMXLWRqiWLo66mRs2yJdl06Phnx5gTY0MD1NTUKGxnm2V5YVtbHj55mmOfwJAQTpy/yMZF8zhy+iylinpQwMiI76pVZcaS5SS8SURP9+uMmiri5MjGBbOJT3hDaloaBYwM6TV6HG65nKvAkFBOXrzM+nmzOHr2HCU93ClgZMh3VSsxa/kq3iQmovsVR3SB4vM8bsYsIqKes2z2jA/WPLrz4AF+gUGMHTKIZes2ULl8OXS0talTvTp7/zj80X2VqlARR9d315S/7symSCLN4sXz54yaMiPLaKScOLoWIT09nRdRkVjZ2GZbf2TvboqWKk1hZxc2rVjKz+06oq6uTpnKVfB8+EASSUIIIYT4JN8skWRiYkK9evVYvnw5gwYNypZMiY2NzVIn6WsrXbo06enpREVFUb169c/aRlpaGrdv36ZCBUXRUC8vL2JjY5Ujhq5cuUKXLl1o1kzxy2B8fDwBAQEf3W6ZMmV48uQJzs7OH22bm79+aX+/JsJfSpcuTenSpRk7diyVK1dmx44duSaSxo4dy7BhWUcHhUTHAopRYLof+eP1S6WkJLNi8UJGjfsVNTU1MjLSAUWmOi09jYz0DyfOABLDg9EqkHX6gKaxKamvX312XFa1GxF56RSZqamgqoKKqiIZqfJXgdzPrDuVHBVGyssXGBcvS0KgInGkpqOLgbMH4Sd/ByDu2WPU9Q3RcyhCgr+iJpZxsbKgosprnyfZtqljUwjzat9zb1QXZYwqb5OnKmrq72J+v4+ubrYvJn8lkSLDwhgzfRb6hoYffT1//aqQmpqabV1YcBDXL5xn6uLlgGLESXqa4v2anpb20aToh/aZmpaGpWkBTI0MCY7KmkQMiXpBBY8i2fqlpKay5LcDjO3cFjVVVTIyM8hM/+u9lkFG5sfjye24LZ01nYiwUMbNnINBHo7bh8S9iuX3XduZMHsBABkZ6aS/LWaenpb+ScdNV1cv16TWscOHcC3ihpOLS679U5KTWbJgHr9MmKT4fKZnKM95enqa8i5lX0OJ4sUIDM46mjMoOARLC4sc2y9ctoy2rVpiUbAgTzw9SXtv+mZ6+qcdp7zIyMwkNTX79RYgM1PxvkxJzT6FNPZ1PFuPnGTRCMXovoyMDNLeXrfTvkGcGhoauLs4ExQalmV5cFgYlgWzT0PMzMxkzvJVDOzeBV0dHdIzMpTHMu3t5/Vrxwig/zY5ExwWjpevHz3atsoxtrmr1jGgS0d0dbQVsaW9O3bAV30PwrskUkhoGMtmz8ToA5/n5JQU5i1fyaRRI9/+/5VB5vv/f+UhNh0dXXR0sl9TVs6dRVR4GCOnzszTtTjI3w8VVVUMjbJPzw0LDuL6xQtMXqgYhZqRkUF6+l/XlM+/FgshhBDi/69vete25cuXk56eToUKFdi3bx/e3t48ffqUJUuWULly5W+5a1xdXWnfvj2dOnVi//79+Pv7c/PmTWbOnMmRI0fytA0NDQ0GDhzIjRs3uHPnDl26dKFSpUrKxJKLiwv79+/n/v37PHjwgHbt2uXpD7LRo0dz9epVBgwYwP379/H29ubgwYPZim1/SMGCBdHR0eH48eNERkby6tUr/P39GTt2LNeuXSMwMJCTJ0/i7e39wTpJWlpaGBoaZnlovTfN5e9ex8Xh6+NN0NuEWUhQEL4+3sTEvBtdExMTja+PN2GhoQAE+Pnh6+PN67jsdz3buWUL5StWwultMWGPYsW5cuki/r6+HPp9Px7FPl4MOfr+DXQsbDArVw0NowIYuhajQLEyxDy8pWyjqqWNlpkFWiaKEQZaBUzRMrNALYcv2cZFS5OemEB8wDMA3oQHo2dbGB0LG0xLVyIpOoqMlORs/d7tSwe9Qi7oFVJ8QdcuaI1eIRe0TBVfiEOP/obdz50xKVsNXTtHXAf8SsrLF0TfugRAYmggMfeu4dJ7NPpO7hgUKY5Tt6E8v3qalJcvsu3Puddo/DYvISNZcfvsOK9HWNb5CR2bQhSsUZ84z0cfPYZpaWksmzWdAB9v+gwfRUZGBrEvY4h9GUPa2ySRr5cnpw7/QaCfLy+iInny4D4r5s6moKUVzn+rhZaZmcnG5Uto16OX8k5CLu4enD95nLDgIK6cO4OLu0e2OP5u3cFjPPTxIyI6Br/QcNYdPMYDbz/qlFPcrbBV3Zr8fv4KF+89JPT5CzYePkFwZBQ/Vs5+x6htx85Q0cMNFzvFXcCKOhbm8v3H+IWGc/DCFYo6Fv5oPDkdt8Uzp+Ln84x+I0bneNwAXkRFEeDnS/TzKDIyMgjw8yXAz5ekxMRs29y6ZhUNmjbH5G1tFVf3olw+d4bQ4CDOHj+Kay53Q/wUCQkJXDh3lgaNG3+w3dZNG6lQqTIub0dMFCtenEsXLuDr48OBfXspVrzEB/t/inYtW/L4zyds3LqV4JAQjp86xYFDh2jZrFm2tjdu3SIoOES5zsPNjcDAIK5ev87vf/yBqppaltGdn2rd74d56O1LxIsY/ELDWPf7YR4886VOhTKEPY9mx/HTPAsMJjLmJX/6+jNl7WY0NTWoWCz7tXbFbwdoWbemshB3UScHTt+4TWB4JEcuXaOoU8538vuQN4mJPPPz55mforB8WGQUz/z8iXiuSKq2a9aEM5ev8MeJU4SEhbP38FGu3LxNswb1s23r0MnTGBsZUq2CYnpoCXc37jx8zGNPL3b/cYjCdnYYfELh+DeJSXj7B+D99g534VFRePsHEPlcce06d/U69x7/SVhEJJdu3mbY5OlUr1CeCjnUtDp0+izGhgZULa+4S2hxtyLcffyYP728+e3QUQrb2WLwifXC3iQm8szXl2e+vgCERUTwzNeXiKgo0tLS+GXaDDyfeTNp9AgyMtKJjokhOiYmx2T5xh07qVy+HEWcFaOpihf14MKVq/j4+bP3j8OU8Pj0UbFpaWmsmKOoJddz6AgyM9J59TKGV+9dU3w8n3LyjwME+fsRFRHOtQvn2LVhLZVr1kZP3yDL9jIzM9m8YhltuvV8dy12c+fCqROEBQdx9fxZnPNwLRZCCCGEeN83G5EE4OjoyN27d5k+fTrDhw8nPDwcc3NzypYty8qVK7/lrgHFNK9p06YxfPhwQkNDMTMzo1KlSjRq1ChP/XV1dRk9ejTt2rUjNDSU6tWrs379euX6BQsW0K1bN6pUqYKZmRmjR48mLodkyd+VKFGCCxcuMG7cOKpXr05mZiZOTk60bt06z69NXV2dJUuWMGXKFCZMmED16tXZvXs3np6ebN68mejoaKysrOjfvz+9e+etnkpeXL96hYWz39WkmD1VMS2uXecudOiiuOPe0T8OsmPzJmWbUYMV9WKGjh7L9/Xf3XEnwN+PS+fPsmztBuWyajVr8ej+fUYOHoCtnR2jxk/4aExJUWEEH/2NgpW/w6x8DVLjXhJx6QRxzx4r2xg4FMHm+3fTqGzrtwDg+Y2sdZHUdPQwK1edgL3vYkqKDCP63nXsGrclPTGB0NMHPxiPgZMbxSe9q3nh2FkxhTHy/FG8V0wn9OB21LR0cO49CnVdfeI8H/J4xnAy35sq92zJZBy7D6PYhCWQmUH0jfP4bliUbV+WdZuQ+iqGl3ffTcsK2rOeIoMmUXL6Wl4+uE74iX0fO4S8jI7m3s3rAPw6OGstjjHTZ+NevASaWlrcuXaV33duIyUpCaMCJhQvU5afWo9FQyNrLZrzJ45haGxMqfIVlcuate3AyvmzmTxiCMXLlKNOw49/DmPj45m9ZTcxcXHoaWvjYGPFrH7dKeuuSDw2r12dlNQ0Vu47xOs3b3C0sWb2gJ5Ym2etg+YfFsGFew9YNWaoclmNUsV54O3HkIUrsbMw55cubT8az9+9jH7B3RuK4/bLoKx1U8bNmIPH25pie7dv4dKZU+/WvW37fhuAh3duExkeRt/h7+pf/dDoJ/x9njFh2GCcXF35uW2HT47z786dPkVmZibf1f0h1zb+fr6cP3eGNRvfTaWrUfs77t+7x5D+fbC1t2f8xMm59v9UHu7uzJk+jRWr17B+8xasLS0ZNnAA9X/4Pku7pORk5i5azIxJE1F9O9rOomBBhg8ZzJRZs9HU0GDiL2PR/kBC/GNevo5n1sYdivedjg6ONlbMGtiLch5FeBH7ikfefuw7c5H4N4kUMDSghLMjS0cOooBh1i/xt/70JPT5C8Z0badc1rR2NZ4FBjNg9iLcCtvTqWHu5yA3nj6+DBz37tq4dP1GAH78rjbjhwykZuVKjOzbm61797Nw7XrsbayZPmYUJf+W2Ih5GcvmPXtZ9d413cPVhTZNf2Lk1OkUMDJi/JDsU7A/xMvXl0ETpiqfL9u4FYD6tWswbmA/ol++ZNnGLcS8eoWpcQHq16pO55bNs20nJjaWrXt/Z+XMKe9ic3Gm9U+NGDV9NgWMDLN95vLC85k3/Ue/q0e2ZI2i3l2DunXo0aE9l97e3a5Tv6x1zpbPnkmZku8Sp74BAZy5eJkt79Wa+65aVe49fEifEaOwt7Vl8pistcbyIjY6mvs3FTFMGpo1hlFTZ+JWvAQaGhrcvHyRg7t2kJaWillBC35o3JQfmmRPul44efzttfhdcr1Jm/asXjCHaaOGUax0Wb5r0PCT4xRCCCHE/28qmVLxKkebNm1iyJAhxMbG5nco/3O+YZH5HUKukvetzu8QPijm0on8DiFX6lO35ncIubIJ+vioqfwUWfjLi8x/K1bGXzaV7lvTz/j0WmL/K6+f3MnvED5I27pwfoeQq4y0f+55BVDXNfh4o3zyNCm/I/iwqu6fP+1eCCGE+BDv0Ij8DuGbcLGx/Hij/5hvOrVNCCGEEEIIIYQQQvx3/L9NJP3444/o6+vn+JgxY0Z+hyeEEEIIIYQQQgjxj/NNayT9k61bt47EHArdguKOcyYmJnTp0uV/G5QQQgghhBBCCCHEP9j/20SSjY1NfocghBBCCCGEEEL8vyDVmf87/t9ObRNCCCGEEEIIIYQQn0YSSUIIIYQQQgghhBAiTySRJIQQQgghhBBCCCHy5P9tjSQhhBBCCCGEEEL8b2RKkaT/DBmRJIQQQgghhBBCCCHyRBJJQgghhBBCCCGEECJPJJEkhBBCCCGEEEIIIfJEaiQJIYQQQgghhBDim8qQGkn/GTIiSQghhBBCCCGEEELkiSSShBBCCCGEEEIIIUSeyNQ2kY2elmZ+h5ArtUIu+R3CB8VcOpHfIeTK/oVffoeQq1dFyud3CB9kFfhnfoeQqwSd4vkdwgeFJCTmdwi5svSokN8hfFB6+D/3M+utaZrfIXxQQmxKfoeQq3KOtvkdwgcFRj7P7xByVcjCPL9DEEIIIQQyIkkIIYQQQgghhBBC5JGMSBJCCCGEEEIIIcQ3lSnFtv8zZESSEEIIIYQQQgghhMgTSSQJIYQQQgghhBBCiDyRRJIQQgghhBBCCCGEyBOpkSSEEEIIIYQQQohvSiok/XfIiCQhhBBCCCGEEEIIkSeSSBJCCCGEEEIIIYQQeSKJJCGEEEIIIYQQQgiRJ1IjSQghhBBCCCGEEN9URqZUSfqvkBFJQgghhBBCCCGEECJPJJEkhBBCCCGEEEIIIfLk/3UiKSIigu+//x49PT2MjY2/6b4CAgJQUVHh/v37eWrfpUsXmjZt+sE2tWrVYsiQIV8cmxBCCCGEEEIIIURe/KdqJHXp0oXY2FgOHDiQp/YLFy4kPDyc+/fvY2Rk9E3jsLOzIzw8HDMzszxtY/HixWT+S+aQzpw2heNHj2ZZVqFiJeYuXARASkoKc2bO4Mqli5iYmjJ0xEjKla+gbLtz+zYiIyMYMmzEV4ln99lLbDh2hqbVKtK3yY8AHL1+m3P3HuETGs6b5BT2TRmNvo6Osk9KWhqL9vzBtT89KWCgz4BmDSnj6qRcv+f8lf9j767josr+x4+/6O7uRgRsxO5Yc621u7u7u1uxA7vW1rVR7O5ECUFaQbrj98fg4AgquO7H/e7vPB+PeTyYe8+98+bMnTsz7znnfYmOi2dwyybffXztkmWw/L0TGnYuqOgb8mLxBGLvXpVpY92uD6b1mqOgoUXiqyf4b15CWmSodL2ihhb2vUahX6Ea5Obw4bYvgd4ryUlPBUDFyBTnwVPRtC9BUqAfr9fMJv19pHR71/GLiPI9Rcxt32/GeuzSFY5fukrkh1gAbC3M6Na8MZVKu0n6JTOTtfsOc+nOfTKyMqno7sqILu3R19EGICEpmQVbdvDw1WssTYwZ17MLTjZW0v2v2LkfcyMD2jWq/91++5abV69w5uQJAt+8JjExgWXrNmHv6CjTZvLoETx/8lhm2W9NmzNwxCgAEhMSWLl4Ac8ePcTMwpKhY8Zh7+gkbbth1QpMzMxp2bZdkWI6dukqJ3yvEhmT13fmpnRt3phKpfL7bt2BT32XRUW3kgzv/EXfbd3JI7/XWBobM7ZnZ5ys8/tu5e79mBka0u63esXsLVk3rl7h9IljBLyW9N3KDZtl/m8Ar2VLePzgPrExH1BVU6Okmzvd+/bHytoGkPTd8oXzeProEeaWFgwbMx4HJ2fp9utWLsfUzJxW7doXOa6srCwO7drO4/t3iY6MQF1DA7cy5WjXrRd6BgYAvI+K5Nj+Pbx48pj4uI/o6RtQtXZdfm/bAUUlJWmbjcuXEBTwBjsHJ/qNHIORian0cZbOmkbN+g2pWLX6D/fhJx9jY9m8fh33794hOSmJUmXKMHj4SCys8p+39V6rOX/6FCqqavTuP4B6DRtK1125dJHzZ88we8GiH45h15ETXLlzj+DwCFSUlXB3dmJA5/ZYm5sBkJCUxNYDh7n75BlRH2LQ1daiRsUK9G7fBk11dWmbeWs28vD5SyzNTBg/oA/OdrbSx1i2ZTvmxsZ0aN74h2LMysriyJ4dPL1/j/dRkaipa+BapixtuvZAT99Apu3je3c4cWAvocFvUVJSwtmtFEMnTgUgKTGRrauW8erZE4zNzOk5ZAQ29vnn5V0b1mJkaspvLVoXK75Tf+7jwc1rxMV8QEFRESs7B5q174xt3jEdEx3N2cMHeP38KYlxcWjr6VGxRi0atvoDRUUlaZtda1fyLigAKzsHugwajoGxsfQxNiycQ6Xa9ShbqcoP9eEnWVlZbFi3jps3rhMeFoampiYeFT0ZOGQIRkZGgOQ9dv7cOVy9cgUDfQPGjB9HRc9K0n3s3rmTqMhIRo0d+7diKcy/4TUhCIIg/N/xf+X7rfB9/1+PSAoICKBChQo4OTlh/NkHwH+CgoICpqamKCoWLXeno6Pzj4+S+pk8K1fm8Im/pLdpM2dJ1504dpTXfq9Yu3EzzVu0ZPb06dKTSER4OCePH6Nv/4E/JQ6/d2H8des+dmYmMsvTMjPxKOFIh7o1Ct3u9K37vAkNZ/mQPjSuVIEFew5JY4yM/cjp2/fp0ahukWJQUFEj6a0/gVuWFrreokVnzBv/gf+mxTye1Jfs9DTcJy9DTklZ2sZ52HTUrex4NmcELxaMQ6dkWRz7j5Out+s2lIyP73k4rgcZcTHYdR0iXWdYpR65ubnfTSIBGOnp0fePFmyYPp7108ZRzsWZKas3EBQWDsCavQe5+fgp0wf1ZsX4kcTExTNtzSbp9rtOniElLZ2N0ydQtoQTS7btka57ERDEy8C3tGlYtH77lrS0NFzd3enWp9832zVo0hTv/Yekt+59+0vX/blnF6kpKSxdtxH3MmVZs2yJdJ3fixe8fvWS5q3bFDkmIz1d+rRpwfqp41g3ZSzlXJyZ6rWRoLAIANbsO8TNx8+YNqA3K8aOICYunulrN0u33/3XWVLT0tgwdTxlSjixdHshfdegTpHj+Zq0tFRc3UvJ9MWXHJ2dGT5uAmu9dzBzwRJyc3OZNn4M2dnZABzYvZPU1FRWrN+Ee5lyeH3Wd69ePOf1q5f83uaPYsWVkZ7O2wB/WrTvxOzlXgybMJWIsFCWz50hbRMRGkpubi49Bw9jvtcGOvXux8XTf/Hnzm3SNnu3bkLPwIA5K9eio6/PPu/8Pr519TLy8nI/JYmUm5vLjMkTiQgPZ+a8Bazd4o2xiSnjR40gNVWS4L15/RqXLpxn/tLl9B04kOWLFhAfFwdAclIS3ps2MnTkqL8Vx6OXr2j1W33Wz5nGssnjycrOZvTcRaSmpQPwITaODx/jGNS1I9uXzGPioH7cfvyEheu3SPex4/BxUtLS2LxgFmVdS7J441bpuuev/XnpH0Dbpr/9cIwZ6emEBAbQvF1Hpi9dxeDxk4kMC2X1vFky7e7dvM7mlUupXrcBM5Z5MXH+EirXrC1d/9fB/aSlpjJtySpc3Euxfe0q6boAv1cEvvGjQbMWxY7P2Myctj37MmHRCkbMmIe+kTFr580kMSEegKhwyXHXvs9AJi5ZSetuvbh+4Swn9+6W7uPoLm909PUZt2AZ2rp6HN21TbruwY1ryMnL/+0kEkjOfa/9XtGzV2+8d+5k3sJFhIQEM370aGmbY0eO4PfqFRs3b6FFq5ZMnzpV+v4VHhbG8aNH6T/w57zHfu7f8poQBEEQBOF/7z+bSKpduzbDhg1j3Lhx6OvrY2pqyowZM6TrbW1tOXToEDt27EBOTo4ePXoAsGzZMkqVKoWGhgZWVlYMGjSIpKQk6Xbbtm1DV1eXs2fPUrJkSTQ1NWnUqBEREZIvjzNmzGD79u0cO3YMOTk55OTk8PX1LXRq2/Pnz2nWrBna2tpoaWlRo0YNAgICgIJT25KTk+nWrRuampqYmZmxdGnBJEV6ejpjxozBwsICDQ0NKlWqhK+v70/r029RVlLGwMBAetPS1pauC377lmrVa2Bnb0+rNm2Ii/so/SC5bPEi+g8ajIaGxt+OITU9nYV7DjHij+ZoqanKrGtdowrt69bAxcay0G1Dot9T2a0EtqbG/F7Nk/jkFOKTUwBYdegkvZs0QENVtdBtv/Tx0S1C9m8i5u6VQtdbNGnHu8Pbib13jZSQAF57zUZZzxCDipIkl5qFDfrlquC/fgFJ/i9I8HtCwNblGFWtj7KeZESbuoUNUb6nSYsMJdr3FGoWtgAoqGti06EvAV9JYn2patlSVC7tjqWJMVamJvRp8ztqqiq8CHhLUkoqp67eZFCH1pQvWYISttaM79WF5/6BvAgIkvRbRCR1PStgZWpCs1rVCYmQjIrKyspm2Y69jOrWAQX5v3+aqdOgIe27dqd0+QrfbKeiooqevr70pv7ZcRUaEkKN2nWxsLSiYZNmhL4LyYs1i3UrlzFw+CgUFBSKHJOk79ykfde79e+oqajwMjCIpJRUTl+7ycB2kr5ztrVmXM8uPA/I77vgiEjqfOq7mtUIiYjKiyeb5bv2MbLrz+m7ug1+o2O3HpSt8PW+a9Tsd9xLl8HE1AxHZ2e69OzDh+hooqMkz+e7kGBq1qmLhZUVjZo2411IcF6sWaxdsYxBI4rXdwDqGhqMnz2fStVrYmZphaNLSbr1H8Rb/zd8eB8NQOkKHvQdPppS5SpgbGpG+UpVaNyqDfduXpfuJzz0HdXrNsDU3IIa9RoQnve8JiclcWjXdrr1H1Lo4xdXWOg7Xj5/zrDRoylRsiRW1tYMGz2G9PR0fH0uAPAuOJjSZcvh7OJCnfoNUNfQIDLvvWHTurU0a9kK489GS/2IJZPG0rh2DeysLHG0tWbSoL5EfYjBL1ByXNlbWzJn9DCqVSiHhakJFdxd6du+LTfuPyQrLzEYHBZOvaqVsTI3o3m92gTnJY6zsrJYunkbo/v0+FvHnrqGBqNnzKVitRqYWljiUMKFzn0HEhzgT0zec5udnc2+LRto170XtRs1wdTCAnMraypWy0/2R4S+w7N6TUwtLKjZoBERoe+kce5c70W3AUOQL+ZxB+BRvSYlSpXB0MQUMytrWnXtSVpqCuHBkuPatWx5Og8cSskyZTE0MaWUhyd1m7Xg8d1b0n1EhoXiWbMOxmbmVKpVh6hwyYjSlORk/jqwh7Y9v530LipNTU1Weq2hXoMG2NjY4l6qFKPGjuXVq5dERkpen2/fBlG9Rg3sHRxo80db4j5+JC7vPXbxwgUMGjIEDU3NnxLP5/4trwlBEARBEP73/rOJJIDt27ejoaHB7du3WbRoEbNmzeL8+fMA3L17l0aNGtGuXTsiIiJYuXIlAPLy8qxatYrnz5+zfft2Ll68yLhx42T2m5KSwpIlS9i5cydXrlwhJCSEMWMk07LGjBlDu3btpMmliIgIqlatWiC2sLAwatasiYqKChcvXuT+/fv06tWLrKysQv+XsWPHcvnyZY4dO8a5c+fw9fXlwYMHMm2GDBnCzZs32bdvH0+ePKFt27Y0atSIN2/e/O2+/J5HDx/QokljunRox9LFC4mPj5euc3Ry4umTx6Snp3Hn1m0MDA3R0dXl/NkzKCsrU7NW7Z8Sg9eRU3iWdJaZklZU9mamPA8KIT0zk/t+/uhra6Kjoc7FB09QVlKkWqmSPyVGFWNzlPUMiXtyT7osOzWZRP8XaDu7A6Dt7E5WUgJJga+kbeKe3oPcHLQcXQFIDvZHt7QHyMmhW8aTlBB/AOy6Dibi7GEyYqKLHVt2Tg4Xb98jLT0DNwc7XgeHkJWdTQVXF2kbazNTTAz0eJ6XDHGwsuTBSz+ys7O5++wF9lYWAOw7fZ6yJZwpYWdT7Dj+jisXL9C1TQuG9e3Jzi2bSE9Lk66zc3DgyaMHZGdn8/D+XWzt7AE4sn8f7mXK4liixA8/bnZODhfv3CMtIwNXmb7L36e1mSnG+p/3nQUPX72W9N3zl9hbmgOw78x5ypRwooTt/7bvPklLTeXC2dOYmJlhaCQZqWnn4Mjjhw/Izs7iwb38vju0fy+lypTFqYTLt3ZZZCnJycjJyX0zsZyakoyGlpb0vrWtHc8fPyQnJ4dnDx9gZWsHwL5tm6nXpDkGedN//q7MjEwAlJVVpMvk5eVRUlLm2ZMnANg7OvLG7xWJiQm89ntFRno65pYWPHvyGP83r2lZzFFbRZGUIhn5of2NREFySgrqamoo5iVdHG2sefDsBVnZ2dx5/BSHvCmVe46foqyrCy4O9j89ztQUyXOrriGJMzjAn48xMcjJyTNj1FBG9erC8lnTCA1+K93GytaOl08fk52dzfNHD7C0kTy3Z44cpIR7aWy/mKL5I7KyMrnhcw41dXUsbGy/EX8K6p/1sYWNLa+fPiEnJ4dXTx5jnjcN9NjubVRv2Bi9Ik5j/xHJSUnIycmhlRePk5MzTx4/Jj0tjVu3bmFoaCj5wevMaZSVVahV5++PbCzMv/U1IQiCIAjCP+8/VSPpS6VLl2b69OkAODk54eXlhY+PDw0aNMDIyAgVFRXU1NQwNc3/Nezz4tW2trbMmTOHAQMGsHbtWunyzMxM1q9fj4ODJGExZMgQZs2SDNnX1NRETU2N9PR0mf1+ac2aNejo6LBv3z6U8mp9ODs7F9o2KSmJLVu2sGvXLurVk9RL2b59O5aW+aNrQkJC8Pb2JiQkBHNzyRfSMWPGcObMGby9vZk3b16R+624PCtVoWat2piamxMeGsamDesYN2okazduQkFBgSbNmhPg70+3Th3R0dFlxuw5JCYmsHXTJlauWcvmDeu5eOEC5hYWjJ88GSOj4k8z9H0kqX+0eljfH/offvMsR1BEFH0Xr0FHQ53JXdqSmJrKjrOXWDSwB9vO+OD76BnmBvqMatcCQx3t7++0EMq6+gBkxMfKLM+Ij0VJV1I7REnXgIyEONkNc7LJTEpEKW/7oB1eOPYbh8eag6QEB+C/cRHaJcugYePE211rKTFyFlr2Lnx8cpfArcvJzS48QQkQGBrG4LlLyMjMQk1FhVlD+mJrYYb/u1CUFBWldVU+0dPWJjY+AYCOTRqyfOc+Ok+YjomBAWN7dCY0KpqzN27jNXk0y3bs5d6zlzjbWjOmR2c01dUKC+GnqFm3HsbGJugZGhIcGMCOzRsJe/eOCTMkr83WHTqyfuVyBnTrjLGJCUNGjyU8NJRL58+yYJUX61Ys49H9ezg4OzN41Bg0NL7/C35gaBhD5i+V9t3MQX2xNTcj4Bt99zEhr+8aN2TFrn10njgDU0MDxuT13bmbt1k9cTTLd+7l3vNXONtaM7pbp3+07wD+OnaEbRs3kJaWioWVNbMXLZWem/7o0Im1K5fRt0snjE1NGTZmPOGhoVw8e4bFq9eyZvlSHt6/i6NzCYaOGvtDox8yMjI4sH0rlWvWRk298ERSVHg4508ep0PP/Nd5h1598V6zilF9umNla0fPwcN49ewpIYEBtO/eG6+Fcwnyf4N7ufJ07TtQWlupuKxsbDA2MWHrxvUMHzMWVVU1Dh/Yz4f30cTGxADg4VmJug0aMrRfX5SVVRgzaTKqqmqsWrqUMZMmcfLoUY4dPoi2ji4jxo6VJuR+VE5ODqu376JUCSfsrQsfbRmXkMj2w8f4vX5t6bLOLZuxbPM2Og4bg6mRIeMH9OFdRCRnrlxl3expLNnkzd0nz3Cxt2Ns/14FjuPiyszI4OAObzxr1EItb1/v80a7Hdu/m/Y9+2JobMy5Y0dYPHUic9dsRFNLi8at27JrwxomDOyNoZEJPYcMJyo8jBuXfJi0YCk71nnx/PEDbB2c6D5omMwIxO95dv8u21YtIzMjHW1dPQZNnoGmduHn9feREVw5c4qWXbpLl7Xs0oP9m9Yxc2h/zK1taN93IP4vnxP29i2/d+rG1hWLeRcYgEvpMrTp0UdaW+nvSk9PZ62XFw0aNpS+zpr9/jv+/m/o1L49Oro6zJ43n8SEBDZt2MCa9evZsG4dF86fw8LCkslTp2L0k6by/xtfE4IgCMK/W46okfSf8Z9PJH3OzMyM6Ohvj9S4cOEC8+fP59WrVyQkJJCVlUVaWhopKSmo530AVldXlyaRirrfLz169IgaNWpIv6h9S0BAABkZGVSqlF88U19fnxKfjaB4+vQp2dnZBZJR6enpGBjIFjf9cn16enqBZSoqKoW2P3/2DEsXLZTeX7h0OfUaNJDed3BwxMHRkY5t2/Do4QMqeFREUVGRkWNki3zOnzObNm3b8ea1H9euXGHLjp3s3b2LVcuXMXvegm/0RkHRcfGsO3aG+X27ovyDXxIVFRQY0rqpzLIl+4/SonolAsIiuPHsFetHDeTApeusPXqaad2LXlT4n5Dx8QMvFuaPlJNTVMJt8nJer5mDVZseZKemcH9ER9wmLcO0QUsizhz86r6sTE3YPGMiSalpXLn3kAWbd7Ji/IgixaGprsbU/j1llo1atJL+7Vpy4eZdIt5/YMe86SzZvpsdx08xqMP3axBd9jnPuhXLpPenzluIW6nS39hC4remzaV/29rZo6dvwLRxo4kID8PM3AINDU1GT5oqs83UsaPo3q8/V3wuEBkRwRrvHaxZtoT9O3fQa8Cg7z6mlakJm6ZNJDk1lcv3H7Jw606Wjxv+3e1A0ndT+n3Rd0tW0f+PVvjcukf4+xi2z5nG0h172HniNAPbf7+gsO+F86xZnj+tccb8hbiVLlOkeGrXa0C5ChWJjY3hyIF9LJw1g0WrvFBWVkFDU5Oxk6fJtJ88egQ9+w/E1+c8kRHhrN+2i9VLF7Nv53Z6DxxcYP83fC/i/VmNmzHT51DCTTIKLysrizWL5pKbm0uPgYVPRYuN+cDiGZPxrFaDOr/lF4HWNzBk9LT82juZmRksnj6ZfiPGcOzAHlTV1Fi4bjNLZkzh4tlTNCxiTR2fc+dYuXSx9P7cRUuYNmcuyxYuoE3TJsgrKFC+QgUqVqpMLvkfirr16k23Xr2l93d6b6WchweKiors2bmdDdu2c/vGDRbNncPazVv5O5Zv3UHQuzC8Zk4pdH1ySirjFy7F1tKCnn+0ki7XVFdn2jDZ43v4rPkM7NyB89duEh79nt3LF7Jo41a2HTzKkG6dvhnHrcuX2LHeS3p/xNSZOLvmP7frlswnF+jaP/+4+FTDp9kf7fGoUg2AnkNHMqZPN+7duEbt3xqjrqFBv1GyI4IXT51I2+69uHXFl/dRkcz12sj2tas4cWAv7Xv2KRDb3WuX2b9pvfT+wAlTcSjpipNbKcYvXEZSYgI3fc7jvWIJo+csREtHV2b7uNgY1s2fRdnKValaL79ItK6+Af3H5/d7ZmYm6+bNpPOg4Zw9/CeqqmpMWebFuvmzuH7hHLUayb6/fM3ZM6dZNH++9P7SFSspW66ctC+nTppIbm4uY8dPkLZRVFRkzLjxMvuZM2smbdu357WfH1cu+7Jj9x5279zB8qVLmLfwxwpb/194TQiCIAiC8L/xn04kfZmkkZOTIycn56vt3759S7NmzRg4cCBz585FX1+fa9eu0bt3bzIyMqSJpML2W9wK9GpqP3d0QVJSEgoKCty/f79ArRLNb4wOmD9/PjNnzpRZNnrsOMZ89iH1c9Wq16Ckm5v0vlEh00bMLSzQ0dUlLDSUCh4VC6x/cP8+b4OCGDdxEuu8VlOpahXU1NSoU7ceRw7++c3/szD+oeHEJSUzeOUG6bKcnFyeBgVz/MYdTs6fWux6H4/8gwiOimZk29/ZfPIcni5OqCorU7OMG8dv3Cl2jJ9kxElGIinr6JMZFyNdrqyjT/JbyRTEzLgYlLV1ZTeUV0BJU4vMONmRTJ9YtepG3JM7JAf5odN/PMH7N5GbnU3MncvouFf4ZiJJSVERCxPJL9QlbK15FRTMoQuXqONZgcysLJJSUmRGJHxMSJBeeexLp6/eRFNdjerlyjDNayPVypVBUVGBWh7l8T568rv9A+BZpRrOLq7S+/o/OEXE2UUyHTEyTJJI+pLPmdNoaGhSqWp1FsyYRqVq1VBUVKRarVrs2e5dpMeQ9J3kNeBsa43f2xAOX/CldsXyX+07va+Mejh97SaaampUK1eaaWs2Ub1c6by+K4f30b+KFI9n1Wo4l8yfhmlgWPRpXRqammhoamJuaUmJkq50bNmMm9euUqtuwSvuXThzCg1NTSpXq8686VOoXK06ioqKVK9Vm93bCv8iWM6zMg7O+VPgPl2ZTZJEmseH6GgmzFlY6GikjzExzJ88HqeSrvQc/O1E3Yk/9+Nerjx2jk5s9VrBH126o6ioiEeVqrx48rjIiaQq1avj4pp/HBrmjWJdv3UbyUlJZGZloqurx9D+fXH+ytS+kOBgfM6dY92WrZw59RelypRBV1ePmnXqsnTBfJkfKIpr+dYd3HjwiNUzJmNsoF9gfUpqKmPmL0ZdVZU5o4d980IPpy5dQVNdnRoVKzB5yUpqeJRHUVGROpU92XLg8HdjKeNZienO+T9sfLoyW1ZWFuuXLCDm/XvGzpwnHY0EoKunB4C5pbV0mZKSEkYmpsS+L/yHmWs+51HX0KBcpSqsWTCHcpUqS57bqtU5tndXoduUquCJrWP+Dyw6+pK+UlFVxcjUDCNTM+ycSjB7xCBuXvKhYcv8ZHd8bCyrZ03FztmFDn2/Xaz6/NGDlChdFmt7B/ZtXEvT9p1QUFSktGdl3jx/WuREUvUaNXHLS7BC/ntsVlYWUyZOJDIiktVr135z1N/9e/cICgxk4uQpeK1aRdWq1VBTU6NuvfocPFD899hP/u2vCUEQBEEQ/nf+04mk4rp//z45OTksXboU+bzEw4EDB4q9H2VlZenVjr6mdOnSbN++nczMzO+OSnJwcEBJSYnbt29jbS350P3x40dev35NrVq1AChXrhzZ2dlER0dTo0bhVyYrzMSJExk1SvaKKR+TUr7aXl1D47vTB6Kjo0mIjy90JFR6ejorli5myvSZKCgoSBJ7ebOusrKyvpno+5qyjvZsGC37IX/p/mNYGRvSrk61YieRMjIzWXPkL8Z3aoOCvDw5ubnk5sWVnZ39QzF+kh4dTsbHD+iWqkBysCRxpKCmjpajKxHnjgCQ8PoZipraaNiVIDnIDwBd9wogJ0+i/4sC+1SzsMGoegMejusBgJy8PHJ5yUQ5BUXkivn/5+bmkpmVhbONNYoKCtx/4UctD8kv4iERUUTFfMTNwa7AdnEJiew4cZpVEyXHU3ZOjrS4b3H6TU1dXeYL548KCpDUjdIr5DiMj4tj/+4dzF8uGSGTk5NNdl59sqysbHKyf+w5zvmi7x689KNmhby+i4wiOvYrfZeYyM6TZ1g5fmTefvL7Lis7m5zcosWjrq7+c76E5eZKjoO8Giifi4+LY+/O7SxaIRmBkpOTQ3ZWXqzfeA0X9rx+SiJFhocxce5CmSL9n8TGfGD+5PHYOTjSd9go6bm5MGHvQrh5+RJzVq6VxpYlja14r91v9eWnL/Fh797xxs+P7r0LTqnNzc1l5ZLF9B8yBDV19bxYJMfYp2Mt5zvvE4XJzc1lhfdOrt65z8rpEzE3LpgsTE5JZcy8RSgpKTF/3EhUlJUL2ZNEXEIC2w4dZc0syeiaAsdeEfpMTU0dNbWCz+36JQuICg9n3Oz5BaaN2Tg4oaikRGR4KE6ubtJtYqKjMShk6lVifDwnDuxlwjzJaJrPj7tvnV9U1dRQLcIPNzk5OWRl5h/vcbExrJ41FSt7BzoPHPLN4y4y7B33r19l3IJl+bHlTScu7nuGhoZGgRphn5JI796F4LVuPTrfuKJreno6SxcvYvqs2Xnvsdlk5f3QlZWdRU5O8Y+5T/6trwlBEARBEP73RCLpM46OjmRmZrJ69WqaN2/O9evXWb9+/fc3/IKtrS1nz57Fz88PAwMDdHR0CrQZMmQIq1evpkOHDkycOBEdHR1u3bqFp6enzJQ1kIwo6t27N2PHjsXAwABjY2MmT54s88HW2dmZzp07061bN5YuXUq5cuV4//49Pj4+lC5dmqZNC/81VEVFpcA0tpTMon+QS0lJYfvWLdSsXQd9A33Cw8JYv8YLC0tLKlaqXKD9Du+tVK5SFee8/9G9dGnWe3nRuGlTjhz6E/ciTGH6krqqCramJjLLVJWV0FJXky6PTUjkY2IS4R8kI3qCIqJRV1HGSE8H7S8+GO++cIWKLk44WpgB4GprxeaT52noUZbjN+7gZmvNt8irqKFmml+vRNXYHA0bJ7KSEkiPiSLs1AGsWncnNSKUtOhwbDr0JePjB2LuXgUgNSyY2Ic3ceo/Hv9Ni5FTVMSh10je37hAxscPBR7Psd94ArevIiddUlg6we8ppvV+JzXiHcY1G/H++oWvxrrp4DE8S7liYqBPSloaPrfu8cjvDYtGDUZTXY0mNaqwbv8htDU0UFdTZfXuA7g52OFaSDLEa99B2v1WFyM9XQDcnRw4f+MOFd1KcvLyNdwdi18E/ZPEhATeR0cTGyP5/8NDJVfm+nR1tojwMK5c9KGCZyW0tHUIDgxgy/q1uJUqja19wcfdss6LFm3aSUfsuLi543vhPGUrVOTcXycp+dmIgK/ZdOgYnqXcMNHXk/Td7Xs89nvDwhGD0FRXo3H1KqzdfxgtDQ00VFVZtfdPXL/Sd2v2HaJtw8/6zsGe8zfv4OFakpOXr+Pu+ON1QyR9FyWtWRL2TnLlK0nfGRAZHs5V34uU86iIto4uMR/ec3DvblSUVfAo5DW8ae1qWrVtLy1iXdLNnUsXzlHOw4Ozf50oUt+B5Mvx6gVzCA70Z9TUWeTk5BD3UfL61NTUQlFJSZJEmjQOA2NjOvTqS0JCfhF/XT3ZUTi5ubl4r1lJpz79Ucm7wqJTSTd8z53G1MKC65cuyFxa/kdcuXQRHV1djE1MCAoIZN3qlVStXgMPT88CbU+fPIGOri5VqlUHwM29FDu9t/Ly+TPu3r6Nja0tmp8VDS+q5Vu2c+H6LeaNHYG6mioxeVfn0lRXR0VZmeSUVEbPXURaRgZThgwgOTWV5LxLsetqaxdIrK/atpv2zRpjlDdSp5SzM+euXqdiaXeOX7iEe4niF7TOyspi3aJ5BAcGMHzydHJysonPe2418p5bNXV1av/WhGP7dqNnaIShkTFnjh4CwKNq9QL73Lt1Iw1btELPQDJC0bGkKzcvX8StbDmunDuD42ejGL8lPS2Nc0cO4u5RER1dPZISE7l67hTxH2MpV1lyYYxPSSQ9QyNadulBUl5dMwBtXT2Z/eXm5rJv4zpade0pPe7sS7hw0+c8xmbm3L3iS4VqBf+fosrKymLShPG8fvWKxcuWk5OdTcwHyXlQW0enwA9R3lu2UKVqVenniNKly+C1ehVNmzfn0IE/KVWmaFNdi+rf8JoQBEEQBOF/TySSPlOmTBmWLVvGwoULmThxIjVr1mT+/Pl069atWPvp27cvvr6+eHh4kJSUxKVLl7C1tZVpY2BgwMWLFxk7diy1atVCQUGBsmXLUq1atUL3uXjxYpKSkmjevDlaWlqMHj1a5spoAN7e3syZM4fRo0cTFhaGoaEhlStXplmzZsWKvzgUFOQJ8PfnzKlTJCUlYmhoiIdnJXr364fyF7+CBwYEcOmiD1u275Quq12nLo8ePGDowAFYWdsw9Ytpdj/LX7fusev8Zen9MeskU5dGt2tBw4rlpMvfRkZx5clz1o0cIF1Wo5QrTwLeMnqdN5ZGBkzo9O06P1oOLpSakV8vxL77MACifE/xZu1cwo7tRkFFDcf+41BU1yTh1ROezRtNbmaGdJvXq2Zi33sU7tNWQW4OMbd9Cdi6osBjmdZvQWZ8LB8f3JAuC/lzCyWGzaDM3E18fHyLiLOHvhrrx4RE5m/eQWx8AhpqqthbWrBo1GA83CTTowZ3/AM5OXmmr91EZmYWFd1LMqJrwfpQd569ICzqPZP65BejbVW3Fn5BwQyasxgXOxu6t2jyzX77ljs3b7B6SX5triVzZwPQvmt3OnbrgaKiEk8e3Ofk4UOkpaViaGRMlRo1aNepa4F9Pbx7h4jwMEaMnyRd1rRFK/xf+zFu2CCcSrjQvmv3Att9KS4xiQVbZPtu4YhB+X3XoQ3y8nLMWLuZzKwsPNxKMqJLwb67++wFYdHvmdg7/zzTsm4t/IJDGDxvCS52NnRr/uN9d/vGdVYuzq87tmiO5DXWsVsPOnXviZKyMs+fPuH4oYMkJSWiq6eHW+kyLFq9Rjr96JMHd+8QERbGqAmTpcuatmzNm9d+jB4yEGeXknTs1qNIcX2M+cDDO5LLqU8ZLluvZ+LchZQsVYbnjx4QFRFOVEQ4I3p2kWmz4/gZmfuXzp5CR1ePchXza8m17tiFtUsXMHPMCEqXr0D9z+po/YiYmBjWe3kR9zEWfQMD6v/WiM7dexT832Jj2btzByvW5v8Q4eLqyh/tOzBl/Dh0dfUYO2lyge2K4uj5iwAMmyl7AYWJA/vSuHYNXge95YV/AAAdh8vWptu/eilmn41guvPoCWFRUUwZ0l+6rHWj+vgFBjFgykxKOtjL1FYqqrjYGB7dvQ3AjFFDZdaNnT0fF3fJDwZtu/dCXkGeLSuWkpGRjr1zCcbMmoeGpmwy4dnD+0RHhNNn+GjpsrpNmvHW/w1zx4/CzsmZ39t/u47TJ/Ly8kSFh3Jn2SWSEhPQ0NLC2t6R4TPmYmYl+ZHA78lj3kdG8D4ygmmDZOsurdp3ROb+DZ9zaOno4l4hfxp34z/as331cpZOGU/JMuWo0fDHX7/vo6O5duUKAN27dJZZ57VuPeUrVJDeDwjw56LPBbbv2i1dVqdePR48uM/Afn2xtrFh5uw5PxxLYf4NrwlBEATh/w5Ra/u/Qy63uMV9hP+8yJiPvzqEr0q7fub7jX6h0F1e32/0i9gP/2eSdD9DvFXRRhP8KtrBz391CF+VbFfqV4fwTR+TU391CF9lqlv8q8v9L6lGBP7qEL7qjfLXL+Lwb5CcnvH9Rr+Ih33hV9j7t0hKS/9+o1/ExqTodd8EQRCEf5+HASG/OoR/RDmHb89Y+S8qXvEUQRAEQRAEQRAEQRAE4f9bIpEkCIIgCIIgCIIgCIIgFImokSQIgiAIgiAIgiAIwj9KVNX57xAjkgRBEARBEARBEARBEIQiEYkkQRAEQRAEQRAEQRAEoUhEIkkQBEEQBEEQBEEQBEEoElEjSRAEQRAEQRAEQRCEf1SOqJH0nyFGJAmCIAiCIAiCIAiCIAhFIhJJgiAIgiAIgiAIgiAIQpGIRJIgCIIgCIIgCIIgCIJQJKJGkiAIgiAIgiAIgiAI/6hcUSPpP0OMSBIEQRAEQRAEQRAEQRCKRCSSBEEQBEEQBEEQBEEQhCIRiSRBEARBEARBEARBEAShSESNJEEQBEEQBEEQBEEQ/lE5okTSf4ZIJAn/t4gCbT8szrLkrw7hqzRf3fnVIXzTDU3rXx3CV9WKDf3VIXyToZburw7hq7JjI351CN+koGPwq0P4KquXD391CN+k4eD6q0P4qrTHt351CN+koqH1q0P4qltxib86hK+qXML+V4cgCIIgCP8zYmqbIAiCIAiCIAiCIAiCUCQikSQIgiAIgiAIgiAIgiAUiUgkCYIgCIIgCIIgCIIgCEUiaiQJgiAIgiAIgiAIgvCPykXUu/2vECOSBEEQBEEQBEEQBEEQhCIRiSRBEARBEARBEARBEAShSEQiSRAEQRAEQRAEQRAEQSgSUSNJEARBEARBEARBEIR/VG6uqJH0XyFGJAmCIAiCIAiCIAiCIAhFIhJJgiAIgiAIgiAIgiAIQpGIRJIgCIIgCIIgCIIgCIJQJCKRJAiCIAiCIAiCIAjCPyonN/c/efunxMbG0rlzZ7S1tdHV1aV3794kJSV9s/3QoUMpUaIEampqWFtbM2zYMOLj42XaycnJFbjt27evWLH95xJJPXr0oGXLlr86DClbW1tWrFjxq8MQBEEQBEEQBEEQBOH/iM6dO/P8+XPOnz/PyZMnuXLlCv369ftq+/DwcMLDw1myZAnPnj1j27ZtnDlzht69exdo6+3tTUREhPRW3BxKsa7a1qNHD7Zv3y7ZUFERfX19SpcuTceOHenRowfy8v+7vNTbt2+xs7Pj4cOHlC1bVrp85cqVohr8/9j8ObM4c+qUzDLPSpVZvHwFABkZGSyaP4/rV6+gb2DAyDFj8ajoKW27d/cuoqIiGTFqzE+JZ/+la2w97UPL6pUY+HsjElJS2XnuEg9eBxIdF4+OpjpV3Vzo3rAOGmqqACSkpLJk/1EeBwRhYWjAqLa/42hhJt2n15G/MNXX449aVb/7+Noly2D5eyc07FxQ0TfkxeIJxN69KtPGul0fTOs1R0FDi8RXT/DfvIS0yFDpekUNLex7jUK/QjXIzeHDbV8CvVeSk54KgIqRKc6Dp6JpX4KkQD9er5lN+vtI6fau4xcR5XuKmNu+Re63m9eucPbkCQLevCEpMYFl6zZi5+Ao02bKmJE8f/JYZlnDps0ZOHwkAIkJCaxavIBnjx9hZmHJkNFjsXd0krbdsHolpmZmtPijXZFiOnH1Jieu3SIq9iMANqYmdGlUD083FyJjYuk6Y2Gh203p1Zla5UqTkJzC4l0HePQ6AAtjQ8Z0+gNHKwtpu1UHjmJmoE/bejWLFE9hfI4e5Ontm8THxqCgqIi5rR0NWrfH6rO+C38bxNk/9xAWFIicvDxuHp407tAVFVXJ8ZeSlMShzesIevUcAxNTWvXqj7mNXX4/7NyKnpEx1Rs1K3JcO48c48rtewSHhaOirIx7CScGdu6AtYW5tM3x8xc5f+0Gr4OCSElN49S2jWhpaEjXZ2RmsnDdJq7du4++ri6j+/TEo7S7dP2eYyeJ+hDDyN7di91vD58+Y/fBQ/i98edDbCwLpk2hVtUqAGRlZbFh+w5u3L1HeEQkmhoaeJQry6BePTAyMJDElpHJ/BUruXLrFgZ6eowZPAjP8uWk+9/15yGi3kczetDAYsf26PkL9hw5jl9AIDEfPzJvwlhqVs4/Z1Vv2bbQ7QZ170KnVi0k/ea1jqt37qGvp8vo/n2oWKa0tN2eI8eIev+Bkf0KvqkXxb+5705cv83J63eIio0DwMbUmM6/1cGzpDMA4R9i2Hj8DM8Dg8nMysbDxYnBbZqhp6UpiS0ri+X7jnDz2Sv0tDUZ2qY55Uvkv5YOXLzK+4/xDG5T9NfCJ4+ePWfPkWO8CgggJvYj8yeNp2blSjJt3r4LZe32HTx69oLs7GxsrSyZO3EcpkZGAKza4s0pn0uoqaowoFsXfqtdS7rtxWs3OHPJl0VTJxU7tmO+Vznhe43ImFgAbM1N6dqsEZVKuQFw8sp1fG7f401IKClpaRxfuRBNdXXp9hmZmSzZsZcbj56ir63F8M7tqODqIl2/7+wFomM+MqxT4cfu9+w6dpIrd+8TEh6BirIS7k6O9O/YDmtzswJtc3NzGbdoGXceP2XOyKHUqFgBgISkJOat28SjF6+wMDVhfP/eONvaSLdb7r0Dc2Mj2jdt/EMxZmVlcWjXdp7cv0d0ZATqGhq4lilHu2490cs79gGWz5lBSGAgifFxqGtq4lamHO2695K2eR8VxcblS3gb8AZbByf6jRyDkYmJdPtls6ZTo34DKlat/kNxCoIgCEJRvHz5kjNnznD37l08PDwAWL16NU2aNGHJkiWYm5sX2Mbd3Z1Dhw5J7zs4ODB37ly6dOlCVlYWior56R9dXV1MTU1/OL5iZ34aNWpEREQEb9++5fTp09SpU4fhw4fTrFkzsrKyfjiQn0VHRwddXd1fHcZPk5GR8atDKBLPypU5fOIv6W3azFnSdSeOHeW13yvWbtxM8xYtmT19ujTZFxEezsnjx+jbv/hfWArj9y6Mv27dx84s/0NfbEIiMQlJ9G3WgA2jBzKmXUvu+fmz7OBxaZu9PldITU9nzfD+lLa3YcXBE9J1L4NDeRUSRqsalYsUg4KKGklv/QncsrTQ9RYtOmPe+A/8Ny3m8aS+ZKen4T55GXJKytI2zsOmo25lx7M5I3ixYBw6Jcvi2H+cdL1dt6FkfHzPw3E9yIiLwa7rEOk6wyr1yM3NLVYSCSA9LY2S7qXo1qfvN9s1aNyUrfsOSm/d++RnxQ/u3U1qaipL1m7AvXQZ1i7P7wO/ly948+olzVq1KXJMhro69P69MWvGDmPN2KGUdXZg+qYdvI2IxEhPl/1zp8jcujVpgJqKMp6uJQDYc/YiKWnprBs/jDKO9izbm39ifREUzKu3IbSu8/e+DBiamNGsSw+Gzl5I30nT0TMwYtvSeSQnJACQ8DEW7yVzMTAxpf/U2XQfNYHosFAOb1kn3cflk0dIT0tl0Iz52Lm4cnTbJum6dwFveBfoT9WGTYoV16Pnr2j1W302zJvJ8qkTyMrKZtScBaSmpUnbpGWkU6lsabq2alHoPo5fuIhfYBDr587k9/p1mblyjfS1Gx4VzQmfS/Tr+GNfTNPS0nCys2P04IKv/bT0dPz8A+jZqSPbvFYxf+pkQkJDGTcj/7xy7PRpXvn7s2nZUlo0bsSMhYvzY4uM5PiZMwzoXvwEF0BqWjqOdjaM6l94oueY90aZ28Shg5CTk6NWFck54vjZC/gFBLJ+4Vx+b1ifmctWftZvURw/70O/Lh1/KDb4d/edoY4OvZs1ZM3ogXiNGkhZJ3tmbNnN24goUtMzmLh+G3LIsWhQL5YP60tmdjbTNu8kJycHgFM37vImNJwVw/vRpEpF5u/6M//9IiaW07fu0aNp/R+KLTU9HUc7W0b3L/wcFxoRycAJk7CxsMRr7iy2r1pOj/ZtUVFSAuDanbucv3yV5TOnMah7NxZ4rSMu73WelJzMxl27GTXg2+fPrzHS06VPm99ZP2Us6yaPpZyLM1PXbCIoLAKAtIwMKrqXpFOTBoVuf/LKDd4Ev2P1hFE0rVmNuZu35/fb+w+cunKD3q2Kn3z75PHLV7RqUJd1s6aydOJYsrKzGbNgCalp6QXa/nn6HHLIFVi+8+gJUtPS2DRvJuVcXViyyVu67vkbf176B/JH499+OMaM9HSCAwL4vX1HZi33YuiEKUSGhbJi7kyZdiVLlWHwuIksWLeJoROmEB0ZgdfCudL1+7ZuQs/AgNkr16Crr88+7/zz8e2rl5GTlxNJJEEQBEFGeno6CQkJMrf09ILvkcVx8+ZNdHV1pUkkgPr16yMvL8/t27eLvJ/4+Hi0tbVlkkgAgwcPxtDQEE9PT7Zu3VrswTjFTiSpqKhgamqKhYUF5cuXZ9KkSRw7dozTp0+zbds2AEJCQmjRogWamppoa2vTrl07oqKipPuYMWMGZcuWZefOndja2qKjo0OHDh1ITEyUtjlz5gzVq1dHV1cXAwMDmjVrRkBAgHS9nZ3k1/py5cohJydH7dq1gYJT29LT0xk2bBjGxsaoqqpSvXp17t69K13v6+uLnJwcPj4+eHh4oK6uTtWqVfHz8ytyn5w4cYKKFSuiqqqKoaEhrVq1+mrbuLg4+vTpg5GREdra2tStW5fHj/NHeHzqm82bN2NnZ4dq3oiFV69eUb16dVRVVXF1deXChQvIyclx9OhRAOrWrcuQIUNkHuv9+/coKyvj4+NT5P/lRykrKWNgYCC9aWlrS9cFv31Lteo1sLO3p1WbNsTFfSQ+Lg6AZYsX0X/QYDQ+GwXxo1LTM1i49zAj/miOVt5IIwBbU2OmdWtHZdcSmBvoU9bRjh6N6nL7xWuysyVfXt5Ff6BWGXcsjQxoUqkCIdEfAMjKzmbV4ZMMa90MhSKOuPv46BYh+zcRc/dKoestmrTj3eHtxN67RkpIAK+9ZqOsZ4hBxRoAqFnYoF+uCv7rF5Dk/4IEvycEbF2OUdX6KOsZAqBuYUOU72nSIkOJ9j2FmoUtAArqmth06EvAV5JY31K7fkPad+lGmXIVvtlORVUFPX196U39s+cuNCSY6rXrYGFpRYOmzQgNCQEkvxSvX7mcAcNHoqCgUOSYqpRypZKbC5bGhlgaG9GreSPUVJR5+TYEBXl59LW1ZG7XnzynVrnSqKmoABASFU3tCmWwNDaiSTVP3kVFS+LJzmbl/iMM79C6yM/r15SpUg1Ht1LoG5tgYmFF445dSE9NJTJU8r/7PX6IvIICzbr0xMjMHEt7B37v1pvn9+4QEyUZRfY+PJzSlapgaGqGR616vA8PByA7K4tj27fQolvvYo/4XDplPE3q1MLOyhJHWxsmDe5P1IcY/AKDpG3aNW1Ml1a/4+bsWOg+gkPDqe5RATsrS1r/1oC4hATiEiTn6aWbvBnYuQMan42KKI4qFT3o36MbtasVHOWnqaHBqvlzqV+zBjZWlriXdGH0oIG8euNPZLTkOXz77h01KlfC3taGNs2b8TE+nrh4yZf6RavXMKhXTzQ0fjC2CuXo17kjtb4YrfKJgZ6ezO3a7buUd3fDwlSSwH4bGko1Tw/sra1o0/g34uITpAmHJes3MbBb5x/uN/iX9527C56uJbAwMsTS2JCeTSXJ3ZfB73geFExUbBxjOrXGztwUO3NTxnVqw+t34Tx6EwhASPR7qri5YGtmwu/VKhGflEx8cgoAqw+eoHez39BQVf1WCF+PrUJ5+nXpJE34fWnjrt1UqVCBwT274exgj6WZKTUqeaKX9+NU8LtQypVyo6STIw1q1UBDTY2IvM82a7ftoGXjRtKRS8VVtUwpKpdyw9LEGCtTY3q3ao6aigovA98C8Ef9OnRq3BBXe7tCtw+JjKRKGXfsLMxoWacGcYlJxOfVUFix+wB927RAQ03th2IDWDxhDI1r1cDO0gJHG2smDuhD1IcYXge9lWn35m0wB06dYXz/XgX2ERwWQd0qlbAyM6VZ3doE553nsrKyWLZ1O6N6d/9b52N1DQ3GzZ5Hpeo1MbO0xNGlJF37D+St/xti3kdL2zVq0QpHl5IYGpvgVNKVpm3aEeD3SvpjaHhoCNXr1sfU3ILq9eoT/u4dAMlJSRzatYNu/Qf/cIyCIAj/v8vN/W/e5s+fj46Ojsxt/vz5f6uvIiMjMTY2lln2aVZYZGTkV7aS9eHDB2bPnl1gOtysWbM4cOAA58+fp02bNgwaNIjVq1cXK76fMhetbt26lClThsOHD5OTk0OLFi2IjY3l8uXLnD9/nsDAQNq3by+zTUBAAEePHuXkyZOcPHmSy5cvs2DBAun65ORkRo0axb179/Dx8UFeXp5WrVpJf7W8c+cOABcuXCAiIoLDhw8XGtu4ceM4dOgQ27dv58GDBzg6OvLbb78RGxsr027y5MksXbqUe/fuoaioSK9eBT8EFeavv/6iVatWNGnShIcPH+Lj44Onp+dX27dt25bo6GhOnz7N/fv3KV++PPXq1ZOJx9/fn0OHDnH48GEePXpEdnY2LVu2RF1dndu3b7Nx40YmT54ss98+ffqwZ88emcznrl27sLCwoG7dukX6X/6ORw8f0KJJY7p0aMfSxQtlCno5Ojnx9Mlj0tPTuHPrNgaGhujo6nL+7BmUlZWpWav2T4nB6+gpPF2cKO9k/922yanpqKuqoKAgeQnYm5vwKCCI7Owc7r0OwD5vRNMB3+uUdrDF2arg0MEfoWJsjrKeIXFP7kmXZacmk+j/Am1nyZQhbWd3spISSAp8JW0T9/Qe5Oag5egqiT/YH93SHiAnh24ZT1JC/AGw6zqYiLOHyYiJ5p9y5aIP3f5oybC+vdi5ZRPpn41wsbV34Omjh2RnZ/Po3l1s7CXPxZED+3AvUwZH5xI//LjZOTlcuv+ItIwMXD+bDvHJ65BQAkLDaVSlonSZg4UZj177k52dzf2Xr7HLm4ax/8JlyjjZU8La8ofjKUxWVhb3fC+iqqaOqZV13rJMFBQUZRJBSsqS0WfBbyQJa1MrawJfPic7Oxv/Z4+l2149fQI7l5JY2Dn87diSUyRfxrU1NYu8jaOtNU9e+ZGensHtx08w0NNFV1uLc1evo6ysRM1KFb+/k58kKTkZOTk5tDQk8Tva2fP42QvS0tO5ff8Bhvr66Opoc/biJVSUlQtNsvwTYuPiuHH/AU3r559nHe1sefLyFenp6dx++BgDPT10tbU5d/kqKkrKX01Q/VN+Vd9l5+Rw6cET0tIzcLW1JjMrG+TkUPrsFzElJUXk5OR4FhQMgL25Kc+CgknPyOSe3xv0tbXQ0VDH5/4jlBQVqV7a9afE9qWcnBxu3LuPlbkZI6fPomnXHvQdM54rt/J/8XO0s+XVmwASkpJ45R9AekYGFmZmPH7xEr+AQNo2K96owa/Jzsnh4p37knOdg22RtnGwtOCZfyDpGRncff4SAx1tdDQ1uXDrLspKitQoX+anxPZJUopkmrWWZv4PCWnp6cxes4ERPbpiUMjIcEcbKx48f0lWdjZ3nzzF3soKgL0nT1G2pAsuX0mS/R2pySnIycnJ/OAh838kJnLz8iUcXUpKf6m1srXn+eOH5OTk8OzhA6xsJXHt37aFek2aYfCDyUJBEAThv2vixInEx8fL3CZOnFho2wkTJhRa7Prz26tXrwrdtjgSEhJo2rQprq6uzJgxQ2bd1KlTqVatGuXKlWP8+PGMGzeOxYsXF2v/xaqR9C0uLi48efIEHx8fnj59SlBQEFZ5HxJ27NiBm5sbd+/epWJFyRePnJwctm3bhpaWFgBdu3bFx8eHuXMlw4vbtJGd/rJ161aMjIx48eIF7u7uGOW9kRsYGHx1bl9ycjLr1q1j27ZtNG4smXO/adMmzp8/z5YtWxg7dqy07dy5c6lVS1LrYMKECTRt2pS0tDTpiKCvmTt3Lh06dGDmzPyh02XKFP6B7dq1a9y5c4fo6GhU8kZMLFmyhKNHj3Lw4EFppjAjI4MdO3ZI/8czZ84QEBCAr6+v9H+dO3cuDRrkD3Fv3bo1Q4YM4dixY7RrJ6k/s23bNnr06IGcXMEh5j+TZ6Uq1KxVG1Nzc8JDw9i0YR3jRo1k7cZNKCgo0KRZcwL8/enWqSM6OrrMmD2HxMQEtm7axMo1a9m8YT0XL1zA3MKC8ZMnY2Rk/P0H/YLvo2f4h0Wweuj3pxXEJ6ewx+cKjSuVly5rX7s6q478RY+FqzDR02Vk298Jex/DhfuPWTG4NysPneTBmwCcLM0Z2aa5tLZScSnr6gOQES+byMyIj0VJV1KfQUnXgIyEONkNc7LJTEpEKW/7oB1eOPYbh8eag6QEB+C/cRHaJcugYePE211rKTFyFlr2Lnx8cpfArcvJzf45005r1qmHkYkJ+gYGvA0MZOeWjYSFvmPCdMm0mdYdOrJh1QoGdu+MkYkpQ0aNITwslEvnz7Fg5WrWrVzO4/v3cHB2ZtDI0WhofD+pERQewbCla8nIykJNRZnpfbph89nUxU/O3LyLtakxbva20mUdGtRm5f6jdJu5CBMDPUZ3+oPQ6A+cv32fVaMHsWLfYe6/eoOztQWjOrb54V/sXz16wIH1q8jMyEBTR5ceYyahoSUZlWdf0o3T+3Zx9fQJqjRoTGZ6GucO7gUgMU5S+6lm0xYc37GFZeNHoGdoSKue/fgQGcHD61foP2UWx7Zvxv/5Uyxs7WjZox+qxRzNkpOTw6ptOylVwhl7a6sib9e0Ti0CgkPoOnIcOtpazBo5jMSkZLbsP8iqGVPYtPcAPtdvYW5qzMSB/TAy0C9WXEWVnpHB2q3eNKhdSzpSpvlvDfAPCqJTv4HoamszZ9IEEpKS2LRzF2sWLWDDth2cv3wFSzMzJo0ajrGh4T8S2+mLl1FXU6VWlfzkULN6dQh4G0yXoSPR0dZm1tiRJCYlsXnPflbPmcHG3XvxuXodC1NTJg4dKK1d9E/4FX0XFB7J8JUbJa9ZZWWm9+qEjakxOpoaqCorseXEWXo2bUBuLmw9eY6cnBxi80a6NapUgaDwKPosXImOhgZTurcnMSWVHad9WDy4N96nznP54VPMDPQZ3aE1hrra34mmaD7Gx5OamsauQ0fo26UTA7t35faDh0yav4jVc2dRzt2NSuXL8VvtmvQZNQ4VFWWmjBiKmooKS9ZtYPLwoRw5fZaDf51CV0uLcUMGYm9tXawYAkPDGbJgKRmZWaipqDBzUB9sC6lBVJjG1aoQGBpOz2lz0dHUZFr/XiSmpOB9/BTLxwxjy5GTXLp7H3MjQ8b26IyRnu4P9JJETk4OXjv3UMrZCXur/GS81869uDs5Ut2jfKHbdfq9Kcu27qDTyHGYGhoyvl8vQiMiOXPlOmtnTmXplm3cffKcEva2jO3bU6YG1I/IyMhg//atVK5ZCzV12UTS/m1buPDXCTLS03Eo4cKoqfmf4Tr06sO2NasZ3acHVrZ29Bg8lFfPnhISGEC77r3wWjiPt/5vcC9Xni59B6CYN/VREARB+P+XioqK9Pv994wePZoePXp8s429vT2mpqZER8sODsjKyiI2Nva7tY0SExNp1KgRWlpaHDlyBKXvvFdVqlSJ2bNnk56eXuT/46clknJzc5GTk+Ply5dYWVlJk0gArq6u6Orq8vLlS2kiydbWVppEAjAzM5PpqDdv3jBt2jRu377Nhw8fpCORQkJCcHfPL/b6LQEBAWRmZlKtWjXpMiUlJTw9PXn58qVM29Kl8wuhmplJPrhFR0dj/Z0Pgo8ePaJv36LVRHj8+DFJSUkYfPGlITU1VWbano2NjTSJBODn54eVlZXMAfPlqCdVVVW6du3K1q1badeuHQ8ePODZs2ccP36cb0lPTy8wf/NbB9D5s2dYuii/wPHCpcup91lCy8HBEQdHRzq2bcOjhw+o4FERRUVFRo4ZK7Of+XNm06ZtO9689uPalSts2bGTvbt3sWr5MmbPW0BxRMfFs+74Geb37Yqy0rcP6eS0dKZu3YO1iRFdG9SWLtdQU2ViJ9nk5bgN2+nTtAEXHz4lMvYjW8YOYcXBE+y6cJn+zX+8jsPPkPHxAy8W5tdMklNUwm3ycl6vmYNVmx5kp6Zwf0RH3CYtw7RBSyLOHJTZ/rLPBdavXCa9P3XuAlxLleZ7GjbNr7FhY2ePnr4+08ePISI8DDNzCzQ0NBk1cYrMNlPHjqJ73/5c8fEhKiIcr63bWbt8KQd27aRnEWpjWRobsX7CcJJT07j66CmLdx1g6bD+Msmk9IxMLt5/ROff6slsq6GmxqQesrVoxq7aSL+WTfC5+4iImFi8p45h2Z5D7Dztw4DW364h8ujmNY5v3yy9323UBGydXbAv6crgmQtISUrk7uWL7Fu3kgFTZ6OprYOJhRVteg/k9L6dnD+4Dzl5earUb4Smtg5ycpJRSqrq6rQbMFTmsbYsnE2jdp15fPM6se+jGTFvKUe3beLS8UM07tD1u/32uWWbtxH0LpQ1s6cVaztFRUVG9ekps2zemg380fg33gS95erd+3gvmceeYydZ6b2DOWNGFGv/RZGVlcWUufPJzYVxQ/KnlCgqKjJ2yCCZtnOWLqdti9957R/AlZu32LnOi11/HmT5ug3Mnzr5y13/FH/5XKRhzRqoKOfXOFNUVGR0/z4y7eatWsMfzRrzJiiIq7fvsm3FEvYcOcaKTd7MnfBzLjTwpV/Vd5bGhqwbM5jktDSuPn7O4j2HWDKkDzamxkzp3oHVB49z9Oot5OTkqFOuFI6W5sjnvRYUFRQY+kdzoLl0f0v2HqJljSoEhEVw4+lL1o0Zwp8Xr7L2yEmm9ez04x30mZwcSV2AGpU86dBC8tjO9nY8ffWKo6fPUs5dUvS6d6cO9O7UQbrd1r378ShTGkUFBbYfOMiO1cu5cfcec5avYuvyJcWKwcrUmE3TJpCcmsrl+49YuHUXy8cOK1IySVFRgeGdZS9isNB7F63r1uJNSCjXHz1h0/QJ7D9zAa99B5k5sM9X9vR9y713EvQulNXT84+L6/cf8uD5SzbPn/nV7TTV1Zk2ZIDMshFzFjKwU3vOX79JePR7di2dz+LN3mw/fIzB36kjdsP3ItvW5g/DHz19NiXcJJ8Ps7KyWLNoHuTm0n3gkALbNmn9B7Ua/MaH6GiO7tvNxhVLGDl1JnJycugbGDJqWv7/kZmZwZLpU+g7YjTHD+xFTU2NBes2sXTGFC6dPUWDZoXXmBMEQRCEwhgZGcl81/+aKlWqEBcXx/3796lQQVJ65OLFi+Tk5FCp0tdHtyckJPDbb7+hoqLC8ePHvzswBiQ5DT09vSInkeAnJpJevnwprVtUFF9mxeTk5KTJIoDmzZtjY2PDpk2bMDc3JycnB3d393+s+PTn8XwawfN5PF+jVowRDElJSZiZmeHr61tg3ecFwn+0XlCfPn0oW7YsoaGheHt7U7duXWxsCk4B+tz8+fNlRlMBjB47jjHjJxTavlr1GpR0c5PeL+xFYG5hgY6uLmGhoVTwKDj15cH9+7wNCmLcxEms81pNpapVUFNTo07dehw5+GdR/lUZ/qERxCUlM3jlBumynJxcngYFc/zGHU7Om4KCvDwpaelM3rJLMqqlW3sUv1Gr5+zdh2iqqVLVzYVZO/ZT1c0FRQUFapR2Zcc532LH+ElGnGQkkrKOPplxMdLlyjr6JL99A0BmXAzK2rqyG8oroKSpRWac7EimT6xadSPuyR2Sg/zQ6T+e4P2byM3OJubOZXTcKxRIJHlWqYqzS0npff0fHK3xaR+R4eGYmVsUWO9z9jQamppUqlqNBTOnUalqdRQVFalasxZ7t3sXaF8YJUVFLIwk8TlbW+IXHMqRy9cY0SE/8Xfl0VPSMzJp4Fn4L+GfnLl1Fw01VaqWdmPGph1UK+WGooICtcqVYvup89+NpWTZCljZ59cT0taTjMBRVlHFwMQUAxNTrBycWD5+JPevXKJWs5aApI5SmSrVSIqPQ0lFFTk5uH72L/SNCx99d/+qL2rqGpQs78Ge1ctwLe+BgqIi7hUr4XPkYKHbfM3yzdu4+eAhq2dOxfhvjnx58Ow5b9+FMn5AX9bu3EPlcmVQU1WlbtXKDJk2+2/tuzBZWVlMnreAyOj3eC2c9826PfcfPyYwOISJI4bhtXkrVSp6oKaqSr0aNTh4/ORPjw3g8fOXhISFM3PMyG+2e/D0GUHv3jF+8ADWbt9JlfLlUFNVpU61qhw6VbzkXlH9yr6TvGYlx5qzlQWvQ0I5cuUGI9q1xMPFie1TRhOflIyCgjyaamq0n7YAUwO9Qvf16E0gwZHRjGzfik3Hz+BZ0hk1FWVqlnXnmNetYsf2NbraWigoKGBrJTvd1dbSkicvXha6TXBoKGd9r+C9Ygl/XbhIWTdX9HR0qFu9GvNWrSE5JRUN9aJ/RlBSVMTCWPKe6mxjjd/bYA77XGZU1w7f2bKgh69e8zY8gjHdO7Hhz6NUKuWKmooKtTzKc3TximLv75MV3ju5+fAxq6dNxPizEYgPnr8gPDqaZn1kE5TTVnhR2sWZlVMLDu8/5XsVTQ11qnuUZ8ry1VT3KI+ioiK1K1Vk659HvhtLOc/KODjnX5nu01XXPiWRYqKjmTBnQYHRSABa2jpoaetgamGJuZUVI3t1I8DvFY6fvS9+cuLP/biXK4+doxPeXitp06UbioqKVKhSjZdPHotEkiAIQjGIq6sXXcmSJWnUqBF9+/Zl/fr1ZGZmMmTIEDp06CC9YltYWBj16tVjx44deHp6kpCQQMOGDUlJSWHXrl3Swt8g+d6uoKDAiRMniIqKonLlyqiqqnL+/HnmzZvHmDHF+2HzpySSLl68yNOnTxk5ciSWlpa8e/eOd+/eSUclvXjxgri4OFxdi1bbICYmBj8/PzZt2kSNGpICxNeuXZNpo5z36292dvZX9+Pg4ICysjLXr1+XJlQyMzO5e/cuI0aMKO6/WajSpUvj4+NDz549v9u2fPnyREZGoqioiK2tbZEfo0SJErx7946oqChM8i5B+3nB8E9KlSqFh4cHmzZtYs+ePXh5eX133xMnTmTUqFEyyz4mpXy1vbqGxldrDXwSHR1NQnx8gZFXIBnttGLpYqZMn4mCgoIkWZc36yorK6tIybsvlXW0Y8Mo2ZEtSw8cw8rYkHa1q6EgL09yWjqTN+9CSVGBmT06fnPkUlxSMrsvXGHZIMlzmp2TS1aO5DjLzs75oRg/SY8OJ+PjB3RLVSA5WJI4UlBTR8vRlYhzkg/OCa+foaipjYZdCZKDJDV0dN0rgJw8if4vCuxTzcIGo+oNeDiuBwBy8vLI5SXJ5BQUkSukeKmaujpqf3PaAEBQoGQknZ5+wSlN8XFxHNi1k3nLVwKSxGxW3hS77B98rkHyBpSRKfu6P3PzLlVKlURX6+tT5eISk9h92oflIyXHSk5u/vOalZ1DdhHiUVFTQ6UIyeOc3JxCr2KpqaMLwP0rl1BUUsbBrVSBNskJCVw6fph+k2ZI9pWTQ3bWp+Mvu8j9lpuby4ot27ly5x6rZk7B3KT4U0Y/l56RwbLN25g2fDAKCvLk5OSQi+TDwI++dr/lUyIkNCwcr4Xz0dH++hSm9IwMlqxZx4xxY6XnFWls2T8/tk9OXvChhIM9Tna234xt2YbNTBs1HAUFBbJzcvj0GSo7K4uc7J8f27+t73JycyX1kT6jk1db5+GbAOKSkqni7lJgu4zMTLwOnWBCl7YoyMuTk5NLbq4knuycHOkoop9BSUmJkk6OhISFyyx/Fx6OaSEJ39zcXBatWc/Q3j1QV1Mj+7PzW1be//p3+y4nJ5fMzMxib5eRmcmqPX8yqU83Sb/l5pCbLemr7Oxssn+g33Jzc1m5bRdX791n5ZQJmBnL/ojU6femNK1TS2ZZz/FTGNy1E9XKly2wv7iEBLYfOYZX3qimz89zWVnZ5OQW4Ye8Qt7HPiWRosLDmTB3AZrfOPY//9+AQvs6/F0Ity77MnvlmgJx/p33MUEQBEEoit27dzNkyBDq1auHvLw8bdq0YdWqVdL1mZmZ+Pn5kZJXC/XBgwfSK7o5OspeTCcoKAhbW1uUlJRYs2YNI0eOJDc3F0dHR5YtW1bkWVafFDuRlJ6eTmRkJNnZ2URFRXHmzBnmz59Ps2bN6NatG/Ly8pQqVYrOnTuzYsUKsrKyGDRoELVq1ZK5dN236OnpYWBgwMaNGzEzMyMkJIQJE2RHyBgbG6OmpsaZM2ewtLREVVUVHR0dmTYaGhoMHDiQsWPHoq+vj7W1NYsWLSIlJYXevQu/rHNxTZ8+nXr16uHg4ECHDh3Iysri1KlTjB8/vkDb+vXrU6VKFVq2bMmiRYtwdnYmPDxcWrD7a/3ToEEDHBwc6N69O4sWLSIxMZEpUyTTh76sf9SnTx+GDBmChobGN68e90lh8zlTMr+enPtSSkoK27duoWbtOugb6BMeFsb6NV5YWFpSsVLBK+Ps8N5K5SpVcS4hKbrsXro06728aNy0KUcO/Yl7EaZXfUldVQVbU9kP+qrKSmipq2FrakxyWjqTNu8kPSOTcR3bk5KeTkredD4dDfUCV4lZf/wsbWpWwVBH8gHUzdYKn/tPqODkwKnb93Gz/XaNGXkVNdRM83/VVjU2R8PGiaykBNJjogg7dQCr1t1JjQglLTocmw59yfj4gZi7VwFIDQsm9uFNnPqPx3/TYuQUFXHoNZL3Ny6Q8fFDgcdz7DeewO2ryEmXFL1O8HuKab3fSY14h3HNRry/fqFI/ZiYkMCH99HExkgeIyzvSjW6epKrs0WEh3H14kUqeFZCS1ubt0EBbF2/FtdSpbG1L1gMeuu6NbT4oy0GhpIvHCXd3Ll84TxlK3hw7tRJXNy+P0V1y/HTVHQtgbGeLqnp6Vy894jH/oHMH5RfDD/s/QeeBgQxd8C3k7nrDp+gTd2aGOpKzhNu9jZcuPOACi5O/HXjtkxtpaLKSE/D98RRSpargKaOLilJidz2OUfix4+4V8wfcnrrwlmsHZ1RVlXF//lTzh7YTcM/Ohb6S/lfe3dQ/bem0tFONk7OPLp5FUf30tzzvYiNk3ORYlu2eRsXrt1g3rhRqKuqEvMxDpBML1FRkSTiYz7GERsXR2ik5MpTgSHvUFdVxcTQEO0vknLbDx6lSvmyOOclTUq5OLN25x6a1KnFoTPncS9RtLg+SUlNJTQ8/0t7eGQkrwMC0NbSwlBfn0lz5uHnH8CSWdPJyckmJu+CBNpaWgVGtHrv2UuVih6UcJQch6XcXFmzeQvNGjTg4PGTlHYtOMrge7GFReRfDSMiOpo3gUFoaWlKr8qVnJLCpRu3GNKz2zf3te3AQSpXKI9zXiHhUi4urN2+kyb16nDo1BlKlSx+Afp/c99tOXmOiiWdJK/ZtHQuPnjCk4C3zOvfHYCzt+9jbWKMjqY6L96+Y92Rv2hdqypWxgVHt+4+54tnSWccLSW/urnZWbPpxBl+q1SeY1dv4WZXvBpEKamphH72vIZHRfM6MAjtvOe1U6sWTFu8jLJurpQv5c6tBw+5fuceq+cVHG134twFdHW0qe4pGXVbuqQLW/fu59krP249eIitlZVMIerv2XT4OJ7urpjo65GSlo7PnXs8fu3PwhGSET6x8QnExicQFv0ekNRTUldVxdhAD+0vftzZefIMnqVcccqrh+buYM/6g0dpVK0yRy9dwd2x+EWtl3vvxOfGTeaOHo6amioxeVde1VRXR0VZGQNd3UILbJsY6BdIOgGs3rGH9k0aYaQvGYnm7uzEuWs38CjtzomLl3F3dip2jFlZWXgtmEtwoD8jp84kJyeHuI+SY19TUwtFJSUC/F4R+OY1zq5uaGhqEh0RwaHdOzE2NcPRRTaZmZubi/eaVXTq0w+VvGkBTiVd8T13BlMLC65f8qFyzdrFjlMQBEEQikpfX589e/Z8db2tra3MKK/atWt/d9RXo0aNaNSo0d+OrdiJpDNnzmBmZoaioiJ6enqUKVOGVatW0b17d+lViY4dO8bQoUOpWbMm8vLyNGrUqFiXk5OXl2ffvn0MGzYMd3d3SpQowapVq6hdu3Z+4IqKrFq1ilmzZjFt2jRq1KhR6JSxBQsWkJOTQ9euXUlMTMTDw4OzZ8+ip1f4MPriql27Nn/++SezZ89mwYIFaGtrU7NmzULbysnJcerUKSZPnkzPnj15//49pqam1KxZUzrSqDAKCgocPXqUPn36ULFiRezt7Vm8eDHNmzcvMOexY8eOjBgxgo4dOxZpPuTfpaAgT4C/P2dOnSIpKRFDQ0M8PCvRu18/6aixTwIDArh00Yct23dKl9WuU5dHDx4wdOAArKxtmDrz6/UVfpR/WASvQsIA6LlQ9jjcPmE4pvq60vv3/PwJj4llXIf8JNzvVT15HRrOcK/NOFtZ0OWz2kqF0XJwodSM/NFg9t2HARDle4o3a+cSdmw3CipqOPYfh6K6JgmvnvBs3mhyM/Onbb5eNRP73qNwn7YKcnOIue1LwNYVBR7LtH4LMuNj+fjghnRZyJ9bKDFsBmXmbuLj41tEnD303T4CuHvrBquXLJLeX5r35al9l2506NYDJUUlHj+8z4kjh0hPS8XQyJgq1WvStlOXAvt6eO8uEeFhDB+fP52hye8t8X/tx/hhg3Eq4UL7Lt/+Ag6SUUSLdh4gNiEBDVVV7MzNmD+oFxVc8pMWZ27ew1BXmwouX//icfelH+HvYxjfNf/qkS1qVuV1SCjDlq6hhLUVXRvX/248X5KTl+dDRDh7rl8hJSkRdU1NLGwd6DNxOiYW+QnH0KAAfI4eJCM9DSMzc37v3odyVWsU2N+bp4+JjY7kj77500Mq1fuNsLeBbJg9FQt7B+q0aFNgu8IcPSdJIA6bMUdm+cRB/WiSN3Lg2HkfvP/Mv+Llp+lpn7cBSYLp0s1bbF08T7qsdmVPHj5/yZCps7A2N2Pa8OJdEvvV6zcM/uz4WLVRUnuqSf169OnSmat5V8vqNki2dtSahfMpXyY/4Rzw9i0+V66x47NaKXWrV+PhkycMGDMOa0tLZk6QrdH23dj8Axk2dYb0/uqt2wFoXKcWk4dL6q1cuHqd3Nxc6teoVtguAAgMDuHS9Zt4L8+/CkadqpV5+Ow5gydNxdrCnOmjhhcrNvh3911cUhKLdx8iNiERdTVV7M1MmNe/OxVKSH4VC43+wNa/zpOYkoqJvi4dG9SmTa2CV4kLioji8qNnrBuTf1zVKOPG44AgRq3ehJWxIRO6tCuw3be88g9g6OT8qYSrt0im1zauW4cpI4ZSq0plxg7sz86Dh1m+aQvWFubMnTCOMl8k02I/xrH9z4OsX5h/WV9XZyc6tPydsbPnoqejw5QRw4oVW1xCIgu27iQ2PgENNVXsLc1ZOGIQHq6S5Mbxy9fYceK0tP2IxZKRnuN6dKZRtfwfbYLCwvG995CN0/J/zKpZoSyPXr9hxKIVWJoYM6Vvj2LFBnDswkUAhs+WrWE4oX9vGtcqeC77ljuPnxIWFc3kQfmXIm7dsB5+gUEMnDaLkvb29GjdstgxfoyJ4eEdyXTHqV+cjybMXUjJUqVRVlHh/s0bHNm7i4y0NHT09ClVvgK/t5+IkpLsZxbfs6fR1tWl7Gc/CrTq2IV1Sxcyc8wISpX3oF7Tb9fVEwRBEIT/KrlcMVHx/6Tr169TvXp1/P39cXDIHw3y9u1bHBwcuHv3LuXLf7tezNdExnz8WWH+dGnXTn+/0S8UunvNrw7hq/QXH/jVIXyVpl/BqZr/Jrc1izfy4X+plua/e2qFopburw7hq7LTvj6N999AQfXvTz/9pyS+fPirQ/gmDYeiTaX/FdKjwn51CN+koKH1/Ua/yFvNr//o9qtVLmH/q0MQBEH417v6/M2vDuEfUcOt+CNp/6/7acW2hX/WkSNH0NTUxMnJCX9/f4YPH061atWkSaTMzExiYmKYMmUKlStX/uEkkiAIgiAIgiAIgiD8bDliDMt/RsEqvIIMNzc3NDU1C73t3r37fxZHYmIigwcPxsXFhR49elCxYkWOHTsmXX/9+nXMzMy4e/cu69ev/5/FJQiCIAiCIAiCIAjC/z/EiKTvOHXq1FevmvKtukY/W7du3ejW7es1ZYpSWEsQBEEQBEEQBEEQBOHvEImk77CxsfnVIQiCIAiCIAiCIAiCIPwriESSIAiCIAiCIAiCIAj/KDGD5r9D1EgSBEEQBEEQBEEQBEEQikQkkgRBEARBEARBEARBEIQiEYkkQRAEQRAEQRAEQRAEoUhEjSRBEARBEARBEARBEP5ROaJE0n+GGJEkCIIgCIIgCIIgCIIgFIlIJAmCIAiCIAiCIAiCIAhFIhJJgiAIgiAIgiAIgiAIQpGIGkmCIAiCIAiCIAiCIPyjcnNFkaT/CjEiSRAEQRAEQRAEQRAEQSgSMSJJKCAmKeVXh/BVmorikP1ROupqvzqEr8pITvzVIXyTgta/N+eupG/4q0P4pri7l391CF+VlRj/q0P4poz3Eb86hK9S1NH71SF8U3bav/d9LMSp8q8O4ZtKpEb96hC+Kiru3/te8e78sV8dwjdZNWjxq0MQBEEQ/kP+vd+OBEEQBEEQBEEQBEEQhH8VkUgSBEEQBEEQBEEQBEEQikTMExIEQRAEQRAEQRAE4R8lim3/d4gRSYIgCIIgCIIgCIIgCEKRiESSIAiCIAiCIAiCIAiCUCQikSQIgiAIgiAIgiAIgiAUiaiRJAiCIAiCIAiCIAjCPyoHUSPpv0KMSBIEQRAEQRAEQRAEQRCKRCSSBEEQBEEQBEEQBEEQhCIRiSRBEARBEARBEARBEAShSESNJEEQBEEQBEEQBEEQ/lG5okTSf4YYkSQIgiAIgiAIgiAIgiAUiUgkCYIgCIIgCIIgCIIgCEUiprYVQ48ePYiLi+Po0aPF3rZ27dqULVuWFStWSJf5+vpSp04dPn78iK6u7k+L859069oVzp48QcCbNyQlJrB03UbsHBwLtPN78Zzd3lt48+oV8gry2Nk7MHX+IlRUVMjMyGDt8iXcuXkDXT19+g0dTpnyFaTbHj2wj/fvo+k7eFiRYjpx/Q4nb9whKjYOABtTYzo3rI1nSWcAwj/EsvH4GZ4HBZOZlY2HiyODWzdDT0sTgIysLJbvP8rNZ6/Q09ZkaJvmlHd2kO7/wMVrvI+LY3DrZkWKR7tkGSx/74SGnQsq+oa8WDyB2LtXZdpYt+uDab3mKGhokfjqCf6bl5AWGSpdr6ihhX2vUehXqAa5OXy47Uug90py0lMBUDEyxXnwVDTtS5AU6MfrNbNJfx8p3d51/CKifE8Rc9u3SDF/TfDbt2xct4Ynjx6SnZ2Nja0dM+bMw8TUFIC1q1dy9tRfqKqp0XfAIOo3/E26re9FH86dOc28RUv+Vgyf2+97He8zl2hZzZMBzRvKrMvNzWWq9z7uvQ5gWte2VHUrAUBiSipLDhznceBbLAz0GflHcxwtTKXbeR09jZm+Hm1qVv6hmC4c+ZMnt28QFxuDgqIiFrZ2NGzTAWsHJ2mb95HhnN6/m+A3fmRnZWFqZU2D1u1wKOkOQEpSEn9uWkPgq+cYmJjxR+8BmNvYSbc/tmML+kbG1Gjc/Idi/CQ5JYWN3tu4fO06H+PicHZ0ZOTgQbi6SPpq94E/2bX/AABd2rejc7u20m2fvXzJ4pWr2bJmNYoKCn8rji8V9ryuPPwXj/yDiElIQk1FmZLWlvRuXBcrY0Pgn31ed1+5zd6rd2SWWRrosn5AVwDOPHiG7/PXBERGk5qRyb7R/dBUVZG2zczKZtVfPtx6HYiepgaDGtWirJ21dP2hmw94n5DIgN9qFTs2AEVNbUxq/IamnTPyikpkxMUQdvYwaVFhBdqa1W+BfhlPIi79ReyDGwDIKShg3rAVWg4lyUpOIsLnOMkhAdJtDDyqo6StS+TFk8WOzaB8VQzLV5VZlh4Xw9uD3gBYNW2PupmVzPq4l4+Iun4BAHkVVcxqNUbdzIqM+I9EXj1Leky0tK1x1XpkJsbz8em9Ysf2pQO+N/A+60uLqhUZ0LyBzLrc3FymbdvPvdeBTO3SRvZ88ucJngQGY26gz8g/muJonn/crTl2BlN9PdrUqPRDMWVnZXF07y6ePbzPh6hI1NQ1KFmqDK26dENX30DaLio8jEM7vPH3e0l2VhYWNra06NCZEu6lAUhOTMTbawWvnz/F2NSMboOGYW2f/762Z9N6jExMaPB7qyLFtfv4Ka7ce0BIRCQqSsq4OTnQv0MbrM1MZdo9fxPA5j+P8DIgCHl5eRxtrFg8bgQqyspkZGayeMsOrt9/hL6uNiO6d8bD3VW67b6/zhIVE8Pwbp1+qO8Azh0+wOPbN4iLiUFRURELW3satZU9HwO8fPSAC0cPEvEuGCUlZexdStJ9xDhAcj7ev9GLgJfPMTQxo22fgVjY5p+Pj2zfjL6xCbWKeD4+fvUmJ67eJCr2IwA2piZ0bVwfTzcXaZsXgcFsPXmGV29DkJeXx8HCnAWD+6CirERGZhbL9hzkxtPn6GlpMax9Kyq45P8/+y/4Eh0bx9B2LX+02wRBEASh2MSIpP+A3NxcsrKy/iePlZaWRkn3UnTt0/erbfxePGf2pAmUreDBwtVrWLR6LY1btEJeTg6Ac6dOEvDmDfNXrKZBk6Ysnz+X3LwJs1EREZw/fYrOPXoXOSZDXW16N23ImlED8Ro5gLJOdszYuoe3kVGkpmcwccM25ORg0cCeLB/ah8zsbKZt3kVOTg4Ap27e401oOCuG96VJZQ/m7/pTGk9EzEdO375Hjyb1ixyPgooaSW/9CdyytND1Fi06Y974D/w3LebxpL5kp6fhPnkZckrK0jbOw6ajbmXHszkjeLFgHDoly+LYf5x0vV23oWR8fM/DcT3IiIvBruuQ/P6oUo/c3Ny/nUQKCwtl+KD+WNvYsGz1GjZt30mXHj1RVpHEeePaVXzOn2PR8pX0GziYJQvmER8XB0BSUhJbN25g+KgxfyuGz/m9C+fU7QfYmRoXuv7ItTvkHWIy9l68Rkp6Ol5D+1Da3oaVh/+SrnsZEorfu3BaVvf84bgMTc34vWtPRsxZzIDJM9EzNGLrkrkkJSRI22xfvoic7Gz6jJ/KkBnzMbOyYfvyRSTm9delE4dJT0tjyMwF2Lu4cth7o3TbEP/XvAv0p9pvTX84xk/mLV3GnfsPmD5xPLs2b8TTowJDx40j+v0H3gQEsnHbdmZPmcSsyRPZ6L0N/8AgALKys1m0YiXjRwz/6Umkrz2vThZmjPqjORtHDWBOr47kksukLXvIznvd/tPPq7WRPjuH95LeFnb7Q7ouPSuLCg7WtKvmUei2Zx4+wz8ymiU92tKonBuLj56TnlMi4+I5++g53WpX+aG45FVUsevQj9ycbEIOb8d/20oiL58mOy21QFstR1fUzKzITEyQWa5XuiKqJhYE7d3Ax6d3sWzaTrpOSVsPvVIVib52/ofiA0iP/YD/7rXS27sT+2TWx716LLP+/Z0r0nUGZSsjr6TM2yM7SYl4h2n1/ISxqpEZakZmfHx2/4dj+8TvXTin7jz86vnk6PW7QMETyr5L10lNz2D1kF6Utrdm1eFT0nUvQ8Ikx121ij8cV0Z6Ou+CAmj6R3smL1rOgLETiAwPY82CuTLtvObPJjsnh1HT5zBp0XIsbezwmj+b+I+SZMWpwwdIT01l8qLlOLuVYuf6NdJtA1+/IujNa+o1/b3IcT169ZqW9euwdvpElowfSXZ2NmMXLic1LV3a5vmbAMYtXolHKTfWzZzE+lmTadWgDnJ5J+aTl67wOiiYNdMn0Kx2Teas3Zz/Xhv9npO+V+jTtmiJra8xMjWnZddejJq3hIFTZqFnZMTmRXNkzsdP795i34bVeNSszcg5ixk0dTZlq1SXrvc5LjkfD5+1EPuSrhzcukG6Ltj/NSEB/tQoxvnYSFeHPi0as3bcMNaOHUY5Z0embdzO2wjJjz8vAoOZsHYLFVyc8Ro7lDVjh9KiVlVpv/11/Tav34WyavRgmlarxPxte/L77UMsp67foVfzRn+r3wRBEP5XcnNz/5O3/x+JRNJPcvnyZTw9PVFRUcHMzIwJEyZIkzs9evTg8uXLrFy5Ejk5OeTk5Hj79i116tQBQE9PDzk5OXr06AFATk4O8+fPx87ODjU1NcqUKcPBgwelj+Xr64ucnBynT5+mQoUKqKiosGvXLuTl5bl3T/ZX2hUrVmBjYyNNmvxdtes3pF2XbpQpV+GrbbauX0uTlq1o3aET1rZ2WFhZU61WbZSUJQmI0JAQKlapgrWtHY1/b0lCfBwJ8fEAbFi9gq69+6KuoVHkmKq4ueDp6oyFkQGWxob0bNIANWVlXr4N5fnbEKJi4xjTsTV25qbYmZsyrmMbXoeG88hf8iU5JOo9VdxcsDU14fdqlYhPSiY+OQWA1QeP07tpQzRUVYscz8dHtwjZv4mYu1cKXW/RpB3vDm8n9t41UkICeO01G2U9Qwwq1gBAzcIG/XJV8F+/gCT/FyT4PSFg63KMqtZHWU8yGkPdwoYo39OkRYYS7XsKNQtbABTUNbHp0JeArySximPrxg14VqlK/0FDcHIugYWFJdWq10BPTx+AkOBgypYrTwmXktRr0BANDQ0iIsIB2LjWi+atWklHLv1dqekZLNp/lOGtm6KpVvC5CAiP5PDVW4z8o+AvxO/ef6B2GTcsjQxoXKk8IdEfAElyZPWR0wxt1RgF+R8/FZatUh1Ht9LoG5tgYmFF047dSE9NJTI0GIDkxARioiKo1bQFZlY2GJqa0ahtJzIz0okKCwEgOiKMMpWqYmRqjmftekSHS0aWZGdlcXT7Zlp274P834gRIC09Hd8rVxnSry/lSpfGysKCvt27YWluweETJwh+9w5Hezs8ypWjYvnyONjbE/xOEt/u/QcoW6qUdOTSz/Kt57VJpfKUsrfBVF8XJwszujeszfv4BKI+xgH//POqICePnqaG9KajriZd18KzLG2relDCovDj+92Hj1RyssPGyICmFUoTn5JKQkoaAGtP+9KjTlXUVZQL3fZ7DD1rkpkYT/jZw6RGhpKZ8JHkYH8y42Nl2ilqamNWtxlhpw6Qm5Mts05F35jEgJekx0QT++gWiuqaKKipA2BW/3eirp4lJyOdH5Wbm0N2akr+LV02yZWTlSWzPiczQ7pOWVefhIBXZCZ8JN7vCcq6eaNw5OQxqd6AyOvn/3alztT0DBbvP87w1k2+cj6J4tDV24z8o2CyICQ6hlplXCXHnWc5QqJjAMlx53X0NENa/r3jTk1DgxHTZuNRtTqmFpbYO7vQsU9/QgL9iX3/HoCkhASiI8Jp1LINlrZ2mJiZ07pLNzLS0wl/JznvRIaG4lGtBibmFtRo8BuRYe8AyTll98Z1dO43EPliJIUXjxtB45rVsLO0wNHGign9ehIVE8vrt8HSNl6799O6YV06N2+MnaUF1mam1KlUEWUlJQCCwyOpWr4MdpYWtGpQh7jEROITkwBYtm03/du3QUNNrdDHL6pyVavj5F4aA2MTTC2taN6pG2mpqUTk9Ut2djbHd22jaYeuVKnbECMzc0wsLClTKX8UXXR4GGUqV8XIzJxKtevLnI8Pb9tE6x59i3U+rlLKlUpuJbE0NsLSxIhevzdCTUWZl0GS8+vawydoVbsaHRvWwdbMFCsTY2qXL4OykmTSQEhUNFVKuWJrZkqLmlWJS0omPikZgJX7D9O3ZRM0CjmOBUEQBOGfJBJJP0FYWBhNmjShYsWKPH78mHXr1rFlyxbmzJkDwMqVK6lSpQp9+/YlIiKCiIgIrKysOHToEAB+fn5ERESwcuVKAObPn8+OHTtYv349z58/Z+TIkXTp0oXLly/LPO6ECRNYsGABL1++5Pfff6d+/fp4e3vLtPH29qZHjx5/+0toUcV9/MibVy/R0dVl4ogh9GzXhimjR/Dy2VNpG1t7B14+e0Z6ejqP7t1FT98AbR0dLvtcQFlJmcrVa/zw42fn5HDp4RPSMjJwtbUiMysL5ORQUsyfxamkpIicnBzPAiUfLO3NTXkWFEx6Rib3/N6gr62FjoY6Pvcfo6SkSPXSrl97uGJTMTZHWc+QuCf5Cb/s1GQS/V+g7SyZ5qTt7E5WUgJJga+kbeKe3oPcHLQcJbEkB/ujW9oD5OTQLeNJSog/AHZdBxNx9jAZn00F+RE5OTncunEDKysrxo0aQetmTRjUtzfXruQfgw6Ojvi9ekliQgKvX70iPT0dCwtLnj5+zJvXr2n9R7tvPELxrDl2Gs8SjpR3si+wLi0jk4X7jjK4RSP086Yrfs7OzIRHAW/Jzs7h/usA7MwkIxD+vHyT0vY2OFua/7Q4s7KyuOPrg6qaOmZWNgCoa2phZGrOw+tXyEhPIzs7m9u+F9DU1sHCVvL/mFnZEPDyGdnZ2bx++hhTK8k0qCunjmPn4oqlncNXH7OosrOzyc7JQVlZSWa5iooyj589w8HOlnehYURGRRMRFcW70FDsbW0JDQ/n5Jmz9O/V82/H8KVvPa+fS8vI4Py9x5jq62KkowP8889r+Mc4uq3cSu8121l89CzR8YlF3tbOxJAX7yJIz8ziQWAw+poaaKurcumZH8qKClR1+fHnU8uhJGlRYVg260CJgROx7zoYvVJfjoySw6LxH3y4e1VmWtgnae8jULewQU5REU1bJzKTEshOTUHHpQy52Vkk+r/44fgAlLX1cOg4ALt2fTCr3QRFDS2Z9doOJXHoMgjb1j0w9KiBnEL++Tk95j3q5tYgJ4eGhS3psZLkiX6ZiqREvCP9Q9Tfig1gzbGzVHRxoJyjXYF1aRmZLNx/lMEtfiv0fGJvZsxj6XEXKB3R9OeVW5Sys8HZ0uxvx/el1JRk5OTkUMv7gUVDSwsTcwtuXb5EeprknHLl3Fm0dHSwtpdMNbe0tcXv2ROys7N5/ugBFja2AJw9dhhnN3dsHZ2+9nBFkpQqSQ5q5cX0MT6BlwFB6GlrMXjmAloNHsXwOYt54vdGuo2DtSVPX/uTnpHBnSfPMdDVQUdLk/PXb6GspEQNj/J/K6YvZWVlcfvSBVTV1TG3lpyPw94GEf8xFjk5OVZMGcfsof3YsmQekaEh0u3MrW0IeJF/PjbLOx/7njqOg4sbVvY//vrNzsnh0r1Hks8odjZ8TEzi1dsQdDU1GbZ0DX9MnMWoFet4GhAk3cbBwoxnAW8ln1Fe+mGgrYWOpgY+dx+grKRE9TLuPxyPIAiCIPwoUSPpJ1i7di1WVlZ4eXkhJyeHi4sL4eHhjB8/nmnTpqGjo4OysjLq6uqYfjZCQ19fMrLD2NhYWiMpPT2defPmceHCBapUkUx9sLe359q1a2zYsIFatfJrasyaNYsGDfLrOvTp04cBAwawbNkyVFRUePDgAU+fPuXYsWP/g16QiIqMAGD/zh1079cfOwdHfM+fY/r4MazYuAVzC0vqNWpMcFAgw/v0REtHhzFTppGUmMi+Hd7MXrycPd5buHb5EqZm5gwePRYDQ6PvPm5QeCTDV20iIysLNWVlpvfshI2pMTqaGqgqK7HlxDl6Nq1Pbi5s/escOTk5xCZIvhg2qlSeoIhI+ixahY6GBlO6tScxJZUdZ3xYPKg33qcucPnhU8wM9RndvhWGuto/3D/KupLnPOOL0QMZ8bEo5f3yrqRrQEZCnOyGOdlkJiWilLd90A4vHPuNw2PNQVKCA/DfuAjtkmXQsHHi7a61lBg5Cy17Fz4+uUvg1uXkZhdv6mPcx4+kpqawd9dOevbtR7+Bg7hz6xbTJ09k2SovypQrT8VKlanfsBED+/ZCRUWF8ZOnoqqmxoqlixg/aSrHjx7myMGD6OjqMGrsBOzsv50s+Brfx8/xD4tk1ZDCpztuOHmOktaWVHErfLRM+9pVWX3kND0Xe2Gip8vINs0I+xDLhQdPWD6wB6uOnOLBm0CcLMwY0aZpsUafffLy0X32rVtJZkYGWjq69Bo7GQ0tyXEiJydH73FT2LlqCTMG9EBOTg4NbR16jp6Imobki2rtpi05umMzS8YNQ8/QiDa9BvAhMoL7168wcOpsjmzbxJvnT7C0tad1z/6oqqsXO0YNdXVKubqydddubK2t0dfT49zFSzx78RJLc3PsbGwY0Lsnw8aNB2Bgn17Y2dgwZOw4hvTry+2799i8YyeKigqMHDyIcqVLFzuGz33veQU4cfMeW077kJaRiaWRAfN6d0JJUTKK4p98XkuYmzCyeX0s9PWITUpm79U7jN9xiDX9OhVpJFGDMiV5G/2BQRt2o62uyvjWjUhKS2f35VvM79qanb43ufLiDaZ6OgxvWg9D7YIJi69R1tFDuYwnMfev8+HOZdRMLDGt04yc7GziXzwEwNCzBuTkEPvwZqH7+PjsPqpGpjj2GE52agqhJ/ehoKqGcbV6BB3YgnG1+miXKE1mfCxhZw+TlZRQ6H4KkxYdQcSV02TGx6Kgpolh+SpYN+tI0GFvcjMzSfB/SWZSAlkpSajoG2HkWRNlXT3CLxwHIPbxbUyqNcC+XV8yk+KJvHoWJW1ddJzcCD6+B5Nq9VG3sCXtQ5Rk5NRno5mKwvfxcwLCI1k5uPDE6Ma/zuNqbUkVV+dC17erXQWvo2fotWQtxno6jGjThLAPsfjcf8qygd1YfeQ0D94E4WRpyvDWTX7ofPK5zIwMDu/aTsVqNVHLe93Lyckxcvps1i6cx/Cu7ZGTk0NLR5dhk2egoSk5lhq1/IPdm9YxZXA/DIyN6TZwKFER4dz0vcj4eYvYvWEtLx4/xMbBka4DhkiTVEWRk5OD1659uDs7Ym9lAUB43mipbUdOMLBjWxytrTh77SajFyzDe/4MLE1NaFKzGoEhoXQfPw0dLU2mD+lPYnIK3oePs2LSGDb/eYSLt+5iYWLEuD49MNLX+6E+e/HwPnvWrpCcj3V16TtuivR8HPtekog8f+RPmnfqhp6hMVdOn2D9vJmMW7QSdU1NajdryZFtm1g4Zih6hka07TOQ95ER3L96mcHT5nDIeyNvnj3B0s6eNr0GSJ+XbwkMi2DY0jWSzygqyszo2w0bMxNeBEl+0Npx6jz9WzXFwdKc83fuM271RjZNGoWlsRGNqlQkMCyC3nOXoK2hwZTeXUhMSWXbX+dYOnwAW0+cwff+Y8wMDRjbpS2Gujo/1G+CIAiCUBwikfQTvHz5kipVqkjnswNUq1aNpKQkQkNDsba2/sbWsvz9/UlJSZFJEAFkZGRQrlw5mWUeHrK/Qrds2ZLBgwdz5MgROnTowLZt26hTpw62trZffbz09HTS02WnMGSkp6OsosJlnwtsWLlMunzK3AW4lvr2l8fcvCl0DZs2o95vjQGwd3Ti6aOHXDxzmi69+6KoqEi/ocNltlu9ZCFNW7YmMOANt29cZ9m6TRz9cz9b1noxbtrMbz4mgKWxIetGDyI5LY2rj5+zeO8hlgzujY2pMVO6d2D1weMcvXYLOTk56pQrhaOlOfLykudLUUGBoW1kp0Qt2XuYljWqEBAWzo1nL1k3ZjB/XrrK2iN/Ma1nx+/G80/L+PiBFwvzaybJKSrhNnk5r9fMwapND7JTU7g/oiNuk5Zh2qAlEWcOfmNvcOHcWZYtXii9Pz+vQHbV6jVo217y/zo6OfP82VOOHz1KmXKSX4579O5Dj959pNtt37qF8h4VUVBUZNf2bWzZvoubN66zYM4sNmzdVuz/831cPOtPnGNe707SYf6fu/niNY8D3rJm2NdrdmmoqjKho2zdjfEbd9KncT0uPnpGZOxHNo8eyIpDf7H7wlX6NWvwlT3BwxtXObp9k/R+j1ETsStREoeSbgydtYiUxATuXr7I3rUrGDRtLpraOuTm5nJs51Y0tLXpN2kGSkrK3L1yke0rFjF4+jy0dfVQVVenwwDZ4vKbFs6iSfvOPLp5jdj30Yyev5zD3hvxOXaQph27FbULZUyfOJ65i5fQvH1HFOTlKeHkRIM6dXj15jUArZs3p3Xz/NfCX2fPoaGmjrurK+179GTrWi/ev//A1DlzObxrJ8rKPzY963vP6yd1y7lT3sme2IREDl69xbw9h1k2oAfKSoo/9Xn9koejrfRvOxNDSliY0strG9devqFhWbfvbq+ooMDARrVllq04cYHmFcsQGPmem68DWd2nI4du3mfjuStM+qNJkWNDTo60qDBpDaO06AhUDI3RL+NJ/IuHqBqbo1++KoE713x9Hzk5RPickFlk/ltrYh7cRM3YDC1HVwJ2rMbQsyZmdZry7sTeIoeXHBr02b0PhL6PwL5DP7TtShD/+hnxfk+kazM+fiA7JQmrpu1R0tIhMzGenMwMInz/ktmnZZN2vL99GW3Hkihp6RL051ZMazTEoHxV3hejFtz7uAQ2nDzPvF6FH3e3XrzmcUAwXkO/ntzUUFVlfIeWMssmbNpN7yZ1ufToORGxcWwa3Z+Vh0+xx+cafZt+u77e7Su+7N64Vnp/6KTpOLlKjrHsrCw2LltEbm4unfoNlLbJzc1l76b1aOvoMGb2fJSVVbjmc441C+YwaeFSdPT0UdPQoM8I2Rp1y2ZMpk3XHty5cpn3UZHMWrWOneu9OHlwH227F70u4YrtewgKDWf11Pz3oNwcyXTD5nVq0rhmNQCcbK158OIlpy5fp1/71igqKjKiR2eZfS3Y6E3rhnV5ExzCtfuP2DJ3Ovv+OsPqnfuYNXwg3/LgxlWZenK9x0zCrkRJHF3dGDFnMcmJCdzx9WGX13KGzpgnOR/nxVn399aUqigpxN+u7yDmjhjAkzs3qVy3AWrq6nQaJPsZZcP8mTTt0IWHN68S+z6asQtXcHDrBi4cPUjzTt8/H1uZGLFh4giSU9O48vApi3YeYNnwAdK6Gs2qV6JRFUltLScrCx76+XPm5j36tGiMooICw9rLnusW7zxAq1rV8X8Xxo0nz9kwcSQHLvji9ecxZvT9sfcHQRCE/4Wc/0/rCf0XiUTSv0xSkqRewF9//YWFhYXMOhUVFZn7Gl/8gqisrEy3bt3w9vamdevW7NmzRzpd7mvmz5/PzJmyiZqBw0cyeORoPKtUxdmlpHS5vqHhd+PXy7uqjFXeMPJPLKyteR9d+HSrp48e8i74LYNGjmHHpg1U8KyEqpoaVWvW4tSxo999TAAlRUUsjCSP7Wxlwet3YRy5cpMR7VrgUcKR7ZNHEZ+UjIKCPJpqarSfvhBT/VKF7uvRm0CCI6MZ2b4lm06cxbOkM2oqytQs686xa1uKFM/XZMRJRiIp6+iTGRcjXa6so0/yW8kUgMy4GJS1dWU3lFdASVOLzDjZkUyfWLXqRtyTOyQH+aHTfzzB+zeRm51NzJ3L6LhX+G4iqWr16pR0zZ/Cp6Orh4KCAja2slM/bGxsefr0caH7CAl+y4VzZ9i4dTun/zpJ6TJl0dXTo3bdeiyeP5eUlGTU1Yv+qzfAm7BI4pKSGbJ6s3RZTk4uz96GcPzmXZpVqkBE7EfazFwss92cXQdxs7Vicf+CH6jP3XuEhpoqVdxKMGvnn1RxLYGiggI1Spdk5/nLBdp/zrWcB1afXf1HJ69elLKKKoYmpmBiirWjM0vGD+felYvUbtaKgJfPePXoPtPWbkU1rw6Nha09/s+f8uDaZWo3a1ngce5dvYSaujqu5Suya/USXMt7oKCoSKmKlTl/5ECR++9LlubmrFu+jNTUVJJTUjA0MGDy7DlYmBWcjhMXH8+WnTtZv3wZz1+9xNrSUnrLysomJDQMR/uCU4OK4nvP64k5E1GQl0dDVRUNVVUsDPVxsbbkj5lLuP78FXXKFpzK8Xee1+/RVFXBQl+X8I/xP7T9k7ehBL+PYWjTumz1uY7H/2PvrsObyL4Gjn/r7u7uQNFCcXdbYJHF3d1hcXd3d3d3d3cKLRVoSwt1t+T9IyWltEDLsj/23b2f5+kDGcvJJHMnOXPvGSd71FVVqOjpwtEt+wu1rcykBNKiPuSalhb9AV0X2T7RtLZHWVML1x7D5fMVFJUwr1IPo5Lleb02710UNW0cUDMyI+z0Acwq1yUx0A9pZgbxfk8wbPX1JG1BSNLTSI+LQUU3/94lKdl3m1TRNSAjIe/+1XUpgiQ9lcSQACxrNiYx2B+kEhICX2Fcqnye5b/ldWg4sYnJ9Fua045/+twduXmXBmVLEh4dQ4vJuWvMTdu2Hy97G2b3aJdnm6fvPkJLQw1fT1embN1LeU9X2eeuqAdbzuRfJ+9z3mV8cHDJ6f306c5sn5JI0R8iGTxxaq5eLy+fPObx/bss2LhdPv0Px968ePSQGxfPU/e3Fnzp2vmzaGhqUdynHCtmT6e4TzmUlJUp5VuBw7u2fzfOTxZu2s6Nh49ZPHY4ptm9qgGMsnvB2FnlHlJqZ2lBZFQU+Xnw/CVBoWEM79aRlTv2UM67KBrqalQtW5oDZ+fku87nPEuUznU3ti/bY2Mzc+ycXZk1fAC3L52neqPf0Mnu/W1maS1fT1lFBUMTM2KjPub7PHcuX0BDUwuvUmXYvGguXiVlF0uK+fhyev+u78YJn76jyL5Dudpa4xfylv0Xr9K6lqxWpp25Wa7lbc1NicwunP6lh6/8CXofwZC2LVh94Bg+Xu5oqKlSpWQxDl66XqB4BEEQBOGvEomkn8DDw4N9+/YhlUrlvZKuXbuGjo4O1tayLyuqqqpkZeUuePrpav7n0z09PVFTUyMkJCTXMLaC6tatG0WKFGH58uVkZmbSrFmzby4/evRohgwZkmtawHvZlykNTc0Cddn+nKm5OYZGRoS+e5trevi7d5Qok/cOSunp6axZuphBo8agpKSERCKRX6HLyspC8kWR2IKSSKVkfLG/9bRlSYwHr98Qm5iEb5G8Q6HSMzJYuv8oo9q2QElR8Yt4JEgkfy2LnhYZRnrMR/SLliIpWJY4UtLQRMfZk/DTBwCIf/UUZW1dtBzcSAr0A0C/SClQUMy3domGlR0mFWvxYEQnABQUFVHILqKqoKSMQgHqY2lqauVJ8rh5ePD2bUiuaW/fhmBmlrfAsFQqZf6cWfTuNwANTU2yJFnyYvNZ2f9Ksgpf8L24sz0rB/XINW3e3iPYmBjRskp5dLU0qV82d12NXgtX06NhLcp55K0BEpuYxLZzV5jXq6MsJomUrOy4CvL+qmlooFaAYrBSiZTMDNnrzkiTDb1RUMj9PigoKOR7l4fE+HjOH9pHz7GT5TFKsj/LWVlZ8l5/f4WGhgYaGhrEJyRw685d+vXImyxYuHwFrZs3x9TEhOd+fmR+Njzyrxyb8P33Nb9ixVKkgJSMzLzP+1ff1+9JSU8nPCaOakXdv7/wF9IzM1lx6iLDmtSRtSlSKUg+j61w72dyaIi86P4nagbGZCTIfnTGPX9AUrB/rvl2zTsT++IBsU/v59megpIyFjUaE3p8N0ilsvZCKjuPKSgq5epp+yMUlFVQ1dEjPiUx3/nqRrKhy1n5zFdS18CopG9OjygFRcj+bCgoKsoeF0JxZ3tWDOyWa9r8vcewMTHi9yrlZO2JT+6ev70XraVHg5qU/Up7sv38VeZmJ6wlEimZ2cdFZlYWEun331t1DU15gvmTT0mkyPAwhkychrZO7uHU6dmF0L98bxSyz1lfSoiL49jenQyfIut1KpVIyMo+nmXH8vfjlEqlLNq8g6v3HrBwzDAsTHMPOTc3McbYQJ+32Xci++Tt+wjKFsub+E1Lz2Dhpu382btb9rlWilSas++yChCTuoYG6gVpj6VSMjMyALB2cERZRYUP78NwcJMdz1mZmcR8/IB+PsPoE+PjOXtwL33+nALIhvXltMeZP3wjE6lUSkZmJuZGBhjp6fI2Mndy+F3kR3w88/+Osnj3QUZ3bJPdnkiQZsnat8wsSYE+c4IgCILwM4hEUiHFxcXx8OHDXNN69OjBwoUL6d+/P/369cPPz48JEyYwZMgQeZFre3t7bt26RVBQENra2hgaGmJnZ4eCggJHjx6lfv36aGhooKOjw7Bhwxg8eDASiYSKFSsSFxfHtWvX0NXVpWPHjt+Mz8PDg3LlyjFy5Ei6dOmCxne+ZKmpqeXp6aQa8/Wisgnx8Xz8EEl09pW70LeyhJG+gSEGhoYoKCjQ5PdW7Nq8CXtHJxycnLlw5hShb0MYPm5Cnu3t2baFkj4+OGYX/nT3KsKmNSupXqcuxw8dxN3r+0Uk1x09TRkPV0wN9EhJTeP8/cc8Dghieg/Zl/tTt+9ja2qCnrYWz4NCWHHwOM0q+2JjmvdL47YzF/HxcMU5u1Cvl4Mta46coo5PSQ5dvYWXw/eHKSqqaaBhnnO1U93UEi07FzIT40mLiiD0+G5smnUkJfwdqZFh2LXuTnrMR6LuXAEgJTSY6Ac3cOk5Ev81c1BQVsapy2A+XD9LekzeK6bOPUbyZtNiJGmyu0LF+z3BvEZjUsLfYlq5Lh+unf1uzPlp1aYtUyaMo5h3cUqULMntWze5cf0aCxbnHTJz7Mhh9PUNKJ9dKL1I0WJsXr+O50+fcvvWDezsHdDW0cmz3vdoqqlh/8XtudVVVNDV1JRPz68grqm+Hub51NdYdfQ0zSuVw1hP9sPMy96acw+eUNLVkRO37+NpZ51nnW9JT0vlwpEDeBQvhY6+AcmJCdw4d4r4mGiK+siGTdg6u6Chpc2eNcuo0aQ5yqqq3Ll4npgPkbh7l8izzaPbN1KxbkP51XU7F1ceXL+CS5Fi3L50FjuXH79z2s07d5BKwc7GmrehYSxdvRo7Wxsa1q2Ta7lbd+8R8i6U8SNlQ1c83dwIDnnL9Vu3ifzwAUVFRWxtbH44ju+9r+FRMVx6/JxSLo7oaWvyMS6eXRevo6qigo+7c57t/ez3dd3Zq/i4OGCqp0N0YhLbLt9CUVGBKtl1c2ISk4hJTCY8WtaDJijyI5qqqpjo6aDzxd2Tdl65Q2kne5zMZe2Np7UF689do2YxD47efYxHIYszR927hmObnhj7VCH+1RM0zK0xKFaGsNMHAchKTSErNfdd0qSSLDKTEvNtP0zKVSMx0I/USFl9u+TQYMyq1CXm6T0MS5QjOSwkzzrfYuJThcSQADIS41HW1Ma4VHmkUikJAS9R0dFD18mDxLeBZKWloGZogmm5arIi2tF5YzMtV42YJ3fJTJYlmVIjQtFz9iQ5NAg992KkRIQWKrZ8P3eqKuhoanyzPTHR18XcUD/P9FVHz9KsYlmM9WRtm6edNecfPKWkiyMnbj8s9OcOZEmNVXNnEhL4hr6jxyGRSIjL7pmipa2NsooKTq7uaGppsXHpQhr83hpVVVWunD3Nx8gIipYqk2ebuzespVajphgYyXo7Obl7cPPSRTy9S3DlzCmc3DzyrPOlhZu2c/bGLaYN6ouGujpRsbLPvramBmqqqigoKNCqfh027j+Mk60NznY2nLpynZCw90zq3yvP9rYcOkpZ76K42MvOqUVcnVi5Yy/1KlfgwJkLFHXJe5x/T3paKucO78ezRGl09Q1ISkjg+tmTxMdEU8xHVnNSXUOTctVqcWb/bvQNjdA3NuHScVl9rmLZbfbnDm/bSOV6jdDL7n1l7+rGvWuXcSlSjFsXzmFfgPZ47aET+Hi5YWqgT3JqGufvPuTR6zfM7NMVBQUFWtaswqZjZ3CyssDJ2pLTt+7xNiKSCV3b59nW1hPnKOvpjkt2bSovR3tWHzhG3XJlOHTpGl6O9oXeb4IgCILwI0QiqZAuXryYp1ZR165dOX78OMOHD8fb2xtDQ0O6du3Kn3/+KV9m2LBhdOzYEU9PT1JSUggMDMTe3p5JkyYxatQoOnfuTIcOHdi4cSNTpkzBxMSEGTNm8ObNG/T19SlZsiRjxowpUIxdu3bl+vXrdOnS5ae+doA7N6+zdO5s+eP502VX6Vq260DrDp0AaNSsBRnp6WxYuZzEhATsnRyZMHMO5pa5h+oFBwZy/dJF5q3IqXHgW6kyTx895M8hg7C0sWbwqD/5ntjEJOZs30d0fAKaGuo4WpgxvUcHSrnJvoi+i/zI+mNnSEhOwcxQnzY1q9C8St4hEYHhEVx6+JQVQ/vKp1Uq5sUj/yCGLF2LjYkxo9r9/t14dJzcKTpxqfyxY8y74KsAAQAASURBVEdZ7ZuIi8d5vXwaoYe2oaSmgXPPEShrahP/8jFPpw9F+lnR2FeLJ+HYdQhFxi8GqYSoWxcJWL8wz3OZ12xCRlw0MfdzurOH7FmH24CJeE9bQ8yjm4Sf2vfdmPNTqUpVBg8bwfatm1m6cD42tnZMmjqdot7euZaLjo5m2+aNLFmZ8z56eHrxe+s2jBkxFH0DA0aOHfdDMfxMd18FEBYVw/CWTeXTGvmW4dW7cAYtW4+rjSXtalYu1DYVFBT5EB7K/auXSEpMQFNbB2sHJ3qMmYiZlSzRoqWjS+ehozm9bydrZk1BkpWFqZU17QcOx8LWPtf2Xj15SFRkBC179JNP861Rl9DANyyf/CfWjk7UaJp32EpBJSYls2LtOiI/fkRXR4dqlSrSq0sXlD+7q2FqWhrzlixl6rix8kS4qYkJQ/r1ZeqcuaiqqDB+5AjUv0hA/0yqKso8Cwrh4LXbJKakoK+tRVEHW+b37oS+du6ec3/H+/oxIZE5B08Rn5KCnqYGnjaWzOvUEj0tWWL++P2n7LhyW778qOzhaYMa1qSmd86P8qDIKK68eM2Sbjl11Sp4OPMkOJSRW/ZhZajP8Ka5k3jfkxoRSsjhbZhVrI2JbzUy4mJ4f+EYcS/zH3L6LWpGpui6FSFgc057Ff/qGVo2jji07kFa9EdCjxds6M4nylo6WFZriKK6OlmpKaS8l8WblZqCgpIymlZ2GBQphYKyCplJCSQGvSLqwc0829G0skdF14Dwi8fl02KePUDN2Bzbxm1J/fCeqPv5FxP/X7j36g3hUTEMb9lYPq2Rb2leh4YzaPlG3KwtaVuj8HcgjYmO4tFd2Wdr6rDcdXqGTJyGW5GiaOvqMmDsRA7t2MqCiX+SlZWJhY0tfUaMxeaL4cjPHt4n8n04nQcMlk+rVq8hwQH+zBw9DHtnVxq2bP3duA6duwjAoOm5h0aO7N5JXhPp97o1Sc/IYNm2XSQkJuFka8PckYOxMsudvHvzNpQLt+6ydup4+bQqZUrx8MUrBkydjY2FGX/2KfyQSgUFRT6EhbHl6jySEmTtsY2DE73HTsLcOifx3aB1OxSVFNm5aikZ6enYOjnTY9R4NLVyJxH9Hj8kKuI9rXvmtMfla9blXWAASyeNxcbRmVq/ff87QWxiIrM27yI6Ph4tdXUcrCyY2acrpTxkienm1SqRnpHJin1HSEhOxtHKkln9umOZPVz/k8Cw91x68IiVo3Ley8rFi/Lo9RsGLViBjZkJYzr9+hqOgiAIwn+DgjS/sRXC/2tTpkxhz549PH78+PsL5+NZcOGu8v4vaT+99qtD+Ka3m75dk+pXclh25PsL/SLpV499f6Ff6IF5/vW0/gmq2Rh+f6FfKPbOX6tP9HfKzKcmzz9J+ofwXx3CVynr/dgdtf5XVAy/f7fPXyXEJW/Pl38St5SIXx3CV92W/nPvSFYyPuhXh/BNNrWa/OoQBEEQOHb3ya8O4W/RoPQ/97fC36VwBQaEf7TExESePn3K0qVL6d+//68ORxAEQRAEQRAEQRCEfxmRSPoX6devH6VKlaJq1ap/y7A2QRAEQRAEQRAEQRD+20SNpH+RjRs3snHjxl8dhiAIgiAIgiAIgiAI/1IikSQIgiAIgiAIgiAIwt9KIqoz/2uIoW2CIAiCIAiCIAiCIAhCgYhEkiAIgiAIgiAIgiAIglAgIpEkCIIgCIIgCIIgCIIgFIiokSQIgiAIgiAIgiAIwt9KKhVFkv4tRI8kQRAEQRAEQRAEQRAEoUBEIkkQBEEQBEEQBEEQBEEoEJFIEgRBEARBEARBEARBEApE1EgSBEEQBEEQBEEQBOFvJWok/XuIHkmCIAiCIAiCIAiCIAhCgYhEkiAIgiAIgiAIgiAIglAgIpEkCIIgCIIgCIIgCIIgFIiokSTkYaOt9qtD+KrI2KhfHcL/W5l3L/zqEL7qvUf5Xx3CN5V8dftXh/BVyc51fnUI32Rco8mvDuGrtt98/KtD+KZmpSv96hC+6rlE41eH8E1RCcm/OoSvKhsb8qtD+KarSka/OoSvqmGl86tD+KqLErtfHcI3Pb775FeH8FUNShf91SEIgvA/IhE1kv41RI8kQRAEQRAEQRAEQRAEoUBEIkkQBEEQBEEQBEEQBEEoEJFIEgRBEARBEARBEARBEApEJJIEQRAEQRAEQRAEQRCEAhHFtgVBEARBEARBEARB+FuJWtv/HqJHkiAIgiAIgiAIgiAIglAgIpEkCIIgCIIgCIIgCIIgFIhIJAmCIAiCIAiCIAiCIAgFImokCYIgCIIgCIIgCILwt5IgiiT9W4geSYIgCIIgCIIgCIIgCEKBiESSIAiCIAiCIAiCIAiCUCAikSQIgiAIgiAIgiAIgiAUiKiR9A/VqVMnYmNjOXjw4K8ORRAEQRAEQRAEQRD+EqlU1Ej6t/hPJJI6derEpk2bAFBWVsbQ0JBixYrRpk0bOnXqhKLir+uYFRQUhIODAw8ePKB48eLy6YsWLfpHH2h79x9g34EDhIeHA+Do4EDXLp2p4OsLwIJFizl6/DjqGhr0692LenXqyNc9e/48x06cZMGc2T8tnm0Xb7D98q1c06yNDFjVtyMA6ZmZrD19mcvPXpGRmUVJJzv61K+GgbYWAAkpqcw/eIrHQe+wNNJnUKNaOFmYyre1/Ph5zA30aOZb6rux6Hp4Y934D7Qc3FEzNOb5nFFE37mSaxnblt0wr9EIJS0dEl4+xn/tXFLfv5PPV9bSwbHLEAxLVQCphI+3LvJmwyIkaSkAqJmY49p3HNqObiS+8ePVsimkfXgvX99z5GwiLh4n6tbFb8Z65OpNjl67TUR0DAB25qa0rVMdH083AKLjE1hz+AT3/fxJTkvDxtSENrWqUsm7iHy/Lti5nxtPXmCgq03/Fk0o6eYs3/7u85f5EBNL3+aNv7vfviYzM5P92zbz+N4dIt+/R1NTC0/v4vzeoTMGRkZ5ls/IyGDy8MG8DXzDpAVLsHN0AuBDRARrFs4lKMAfeydnug8ahomZmXy9BVMmULFGLcqUr/hDce46f4X1J87RtGJZejepB8Dxm3e58OAJ/qHhJKels2/ySLQ1NOTrpGdmsnDPYW48e4mBjjb9fmtASVcn+fw9F68RGRtH36b1fyimrwkOCmL1imU8fviArKws7OwdmDh1Ombm5gAsX7KIU8ePoa6hQfdefahZO+f4vXj+HKdPnmD67Lk/NSaA3bt3s2XrVqKionBxcWH48OEU8fICYP6CBRw9ehQNdXX69etHvXr15OudPXuWY8eOsWDBgp8ek/w5dm7m8bVLVG3WmpLVasmnR7wN5sqhvUSEBKKgoIhL8VJUadYKVTV1AFKSEjm1dT1vX71E39SUOn90xtTGTr7+ud1b0TMyoXSNOnme82sePnvO9oOH8QsIJComhumjhlG5rI98fnRsLCs2b+P2w8ckJiXh7eXB4G5dsLG0kC+zZP0mjl+4iIaaOr3a/0HtKpXk885fu8HJi5eYPXbUD+2rzMxMDu3YypP7d/kY8R4NTS08innTrF1H9A1lx6zf0yfMmzAm3/XHzJqHvbMrHyMj2LB4AcFv/LFzdKbzgMEYm+Ycs0umT6J8tZqU8q1QqPjOHtjD41vXiY2OQklZGSt7B2o3b42tk4t8mQ/vwzixaxvBr/3IyszE3MaWWs1a4uQha/uSExPZs2YZb14+w8jMghZde2Fp5yBf/9DmdRiamFKpXqMCx3XowhWOXLzC+6hoAOwtzWnfqB5li8qOgfSMDFbs3s+F2/dIz8ykjJcHA9u2wlBPF4D4xCRmrt/CQ79XWJuaMrxzW1xsbeTbX7RtFxbGxrSsU6NQ++tz5w7u5cmtG8Rl7ztLewdqNWuFjVNOux8WFMipPdsJDXyDgqIiXqV9qNe6PWrq6vJ9t2/tCgJfPsPIzJzfuvTMte+ObFmPgYkpFes2LHBcDx4/Yduevfi99udjdDQzJ4yjSoXy8vkXr17jwNFjvHztT3xCAptWLMXVySnXNhatXM2xM2fQUFOnT9fO1KlRPed1X77CiTNnmTtlUqH32Sf/1M8dwMl9u3h445osNiVlrB0cqd+yDXbOrnmWzczIYOH40YSFBDF02hys7GXPH/0hku0rlvAu6A3W9o780bs/hiY536PWzplOmSrV8fYpV6jYBEEQhH+m/8zQtrp16xIeHk5QUBAnTpygWrVqDBw4kIYNG5KZmflLYkpPT//qPD09PfT19f93wRSSqakJ/Xr3YvOG9Wxav47SpUoxbOQoAt684fLVq5w8c4YlCxcwoE8fps2YSWxsLACJiYmsWLWakUOH/PSY7EyM2DKku/xvdueW8nlrTl3i9qtARrdowMyOLYhOSGTa7qPy+buu3CYlPZ3FPf6gqJ01i4+elc97+S4cv9D3NClbokBxKKlpkBjkz5t18/Kdb9WkLZb1WuC/Zg6PxnQnKy2VImPno6CiKl/GdcAENG0ceDp1EM9njkDPozjOPUfI5zt06E96zAcejOhEemwUDu37yecZ+9ZAKpV+N4kEYKyvR9dGdVg2rC9Lh/aluKsTE9dtJSg8AoDZ2/bwLvIjk7q1Z/WIgVQo5sm0jTvwfxcGwPHrt3n9NpSFg3pR39eHGVt2yROg4VHRnLhxh04Nahdov31NeloawQH+NG7Zhknzl9Bv9J+8D33Homn5f6HfvXEdBoaGeabv3LAGAyNjJi9cir6BIbs2rJXPu3XlEgoKij+cRPJ7G8qxm/dwsDDLNT01I4PSbs60rl4p3/VO3LzH63dhLOjXjXplSzFz+z75/nsfHcOJW/foVLd6vuv+qNDQdwzs0xNbOzvmL1nGmk1baNepM6pqss/f9atXOHfmNLMXLKJH777MnTmduM+O3/WrVzFwyLCfGhPA6dOnWbBwId27dWPrli24urjQv39/oqOjuXz5MqdOnmTpkiX0HzCAqdOm5WpTlq9YwciRI396TJ+8fnSf8KA3aOnp55qeGBfD3qVz0Tcxpc3QP2nWZzBR4WGc2rpevsztU8dIT02l3cjx2Di7c2bHJvm8sMAA3ge9yZWYKoiU1DSc7e0Z0qNrnnlSqZTRM+YQFhHJzNHD2TB/NuYmJgyaOIWU1FQArt65y5krV1kw4U96d2zLzOUriY2Pl72mpGRWb9vJkB7dChXT59LT0gh5E0DDFq34c85Ceo8YzfuwUJbNnCpfxsnNnTlrN+f6q1izNsamZthl/7Des3Ed+oZGjJu7GD0DA/Zuytmvd65dQUFBsdBJJABjcwsat+/MoKlz6DV2EgbGJqyfO43E7H0AsGnBbCRZWXQbOY5+E2dgYWPHpgWzScj+3F04sp+01FT6TZqJo7sn+zeslq8b4v+Kt2/8qVCnQaHiMjHQp1vzJqwcN4IVfw6nhLsr45auJjBUdsFm2c593Hj0lPG9urJw+CCiYuOYsDynHdt27BQpqamsGjcSbzcX5m3aLp/3PCCQF2+CaF6rWqH31+eMzSxo2K4T/afMovuYCRgYmbBx3nSSsvddfEw0G+ZOw8jMnJ7jptBxyCgiQ9+xf90K+TYuHT1AWmoKfSbOwMHdk4Mb18jnvQ14zds3/pSvXbjkeWpqKi6Ojgzt1yff+SmpqRQr4kXfbl3ynX/lxk1OX7jIohnT6Nu9K9MXLCI2Lg6AxKQkVm3YxLD+fQsV05f+qZ87ABNzS5p16sbwmfPpP2EqhiamrJo5lcT4uDzLHtmxBV0DgzzTD23bhJ6hIUOnz0VX34DD2zbL5z24cQ0FRUWRRBIEQfgX+c8kktTU1DA3N8fKyoqSJUsyZswYDh06xIkTJ9i4cSMAsbGxdOvWDRMTE3R1dalevTqPHj2Sb+PRo0dUq1YNHR0ddHV1KVWqFHfv3pXPv3r1KpUqVUJDQwMbGxsGDBhAUlKSfL69vT1TpkyhQ4cO6Orq0qNHDxwcZFdySpQogYKCAlWrVgVkvaiaNm0qXzctLY0BAwZgamqKuro6FStW5M6dO/L5Fy9eREFBgXPnzlG6dGk0NTUpX748fn5+f8PehMoVK1KhfHlsbWyws7WlT6+eaGpo8PTZM4KCgilVogSeHh7UqV0LLS0tQsNkX4QXL1tO89+aYp7d8+FnUlRUwFBbS/6npynr+ZGUmsbpB8/oVrsy3g42uFiaMahJbV68C+flO1lcbz9GU9nLDSsjA+qWLMrbj7IrwplZWSw9do5+DWqgVMCeazEPbxKyaw1Rdy7nO9+qfkve7t9E9N2rJIcE8GrpFFQNjDEqI0s2aFjZYVjCF/+VM0n0f06832MC1i/ApHxNVA2MAdC0siPi4glS378j8uJxNKzsAVDS1MaudXcCvpLE+pJvEQ98PN2wMjHG2tSYzg1qo6GmyovgtwA8DwyhSSVf3O1ssDA2pG3t6mhpqPP6bSgAIREf8C3igb2FGY0rliMuMYm47M/8kj2H6NqoLlrZV6F/lKaWFsMnT8enYmUsrK1xdnOnXc8+BAX4E/UhMteyj+/d4enDB7TqlPdHcPjbt1SoXgNzSysq1qhJ2DvZa0xKTGT/ti2075n/D5DvSUlLY9b2fQxq0QgdjdyvtVklX1pVr4S7nXW+64ZEfqCclxv25qY0ruBDXFIycUnJACzed5Su9Wv95f33pfWrV+HjW56effrh4uqGlZU1FSpWwsBAlnwLCQ6meImSuLl7UKNWbbS0tAgPlyUOVy9fSqPffpP3XPqZtm3fTtOmTWncuDGOjo6MHj0adXV1Dh8+TGBQECVLlcLT05O6derI2pRQ2Wdw0eLFNG/e/G9pUwASYmO4sHc79Tp2R0lJKde8N08fo6SkTI3f22JoZo65nQM1Wrfn9cN7xHyQJWOjIsJxK+WDgak5RStUJipC1uZkZWVybtcWarTuUOhesb6lStCjbWuqlPPJM+9tWDjPXr1maM9ueLg4Y2tlybCe3UhLS+fslWsABL8LpUQRL9ydnahVqSJaGpqER8iOpeWbt/Jb3VqYmxgXel99oqmlxeAJUyhdoRLmVtY4urrzR7eeBH92zCqrqKBnYCD/09LR4dHtW5SvXhMFBQUA3oe+w7dadcwsLfGtVoPw7GM2OSmRQ9u38Ef3Xj8UX3Hfijh7FcPQ1AwzKxsatOlAWkoK798FA5CUEE9URDhVGjTBwsYOY3ML6v7+BxnpaUSEhgAQGR6Kd9nymJhb4lO1BpFhss9jVmYmBzetpWnHboV+X8sXL0q5Yl5Ym5liY25G12aN0VBT48WbQBKTUzhx9Qa9WzajpIcbrva2jOjcjmcBb3geEAhAcPh7qvmUwsbcjIaVKxCSfUEgMzOLBVt3Mrh96wKfx77G27cCzl5F5fuuXpt22ftOtl/8Hj1AUUmJhu06Y2JhibWjE407dOXZ3dtERch6zX4IC6NYWV+MzS0oXaUGH8LC5Pvu0KZ1NOnQtfDHhE8ZenbuSNWK+ScW69WsQdd2bSlTIv8LQsFv31KyWFE8XF2pXa0qWpqahL2Xxbt0zTp+a9gAc1PTfNctqH/q5w6gVIVKuBYphpGpGebWNjRp25HUlGTCQoJzLffi4X38njyi8R8d8mwjMjSU0pWqYmJuQZnKVYkIk/WyTklK4sSeHTTL57wsCIIg/P/1n0kk5ad69ep4e3uzf/9+AH7//XciIyM5ceIE9+7do2TJktSoUYPoaFlSoW3btlhbW3Pnzh3u3bvHqFGjUFFRASAgIIC6devSvHlzHj9+zK5du7h69Sr9+vXL9Zxz587F29ubBw8eMG7cOG7fvg3IhmaEh4fLY/nSiBEj2LdvH5s2beL+/fs4OztTp04deWyfjB07lnnz5nH37l2UlZXp0iX/q28/U1ZWFqfPnCUlNZWiRYrg4uzMi5cviY+P58XLl6SlpWFjbcXDR4946edHq99//1viCIuOpf38NXRZvJ45+08QGSe7yucfHkmmREJxx5wu/jbGhpjo6fAiO5HkYGbMo6C3ZEkk3A8IwsFU9iNq7/V7FLO3xsXSLO8T/gA1U0tUDYyJfZyTgMxKSSLB/zm6rrKu67quRchMjCfxzUv5MrFP7oJUgo6zJwBJwf7oFysNCgroe/uQHOIvex3t+xJ+aj/pUbkTLAWRJZFw4f4jUtPS8bSX7StPB1suPXhMfFIykuz56ZmZFHN2BMDR0pynb4JJS8/g7svXGOrqoKelxbm7D1FRVqZiMa8f21HfkZKUhIKCAppa2vJpcbExbFi2mB6DhqKqppZnHRsHR54/eohEIuHpgwfYZHfH37VxHdXrN8TIxOSHYll64Dg+Hq65hqQVlKOFOc8CQ0jLyOCenz+GutroaWly/v5jVFWUqVDU44di+hqJRMLN69exsbFhxJBBNGtYnz7du3L18iX5Mk7Ozvi9fEFCfDyvso9fKytrnjx6xOtXr2jWouU3nuHHZGRk8PLlS8r65CRGFBUV8fHx4fGTJ7i6uPDixQtZm/LihaxNsbHh4cOH+L18SetWrX56TABSiYSTm9dSukYdjC2s8szPysxEUUkJhc9+uClnnxPCAl4DYGJlw9tXL5BkZRH84hkmlrKk4t2zJ7F2ccPc1v6nxpyR3cNWLTsOkO1LVRUVHr+QtSnO9na89A8gPjGRlwFvSEtPx8rCnEfPX/LqTSAtGvzcoZQAyUnJeY7Zzz26c4vExAQqVK8pn2Zt58CLx7Jj9vmjB1hnD+HZu3kDVes1wND4x47Zz2VmZnL74jnUNTSxyB5yqKmtg4m5JQ+uXSY9LZWsrCxuXTyLtq4eVvayts/Cxo6AF0/Jysri1ZNHmNvYAnD5+GEc3D2xdih8e/C5LImE87fvkpqejqeTA6+CQ8jMyqJU9rBjAFsLc0wNDXiWnUhysrHiwctXZGVlcefZCxytLQHYefIM3m4uuNnb5ftcPyozM5O7F8+jrqEpf/2ZmRkoKSnnSmaoqMp6Owa/ll3YMrex5c2LZ2RlZeH/NGffXTlxBAd3D6z+4r77Ec6Ojrx4/Zr4hARevnpNWnoa1paWPHr6lFf+/rRs+uPDs/PzT/3cyWLL4MaFM6hramJpZy+fnhAXy+61K2nbu3++51hLOzteP32MRCLB78kjLG1lr+vw9s1UqFUXA6MfT04LgvDvIZVK/5V//0X/iRpJ3+Lu7s7jx4+5evUqt2/fJjIyErXsE+TcuXM5ePAge/fupUePHoSEhDB8+HDc3d0BcHHJGdc+Y8YM2rZty6BBg+TzFi9eTJUqVVixYgXq2b0KqlevztChQ+XrfbrCbWRk9NUr6klJSaxYsYKNGzfK64KsWbOGM2fOsG7dOoYPHy5fdtq0aVSpUgWAUaNG0aBBA1JTU+XP/zP5BwTQpUdP0tPT0dDQYM6M6Tg6OODo4EC9OnXo2LUbampqTBj3JxoaGsycM5cJf45l34ED7Nq7F309fcaMHIGTo+NfjsXNypzBTWpjbWRAdEIS2y/fYsTGPSzv1Z6YxCSUlZTQ/mIfGGhpEpMo6z3ze4UyLDt+nq5LNmCmp8vAxrUIjYrh3KPnzOvSiqXHznE/IBgXSzMGNKyJlnreL1EFoaov6/WRHpc7AZgeF42Kvqx2iIq+EenxsblXlGSRkZiASvb6gZuX4txjBKWX7SU5OAD/1bPR9fBGy86FoK3LcRs8GR1Hd2Ie3+HN+gVIs74+fDMw7D0DF64kPTMTDVVVJnRth525LHH2Z8c2TNu0kxZjp6KkqIiaqgoTurTDykQWa91ypQkMf0+3mQvR09Lkz05tSEhOYfOJs8zp140Nx05z6cFjLIyMGNqmGcb6ej+033Ltq/R0dm/eQNlKVdDQ1ARkJ6W1i+ZTrW59HFxc+RARkWe91p27snH5EoZ174yNvT2d+vTH79kT3ga+oWXHLiybPZ0gf3+8ipegXfde8oTAt1x8KKt/tGRA9x96LXV8ShAYHkH3OcvQ09JkbLvfSUhJYfOpC8zu3YmNJ89x8eFTLI0MGdKyCcbZtVB+VGxMDCkpyezYuoXO3XvQo3cfbt+8yYSxo5m/eCneJUpSpmw5atauS+/uXVBTU2Pk2HGoa2iwcN5sRo4Zx+GD+zmwdy96+noMGT4Kh59w/MbGxpKVlYXhF0MSDQ0NCQoKwtfXl3r16tGhY0fU1NSYOGECGhoazJg5k4kTJrB33z527dqFvr4+Y8eMwcnp5/wQvXP2BIpKipSoUjPf+Tau7lzav4s7Z09SsmpNMtLTuHp4HwBJ2UNCfGrV4+yuraybNApdI2Nq/9GZmMgInt26TpuhYzi7czPBL59hZmtPrTYdUdPQ/Esx21lZYmZizMqt2xneuwcaaursOnKUyKgoomJiAShboji1q1Si+/DRqKmqMnZAXzTU1Jm3ag1jBvTl4KnT7D12An1dXYb37oHjZ3V2fkRGejr7t26kTMXK8mP2S9fOncHLu0SuH5stOnZh66qljO7dFWs7e9r17MerZ095G/iG5u06sWruTIID/PEsXoLWXXoU6Jj95MXDe+xcsYiM9HR09PTpMnwsWjqy40tBQYGuI/5ky+K5TOzVCQUFBbR09eg8dDQa2Ymwqg2acnDzWuaOGICBsQnNu/Ti4/tw7l27TO9xUziwcQ2vnz3G2t6RZp17ov6V1/2lN+9C6TdjHukZmWioqTGpT3fsLS0IePsOFWVltL/YjoGuLjHZQ6Pa1KvNwq07aTt6IubGRgzr1JZ3EZGcvnGLJaOHsmDLDu4+e4mrvS1DO/yBtqZGfiF818uH99m9cjEZ6elo6+nTadgY+b5z9PDixM6tXDlxBN9a9chIS+X03h2ArHcfQOUGTTi8eR3zRw7CwNiY3zr34OP7cB5cu0zPPydzaNNa/J89wcregaadehR43/0V5UqXom716nTpPxA1VTXGDRuKhro6sxcvY9ywIew/eoy9hw6jp6vHqEEDcPzBpNw/9XMH8Oz+XbYsXUhGeho6+gb0GjUe7ezYpFIpO1YupXyN2tg4OhP9Ie/FqkZ/dGDvulVMHdQHSxtbWnTtScCL54SFBNGwTTs2LZ7H2zcBuBX15reOXVBWLvjxKgiCIPzz/OcTSVKpFAUFBR49ekRiYiJGXxTvTUlJISAgAIAhQ4bQrVs3tmzZQs2aNfn999/lP1gePXrE48eP2bZtW65tSyQSAgMD8fCQ9SwoXbp0oWMMCAggIyODChVyumyrqKjg4+PDixcvci1brFgx+f8tLGSFVSMjI7G1tc1322lpaaSlpeWZppbP1aYv2dnasm3TRhITEzl34QITp05j1bKlODo40KNbV3p0y6nfsWbdenzKlEZZWZl1Gzexc8tmrly7zsQpU9myYf03nqVgSrvkFJt0MDPBzdqczovWc+X5K9SUv/8x11JXY0Szermmjd68ly61KnHxyUvex8Sxum9HFh89y47Lt+hWu/JfjvmvSI/5yPNZOTWTFJRV8Bq7gFfLpmLTvBNZKcncG9QGrzHzMa/VlPCTe7+6LWtTY1YM709SaipXHj5lzrY9zO3fHTtzMzadOENiSgqz+nRBV0uL60+eM23jDuYP6IGDpTnKSkr0b9Ek1/bmbt9L08q+BISGc/3Jc1YMH8Ce85dZvv8o47u0/e5ru37xAptWLJE/HjJ+Mm5est5amZmZLJ89A6RSOvbO6e139uhhUlNSaNj8671lDIyMGTwup65SRkYGcyeOo/vAIRzZvQN1DU1mLF/NvEnjuHDqBLUafvsKdGRsHCsOnWRG9/aoFuIH7OeUlZTo1yx3PYu5uw7SpGJZ2f57+pKVQ3qz+8I1lh88wfiOhet5c/b0KebPmSV/PCO7QHb5ipX4vVUbAJxdXHn29AmHDx7Eu0RJADp17UanrjnDEDatX0fJ0mVQUlZm66aNrNu0lRvXrzFz6mRWrd/4Iy+90Hr26EHPHj3kj1evWYOPjw/KysqsX7eOnTt3cuXKFSZMnMjWLVsKvf0Xd25ydmdOTY+mvQZy/+JZ2o0cLx9q9SVjCyvqtO/Cpf27uHpkH4qKihSvUgNNHV3IXkdNQ5MGnXrkWm/P4jlUbvo7L+7cJC7qA53GTePM9k3cPHGEKs3+Wu8qZWVlpo0cxsylK6jfvgtKioqU8i5KuZIlcl0x69q6JV1b5xwv63ftobR3UZSVlNi0Zx+bFs7j+t17TF20lPXzZuX3VHK3Ll9k66pl8scDxk7ExVPWGzEzM5NV82YhlUpp2yP/4aMxUR959ugBPYaMyDXdwMiI/mMmyB9nZGSwaMp4OvcfzLG9u1DX0GTykpUsnjqBy2dOUr1+3gLDD65f4eCmnBo8nYaMxsHNAycPL/pPnk1yQjx3Lp1nx/KF9Bk/DW1dPaRSKYe2rEdLV5ceYyaioqLKncvn2bRwNn0nTEdX3wB1TU1a9xqQ67nWzJpM/VZteXjjKtEfIhk6YwH7N6zm3KG9NGiTdyhQfmzMzVgzfjRJKSlcuveAWeu3sGDEwAKtq62pwZ89OueaNmTuYnq2+I1zN+8S9iGKTVPHM2/zdrYcOUHvVs2+ub2HN65yeFNODaYOQ0Zh7+qOo4cnfSfNJDkxgTuXzrNzxSJ6jZuCtq4eZlY2NO/amxM7t3Bm704UFBXxrVkXbV09FBRkvZTUNTVp2at/rudaN2sKdVu25dGNa0R/iGTQ9Hkc3LiGC4f3Ua91+wK9/r+qW4d2dOvQLiemLdsoU6I4ysrKbNy+k62rlnPt1m0mz57LxuVLvrGlf/bn7t61y+xZl1NbqceIMTi6e+LsWYSh0+eQlJDAzQtn2bxkPgMnzUBHT48rp46TlppKjSa/ffU16xsa0W14TgH9zIwMVs+aSpte/Th7cB9q6hqMnruY1bOncuPcGSrV+fk9HwVBEIT/nf98IunFixc4ODiQmJiIhYUFFy9ezLPMp6LXEydO5I8//uDYsWOcOHGCCRMmsHPnTn777TcSExPp2bMnAwYMyLP+50kcLS2tv+ulAMiH2gHyHz8SieSry8+YMYNJk3IXLR41fDijR474yhq5n8vGWjZMw8PdnecvXrJz9x7GfLFuUFAwJ06dYuvGDRw+eoySxYtjYGBArRrVmTJ9OklJST99v2irq2NlZEB4dCwlHO3IzMoiMTU1V6+kmKRk+V3bvnTm4TO01NXwdXNi6u4jlHNzQllJiYoermy9dOOH40qPlfVEUtUzJCM2Sj5dVc+QpCDZUJiM2ChUdfVzr6iohIq2DhmxuXsyfWLzWwdiH98mKdAPvZ4jCd61BmlWFlG3L6FXpNQ3E0kqysryHkauNla8evuOA5eu07JGZQ5ducnqkQOxzy4i7WRlwdM3QRy+epOBLZvm2dbD1wEEv49kcOtmrDl0Ah9PNzTUVKlcvCiHrhRsv5XwKYuTW87wDYPsuzx9SiJFfYhk5JQZuXo2PH/yCH+/l3T7Iqk1aehAfKtUo/ugoXzp6J5dFCleAntnFzYsW0yzth1QVlamVLnyvHjy6LuJJP93YcQmJtF30Sr5NIlEypPAYA5fv83RGeMKXY/koX8gwRGRDP69MWuPnsbH3QV1VVUqe3tx+PrtQm0LoHzFinh4esof6+kboKSkhJ29Q67l7OzsefLk0ZerAxASHMTZ0ydZvX4TJ44dpZh3cfQNDKhavQZzZkwjOTkJTc2/dvzq6+ujpKSUZ6hudHR0nuQ+IL9pwratWzl8+DAlSpaUtSm1ajF5ypQfalOcinpjbp+TtHj94C7JiQmsGZ/TnkklEi4d2MX9i2foNkl210mP0uXwKF2OpPg4VNTUUECB++dPo/+VYVdPb15FTUMT52IlOLxmGU5FS6CkpIxridJcP36oUDF/jbuTIxsXzCExKZmMzEwM9HTpPmIM7k759x4LfhfK6UtXWD9vNsfOncfb0wMDPV2qV/BlxtIVJKekoKnx9d4r3mV8cHDJubuT/mfH7Op5s4j+EMmQSdO+3hvp/Fm0tXXwLlP2m6/rxL7deHqXwM7Jmc0rltC0TXuUlZUpUbY8L588yjeR5FmiNDaf3RVLL7sWmKqaOsZm5mBmjq2zK3NHDuTu5fNUbfgbAS+e8vLhPcYvX496dg8xK3tH/J894f7VS1Rt2DTP89y9cgENTU08S5Zh65K5eJYsjZKyMkXLlOPMgd3ffF2fU1FWxspM9tlxtbfFLyiE/WcvUrVMSTIyM0lMTs7VKykmPh4D3fx7Kp64egNtDQ0qlCjG+GVrqFiiGMrKSlQpXYINB499NxaP4qWwccy5G5vuZ/vOyMwcIzNzbJxcWDByMPcuX6BK9n7x9q2At28FEuNiUVFTR0EBrp06huFXagzdu3JRdme/kqXZvmS+fN8VKVOWcwe+fu76OwWFvOXkufNsWrGUoydPU7xoEQz09alRuTLT5i0gKTkZrW/09vknf+68SpbJdac4veyeoGrq6piYW2BiboG9iyvTh/Tj1sVz1GzSDP/nTwl6/YoRHdvk2taCcSMpWaESf3yRGAQ4e2g/bkW9sXFwYvfaldT7vY0sttJlef38qUgkCYIg/D/3n04knT9/nidPnjB48GCsra15//49ysrK2Nvbf3UdV1dXXF1dGTx4MG3atGHDhg389ttvlCxZkufPn+Ps7PzVdfOjml07ICsr66vLODk5oaqqyrVr17Czk3WnzsjI4M6dO/KhdD9q9OjRDBmS+w5qaYkJP7QtqURCekbuO9FJpVKmz57NoAH90dTURCLJkt8l79O/30p0/aiU9HTCo2OpXtQdZwtTlBUVeRT4lgoesi9P7z5G8yEuAQ9rizzrxiUls+PyLWZ3apkdn5Ss7BizJFl/Kd60yDDSYz6iX7QUScGyxJGShiY6zp6Enz4AQPyrpyhr66Ll4EZSoKymhH6RUqCgSIL/8zzb1LCyw6RiLR6M6ASAgqIiCtlDJhWUlHPVbykIiVRKRmYWaekZACh+0RtDUUERST5jgdMzMli69zCj2rdCSVERiVSCNPtjnZWVhURSsPHDGpqaeX5wfkoiRYSHMXLqTLS/+OHUrnsvmrfNufIaGx3N3Il/0nv4KJxc3fM8R9jbEG5evsjkhUtlr1kiISt7+J8s1u+/x8WdHVk1tHeuafN2HcLG1JiW1SoUOomUnpHBsgPHGPlH8+z9J0X66XNXwJi+pKmplSfJ4+bhwdu3IbmmvX0bgplZ3qG1UqmU+XNm0bvfADQ0Ncn67PjN+nT8Zv3141dFRQV3d3du37kjv+GARCLhzp07tPyipppUKmX69OkMHjQITU1NsiSSn9KmqKproKqekywpWqEKjkW8cy2zb/kCPMv44lUu7939tHRlwzaf3riCkooKtm5564MlJyRw88QRWg0elf1aJEgksoNEkpUlf79/Fm0t2XH0Niwcv4AAuv+Rt7eTVCplzorV9OvcAU0NdSQSCZnZ56NP/2Z9Jy51DU35D99PPiWRIsPDGDppunyITH7Pf/38WcpVrYbyN3qPhr97y+0rlxg3b7FsvVzHbOZX33M1DQ3UvpEEk8chkZKZIdteRprsPPapB80nCgoK+dZBSIyP5/yhffQcOxmQnTMkn/bdX3xfZe1xJq52tigrKXH/hR+VS8kKRoe8jyAyOgYvJ4c868UmJLDl6EkWjRycvZ3c76tE+v2YCrrvJFJJvne/1c6+y+G9yxdQVlHFyatonmWS4uO5cHg/PcZMlG1LIiErM2ff/R3fD75HKpUya9FiBvTsjqaGRu42Jqtgbcw/+XOnrqGBekFik0rJzJR9D/itQxfq/Z6TRIqPiWbVrKm07z9EfpfFz0WEvuP+9SsMnT43OzYJksycc+zPbusEQfj/o4A/B4T/B/4ziaS0tDTev39PVlYWERERnDx5khkzZtCwYUM6dJDdNcfX15emTZsye/ZsXF1dCQsL49ixY/z22294eXkxfPhwWrRogYODA+/evePOnTs0b94cgJEjR1KuXDn69etHt27d0NLS4vnz55w5c4alS5d+NS5TU1M0NDQ4efIk1tbWqKuro6eXu46MlpYWvXv3Zvjw4RgaGmJra8vs2bNJTk6ma9e8t38uDDU1tTzD2OK/SAblZ+mKFZQv54u5uRnJycmcPH2aew8esGTB/FzLHTx8BAN9fSpXlP3w8i5WjNXr1vPk6VOu37yJg4M9Ojo6f+k1AKw9fZmyro6Y6usQlZDEtos3UVRUpEoRN7TU1ahdwos1py+jra6OppoqK09exN3aAvd8EkmrT13it3IlMdaV1STwtLHk/OMXlHC04+T9p3jaWH4zFkU1DTTMc+7SpW5qiZadC5mJ8aRFRRB6fDc2zTqSEv6O1Mgw7Fp3Jz3mI1F3rgCQEhpM9IMbuPQcif+aOSgoK+PUZTAfrp8lPeZjnudz7jGSN5sWI0mT3do73u8J5jUakxL+FtPKdflw7exXY1135BRlPF0x1dcnJS2N8/ce8dg/kOm9OmFjZoKlsRELdx+kR5N66Gppcv3Jc+6/8mdK97zd5bedvoCPpxvO2QVevRzsWHP4JHXKluTQ1Zt4Of5YTYnMzEyWzZpOcIA/g8ZNRCLJIjZG1nNFW1sHZRUVjExyX+lWy04ImJpbYGicu8CnVCpl4/IltOnaHbXsHmouHp5cOn0Sc0srrl84R9lKVb4bl6a6GvbmuYuwq6uqoKOpIZ8eHZ9ATEIiYdl3AQwMj0RTTRUTAz10v0iWbTt7mTLuLjhbyT6TnvY2rD16htqli3P4+m287PMfnlpYrdq0ZcqEcRTzLk6JkiW5fesmN65fY8HiZXmWPXbkMPr6BpSvKLujYJGixdi8fh3Pnz7l9q0b2Nk7oP0Tjl+Atn/8wcRJk/D08MDLy4vtO3aQkpJCo0a5e5kcPHgQfQMDKleWDS/19vZm9erVPHnyhOvXr+Po4PBT2hQNLW15XZJPlJSU0NLVw/CzpNuDS+ewdHRGVU2N4JfPuXxwDxUbN8+3NsnF/TsoVb02OvqyW2dbOjrz4vYN7Ny9eHz9MpaOBbsQkZySSmj2HaUAwiMieR0YhI62NuYmxpy/dgN9PV3MjI15ExzConUbqeRTBp/i3nm2deTMOfT1dKlYRjbsuqi7O+t37eGp3ytu3X+IvY01OoXs3ZWZmcmquTMJeRNAvzHjkUgkxMXI6uNoaWvnqmX08sljPkZGULFG7a9uTyqVsmXlUlp27iY/Zp3cPbhy9hRmllbcuHgen4rfP2YB0tNSuXDkAB7FS6Gjb0ByYgI3zp0iPiaaotm3Jrd1dkFDS5s9a5ZRo0lzlFVVuXPxPDEfInH3znvXr6PbN1KxbkN5rxM7F1ceXL+CS5Fi3L50FjsXtzzr5GfNvkP4FPXCzNCA5NRUzt26yyO/18wa1AdtTQ3qVfRl+a796GhpoaWuzuIde/B0csAzn0TSsp37+L12dUwM9AEo4uTImRu3Ke3pwdFL1yjiXPjaZulpqVw8chCPEqXQ1tMnOTGBW+dOkxATQ5HPepPdPHsKW2dXVNXV8X/2hFO7t1G7RRs08um5eGzHZirWaSDv7WTn4srDG1dwLlKMuxfPY/dZT7dvSU5J4V323d8Awt5H8CogAF0dHcxNTYmLTyDiQyQfo2Q9gUPeyu4oZmRggNEXtdkOnziJgZ4elXxln4diXp6s27KVpy9ecOPOXRzsbNHRzr9o/Nf8kz93aampnD20D6+SZdDVNyApMZ5rZ04SFxNN8bLlATD4ooflp+PQ2NQM/S96jUqlUnavW0mTdp3kyzm4unPzwllMLCy5e/USJXzzJuMFQRCE/1/+M4mkkydPYmFhgbKyMgYGBnh7e7N48WI6duwov7vI8ePHGTt2LJ07d+bDhw+Ym5tTuXJlzMzMUFJSIioqig4dOhAREYGxsTHNmjWTDwsrVqwYly5dYuzYsVSqVAmpVIqTkxOtvnM3IWVlZRYvXszkyZMZP348lSpVynd43cyZM5FIJLRv356EhARKly7NqVOnMDAw+On7qiBiYmKZOGUKH6Oi0NbSwtnZmSUL5ue661JUdDQbNm1i3aqV8mlenp60bdOawcOGY2BgwMRxf/6UeKISEpm9/wTxKanoaWrgZWvJ/C6t0Mu+It+9ThUUFBSYvucoGVlZlHSyo0/96nm2c88/iLDoWIb+Vlc+raGPN6/DIxiybieuVmb8UaXcN2PRcXKn6MSc5KFjR9lwx4iLx3m9fBqhh7ahpKaBc88RKGtqE//yMU+nD0X6WQLv1eJJOHYdQpHxi0EqIerWRQLWL8zzXOY1m5ARF03M/evyaSF71uE2YCLe09YQ8+gm4af2fTXW2MRE5mzdQ3R8Apoa6jhamjO9VydKucmuME7r2ZF1R04xfs1mUtLTsTI2YvgfLfDxzP0FNTD8PZcePGHF8Jzu7ZW8i/DIP5Ahi1djY2rCqPY/VvslJiqKB7dvAjB+UO67II6cOhOPosXyW+2rLp46ga6ePsU/++HTtHVbVs6bzeThgylashQ1GjT8oVi/dOzmXbaeybkj2rAVGwAY2rIJtcvk/DAIeh/B5cfPWDE453bmlYp68jggiKErNmBtYsSoP5r/lJgqVanK4GEj2L51M0sXzsfG1o5JU6dT1Dt3kiE6OpptmzeyZGVOLQ0PTy9+b92GMSOGom9gwMix435KTAC1a9cmJjaWlatWERUVhaurK0sWL841tC0qKor1Gzawft06+bQiXl60a9uWQYMHy9qUiRN/WkwF8T44kBvHD5GRnoaBqTk1W7fH06d8nuWCXjwl9kMk9drn1J4qXrk6ESFB7Jg3DXNbB3zrFezOUC8DAhjwWb2vJRtktZ3qVavC2AF9iYqJYemGzUTHxWJkYEDdqpXp9HuLPNuJjo1l894DrJw5RT7N09WZ1o0bMWLqTAz09Bg7oG+B98UnsdFRPLpzC4ApQ3MP9x46aTpuRXJ6plw7dxonNw8srL9e0PvymZPo6ulTrHTO+aVRqz9Yu2AuM0YNxat4SarWK9gwGQUFRT6Eh3L/6iWSEhPQ1NbB2sGJHmMmYmYli0FLR5fOQ0dzet9O1syagiQrC1Mra9oPHI7FF3fZe/XkIVGREbTskdM2+daoS2jgG5ZP/hNrRydqNM277/MTm5DIzHWbiY6LR0tDHUdrK2YN6kNpL1mNxb6tm6OoqMDE5WvJyMyktJcHg9rlbVfvPH1OaOQHRnfNSfg3rV4Fv+AQ+k6fi7uDHR0aFX5YkYKiIh/Dw9h+7TLJiQloamtjZe9Et9ET5PsO4F1gAOcO7iU9LRUTC0sad+xGifKV8mzv9ZNHREe+p0X3nNpZZWvUITToDaumjMPK0YlqTQrW7r189Zq+w0fKHy9eJWu36teqybjhQ7l68yZT5+Zc6Bo3fSYAXdu1zVUXKTomho07drJ6Yc6yXu5utGnRjKF/TsBAX59xw/MOlf6ef/LnTlFRkciwUO5cuURSQjxa2jrYODrRb9wUzL9xXH7NjfNn0NHVx6tkTk3QOs1asnXZQhaOH427d3Eq1qr7jS0IgiAI/x8oSP+r96sTvio+Km+vl3+KyJN7fnUI3/T+0NZfHcJX2XQe8v2FfpEwh+K/OoRvsnhV+PpE/ysqvnV+dQjfpKv2z71esf3m418dwjc1s/45vb3+Ds8lP3bHr/+VqITkXx3CV5XN/PCrQ/im60p565L9U9Sw0v/VIXzVxbD4Xx3CN6mpKP3qEL6qQem8wx4FQfh32nn13q8O4W/RumKpXx3C/1zhingIgiAIgiAIgiAIgiAI/1n/3EvFgiAIgiAIgiAIgiD8K4jBUP8eokeSIAiCIAiCIAiCIAiCUCAikSQIgiAIgiAIgiAIgiAUiEgkCYIgCIIgCIIgCIIgCAUiaiQJgiAIgiAIgiAIgvC3EjWS/j1EjyRBEARBEARBEARBEAShQEQiSRAEQRAEQRAEQRAEQSgQkUgSBEEQBEEQBEEQBEEQCkTUSBIEQRAEQRAEQRAE4W8lETWS/jVEjyRBEARBEARBEARBEAShQEQiSRAEQRAEQRAEQRAEQSgQkUgSBEEQBEEQBEEQBEEQCkTUSBIEQRAEQRAEQRAE4W8lSiT9e4hEkpBHdMY/9whPeP7gV4fw/5Zuhdq/OoSvu3ryV0fwTV0exvzqEL5qd5GoXx3CN328dutXh/BVdRSVfnUI36Sg4v2rQ/gqx+CXvzqEbzIL+OfGp1yu2q8O4ZuqKEh+dQhfdT8m7VeH8FUlI5//6hC+SUFF5VeH8FV7b2T+6hC+qYVviV8dgiAIwj+OGNomCIIgCIIgCIIgCIIgFIhIJAmCIAiCIAiCIAiCIAgFIhJJgiAIgiAIgiAIgiAIQoGIGkmCIAiCIAiCIAiCIPytJKLa9r+G6JEkCIIgCIIgCIIgCIIgFIhIJAmCIAiCIAiCIAiCIAgFIhJJgiAIgiAIgiAIgiAIQoGIGkmCIAiCIAiCIAiCIPytpIgaSf8WokeSIAiCIAiCIAiCIAiCUCAikSQIgiAIgiAIgiAIgiAUiEgkCYIgCIIgCIIgCIIgCAUiaiQJgiAIgiAIgiAIgvC3kkpFjaR/C9Ej6R+qatWqDBo06FeHIQiCIAiCIAiCIAiCIPev6ZHUqVMnYmNjOXjw4F/elr29PYMGDfqfJHIuXrxItWrViImJQV9fXz59//79qKio/O3PX1hXL1/i2KGDvH7lR0J8PMvXbsDJxSXXMulpaaxevpSL58+RkZFBqTI+9B88FANDQwDi4+OZO30qjx4+wMrKmiEjR+Ps6ipff+mCeZhbWtKiVZsCx+U5bDpqBsZ5pn+4eYF3R3YAoGnjiGWtpmjaOIBEQkr4W/w3LkKamYGCkjK2v3VAz8ObjMR43h3eTkLAC/l2TCvWRlXfkHdHd343Fl0Pb6wb/4GWgztqhsY8nzOK6DtXci1j27Ib5jUaoaSlQ8LLx/ivnUvq+3fy+cpaOjh2GYJhqQoglfDx1kXebFiEJC0FADUTc1z7jkPb0Y3EN368WjaFtA/vc/bHyNlEXDxO1K2LBd6HX7pw/jwH9u/j5cuXxMfFsXnrNlzd3HIts3DBfI4fPYq6ugZ9+vWjbr168nnnzp7l+LFjzFuw4IdjOHLtFkev3SYiOhYAO3NT2tapho+H7PMS9jGK1YdP8uxNMBmZWZR2d6Fv84YY6GgDkJ6ZyYKdB7jx9CUGutr0b96Ikm7O8u3vPn+FDzFx9G3e8IdjNNDSoHsNX0o52aCtrsrj4HCWnrxCaHRcrmV61ipPKUcbNFRVeBcVy7Yr97jy8g0AKkqKDG1UjfJuDsQkJrPo+GXuB+Z8Hlr6FsdUT5ulJ68WOK4HT56yfe8+/PwD+BgdzYxxY6lS3lc+f+3WbZy9dIXIDx9QUVHGzdmZnh074OUue4/T0zOYsWgxV27cxMjQgGF9+1CmRHH5+tv27iMi8gND+vT60V0nt+vCNTacPE/TCj70alyHhOQUtpy5xL1XAXyIjUdPSxNfLzc61q6KloY6AAnJKczdfYhHAUFYGRsyuEUjnK0s5NtcevAEFob6NK/s+7WnLVhs56+w/sQ5mlYsS+8mss/38Zt3ufDgCf6h4SSnpbNv8ki0NTTk66RnZrJwz2FuPHuJgY42/X5rQElXJ/n8PRevERkbR9+m9X8opodPn7F930FeBgQQFR3DjLGjqOxbVj5/6oLFnDh3Idc6ZUuWYP7k8bL4MjKYuXgZV27exshAn6F9elKmuLd82W37DhDx4SNDenUvdGyHL1/nyJUbRETHAGBnYUb7erXw8XLPtZxUKmXM8nXcee7HpB4dqeBdBID4pGRmb97Jw1cBWJkaM6xdS1xsrOTrLd61HwsjI36vWaXQsRmXqoBx6Qq5pqXFRBG4ex0q2ro4tc3/sxx65hAJb/xQVFPHslp9NC1tSY+LIfziCdKiIuXLmVWsSUZ8HNGP7xQ6tq0HDnP59h2CQ8NRU1WliKsLvdq1wtbSUr7M4bPnOXv1Oq8Cg0hOSeXYhlXoaGnJ56dnZDB75Vqu3r2Hob4+Q7p2onSxIvL5Ow4fJeJjFIO6dCx0fFsOHOLyrbsEh4bJ4nNzoXfb1thafRbfmfOcuXqdV4GBJKekcnzj6jzxzVqxRh7f0G6dc8W3/ZAsvsFdCx/fJ8f27ODe9avERH1ESVkZWwcnGrVuh4NLzneMpMQEdq9fw9P7d1BQUKB4WV9adOqGurrsGI6KjGDTskW8DQzAxsGJjn0HYmRqJl9/xayplKtanRJly/9QjLsuXM1pUxrXJT45hS2nL3D/1RsiY+PQ09akvJc7HWtXk7d38ckpzN11kEcBgVgZGzHk98a527sDxzA3NKBFlcLF9L1zbHR8AmsOn+T+qwCS09KwMTGmTa2qVPL2Av4351iAcwf28PjWDeKio1BSVsbK3oFazVth45Tz/TM0KJBTe7YT+iYABUVFvEr7UL9NB9TUZfswOTGRvWuWE/jyGUZmFjTr2hNLOwf5+oc3r8fQxJSK9f5arIIgCP8VokfSD8rKykIikfxt2zc0NERHR+dv2/6PSk1JwatoMbr27P3VZVYuXcLN69f4c9IU5i5aQvTHj0weN1Y+f8eWTaSkJLNszTqKlSjBwrmz5PNePHvKyxfP+a1Fy0LF9Wr5dJ7MGCb/818vS17EPr0HyJJIzp0GkuD/nFcrpuO3Yjofbl6A7O6VRmUqoWFly6tVM4m6cxm7ll3l21Y1MMKoTCXCzhwsUCxKahokBvnzZt28fOdbNWmLZb0W+K+Zw6Mx3clKS6XI2PkoqKjKl3EdMAFNGweeTh3E85kj0PMojnPPEfL5Dh36kx7zgQcjOpEeG4VD+37yeca+NZBKpX8piQSQmpqCt3dx+vbrn+/8K5cvc/rkKRYtWUq/Af2ZMW0qsbGxACQmJrJyxXKGjxz5l2Iw1tOja8PaLBvam6VDelPcxZGJ67YRFB5BSlo6o1duRAEFZvfpwoIB3cnIymL82i3yY/P49Tu8fhfGwoE9qO9bhhlb98i71IZHRXPi5l06Naj5l2Kc3KoeFga6jN91gp6r9xAZl8Ccdo1RV8nJ049qWhMbI33+3Hmc7it3ceXlG8a1qI2zuSz52aCkF64WJvRfv4+j958zpllOTOb6OjQo6cn687cKFVdqairOjo4M/Uqix9bKiqF9erFlxTJWzJ2NhZkZg8aOIyZWlgA7dOIkfq/9Wb1gLk3q1mXCrDnyfRf2/j2HT56iZ8cOhYopP35vwzh+6z4OFqbyaVHxCUTFJ9C9QS1WDunJ0JaNufcqgAV7j8iX2XH+Kslp6Swd0J1ijvYs2ndMPu9F8Dv8QkJpWrEsf4Xf21CO3byHg4VZrumpGRmUdnOmdfVK+a534uY9Xr8LY0G/btQrW4qZ2/fJ99376BhO3LpHp7rVfziulNRUnB3tGdqrx1eXKVeqBIe3rJf/TRwxRD7v0MnT+PkHsGruTBrXrc3EOfM/e28jOHLqDD07tP2h2EwM9OnWpD7LRw5k+YiBlHB1ZvyqjQSFvc+13L4LV1BAIc/620+eIzktjZWjBuHt4sSC7Xvl854HBvMy6C3NvrLfCyIt+gOvNy+T/4Uc3g5ARlJCrumvNy/jw52rZKWnkxgiS/gal/BFUUWVwH2bSA57i3mVuvLtqptaoG5qSfSTuz8U18PnL/itTi1WTpvI/D9HkpmVydCps0hJTZUvk5qWjk/xYrT7rXG+2zhy9gJ+bwJZMXUijWpUY/Li5Tnva2QkR85dpHvr338svmcv+a1OTVZNn8SCcaPIzMxiyNSZueNLT6Ns8WK0/61Jvts4fPY8fm8CWTltEo1rVmfSomU58UVEcuTcBXq0+bH4PjG1sKRl5x6MnbOIIZNmYGRiytJpE0mIz0nsb1yygPB3IfQbO4leI//E/8VzdqxeLp+/f8sG9A2NGD1rAXoGBuzfulE+7971qygoKPxwEim/NiU6PoGo+ES6N6zFqqG9GdayKXf9/Jm/97B8mR3nLpOSlsaygT0p5mjHws/awhfB73gZEspvlcoVOp5vnWMBZm/by7sPH5nUtR2rh/enQjFPpm3aif+7MOB/c44FMDa3oFH7zgyYOpseYyeib2zChrnTSYqPByA+JpoNc6ZiZGpGr/FT6TR0NJGh79i3Nud9vXjkAOmpKfSdNAMHdw8ObFgjnxfi/5q3b/wpX+fHkvuCIAj/Rf/KRFLVqlUZMGAAI0aMwNDQEHNzcyZOnCifL5VKmThxIra2tqipqWFpacmAAQPk6wYHBzN48GAUFBRQUJB90d24cSP6+vocPnwYT09P1NTUCAkJyXcIWtOmTenUqZP8cVpaGiNHjsTGxgY1NTWcnZ1Zt24dQUFBVKtWDQADAwMUFBTk63253ZiYGDp06ICBgQGamprUq1eP169fy+d/iu/UqVN4eHigra1N3bp1CQ8P/3k7FqhZpy7tOnWmRKnS+c5PSkzk1PGj9Ozbn+IlS+Hi5s6QUWN4/vQJL549BeBtcDBVqtfE2saW+g0bExIcDEBmZiaL589lwJDhKCkpFSquzOREMhPj5X+6bkVJi4okMfAVANb1W/LhxjkiLp8kNTKctI8RxD69hzQrE5D9CIh/8YjUyHA+3LyIirYuypqyXi02jdsSdmofkrTUrz7/52Ie3iRk1xqi7lzOd75V/Za83b+J6LtXSQ4J4NXSKagaGGNURvbjSMPKDsMSvvivnEmi/3Pi/R4TsH4BJuVroprd60rTyo6IiydIff+OyIvH0bCyB0BJUxu71t0J+EoSqzDq1W9A1+7dKePjk+/8oKBASpYqiYenJ7Xr1EVTS4uw0FAAli5eRLPmzTE3N/9LMfgWccfH0w0rE2OsTY3p3KAWGmqqvAh+y7PAYCKiYxn2RzMcLM1xsDRnxB/NefU2jIevZT/8QiI/4Ovljr2FGY0rlCUuMYm4pGQAluw9QteGddDKvlr5I6wN9fC0Nmfh8Uv4hUXyLiqWhccuoaqiRPUiOVdKvWzMOXD7CX5hkYTHxrPtyj2SUtNxtTABwNbYgOuvggj+EMOhO08w0NJET1MW18D6VVh99gbJ6RmF23dlStOzY3uqVMj/B0/talUpU6I4VhbmONrZMaB7N5KSkwkIDAQg6O1bKpYri6OdHc0bNSA2Lo7YONmX9jlLl9Oncye0tDQLu8tySUlLZ/bOAwxs3iBXjx57c1PGtf+dcp6uWBoZUtzZgY51qnHrxWuysmRJwreRH6nq7YW1iRH1fEoQEvkRgMysLJYcOE7/ZvVRUvzxU1xKWhqztu9jUItG6Gjk/ow0q+RLq+qVcLezznfdkMgPlPNyw97clMYVfIhLSpZ/7hbvO0rX+rX+0ufOt3QperRvS5XyX//hqKKigpGBgfxPV1tbPi/47Tsqli2Do50tzRvUIzYuntjsH2Rzl6+id6cOaGn+2HvrW9STskU8sDY1wdrMhC6N68mO2aAQ+TL+b0PZe+4yw9rlTRqEvI+kWqniWJuZ0KBiWULey37QZmZlsWjHPga2bvaX3lepREJWSlLOX2pK9gxp7ukpSeg4uJDw5iXSTNmxp2pgSLz/SzLiYoh98RA1fVkvWxQVMa9Um4jLp+UXJwpr7tiR1KtaGQcba5zt7RjTtycRH6PwexMkX6Zlg7q0a9oYLxfnfLcRHBpKhdIlcbCxplndWsTGxxOXkADA/DUb6NW21Q+/r/P+HEn9alXyiS/ws/jq0e63xni5fiW+d2FULF1KFl8dWXyx8bL45q3ZQO+2rX84vk/KVKyCezFvjM3MsbSxpVmHLqSmJBMaHATA+3dvef7wPm179sPBxRVnd09+79yde9evEhsdLVsm9B1lq1TD1MKSclWq8z5U1js0OSmRI7u20arL1xO435KSls6sHfvztCn25qaM79CScp5u8vauU93q3Hr+Kld7V8W7CNYmRtQvWypXe7d4/1EGNGv4Q8fFt86xAM+D3tKkYjnc7ayxMDakbXYvqdfZiaS/+xz7ibdvRZy9imJoaoaZlQ3127QnLSWF9+9k3x9fPrqPopIyjdp3wcTCEmtHJ5p07Mazu7eJipAlsT+Eh1K0bHmMzS0pU7UmH8Jk31eyMjM5tGktTTp2RfEvtC2CIBSMRPrv/Psv+te2mJs2bUJLS4tbt24xe/ZsJk+ezJkzZwDYt28fCxYsYNWqVbx+/ZqDBw9StGhRQDakzNramsmTJxMeHp4rEZOcnMysWbNYu3Ytz549w9TUNN/n/lKHDh3YsWMHixcv5sWLF6xatQptbW1sbGzYt28fAH5+foSHh7No0aJ8t9GpUyfu3r3L4cOHuXHjBlKplPr165ORkfPjMjk5mblz57JlyxYuX75MSEgIw4YN+6H996Nev/IjMzMzV6LJ1s4OUzMzXjx7BoCjszMP798jKzOTu3du4+goG/Kxe8c2ihUvgau7e77bLigFJSUMi5cj6t41QDZMTMvWkYzEBFx6jKTI6Lk4dxuGll3Ol92U8Hdo2bmgoKyCrosXGfGxZCYnYuDtgyQzk7jnD/9STJ+omVqiamBM7OOcq9ZZKUkk+D9H11XWxV/XtQiZifEkvnkpXyb2yV2QStBx9gQgKdgf/WKlQUEBfW8fkkP8AXBo35fwU/tJ/2y4xd/FxcWVly9eEB8fz8sXL0hLS8PaxoaHDx/i99KPlq1a/9Tny5JIuHD/Malp6Xja25KRmQUKCqgo5/T8UVFRRkFBgaeBsi+XjpbmPA0MJi09g7t+rzHU1UFPS5Nz9x6ioqxMxWKefykmFWVZwjM9M0s+TQpkZEooYpMz7ODZ2/dU83JGR10NBaCalzMqyko8DJJ9kX0T8ZEiNhaoKitRxsmWjwlJxCWnUqOICxmZmVzzC+TvlJGRwaETJ9HW0sLZUdbV38XRgcfPnpOWlsbNe/cxNjREX0+XU+cvoKqq+tUEVWEsO3gCH3cXSro4fnfZpNQ0NNXVUFKSnbYcLEx56B9IVpaEe6/eyHs07bl0nWKOdrhaW35rc9+19MBxfDxccw1JKyhHC3OeBYaQlpHBPT9/DHW10dPS5Pz9x6iqKFOhqMdfiq0gHjx5SoO2HWndsy9zlq0kLjtRBODsYM/j57Jj9tb9hxgZGqCvq8upC5dQVVX5ZoKqMLIkEi7cfUhqejqeDnYApKanM33jdvq3bIqhnm6edRytLXjg509WVhZ3n7/CIXv4zq4zF/F2dcLNzuYvxaSqZ4BTuz44tumBRfWGKGvn3/NXzdgMdWMz4l4+lk9Li/qAppUtKCigZeNAWvQHAIy8fUgOf0vqx/f5butHJCbLfozramt9Z8kcTna2PHn5irT0dG4/fIyRgT56OjqcvnINVRVVKvuU+WnxJcnj0/7Okjmc7W15/NKPtLR0bj2Sxaevmx2fqgqVy/68+AAyMzO4du40GpqaWGcPYXrz2g8NLS3snHLO/+5FvVFQUCDIX3bhycrOAb8nj5BIJLx4/BArW3sADmzdROXa9TAwNvmheJYePF7w9i4ld3vnaGnGwwBZe3f3VQCO2T2adl+8RjEne1xt/lp7B3nPsQCe9jZceviU+KRkJNnz0zMzKebkkB3X33uOzU9mZiZ3Lp5DXUMTcxtZu5KVkYmyslKuRJCKqqyXd/Ar2Xcpcxs73rx4RlZWFq+fPMLcRvYaLx8/gqO7J9YOhW/rBUEQ/sv+NTWSvlSsWDEmTJgAgIuLC0uXLuXcuXPUqlWLkJAQzM3NqVmzJioqKtja2uKT3evC0NAQJSUldHR08vSmyMjIYPny5Xh7e+d5vq959eoVu3fv5syZM9SsKeve6+iY8yXCMLtukKmpaa4aSZ97/fo1hw8f5tq1a5QvL/vxtm3bNmxsbDh48CC///67PL6VK1fi5CQ7Gfbr14/JkycXONafIToqChUVFbS/GJanb2BIdHQUAK3+aMfi+XPp9EcrzMwtGDxyFKHv3nL25AkWLl/FonlzuH/nNi5u7gwePhKtQnxRBdDzKI6SugZR968DoGoo68VjUaMRoSf2khL+FsMSvjh3GczLxZNIi4ok6t41NMyt8Bg4iczkRAJ3rkZJQxOLGk14vW4uFjWbYFCsDGnRHwjZv4mM+Ngf2j+q2Vew0+Oic01Pj4tGRd8IABV9I9K/3L4ki4zEBFSy1w/cvBTnHiMovWwvycEB+K+eja6HN1p2LgRtXY7b4MnoOLoT8/gOb9YvkPe8+pnK+fpSp149unTsgJqaGuMnTERDQ4M5M2cwbsJE9u/by55du9DT12f0mLE4Ov3Yl7TAsPcMXLSa9MxMNFRVmdDlD+zMTdHT1kJdVYV1R07RuUEtpFJYf/Q0EomE6Oyr3HXLliIwLIJusxahp6XFnx1bkZCcwuYT55jTtysbjp/h0oMnWBgZMrR1M4z18/6w/ZaQj7FExCbQrXo5Fhy7RGp6Bi3KeWOqp42hTs6V9cl7TzGuRW0OjuhKZlYWqRmZTNh9krAY2Y/7Ew9f4mhmxPrebYhLTmXK3lPoqKvRqaoPQzYfonM1H6p5uRAWE8fcwxf4mJD0Q/vyS9du3Wb8zNmkpqVhZGjAwmlT0NfTA6Bh7Vr4BwbxR88+6OnqMmX0SBISE1mzZRvLZs9g1aYtnL10GSsLc8YOHoiJcd4aZd9y8eFT/MPCWdyv23eXjUtKZse5K9TzKSGf1qpqBZYcPE7n2UsxM9BjcItGhH6M4uy9xyzo05nF+49x//UbXKwsGNS8obzWSMFik9U/WjKg8DWCAOr4lCAwPILuc5ahp6XJ2Ha/k5CSwuZTF5jduxMbT57j4sOnWBoZMqRlE4zzSaj8FeVKlqBK+XJYmpkRGv6eVZu3MnTCFFbNnYmSkhINa9UgICiItn0GyN7bkcNISExk7bYdLJ0xldVbtnH28lWszM0ZM7AfJsZGhXr+N6HhDJi7VHbMqqkysXtH7LJ/+K7YexgvR3t5TaQvta5djUU799N+wkzMjQwZ1rYl7yI/cPrWXRYP7cfCHfu4++IVrrbWDGnbIldPtu9JiQwj/OIJ0mOjUdbUwqhUBewa/0Hgng1IMtJzLavvXoy0mI+kRITJp0U9vIlZxdo4telBRkI84RdPoqJrgJ5rEYIObsWsUm20rO1J/fCe95dPIklP/zKEApFIJCzZuJWibq442hY8cdagWhUCgt/SfvBI9HW1mTS4PwlJSazfvY9FE8ayZucezl+7gaW5GaN6d8ck+/vHj8S3eOOWH4wvhPaDR6Cnq8PkwQNISExi3a69LJ74J2t27ObctZtYmpsyuncPTIx+LL4n9+6wftE8MtLT0NU3oP/YSWjryo6x+NgYdHT1ci2vpKSEprYO8bGyul7N2ndix5oVjO/XAys7e9p0783r5894FxRI07YdWLtgNiFvAvAoVpzfO3dDWfn79SwvPnwqa1P6f79NiUtKZvu5y9QrW1I+rVXViiw+cIxOsxZjZqDP4N8bE/ohirP3HrGwb1cW7TvK/dcBuFhbMrh5o0K1d187xwL82ak10zbtosWf01FSVERNVYUJnf/AykTWJvzd59jPvXx4j10rFpORno62nj6dh49FS0e2PUdPL47v3MKV40fwrV2PjLRUTu2RDVtNiIsFoEqDJhzavJb5Iwaib2xCsy49+fg+nAfXLtFr3BQOblyL/7PHWNk78lvnHqj/xd5xgiAI/3b/6kTS5ywsLIiMlPXS+P3331m4cCGOjo7UrVuX+vXr06hRI5SVv707VFVV82z3ex4+fIiSkhJVqhS+MOgnL168QFlZmbJlc+p9GBkZ4ebmxosXOQWhNTU15UkkyP2avyYtLY20tLQ809TU1Dh/5jSL5s2RT586ay5FC5FE+xotbW1Gj5+Ya9qIQQPo1rsv58+c5n1YGOu27mDhnFls3bSBnn3zr9HzNUalKxL/+imZCbKaCJ+GJ368fZno7ORSaPhbdJzcMSxVgfDTB0CSlV2Ue4d8O7bNOvLhxjk0LGzR8yzOyyWTMa1cB+sGrQncsfLHd8BPkB7zkeezcmomKSir4DV2Aa+WTcWmeSeyUpK5N6gNXmPmY16rKeEn935ja3DyxAlmzZguf7xg0WKKlyjxjTVkuvfoSfcePeWP165ZTRkfH5SUldmwbj3bdu7k2pUrTJo4gU1btv7AKwVrU2NWDOtLUmoqVx49Y872fczt1w07c1P+7NiaJXsPc/DKTRQUFKhWoijO1pYoKsiuSiorKdG/RSOgkXx7c3fso2klXwJCw7n+5AUrhvVjz/krLD9wlPGd//hmLDWKuDC4YVX549HbjzJhz0mGNarGoRFdyZJIuPfmHbdeB6PwWfmXztV80FZXY9iWQ8Qlp1LBzYHxLWozaOMBAiOjyZJIWHziCpBTlH1442ocuP0EZ3NjKrg50GPVLlqVL0HfuhWZtOfUD+3LL5X0LsamZYuJjYvn8MlTjJsxizUL52Gor4+ysjLD+uauhTZ1/kJ+b9KIVwFvuHzjBpuXL2Hbnn0sWLma6X+OKfDzfoiNY+WR00zv1hZVlW+3u0mpaYzfsANbU2Pa1cppR7U01BnVplmuZUeu3kK3+jU5//Ap76NjWTusDwv3HWXbuSv0aFirQLFFxsax4tBJZnRvj+oP3vBAWUmJfs0a5Jo2d9dBmlQsK/vcPX3JyiG92X3hGssPnmB8x1Y/9DxfU7NKTg0hJ3s7nBzsaNmtNw+ePKN08WIoKysztHfPXOtMW7iE3xs14NWbN1y+cYtNSxawbd8BFqxey/Qxhat1ZmNmwqrRg0lKTeXyg8fM3rKL+YN6E/rhIw9fBbBy1KCvrqutocHYzrnrMw1btJIeTRtw/s4Dwj9GsXHCCOZv28PW42fp1bzRV7aUV9LbnJ59adEfSIkMx+mPXug4uhHn90Q+T0FJGV1nD6Lu38i1viQ9nfDzR3O/1oatiLx5ET0XT1R19Hizay0WletgXLICkTdzFzwvqAXrNhH49h1LJ48r1HrKysoM6dYp17QZy1fRvF5tXgcFcfXOPdbPmc6Ow8dYtH4LU4cN/KH45q/dSODbdyybMv4H4uuca9r0ZatoUa8OrwODuHLnHhvmTmf7oaMs2rCZqcMGfXN7t69cYseaFfLHfUePw9nDC1evooyevYCk+HiunT/NuoVzGD5tNjp6+gWKU9/QiN4j/5Q/zsjIYOm0SXToO4CT+/egrqHBhAXLWDpjElfPnKLqd4ozR8bGseLwpzbl++3duPXbsTUzoX2tqvLpWhrqjP6jea5lR6zaRLcGtTj/4Anvo2NYN7wfC/ceYevZS/RsVKdArxW+fY7ddPwciSmpzOrdGV0tTa4/ecG0TbuY378bDpbmP/0cC/Dw+lUObcqpX9RxyCjs3Txw9PCi3+RZJCUkcPfSOXYuX0iv8VPR1tXDzMqGFt16c3zHFk7v3YGCoiK+Neuirasn/w6orqlJq14Dcj3XullTqNuqHQ9vXCXmQwSDZ8znwIbVnD+0j/pt2hd4HwqCIPwX/WsTSV/e8UxBQUFegNfGxgY/Pz/Onj3LmTNn6NOnD3PmzOHSpUvfvFOahoaG/IT0iaKioryw4CefDzfTKMTV0r8qv9f8ZWxfmjFjBpMmTco1beDQYQwaNoJyFSri5pHTLdnY5PvduQ2NjMjIyCAxISFXr6TYmGgMDfO/qn3q+DG0tbUpX7ESk/8cQ/mKlVBWVqZS1WpsXr/2u8/5ORV9Q3ScPAjcnvPlMiM7oZQambteVGpkOKp6+V/x1HZwQ93MkpADm7Gq24J4v6dIMtKJfXIXk+7VChXT59JjZT2RVPUMyYiNkk9X1TMkKUhW8yojNgpVXf3cKyoqoaKtQ0Zs7p5Mn9j81oHYx7dJCvRDr+dIgnetQZqVRdTtS+gVKfXdRFKlypXxKpLTQ8CkAO/1l4KCgjh54gSbt27jyOHDlChZAgMDA2rUqsXUKZNJSkpCS6vgwzQ+UVFWll/9dLWx4lXIOw5cvs6glk0p7e7Cpj+HEpeYhJKSItoaGrQaPxNzI4N8t/Xw9RuC30cyuNVvrDl8Eh8PVzTUVKlcvAiHlt78bizXXwXxYtUu+eOPCUmkZ2bRc/VutNRUUVZSJC45laVdm/MqTJbEtTDQ5TefYnRZsYPgD7Ir3m8ioihqa0GT0kVZePxSnucpbm+JvYkh845cpGctX277h5CakcnF5/4sLPNbYXfhV2moq2NtaYm1pSVFPNxp2bU7R0+dpkOrvMXu7z16TGBwMKMH9mfpuvWUL1MaDXV1qleuyN7hR/PZ+te9Dg0nNjGJfotzfixIJFKeBgZz+MYdjkwbg5KiIslpafy5bjsaamqM79AS5W/UTjt95yFa6mr4erkxefNufL3cUFZSolJRT7acuVjg2PzfhRGbmETfRatyxfYkMJjD129zdMa4QtcieegfSHBEJIN/b8zao6fxcXdBXVWVyt5eHL5+u1Db+hFW5ubo6+ryLjyc0sXzXgy59/gJgcEhjOrfh2XrN+FbupTsva1YgX1Hjxf6+VSUlbEylfVQc7W1xi/4LfsvXEFNVYWwj1E0GZ47ATFpzWaKODswf1DemzicvHEHbQ0NKngXYeLqTZT3LoKykhKVS3qz6ehfS6hK0tNIj4tGVS93e6Hj6Iqisgpxr55+c309tyJI0tNIDPbHqnZTEoJeg0RC/Bs/TEpX/KGYFqzbxPX7D1gy6U9MjQrXE+xL958+J/BtKCN6dWfFlu2UK+GNhro61XzLsv/kmR+Lb+1Gbtx/wJJJ435CfM8IevuOkb26s/yz+KqXL0e/8VO+u36x0j7Yf3Y3Nv3sHlZq6uqYmluAuQUOrm5MHNib6+fPUue3FujqG+QqvA2ym6ckJyagq5//eePUgb14eBfH1tGZ7auW07D1HygpK1Pcx5dXTx9/N5Hk/y78223K9D9l7V1qGmPXbUVDTZUJHVp9s707decB2hrqlPdyZ/LmXZT3cpe1d8U82Xz64vd2XS5fO8e2rF6JQ1dvsnpEf+yzexQ6WVnw9E0Qh6/eYmDLvEXV/+o5FsCjRClsPht6qGsge19V1dQxMjPHyMwcW2cX5o8cxL3LF6jSsCkgq6Pk7VuRxLhYVNTUUVCAa6eOYWBilt/TcO/KRdQ1NfEsWZptS+bhUbIMSsrKFClTjnMH9hR09wmCUEjf+20q/P/xr00kfY+GhgaNGjWiUaNG9O3bF3d3d548eULJkiVRVVUlKyvr+xtB9oP78zpKWVlZPH36VF5Eu2jRokgkEi5duiQf2vY51ewx3N96Pg8PDzIzM7l165Z8aFtUVBR+fn54ev618eejR49myJAhuaaFZw+30dTURLOQXXtdXN1QVlbmwf17VKpSFYC3ISFERkTg4eWVZ/nY2Bi2bdrI/KWyO2tkSSRkZg/DysrMLPSd8YxKViAzKSHX1eX0mCjS42NQ/+LLhJqxGfH5/FBQUFbGunEbgnevkxVOVVSUJxAVlJRA4cdLi6VFhpEe8xH9oqVICpYljpQ0NNFx9pT1jALiXz1FWVsXLQc3kgL9ANAvUgoUFEnwf55nmxpWdphUrMWDEZ1kMSoqyuJEdmVdoQA/erW0tH4oyfOJVCpl1vTpDBw0GE1NTSSSLDIzZe/jp39/1l0OJVKprD7SZ/Sy64g8eB1AbGISvkXy1tlKz8hg6b4jjGr3O0qKikgkUqRSWUxZEgmSAlTKS0nPIOUrRa+T0mTDWKwM9XC1MGHDBVmC4NPd2748b0qkUr7ISwOgoqTEgHqVmX7gLBKpVNa7SlG2srKiIoqK+az0k0gkUtIz8r6+tPR05i1bwYQRw1BSUkIikZCZ/XoyMwt/B8vizg6sHJy7R8y8PYexMTGmZdXyKCkqkpSaxth121BRVmZix1bfvJIfm5jEtnNXmNdbdttwiVQqb1OzJFkFem9zYnNk1dDcCY15uw5hY2pMy2oVCp1ESs/IYNmBY4z8o7nscyeVIs3eX3/33T8/ifz4kbiEBIwM8/5QTktPZ/6K1UwYNlj+3n7aW5k/KT6pVEpGZiYdG9SmXvncd9LrPm0evZs3plzRvOey2IREtp44w8IhfQHZcSp/X39CbArKKqjq6hP/+lmu6fruxUgI9s8pxJ0PJXUNjEqWJ+TQ9uyNKaCgmN3uKiqS78H9DVKplIXrN3Pl9l0WTRyLZQFrMH5NWno6C9ZtZNyAPigpKpIlkcjboB95X6VSKQvXbeLy7bssnvQnlmZ/Pb75azcyfmBflJQUsz93sgAzC3juV9fQQL0AF+ukUgmZ2QXTHV3cSElKIuSNP7aOsmTFq6ePkUql2Du75ln3/bu33L12mdGzZHeClUgkZGWffwr6HaW4swOrhnzRpuzOblOqVshp79ZuRUVZiUmd2ny/vTt7mfl9ZL27siRSMiWfjgvJXz4uPp1j07LPdV+ecxSz27Ev/YxzLICahgZqBXlfJRIy8zlfaWf3PLt7+QLKKqo4exXNs0xSfDwXDu2j+1jZhVSJRIIk+7un5H/ULguCIPx/959MJG3cuJGsrCzKli2LpqYmW7duRUNDAzs7WdE+e3t7Ll++TOvWrVFTU8P4G7U/qlevzpAhQzh27BhOTk7Mnz9ffgv0T9vq2LEjXbp0YfHixXh7exMcHExkZCQtW7bEzs4OBQUFjh49Sv369dHQ0ED7i5pALi4uNGnShO7du7Nq1Sp0dHQYNWoUVlZWNGmS/212C0pNTQ01NbVc06KT076yNMTHx/MhIoKoKNkdQ96+ld2Jx8DQEEMjI7S0talTvyGrly1BR0cXLS1Nli1aiIdXETy88tbEWLlkMc1btZb3dvIqUpRzp09RqrQPx48cxqtI3i8AX6WggFHJ8rLha198CYi8chqLGo1JCX9HcvhbjEr6om5iTuCOVXk2Y16tIfF+T0kJl921JCnYH6u6LYi6dw3jctVICgn4ZhiKahpomOfczUnd1BItOxcyE+NJi4og9PhubJp1JCX8HamRYdi17k56zEei7siGNaWEBhP94AYuPUfiv2YOCsrKOHUZzIfrZ0mP+Zjn+Zx7jOTNpsXyu8rF+z3BvEZjUsLfYlq5Lh+unS34PvxMXFwcEe/f8/GjrKBscPbd9YyMjDD64pg4dPAg+gb6VKpcGYBi3t6sXb2ap0+ecOP6dRwcHNHRyb+o7besO3qaMh4umBrok5Kaxvn7j3kcEMT0nrKEwalb97A1M0VPW5PnQW9ZceAYzaqUx8Y0b4+qbacv4uPhinN2EWYvB1vWHDlJnbIlOXTlJl4OtoWOD6CyhxNxySlExiXiYGpI37oVueYXyL03ss9PyMdY3kXFMrhBFVaeuU58SioV3Rwo5WjD2B3H8myvfeXS3PIPwf+97L1++jacnjXLc+rhS5qWKcrTtwUr6JucksK7sJwkd3hEBK8C3qCro42eri6bdu6iYtmyGBkaEhcfz74jR/kYFUX1Snl7UmzYvhPfMqVxc5YNnS3m6cnSdetpULsm+44cpahn4YpHa6qpYW+e+4eouqoqupoa2JubZv+o2kZqRgYjWjclOS2N5OwhuHpamnmSOauOnKZ55XLyWkNedjacu/+Eki6OnLj1AE/7gtdx0VRXw948d9JZXVUFHU0N+fTo+ARiEhIJ+yjrIRgYHommmiomBnrofpF833b2MmXcXXDOLhrtaW/D2qNnqF26OIev38bLvvCfu+SUFN6F53wOwiIiePUmEF1tbXR1tFm/YxdVy/tiZGBAaPh7lm/YhLWFOWVL5h2uunHnbnxLl8LVSVa7r6inB8vWb6JBzersO3qcoh6Fe2/XHjqOj6c7pob6JKemcf7uAx69fsPMvt0w1NPNt8C2qaE+FsZ5e4cu33uYFtWrYKwvq2lTxMmes7fvU8rDlWNXb+HlZF+o2EzKVSUxOIDMhDiUtbQxLl0RqVRKvH/OEHEVXX00LGx4d+LbvThNy9cg+vEdMpMTAUh5H4quqxdJ7wLR9/AmJSK0ULEtWLeRs1dvMH3EYDQ11InK/h6hramJWvYFp6jYWKJj4wjNvpPdm5C3aGpoYGZslKfo9eZ9BylXojiuDvYAFHVzZcXWHdSvVpn9J09TxM2Fwpi/diNnr15n+oghaKqrExXzWXxq2fHFxBIdG8u7z+NTV8fM2Bhdndzxbdp7EN+Sn8Xn7sryLdupX60K+06eoYhb3qTO96SlpnLywB6KlfJB18CApIR4Lp06QWx0NCXKVQDA3NoGz+Il2b5qOa279yIrM4vdG9ZQqnxFeY+mT6RSKdvXLKd5hy6oZd95zNHNnevnz2BmYcntyxcpVaFSnji+JGtTvmzvPrUpsvZuzNotpKVnMKJNq++2dysPn6J5Zd+c9s7ehnP3HlPKxYnjt+7hVYj27lvnWBszEyyNjVi4+xA9GtdDV0uD609ecP9VAFO6tcuzrb/rHJuelsrFIwdwL14aHX19khMTuHnuNPExMRTxybkxwI2zJ7F1dkNNXQ3/p084uXsbtX9vg0Y+F8mObd9EhboN0Mvu7WTn4saD61dxLuLNnUvnsHNx+6FYBUEQ/kv+k4kkfX19Zs6cyZAhQ8jKyqJo0aIcOXIEo+xu2pMnT6Znz544OTmRlpb2zS54Xbp04dGjR3To0AFlZWUGDx4s7430yYoVKxgzZgx9+vQhKioKW1tbxoyR1ROxsrJi0qRJjBo1is6dO9OhQwc2btyY53k2bNjAwIEDadiwIenp6VSuXJnjx49/cyje3+HmtavMm5lTS2fGJFlB83adOtO+c1cAevXrj6KiAlPGjyUjI4PSZXzoN3honm3dvX2LsNB3jBibUweicbPmvPJ7ycDePXD18KBdpy4Fjk3HyQNVAyP53do+9+H6ORSVVbCq3xIlTS1Swt/hv2Eh6dl33flE3dQS/SKl8Fua060+9tl9tB3dcO0xgtSP7wna9e3hdjpO7hSduFT+2LGjbEx+xMXjvF4+jdBD21BS08C55wiUNbWJf/mYp9OHIv2s2OurxZNw7DqEIuMXg1RC1K2LBKxfmOe5zGs2ISMumpjs2k8AIXvW4TZgIt7T1hDz6Cbhp/Z9e8d9xZXLl5k6OWfY47ixss9s1+7dc9VFioqKYuOG9axZt14+zcurCH+0bceQwYMwMDBg/MSJPxRDbGIic7btIzo+AU0NdRwtzJjesyOl3GRXkt9FfmT9sTMkJKdgZqhPm1pVaV4l793EAsMjuPTwKSuG9ZVPq+TtxaOAQIYsWYONqTGj2uUdzlUQRjqa9K5dAQNtDaITkjn92I+tlz+7K59Ewpgdx+hWoxzTWtdHXVWFsOg4Zh08x23/kFzbsjcxpIqnEz1X75ZPu/w8AG87KxZ0asq7qFim7S/YkJSXr1/Tb2RO3aLFq2Wf2/o1azC8f1+C377j+NlzxMXFo6eri7urC8vnzMIxO6H+SUBQEOevXGHTsiXyadUqVuD+4yf0HjYSW2srJo0cXvAdVgD+oeG8fCv7Id5l9rJc8zaO7I+5ob788V2/AMKiohneqql8WqPyZXj1LoxBy9bjamNFu5qVf2p8x27eZeuZnCGJw1ZsAGBoyybULpOTrAl6H8Hlx89YMbiXfFqlop48Dghi6IoNWJsYMeqLuicF8fJ1AP3H5LSbS9bKnr9ejWoM79OTgMBgTpy7QGJSMsaGBviUKE73dn/kqfn0JiiY81eus3HJfPm0ahV8efDkKX1GjsXWypKJw3P3WP2e2IREZm3eSXR8PFrq6jhYWTCzbzdKeRQuMXDnuR9hHz4yqmPO3R+bVKmAX/A7+s9ZgpudDe3r1y7UNlW0dLCs0QgldXWyUlJIef+O4INbc/U80nMvSmZiQq56Sl/SsrZHVVc/V72kmGf3UTcxx+639qRGhvPx7vWvrp+fg6fPATBg4rRc00f36UG9qrLP76HT59i494B8Xv8JU/MsA7IEzvkbt1g/O2dbVcv58PD5C/qNn4KNpQXjB/YpZHxns+Obmie++tVktcsOnTnHhj375fM+DU/7fJlP8V24cZP1c3K+S1Qt58ODZy/oN24ytpYWjB+Y01YXlKKiIhGhoay5NIukhHi0dHSwdXJhyMTpWNrkJDE69R/M7vWrWTxlPAoKihQv68vvnfMW/b969jQ6evoULZVzN7kGv7dmw+L5zPlzBB7eJahSp36h4/ySf2g4L0Nk7V3nWUtyzds0auAX7Z0/YVHRjGidM8S5cXkfXr0LY+DStbL27rPaSt/zvXPstB7tWXf0NOPXbiElPR0rYyOGt2mGj2fuRMvfeY5VUFDkQ3gY96/OJzkxAU1tHawcHOk+ZiJmVjlJs3dvAjh3YC/paamYWFjSpGM3SlTI2/a/fvKIqMj3tOiRE2u5GnUIDXzDysl/Yu3oRPWmhW+XBUEQ/msUpGKgovCFoPcfvr/QLxKzZOyvDuGbkr4YIvFP4rX25K8O4avir/5zYwPocvefe0zsblewItK/SvzjW786hK/6NBTpn0rb46/f3ODvkhLs/6tD+KakgJe/OoSvMij343X2/he+rAX5T/JY8uNDsP9uzsEPfnUI36TwP77wWBh3DJy/v9Av1ML3+zcfEQShYNaeLdyFlv8vutXMeyH73+4/2SNJEARBEARBEARBEIT/HdGH5d/jx6sGC4IgCIIgCIIgCIIgCP8pIpEkCIIgCIIgCIIgCIIgFIhIJAmCIAiCIAiCIAiCIAgFIhJJgiAIgiAIgiAIgiD8rSRS6b/y7+8SHR1N27Zt0dXVRV9fn65du5KYmPjNdapWrYqCgkKuv169euVaJiQkhAYNGqCpqYmpqSnDhw8nMzOzULGJYtuCIAiCIAiCIAiCIAj/IG3btiU8PJwzZ86QkZFB586d6dGjB9u3b//met27d2fy5Mnyx5qamvL/Z2Vl0aBBA8zNzbl+/Trh4eF06NABFRUVpk+fXuDYRCJJEARBEARBEARBEAThH+LFixecPHmSO3fuULp0aQCWLFlC/fr1mTt3LpaWll9dV1NTE3Nz83znnT59mufPn3P27FnMzMwoXrw4U6ZMYeTIkUycOBFVVdUCxSeGtgmCIAiCIAiCIAiCIPyAtLQ04uPjc/2lpaX9pW3euHEDfX19eRIJoGbNmigqKnLr1q1vrrtt2zaMjY0pUqQIo0ePJjk5Odd2ixYtipmZmXxanTp1iI+P59mzZwWOTySSBEEQBEEQBEEQBEH4W/3qWkZ/19+MGTPQ09PL9Tdjxoy/tK/ev3+PqalprmnKysoYGhry/v37r673xx9/sHXrVi5cuMDo0aPZsmUL7dq1y7Xdz5NIgPzxt7b7JTG0TRAEQRAEQRAEQRAE4QeMHj2aIUOG5JqmpqaW77KjRo1i1qxZ39zeixcvfjiWHj16yP9ftGhRLCwsqFGjBgEBATg5Of3wdr8kEkmCIAiCIAiCIAiCIAg/QE1N7auJoy8NHTqUTp06fXMZR0dHzM3NiYyMzDU9MzOT6Ojor9Y/yk/ZsmUB8Pf3x8nJCXNzc27fvp1rmYiICIBCbVckkgRBEARBEARBEARBEP5mJiYmmJiYfHc5X19fYmNjuXfvHqVKlQLg/PnzSCQSeXKoIB4+fAiAhYWFfLvTpk0jMjJSPnTuzJkz6Orq4unpWeDtihpJgiAIgiAIgiAIgiD8raRS6b/y7+/g4eFB3bp16d69O7dv3+batWv069eP1q1by+/YFhoairu7u7yHUUBAAFOmTOHevXsEBQVx+PBhOnToQOXKlSlWrBgAtWvXxtPTk/bt2/Po0SNOnTrFn3/+Sd++fQvcqwpEIkkQBEEQBEEQBEEQBOEfZdu2bbi7u1OjRg3q169PxYoVWb16tXx+RkYGfn5+8ruyqaqqcvbsWWrXro27uztDhw6lefPmHDlyRL6OkpISR48eRUlJCV9fX9q1a0eHDh2YPHlyoWITQ9sEQRAEQRAEQRAEQRD+QQwNDdm+fftX59vb2+fqEWVjY8OlS5e+u107OzuOHz/+l2ITiSQhD+2ED786hK9SqFjnV4fwTUmvn/0fe3cdVkX2P3D8Tbc00h2Kgd2duPba7drd3d2KHRjYvXZ3d2CDkkojIYKEcPn9cfHCFVDQ3a+7+zuv57nPLjNn5n6cODP3zDmf+dUh5CtDIvnVIeTLx6zErw7hm3Y0KPirMP/X0ooY/uoQvinYoeKvDiFf2uoF7777KyiH+fzqEPL1ysjxV4fwTVoWBR/j/79mIPn4q0P4pkwzu18dQr7KRIf+6hDy9bm6+68O4Ztehf1z7+0amur96hC+6cZLv18dQr5quP6z62JBEP67REOSIAiCIAiCIAiCIAh/K8nfk05I+AVEjiRBEARBEARBEARBEAShQERDkiAIgiAIgiAIgiAIglAgoiFJEARBEARBEARBEARBKBDRkCQIgiAIgiAIgiAIgiAUiEi2LQiCIAiCIAiCIAjC3yrnq+qFfzfRI0kQBEEQBEEQBEEQBEEoENGQJAiCIAiCIAiCIAiCIBSIaEgSBEEQBEEQBEEQBEEQCkTkSBIEQRAEQRAEQRAE4W8lciT9d4geSYIgCIIgCIIgCIIgCEKBiIakv5iCggJHjhz51WEIgiAIgiAIgiAIgiD85f4zQ9t69uzJtm3bAFBRUcHa2pru3bszadIklJX/+n/mjBkzOHLkCN7e3nLTw8PD0dfXByAoKAg7OzseP35MmTJlCrV+W1tbRowYwYgRI/6agP8C3s9fsPvPI/j4+xMTG8f8yROoVbWybP4cj5WcvnhZbpnK5cqybNY0ANI+f2bByjVcv3MPQ309Rg/qT8UybrKyu/48TGT0e0YN6FuouI7fuMOJm/eIjI0DwMbUhC6N61HJ1QWA2ISPbDx2mke+fnxKTcXKxJhODetQ062kNK70dDz2HuL2s1foF9FmaNuWlHNxlK1//6VrRMfFM7hNiwLFU6S4G5YtOqNlVww1AyNeLp5A7P3rcmWs2/fBtH5zlLR0+OjzFL9NS0iJCJHNV9bSwb7XKAzKV4dMCe/vXiHAawWS1GQA1IxNcR48FW17FxIDfHm9Zjap0RGy5V3HLyLyyili7l4p1LbMafNGTy6cP09UZCQqKiq4FCtGvwEDKVEya7ulpbFg7lyuX7uGoaEBo8eNp2KlSrLld+3YQWRkBKPGjP3hGL44dWAvj27fID7mPUrKyljZOdCsQxdsnZwBiImK4uyh/bx+8YyP8fEU0denYs3aNGrdFmVlFVmZnWtX8C7QHys7B7oOGo6hiYnsOzYsnEPlOvUpU7lqgWLadeIM1x968zYiAjUVFUo4OtCvXSuszUxlZUKjolm/70+evfbnc3o6FUu5MqxLBwx0i0i34efPLPHayc3HTzHQLcKIbh0pX6K4bPm9p88RFRPHsK4dfnob5hQcFMSGtWt44v2YjIwMbGztmDV3HkVNpbGvWbmCM6dOoq6hQb8Bg2jYuLFs2SuXLnL2zGnmL1ryUzFkpKdzZM9Onj9+yPvICDQ0tSheyo3WXbujZ2AoKxcZFsqf273w831FRno6Fja2tOzYBZeSpQFI+vgRr9XLef3iGSamZnQfNAxrewfZ8rs3rse4aFEatmhdqPjS09M5sGMr3g/uEx0RjoaWFiXdytKxZ2/0DbPjO7JvN9737xEcGICysjIb9x2SW0/ixwTWL1vCy2dPMDW3oN/wUdg6ZNcvXutWY1LUlKa/ty1QXMeu3ODY1RtExsQCYGNuRremjalcypWEpCS2HTvNg5e+RMXGoaetRfWypenZ4je0NTUASEhKYqHXLrx932BpYsyYHp1xsraUrX/F7gOYGRnSvlG9Qm2vr506sJeHt+TP2eYds89ZgLOHDvDi8UNCggJRVlZmkdcuuXUkJX5k55qVvH7xHBMzMzoPGIKVnb1s/v7NGzA0MaV+85YFjis9PZ3Du7bz9OEDorOOO1e3MrTt3hP9HMfd2L5/EBMdJbdsm249aNqmPQDvIyPZtGIpQf5+2Do40mf4aIyKFpWVXT5nBjXqNaRCteoFjs37xSv2HD2Or38gMXFxzB0/mlqVK8rmx8bHs27Hbu57PyMxKQk31+KM6NMTK3MzWZlVXts5ffkqGmpq9O/amUa1a8jmXb51hzNXrrFw0rgCx1QYSxYu4NiRwwwZPoL2HTsB0uvEovlzuXHtGgaGhowaM44KOa4Te3buIDIykhGjx/zUd3s/f8Huw0ez708mjadWlcpyZYLehbB223a8n78kIyMDWytL5k4ch6mxMQArN3tx6uJlNNTVGNC9K43r1JYte+nGLc5cvsKiqZN+Ks6v/VPq4mN7d/L80UPeR0nPiWKl3GjVJXddfGiHF/5f6mJrW5p/VRdvW7Oc18+fYWwmrYut7LLr4j2bpHVxg+aFq4tz8tyyhU1eW+Wm2Vhbc2DXTgA8Vq3m5OnTqGuoM6R/f9wbNZKVu3D5MqfOnGXZwgU//P1fS09P5/Du7Tz7qj5p002+PgF48uAex/fvISQ4CBUVFZxLlGLoxKkAJH78yJaVy/B5/hQTM3P+GDICmxzXsZ0b1mJsakrjlr//ZbELgiD8rP9UjyR3d3fCw8N58+YNo0ePZsaMGSxevDhXubS0tL8tBlNTU9TU1P629f9KySkpONrbMnpAv3zLVClflmM7tsg+M8aNks07euYcvn7+bFiygBbujZixeJlsnGxYRCTHz56nf/cuhY7LSE+X3s0bs2bMYFaPHkwZZwdmbN5JUHgkAIt2HSAk6j0z+3TDc9xwqpd2Ze7WPfiFhAFw6tY93rwLZfmIAfxWtRLzd+yTxRUeE8vp2/fp2bRRvt//NSU1DRKD/AjYvDTP+RYtu2DepC1+GxfzZFJfMlJTKDl5GQoqqrIyzsOmo2llx/M5I3i5YBy6xcvg2D/75t+u+1DS4qJ5PK4nafEx2HUbkr09qtYnMzPzpxqRAKysrRk1Zizbd+9hracnpmZmjBw2lLg4aYPd0SOH8fXxYcPmTbRo1ZoZ06Zm78+wUI4fPUL/AQN/KoYvTMzMafdHXyYsWs6IGfMwMDZh7byZfEz4AEBkWAiZmZl06DOQiUtW8Hv3Xty8cJYTe7J/mB7Z6YWugQHjFiyjiJ4+R3Zulc17dOsGCoqKBW5EAnji+4ZW9WuzZso4Fo8ZTnpGBuOWriI5NRWA5NRUxi1ZiQIKLBs3glWTxpCensHkFWuRSCQAnLh6g9fBb1k9ZSzNatdgzoYt2cde9HtOXr1J7wI2YBZUaEgIQwf2x9rGhuWr17B52w669/wDVTXp8XfrxnUunD/HYo8VDBg0mMUL5hEfHw9AYmIimzw3MGLUz/3oA0hLTeVdoD9N23Zg8iIPBoydQERYKGsWzJUrt3r+bDIkEkZNn8OkRR5Y2tixev5sPmQdh6cO7Sc1OZnJizxwLlGKHevXyJYNeO1D4JvX1G9a+G2YlppKkL8frTt2Zs6KNYyYNI3w0BCWzp4uVy49PZ3KNWpRv0nTPNdzZN8eUpKTmbtiDcVLlWbTquWyeW98XuHv60OTlgX/YWWkr0ff35uzbvIY1k4eQ1kXJ6at3URQWDgx8R+Iif9A/7Yt2Tx9AuP+6MK9569Ysn2PbPldp86RnJLK+iljcXN2ZNmOvbJ5LwOC8AkMpk2DOgWOJz9fztmJi5czcuY8DI1NWDM3+5wF6bYrU6UaNRq657mOs4cOkpKSzPgFS3B0Lckez7WyeYGvfQnye0Pdps0KFVdaairBAf40b9+J6ctWMmTCZCJCQ1g5d1ausq06dcXDa4fs0yDHcbTPaxN6hobM9FiFrr4B+7Zuls27d+MaigoKhWpEAkhJTcHR1oZRff/INS8zM5NJC5YSHhnF/Alj2LJ0AabGRoycMZfklBQAbt5/yIXrN1k2bRIDu3dh4boNxCckAJCY9AnPXXsZ1bdXoWIqqGtXrvDyxXOMjIzlph8/egRfHx/WbdxM85atmDVjWo7rRBjHjx2l74ABP/39yampONrZMrp/3g+iQsIjGDhhEjYWlqyeO4ttKz3o2aEdairSBw037t3n/NXreMycxqAe3Vmwel2ObZeE585dhX7I9T3/pLr4bYA/v7XtwMSFHvQbM4HIsFDWLZSvi9cumI0kQ8KI6XOYuNADC1s71i7IrotPH9pPSnIyE7Pq4p1f1cVBb15T77efv57Z29lx6shh2WfjmtUAXL95k7MXLrBy2VKGDhzI3IWL5LbXOs+NjBs18qe/P6cv2655+05MX7qSweOl9cmqefL1yYPbN9m0Yik16jVkxrLVTJy/hCq16sjmnzy4j5TkZKYtWUmxkqXYtnalbJ6/rw8Bb3xp2KzgDeaC8E8mycz8T37+P/pPNSSpqalhamqKjY0NAwcOpEGDBhw7doyePXvSqlUr5s6di7m5OS4u0p4qz549o169emhoaGBoaEi/fv1ITEyUre/KlStUqlQJLS0t9PT0qF69OsHBwWzdupWZM2fy5MkTFBQUUFBQYOvWrYD80DY7OzsAypYti4KCAnXq1AGgTp06uXoatWrVip49e8rmBwcHM3LkSNn6v7hx4wY1a9ZEQ0MDKysrhg0bRlJSkmz+2rVrcXJyQl1dnaJFi9K2bcGechdE1Qrl6detC7WrVcm3jIqKCob6+rJPEW1t2bzgdyHUqFwRextr2jRtQvyHBNmN2pK1GxjYsztampqFj6tkcSq5umBhbISliRF/NG2Ehpoqr4LfAfAy8C0ta1almI0VZkYGdGlUDy0Ndd68CwXgbWQ0VUsWx9asKC1qVOFDYhIfsrbpqgNH6d3cHS119QLHE+d9h7f7NhJz/1qe8y1+a8+7Q9uIfXCDT2/9eb16Nqr6RhhWrAmAhoUNBmWr4rd+AYl+L0nwfYr/Fg+MqzVAVd8IAE0LGyKvnCYlIoSoK6fQsLAFQElTG5uOffHPpxGrMBo1dqdipUpYWFhgb+/AsOEjSEpKwt/vDSB9klqjVk3s7R1o07Yt8XFxspu2JQsXMnDIELRy7P+fUaFGLVxKuWFU1BQzK2tad/uDlORPhAUHA+BaphxdBg6luFsZjIqaUqpCJeo1a8mT+3dk64gIDaFSrbqYmJlTuXZdIsOkPcA+JSVxcv9u2v2RfwNpXhaNHop7jarYWZjjaG3JhN7diYyJ5XXQWwCev/En4n0M4/t0x97KAnsrCyb06YFv0Fsev/IFIDgsgmplSmNnYU6r+rWJ/5jIh4/SOshj+x76tWuNlobGT2+/nDZ5bqBy1WoMGDwEJ2cXLCwtqV6zJvr6BtKYgoMpU7YcxYoXp37DRmhpaRERLm103bB2NS1btZY9Lf8ZGlpajJg2mwrVamBqYYm9czE69enP2wA/YqOjAUhMSCAqPAz3Vm2wtLWjqJk5v3ftTlpqKmHvpPs+IiSECtVrUtTcgpoNGxMRKj3vM9LT2eW5ji79BqKopFTo+DS1tJg4ZwFVatbG3NIKp2LF6TFgMIF+b3gfld1TpW2X7jRp9TtWtnZ5rifs3Tuq1KqNmYUl9dx/I+yd9PhIT09ny5qV9Bo8rFDxVXMrSeVSJbAsaoJVURN6t26GhpoaLwOCsLMwZ8bA3lRzK4m5iRFliznTu1VT7jx9TkZGBgBvwyOpW7EsVkVNaFqrGm+zGtzT0zNYvnM/I7q0R0nx528NKtSoRbHSOc7Z7vLnLEDT9p2o17QF5tY2ea4jMjSE8tVqYGJuQfX6DYkMlZ6zGenp7Nu0no59BqCoWLh9q6mlxZiZc6lUoyZmFpY4uBSja7+BBPv75eqBpK6hga6+geyjluM6EBbyjup161PU3ILq9RoQHiI97j4lJnJo1w669htUqLgAqpQrS9/OHahVpVKuee/Cw3nx+g2j+/WmuJMD1hbmjO7fm9S0NC5cvwVAUEgoZUq4UszRgQY1q6OloUl4pPRcWrd9F63cG1LU2KjQcX1PdFQUK5YtYeqMWbl6gAcHBVG9Zi3s7O35vY30OvEh6zqxbNFCBgwagpbWz18nqpYvR7+unaldNe/7E8+du6havjyD/+iOs4M9lmam1KxcCX09PWmc70IoW6oExZ0caVi7JloaGoRHSs+NtVu306qJu6zn0l/ln1QXD582m/I56uIOvfOuixu1boOljR0mZua07vJVXRyaXRfXaCBfF+/xXEfnH6yLv6akpISRoaHso5e1DwODgilfpgyuxYrRuEEDtLS0CAsPB2DVunW0adUK0xy9Bv8KmlpajJ4xl4rVa2KaVZ906Stfn2RkZLB38wba9+hFHfffMLWwwNzKmorVa8rWEx7yjko1amFqYUGthu6y+iQ9PZ0d61fTfcCQv2TbCYIg/JX+Uw1JX9PQ0JD1Prp48SK+vr6cP3+eEydOkJSUROPGjdHX1+f+/fscOHCACxcuMGSItGdHeno6rVq1onbt2jx9+pTbt2/Tr18/FBQU6NChA6NHj6ZEiRKEh4cTHh5Ohw65h57cu3cPgAsXLhAeHs6hQ4dylcnLoUOHsLS0ZNasWbL1A/j7++Pu7k6bNm14+vQp+/bt48aNG7KYHzx4wLBhw5g1axa+vr6cOXOGWrVq/fR2LIzHz57TtEsPOvYfzOI16/mQ1VAE4Ghny9OXr0hNTeXuI28MDfTRK1KEs5evoqqq8s0GqoLKkEi4/OgJKalpuNpaAeBqZ83Vx09JSPqEJGt+Wno6pR2lQyTszU15HhBMatpnHvi8waCIDrpaWlx84I2KsjI1Spf46bi+UDMxR1XfiPinD7JjTk7io99LijhLh4wVcS5JemICiQE+sjLxzx5ApgQdR1cAkoL90CtdARQU0HOrxKe3fgDYdRtM+NlDpMXI/yD6WZ8/f+bokSNoa2vjmDU0xdHRiafeT0hNSeHu3TsYGhmhp6fH2TNnUFVVpXadun9pDF+kp3/m1sVzaGhqYmFjm2+55E+f0MzRkGVhY8vrZ0+RSCT4PH0i+/F6dNdWajRqgr7Rz/3ASkqWDjssoiVtDP2cng4KCqjk+GGlqqKMgoICz974A+BgZcmzN/6kpqVx//lLDPV00dXR5vzte6iqqFCzfJmfiulrEomEO7duYWVlxdiRI2jV9DcG9u3N9WtXZWUcHB3x9XnFx4QEfH18SE1NxcLCkqdPnvDa9zW/t2v/l8aUU/KnJBQUFNDQ0gJAS0eHouYW3Ll6mdSUFDIyMrh27iw6urpY20uHh1na2uL7/CkZGRm88H4kOybOHj2Ec4mS2Do6/eXxaWprFXgZazt7Xj71JiMjg6ePHmBlK613Tvy5H9dSpbHPMdSrsDIkEi7de0RKWiqu9nk3ZCUmp6Cpro5S1o8QB0sLHvu8ISMjgwcvfLCzNAdg39mLuLk44mJr/cPx5Keg5+zXLGxsef38GRkZGbx64i07Zy8cO4yTa0mscwwR/BmfvuzXrxo0Th06wNBuHZkxciinD/8pa4wDsLKz4+UTbyQSCS+8H2FpK/137d+2hXpNmmLwFzc6fP6cDoCqqopsmqKiIqoqyjz1kV4rHG1t8PUP4GNiIr7+AaSmpWFpVpSnr3x4HRBI29+a/KUxgbROmTNrBh27dMXO3j7XfAdHR5498SY1JYV7d+9iaGSErp4e586eQVVNlVpZD9j+ThKJhFsPHmJlbsbI6bNo2q0nfceM59qdu7Iyjna2+LzxJyExER8/aZ1sYWbGk5ev8PUPoF2z3/7ymP6NdfHdHHXx9fNf1cU22XXxyyePsLC2BeDc0UM4lSiJjcNfUxe/Cwnht1atadW+A1NnzSIiq8HPydGRV76+JHz8yCtfX1JTU7G0tMT76VN8Xr+hQ9s2f8n3f0/yV/VJsL8fcTExKCgoMmPUUEb16orHrGmEBAfJlrGytePVsyey65iljbQ+P3P4IC4lS/+l1zFBEIS/yn8mR1JOmZmZXLx4kbNnzzJ06FCio6PR0tJi06ZNqKpKuwxv3LiRlJQUtm/fjlbWhXL16tU0b96chQsXoqKiwocPH2jWrBkODtJxysWLZ+cu0dbWRllZGdNvPA0yzrqRNDQ0/Ga5rxkYGKCkpISOjo7ccvPnz6dLly6y3kxOTk6sXLmS2rVrs27dOt6+fYuWlhbNmjVDR0cHGxsbypYtW+Dv/VlVypWldrUqmBctSmh4BBu272T09NlsWLIAJSUlmjWsj39QEF0GDUO3SBFmjx/Dx8RENu3aw+r5c/DcsYsL125gYWrKpOFDMDYy/P6XZgkMi2D48vWkpaejoarK9N5dsTGVPnma0qMTc7ftpe3kOSgpKqKmqsL0Xl2xMJau371KBQLDI+izYDm6WppM6dmJj5+S2X76AouH9MHr5DmuPn6KmaEhozv9jpGe7g9vI1U96ZPGtA+xctPTPsSioieNR0XPkLSEePkFJRl8TvyIStbygdtX49hvHBXWHORTsD9+nosoUtwNLRsngnauxWXkLHTsixH39D4BWzzIzEj/oXhv3rjO9ClTSElJwdDIiOWrVsue/jVr0QJ/Pz+6dOyArp4es+fO42NCAps8N7B63Xo816/jwvnzWFhYMGnKVIxz5CP6Ec8f3mfrymV8TkuliJ4+gybPQLtIkTzLRkeEc+3MKVp17SGb1qprT/ZtXMfMof0xt7ahQ9+B+L16QWhQEC06d2fL8sW8C/CnWGk32vTsI8utVBASiYTVew5Q0skBO0sLAFzt7dBQU8XzwGH6tGlFJplsPHAEiURCTLx0eM9vNasREBJCz8mz0NXWZvrAPnxM+sTWw8fxGD+SzX8e5dK9h5gbGzGud3eM9fV+fAMCcXFxJCd/YvfOHfTu249+Awdx7+4dpk2aiMeq1ZQpW45KlavQsLE7/fv0Qk1NjYlTpqKuoYHHkkVMmDyVo4cPcfjgQXT1dBk9bkKePx5/xOe0NA7t3EbF6rXQyOqZqKCgwMjps1m7cB7Du3VAQUEBHV09hk2eIevt5t6qLbs2rmPK4H4YmpjQfeBQIsPDuH3lEuPnLWLXhrW8fPIYGwdHug0YIvthVFhpaWns8dpM1Vp10NQs+DpatOvAlrUrGdmnJ8ZFi9J3+EgiQkO5fvECM5YsZ/PqFTx7/Ah7Jyf6DB2JZgHiCwgJY+hCD9I+p6OhpsbMgb2xNc99jfnwMZGdJ8/StGY12bSO7g1YsXs/XSfPxtTQgDHdOxESGcXZ2/dYNWEkHjv38fClL842Vozq1lGWW+lHPH94H68V2efs4G+cs3lp2Op39m3awMxhAzE0NqbzgCFEhYdx99plRs9ewN6N6/B5+gRrewc69R+ERiH2yxef09I4uM2LyjVry447gAbNWmBj74CWjg5+Pq/4c8dWPsTF0rGXdHhTh5692bZuNeP69cLS1pYeA4fg++I5bwMDaNv9D9Yumk+Q/xtKlilH5z79UVYpeH2SFxsLc4oaGbFh517GDuiDupo6+4+fJComlpi4eAAql3WjUa0a9B03GTVVVSYPHYi6mjpLN2xm0tCBHDl7jj9PnUVXR4dxA/tiZ231UzEB7N6xHSUlJdq2zzuPW9Pm0utEt84d0dPTY+acuXxMSGDLRk9WrFnHxg3ruXT+POaWFkyYNOWnrxN5ifvwgeTkFHb+eZi+XTszsEc37j56zKT5i1g1dxZlS5agcrmyNK5Tiz6jxqGmpsqUEUPRUFNjyboNTB4+lMOnz3Lw5Cn0dHQYN2Qg9tY/1+D6T6+LD+/cRoWv6uLh02azftE8RnbProuH5qiLG7dqy+6N65g2pB+GxiZ0GziUqPAw7ly9xNi5i9jtmV0Xd+3/Y3VxSVdXpk2aiI2VNe9jYti01Yt+g4ewZ/s2qlauhHujhvTs2w81NVWmTZ6Ehro6C5cuZdqkSfx55Aj7/zyEnq4uE8eNxcEu78b3n/E5LY2D272olKM+iY6U5q88um8XHf7oi5GJCeeOHmbx1InMXeOJto4OTX5vx84Na5gwsDdGxkX5Y8hwIsNCuXX5IpMWLGX7utW8ePIIWwcnegwaVqDrhCAIwt/tP9WQdOLECbS1tfn8+TMSiYTOnTszY8YMBg8eTKlSpWSNSACvXr3Czc1N1ogEUL16dSQSCb6+vtSqVYuePXvSuHFjGjZsSIMGDWjfvj1mZmZ5ffX/xJMnT3j69Cm7dmXnfcnMzEQikRAYGEjDhg2xsbHB3t4ed3d33N3dad26NZrfGC6WmppKalZOF9m0tDTUcmyrgmpQO7ubroOtDQ52NrTvM5DHz15QoUxplJWVGT2wv9wyc5evol3zprwOCODa7btsW+XBrj8P4+G5iXmTxhf4uy1NjFg3dihJKSlc937O4l0HWDK0LzamRdl2+jyJycksHNSLIlpa3Hr2krlb97BsWD/szE1RVlJiaFv5sedLdh+kVa2q+IeGc+vZS9aNHcaBS9dYe+gE03oVPo/TXy0t7j0vF2bnTFJQVqHEZA9er5mDVZueZCR/4uGITpSYtAzThq0IP3Pwm+s7e+YMixfMl/29xGM5ZcqWpVz5CmzdsZP4+HiOHz3C1EkT2bjFC30DA+n+HCeftHXurFm0a9+B176+XLt6lW07d7Frxw48li5l3sKFBfq33b9xlX0b18v+HjhhKg7FXXEqUYrxC5eR+DGB2xfP47V8CaPnLERHV09u+fjYGNbNn0WZKtWoVj87t5WegSH9x0+R/f3582fWzZtJl0HDOXvoAOrqGkxZtpp182dx88I5arvnnfMmLyt27iUwJIxVk7LzVegV0WH6oL4s376HQxeuoKCgQP3KFXCysUJRUTpcVVlZiRHdOsmta+Hm7bRuUJc3b99x4/ETNs2azN5T51i1ax+zhsifP99z/uxZli7O3u4LFkuTslavWZN2WclwnZydefHsGceOHKFM2XIA/NG7D3/07iNbbuuWzZSvUBFlZWV2bNuK1/ad3L51k/lzZuG5ZWuBYrl77Qq7cuS4GTppOk6u0t5+GenpeC5bRGZmJp37ZefVyszMZM/G9RTR1WXM7Pmoqqpx4+I51iyYw6SFS9HVN0BDS4s+I+TzhCybMZk23Xpy79pVoiMjmLVyHTvWr+bEwb2069E7z/huXr7E5jUrZH+PmzGHYiVLAdIeqquycjf9MXhogf69X2hqaTFk7ES5aXMnjaNTrz7cvHKJqMgIlmzYzKZVyzm0Zydd+3x/H1uZmuA5dRxJySlce+jNQq9dLBszTK4xKSk5hUmrPLExM6VH8+yeKNqaGkzu00NufaOXrqZ/25ZcvPuA8OgYts6azNIde9lx8gwD230/f9P961fZm/OcnTgVx6xzdsKiZSQmJHDr0nm2LF/CmLm5z9n8aGhq0XPYKLlpK2dNpVWXHty/cY2YqEimeqxmt+daTh/cz+/dc+cWun31MtvXrZb9PXLqTJxLSHt/pqens27xfDKBbgMGyy3XOEfeKitbO5SVldm+bjVtuvVERUUFfUMjRkyZISvz+fNnls2cRu9hIzlxYC/qGhrMW+OJx8xpXDl7mgbNfi43jLKyMnPHj2LBmg381r0PSoqKlC9diirlyshyDgH06tiOXh3byf722neQ8qVLoqSkxPaDh9nqsZhbDx4xZ+VaNi+Zn9dX5evc2TMszZGoeOGSZRzcv49NW7fLDcH/Ou5RY+WvE/PnzKJNu/a8ee3LjWtX2bJjJ3t27mCFx1LmzC/YdaIwJBLp9qlZuRIdWzYHwNnejmc+Phw5fZayJaX1UO/OHenduaNsuS179lHBrTTKSkps23+Q7as8uHX/AXM8VrLFo3AJrv9JdfG961fYvSG7Lh48eTpOxbPr4o3LFgGZdOorXxfv3bQeHV1dRs+aj4qqGjcvnmPtgjlMWJBdF/f+qi72mDGZ37v15N71q7yPjGDminXsXL+akwf30jafuvhbqlXJ7rnu5OhASdfitGjXnguXLtGyWTP69epFv17ZecA2enlRsXwFlJWU2bJ9B3u2buXGrVvMnDOX7Zs3Ffr771y9zPb12fXJiKkzcXbNUZ8syapP+mfXJ1/Oz2ZtO1ChqjRv2h9DRzKmT3ce3LpBncZN0NTSot8o+fNk8dSJtOvRizvXrhAdGcHc1Z5sW7uS4/v30OGPPgjCv9X/03RC/0n/qYakunXrsm7dOlRVVTE3N5cbq6/1A633Xl5eDBs2jDNnzrBv3z6mTJnC+fPnqVLl54ZgKSoqyt34gfQm9HsSExPp378/w4YNyzXP2toaVVVVHj16xJUrVzh37hzTpk1jxowZ3L9/X9aL5Gvz589n5syZctPGDhnEuGGD8yxfGBampugVKUJIeDgVypTONf/h02cEBr9lwtBBrNmyjaoVyqOhrk69GtX588SpQn2XirKyrIeRs5UFr9+FcPjqLdrXr8XR63fwHD8cWzNpDyUHCzOeBwRx7MYdhrdvlWtd3m/8CY6IYmTH39l49DSVXF3QUFOlVplSHL1+u/AbIoe0eGlPJFVdAz7Hx8imq+oakBQkzT30OT4G1SJ68gsqKqGircPnePmeTF9Yte5O/NN7JAX6ott/PMH7NpKZkUHMvavoliz/3YakGjVrUqJE9hC+L73pNDQ0sLSywtLKipKlStGhTRuOHztG96x8Xjk9fPCAwMAAJkyezJpVK6larRoaGhrUa1CfPw/s/96mkSlVvhK2jtnDfXQNpL2w1NTVMTY1w9jUDDsnF2aPGMTtyxdp1Cq7u/qH2FhWzZqKnXMxOvb9dqLv80cO4lK6DNb2Duz1XEvTDp1RUlamdKUqvHnxrMANSSt27OW293NWTByFsYG+3LyKJV3ZtWg2Hz4moqSkiLamJr8PH49ZPnlKHr/yJSg0jDF/dGX9vkNULl0SDTU16lQqz5H5V/Nc5luq16hB8RKusr/19PRRUlLC5qt8Pja2tjx7+iTPdQQHB3H+7Bk2em3j9MkTuJUpg56+PnXq1WfhvLl8Skoq0NNRt4qVsMsxjOvL24C+NCLFRkcxcsYcuV4hPs+e8vTRAzy27pZN72w/kFdPvLl95RLurXPngLt56QIamlqUqVSFdYvmUaZSFZSUlSlftTrH9u3ON75ylavgkJU/D8DAULqPvjQivY+KZNK8RYXqjZSXq+fPoqmlTYUq1fCYO4sKVaqhrKxM5Ro1Obhze4HWoaKsjIWJ9Bx1trHCN+gthy5eZVQ3aa+QTykpTFixDk11NWYN6o2ycv65Nc7cvIO2pgbVy5Ri+rrNVC9bCmVlJWqXL8PWYwWrh0tVqCT3NrY8z1lnF2YNH8TtSxdp1PrHhpjcuXwRDU0tSleszMYlCyhVoTJKysqUrVKNU/v35LlMmUqVsXfO3q9f3qQkbURawPvoaMbNmid33OXF3tmFjIwM3kdFYmZhmWv+yYP7KFGmLLaOTmxdu4rfO3dDWVmZclWr4fP0yU83JAG4ONjjtWwhiUmf+Jyejr5uEfqNn0wxB4c8yweHhHLu2g02L1nAqUuXcXMtjr5uEepVr8KCNev5lJyMZiFysNWoURNX1+zrxJVLF4mLi6Nd6+wHMRkZGaxdtZKD+/ax//CRXOt49PABgQGBjJs4mXWrV1GlqvQ6Ubd+Aw4dPFDwjVEIekV0UFJSwtZKfr/ZWlry9OWrPJcJDgnh7JVreC1fwskLlyhTwhV9XV3q1ajOvJVrSPqUjFYheuv9k+ri0hXkr7E56+KNyxYR+z6KEdPl62Lf50959vABS3PUxdb2A3n11Js7Vy7ROI+6+NblC2hqaeFWsQobFs/DLasuLle1Ose/URcXho6ODtZWVoSEhOaaFxQczJlz59ixeTPHT52irJsb+vp6NKhXl9kLFpD06VOh83K6VarM9Hzqk/VLFhATHc3YmfL1iV7Wm5zNLbN7samoqGBc1JTY6LzTENy4eB5NLS3KVq7KmgVzKFu5CsrKylSoVoOje3YWKmZBEIS/y3+qIUlLSwtHx4LlTChevDhbt24lKSlJ1sh08+ZNFBUVZcm4QZoou2zZskycOJGqVauye/duqlSpgqqqqly+hLx86QH1dTljY2NZ3qMv858/f07dunXllv16uXLlyvHy5ctv/huVlZVp0KABDRo0YPr06ejp6XHp0iV+/z3vV4ZOnDiRUaPkn/h+fBfwzX9XQUW9f8+Hjx8x/OrHNUh7PS1b58n0MSNRUlJCIpHwpWktPSND9larHyXJzORzegapadIGOsWvnpYqKijmmWE/7fNnVh88xoRuHVBSVESSKSEzazdkZGTInmz+qNSoMNLi3qNXqjxJwdKGIyUNTXQcXQk/dxiAhNfPUdYugpadC0mB0qTMeiXLg4IiH/1e5lqnhoUNxjUa8nhcTwAUFBVRyMqHoqCkjEIBEudqaWkVqLFVkinh8+fcbz1MTU1l2eLFTJ81S7o/MySyxtL09MLtT3UNDdQL8ONGIpGQnqMBNj42hlWzpmJl70CXgUNQ/Ma/OyL0HQ9vXmfcgmWydWVkDf/LKODxl5mZycqd+7jxyBuP8aPybRwC0NWRdv1/9NKH+I8fqZZHw2ra58+s2LmXyf16SY89iQSyzoqMjAwyfuCc0NTSyvXDoljx4rx7+1Zu2rt3b/NM2pqZmcmyRQsZPHQYmpqaSDIySE+Xbqcv/y1oXOoamqhryN+0f2lEigoPY9SMuWjryA97SkuT9pb8ureDgmz7yPv44QMnD+5l7Gzpk//MQuxXDU3NXI0JXxqRIsJCmTx/ETqFGJaVl4QP8Rzeu4tpC78cdxlkfNmOhTxPcpLWd9L1JCWnMH7FOlSVlZk9uC+q3xhSFf8xkR0nzrJ83PCseCSkZ1130gtR3xX0nM3MlJCe/v2HJnn5mPCB03/uZ+SsebJ1SQqwbzU0NNHQyL1f1y1eQFR4GGNnzy/QcLu3gQEoKCpSRDf30Oawd2+5c+0qMz1WAV/VJ+npP309+5p2Vh62d2Hh+PoH0KdT7lw5mZmZLF6/iSE9u6GpoU6GREJ6eva+hYKfu198XZ80b9WaajVqypUZM2I4jZo04bc83qaXmpqKx5LFTJ0hvU5kSDJyXCf++u30hYqKCsWdHHkbGiY3/V1YGKZ5DKXLzMxk0Zr1DO3dE00NDem2y/hS70m3XWFj/TfUxRuXLSIqIoyR0/Ooi1PzqYsVpPdJX/v44QOnDuxlTFZdLJFIsuu6jAwy/6J9/enTJ0JDQzFqLP9m3czMTOYvXsKIIUPQ1NQkI0OSa3tJvnMPn5f86pP1SxYQGRbGuDzqExsHJ5RVVIgIC5H1wk1PTycmKgrDPI6/jx8+cHz/HibMWySNUyIhI+u4K+j9iSAIwv/CfzrZ9rd06dIFdXV1evTowfPnz7l8+TJDhw6lW7duFC1alMDAQCZOnMjt27cJDg7m3LlzvHnzRpYnydbWlsDAQLy9vXn//n2u4WEAJiYmaGhocObMGSIjI/nwQZoXpV69epw8eZKTJ0/i4+PDwIEDZW+7+sLW1pZr164RGhrK+/fvARg/fjy3bt1iyJAheHt78+bNG44ePSpLtn3ixAlWrlyJt7c3wcHBbN++HYlEItcw9jU1NTWKFCki98lvWNun5GReBwTyOiAQgLDISF4HBBIRFc2n5GRWb9nKcx9fwiOjeOD9lAmz52NpZkrlcrnzNG3du5+qFcrj7CAd01/KtThXb93BLzCIP0+colSOfFTfs/n4WZ76BxIRE0dgWIT0b79A6lVww6qoMeZGhizffwSf4HeEvY/h4OXrPHrtR/VSrrnWtevcZSq5uuCYlYC2hJ0NN5++ICAsnKM37lDCPu+3C+WkqKaBlo0TWjbS5IjqJuZo2TihZijtERV6aj9Wv/fAoHwNNK3scR4ylbS498Tcvw5AcmgwsY9v49R/PNoOxdFxKYVDr5FE37pAWtz7XN/n2G88AdtWIkmVvgI6wfcZpvVboGFhg0ktdxJ8nhV4W36RnJzM+rVref7sGRHh4fi8esW82bN5Hx1N3fr1c5XfumUzVatVwznrWCvlVpqrV67g9+YNfx7YT6nSboWO4YvUlBSO79lJ4BtfYqOjeBvgz671q/gQF0vZKtLcL18akfSNjGnVtSeJCQkkxMeREB+Xa32ZmZns9VxH625/yN7CZO9SjNsXzxMR+o77165g71Lsu3Et37GX87fvMbl/LzQ11Ij98IHYDx9ITctuaDt9/RYv/QMIjYrm/K27zFy7ibaN6mFtlvuHwvZjp6hcqiRONtK8JSWdHLj+0Bv/dyEcvnCFkk559zoorI6du3D54gVOHDtKSMg7Dh08wK2bN2mZRy+Rk8ePoaunL/uxWLJ0aR4/fMiL5885uG8vtrZ26Ojo/FAcGenpbFiygGB/P3oNH41EIuFDXBwf4uJkDYQOzsXQ1NJi6+rlvAsKJDIslIPbvXgfFUmp8hVzrXO/1yYaNm+FvqH0KbFDseLcuXqF8JB3XD9/FgeXgtcr6enprJg/mwC/1wwaMx6JREJ8XCzxcbFyDZjvo6IICvAnJjoKiURCUIA/QQH+pGQlX89ph+d6fmvVBoOsxO7OxUtw4/JFQt+95dKZUzjn6O2Rn02HjvP0tR8R72MICAlj06HjPHntR/3K5aWNSMvXkpKaypjunfiUkkLshwRiPyTk+SNz7b5DtGtYV5Z7q4SDPRfuPCA4PIKT129RwvHHcoikpqRwbM9OAl/nOGfXrSI+NvucBYh9H01IUCBx76ORSCSEBAUSEhRIakrubXdo6xbqNWsp6z1h71yce9evEhHyjlsXzhXonAXpfl27aB5Bfm/oO3IMmZIMPsTF8iHHfvXzecW5Y0d4GxhAVEQ4t69eZu+WjVStXRctbfnjPTMzk21rV9OxV19ZfeJUrDhXz58l7N1bbl25hGPx3NeavHxKTuFNYBBvAoMACI+K4k1gEJHR0nr/8q07PH7+grCISK7fe8ComXOpWakilcrkrl+PX7iEXhEdqlcsD0CpYi48ev6cF75v2H/8FLZWluj8ZJ4VXV1d7B0c5D7KysoYGBhgbZP7WrndawtVqua4TpRy49rVK/j7veHQwQOULJ27gb2gct+fREnvT7LeOta5dUsu3rjJsbPnCQkL5+CJU9y894DWv7nnWtfxcxfQ0y1CjUrSOqZ08WI8fPqc5z6+7Dt2HFsrK3QKkXA/P/+kuthz6QLeBvjRa1jedbG9czE0tbXYtmY5IVl18Z/bvYiJiqRUudx18YGtm2jQvBV6Oeriu9ekdfGNC2exL1bwujinFWvW8OixN2Hh4Tx99oxxk6egqKhIo/oN5ModPX4CfT09alaXDiVzK1WSB48e8ezFC/bsP4Cdre0Pb6+c0tPTWZdVn/QbOQZJHvWJhqYmdRr/xtG9u3ju/YiI0BB2blgDQIVqNXKtc88WTxq1bI1+Vq9Yx+Ku3L56ibB3b7l27gyOxQpWnwiCIPzd/lM9kgpDU1OTs2fPMnz4cCpWrIimpiZt2rRh2bJlsvk+Pj5s27aNmJgYzMzMGDx4MP37S/NXtGnThkOHDlG3bl3i4+Px8vKi51fDfZSVlVm5ciWzZs1i2rRp1KxZkytXrtCrVy+ePHlC9+7dUVZWZuTIkXK9kQBmzZpF//79cXBwIDU1lczMTEqXLs3Vq1eZPHkyNWvWJDMzEwcHB9kb4/T09Dh06BAzZswgJSUFJycn9uzZIzdk6Wf4vPFn6KSpsr9XbfICoEn9uowd1B//wGBOX7xMYtInjAz0qVS2DH27ds71RDwgKJhL12+xddUy2bS61avy+NlzBo2fjLWFOTPGyveS+pb4xEQW7zxAbMJHNDXUsTc3Zd6AnpR3kTbkzO3fg83HzzJt43aS09KwMDJkbOe2VHKVb2ALDI/g6uNnrBubnQOlpltJnvgFMmqlJ1YmxkzolndC0Zx0HIpRakb2GHr7HtKhiJFXTvFm7VxCj+5CSU0Dx/7jUNbUJsHnKc/njSYzR0+f1ytnYt97FCWnrYRMCTF3r+C/ZXmu7zJt0JLPH2KJe3RLNu3tgc24DJuB29yNxD25Q/jZPwu2IXNQVFQkODiI06dO8iE+niK6uhQv7sraDZ7Y28s3aAT4+3PpwkW27szubl23Xn0eP3rEoP79sLaxYcas2YWOIWcskWEh3Ft2mcSPCWjp6GBt78jwGXMxs5J2Ffd9+oToiHCiI8KZNkg+d8DKvYfl/r518Rw6unqUzNEQ0aRtB7at8mDplPEUdytLzUbff0PPscvXABi50ENu+vje3XGvURWAdxGRbDx4lI9JSZgaGdKluTvtGuVuiAsMCeXKvYdsnDVZNq12hbJ4+7xm+PylWJkWZUr/XrmW+xE1a9dh1Nhx7NqxnZUey7CytmHW3HmUdpP/MRobG8uObVtZs95TNq24awnad+zExLGj0dPXZ+KUqV+vvsDiYmN48kD6Zss5Y4bLzRs1Yy4uJUuhXaQIwybP4OienXjMmEJGRjpmVtYMGjcZq6+GhLzwfkRURDh/DBspm1a3STOC/f1YMHEMto7ONGvfkYKKi3nPo7t3AJg0TP5V7pPnLcI1q3H04K7tXL94PnteVtmcZQCePnxAZHgYA0dn58Fo1KwFgX6vmTZqOA7Ozvzeqev34/r4kQVeu4j98AEtDQ3sLcxZMHwAFVyL4e37hleB0ldxd5sif87tmjcN0xwvMLj/4hWhUe+Z0Cv7O1vVrcnr4LcMmb+MYrY2dG+W+0d2QSgqKhIZGsK9q5dJ+piApo4ONg6OjMhxzgKc3L+He1cvy/5eOF5a7w+bNhunrDxGAK+8HxMdGU63IdnHSS3333gb4MfSKeOxdnCiSdvv180A8TExeN+Tvq1rxkj5fFfjZs+nWKnSqKiocO/GNY7u3U16+meMTIrSqHkrGrXMnS/q6rkzFNHTo0zFSrJpLTt2YcOyRcwZN4qSZctT77eCDZP19fdn2LTs/bbaawcA7nVrMXnoIGLi4ljttZ3YDx8w1NPHvU5NerTL3egQGx/PjoOHWTd/lmyaq5MjHVo0Y9zchejrFsl1TP/dAvz9uXTxAlu2Z18n6tSrh/fjRwwZ0B8raxumzZz1jTV8m4+fP0MnT5P9vWpz1v1JvbpMGTGU2lWrMHZgf3YcPITHxs1YW5gzd8I43FzlGzRi4+LZduAg6xdm549ydXaiY6sWjJ09F31dXaaMyJ1e4Ef8U+ri+NgYnmbVxXPHytfFI2fMxbmEtC4emlUXL5+ZVRdbWjNg/GQsv6qLX3o/IjoinJ5Ds+viOu7SunjRpDHYODrTtF3B6+KcoqKimTJzJh8SEtDX08OtVCm2bFiPfo4XUcTExuK1Yweb1mXngSrh6kqXDh0YOW48Bvp6TJ806Ye+/2vxsTF438+qT0bJ1ydjZ8+nWElp42i7Hr1QVFJk8/KlpKWlYu/swphZ83I1TD9//JCo8DD6DB8tm1bvt2YE+b1h7vhR2Dk506JD578kdkH4VfIaESL8Oylkfp2sR/h/7/2b3MOn/imS/PLOZ/BP8c5r2fcL/SLFPAuXd+p/6WFg7vwG/ySlkiN+dQj5UnAu86tD+Cbf8OhfHUK+tNXVfnUI32Qa5vOrQ8jXS92fe2vV301LrfAvjPhfcZJ8/NUhfFOm2V//Nqu/ilL0P/da8dnw172MpSBehf1z6+Lypnq/OoRvevb+n3vO1nAtWEoPQfinWHrs0q8O4W8xukW9Xx3C/9z/26FtgiAIgiAIgiAIgiAIQuGIhiRBEARBEARBEARBEAShQERDkiAIgiAIgiAIgiAIglAg/2+TbQuCIAiCIAiCIAiC8L+RiUjP/F8heiQJgiAIgiAIgiAIgiAIBSIakgRBEARBEARBEARBEIQCEQ1JgiAIgiAIgiAIgiAIQoGIHEmCIAiCIAiCIAiCIPytMjNFjqT/CtEjSRAEQRAEQRAEQRAEQSgQ0ZAkCIIgCIIgCIIgCIIgFIhoSBIEQRAEQRAEQRAEQRAKRORIEgRBEARBEARBEAThbyURKZL+M0SPJEEQBEEQBEEQBEEQBKFAREOSIAiCIAiCIAiCIAiCUCCiIUkQBEEQBEEQBEEQBEEoEJEjSchFxdTqV4eQr+i1c351CP9au28+/tUh5Kt9UZVfHcI3+ehY/OoQ8lVW7Z+97Yqlxf7qEPKV+vbdrw7hmxQNjH91CPlyCX/1q0P4JkXlf+7tzX19+18dwjeVD3jxq0PIV4jBP/f+pKjfs18dwje5pKX+6hDydSz2w68O4Zsa6mT86hDydfRu0q8O4ZtaVnb71SEI/zCZmSJJ0n+F6JEkCIIgCIIgCIIgCIIgFIhoSBIEQRAEQRAEQRAEQRAKRDQkCYIgCIIgCIIgCIIgCAUiGpIEQRAEQRAEQRAEQRCEAvnnZqMUBEEQBEEQBEEQBOE/QSKSbf9niB5JgiAIgiAIgiAIgiAIQoGIhiRBEARBEARBEARBEAShQERDkiAIgiAIgiAIgiAIglAgIkeSIAiCIAiCIAiCIAh/q0yRI+k/Q/RIEgRBEARBEARBEARBEApENCQJgiAIgiAIgiAIgiAIBSIakgRBEARBEARBEARBEIQCEQ1JBaSgoMCRI0d+dRiCIAiCIAiCIAiC8K+Tmfnf/Px/9P8+2XbPnj3Ztm0bAMrKyhgYGFC6dGk6depEz549UVSUtrWFh4ejr69foHUqKChw+PBhWrVq9XeF/Y+SmZmJ54YNHDl8mMTEREq7uTF+wgSsra0BSEtLY+7s2Vy7dg0DQ0PGjx9PpcqVZcvv2L6diIgIxo4b92MBKChg7t4Ww/LVUdHRIy0hjph71wg/f1g6W1EJ89/aoVu8DGqGJmSkJJPw+jmhJ/bwOSFeWkZJGduOfdErWZ7PCR8I/tOLj6+fy76iaN1mqOob8u7Qtu+GU6S4G5YtOqNlVww1AyNeLp5A7P3rcmWs2/fBtH5zlLR0+OjzFL9NS0iJCJHNV9bSwb7XKAzKV4dMCe/vXiHAawWS1GQA1IxNcR48FW17FxIDfHm9Zjap0RGy5V3HLyLyyili7l4p8Ga8uGcrPvdvy8fp4krz/sNzlc1I/8yB5QuICQuh/egpGFtYAZAQ+54Lu72IDnmLsaU1DTr/QREDI9lyJzatpnjFaji4lStQTDuPnuTag4e8DQtHTVWVkk6O9O/YFmtzs1xlMzMzGbfIg3tPnzNn5BBqVpB+R0JiIvPWb8b7pQ8WpkUZ3+8PnG1tZMt5eO3A3MSYDk3dCxST/HZI58ienTx//JD3kRFoaGpRvJQbrbt2R8/AUFYuMiyUP7d74ef7ioz0dCxsbGnZsQsuJUsDkPTxI16rl/P6xTNMTM3oPmgY1vYOsuV3b1yPcdGiNGzRutAxfu3ypUsc+vNPXvn4kPDhAzt37cLZxUWujMeyZZw8cQJ1DQ2GDBmCe5MmsnkXLlzg1MmTLPPw+OEYdh49wbX7X/arinS/dmr/jf26jHtPnjFn5FBqViwPZO3XdRuz92v/3l/t1+1Z+7VJrnUWxt6L19hy8jyta1ZlYOvfAEj7/JkNx85w5fEzPqdnUMHFkaFtm6Ovoy2NLekTi/cc4olfIBbGBozu0BpHS3PZOlf9eRwzQwPa1qle6Hh2nTjD9YePeRsegZqKKiUc7enXvjXWZqYARES/p9PYKXkuO31QX+pUKk9CYhILNm7lsc9rLIuaMK53N5xsrGXllm/fg7mxEe2bNCx0fMdv3OHEzXtExsYBYGNqQpfG9ajkKj3GYhM+svHYaR75+vEpNRUrE2M6NaxDTbeSAKSlp+Ox9xC3n71Cv4g2Q9u2pJyLo2z9+y9dIzounsFtWhQ6tmPXb3P8+u0csRWlW5MGVCpRTFbmZUAwW06cwSfoLYqKijhYmLNgcB/UVFVI+5zOst0HufXsBfo6Ogzr0JryxZxky+67cIWo2HiGtm9V6NhyOvPnPrxv3yQ+NgYlJWUs7ez5rX0nbBydc5VN//yZ5dMmEvY2iNFzF2NhawdAbHQUu9etIiQoAEtbezoPHIqBsYlsuU2L51Gxdj3cKlUpUEwFqYuHz1mI9ytfueVa1KvD6N7dgb+3Lga4e/M6F06eIMDvDYkfP7Jw9TpsHRzlysTHxrJzsydPHz8i5VMyZpaW/N6xM5Vr1ATgc1oaG1Ys48Ht2+gZ6NNr8DBKl82+Xh07uJ/3UVH0GjSkwHHtOn6aaw8fZZ+zTvb0b99Gds6GR7+n05hJeS47Y3A/6lSqQEJiEvM3evH4lS+WRU0Y36fHV+fsbsyMjejQpFGB4wI4euU6x6/cICImFgBbc1O6NXOncqkSAJy4dpOLdx/w5m0In1JSOLZiIdqamrLl0z5/Zsn2PdzyfoZBER2Gd2lPedfs82nv2QtExcQxrHO7QsX1Lad2efHo2iUatutC5Qa5j5X0z5/xWjCDyJC39JkyB1Mr6TEW/z6ao14biHgbiKm1HS3/6I+ekXF2rKuX4latFsXLVSxQHP+W69i5Q/t5cvcW8TExKCsrY2Frj3u7jlg7SOsu/1cv2DB/Zp7LDp0xDyt7R2Kjo9jnuYaQwAAs7ezp0G+wXH2yZekCKtaqQ6mKBatPBEH4bxA9kgB3d3fCw8MJCgri9OnT1K1bl+HDh9OsWTPS09MBMDU1RU1N7RdH+s+0fds29u3dy4SJE9mydSsa6uoMGzqU1NRUAA4fOoSPjw+btmyhdevWTJ0yRZaxPzQ0lCNHjjBw0KAf/n7T+i0wrtaAt4e28nzBGEJP7MG0XjNMajYGQFFVFS1LO8LPH+bl0sn4e3mgbmKGY58xsnUYV6uHpqUdr1ZMJ/r2Jey7DpbNUzUwxrhKXUJP7i9QPEpqGiQG+RGweWme8y1adsG8SVv8Ni7myaS+ZKSmUHLyMhRUVGVlnIdNR9PKjudzRvBywTh0i5fBsX92Q5td96GkxUXzeFxP0uJjsOuWfVNrVLU+mZmZhWpE+sK6WAl6zlgk+zTs1ifPcreOH0KriF6u6TePHkRbV58Oo6egVUSXW8f+lM178/g+CgoKBW5EAnji40vrBvVYN3MKSyeMJj0jgzELlpGckpqr7IEz51FQUMg1fceREySnpLBx7nTKFndhyaatsnkv3vjzyj+AtoW8+f4iLTWVd4H+NG3bgcmLPBgwdgIRYaGsWTBXrtzq+bPJkEgYNX0OkxZ5YGljx+r5s/kQJ/1Be+rQflKTk5m8yAPnEqXYsX6NbNmA1z4EvnlN/aaF/+Gcl+TkZNzKlGHI0KF5zr9+7Rpnz55l5erVDB06lLlz5hAfHw9AYmIi69auZdz48T8Vw5NXPrRuWI91s6aydOLYrP26JO/9evocCuS1X49L9+u8mZR1LcaSjV6yeS/e+PHKL4C2TRr/VJy+b0M4efs+9mZF5aavP3qaOy98mdKjI0sG9yIm4SMzvfbI5u+5cJXk1FTWjhpIaQc7PPYflc17FfQOn+AQWteq+kMxPfF5Tat6tVkzdTyLxw4nPSODcUtWkpxV3xobGvDn8oVyn56tm6Ohrkbl0tIfhzuPn+ZTSgqeMydRppgTS7x2ytb/0i+AVwGBtGlc/4fiM9LTpXfzxqwZM5jVowdTxtmBGZt3EhQeCcCiXQcIiXrPzD7d8Bw3nOqlXZm7dQ9+IWEAnLp1jzfvQlk+YgC/Va3E/B37ZNeL8JhYTt++T8+mP3a+Guvp0qdlE9aOG8bascMo6+zINM9tBIVLG+FfBgQzYe1myhdzZvXYoawZO5SWtavJ6pWTN+/y+l0IK0cPpmn1yszfujs7tvexnLp5j17Nf6wRRC5OU3N+79mHsQuWMXT6HAyMTdiwYA6JCR9ylT2+ZwdF8njIdXTXNnQNDBg9bwlF9PQ5tmu7bN7j2zdRUFQscCMSFLwubla3FofWeMg+AzplNyD8nXUxQGpKCi4lStK5V97XLYA1SxYSFhLCuOmzWLzOk0rVa+Axfw6Bfn4AXDh9ioA3b5jtsYL67k1ZtXC+bB9HRYRz6cwpOvb4o1Bxefu+plX9uqydOpEl40aQkZHB2MXLZeesiaEBf65YLPf5o3ULNNTVqFRa2sC68/gpPqWksHHWFMoUc2bxlh2y9b/wC+ClfyBtGzcoVFwAxvp69GnTgvVTxrJu8ljKFnNm6pqNBIaGA5CSlkbFksXp/Fvejconrt3iTfA7Vk0YRdNa1Zm7aVv2ORH9nlPXbtG7dbNCx5Ufn8cPCA3wQ0cv/we7Fw/tRVtPL9f0Cwd3o6OvT98pc9HR1ePCn9l19ov7d1BQUChwIxL8e65jxqbmtOrWi1HzljBwyiz0jY3ZtGgOiQkJANg4uTB1pafcp1LtehgYm2BpJ32gdWLPdoro6zNiziJ0dPU4uTf7+PO+cwsFRQXRiCQI/w+JhiRATU0NU1NTLCwsKFeuHJMmTeLo0aOcPn2arVu3AvJD29LS0hgyZAhmZmaoq6tjY2PD/PnzAbC1tQWgdevWKCgoyP729/enZcuWFC1aFG1tbSpWrMiFCxfk4rC1tWXevHn06tULHR0drK2t8fT0lCsTEhJCp06dMDAwQEtLiwoVKnD37l3Z/KNHj1KuXDnU1dWxt7dn5syZssawv0NmZiZ79+yhV+/e1K5TBycnJ2bMmsX76GiuXrkCQFBQEDVr1cLBwYG27doRFxcn+2G6cMEChgwdira29g/HoG3rRPzzB3x46U1a3HvintwjwfcZWtbSC2BGSjKv188nzvsuqdHhJAX78fbPrWhZ2aOqJ+01om5iQfyLR6REhBJ18xwqOrooa+kAYNO2FyEn9sh6A31PnPcd3u7bSMz9a3nOt/itPe8ObSP2wQ0+vfXn9erZqOobYVhR+kRUw8IGg7JV8Vu/gES/lyT4PsV/iwfG1Rqgqi/t3aNpYUPkldOkRIQQdeUUGha2AChpamPTsS/++TRifY+SsjJaRXRlH3VNrVxlgl89553vS6q3aJP73x4VgUuFKugZF6VYxWrERkpvRlOTP3H39DFq/d6pUPEsHj+KJrVrYGdpgaONNRP79yIyJobXgUFy5d4EvWX/ybOM79crd7xh4dSrUgkrM1Oa1atNcJg0pvT0dJZt2c6oXt1RUvyxqlBDS4sR02ZToVoNTC0ssXcuRqc+/Xkb4EdsdDQAiQkJRIWH4d6qDZa2dhQ1M+f3rt1JS00l7F0wABEhIVSoXpOi5hbUbNiYiNB3gLTH0y7PdXTpNxBFJaUfivFrvzVtSp++falUqVKe8wMDAylfrhyurq40dndHS0uLsNBQAFatWEGbNm0wNTX9qRgWTxhDk9o1s/frgD5Evs9rvwaz/9QZxvfPY7+GhlOvauWs/VqH4DBpQ4R0v25jVO8eP7xfAZJTU1mw6yAj27dCW1NDNj0pOYUzdx/Rv6U7ZZ3scbayYHTH1rwMesurIOl+exsZTZ2ypbA0MaJp1Qq8jZIeC+kZGaw4eIzh7Vr8cGyLxgzDvWY17CzMcbS2ZEKfHkTGxPI66C0ASoqKGOjpyn1uPPSmTsXyaKirS+MLD6de5YpYmRalWZ2avA2LyNp2GSzbtptRPbr8cHxVSxankqsLFsZGWJoY8UfTRmioqfIqWLptXga+pWXNqhSzscLMyIAujeqhpaHOm3ehsm1XtWRxbM2K0qJGFT4kJvEhKQmAVQeO0ru5O1pZ/45Cx1bKlcolimNpYoxlUWN6tXCXxhYo3XZrDx2ndZ3qdGpUF1szU6yKmlCnnBuqKspZsUVRtZQrtmamtKxVjfjEJD4kSmNbse8QfVv9hpbGj8WWU/nqNXEuWRpDk6KYWlrRsksPUpI/EfY2WK7cK+9H+D57QovO3XOtIyo0lAo162BsakbFWnWIDJP2eE1OSuL0gT383jP/xpa8FLQuVldTxVBPV/bRynHu/J11MUCt+g1p26Ubpcrm/7DC99VL3Fu0xNGlGEXNzGjTqQtaWloE+L0GIPTdWypUqYqVjS2Nm7cg4UM8Hz9IG/A2rV5J5z/6oKmV+7r4LYvHDKdJzWrYWZrjaG3FhD5/SM/ZQOn+VFJUlNtmhnq6XH/4mLqVKqCZdawHh2Wfs83r1uJtzm23bSejev7YOVvNrRRVSpXAsqgJVqYm9G7dHA01NV4FBAHQtkFdOjdphKu9XZ7Lv42IoKpbSewszGhVtybxHxP5kJgIwPJd++nbpiVaGhp5LltYCXGxnN27nVa9878e+j1/QsDL5zRo0znXvPcRYbhVqYlBUVNKV6vJ+3DpNSPlUxJXjh3EvVOPQsXzb7iOAZStVgOnHPVJ887dSUlOJjzr/kNZWRkdPT3ZR1NbmxePHlChZh1ZI3pUWCgVakjrkwo16xAVJq2vk5OSOPvnXlp37/1TMQqC8O8kGpLyUa9ePdzc3Dh06FCueStXruTYsWPs378fX19fdu3aJWswun//PgBeXl6Eh4fL/k5MTOS3337j4sWLPH78GHd3d5o3b87bt2/l1r106VIqVKjA48ePGTRoEAMHDsTX11e2jtq1axMaGsqxY8d48uQJ48aNQyKRAHD9+nW6d+/O8OHDefnyJRs2bGDr1q3MnSvfO+KvFBYaSkxMjNyPUm1tbUqULMmzZ88AcHJy4om3NykpKdy5cwcjIyP09PQ4c/o0qqqq1K1b96diSAx6QxHnkqgZS3/caphbo23vwodXT/JdRklDk0yJhPTkTwB8CgtG284FBRUVdF3cSPsQR3rSRwzKVUeS/pn4Zw9+KsYv1EzMUdU3Iv5p9voykpP46PeSIs7SJ49FnEuSnphAYoCPrEz8sweQKUHH0RWApGA/9EpXAAUF9Nwq8emt9GmqXbfBhJ89RFpM1A/FF+r3mi3TxrBr/jSuHNxFSlKi3PxPHxO4vH8HDbr8gbKqaq7ljcwtCXnjQ6ZEwjvflxiZWwJw69iflKpeGx19gx+K64vET9LGPB3t7Bv5lNRUZq/ZwIieXTHU0821jKO1FY9eviI9I4P7T59jbyUdhrfnxGnKuLpQLJ8b5B+V/CkJBQUFNLJ+bGjp6FDU3II7Vy+TmpJCRkYG186dRUdXF2t76bALS1tbfJ8/JSMjgxfej7CwsQXg7NFDOJcoia2jU35f95dzcnbm1atXJCQk8OrVK1JTU7G0ssLb2xsfX186dOz4l3/nt/drNwzzeLrsaGPFoxdf9uuzHPv1FGWKF/vp/brqzxNUKu5MOWcHuemvQ8JIz8iQm25d1BgTfV1eZjWW2Jub4v0mgIyMDB74+GGfNYRl/6XruDnY4Wxl8VOx5ZSULN12RbQ085zvGxSM39t3/FYrexidg5Ulj175kJGRwf1nL7HPimfvqbOUKeaMi51NnusqrAyJhMuPnpCSmoarrXT/uNpZc/XxUxKSPiHJmp+Wnk5pR3tAuu2eBwSTmvaZBz5vMCiig66WFhcfeKOirEyNrF5Vf0lsD7xJSUvD1c6GuI+J+AS9RU9bm2FL19B24ixGLV/HM/9A2TIOFmY89w+SxvbKF8MiOuhqa3Hx/iNUVVSokTU876+Unv6Z25fPo66piXlWvQDw8UM8+zetp8vAoajm0Vva3MaGN8+fIpFI8H32BHNr6T49tns71Ru6o29olGuZwsjrnAU4f/MOLfoPo+f4qXjuPUhKanbvjP91XZwXl+Ku3L52lcSPCUgkEm5euczntM+UKO0GgI29PT4vnpOWmsqThw/QNzBAR1eX65cuoqKqSqXqNX46hsTkvLfdF76BX87Z7O9ysLLk8Usf0jMyuPfsBfZW0mvrnlNnKVPMhWJ2tj8dV4ZEwqV7D6XnhEPB1udgacFzvwBS09K4/+IVhrpF0NXW5sKd+6iqKFOznNtPxwWQKZFw1Gs9VRs1xTjrvuJriQkfOLljMy3/6I9KHvcnJpbWBPo8J1MiIeDlM0wspcffhT/3UqF2A3RzDEf/Ef/E69jX0tPTuXv5grQ+sc67nn/5+AGfEj9SoVb2vbmZtQ1vXkjrk9fPn2BqJR1WeXLvDqrVb4zeT9Ynwv8vkszM/+Tn/6P/9zmSvqVYsWI8ffo01/S3b9/i5OREjRo1UFBQwMYmuzI2NpaOt9bT05N7au/m5oabW/YFdfbs2Rw+fJhjx44xZEj2sKTffvuNQVnDvMaPH4+HhweXL1/GxcWF3bt3Ex0dzf379zEwkP4gd3TMHv8/c+ZMJkyYQI8e0qcq9vb2zJ49m3HjxjF9+vS/YpPkEhMTA4CBofwF2MDAQDavRcuW+Pn50aF9e/T09Ji3YAEJCQlsWL+e9Rs2sG7tWs6fO4eFpSVTp03DxMQk1/d8S8TFYyipa1BywhIyMyUoKCgSemo/sY9u5lleQVkFy2adiH18W9bLKObuVTTNrSk5fjHpSR8J2LYSJU0tzJu0xXfNbMybtMOgbFVSY6II2ruBzx/iCrupAFDVk+63tA+xctPTPsSiktU7SkXPkLSs3E0ykgw+J35EJWv5wO2rcew3jgprDvIp2B8/z0UUKe6Glo0TQTvX4jJyFjr2xYh7ep+ALR5kZny/V5p1sRLYlypLEQMjPsREc+fUEY57rqLN8PEoKiqSmZnJxT1bKVmtFiZWtiTEvs+1jmrN23Dl4C62z5mEobklddp2Icz/Ne/D3lG12e+c2eZJ9LtgrFxcqdm6A0rKBa+CJBIJq3fsoZSzo+wmGmD1zr2UdHakRoWyeS7XucVvLNuyg84jJ2BqbMj4vj0JiYjkzPVbrJ0xmaWbt3P/2XNc7G0Z26enXP6HwvqclsahnduoWL0WGlnrUVBQYOT02axdOI/h3TqgoKCAjq4ewybPQCurJ557q7bs2riOKYP7YWhiQveBQ4kMD+P2lUuMn7eIXRvW8vLJY2wcHOk2YIiskervULVqVdybNKFn9+6oqakxbcYMNDQ0WDh/PtNmzODPgwfZv28fenp6TJw8GQcHh++v9Buk+3U3pZyd5Pfrjj2UdHKkRoW8exd0btGUZVu203nkOEyNjBjfrxch4RGcuXaTtTOnsnTzVu4/fSHdr33/KNR+vfz4KX4hYaweOSDXvLiEj6goKaH91VN2fW1t4hI+AtCxfi1WHjxGj3keFNXXZ1SHVoRGx3D+gTcrhvVjxYFjPPT1w9nKnJHtW/1wLxaJRMLq3Qco6eSAnWXejVOnrt3ExtyUkk7Z+6lTU3c8tu+my7ipFDUyZGyvboRERHL25h1WTx3Hsq27ePDiFc621oz5o5tcj6yCCAyLYPjy9aSlp6Ohqsr03l2xMZUOD5zSoxNzt+2l7eQ5KCkqoqaqwvReXbEwltZ/7lUqEBgeQZ8Fy9HV0mRKz058/JTM9tMXWDykD14nz3H18VPMDA0Z3el3jPJoPP6WgNBwhi1dI41NTZUZfbtjY1aUl1m9Q7afOk//1k1xsDTn/L2HjFvlycZJo7A0Mca9akUCQsPpPXcJRbS0mNK7Kx8/JbP15DmWDh/AluNnuPLwCWZGhozt2q7QseX04tEDdqxezue0VHT09BkwYRraOkUAaU/gPetXU61+I1n+kq8179ydg5s3MGfEIMytrGnbuz/+r14S9jaIZp26sm3lUt4F+ONSyo3WPXqhrKxS4Njyq4vrV6uMqZERhnp6BLx7x4Y9B3kbHsGckdJ7nP9lXZyfEZOmsnz+HHq3b4OSkhKqamqMnjodU3Pp+VO3kTtvAwMY1b8POkWKMGLiVJISP3JgxzamLVrC3m1e3Lp6haJmZgwcOQYDo8L9gJZIJKzetY+STg7Y53vO3sDG3EzunO3czB2PbbvpMnYypkaGjOvdXXrO3rjNmmkTWLp1Jw+ev8TF1oYxvboVatsFhIQxZMFS0j6no6GmxsxBfbDNI89PXppUr0pASBh/TJuLrrY20/r34uOnT3gdO4XHmGFsPnyCy/cfYm5sxNieXTDW1ytwXDndOnsCRUUlKtbLe+hjZmYmx7d6Uq5WPcxt7Yl/H52rTIM2nTi1y4tVk0ZhYmnFb13+IPi1D5Hvgqn/ewf+9FxFeHAg9q6laNyh2w/cn/yzrmM5vXz8kN1rl/M5LQ0dPT36jpuCVlZ98rV7Vy/jXKqMXJ7HZh2786eXJwtGDcbUyoY2f/QjwOclYW+D+a1DV3auXkZIYABOJUvTslsvlAux7QRB+PcSZ/o3ZGZm5plzpWfPnjRs2BAXFxfc3d1p1qwZjRp9e1x/YmIiM2bM4OTJk4SHh5Oenk5ycnKuHkmlS5eW/b+CggKmpqZERUlvEr29vSlbtqysEelrT5484ebNm3I9kDIyMkhJSeHTp09o5nEBSk1NleUykk1LS8s3H9SZ06eZP2+e7G+P5cu/+e8GabfZr3OqzJo5kw4dO+Lr68vVK1fYtWcPO7ZvZ+nixSxcvPi768xJv0wVDMtVJ2DnGlIiQtCwsMG6VTc+J8QR81WSawVFJRx6DAMFCD6wRTY9U5LB2z+3ypW17difqOtn0bSwRb9UBV4umYhpvWZYt+6B/9bv/7v/Tmlx73m5MDtnkoKyCiUme/B6zRys2vQkI/kTD0d0osSkZZg2bEX4mYNyy/s+vMuVA7tkfzfvNxSnstm5AQzNLTA0t2Dn3CmE+vli5Vycp9cv8zk1hXL180/6qK2nT7M+2Q2jGemfOe65kvqdevLgwklU1dTpPHEWxz1X8OL2NUrXrFfgf7PH1p0EhoSyatpE2bSbDx/z6MUrNs2bkX9MmppMG9JfbtqIuYsY2Kk952/eJiwqmp1L5rF40za2HTrG4K7597i5e+0KuzzXyv4eOmk6Tq4lsv6t6XguW0RmZiad+w2UlcnMzGTPxvUU0dVlzOz5qKqqcePiOdYsmMOkhUvR1TdAQ0uLPiPGyH3XshmTadOtJ/euXSU6MoJZK9exY/1qThzcS7seBetG/vX5unzlSsqWzbvBLad+/fvTr3/2Ntvo6UnFSpVQVlZmy5Yt7Nm7lxvXrzNz+nS279z5jTV9n4fXDgLfhbBq+mTZNNl+zScBKHzZr/INPSPmLGRg5w7Z+3XpfBZv8mLboaMM7lqwYZVRcR9Yd/gUCwb0RFWl4D+uc9LSUGdit/Zy08au3ULf5o25+PAJ4TGxbJk4HI/9R9l57jL9W/5YItUVO/ZKz4nJY/Ocn5qWxsXb9+ne4je56dqaGkwdIH8MjVroQf8Ov3Ph9j3Co9+zff5MlnjtYPvRkwzq1LZQcVmaGLFu7FCSUlK47v2cxbsOsGRoX2xMi7Lt9HkSk5NZOKgXRbS0uPXsJXO37mHZsH7YmZuirKTE0LYt5da3ZPdBWtWqin9oOLeevWTd2GEcuHSNtYdOMK1Xl0LFZlXUmA0TR5CUnMK1x89YtGM/y4YPkOV1aVajMu5VpXWhk5UFj339OHP7AX1aNkFZSYlhHeQT3i/esZ/WtWvg9y6UW09fsGHiSPZfuMLqA0eZ0Tf3kLOvPbx5jQObs4ew9xs3Cftirji6lmT0vMUkffzIncsX2L5qGcNnzpf2jjl7itSUFOq3zD/5vp6BIX3GZidwTv/8Gc+Fc+g0YAgXjvyJmroGE5esxHPRHG5fPE/Nxr/lu66v5VUXgzSx9hcO1pYY6ukxct5iQiOjsChq8pfWxdcvXWTjquWyvyfOnkfxkqW+G/u+7Vv5lJTElHkL0dHV5f7tWyyfP4eZiz2wtrNDWVmZ3oOHyS2zdtli3Fu2Isjfj/u3b7Fo7XqOHdiP1/o1jJ5SuId0y7fvITA0jFWT8365SGpaGhfu3KN7i6Zy07U1NZk6UH444sgFSxnQsS0Xbt0lPCqaHQtmsVh2zhY8ubWVqQkbp00gKTmZqw+9WbhlJx5jhxWoMUlZWYnhXeTruoVeO/m9Xm3evA3hpvdTNk6fwL4zF1i99yAzB35/SOWzuzc5tSs7V1DHIaO5d+kcfSbPzvOeHOD+5XOkpqRQvUn+uQSL6BvQccho2d/pnz+zZ+UiWvTsz42TR1FVV2fgrEXsWbGYR9cu5dtolZd/ynXs0a3rHPLKrk96j5mEnUtxHF1LMGLOYpI+JnDvykV2rvZg6Ix5aBeRb+yOj43h9TNvug4ZKTdd18CAXqMnyP5O//yZTYvn0qHfYC4eldYnYxcuZ/OSedy9dJ7qjX7uJReCIPw7iIakb3j16hV2drm7lZYrV47AwEBOnz7NhQsXaN++PQ0aNODgwYN5rEVqzJgxnD9/niVLluDo6IiGhgZt27YlLS1NrpzKVz9cFBQUZEPXNL4zzjwxMZGZM2fy+++/55qnnk9Oifnz5zNzpvxFbvyECUyclPcbRGrWqkWJktnd97/EHxsTg1GOJ3OxsbE4O+d+wwzAgwcPCPD3Z/KUKaxcsYJq1aujoaFB/QYN2L+/YAmtc7Jq3pnwi8eIeyx941hy+DvU9I0wrd9SriFJQVEJ+x7DUNU3wnft3G/mPNJxdEXD1JKgfZ5YtujCh1feSNJSifW+Q7EhP54MNC1e2hNJVdeAz/ExsumqugYkBb0B4HN8DKpfJ7JWVEJFW4fP8fI9mb6wat2d+Kf3SAr0Rbf/eIL3bSQzI4OYe1fRLVk+V0OSXQk3ilpnH9vaul99H6BraIy6ljYf3kdj5VycUD8fIoICWD9usFy5Ax7zcC5XiQadcycgfXDhNFYuxTGxsuHy/h1UbtISJSUlHEqVJeSNb4EbkpZv3cntx09YNXUCJobZDamPXr4iLCqaZn3l36AzbfkaShdzZsWU3EmhT129jramJjUqlGWKx2pqVCiLsrIydSpXYMvBI9+Mw61iJeycso/rL0/svjQixUZHMXLGHFlvJACfZ095+ugBHlt3y6Z3th/Iqyfe3L5yCffWuX+k37x0AQ1NLcpUqsK6RfMoU6kKSsrKlK9anWP7dn9/g2X5+nz90mOyMIKCgjhz+jQ7du3i+LFjlC1bFn19fRo0bMjsWbNISkpC6wd7SC332iHdr9Mmyu/XFy8Ji4qiWR/5JPzTlq+W7tepE79eFaeuXEdbS5MaFcoxxWMVNSqUy9qvFdly4HCBY3oTEkp8YhKDlq2TTZNIJDwLCObozbvM79edzxkZJCYny/VKiktMRL+ITp7rPHvvEdoa6lQrWZyZXrupVqo4ykpK1HIrwbYzlwocW04rduzh9pNnrJg4GmODvBPPXr3/iNS0NBpV/3YS1NPXb6GtqUGNcmWYtmo91cu5oaysRO2K5fE6fLzQsakoK8t6GDlbWfD6XQiHr96iff1aHL1+B8/xw7HNSmDuYGHG84Agjt24w/A83nbm/caf4IgoRnb8nY1HT1PJ1QUNNVVqlSnF0eu3c5UvWGzSa5WztSW+b99x6MoNOjaUDuP40nPqC2tTE6Li8u6B6v3aj6CISEZ1aYvn4ZNUKlEMDTVVapcrzZGrtwoUT4lyFWVvTwLpDzYANXV1jE3NMDY1w9bJmXmjhnD3ykUatPwdv5fPCXrzmnE95H9UekwdT7nqNek8IHci/QtHD+FSyg0rOwf2b1pPk3adUFJWplSFyrx5+bzADUn51cV5Ke4gHa74pSHpaz9TF1eoUhWnYtlvBzMowNCaiLAwzh4/ypL1G7HKGiZoa++Az/NnnD1xlL5DR+Ra5vkTb0KCgxkwfBQ7N2+kbMVKqKtrULVWbc6OPZqr/Lcs376b20+esnLSWEzyPWcfkpqaRuPq307Gf/raTem2K1eGqSvXUaN81rarWB6vQ8cKFZeKsjIWJtJrg7ONNb5BwRy6eJVR3Qo/jPmxz2uCwsIZ06MzGw4coXIpVzTU1KhdoRxHFi8v0Dqc3cphYZfd2/7Vw7skfUxg5cQRsmmZEgkXDu7m3qWzDJ3nQZDPS0ID3jB/sPx9yOZ50yhZqRot/5BvwAS4efoY9sVLYWZjx8kdm6nTsi1KSsoUK1uBIN+XBW5I+iddx1zLVpCvT7LSCaiqqWNU1BSjoqbYODqzcOww7l29RL3m8o3RD65dRlNbB9eyFb75PZeOH8a5ZGks7ew5uGUDjdtKe5iXrFAJv5fPRUOSIPw/IRqS8nHp0iWePXvGyJEj85xfpEgROnToQIcOHWjbti3u7u7ExsZiYGCAiooKGRkZcuVv3rxJz549ad1aWmknJiYSFBRUqJhKly7Npk2bZN/ztXLlyuHr6ys33O17Jk6cyKhRo+SmpXzVuJWTlpaW3I/GzMxMDA0NuX//vuwV4omJibx4/pw2bXInY05NTWXxwoXMmj0bJSUlJBKJ7ElwRno6kq+2W0EoqqrCV2NTMyUSuSdXXxqR1I1N8V0zh4xPiV+vJrussgrWbXoSsHMNZGaioKjIl5dtKCgqw08kPkyNCiMt7j16pcqTFCxtOFLS0ETH0ZXwc9KbhITXz1HWLoKWnQtJgdL8WHoly4OCIh/9XuZap4aFDcY1GvJ4XM+sGBVRyEpEqaCkLI3/K6rq6qh+J2FtYnwcKZ+S0Mp6YlWzdUcqN8nuKZCU8IHjG1bQuFtfitrkbnCNjQznzaP7dBgtfRV5piQTiUS6fyUZGWRmSr75/SA9vlZs28X1B49YMWU8ZibyDSGdmzelaZ1actP+mDCNwV07Ur1cmVzri09IYNvh46zOepIukUhk52p6Roas0TY/6hqaqGvI9+z70ogUFR7GqBlzZcNPvkhLk/b4+/pJqoKiYp7f9/HDB04e3MvY2Qul20AiISNraGJGAWLM6evztbAyMzOZP28eI0aORFNTk4yMDFny/i//LUw8Ode7YutOrj94yIopE3Lv1xZNaVq3tty0P8ZPYXC3zt/Yr0dZnfU0WCKRkJGetV/TM5AU4Fj7oqyTAxvGyjdMLt17GCsTI9rXq4mJni7KSko8fh1ATTdpb7R3UdFExX3A1cYqd2yJSew8dxmPIX2zYsskI0MaT0GOua9lZmaycudebjz0xmPCKMyM8/8BferaTaqVLY1ePg1cAPEJH9l+9CQrJ0t7xGVIJKRnnROFPd7yI8nM5HN6BqlpnwFQ/OpcUFRQzDO/QNrnz6w+eIwJ3TqgpKiIJFNCZtYlQhrbz+ckyMzM5HN6OqaG+hjqFuFdlPyQmJCo91RydckztpX7jzCxR6ccsUnjSc+QFPiYU9fQQL0AyYgzMzNJT5duv9bde9GkXXYjUkJcLBsWzqHb0FHYOOTOpxYZGsKjW9cZPW8JID0/JOnZdUpmAfbx9+rivPgFS3tc55W77mfrYg1NTbkG+4JIS827LlZUVCQzj2MpLS2NLWtWMXTcRBSVlJBIMuTvVwp4bmRmZrJixx5uPPRm+cTR3zxnT167SbWybt89Z7cdPSHr1STJcc6mZ2SQUYj6Li8SSSafP38u9HJpnz+zcvcBJvXpnuucyMjIIKOA56uaugZq6tnnRNmadXEqLd+Tds/KxZSqXB23atLrf+OO3ajTMvuhzMcP8exZsYjf+w7Bwi738Ov34aE8v3+bvlPmACDJzD7+Clrv/ROvY4WqT77ax5mZmTy4foXyNWp9c1hfZGgIj2/fYOScRdLlJBIkWXFmpBesPhH+f8v8f5pP6L9INCQhbdyIiIggIyODyMhIzpw5w/z582nWrBndu+fumr5s2TLMzMwoW7YsioqKHDhwAFNTU/SyEunZ2tpy8eJFqlevjpqaGvr6+jg5OXHo0CGaN2+OgoICU6dOLfQNeqdOnZg3bx6tWrVi/vz5mJmZ8fjxY8zNzalatSrTpk2jWbNmWFtb07ZtWxQVFXny5AnPnz9nzpw5ea5TTU0t1zC2zI8fCxyTgoICHTt1YsvmzVhZWWFuYcH6deswMjamdp06ucpv3rSJatWr45L1JLG0mxurVqygeYsW7N+/Xy6PVEHFv3iEWcOWpMW/Jzk8BE1LW4rW+Y33d69IY1RUwr7ncLQs7XizaTEoKqKsI72xzfiUSOZXjVfmjVrz4ZU3yaHSnBmJgb5YNu/M+7tXManZiMTA19+MR1FNAw3T7DHy6ibmaNk4kZ6YQGpMJKGn9mP1ew+Sw0NIiQrDpmNf0uLey3pPJYcGE/v4Nk79x+O3cTEKyso49BpJ9K0LpMXlzkvk2G88AdtWIklNASDB9xmm9VuQHP4Ok1ruRN+8kGuZr6WlpnD/7AkcSpdDs0gRPryP5vaJQ+gaGWNdTJrg++tE2SpZx00RI2O0v3oVb2ZmJlf276RGy3aycmZ2Dry8cwM946L4PLgjN5QuPx5bd3Lx1h3mjhqGhro6MfHSt+doa2qgppr9dqCvFTUyzPOHzqode+nwW2NZD46Szk6cu3GLCqVKcPzSVUo6F7wRFqQ/JjYsWcDbwAAGT5Se0x+yei9oaWujrKKCg3MxNLW02Lp6OU3bdURVVZXrF87xPiqSUuVzb4P9Xpto2LwV+ll5xxyKFefO1Su4upXl+vmzOLgUL1SMX/vw4QORERFEZ71VLjhYepwbGBrK9SoEOHrkCPp6etSsJb1Zd3NzY6OnJ8+ePeP2rVvY2dujo5P/D578eHjt4OKt28wdPRwNDXVist7iqK2pmbVf9fJMTFrU0CDv/bp9Nx1+c8+9X0uXzNqvBU9Wrqmuhp2ZfK8UdVUVimhqyqa7Vy7HhmOn0dHUQFNdjbWHT+Jqa0Vx29wNSeuOnKJt7eoY6UkbGEvYWXPhgTflXRw4dfsBJeysCxwbwPIde7h4+z5zhg9EU12d2KxzQivrnPgiNDKKp6/9WDBySH6rAmD17v20d2+AcdYr5Es6OXD+1l0qlnTlxNXrcnlaCmLz8bNUdHXGRE+P5NRULj18wlO/QOYN6IlVUWPMjQxZvv8I/Vo2oYiWJreeveTRaz9m5zEMbNe5y1RydcHR0hyAEnY2bDx2hsaVy3H0xh1K2BcuKfimo6epVMIFE309PqWkcumBN0/eBLBgUG8UFBRo36A2206ex8HCDAdLc87dfci7yCim9+6Wa107T1+ksmsxnLISlZewt8Xz8Encq1Tk6NWblLC3LVRsX6SmpHDh6J+UKFeRInr6JCUmcPP8GT7ExVKmcjUA9I3kzwG1rIcCRiZF0fsqX2FmZib7N6+nZdeesnJ2zsW4c/kCxmbmPLhxlbJVv59A+nt1cWhkFBdu3aFKmdIU0dYm4O07Vu/ci1sxZxysc58Xf3VdDJD4MYH3UVHEZeVnDAuRvqlOT98APQMDzK2sMDU3Z+OqFXTr0w9tnSLcv32TZ48fMX7G7FzrO7R7J2UrVsIu6+Gci2tJdm72pE6jxpw5fhQX14Ilfl++fTcX7txj7vBBeW67L0Iio3jq+4YFo3L3KMtp9e59tHdvmL3tnBw4d/OO9Jy9cp1STgXfdhsPHaNSSVeKGujzKSWVi/ce8OS1HwtHSHvRxH5IIPZDAqFZDawBIWFoqqtjYqhPka8eUuw4cYZKpVxxytrfJR3sWX/wCO7Vq3Dk8jVKOv5Y4mhNbR00teWvM4pKSmgV0cXQVDr8TtdA/tqlqiY91vWNTSjy1b1LZmYmJ3duoVG7LrJyVg7OPL5xBcOipjy7c4MSFb/dIwz+2dexL9JSU7h47BCuZStI65OPH7l14QwJcbGUriT/b/R7+ZzY6Cgq1a6f7/oyMzP508uT5p17yLadrZMLd69cxMjUjIc3r1GmSvV8lxcE4b9FNCQBZ86cwczMDGVlZfT19XFzc2PlypX06NEDxTx6c+jo6LBo0SLevHmDkpISFStW5NSpU7KyS5cuZdSoUWzcuBELCwuCgoJYtmwZvXr1olq1ahgZGTF+/HgSEhIKFaeqqirnzp1j9OjR/Pbbb6Snp+Pq6sqaNWsAaNy4MSdOnGDWrFksXLgQFRUVihUrRp8+hXvNb2F179GDlJQU5s2bR+LHj7iVKcOKlStzNVD5+/lx8cIFdu7OHppTv359Hj18SL8+fbCxsWH2D7xh7u2hbVg0aYd1mz9Q0dYlLSGO6FsXCT8nfeOeiq4++qWk3XRLjF0gt6zv6tl89H8l+1vd1BL9MlV4uSS7y3Hck3voOLjiMnQ6qVHhBOxc/c14dByKUWpGdhn7HtJ8C5FXTvFm7VxCj+5CSU0Dx/7jUNbUJsHnKc/njSbzc3ZPsNcrZ2LfexQlp62ETAkxd6/gv2V5ru8ybdCSzx9iiXuUPYzi7YHNuAybgdvcjcQ9uUP42T+/twlRVFAkJjwU3wd3SE3+hFYRPaxcikuHohUiCesXL25fR1OnCLYlsnN+VWzcjPM7N3Nw+QKsi5WgVI3vv63v6IXLAAyfs1Bu+oR+vWhSu3Bvz7n39DmhkZFMzpGj4fdG9fANDGTgtDkUd7Cj5+8tv7GG3OJiY3jy4B4Ac8YMl5s3asZcXEqWQrtIEYZNnsHRPTvxmDGFjIx0zKysGTRuMla28jfWL7wfERURzh/DsntC1m3SjGB/PxZMHIOtozPN2v/cW9OuX7vGrBzDWSdnDWPt07evXF6kmJgYvLZsYdOW7FxiJUqWpEvXrowcMQIDfX2mz5jxQzEcvSAdzjV8tvz5OKF/b5rUrlmodd178ozQyCgmD+onm/Z7o/r4BgQycNositvb0/P3Vj8UZ34GtGyCgoICs7fuJS0jnQoujgxt0zxXuQc+bwh7H8v4ztm9M1vUqMzrd6EMW+6Ji7UFXRsV7q2Vxy5dA2DkgmVy08f37o57zWqyv09dv4Wxvh4VSubf8Hjv2QtCo6KZ1C97OEjr+nXxDQxm0KyFFLO3pUerpvkun5f4xEQW7zxAbMJHNDXUsTc3Zd6AnpR3kf4Imtu/B5uPn2Xaxu0kp6VhYWTI2M5tc/X6CQyP4OrjZ6wbm/2juqZbSZ74BTJqpSdWJsZM6Nah0LEt3L6P2IQEtNTVsbMwY8Gg3pQvLh2u2qZuTdI+p7Puz+N8/PQJewtzFg7pi7mxfONMYFgEVx8/Yf2E7PO0VplSPHkTwAiPdVgVNWZSz4Ll5PqaoqIiUWGh3L9+laSPCWhp62Bl78CQqbMxtczdIPM9ty+dR6eIHiXKZQ9Vafx7e3auWc7yaRMp5laGGg3dv7ue79XFKsrKPHz+koNnzpOSmoqxgQG1Kpane6vc58XfURcDPLhzm3XLlsj+XrFAej/Rtks32nXtjrKyMhNmzWW312YWzZhKSnIKRc3NGTR6LGUrVZZb19ugQG5fv8rCNetl0yrXqMmLp0+YPmYk5pZWDBufe2hSXo5eugrAiPlL5aaP79OTJjnO2dPXbmKsr0fFkq75ruvesxeERkYxqV/2q+RbN5CeswNnzs86Z5sVKC6Q9m5asGUHsR8S0NJQx97SnIUjBlHBVfqw79jVG2w/flpWfsTiFQCM69kF9xxDZgNDw7jy4DGe07KHk9cqXwbv128YsWg5lkVNmNK3Z4Hj+js9un4ZrSK6cr2cajVrzeHN69iyYAYOJUpToW6D767n33AdU1BQJDosjB03lpL08SOa2jpY2TkwcPLMXPXJ/auXsHFywcQ8/7eK3r18AR1dXVzLlpdNa/h7O3avXcnqmZNxKe1GtQaNCx2nIAj/TgqZon+Z8JUPheiR9L/2Zlruce7/JClZvZj+iR71KHwj3f9K+6I/ltT4f8VH7Z/7atuytua/OoRvSn79/FeHkK/UiHe/OoRvUjEofE6r/5X88rX9Uyj+g98a9FTf/leH8E3lKdxDrv+lCIPCN6b9rxSNCvzVIXyTJC31+4V+kUsSvV8dwjc11Cl82oX/lbvpf/3bDf9KLSsXfqSB8N82c//p7xf6F5re/v9fbrAfT/YiCIIgCIIgCIIgCIIg/L/yz31kJwiCIAiCIAiCIAjCf4IYC/XfIXokCYIgCIIgCIIgCIIgCAUiGpIEQRAEQRAEQRAEQRCEAhENSYIgCIIgCIIgCIIgCEKBiBxJgiAIgiAIgiAIgiD8rSSIJEn/FaJHkiAIgiAIgiAIgiAIglAgoiFJEARBEARBEARBEARBKBDRkCQIgiAIgiAIgiAIgiAUiMiRJAiCIAiCIAiCIAjC3yozU+RI+q8QPZIEQRAEQRAEQRAEQRCEAhENSYIgCIIgCIIgCIIgCEKBiIYkQRAEQRAEQRAEQRAEoUBEjiRBEARBEARBEARBEP5WEpEj6T9D9EgSBEEQBEEQBEEQBEEQCkT0SBJyif+U8qtDyJdJk/a/OoRvertp8a8OIV8dLDR+dQj5Ujez+dUhfJN2wj/3nEiPCvvVIXyTiq7+rw4hX1r2xX51CN+UEv72V4eQL22X0r86hG9Ki4741SHkq5qWzq8O4ZsCU4r86hDy9Skl7VeHkC+r4mV/dQjflB746leHkK/mRS1+dQjflP4h9leHkC9JfMavDuGbPsbF/eoQ8qWj/8+9PxGEfwPRI0kQBEEQBEEQBEEQBEEoENEjSRAEQRAEQRAEQRCEv5VIkfTfIXokCYIgCIIgCIIgCIIgCAUiGpIEQRAEQRAEQRAEQRCEAhENSYIgCIIgCIIgCIIgCEKBiIYkQRAEQRAEQRAEQRAEoUBEsm1BEARBEARBEARBEP5WmSLb9n+G6JEkCIIgCIIgCIIgCIIgFIhoSBIEQRAEQRAEQRAEQRAKRDQkCYIgCIIgCIIgCIIgCAUiciQJgiAIgiAIgiAIgvC3kogcSf8ZokeSIAiCIAiCIAiCIAiCUCCiR9Ivcvv2bWrUqIG7uzsnT5781eH8lLjYWDatX8fD+/dISkyklJsbg4ePxMLKSlZm/epVnD99CjV1DXr3H0D9Ro1k865dvsT5s2eYvWDRD33/8eu3OX7jDpGxcQDYmBalq3t9KpUoJivzMjAYr+Nn8Ql+i6KiIg4W5swf1Bs1VRXSPqezbM9Bbj97ib6ODsPat6JcMSfZsvsvXCUqLp4h7VoWKJ4ixd2wbNEZLbtiqBkY8XLxBGLvX5crY92+D6b1m6OkpcNHn6f4bVpCSkSIbL6ylg72vUZhUL46ZEp4f/cKAV4rkKQmA6BmbIrz4Klo27uQGODL6zWzSY2OkC3vOn4RkVdOEXP3yjdj3Xn4ONfuPSA4LBw1VRVKOjsxoEsHrM3NAEhITGTL/kPcf/qcyPcx6BXRoWbF8vTu0AZtTU1ZmXlrPHn84hWWZkUZP6APzna2su9Ytnkb5iYmdGzepEDb71s8t3ixaetWuWk21tYc2LkDAI/Vqzl5+gzq6uoM6d8f90YNZeUuXL7MqbNnWbZgwU/H8UV6ejoHdmzF+8F9oiPC0dDSoqRbWTr27I2+oaGsXOLHBLatX8uje3dRVFSgYrUadO83EHUNDQCiIyNYt2wxQX5vsHV0YuCosRgXNZUtv3jmVGo3aESl6jULHNvjZ8/Z/edhfP38eR8by/wpk6hdrUqeZRetWsuR02cY3q83HVpJj/O0z5+Zv3wV1+/cxVBfnzGDB1CxbBnZMrsOHiIyOppRA/sXZpNlx/f8RVZ8fryPjWP+lInUrppPfKvXcuT0WYb37U2HVi2y41uxOju+Qf3l4/vzEJFR7xk1sN8PxZeT17ZtXL5yhaDgYNTU1ChdqhRDBw/G1sZGVmbZ8uWcOHUKDXV1hgwaRBN3d9m8CxcvcvLUKTyWLv3pWAC8X7xk95Fj+PoHEhMXx7wJY6hVuZJs/qfkFNbv2MX1e/f58PEj5iYmtG3ahFbu2fXuqi3bOHX5Chpq6gzo1plGtbOPrUs3b3PmylUWTZ7w07EePHSIPw8dJjw8HAB7ezt69+pF9apVAfBYsYITJ0+hrqHBkEEDadK4sWzZCxcvcfL0aTyWLP7pOAC8n79g9+Gj+Pj7ExMbx/xJ46lVpbJcmaB3Iazdth3v5y/JyMjA1sqSuRPHYWpsDMDKzV6cungZDXU1BnTvSuM6tWXLXrpxizOXr7Bo6qS/JF6ApE+f8PTaytUbN4mLj8fZ0ZGRgwfhWswFgF37D7Bz334AunZoT5f27WTLPn/1isUrVrF5zSqUlZR+Opb09HT2b9+K94N7RGXVd6XKlKNjz94YfFXfbV2/hkd376KgqEClajXo0X+QXH23dukiAv3eYOfoxKDR4+Tqu0UzplK7YSMqF6K++xLf4d3befbwAdGREWhoauHqVoY23Xqib5Ad37h+fxATHSW3bJuuPfitTXsA3kdFsmnFUoL9/bBxcKTP8NEYmRSVlV0xZwbV6zekQtXqhYrv61g3rFvH7Vs3CQsNRVtbmwoVKzFwyBCMs461tLQ05s+dw/Vr1zA0MGTM+HFUrJR9vO7asYPIiAhGjR37w3H82+4BWnXoRHhkZK7pbVq1ZNyI4Sxfs5aTZ86irq7O4H59cW/YQFbm4pUrnDp7jqXz5/10HF94v3gprVP8AoiJi2P+xHHUqlJJroy0TtmJ94scdcqEMTnqlK2cunQFDTU1BnTvQuM6tWTLXrp5izOXr7JoysQfjvH84QM8vXuL+JgYlJSVsbS1o1Hbjlg7SO9z/V+9YOOCWXkuO3j6XKzsHYmNjmK/5xpCgwKxsLWjfb/BGBibyMptXbaQ8jXrUKpi5TzX8z3/tGusIAgFI3ok/SKbN29m6NChXLt2jbCwsHzLZWZmkp6e/j+MrHAyMzOZMXki4WFhzJy3gLWbvTApasr4USNITpY2ety+eYPLF84zf6kHfQcOxGPRAj7ExwOQlJiI10ZPho4c9cMxGOnp0rtFE9aMHcaasUMp4+zA9I3bCQqXNqy8DAxm4trNlC/mxKoxQ1g9Zigta1VFQUEBgFO37vLmXSgrRg2iafVKzN+2R/ZqyvD3sZy6dY8/mjXO9/u/pqSmQWKQHwGb876gWbTsgnmTtvhtXMyTSX3JSE2h5ORlKKioyso4D5uOppUdz+eM4OWCcegWL4Nj/3Gy+Xbdh5IWF83jcT1Ji4/BrtuQ7O1RtT6ZmZnfbUQC8H7lQ+vGDVg/ZxrLJo8nPSOD0XMXkZySCsD72Hjex8UzqFsnti2Zx8RB/bj75CkL12+WrWP7oWN8Sklh04JZlHEtzmLPLbJ5L1778crPn3ZNC779vsfezo5Thw/JPhtXrwLg+s2bnL1wkZVLlzB04ADmLlpEfNZxlpiYyLqNmxg3cuRfFgdAWmoqQf5+tO7YmTkr1jBi0jTCQ0NYOnu6XLk1SxYS8jaYiXPmM2baLHyeP2PT6uWy+bs2e2JgaMS8levQMzBg1+aNsnm3r11BUUGxUI1IACkpqTja2TF60Lcbeq7eus0LX1+MDA3kph89fRZfP388ly2mZZPGTF+0VHZehEVEcOzMOfr36FaomOTjS8HRzpbR32mIunrrNi98XucTnx+eSxfR0r0R0xcvyxFfJMfOnKd/j64/HF9Ojx4/pl2bNnht2sSalStJT09nyPDhsjru2vXrnD13jtUrVjB0yBDmzJ8vd+ytXb+e8T/xY+9rySmpONraMqpf7zznr/Laxt3H3kwdMZRdqzxo17wpHhu3cOPeAwBu3H/A+es38Jg+hYE9urBg7XriExKk8SZ9wnPXXkb16/OXxGpibMKQQQPZvtWLbV5bqFC+PGPGjcc/IIBr129w5tx5Vq1YzrDBg5g7T367rduwgfFjRv8lcQAkp6ZKj7n+ffOcHxIewcAJk7CxsGT13FlsW+lBzw7tUFNRAeDGvfucv3odj5nTGNSjOwtWr8ux3ZLw3LmLUQPyXvePmrd0GfcePmL6xPHs3ORJpQrlGTpuHFHR73njH4Dn1m3MnjKJWZMn4um1Fb+AQADSMzJYtHwF40cM/0sakUBa3wX6v6F1py7MW7mWUZOnExbyjiWzpsmVW714ASHBwUyaM5+x02fj8+IZG1ctl83fuckTfUMj5q9aj56BITs3e8rm3b52BQUFhUI3In2J722AP83bd2L60pUMHj+ZiNAQVs3L/SO5VaeuLNuyQ/ap37SFbN4+r03oGxgyY9kq9PQN2L81+3p378Y1FBQVfqoRCaT132tfH/7o1RuvHTuYt3ARb98GM3509vF+9PBhfH188Ny0mZatWzF96tTsOi40lGNHjtB/4MCfiuPfdg/gtWEdp/48KPusympkrl+7Ntdv3ZLeAyxexJAB/Zi3eAnx8R+ArPpk0xbGjhj+l8TxRXJKCo62tozun3d9GRIewcCJU7CxtGD13BlsW7GUnu3bopZ1v3fj3gPOX7uBx4wpDOrZjQVr1n9Vp+xhVD7rLihjUzNadPuDEXMXM3DyTPSMjNm8eC6JWd9j4+TC5BUb5D4Va9fDwNgESzsHAE7u3YGuvgHDZy+kiJ4+p/bulK3/yd1bKCgo/HAjEvzzrrGCIBSMaEj6BRITE9m3bx8DBw6kadOmbM3Rw+LKFelN1OnTpylfvjxqamrcuHEDiUTC/PnzsbOzQ0NDAzc3Nw4ePChbLiMjg969e8vmu7i4sGLFir/93xIa8o5XL14wbPRoXIoXx8rammGjx5CamsqVixcAeBccTOkyZXEuVoy6DRqiqaVFRNbT6Y3r1tKsVWtMcjyNLKyqpVypXKIYliZGWJoY06u5OxpqqrwKegvAukPHaV27Ov/H3l2HRZW+DRz/0p2CgnQp2B3Yufa6q2t3d67d3V1YiFjY3d2tWAhIiRKCCFJKzbx/DA4goJiwv/f5XNdcu5w5cXtm5jnn3Od57tOhcT2sTU2wKGJMnQplUVWRdcgLDo+geqkSWJua0KqWMzHxCbyPTwBg5Z6D9PmzKVoa6nmOJ9rzFsG7NxJ190qO75s1a8erA1t5d+8aicH++K6ehaqBEYUqy06cNcysMCxfHT+X+cT7eRHr8xh/12UYOzdE1cAIAE0zK95cOsnH8NdEXDqBhpk1AEqa2lh16It/Lkmszy2eOIamdWthY2GOvbUlEwf15c3bKHzSL0ZsLc2ZPXoYNSqWx8ykCBVLlaBv+3+4cf8hqWlpALwMCaWBczUsiprSskFdXobIEqOpqaks2eTG6D49UFL8eU2NkpISRoUKyV/6+voABL58ScVy5Sjh6MgfDRuipaVFaPr3bNU6F9q0/hOTIkW+sOZvp6mlxYTZ86lWqw5FzS1wcHSi+4DBBPq94G2E7I53yKtgHt+/R99hI7Ev7kjxkqXoPmAQt65cJjoqKn2eV9Rq0BATMzNqN2hM6GvZdzchPp6927bSY+Dgb46teuWK9O/ehTrO1XOdJ/JtFEvXbWDamNEoK2XtoBr06hU1q1XB1sqSNi2aEfP+vfwEd9GadQzq1R2t9DvS36N6pYr075aH+Fw2Mm3MqBzie03Nql+Ir2e3H4ovs1XLl9OyRQvsbG0p5uDA9ClTCA8P57m3NwCBQUFUqFCBEk5ONGncGC1NTULSbxCsWL2aNn//jYnJ97dxn6tesTz9Onegzmd3vj956u1L03p1qFCqJKaFC/Nn44bYWVvh9cIPgJevQyhfqiSO9nY0qlUTLQ1Nwt7Ivq9r3bfzV5NGmBgb/ZRYa9eqSQ1nZywtLLCytGTQgAFoamjw9Okzgl4GUbFCeUo4OfFH48ZoaWnJ99vK1Wto89dfP3m/VaBfl0659nzbsH0H1StWZHDPbhSzs8Xc1IRaVatgkN7GvHz1mvKlS+LkYE+jOrXQ0tCQ945Y6+ZO66ZN5L0MfoaPSUlcunKVIf36Ur5MGSzMzOjbvRvmRc04cPQoL1+9wt7Whkrly1O5QgXsbG15+UrWduzYvYdypUvLey79DJpaWkyas4Dqmdq7ngOHZG3vgoN5dP8efYePwt7RCceSpejefzA3r1zinby9C6Z2g0aYmplRp2EjQl69AmTt3Z5tbvQaNCTXGL4W3+jpc6hcoxYmZubYFXekc9+BvPT3y9YDSV1DAz0DQ/lLTT3jGB/2+hXO9RpQpKgZNeo1JOy1LL7EhHgO7txGl36Dviu+zLS1tVmxeg0NGjXCysqaUqVLM2rMGLy9nxMeLrsJFhQUSM1atbC1s6NN23+IiY6WXzwvWjCfQUOGoKWt/UNx/NfOAQz09SlUyFD+unbzJuZFi1KhXFmCXgZToVw5nByL80eDBmhqaREann4OsH4Dbf5s+dPPAWRtSkfqVM85ibJh+06qV6zA4B5dKWb7qU2pjIG+HgAvX7+mfKkSsjalds30NiW9Ld66ndZNGv9wm1Kuek0cSpahUOEiFDG3oEWnbiR9+ED4q5cAKCsro6OvL39pamvj9eAeFWvVld9wjQwNoULNOhiZmFKxZh0iQkMA+JCQwJn9u/mzW68firGgHWOFX0sqlf5Pvv4/EomkfLBnzx4cHR0pXrw4Xbp0wdXVNdsXcPz48cyfP5/nz59TpkwZ5s2bh7u7Oy4uLjx79oyRI0fSpUsXLl++DIBEIsHc3Jy9e/fi5eXF1KlTmThxInv27Pml/5aU5BQAVFXV5NMUFRVRUVHl6ePHANja2/PCx5u4uFh8fbxJTkqiqLkZTx8/wu+FL63btP1p8aRJJFy878nH5GRKWFsRHRePd9Ar9HW0Gb50Df9MnMWoFS489Q+UL2NrZsrTgCCSklO499wXQ10d9LS1OH/3IarKytQsW+qnxadWuCiqBkbEPL6XEfOHBOL8vNAtJtuObrFSpMbHEh/gLZ8n5sk9kErQsS8BQMJLP/TLVAIFBfTLViExWHaBaNN1MGGnD5AclfWkOa/iE2V3f3S/cHKakJiIpoaG/C63vZUlD556kZqWxp1HT7CzlA1p3HnkBOVKOOJoZ/tdseTm1evXNPvrb1q378CUmbMIT7+Qc7C357mPD7FxcTz38SEpKQlzc3M8Hz/G+4Uv7du0+alx5OZDYgIKCgpoamsB8OL5czS1tLF1KCafp1S5CigoKODnI/uMrWxseer5EIlEwpOH97G0lu2zna4badSiJYUydSH/WSQSCTMWL6VTm7+wtbLM9r6DjQ2Pn3mRlJTErfsPMTI0RF9Xl9MXL6GqovrFBNBPi2/Jstzjs7XmsddzWXwPHmJkaJARn+qvjS8+Ph4AXV1dAIo5OPDc25vY2Fiee3uTlJSEhbk5np6e+Pj40KFdu18WS05KORbj2t37REa9QyqV8uDJU16FhlGlXBkA7K2t8PbzJzY+Hm//AJKSkzEzNeGRlze+AYG0bd7sl8SVlpbGmbNn+fDxI6VLl5L9Zp/nsN8ePcLb14f2mYZp/WoSiYQb9+5jUdSUkdNm0rxrD/r+O44rt27L57G3scb7Rfp+8/NP32+mPPJ6jo9/AP+0+Ln7LS0tjTSJBFVVlSzT1dRUefT0KXY21rx6HUL4mwjC3rzh1evX2Fpb8zo0lGOnTtO/V8+fGk9OEhOytne+3l5oaWljl6m9K11e1t75+zwHwDJTe/f4wX0srW0A2OG6kUbNW/3U9k7eHmtlPaadOLCXYV07MH3UUE4d3E9aelIEwMLaBq/HnkgkEp49eoC5lTUAe9xcqd+0OYZGPy9ZmFlCfDwKCgropB9/HRyK8fjRI5I+fuTWrVsYGRmhr6/P6VMnUVVVo069ej89hv/COcAnKSkpnDp7jpbNmqKgoICDnR3e8nMAX9k5gJkZno+f4OP7gnZ///1L4siNrE15kN6mzKJ5t170/Xc8V27dkc9jb22Nt1/AZ22KyS9rU1JTU7lz8TzqmpqYWlrlOI/Xw/skxsdRqVZd+TRTCyv8nj1BIpHg+/QxphayY/KJ3dup3qAx+oV+zo2HTwr6MVYQBBlRIykfbN68mS5dZEMumjRpwvv377l8+TJ169aVzzNz5kwaNZLVd0lKSmLu3LmcO3eO6ul1JWxtbbl27Rrr16+nTp06qKioMGPGDPnyNjY23Lx5kz179tDuFzawFlZWFC5SBNcNLgz/dwzq6hoc2LObt5ER8ruPlapUpX6jxgzt1xdVVTX+nTgJdXUNVi5Zwr8TJ3Ls0CEOH9iHrp4+I8aMwdrm2086AkPDGLZkLcmpqWioqTKtTzesTIvgFSi74+J+4hz9/mqGvVlRzt55wNjVG9kwYRTmhY1oUr0yAaHh9JmzBF1tLab06kxc4ge2njjD4mH92XLsNJfuP8LUyJB/O/+DUfqdpO+hqi8bnpP8/l2W6cnv36GiL6vhoKJfiOTYmKwLStJIiY9DJX35QPfV2PcbS6U1+0h86Y/fhoXoOpVFy8qBoO2iA6AkAADXfElEQVRrKT5yJjq2jkQ/vkuA6zKkaV8fHimRSFi1dTuliztga2me4zwxsXFsPXCYVg3ryqd1bt2CpZvc6DjsX0yMjRg3oA+vwsI5deUq62ZNZfHGLdx9/BRHWxvG9O8lr6vwPUqVcGLqhPFYWVryNiqKTVvc6DdkKLu2ulG9ShWaNGpEj379UVNVZerECWioq7NgyVKmTpzA/kOH2XPgAPp6ekwY8y92NjbfHUdukpOT2bVlM9Vr10VTU3Zh9T7mHXrpPRo+UVJSQltHh/cxsu9Bp1592bxmBSN6d8PC2obeg4fz/OkTggMD6NizNyvnzybgxQtKl69A9/6DUFZR+XzT32z73v0oKSnR7s+WOb7fonFD/AKD6DRgMHq6usyaMJa4+Hg2btvJmgVzWL91O+euXMHM1JRJI4ZhbFQox/V8d3z7Dsjia9Ui5/gapcc3cIgsvvHp8W3fxZr5s1nvvp1zV65iZmrCpOE/Lz6JRMKS5cspW6YM9naybv/Vq1Wj6R9/0K1XL9TU1Jg+dSoaGhrMW7SI6VOmsO/AAXbv3Yu+nh6TJkzAzvbXXFh9MrJvLxauXc9ffQagpKSEooICYwf1p1xJWSK6avlyNK5Ti75jJqCmqsqkYYPRUFNnyfqNTBw2mEOnz7Dv+En0dXUZM7AftpYWX9nil/n5+dOrXz+Sk5PR0NBg0fx52NrYYGtjQ9Mmf9C9V2/U1NSYNmUKGhoazF+4iGlTJrP/wEF279uHvp4eE8eP+6X7Lfr9ez58+Mj2/Qfp26UTA7t35faDh0yct5BVc2ZSvlRJqlYozx91a9Nn1FjU1FSZPGIoGmpqLF63nknDh3Lw5Gn2HT+Bvo4OY4cMxNYyewL0W2hpalK6RAlct+/A2tISQwMDzly4yFOv55gXLYqNlRUDevdk2NhxAAzs0wsbKyuGjBnLkH59uX33Hpvct6GsrMTIwYMoX6bMz9hVcrL2bhPOdTK1d9HR6ObS3sVEy+oYdundj02rVzCsV1csrW3pM2Q4z58+5mWAP5169mb5vNkEvvCldIWK9PiB9i4lOZl97luoUqsOGpmOOw2at8LKzg4tbR38vZ+zf7sbMdHv6NBLNiyxXY/euK9bzbj+vTC3sqbbwCH4PHvKq6AA2nbrybpF8wjyf0HJshXo1Kf/T2mPk5KSWLt6NY0aN5b3MmrRqhV+fi/o1L49evp6zJo7j7jYWDauX88aFxfWr1vHubNnMDMzZ9KUKRgX/rEE3H/hHCCzy9euEx8fT/MmsmFz1apUpkmjhvTsP1DWnkwYh4a6OguXLWfK+HEcOHyEPQcPys4BRo/C9hecA2QW/f49Hz5+ZPv+Q/Tt3IGB3btw+4EnE+cvYtXs6eltSjn+qFuLPqPHy9qU4UNkbYrLRiYNG8zBU2fYd+wk+ro6jB084Lvb4uee99m1dgUpycno6OnTe8wktHR0c5z33pULFCtdFr1MdcWadejKQbeNLBg9BFMLK/7q0ZcAby/CgoNo2q4zO1YvIyQoAIdSZWjZpSfKyt9/eflfOMYKgiAjEkm/mY+PD3fu3OHgwYOArEtp+/bt2bx5c5ZEUqVKleT/7+fnR2Jiojyx9ElycjLly5eX/71mzRpcXV0JDg7mw4cPJCcnU65cuS/Gk5SURFJSUrZpampqOc5//swZVizJKHw6Z+Fips6ew9IF82nTvBmKSkpUqFiRylWrISWjl1W3Xr3p1iujnse2La6Ur1QJZWVldm7bynq3rdy+cYOFc2azdpMr38q8sDEu44eT8OEjVz2fsGj7HpYM6y/v6dW8RlWaVKsMgL2FGQ99/Th96y69WzVFWUmJYe1aZ1nfou17aF2nBn6vQ7nx+Bku40ew59wl1uw7wrQ+318X5mdJjn6L14KMmkkKyiqUnLQM3zWzsWjTg7QPidwf0ZGSE5di0qg1Yaf2fWFtMstc3Ql8FcLqGZNzfD8h8QPjFizB2tyMnm3/kk/X1tRk6rCsXf2Hz5zHwM4dOHvtJqERkexYtoCFG1xx23eIId06fee/GpyrZQxJcbCzo5STE63atefchYv82aI5/Xr1pF+mu/Abt7hROf175rptG7vctnDtxg1mzJmL+6aNOW3ii65fvMDmNRlDRsdOn41jqdKA7E7fqvlzAOg5eOg3rdfQyIgx02bJ/05JSWbB1IkMGDWGQx67UNfQZPH6zSycOonzp07wR8u8FX7PjfcLP/YcOcqWlcvkXdc/p6yszL+DB2SZNnvpCv5p1QJf/wCu3LqF+5qV7Nh3gGUuG5j7A8VAc4zv8FG2rFz65fgGfRbfsszx3cZ99QpZfOs3MvcnFI4GWLBoEf7+/mzasCHL9P59+9K/b0Z9nA2bNlGlcmWUlZRw3bIFjx07uHr9OtNmzGD71q0/JZbc7Dt+kme+L5g/UVYk+pHXc5Zu2IyRoQGVy8qSCb07tKN3h4ybDK6791KpbGmUlZTYunc/W5cv4ca9+8xesRrXJQt+KB4rK0t2bN1KfEI85y9cZPqs2axfuwZbGxv69elDvz4ZNUA2bt4s22/Kymx2c8Nj+zauXr/O9Jmz2Oa25Yfi+BKJRHasqFW1Ch3Sk6vFbG144u3NoZOnKV+qJAC9O3Wgd6cO8uVcd+2mUtkysv22Zx/uq5Zx4+49Zi9bieuyxT8c17QJ45izaDEt23dESVGR4g4ONKpXD+8XvgD83bIlf7fMSAYfP30GLQ1NSpUoQfsePXFdu5rIyLdMmT2HA9u3oaqqmtumsrl28TybVme0d+NnzMnS3q2YNxsp0GvwsG/6NxkaGTF2etb2bt7UCQwcOYaDHjvR0NBgyQZX5k+dyLmTx2nSqnWO67l1+SLuLqvlf4+YMoNiJUrJ41u3eB5SoGv/rEOD//gz4/hlYW2DkrIy21xW06ZrD1RUVDAoZMTwydMzxZfC0hlT6T18JMf2eqCuocGc1RtYNnMql8+czFJfKTenT51k4bx58r+XLF9BufTzt9TUVKZMnIBUKmXMuIx2SllZmX/Tk4SfzJ45g3/at8fXx4crly/hvmMnO7a5s2zJYuYu+L4HlnzyXzgHyOzIiRNUr1oFY6OM3jB9e/agb88e8r83uW2lcsUKKCsr4bptOzu3bObazZtMnzcf9w3rf0ocucloUyp/1qb4cOjUmYw2pWN7endsL1/O1WMPlcqURllZia179uO+cgk37t5n9vJVuC798mf88MZVDrplnNv0HD0Bm+JO2DmVZNishSTGxXLn8gV2rlnO4Glz0NbNemP0/bsofJ88otPgrPUk9QwN6TEq47uYmpKC6+I5/NN3MBeOHEBNQ4PR85fhumQety+epUaj7y+s/l84xgqCICOGtv1mmzdvJjU1laJFi6KsrIyysjLr1q1j//79vH//Xj6flpaW/P8/dfE8fvw4np6e8peXl5e8TpKHhwf//vsvvXv35syZM3h6etKzZ0+Sk5O/GM+8efPQ09PL8lq7MvfaStVr1mTd5i3yVzFHR4oVd8TF1Y2DJ07hcfAQcxcvJTb2PaamRXNcR/DLl5w/c4Yevfvw6OFDSpcti76+AbXr1cfP15fExMQ8789PVJSVMTM2opilOb1bNcW2qCkHL1/DML1brJVp1jt1lkUKExEdk+O6PH39eRn2hj9rO/P4hT9VSjiioaZKnQplePQi4Jtjyyw5vQeKql7WwsGqeoakxMh6cKXERKGqq591QUUlVLR1SInJ2pPpE4u/uhHz+A4JgT7olShP1O3LSNPSiLpzGb2S5XNcJrNlru7ceODJ8qkTKPxZUWOAxA8f+HfeIjTV1Zk9etgX7zaduHgFbU1NalWuyMNnz6lVqQLKysrUq1YFTy/vXJf7Hjo6OlhamPM6JCTbe0EvX3LqzBkG9O7Fg4cPKV+2DAb6+jSsVw9vX18SvuN7VqFqNeauXCt/fRqu9imJ9DbiDeNnzZPfnQfQ0zeUF5f/JC0tjfi4OPT0s+9rgMN7PChdviI29g48f/qYKs41UVZWppJzDZ4/efTNcX/u0bNnRMe85+/uvanVojW1WrQmPCKCVZu28HePnAt73n/0mMDgYNq2bM6Dx09xrlQRDXV16teqyYMnT384pqzxeRH9/j1/9+hDrZZ/UavlX7L4Nm/h7545FzOWxfeKti2a8eDJr4lvweLFXLt+HZe1aynyhbv/QUFBnDx1ioH9+nH/wQPKly+PgYEBjRo0wNvHh4SEhJ8ST06SkpLZsGMXQ3t2p2blSthbW9GmWRMa1HRm1+GjOS7z8nUIZy5fpU/HDjx8+oyyJZww0NOlfo3q+AYEkphe8PR7qaioYGFhjpOjI0MGDcTB3h6P3dmHXcv222kG9OvL/QcPqFCu3G/bb/q6OigpKWFtkbUnhrW5OW8iI3Nc5uXr15y+dIW+nTvy8OkzypUsgYGeHvVr1sDHP4CExB/bbwDmRYuybtlSLh47wmGPnbiuXU1qWipmpqbZ5o15/57N27Yxeuhgnnk/x9LcHEtzcyqWL0dqahrBr7O3k19SsWp15q9aJ39lbu9WzJ/N28gIJs6en7W9MzAgNpf2Tt/AIMftHNrtQZnyFbF1KIbXk8dUqVELZWVlqjjX5PmTx7nGV7ZKVaYtXSV/Wac/hSo1NRWXxfOJioxk9LTZWXoj5cS2WHHS0tKIisj+NDCA4/t2U7JceaztHPB59oSK1WugrKxMxWrOeD998sV1f1KzVm22bt8hfzk5OcljnTxhAuFh4axYtfqLNY/u37tHYEAAbf9px4P7D3B2roGGhgb1GzTkwf0HeYojN/+1c4Cw8HDu3n9Aq+bNc50n6GUwJ8+eo3+vXjzwfJRxDlC3Lj6+L77rHOBb5NqmWJjxJvJtjsu8fB2S3qZ04OGTZ5Qr6ZTepjjnqU0pUb4Sw2YtlL8+FctWVVPHqIgJlvbFaNt7AIpKSty9fCHb8veuXkJTW4cS5St+cTsXjx7EoVRZzG1sCfB+RqlKVVFSVqZUxSoEeHt9cdkv+S8cY4UfJ5X+b77+PxI9kn6j1NRU3N3dWbJkCY0bN87yXuvWrdm1axeOjo7ZlitRogRqamoEBwdTp06dbO8DXL9+HWdnZwYNyrgr5O/v/9WYJkyYwKhRWZ+YFh4Tm+v8mpqaaOZyUvbpBCjk1Ste+PjQvXf2Cz6pVMqKxYvoP2QIGpqaSCQS+VPp0tL/K8lUq+B7SaVSklPSMClkQCE9XV6/yXoh8DryLZWdshchTU5JYdXeQ0zo1gElRUXSJFKkUlk8qWkSJFLJD8WVFBFKcvRb9EtXJOHlCwCUNDTRsS9B2BlZL7VY36coa+uiZVOchEAfAPRLVQQFReL8sh+gNcysMK7ZiIdjewCgoKiIQnrtAgUlZRS+UORSKpWyfMs2rt65z4ppEyhaOHvth4TED/w7dyEqKirMGzsStS/c0Y6JjcVt/yHWzJTd0ZRIJfKCnKlpaUgkP7b/PpeYmEhISChGjbOe+EqlUuYtXsKIIYPR1NQkLdP3LPUHvmcamprZLko+JZHCQ0OYNG8hOrpZu4s7ODmRmBAvf9Q1wLNHnkilUuyLZ/+9h7wK5sali8xdtU4eZ2r60MS0tNSfsg+b1K9Hpc96K46cMo0m9evRvFGDbPMnJSezZO16po0dhZKSkux3m97jMDX158SUNb66VCpXNmt8U6fTpF7d3ONbt55pY0ZnxCf9efFJpVIWLlnCpcuXWb9mDWZFc06Sf5p37oIFjBw+PPfv3k/eX5mlpqWSmpqWrSeXoqIiUkn2Mx2pVMqidRsY0rMbmhrqsn2X6TcLstpzP5NUKiE5JSVbHHMXLGTEsGFoamoiSfu9+01FRQUnB3uCQ7I+RfVVaCgmOVzQSKVSFq5xYWjvHmhqaMg+57RP8ab99Hg1NDTQ0NAgNi6O23fvMaRf9uPr8rXr6NCmDYWNjfHy8ZHHA7JkjkTybW1ebu3divmzCQ8NYcq8Rdnau2KOJUhIiCfgha888fTs0UOkUil2xZ2ybSMkOJgbly8w71N7J5HIzwVkv93cY9bQ0ERDI3t8Lovn8yY0lLGz5qGtm/PwncxeBQagoKiIjl72Yeuhr4K5ffUy05euyhbft7THWlpaWW4Qfop18oQJvHoVzOp1LtmGQGeWlJTEkkULmTZzVnobl5bRxqV9eT99yX/1HODYyVMY6OtTo1rOhfOlUinzly5lxOCBaGpqyPZX6me/z7Rf155Aeptib5e9TQkJwySH/SyVSlm4dj1De2VqU9JjzWuboqahgZqGxldjk0qyPxFaKpVy/+olKtSojdIXEoURoa/xvHWd4bMWyGNKy3SOIv2Oz/i/dIwVBCGDSCT9RseOHSM6OprevXuj99kJS5s2bdi8eTOLFi3KtpyOjg7//vsvI0eORCKRULNmTd6/f8/169fR1dWle/fuODg44O7uzunTp7GxsWHbtm3cvXsXm6+MAVdTU8s2jC36Q1Iuc+fsysUL6OnrU7hIEQL9A1i3agXONWtRqUr2JwqdPHYUPX19qteoCUDJUqXZtsWV58+ecvf2baysrdHW0fmm7W8+cpLKJYpT2ECfD0lJXLjnySO/AOYN6oWCggLtGtRm64mz2JqZYmdelLO37/PqTQRTe2V/NPj2U+epUqI49hZmAJSytWLDoRP8Ua0Sh6/coKSN9VfjUVTTQMMk4w6UeuGiaFk5kBofS1LUG0JO7MHi7+58CHvNx4hQrDr0JTn6LVF3rwLwIeQl7x7exKH/OPw2LkJBWRm7XiOJvHGO5Ojsd7Hs+40jYOtKJEkfAYj1eYJJg1Z8CHtF4dpNiLx+LtdYl23eyrnrt5g7ZgSaGupEpd9J1tbURE1VlYTED4yes5CPyclMHjKAhA8fSEjvnaCvq5vtSSwr3XbQvkVTjA1liZ3SxYpx5up1KpcpxZFzFylV3OGr++9LVqxZS60azpgUKcLbt1Fs2OKKoqIijRs2zDLf4WPHMNDXp1YN2SOay5YqzcYtbjx59oybt29jY22Nzjd+z3IiG94xiyB/P/6dOhOJREJMtKzXmLa2DsoqKphZWFKmYiU2rVpOr0FDSU1LY6vLGqrVroNBoax1e6RSKZtXLadL3/6opz9FqFiJklw8fRJTM3OuXThP9dp18xRb4ocPvA4Nk/8d9uYNvv4B6OroYFLYGL3PLrCUlZQpZKCPlXn22hhbdu2meuWKFE+vV1CmhBOrN2+heaMG7D96nNIlsl8gfnN84XmJzyD3+CpVonh6UVdZfG40b9SQ/ceOU9ope8LuWyxYtIhTZ86wZOFCNLW0eJte/01bS0v+OX1y6PBh9PX1qV1L9hTGsmXKsGHTJp48fcqNmzextbH54e9e4oePhKQ/2Qkg7E0ELwKD0NHWxsTYiHIlS7B263bU1FQxMTbG85kXpy5dZmjP7tnWdfTsefT1dKlZWTacurSjI6679/LUx5fbDzyxtjBH57ML4G+xeu06nKtXw8TEhMSERE6dOcP9Bw9ZtXxZlvkOHTmCgYE+tWvJjg1ly5Rhw+bN6fvtFjY/Zb994HVYxn4LfROBb0AgujramBgb0+mvP5m6aCnlSpagQulS3HrwkOt37rFq7qxs6zp65pxsv1WRDZku4+SI667dPPX24daDh1hbWKCj/f377ZNbd+8ilYKVhTmvQkJZvWEDVpYWtGiS9XHqt+/dJ/h1CFPHyYY8lyhenJfBr7hx+w4RkZEoKipiafFjta5SU1NZPncWgf4vGDttFpI0CTHv0ts7nfT2ztKSshUrsXHVcnoPHkZaWhpb1q2heu26GObQ3m1cvZyufQegri67+C3mVIIL6e3d1QvncK5T95viW7dwLi8D/Bk+aRoSSRrv09tjrfT22M/7OYEvfHAsVQZ1DQ38fbzxcN1I9dr10NLO+v2SSqW4r1tNh5595U91s3d04srZ0xQpasaNSxeoWjPnm3t5iXXi+HH4enuzaOkyJGlpRL2VHd919fRQ+azu0pbNm6nu7Ezx4rIbYGXKlGX1qpU0b9mS/Xv2Urps2WzbyIv/2jkAyJIEx06dovkfjVFWVspxnsPHj6Ovp08tZ2cAypQqxUY3d5488+LmnTvYWFuho/NjT7yDnNqUN9nblMXLKFfSKb1N8eT63XusmjMj27qOnj2Hvq4uNavI2uIyTo64esja4lv3H8ra4m9sU5KTPnLhyEFKlK+Ijr4BCXFx3Dx/mtiYd5SpnDUJ5+/1lHeREVSuUz/X9UmlUg5s2UiLTt1QVZP9JqwdinP30gWMTUx5cP0KZavV+KYYoeAdYwVByBsF6f/X59Xlg5YtWyKRSDh+/Hi29+7cuUPVqlVZsWIFw4cPJzo6Wv5Yc5A13itXrmTdunUEBASgr69PhQoVmDhxIrVr1yYpKYkBAwZw8OBBFBQU6NixI3p6epw8eRJPT89vivPlm5y78efm4L697N21i5jodxgWKkTDP5rQuXuPbCdC0e/eMWxAP5avdaFQpjHt2922cHDfXvT1DRgzcRKOJUrkui2FR9ezTVuyYy8Pff15FxuLlro6NkVNad+oDhUdM54a43HmIkeu3iQuMRFbM1P6/tmMUnZZk2yBoeFM3+SOy7gRaKjJ7rhJJBJW7z3M+XsPsShszIQeHTH7wmOxgzctQq9EeUpPX53tvTeXTvBirayGjmW7Ppg0bIWypjax3o/x27yEj2Gv5PMqa+lg23sUhhVrglRC1O1L+LsuR5KUtVuzScM/0S9TGe+lGTUNVHT1KT5sOtr2JYh+dIsXa+YgSU7CYeLSbDHVbt8tx3/HhIF9aVq3Fg+fPWf4zHk5zrN71RJMM91Vu+P5mM17D7Bu1lQU008uPyYlMW/tRm4/eoyTnS1Thw3CQC/7HWJ105yfHvK5SdNn8PDRI97HxmKgr0/Z0qUZ2LcP5mZm8nmi3r2j14CBbFq7JkvthE1ubnjs24+hvj7TJk6k5DckP17EfsxxeuSbcEb0zn5xDjBp7kJKlJGd3MfHxeLmsoaHd26joKBAFeeadOs/CPXP7hyeP3mcJw8fMGLiFPm09zExrFk0D39fX8pWrEj/Ef9meVS1jWLOid8Hj58wZPykbNObNazP5FEjsk3/u0cf2rduSfvWWesv+Qe9ZMLsuWxdvQKN9O1KJBKWrFvPmYuXsTQ3Y8bY0Zjndgcxl0PMg8dPGDIhey2OZg3qM3nU8Ozx9exL+z9b0r511nok/kEvmTBnHltXLf8svg2cuZQe35jRmBfNPhRItVDeHgVdKZe73tMmT6Zli4xi4FFRUfTo3RvXjRsxzvTI5o2bN+OxezcGBgZMnzqVUiVL5mm7H8OCc5z+4Okzhk3JfiHStF4dJg0bTFR0DOu37+SO5yNi4+MxMTamVaOGtG/VPEtPpXcxMfQbOwmX+bMwMszo1bdl9z72HjuBgZ4ek4YNpkQx+2zbUjPJntDLyaw5c7l77x5vo6LQ1tbC3s6e7l27UDXTjYaod+/o2bsPmzes/2y/ubJ7zx7ZfpsyhZIlcz82fC45MjzbtAdPnjJ00tRs05vWr8fkEbK6ZsfOnmfbvgNEREVhaVaUPh07UKta1psi76Jj6DtmHC4L5mGcaRiQq8ce9h49hoGeHpNHDKNEsZwvmpW08n6Rc+7SZdZt2kzE27fo6uhQr1ZNBvTqhXamC8qPSUl06zeA2VMmUcw+47M6fPwE67e4oaqiwpjhw6hRLedHlH8u8GPOv9nIN+EM65XzMWPKvEVZ2rst69bw4M4tWXtXoxY9cmjvzp08xpOHDxg5MeMzeR8TzeqF8/H39aFMxUoMHJm1vUtMztqTLbO3EW8Y1z/nx5CPmTUPx1JleOnvx/YNawl7/ZrU1BSMChehet36NG71V7ZzlkunT+L16CGDxk6UT4uNiWHDsoUEvvClVPmK9Bo2ErX0C2ons7wXuw4LDaXNZ23tJ6vXuVChYsbQIn9/PyaMHcvW7TvQSN+HEomEJYsWcubUKSytrJgxazbmX0kUpgY+zzatoJwDqBXJW3sCsuTq8DHj2Ltta47J0ah37+g9cDAb16zKeg6w1Z3d+w9gqK/P1AnjKOmU93OA1M8ekPLJgydPGZqpntYnTevXZfLwIQAcO3eebfsOEhH1Lr1NaUetqp+1KTEx9B0zAZf5cz5rU/ay99hxWZsyfEiObcrVmNx7o6UkJ+PhspJX/n4kxMehqa2DuY0d9Vv9hYVt1nZ917qVxLyNZOCU7InzT25fPMuLp0/oMjRjJEN87Hs81q3kVYA/xUqX5Z++g1DNdIO6YfGvn9/l1zFWJ5fhtsKvNcb9cH6H8Ess6vZj9Uv/i0QiScjmWxNJv1NOiaSCJHhT9h5lBUVOiaSCIq+JpPySWyKpIMgtkVRgFOBDTF4TSfklt0RSQZDXRFJ+ySmRVFB8SyIpP+SWSCoIvpRIym/fkkjKDzklkgqKb0kk5YfcEkkFwZcSSQVBXhJJ+UUkkvLH6K2H8juEX2JJ99b5HcJvJ4ptC4IgCIIgCIIgCIIgCHkiEkmCIAiCIAiCIAiCIAhCnohEkiAIgiAIgiAIgiAIgpAnIpEkCIIgCIIgCIIgCIIg5IlyfgcgCIIgCIIgCIIgCML/NikF94EOwrcRPZIEQRAEQRAEQRAEQRCEPBGJJEEQBEEQBEEQBEEQBCFPRCJJEARBEARBEARBEARByBNRI0kQBEEQBEEQBEEQhF9KIhU1kv5XiB5JgiAIgiAIgiAIgiAIQp6IRJIgCIIgCIIgCIIgCIKQJyKRJAiCIAiCIAiCIAiCIOSJqJEkCIIgCIIgCIIgCMIvJUok/e8QPZIEQRAEQRAEQRAEQRCEPBGJJEEQBEEQBEEQBEEQBCFPxNA2IRvtuKj8DiFXb1++yO8Q/rPSPiTmdwi58oyMze8QvqicsW5+h/AF6vkdwBf5xyXldwi5Uo8tuL8JAKWb5/M7hFwFVWiS3yF8UTkrs/wOIVfJ3g/yO4Qv8krRzu8QclUnJTy/Q8iVt0J+R/BlL6IL7niSVnof8juEL0o0NM3vEHJV5vHh/A7hi87ldwBf0NCpYP9odfT08zsEQfgikUgSBEEQBEEQBEEQBOGXkooiSf8zxNA2QRAEQRAEQRAEQRAEIU9EIkkQBEEQBEEQBEEQBEHIE5FIEgRBEARBEARBEARBEPJEJJIEQRAEQRAEQRAEQRAKkHfv3tG5c2d0dXXR19end+/exMfH5zp/UFAQCgoKOb727t0rny+n9z08PL4pNlFsWxAEQRAEQRAEQRCEX0oiim1/k86dOxMWFsbZs2dJSUmhZ8+e9OvXj507d+Y4v4WFBWFhYVmmbdiwgUWLFtG0adMs07ds2UKTJhlP4dXX1/+m2EQiSRAEQRAEQRAEQRAEoYB4/vw5p06d4u7du1SqVAmAVatW0axZMxYvXkzRokWzLaOkpISJiUmWaQcPHqRdu3Zoa2tnma6vr59t3m8hhrYJgiAIgiAIgiAIgiAUEDdv3kRfX1+eRAJo2LAhioqK3L59O0/ruH//Pp6envTu3Tvbe4MHD8bIyIgqVarg6uqK9Bt7i4keSYIgCIIgCIIgCIIgCN8hKSmJpKSkLNPU1NRQU1P77nWGh4dTuHDhLNOUlZUxNDQkPDw8T+vYvHkzTk5OODs7Z5k+c+ZM6tevj6amJmfOnGHQoEHEx8czbNiwPMcneiQJgiAIgiAIgiAIgvBLSaXS/8nXvHnz0NPTy/KaN29ejvtg/PjxuRbE/vTy9vb+4X394cMHdu7cmWNvpClTplCjRg3Kly/PuHHjGDt2LIsWLfqm9YseSYIgCIIgCIIgCIIgCN9hwoQJjBo1Ksu03HojjR49mh49enxxfba2tpiYmBAREZFlempqKu/evctTbaN9+/aRmJhIt27dvjpv1apVmTVrFklJSXnuRSUSSYIgCIIgCIIgCIIgCN/hW4axGRsbY2xs/NX5qlevTkxMDPfv36dixYoAXLhwAYlEQtWqVb+6/ObNm2nVqlWetuXp6YmBgcE3DcUTiSRBEARBEARBEARBEIQCwsnJiSZNmtC3b19cXFxISUlhyJAhdOjQQf7EtpCQEBo0aIC7uztVqlSRL+vn58eVK1c4ceJEtvUePXqUN2/eUK1aNdTV1Tl79ixz587l33///ab4/t8nknr06MHWrVsBUFFRwdLSkm7dujFx4kSUlX9894SFhTF69Gju3buHn58fw4YNY/ny5dnmW758OevWrSM4OBgjIyPatm3LvHnzUFdXB2DdunWsW7eOoKAgAEqWLMnUqVNp2rSpfB0bNmxg586dPHjwgLi4OKKjo9HX1//hf8MnD58+Y+f+g/j4+fH2XTTzJk+gTvVq8vdnL13BifMXsixTtUJ5ls2aDkBySgrzVqzm6q3bFDIw4N9B/alcvpx83h37D/Am4i2jBvb7prgKVXDGqGKNLNOSYqII2usq/1u9cFGMKtdEw9gUqVRKUlQEr0/uQ5qWioKiEkVq/4G2lT1pHxJ4c+0ciaEv5csalKmMirYuETfO5ykeXaeymLfqhJaNI2qGRngtGs+7u1ezzGPZrg8mDVqipKVDnPdj/DYt5mP4a/n7ylo62PYahWHFGiCV8Pb2JQK2rECS9AEANWMTig2egrZtceIDfPBdM4ukyIyiayXGLeTNpRNE3b70xVh3HDvF1fsPCQ4LR01FlZL2tvRr9xeWprLukuGRb+k4ZnKOy04b1Je6VSoSG5/A/I1uPPT2xbxIYcb27oqDlaV8vuXuuyhqbES7po3ytP8+l5qayuFd23ny4B5v34SjoamFU5my/N2lO/qGhQDwefqEJdMm5rj8xAVLsLYvxtuIN2xZuYyXAX5Y2drTc9hIjAoXkc+3au4MnOs1pGL1GjmuJ68iIiNZ7bKeG7dvk/TxI+ZmZkyZMJ4Sjo4AbN/lwbZduwDo1qkTnTu0ly/71MuLhUuX4eqy7qe0PwU5ttTUVPa4u+F57w4R4WFoaGlRulwFOvTojWGhQvL54uNicXNZw4Pbt1FQVKCKc0269x+EuoYGAJFvwlm7ZCGBfi+wsXdg0OixGBfJ6O67cPoU6jRqTNUatb45xpvXrnD62FH8X7wgPi6Wpes2YGNnn2Weyf+O5NnjR1mmNW7ekoHDRwIQFxvLykXzefrIE1Mzc4aMHoOtvYN83vWrVmBiasqfbdvlKaZC5atjVKF6lmlJMe8I2u+WbV6zxn+hbWFDyLnDxL/0B0BRVR3TOn+gaWpBcmwM4VdPkxQVKV+mcPX6pMS9J/rp/TzFk5sTez14cPMaMVFvUVJWxsLGjhbtO2PtUEw+z+mDe3n24D4hLwNRVlZmgeuOLOtIiI9j+9qVvHj2FGNTUzr1H4KFja38/T2u6zEqbEL9Fn/+UKyfW7xgPkcOHWTI8BG069ARgOTkZBbOm8O1K1cwLFSIUf+OpVKmE7Zd27fx5s0bRoz+tpOwT2RtsSfB4eGoqahQ0t6Ofv+0lrfFACERkbjs3s8TX39SUlOpXLoEwzq3x1BPVxZjSgqLt2zn+sPHGOrpMqJrByqWdJIv73HyDBFR0Qzr0j7b9r/H8e1beHDlAo3bdaZqwyYZ21m9lDevgkmIi0VDUxMbp1I0aNMeHX0DAGLeRnJ4y3rCXgZiamXDnz37o2+UcbfUY9USyjrXxqli5TzFceTKDY5evcmbd9EAWJkWoWvTRlQpKWvXRi1fx+MXAVmWaVGzGiM6tgEgNiGRhe4eePr6Y1bYiH+7tMPBwkw+78rdBzAtVIh/Gtb5jr0kk5qaysEd7jy+f4/I9ONYibLlaNutBwaGGe3dmL49iYrMOoyhTdfuNG8jax/evnnDphVLCPL3w9rOnj7DR2NUJOM4tnz2dGrWb0Ql5+8/jp3a4cbDqxdp8E8nqjT4I8t7fk88uXb8MJEhr1BWUcHCwZG2A4cD8CEhnmNuG3np+xzDwkVo1rUPJpZW8mVP73JH38iYqo2aklcPnzxlx779+Lzw4+27d8yfOpk6zrL2LzU1lfVb3blx9x6hYeFoa2lRqXw5BvXqgXH6MSQ5OYV5y1dw5dYt2Xnn4EFUqVBevv7te/fzJjKC0YMGfvf+ysmHxEQ2rV/HjatXiX3/HhPTorRu25aWrf+Sz+OyaiVnTp5AXUOD3v0H0KBxxr6+fPEC506dYtaChT8lnj1XbuF29gp/Vq9I/2YNeBP9np5L1+c474T2rahVypG4xA8sOXCCx4HBFDU0YORfTbErmvFdW3P0LKaGevxdo0qO68mLswf38vj2DWKiolBSVsbc2obGbTtgaSc7Rvo/f8bG+TNzXHbwtDlY2NrzLjKCPRvWEBIUiJm1De36DcbQOKM4sdvSBVSsVZfSlb/eeyM3Dx48ZNv27Tz39ubt27csXriQunUz2oNt27fjvm07AN27daVL587y954+fcr8hQtxc3X9Jed1/0WSb3sw2P97O3bsYMiQITRo0ABFRUXatGnDypUr5e+npKTg4+NDYmJiluVcXV0xNzencePG2dapoqLCmjVrGDlyJFKpFHt7e5YuXUrfvn2/KTbxjQaaNGnCli1bSEpK4sSJEwwePBgVFRUmTJjww+tOSkrC2NiYyZMns2zZshzn2blzJ+PHj8fV1RVnZ2d8fX3p0aMHCgoKLF26FABzc3Pmz5+Pg4MDUqmUrVu38ueff/Lw4UNKliwJQGJiIk2aNKFJkyY/JfbPffz4EXsba1o0asCEOfNznKdaxQpMGpFR7V1FRUX+/4dPnsbHz48NSxZy6959pi1ayvEdW1FQUCA0/A1HTp3FdcWS74ot6V0kr07szZggkcj/V71wUcybtuWd5y0ibpxHKpGgXqgwpD/iUM+pDOpGRQg+sgMtc1tM6zfHf/taWfw6eug7luHlwW15jkVJTYP4ID/eXDiO05jsRdbM/uxM0aZt8V0zm48RYVi170upSUu5P6oL0pRkAIoNm4aqgRFPZ49AUUkZh0ETse8/Ft+VMwCw6TaU5OhIHo6dh1WHfth0HYL3UlnCx6h6A6RS6VeTSACPvH1pXb8OxW2tSUuTsGnfIcYuXsmWudPQUFPDuJAh+5cvyLLM0cvX2H3yDFXLyL5324+eJPHjRzbMmMiRC5dZvGU766fLkjpefgE8Dwhk6A9cuCQnJREc4E+Ltu0xt7YhMSEeD9eNrJk/m0kLZb8pu+KOLNrknmW5wx7b8X78CKv0E5K9bpvRNyxEt0HDOLxrG/u2ujJgjOx3cvf6VRQUFH84iRQbF0ffwUOoWL4cKxYuRF9fn1evX6OrowPAC39/1ru6snT+fKRIGT1uPFUrV8Lezo7U1FTmL1nCxH///SUnGwUttuSkJAL9X/BXx85Y2diSEB/P1vVrWTxzKnNXrJHPt3rRfGLevWPi7HmkpqWxfvliNq5aztCxss9u+6YNGBQyot/w0ezZ5sb2zRsYOXEqADevXEJBQeG7kkgASR8/4lSqNDXq1GXtstzbpkZNm9Oxe0/535m7Be/btYMPHz6weO16Th89wtplS1i8xgUAn+devPB+Tp9BQ74trui3vDq5L2NCpvbuE4OSFXJctlC5KiiqqBJ0aDv6TmUxqdGIl0d2AqBubIqGsQkRty5+Uzw5KWxalH969qVQ4SKkJCdz8cRR1s6dwZQVa9HR1QMgLTWV8tWcsSlWnFsXz2Vbx5mD+0j68IGx8xZz7expPDauZczcxQAEvvDhpd8L2vbo88OxZnbl0iW8nj3FyChrN/Cjhw/h4+3Nuo2buXXzBjOnT+Xw8ZOy41doKEePHGbjFrfv3u4jnxe0blCH4jZWsrZ4/2HGLlnFljlT0VBT40NSEmMXr8TOwpylY0cA4HrwKJNWrGXN5LEoKipy7PI1fF8Gs3ryGO48fsbs9a4cWLEQBQUFwiLfcvzydVymjf+BvZPB++E9QgL85MmhzKyLO1GzWSu09fSJi3nHub272Oeykp7jpwFwdu9OdPQNaNGtD5cO7+Psvl38M0B23vDs7i1QUMhzEgnA2ECfPn82w6ywEUjhzO17TF3vhsv4EVgXlSXimtWoSo/mGSfTaqqq8v/feeo8iUlJuIwfwZGrN1m2cx9rx8mSI16BL/EOesXgf1p/8z7KLDkpiZcB/rRs1xELGxsS4+PZuWk9K+fMZNqSFVnmbd2xC3UyJRXUNTTl/797yyb0CxVixpDhHNixjd1umxk8Tna8vXPtCooKCj+URPJ5eI+QQH+09fSzvef94C4nt2+hTuu2WBUvgTQtjcjQjBtgN04eJfnjR3pOnMnDy+c5ud2VnhNl5ywhAX6EBvrTqH2Xb4rn48ePONjY0KJxIybMmpP1vaQkfPz86dmpIw42NsTFx7PMZT1jp89kyyrZPj188iTefn5sXLqEm/fuMX3BIo577Eg/7wznyKlTbFm5IqdN/xCX1avwfHCf8VOmUsTElPt377By6RIKGRnhXLMWN69f48K5s8xbuoyQ169ZMm8ulapURU9fn4T4eLZs2MDCHG46fw/f12GcvPsImyIZbZqRng7bxw7KMt+pe4/Yf+0OlRxkyXqPyzf5kJTMyoHdOXHnISsOn2LlwO4AeL8Kxed1KAOaN/ih2IxNTGnVtSeGxkVITU7m6unjbF40hzELV6Ktq4uVQ3Emrcia8DpzYDf+Xk8xt7ED4LjHNvQMDGnbewBn9u/mhMd2ugyV1al5dPsGCgoKP5REAvjw8QMODg60atmSMePGZXnvxYsXuKzfwPKlS5FKpYwcPZpqVatib29Pamoqc+cvYNLECSKJJHw3Q0NDdu7cmev71tbWSKXZs3Nz585l7ty5OS7zKV/wo8RT25Cd9JuYmGBlZcXAgQNp2LAhR44cITo6mm7dumFgYICmpiZNmzblxYsX8uXc3NzQ19fn0KFDODg4oK6uzh9//MGrV6/k81hbW7NixQq6deuGnp5ejtu/ceMGNWrUoFOnTlhbW9O4cWM6duzInTt35PO0bNmSZs2a4eDgQLFixZgzZw7a2trcunVLPs+IESMYP3481apVy2kzP6x6pYr079ZFfjcoJyoqKhQyNJC/dHW05e8FvXpNzapVsLWypE2LZsS8f09MbCwAi9asY1DPbmhpaua26i+SSqWkfUjIeKX33AEoXK0e0U/v8+7RHZKjo0h5H01cgA9SSRoAqvqFiH/pT3J0FDFeD1HW0EJJXdbboUiNRkTeuYIkPcGTF9GetwjevZGou1dyfN+sWTteHdjKu3vXSAz2x3f1LFQNjChUWXaxq2FmhWH56vi5zCfez4tYn8f4uy7D2LkhqgZGAGiaWfHm0kk+hr8m4tIJNMysAVDS1MaqQ1/8N+ctIbfw32E0qeWMjVlR7C3NGd+nO2+i3uEbFCxbn6Iihvp6WV7X7ntSt3JFNNJ7ywWHhVG/amUsTIrQom4tgkNlPaNSU9NYunUno7p3Rknx+5saTS0tRk6bRaUatTAxM8e2mCOd+vTnpb+f/M6tsooKegYG8peWjg6P7tzGuX5DFBQUAAgPeU31evUpUrQo1es1IOy17HeamBDP4Z3b6NR3wHfH+In7jp0ULmzM1AkTKFnCCbOiplSrUhlzM9nd7aCXL3Gws6NyxQpUqVgRezs7goJl+3q7hwfly5SlhJPTlzbxPxObppYWk+YsoHqtOhQ1t8DB0YmeA4cQ6PeCt+mFBUOCg3l0/x59h4/C3tEJx5Kl6N5/MDevXOJdVJRsnlfB1G7QCFMzM+o0bERIevubEB/Pnm1u9PrGJE1mdRs2pn2XbpQtX/GL86mpq2FgaCh/aWppyd97HfySmnXrYWZuQaPmLXidvk9TU1NxWbGMAcNHoqSk9E1xSSUS0j4kZrySPmaNx9AYg9IVCb96OtuyqvqFiA3wISU2hvfeT1DVT+8NoaBIkRoNCL9xXp5k/xGVatameOmyGBUxwdTCkr+69uTjh0RCX2b09mz2T0fqNW9FUQurHNfxJuQ1FZxrUrioGc4NG/EmRHbRmpaayp5NLrTvPQBFxW/bd18SGRHBiqWLmTJ9ZraT/pdBQdSoVRsbW1v+btOWmOho3sfEALB04QIGDBqClpZ2DmvNm4Wjh9KkZvWMtrh3tyxt8dMX/oS/jWJcn27YWphha2HG+D7d8QkK5uFzH1mMoeE4lyuDjVlRWjeoQ0xcPO/j4gFY5r6Lfv/8hVZ6T74fERv9jlO73GndZyCKOXx3qzVqirmtPfqFjLCwK4Zzk5a8DvQnLTUVgLfhoZSpXotCRUwoW70Wb8NCAfiYmMClw/to2qn7N8VTvXQJqpZywrywMeZFjOnVqikaaqo8T993AOqqKhjq6cpfWhrq8veCwyOoV7Ec5kWMaV6zKsHhbwBITUtjxa79DO/w9w8dw0DW3v07Yw5VatbC1Mwcu+KOdOk3MMtxTB6rhgZ6Bobyl5p6Rqyhr19Ro14DihQ1o0b9hhnHsfh4DuzYRpd+WZMD3yIu+h1nd2+nVa/+KCll/f5L0tI4t2cH9du0p0Lt+hQqYoJRUTOcKmVcoL8NC8WpclUKFTGhXK16RIXLPte0tFRO7dxKk849UPzG/Vi9ciX69+hG3RrO2d7T1tJi5bw5NKxdCysLc0o5OTJ60EC8X/gRnn4MCXr1ilrVqmJrbUWbli2Ifv+emPey886Fq9YwqFdPtLS+77zzS7yePqFRk6aULV8BE1NTmrf6Ezs7e3yePwcgOOglZcuVp7ijE/UbNkJTS4vwsDAANq5bS8vWrSlc5OuFdL/mQ1IyC/cdY1jrP9DO9J1XUlTEUEc7y+uG1wtqlXJEQ02WZH0V+Y7apR0xNzKkSaVyvIp8B8h+F6uPnGFIq8Y//LsoV70mDiXLUKhwEYqYW9CiUzeSPnwg/JXsOKGsrIyOvr78pamtjdeDe1SsVVd+bhcZGkKFmnUwMjGlYs06RISGyP7tCQmc2b+bP7v1+qEYAWo4OzNo4ADq1aub7b2goJc4ONhTuXIlqlSpjL29PUFBsvi3bd9OhfLlKFmixA/HIAgFkUgk5UBDQ4Pk5GR69OjBvXv3OHLkCDdv3kQqldKsWTNSUlLk8yYmJjJnzhzc3d25fv06MTExdOjQ4Zu25+zszP379+WJo4CAAE6cOEGzZs1ynD8tLQ0PDw8SEhKoXj33pE5+ePjkKc06daNDv4EsWrOO9+mJIgAHW2seez0nKSmJWw8eYmRogL6uLqcvXkJVVfWLCaqvUdXVx67TQGza98W0XnOUtWS9LJTUNdEoUpS0j4lYtuqEXedBWLTogEaRjG7rSVGRaJiYoaCkjJa5NakJ8aR9/ICOnROStFTig17kttlvpla4KKoGRsQ8vieflvYhgTg/L3SLlQJAt1gpUuNjiQ/IeOxjzJN7IJWgYy87GCW89EO/TCVQUEC/bBUSg/0AsOk6mLDTB0iOynpimlcJH2QJON1cTqx8gl7iF/yKZrUz7njaWZjz4Lk3aWlp3H3ihW36kACPE6cp51iM4jY5XyT+iMSERBQUFNDM5cLt0d3bxMfHUaN+Q/k0cysbnj/2RCKR4PXoIeZWNgDsc99C3abNMTT6eiG6r7l6/TpOxR0ZP3Uqf7T6ky69e3Po6FH5+/a2tgS/ekX4mzeEhYcT/OoVdjY2vA4J4eiJkwzo+3N7V/xXYvskMSFB9rlqyxIxvt5eaGlpY5dpOFTp8hVQUFDA30d2Qm5pY8tTz4dIJBIeP7iPpbXsc93hupFGzVtRKFMX91/lyoXzdGvbmmF9e7Ft80aSPmYkdqxt7Xji+ZC0tDQ8793FylZ2t/fgHg9KlS2LfbHi37w9VV0D7Dr0w+afXpjWaSpv7wAUlJQxrduMiBsXSPuQmG3ZpHeRaJpagIICWuZWJEXLhrUZlqlEYthrkt6++eZ4viY1NYUb58+goamJmZV1npcramWN77MnpKWl8fyRJ0XTh8mcO3oQ+xKlsPxsmOGPkEgkzJ45nQ6du2Bja5vtfTt7e5488iTp40fu3L5NISMj9PT1OXP6FKpqqtSuW/enxQLZ2+KU1FRQUEAlU4JLVUUZBQUFnryQDVu0szDnyQt/kpKTufvUi0L6eujpaHP25h1UVVSoVbHcD8cllUg47OpC9T+aU7io+Vfn/5AQz9M7N7CwdUApPfYi5pYEPn+KVCIhwOsJRcwtADi3z4NKdRuil2mo17dKk0i4eM+Tj8nJlMh07Dl/9yF/j51Gn9mL2XT4BB+TM24O2Zqb8tDHj7S0NO55+WJjZgrA7rOXKFvMjuJWFt8dz5ckJibkeBw7cWAvQ7t2YPrIoZw8uJ+0tDT5exY2Nng9kh3Hnnk+wNzaGoA9W12p37Q5hnkoqJoTqUTCUbcNVG3UDOMcPtfw4CDiYqJRUFDAdc4UVo4dxu5Vi4kMyeiRVMTcgpfeXkjS0gjweoKxmWy/3Tp9AstijpimH3N/pfj0Y4hO+j61t7Hl0VMvPiYlcfv+A4wMDdHX0+X0hYuoqarmmKD6GUqUKs3N69d4GxmJVCrF88F9Xr8KpmJl2TAwW3t7fH28iYuLxdfHm+SkJIqam/H08SNe+PrQuu0/PyWOtcfOUqWYLeXtrL8434uQcALCI2hcsYx8mo2JMY8CgklLk/DALxAbE9l3a9/VO5S2saBY+u/kZ0lNTeXOxfOoa2piapnzeaPXw/skxsdRqVZd+TRTCyv8nj1BIpHg+/Qxphay0gondm+neoPG6Bcy+qlxfs7e3o7g4FeEh4cTFhZGcHAwdna2vH79mqNHjzFwwI/fpBSEgkr0s8tEKpVy/vx5Tp8+TdOmTTl06BDXr1/H2Vl2oNmxYwcWFhYcOnSIf/6RNfIpKSmsXr1aXjl969atODk5cefOnSwFr76kU6dOvH37lpo1ayKVSklNTWXAgAFMnJi15suTJ0+oXr06Hz9+RFtbm4MHD1KiAGW5q1YsTx3nahQ1KcLrsHDWb93GqGkz2bB4AUpKSrRo1BC/wCA6DRyCnq4us8aPJS4+no3bd7Fm/mzWu2/n3JWrmJmaMGn4MIyN8nYy+TEijLDLJ0l5H42SphZGFZyxbNmRwP1bUEkfQmFUoQYRty+RFBWBrkNJzJu3I2jfFtldeZ8nqBkaY/1PT9I+fiD0/BEU1dQxqlSTV8c8MKpUEx1bR1LiYgi/fIrUxPjv3keq+oYAJL9/l2V68vt3qKT3DFDRL0RybEzWBSVppMTHoZK+fKD7auz7jaXSmn0kvvTHb8NCdJ3KomXlQND2tRQfORMdW0eiH98lwHUZ0rTUr8YmkUhYvXMvpRzssDE3y3GeE1euY1XUhFIOdvJpHZs3YZn7TjqPnUIRo0KM6dWV1+FvOH39FqunjGWp2w7uPXtOMWtL/u3ZFW3NH7sjnpKczIHtblSuWRuNXHqwXT9/lpJly2OQ6QSibfdebF+/mgkDe2NuZU2X/kPwffaUV4EBtOnSg/WL5/PS348S5crToVc/lDMNy8yrkLAwDhw+TKd2/9CzSxe8vL1ZsmIlysoqtGjaBBtrawb268uQUaMBGNS/HzbW1gweOYqhAwdw684dNm5xQ1lZiVFDh1GhXNnv20n/sdhAVoNm15ZNONepi6amLJH0Pjoa3c/qvCkpKaGto0NMtKweSpfe/di0egXDenXF0tqWPkOG8/zpY14G+NOpZ2+Wz5tN4AtfSleoSI/+g77rc/2S2vUaYFykCIaFChEUEMC2zRsIef2K8dNkdR3+7tCR9SuXM7B7Z4yLmDBk1L+Ehrzm4tkzzF+xinUrlvHo/j3sihVj0MjRX+3V8jEyjLArpzLau/LVsWzRnsADW5GmpFC4Wl0+RIQSH+yf4/LvHt2hSI2G2LbrTUpcLOFXz6Ciq4+eQ0leHt1FEecGaJpZ8fHtG95cO/tNvTE/9/T+XdxWLiUlOQldfQMGTZqOtq5unpdv9Off7Nm0npnDB2JobEzH/kOICAvlzuWLjJo1n92b1uH9+BEWtnZ07DcIDU2tr680Fzu3uaOkpETbdjkPw23eshX+fn507dQBfX19ZsyeQ1xsLK4bN7BizTo2rnfhwtmzFDU3Y/zEyRgX/v4EpkQiYfWurG1xCVsbNNRU2bD3IH3atEaKlI17DyGRSIiKeQ9As1rOBLx+TY9JM9HT1mbawD7EJSTidvAoy8aNZPP+w1y4c5+ixkaM7d0NYwP9b47t+uljKCoqUaV+9poLmZ3b78G9i2dJSU7GzNaeDkMyHoncsG1HTmzfwsoJoyhibkGzLj156etN+KuXNGjTnn3rVxH2MhDbEqVp0qGrPAH1JQEhYQxbvJrk1FQ01FSZ3rc7Vqayei71K5WniKEBhfR0CQwJY+PhE7x+E8n0frKeTx0a12OFxwG6TpuPSSFD/u3cjtcRkZy5fY+Vo4ewfNd+7j33pZilOaM6t0X7J/TqSklOZt/WLVStVSfLcaxhi1ZY2dqhpaODn/dz9m9z4330Ozr0ktWtaN+jN1vXrWZsv16YW1vTfeAQfJ49JTgwgLbderJ24TyC/F9QqlwFOvXpn+f27uaZ4ygoKlKpfs61DGPeyhLOV48dokHbjugVMuLOuVPsWDqP/jMXoKGlTbUmLTi9cyvrpoxBr5ARzbv25t2bcJ7cuka3sVM5tcONwOdPMbG0pmnXXlmG7P0MScnJrHXdQqO6deS9jFr+0Qi/wEA69RuIvq4usyeOJzY+no3btrNm4XzWu7lz9vIVzE1NmThqOIWNfk7SYfCIkSxftICOf7dGSUkJRUVFRo4dR5ly5QCoXLUqDRr/wZC+fVBVU2PMpMmoq2uwYslixkycxNFDBzm8fx+6evqMHDsWa5vsye2vufz4OX6hb1gx4OuP/T7z4DEWxoUoYZlx7teudjVWHzlDr2UbKGKgy4jWTQiJesc5z6cs7deFVUdO89AvCPuiJgxv3QQt9bw/6Smz55732bV2BSnJyejo6dN7zCS0dHI+Tty7coFipctmSTY369CVg24bWTB6CKYWVvzVoy8B3l6EBQfRtF1ndqxeRkhQAA6lytCyS8+fPsTMxsaGQQMHMmjIUAAGDxokmzZ4CMOGDuXmrVts2LgJZWVl/h01igqZanT9f5XTMCzhv0kkkoBjx46hra1NSkoKEomETp068ffff3Ps2LEsj9YrVKgQxYsX53l611SQdbusXDljLL+joyP6+vo8f/48z4mkS5cuMXfuXNauXUvVqlXx8/Nj+PDhzJo1iylTpsjnK168OJ6enrx//559+/bRvXt3Ll++/EPJpKSkJJKSkj6bloyammouS+SuUZ3a8v+3s7bG3tqaf/r05+GTp1QqV1bWiA7KmpmfvWwF/7Rqga9/AFdu3cZ99Qp27DvAsvUbmTspb7UcEl4HZvzxLpLXEWHYduyPrq0jSdGy4S8xzx8R6/sUgMioCLSKWqFXvDRv714FqYSIG+fgRsZqTGo3IfrpfdQKFUbbyp6gA1sxLFOFws4NCD13+Jv3zc+WHP0WrwVj5X8rKKtQctIyfNfMxqJND9I+JHJ/REdKTlyKSaPWhJ3a94W1yazY5kHg6xBWTRqT4/tJycmcv3mXbq2y9pTT1tRgyoDeWaaNWrCM/u3/5tzNO4RFvsV93gwWb9mG++HjDOrY9otx3L5yie3rM2rkDJs0HYcSsnpMqamprF+yAKlUSudcuvBHR73l2aOH9Bs1Nst0g0KFGDpxmvzvlJQUVsyaSs+hIzm+bzfqGprMXOXCytnTuHL2FPWbtfxinDmRSCQ4FS/OoH6ygvHFixXDPzCQA0cO06KpbCxymz//pM2fGcWBj508haamBqVLluSfLl1xW7+eiMgIJs+YwaHdHqiqfvtvsSDGdu3ieTatzqhFMX7GHBxLlQZkn+uKebORAr0GD8tlDTkzNDJi7PRZ8r9TUpKZN3UCA0eO4aDHTjQ0NFiywZX5Uydy7uRxmrRqneN6Lp8/h8uKpfK/p8yZT4nSZXKcN7PGzVvI/9/KxhYDQ0OmjfuXsNAQTIuaoaWlzagJWQvWTxkziu59+3Pl/HnehIWy2nUra5ctYc/2bfTs/+WirwmvgzL+iH7L68hwbNv3QdemOKkfE9E0tSDo0PZcl5ekJBN2KesTPMybtiXyzhV07ZxQ0dUjcJ8bJjUbUah8NSLv5DxEN7O71y6ze6OL/O+B46dg51QCh5KlGbdgKfFxsdw8f5YtyxczevYCdHKov5ITDU0tug8blWXaqllT+LNLd+5du8LbN2+YvHQ1uzas5dT+PfzVtWcua8rqzOlTLFmQUedvweKl7Nuzm01u7vLhEp9TVlZm1Jisbcq82TNp8087Xvj6cO3KZVy3bWfX9m2sWLaE2fMW5LievFix3YPA16GsmphRuFtfV4dpg/qy3H0XB87Jan81qFoJBysLFBUV0mNUYkTXjlnWtWCzO381rMeL4Fdce/iITTMn4XHiDKt27GbmkP5fjOPJ7esc375F/nfHIaO5c/4MfSfPynU/feLcuDnla9bhfdRbrhw9xGHX9XQYOhoFBQV0DQzpMHS0fN7UlBR2rljInz37c/X4YdTU1Rk0cyE7Vy7i/pULX01aAVgUMWb9hJEkfPzIlYePWbhtN0tHDMTKtAgtamYM97c1M8VQT5cxK9cTGvmWosZGaGtoMKln5yzr+3eFC/1aN+fC3YeEvY3CbdpYlu7Yy/YT5xjQ5uvHhpuXL+K+brX875FTZlCspKzXcWpqKusWzUMKdB0wOMtyf/yZUYzZwtoGZWVl3Netpk3XHqioqGBQyIgRk6fL50lJSWHpjKn0HjaSY3s9UNfQYO6aDSybMZVLp0/SsEWrbLE9vX2DUzvd5H+3GzyKexfO0nPijFw/108Xfs5NW+JYQXbO27xbH1ZPGIn3/buUr10PdQ1N/uydtf3auWw+9f/uwLM7N4h+G0G/GfM5uW0L148fpkHbjtm2871SU1OZPGceUimMHZKxT5WVlRkzJOu5wuwly/jnz1b4+vlz5eYttq1bzfa9+1i2bj3zpkz65m2fP3Oa5YsXyf+eu2gx3l5ePH/2jJnzF1CkiAmPH3myKr1GUoVKsv3XrVdvuvXKOHfatsWVChUroaykzE73rWxwc+fWjRssnD2btZtds233SyLfx7L+xHnm9GiHqsqXL/WSUlK49Pg5HetmHRWgpa7GuHZZv+vjXT3o/UddLj7yIvzdezYM78PKw6fZefE6fZvW/+J2Ht64ykG3jfK/e46egE1xJ+ycSjJs1kIS42K5c/kCO9csZ/C0OWjrZi0H8v5dFL5PHtFp8Mgs0/UMDekxKqNuUWpKCq6L5/BP38FcOHIANQ0NRs9fhuuSedy+eJYa31DsPa/atvmbtm3+lv997NhxNDU1KV26FG3+aYe72xYiIiKYOHkyRw4d/GnndYKQ30QiCahXrx7r1q1DVVWVokWLoqyszJEjR37b9qdMmULXrl3p00c2dKR06dIkJCTQr18/Jk2aJB9Trqqqir29rCt/xYoVuXv3LitWrGD9+pyfvJAX8+bNY8aMGVmmjRk6mHHDvr+uyCdmpibo6+ryOiyMSjn0Xrj/6DGBwa+YMGwIq13dcK4kq7tTv1ZN9h3L+QlceSFJTpL18NHVJzFUViMhOSYqyzxJMVGoaOd8x0PD1AJVAyPCr57GuGpdEl4FIk1NIS7QG4OSP3bikxwj64mkqmdISqaYVPUMSUgfQpcSE4Wqrn7WBRWVUNHWISUma0+mTyz+6kbM4zskBPqg138cL3dvRJqWRtSdy+iVqvjVRNKKbbu4+egJKyaMxtgwe/FUgMt3H5CUnEzjGl+uwXXy6g20NTWoWaEcU1e5UKNCWZSVlahTuSJbDh794rIAZStXwSbTUKZPT2ZLTU1lw5IFvIuMYNSMObn3RrpwDm1tHcp+pbjiyf17KFG2PFZ29rivW0Xrjl1RVlamfFVnvJ88+q5EklGhQtikDzX4xNrKiouXc74Yj4mJYZObG+tXreSZ13Mszc2xtJC9UlNTCX71Cns7uxyX/a/FVrFqdeyLO8r/NkzvLZaamsqK+bN5GxnB5LkL5b2RAPQMDIhNr0PzSVpaGvFxcegb5Pw9PbTbgzLlK2LrUIyNq5bTrmsPlJWVqeJck2ePPHNNJFWp7kwxx4waUIbfeWf60zrCQ0MxLZq9Z9/50yfR0tamqnMN5s+YSlXnmigrK+Ncuw67tm7JNv/XyNq7aFR09VE1MEJFVx+HrlkvTovWb8mHNyFZH0iQTtehJJLkJOKD/SnaoKXs6W5SCXFBvhhVyNuwj9IVq2Btn/Gb1TOU9ZxUU1fH2MQUYxNTbByKM2vEIG5ePE/j1m2++d8JcOvSeTQ0tShTqSqblsynTOWqKCkrU76aM8f37srzemrWrEWJ9OQ0wKUL54mOjuafvzKSqGlpaaxdtZJ9u3ez5+ChbOt4cP8egQGBjJ0wiXWrV1GtujMaGhrUa9CQA/uy7+e8WrHNg5ueT1kxYVS2trhyqRLsWDiL93HxKCkpoq2pyd/Dx2FqnPN39eFzH4JCQvm3Zxdcdh+gaplSaKipUbdKRQ7Nu/zVWIqVrYCZTcbwQa/7t0mIi2XF+BHyaVKJhLN7d3L7/GmGzct4oIimjg6aOjoUKmKKkakZK8YNJyTAD3M7Bz537eQRbEuUxtTKhmPum6nbui1Kyso4lq9EkLdXnhJJKsrKsmLbQDFLc3xevuLAxauM7JT9xoWjtWzoS0hkFEVz2Henbt5FW0ODGmVLMX3DVpzLlkJZSYnaFcqy9Vj2umM5KVelKraZhq0aZDqOrVs0n7eRkYydOTfX49gntsWKk5aWxtuIN5iaZR9ydnzfbkqWK4+1vQNua1fxdyfZcaxCdWe8Hz/KMZHkULY8RW0y2m7vB3dIiItlzcSMpK1UIuHCvl3cO3+GQXOXyItvG5lmtGnKKiroGxkT+y7r+dUnj29cQU1Dk2LlKrDfZSXFylZESUkZx4qVuXr0wBf/3d8iNTWVSXPnEx4RyeoFc79Y8+j+o0cEvAxmwohhrN7kSvXKldBQV6dBrVrsO3Lsu7ZfvWZNHDO1J0bGxowdMZzpc+ZRNX1Eg629Pf4vXrB31y55Iimz4JcvOXfmNC6bt3DqxHFKly2HvoEBderXZ8n8uSQmJmQ5Nn7Ni5A3xCQkMnTdVvk0iUTK05evOHr7AYenjZbXN7r2zJeklBQalCv1xXWeefAEbXU1qjs5MHvnQao7OaCspETNksXZfuHaV2MqUb4SFpl+/3oGsuOEqpo6RkVMoIgJlvbFWDR2OHcvX6Bey7+yLH/v6iU0tXUo8ZWahRePHsShVFnMbWw5sGU9jdt0QElZmVIVq+D3/OkvSSRlFhMTw8ZNm9iw3oWnz55haWkpf6WmphIcHCy/lhOE/zqRSAK0tLSy/aidnJxITU3l9u3b8qFtUVFR+Pj4ZOkBlJqayr179+S9j3x8fIiJicHpG4rSJiYmZitA+Kn46pe6/0kkkmy9ib7VhAkTGDUq6x3f+FdBP7TOTyLevuV9XByFcrjgS0pOZsm69UwbMxolJSUkEgmp6f/W1NRUJDk8hSivFJRVUNXRJzbRi5S496QkxKGilzUGVT0DEl4FZl9WSYkiNRoSdvE4SKUoKCggTf9sFBSU4Ct3Yb8mKSKU5Oi36JeuSMJLWeJISUMTHfsShJ05CECs71OUtXXRsilOQqCsiKp+qYqgoEicn1e2dWqYWWFcsxEPx/aQxamoiEL690dBSRmFLxRDlEqlrNzuwbX7niwbPyrXCxKQDWtzLl8GfV2dXOeJiY3D/fBxVk6S3UlPk0hITa/vkJaWlqfPVV1DM1uX909JpIiwUEbPmIt2Lt2epVIpNy6co1rdel/svhz2+hV3rl5myhLZ4zOlEglp6cP/0tK+//tXpnQpXr4KzjIt+NVrTDI9njmzZatX07HdPxQpXBgvb29SMw1BzOv++q/EpqGpme2i6VMSKTw0hCnzFqHz2bCnYo4lSEiIJ+CFL7bpycVnjx4ilUqxK569jQ0JDubG5QvMW7UOkLWRnwr8ytqVtGzLfCm+7xEYIBtSZpCeTMnsfUwMe7ZvY+6yFfL4Pu3XtO9s9xSUVVDV1SfW7zlxgT68932S5X2bv7sTcfsyCTkMdVNS16BQ+Wq8OrY7fWUK8Km9U1TMc3unrqGBeh6G+0gkElIz1Rj8FnGx7zm1fw8jZsyVr+vTZ5uWlob0G/adppZWloLoLVv/hXPNrE/2+3fEcBo3bUqzTD3OPklKSmLZ4kVMmT4TJSUl0iRp8mP19x6/ZG3xbq498GTZuC+3xXrpD7F44OVNTFwczuWy95xLTklhxXYPJvXrhZKiYnpMshjT0tJIy0OMauoaqKlnfK4VatWjWJmswzJ2rlhE6Wo1KOtc+/PFM/5t6dtKTc0+xDoyLIRnd27Sd8psACRSCZL0Y4bkB9pAqVQqqyuVA//XsmK8hfSyH8ti4uLZfvIsy0fJkrFpEom8RtG3tHsaGppo5HAcW7doPhFhoYyZNS9PwzyDAwNQUFREN4eHtYS+CubWlcvMWLYKSP9N5KE9+fxzLVezHg6ls36uHisXUapaDcpUl/0uTCytUVJW4d2bMCzSk8Zpaam8j3qLbqHsZQgS42K5dvwwXf+V9fCRSj7/XH/O0JZPSaTXIaGsXjAPvS/s06TkZBavWcf0sWPk553S9N9E6g8c9zU1tbIkeRISEkhNTUVBMWv7qaSkhESafRtSqZTlixYyYMhQNDQ1kaSlZbRt6f+VpH1bbOXsLFk7JGsPzWUHT2JuZMg/tapmKZJ95v5jqha3R+8LCbj3CYnsuniDRX07yeKRSklNP56mpkny9HmqaWiglofjhFQizdZWSKVS7l+9RIUatb841DUi9DWet64zfJasR6jks3O7bzlOfK8ly5bRsWNHihQpgpfX8yz/lry2vYLwXyESSblwcHDgzz//pG/fvqxfvx4dHR3Gjx+PmZkZf2Ya+qGiosLQoUNZuXIlysrKDBkyhGrVqmUZ1ubp6QlAfHw8kZGReHp6oqqqKk9ItWzZkqVLl1K+fHn50LYpU6bQsmVLeUJpwoQJNG3aFEtLS+Li4ti5cyeXLl3i9OmMu2Ph4eGEh4fj5ycrvPzkyRN0dHSwtLTEMIeLGpA9sS7zo6oBUnIZ1pb44QOvQ8Pkf4eFv8HXPwBdHR10dbRx3elB3RrOFDLQJyQsnDWuWzE3NaVqxeyPod6yazfVK1WiuJ1s3HeZEk6s3uxG80YN2X/sOKWdHLMtkxvjqnWJf+lHSnwsypraGFWsgVQqJc5fNgQx+vFdClWsQdK7SHmNJFV9Q0LPZe91Vqh8dRJeBZKUXqz6w5sQjKvUIdb3Kfoly/PhTchX41FU00DDJOPOoXrhomhZOZAaH0tS1BtCTuzB4u/ufAh7zceIUKw69CU5+i1Rd6/KthnykncPb+LQfxx+GxehoKyMXa+RRN44R3L022zbs+83joCtK5GkP7kp1ucJJg1a8SHsFYVrNyHyevbHan+yfNsuzt+8y+zhA9FUV+ddeq0NLU2NLI9HDnkTwWNfP+aP/HJPtdU799CuSUOM05OHpRzsOHvjNpVLleDY5atZaivlVWpqKusXzyc4wJ8hE6cikUh4n14fR0tbO0sNCO8nj3kb8YaaDXK/gy2VStnmspp2PfvIn4Zj5+jE1XOnKVLUjJuXLlClZp1vjhOg0z//0HvQYLZs20bDevV49vw5h44eZeK//2ab9/bduwS/es209FpoJRwdefkymBu3bvEmIgJFJSUsLS2/K47/QmypqaksnzuLQP8XjJ02C0mahJh3sh532jo6KKuoYGZpSdmKldi4ajm9Bw8jLS2NLevWUL12XQw/u3iRSqVsXL2crn0HoJ5+kVTMqQQXTp/E1MycqxfO4Vyn7jfFGBcby9vICN5FyX53n54Ip28gezpbWGgIVy9coGKVqujo6hIU6I+ry1pKlC6DtW3277rrujX82fYfCqUXdncqWYrL585SrmIlzpw4hmPJL98RBjCuUpv44ID09k5WE04qkRAX4E3axw85FthOTYglJT422/TCVesS/eS+vO7bxzeh6Nk5kfj6JXrFy/DhTWjed1YmSR8/cubgPkpVqoyevgHxcXFcPXOC99HvKF8to5fTu7eRJMbH8y4qEolEwusgWXLf2MQky4UuwIGtrtRv/qe8h6JtcSfuXruMY9ly3Dh/BpvieT9mfE5PTy/bU1WVlZUxNDTE0ip70Vf3La5Uq+5MseKyHielS5dl3ZpVNGvRggP79lKqzNeHRH5u+TYPzt+6y+xhA9DUUOPd+/S2WCOjLT559QZWRU3Q09HByy+A1Tv30rZxfSxNsz/dyf3ICaqWLoVDeqHoUg52rN9zgCY1q3Pw3KXvaos1tXXQ1M6afFFUUkJbVw8jE1nh3ZAAP0KDArFwKIa6phbRkW+4dHg/BsaFMbfNesNOKpVyfJsrjdp1RlVN1hZb2BXj4dVLGBYx4fHNa5Ss8vWHcGw6fIIqJRwpbKhP4sckLtx7yKMXAcwf3IfQyLdcuPeQKiWd0NXSJCAkjHX7j1DG3hZbs6LZ1rV23xHa1q+Dkb7s+1DKzppzdx5Q0akYx6/dpuRXihbnJjU1lbUL5/LS35/hk6chlaTxPlrW3mlpy9o7P+/nBPj64Fi6DOoaGvj7eOPhupHqdeqh9dl+l0qlbF27mg69+sqPYw6OTlw+KzuO3bh0gaq18nYc09TWRlM7a202JSVltHT1KJT+uappaFC+dj2uHj2IjoEheoZG3D4rGyLrWCF7GYeze3ZSpWETdNJ7nZjbOfD09nVsSpTi4dVLOfZMy4nsvDOjHQoND8fX3x9dHR2MDA2ZOHsuPn7+LJ45DYkkjaj0Y4iujg4qn9WH2rJzF9UrV6K4vey7X7pkCdZs2kyLRo3Yd+QYZUr8nKeSamlpUaZceTauXYOamhqFi5jw2PMhZ0+dZMCQ7EO3Tx49ir6+PtVr1ASgZOkyuG9xxevZU+7euoWVtTXaOrnfwMuJppoa1kWyFl5XV1FBV1Mjy/TQqGievnzFjK5fLjmw/sR5/q5RGaP0G4lOlmZc8HxGBTsbTt17hJNlznU1vyQ56SMXjhykRPmK6OgbkBAXx83zp4mNeUeZyll7vvt7PeVdZASV6+Q+fE4qlXJgy0ZadOomb0+sHYpz99IFjE1MeXD9CmWr1ch1+S9JTEzk1euMwvIhoaH4+Pqip6uLiUlG+3vr9m2Cg18xY5qsjEKJEk68fPmS6zdu8ObNGxQVFbH6ied1/1WiRtL/DpFI+oItW7YwfPhwWrRoQXJyMrVr1+bEiRNZDk6ampqMGzeOTp06ERISQq1atdi8eXOW9ZQvn3Gn5/79++zcuRMrKyuCgoIAmDx5MgoKCkyePJmQkBCMjY1p2bIlc+bMkS8XERFBt27dCAsLQ09PjzJlynD69GkaNcoojOji4pJlmFrt2rXl/44ePXr88P7wfuHHkEy1PlZuko3ZbtagPmMGD8AvKIgT5y8Sn5CAkaEhVcqXo1/Xzqh+djD3D3rJhWvX2bpquXxavRrOPHj8lIFjJ2BpbsaMMaPJK2UtbYrWb4miujppHz7w4c1rgg/vIO2j7Kk30U/vo6CkROFq9VBSUyfpXSSvT+wlJS4my3pUDYzQsXUk6EBGV+C4AB80TC2waNmR5Jh3hF38etdnHTtHSk/PqI1g21124vDm0glerJ1DyOEdKKlpYN9/LMqa2sR6P+bp3NFIMxW19V05A9veoyg1dSVIJUTdvoS/6/LPN4VJwz9Jef+O6AcZBZ6C926m+LDplJ2zkehHtwg7vT/XWI9ckA1rGjl/aZbp43p3o0mtjAu+E1dvYGygT6VSuZ9o3XnyjJCISCb2y7gL9leDevgEvmTQzAU42lrTvXXzXJfPTcy7KB7dvQ3ArNFZT8JGz5hL8fQ6OwDXz5/BrrgTpua5P2XnytlT6OrpU6ZSxslvy/ad2LRsMfPGj6ZkuQrUbZrzExO/poSTEwvnzGbt+g1s3upOURMTRg0dQpPGWQuYfkxKYtHyFcydPk3eG7FI4cKMHjGcmfMXoKqiwrSJE1BX+77ilf+F2KKj3nL/9k0Axg/NWldjyrxFlCgjGw47ZMx4tqxbw5xJ41BQUKBKjVr06J+9Ptb5U8fR09enQpWME9C2nbuyeuF8powaRpmKlWjcPPswjy+5e+sGqxYvlP+9ZK6sFlP7Lt3o0K0HKsoqPHp4n6MH95P08QNGxoWpXrM2/3Tqkm1dD+/dJSw0hOHjJsinNWvVGj9fH8YNG4xDcUfad/l6UVRlLW2K1m0ma+8+fuDDmxCCj+6St3d5pWlmhYquPmGXT8qnRXt5omZUBMtWHfkYGU7Uw5vftM5PFBUVeRP6mjtLLxIfF4uWjg6WtvYMnz5H/kQdgBN7dnHnykX53wvHy3rHDp0yC4dMSbXnjx7yNjyMroOHy6fV/qMZwQF+LJk8Dis7B5q2yblI9s8W4O/PhfPncHXPqENVt359PB8+YMiA/lhYWjF1xsxvXu+Ri+lt8YJlWaaP692NJjVlyZRX4W/YuO8wcQkJmBgVonPLJvzTuEG2dQW+DuHSnftsnJlR76VOpfJ4evsyfN4SLEyKMLn/jz8SOyfKqmp4P7zL5aMHSE5KQkdPD7tSZajZbEi2ws8PrlxES1cvSy+nOi3/4uCmdbjOm45dyTJUrtvw801kExMXzwJ3D97FxqKlro6NmSnzB/eholMxIqJjeODtx/6L1/iYlExhA31qlStN5ybZ13vXy4fQyLeM757x5N0/69TA5+Vrhi5aRXErC7o2+/owuxxjjIrC847sODZ95NAs742dNQ/H0mVQUVHhzrUrHPbYSWpqCkaFi9C4ZWsa//lXtvVdPnMKXX19ylXOOI792aEz65cuZPbYUZQqX5H6zb79ePsl9du0R1FRkaNbNpCakkxRazs6jRyHhlbWIVcBz54QHfmGVj37yadVrNeQsJeBbF0wg6LWttRs3jpP2/T2fcHgTG3myg2bAGjWsAF9unTm6i3ZPu02KOs+XbNgHhXKZiR0/YOCOH/lGu5rV2X8e2rW4OHjxwz4dyyW5ubMGJ9zfcjvMWn6DDavd2HezBnExcZSxMSEnn3706J16yzzRb97x85tW1m+LqPGnGOJErRt34HJY8egb2DA2ImT+VXOPHiCka4OFexyf6Le/ReBhL6L4d82Gb0zW1atwIuQcEZu2EZxM1M61/v2p98pKCgSGRbC9muXSYiPQ1NbB3MbO/pPnC5/kuMnd69cxMq+GIVzGC7+yZ1L59DW1cOpXMbQt4Z//YPHupWsmTGZYqXLUr3BH98cJ4DX8+cMGJhx3rFs+XIAWjRvzvRpUwH4+PEjCxctZt7cORnnTkWKMGb0aGbOnIWKqiozpk1FPT3xKwj/CxSkIi343dzc3BgxYgQxn9Xw+K+L8vP++kz55O3Fr9fYyU+RZw/ldwi5sh05O79DyNULnW+/m/U7lTPO+5OmhKz8435s+O2vpP6VIqT5Tenc7vwOIVdBFZrkdwhfVM4qe2+TgiLN+0F+h/BFF1K+/OTA/FQnJTy/Q8hVsFnBeYpuTl6EZ+/RXFC0sv61j2j/UfFa+vkdQq5SLuX/A2C+5LHll2sa5aeGTtb5HcIX5fXBFP81/dcX3HObH7G+/++5oVWQ5F48RRAEQRAEQRAEQRAEQRAyEYkkQRAEQRAEQRAEQRAEIU9EIukH9OjR439uWJsgCIIgCIIgCIIg/GwSqfR/8vX/kUgkCYIgCIIgCIIgCIIgCHkiEkmCIAiCIAiCIAiCIAhCnohEkiAIgiAIgiAIgiAIgpAnBfvZx4IgCIIgCIIgCIIg/Of9/6wm9L9J9EgSBEEQBEEQBEEQBEEQ8kQkkgRBEARBEARBEARBEIQ8EYkkQRAEQRAEQRAEQRAEIU9EjSRBEARBEARBEARBEH4pqVRUSfpfIXokCYIgCIIgCIIgCIIgCHkiEkmCIAiCIAiCIAiCIAhCnohEkiAIgiAIgiAIgiAIgpAnokaSIAiCIAiCIAiCIAi/lETUSPqfoSAVFa+EXyQpKYl58+YxYcIE1NTU8jucbApyfAU5NijY8RXk2KBgx1eQY4OCHZ+I7fsV5PgKcmxQsOMryLFBwY6vIMcGBTu+ghwbFOz4RGzfr6DHV5D0XLszv0P4JbYM6pTfIfx2IpEk/DKxsbHo6enx/v17dHV18zucbApyfAU5NijY8RXk2KBgx1eQY4OCHZ+I7fsV5PgKcmxQsOMryLFBwY6vIMcGBTu+ghwbFOz4RGzfr6DHV5CIRNL/DlEjSRAEQRAEQRAEQRAEQcgTUSNJEARBEARBEARBEIRfSgyG+t8heiQJgiAIgiAIgiAIgiAIeSISScIvo6amxrRp0wps0bmCHF9Bjg0KdnwFOTYo2PEV5NigYMcnYvt+BTm+ghwbFOz4CnJsULDjK8ixQcGOryDHBgU7PhHb9yvo8QnCryCKbQuCIAiCIAiCIAiC8Ev1WLMjv0P4JdwGd87vEH470SNJEARBEARBEARBEARByBNRbFsQBEEQBEEQBEEQhF9KIsZC/c8QPZIEQRAEQRAEQRAEQRCEPBGJJOG3E2W5BEEQBEEQBEEQBOG/SSSShN8mMTERAAUFBXx9ffM5GkH4NiIBKvws4rv0bSQSSbZpYh/+78v8GcfFxeVjJML3yPz5id/r/0/icxeE/20ikST8Nvv372fw4MGcPXuWFi1aEBgYmN8hfdHnB8D/4gExLi6OK1euAHD69GmOHj2azxHJfNqXnp6ePH/+PJ+jyepTbI8fP+bKlSt4enoCsgRoThe0v1pISAiJiYkF+vtXEGLLHENEREQ+RvJlUqkUBQUFAB49esT79+/zOaKcFaT2T1FRdqri6+tLVFQUkH+/x2+V2377nbF7enpy//79L8ZT0GT+nWzcuJENGzaQkJCQz1H9d/bf5x49esSJEyd+6zYVFBS4evUqb9++RUFBoUDvu5xiKyjx/hfaOci6v0JCQgDkv+H8jCU/t/1f+ex+N6lU+j/5+v9IJJKE36Zr167s37+ff/75hy1btmBjY0NaWlp+h5WjTyext27dYv369Tx79izfDog/Ii0tjVGjRtGyZUtGjx6Nvr5+fock37fHjx+nX79+8gvDgkJBQYFjx47Rvn17Zs6cyaRJkxgyZAiQcUH7O0ilUkJCQmjXrh1hYWEF9vuX+YLvwIEDnD59Ol9jcHFxYc6cOcTExBTIA/unOJcvX86UKVOIjo6Wv1eQ4lVQUODatWv06NFD/vfv5unpiZeXFwArV66kadOmDBo0iBEjRiCVSlFUVCxQ++xzmb+Xrq6uLFiwgPHjxxMTE/Nb25JFixaxfPlyIP8u7L7VpzhXr17Nxo0badOmDVpaWqSmpuZbTJk/zwsXLvDgwQNu3bqVb/HkVXJyMjt27ODRo0fA721n1qxZw6hRo4CC+93L/Lk+f/5cfnOrICS/PrVzABcvXuTRo0cEBQXJ3ysoMu/DVatWsXDhQiIjI7O8nx+xuLq6smTJEqZOnfpbkjqZt71hwwb69+/PvHnz5Dd0BeF/jUgkCb9FSkoKAK1bt8bQ0JCFCxcCoKSklJ9h5UpBQYGzZ8/Stm1bLl++TMOGDdmzZ498eN5/gVQqRV9fn3HjxnHmzBlKlSpFrVq1kEql+XqXREFBgUuXLjFu3Djc3NyoWbMm4eHh3L17N99iyszHx4dVq1Zx+PBhzp07x5QpUwgPD5dfiP0OEokEBQUFzMzMKF68OEuWLCmwSdfMF3xz5szBzs4uy/u/47uWOQZ3d3dGjRqFvr4+Hz9+/OXb/h5r165l//79bNmyBWtra8LCwuTJwoJ0cWBra4u/vz/Pnj377duOi4vD3d2dMWPGsGHDBq5du8ahQ4fo2bMnERER9O/fX37SXpD2WWafvpcrVqxg+/btlClThh07drBo0aJfut3P98fs2bOJjIwscL0/v8bX1xc3Nzf279+PsbEx7u7u9O/fn927d+dLPJmTwNOnT2fv3r306tWL69ev50s8eaWqqkr9+vXZuHEjvr6+vzWhM2TIENTU1OQJwIL2W/10rAVYunQprVq1onfv3rRr1w7I32TS5zdIunXrxpw5cxg8eDC3b98uUG1f5iSSh4cHY8eOxdjYOEtJi98V66dYVq5ciZubG7Vq1WL27NmsXbv2t217zZo17Ny5kzZt2rB3715mzpzJwYMHf/n2BeF3E4kk4Zf6dOB4//49CQkJuLi4EBAQQHBwMI0aNQLg+vXrrF+/Pj/DzObJkydcunSJffv2sXPnTmbNmsWSJUs4duzYfyaZ9OmA5uDgwN69ezl58iQjRoxAQUEBRUXFLHeLfodP34X4+HhiY2P566+/iI6OZvHixXTr1o26devi4eHxW2P6XFBQEOPHjycsLAw9PT0AypYtS+XKlQkICPhtccTGxsr/v1evXiQkJBTYpCvAiRMn2Lx5M+fOncPe3p6LFy+yZs0akpKSflvPi/DwcHbs2MHmzZvR0dHBxcWFFi1ayJPWBYVEIsHLy4tJkybh5+fH3Llz+eeff2jWrBkBAQEF4q79p9+quro6RYsWlQ/v/J0XLTo6OnTt2pVKlSrh7u5O7dq1KV26NHXq1GHo0KEkJCTQqVOnLBdbBZGXlxeXL1/mwoULPH36lAoVKjBjxgwSEhLkN1h+NgUFBe7duyfv7WZhYYGmpiaPHz/+Jdv7WeLj4/nw4QMA3t7eJCQkULx4cWbOnMnQoUO5du0aRYsW5eDBgyQlJeVLjEePHuXkyZNcuXKFpKQkHB0dqV69er7F8yVPnz4lNTWVpKQkmjRpQrNmzeQ9/H7ljQl/f395HcxSpUpx7949Nm7cCBS8Xkmfjk/Xr1/nxYsXnDp1isOHD/PkyRP+/PNPIP+SSZ/21bFjx7hx4wYPHz5k/vz51KhRgwkTJnDnzp0ClUyKiori6NGjuLi4oKCgwMqVK2nXrh2DBw8Gfu9n7+/vz7lz57h8+TK3b9+mSZMmDBw4kOTk5F++7Zs3b+Lh4cHx48d58eIFenp61KpVi1WrVnHo0KFfvn1B+J1EIkn4pRQUFDh48CBNmzalUqVK9O7dGy8vLx48eEBISAj169enc+fOFC5cOL9DBWQXeQkJCfzzzz/s379ffvHep08f+vfvz/Tp0zl8+HCBHvf86aTizp07nD59GmVlZVq1asWdO3fYsmUL48eP5+LFizRs2JDQ0NDfFpeCggInTpygV69eREVF4eXlxYABAyhUqBCbNm1i8eLF+V4vxtrammbNmqGtrc3evXt5+/YtGhoaWFlZERwc/FtqFQUHB1O1alWWL1/OjRs3cHZ25smTJ2zYsOGXbvdbfL4PFBQUaNq0KZs2bWLcuHEsWLCA/fv3M3v27F8Ww/v373nz5g0At2/fJioqirJlyzJy5EiGDBlCUFAQnTt35tixY1mGj/1un+8rRUVFdHR0mD9/PuPHj8fU1JSVK1fi7OxMfHx8PkWZEaePjw9Tp04lOjoaQ0NDevTowdKlS3/b8Mq4uDh5YWUtLS3q1atHsWLF2LBhA15eXmhoaFCpUiX69++PpqYm4eHhvzymb/H5562pqUnRokUZNGgQ58+fZ+/evSgrK7N161aOHDnyS2JITEzExcWFWrVqMWPGDO7evUuPHj1Yvnx5vv4WvuTDhw/s2bOHEydOMHv2bKZMmUKpUqVwdnbG0tJS3jPNycmJjx8//raL0ufPn3Pp0iX53wkJCXTp0oXFixfz9OlTPDw8UFRU5MiRI/K6MAVBSkoKPXv2pFOnTvTu3ZuQkBDU1dXZuXMn8PN7g3/63t+7d4/t27fToEED1q1bR2BgIMuXL+fp06ckJycXyHOnGzduUKtWLSwsLLCzs8PY2Jj79+/j7+9PvXr1gPxLgD1//pwFCxYQHx+PkZERtra2dO7cmYYNGzJgwADu379fYOoQqampoa2tzeTJkxk0aBBRUVF07tyZqKioX17CIKeaftra2kyZMoXTp09z4MABlJSUWLBgwU9P5ny+7erVq+Ph4cHZs2c5dOgQFy9epHnz5oSGhrJr1y7x4ABEjaT/Jcr5HYDwvy0gIABXV1fWrFmDgYGBvFaDi4sLXl5e7Nq1i+LFi1OhQoUCcWdZUVERLS0tDh48SOfOndm/fz8lSpRAS0uLXr16kZqaiqWl5W+tb/EtPu3DCxcu0L59e5o2bcrBgwfZuXMnLVu25O7du3Ts2JG7d+8ydepUihYt+tti8/X1Zc+ePUyZMoXSpUvToEEDtLS0KFSoEPfv32f16tWsXr36t8UDGfvryZMnhIeHU6RIEfr27YuamhqHDh3i6tWrNGvWjMWLFzNv3jw0NTV/aRw+Pj5IJBJWrlzJ0aNHOXXqFBYWFlSuXJk7d+7Qr18/JBJJvn7/Mv9OU1NTUVZWxsHBAQ8PD168eMGIESOYOXMmmzZtIiYm5pfEkJyczLlz53j9+jUhISE8ffqUgwcP8vfffxMUFMQff/yBlZUVx44dQ1lZGTU1tV8Sx9dk3ldubm4kJCSQnJzM3LlzefToETY2Nujp6XH48GGuXLnChAkTfnuMHz584P3795iYmHD//n2uXr1KYGAgjRo1ol69epQsWZIKFSoQGhqKqanpL/3+JSUlsWfPHjQ0NPD19eXRo0d4eHhQuHBhXF1dmTp1KjNmzKBkyZJUr16dKlWqoK6u/kti+R6ZP++DBw9SvXp1NDQ0CA8PJyIigp07d6Kqqoqbmxtr1qz5JQ8/ePbsGR8+fGDTpk2cO3eOFy9e0KlTJ2rUqMGLFy948+YNBgYG+d6OfE5DQwMbGxu6dOmCmpoaHh4eqKioyHszAGzfvp3ly5fj5uaGqqrqL48pLi4OFxcX4uLikEgk1K9fHwUFBRYvXoy1tTXHjx9HRUWFjRs34u7uLk865Ddvb28iIiK4fv06/v7+rFu3jiFDhqCqqsrx48e5ePEi9erV+6nnXAoKCpw+fZqhQ4dy9uxZqlatypUrV/Dw8CAyMpL3798zevRobG1tf8r2fsTn/25nZ2d69uzJ0qVL6devH0ZGRmhqanLr1i3q16/Pq1evsLCwyJfYjIyMaN++PS4uLmzatIk+ffpgZWVFhw4dUFVVxcjI6LfE9aU4z5w5g4qKChYWFixcuJCbN29St25dLCws2L9/P0FBQSgr/7rLzc9jqVSpElZWViQkJHDgwAHu3LmDuro6O3bsYN++fXTs2PGXbPv58+d8/PiR8uXLY2ZmxvHjx+Xfm1evXlGjRg0WLFiAjo7OT9u+IOQ3Ben/1xSa8Mvdu3ePxo0b06dPH/nwkrCwMBo2bEj//v0ZNmxYPkco8+lAcPfuXZ4/f46+vj7NmjXj9evXNGvWjL/++ovx48f/Zxr/O3fucOrUKRo1akT16tVxdXWlb9++HD58mBYtWhAbG8vHjx8pXLjwb0neSSQSQkNDqVq1Kvb29uzcuRMzMzMgIyEwZswYFixYQIsWLX5pLDk5cuQI06ZNo2jRoqSlpWFlZYWLiwseHh4sXryYMmXKyIce/cqLr2PHjjF37lyWL19OlSpVSEpKQkFBgdmzZxMYGIiHhwf379+nTJkyv2T7efF5zYYTJ05QpUoV2rZti6Ojo3y+/fv3M2/ePNzd3SlRosQvicXLy4v27dvz9u1bNm7cmO274+bmxsqVK9m6dSulS5f+JTHk1fLlyzl48CDTp0+nQYMGrF69mkGDBpGUlMTGjRvZuHEjO3fupGTJkr89tqtXr3Lw4EEsLCw4deoUK1aswNHRkUuXLhEcHMzSpUvx9/enUaNGHDhw4JfFERsbi66uLrdv3+bvv/9GRUWF3bt3U7VqVQAePnzIrl278PT0ZMWKFTg5Of2yWH7U6tWr2bJlC9u3b8fJyQl3d3f27duHgoIClpaWXL58mV27dv20z/vT7/Lhw4f07t2bpKQkPDw85N/7169f8/z5c+bMmYOhoeEv/Ry/VeY25f379wwYMAB/f3+GDBlC/fr1MTc3B2RPHV2/fj0zZ86kVKlSvzyuT219cHAwy5cv5+PHjwwaNAgrKytat25N8eLFqVWrFu/fv2f9+vVs27btt8SVm8wPCFm6dCnh4eHMnDmTunXrArJhbhEREUyaNIkGDRr89N6iPj4+TJs2jREjRlCtWjV5TAkJCWzfvp2TJ09iZWXF0qVLUVJSytdeNJ+27evrS0pKivx3OHDgQE6fPi0fQvn5/L8ztqtXr6KhoYGamhqlS5dm/fr1HDlyhL/++os+ffoAGTdy8tOnmkitWrViwoQJPHr0iNKlSyORSNiyZQtr1qzB3d39t/w21q1bx9q1azl69CgWFhbs27ePY8eOERgYSN26dTl27Bg7duz4JcfZFStWcPjwYQCUlZVxcXHB19eXhQsXoq2tTUBAALt3786XY3xB1GXltvwO4ZfYPqxrfofw2xWc21HC/5xKlSpRrlw53N3d5XWFTE1N5U8BKgg+HbhPnTpFp06dePDgAVOnTmXYsGGkpqZy5MgRtm7dypw5cwpssePM4uPj6dq1Kzt27KBChQqArMbOpk2baNWqFceOHUNXV1c+lPB3nCApKipibm7O/PnzCQwM5Nq1a/L3VFVVUVBQYNOmTfmSRAoMDGT27Nns3r2b48ePM3/+fBISEli6dCkdO3ake/fupKWl8fLly1/6pKWbN28yefJkli5dSpUqVQBQUVFBVVWVGTNmsG3bNsaNG/fbH9/8uU/fl127drFr1y6aNGlCaGgos2bN4sKFCwBs3bqVhQsX4ubm9tOTSJnvezg6OtK0aVOqVq3KgwcPshRrv3z5Mvfv38fd3T1fk0if6iGdP3+ey5cv8+DBA1q0aEG/fv1ISkqS95Tas2fPbz/BjIqK4sOHDzg5OeHr68uMGTNo06aNPCFYt25dunXrxpkzZ9i3bx9SqRR/f/+fHodUKsXHx4caNWpw48YNSpQoQdOmTSlSpAiPHj3i5cuXAJQvX55WrVpRs2bNAp3UP3HiBFu3buXMmTPyZFe3bt2YOHEiHTp0wNnZmcOHD//Uz1tBQYEjR44watQohg0bhoGBAcOHD+fBgwekpqZibm5Oo0aN8PDwQFtb+7fUCcmLzBfOb9++RVdXl127djFjxgw2btwoH0Z+9uxZ0tLS2Lhx429L1nxq6y9fvoyvry979+5lzpw5BAcHy/fj2bNn8fT0ZMeOHfmaRIKMoeOjR4+mWrVqpKamsm3b/7V3n1FR3VsDxp+hCPaKvXeNGmvsBUti711RsSJ2RexiRUARRBBsIFgQxAYK2BCMHUVjR5NYggULAooUYeb94Jp5Me1yE5hB7/7ddZcrMHA2Z87MnLPP/u+9U9Pgt169enTs2JGdO3cSHh6ebdWiSqWSt2/fsmzZMs6fP//ZUtOMjAwKFCiAhYUFU6ZMITU1FQMDA51WnmcezDB8+HAmTJhA69atuXDhAq6urnTt2pVvvvlG83doM9bMDatnzJiBs7MznTt3Zvv27UyaNIm+ffvi7e2Nt7c3gM6TSJmXbgF06tSJunXrolQqefHiBefPn9dagjUkJIRt27YRHBxM5cqV0dfXp3///qxYsYLBgwfTsGFDAgICcuRzdteuXQQGBnLixAlatmyJgYEBVatWpV27dqxatUpzE0aSSOJrJEvbRLZRnxQ+evSIhIQEvv32W8LCwujcuTNt27Zl9erV5MmTBycnJ3bu1G02Wn0nR6FQEBsby+rVq9m6dSsdOnTgxo0b+Pj4sHPnTpYvX05wcDBv377N1c2O1QoUKICfnx99+vTB2tqaDRs2AGBubq7VpQzqY+Hy5ctER0dTvXp1zMzMUCgULFy4kDx58tC3b19Nbx1tUsf25s0bihYtqlnXD1C3bl2aNm3KzZs3AZg+fTr29vZcuXIlW8uhf+/Jkyf069ePFi1akJycjJGREXp6esTFxVGsWDHgU9+T3NDf5MyZM/j4+LB9+3aqV6/OrVu32L9/v2a5Sd++fencubOm6iy7ZL7o/PnnnzVl9Hfu3GHlypUkJSVhYmLCvXv3ePz4MStWrKBo0aLZGkNWXLt2DS8vL1xcXNDT0yMjI4MSJUpo7tYeOHAAAwMDnJ2dadq0KVOnTtV6jO/evcPZ2ZkJEyZQsWJFmjdvTr58+QgLC+Pbb7/VVAGpKxd/+OEH7O3tiYmJ+cNUvn9LoVBQq1Yt2rdvz4wZM3B3d2fbtm1ERESwePFi3r9/j6WlJadPnyYtLQ0rK6scW2L6T/y+YiElJYUmTZpQvHhxzaQqAwMDGjRooKnUyG4pKSm4uLhgZWVFjx49GDNmDGPGjGHcuHF4eXnRsGFD4FPV47lz50hOTtbK0rC/k3m/qQdZpKWl4e7uTrdu3UhNTWX9+vWcP3+eU6dOce7cOYoXL67VGH18fHB2dub06dNERUVx4MABnJycmDdvnqbKOi0tTef7Ej7dRFqxYgULFy6kd+/eDBw4kI0bN7J9+3YKFCigGW7y008/8f79+3+dhFA/f3p6ehQtWlSz7PTHH3+katWqNGjQAAMDA815R0xMDKdPnyYhIYFChQrpJJmkjjkoKIjt27cTGBhIhQoVmDNnDjY2Nvj7+7Np0yaMjIx01q/u4sWLeHl5cerUKYoWLcrZs2fp0qULZcuWZcSIEZoJfLrw+3PI9PR0evbsyebNmwkLC+PIkSPo6+vj4eHB0KFDcXd319prIyYmho4dO1KhQgXS09NRKBQYGhpiYmKS7asfMr93qVQqMjIycHFxwdXVlcjISI4ePQqgWRrZqlWrbN3+10Api6G+GlKRJLKN+gN68ODB2NjY0LlzZ27fvs3JkycxMTGhZ8+eREREcPDgQTp16qSzxmSPHz/Gy8tLc1e2SJEilC5dmuLFi6NUKmnQoAEdO3YkMDCQuLg4GjRoQPv27XNlIzV1TD/++CM7d+5k//79NGzYkKNHjxIYGMicOXM0jx03bhzdu3fXyt+hvjs6btw4Hjx4wKhRo3BxcWHkyJEsXLiQSZMmsX///hyP469iCwkJoWvXrvzyyy+ULFmS8+fP8/btW/LkyUO1atV4//69piHivHnzWLduHUWKFMmxmJ48eaJpvJs3b1709PQ4d+4cW7ZsITExkcTERH799VcmTpyYYzH8FfXxolQq+fDhA+Hh4dy5c0eTDK5Xrx6DBg2iVKlSeHl5YWxsnKNJpPXr1zNgwADatGmDn58ftWrVwtramqdPnzJjxgwmTJiAqampTpJIGRkZJCYmEh0drXntVa9endjYWMLCwti9ezfGxsZ4e3vj4+NDxYoVtR5jSkoKBQsWZM6cOahUKlavXs3MmTPZvHkzFStWxM7Ojl9++YUHDx6wbNkyUlJSuHnzJnfv3s325xX+f3qUq6srbdq0Ydy4cVy6dIn27duzcOFCDh8+zNixYxk7dix169bNtUkkFxcXbGxs+PDhA69fvyYxMREDAwMMDAzYvHkzU6ZMIT09Pdvff3/66Sfu379PWlraZ8e8s7MzCQkJODg4kJKSAkCxYsUIDAzUTKTUJfV+O336NAEBAXh6elK/fn1mzpxJREQEffv2xdnZmQEDBnDu3LlsT2D+mfv37382gOK3336jX79+FC5cGFNTU8aNG8eZM2ewsrIiIiIC+FQ5qmtRUVG8fPmSWrVqaXrmVKxYEXNzc+7fv09wcDAPHz5EpVKRnJyMr6+v5ubJP6E+7k+dOsWCBQtYv349KpWKZcuWERsbi5+fH1FRUcD/V3YVLVqU/fv3U7hwYa0nkdQJLPV2P3z4QJ8+fTT9axwdHUlNTWXjxo0AODk5Ub16da3EdvbsWc2SKIBXr15RqlQpihYtSkZGBm3atGHhwoVcunSJfPnyMXLkSK31a8rs7du3REdHA5/6EF2/fp2SJUuyefNm/P39OXbsGEZGRnh7e7Njx44cTVb/WcN2dYP0e/fuYWBggL6+Plu2bGHlypXZ2uA983v+li1bOHLkCM+fP6dNmzYcP35c0y9q27ZtLFq0iLi4uGzbthC5kSSSxL+iPkGFT8mMVatWERQURPfu3Xn79i0mJiYAhIaG0rlzZwIDAzV3u3UlISGBJk2aEB8fz+PHj1EoFMTFxbF9+3bNSU/58uUpU6bMZ3dfdN0I/M+okyKTJ08GYNCgQWzYsIF69eoRFBSEt7f3H+7GaOPvuHv3LmvWrCE0NJTWrVtTqFAhBg0aBHxKaK1atUrrd5fVoqOj8ff3x93dnSZNmtCyZUt2797NggULcHNzw8rKijFjxlCwYEHNCUh2JiXUF5Lx8fGaKXVWVlYUKVKEQYMG8fjxY44fP8748eNp1KgRhQoVolChQvj5+fHtt99mWxxZjVV9vCiVSvLly8f8+fOZPXs2v/zyC15eXsCnSq5x48Zhb2+fI42tM190BgUFERYWxrBhw/D398fT05Nvv/2WdevWsWDBAs6ePUvNmjWzPYb/RKlUoq+vT/v27TE3NycyMhIbGxvy5s3LkCFDqFatGsOGDWPp0qWsX78eX19frTeejY6OZsqUKezYsYMiRYoQHh7OtWvXcHNzw9jYmKlTp1KjRg2GDBlC165d6dChA8bGxtSpU4eoqKhsvbhSvw4yV3o6OTlhamrKhAkTuHTpEt26dcPFxYXhw4dz7tw5atSokW3bzw7q4zIyMlJzUd2vXz9iYmJYtmwZXl5eeHp64uHhwdy5c7NtWY963126dAlzc3MqVaqEqakp06ZNIyYmBvj0XHfo0IFbt27h6OgIQP/+/XPV8gofHx/c3d2ZPXs2VapUwcPDg+bNm7NixQpOnjxJ48aN6d+/f44nkVQqFYmJiTg6OpI3b16SkpKAT8fmTz/9pHlcw4YNNdUh6mWLup6YdeXKFSZNmkRaWhoZGRnY2tpqKuEUCgVVq1YlPDycs2fPolAoGDly5L/uL6a+UTR37lzq169PQEAAq1evpnbt2kybNo27d+/+YTpVv379dLbMOCQkhISEBD5+/Ah8Sl5v2rSJR48eaR7TqVMnSpcurdW4MjIyePfuHY0bN9bE0rBhQxISEvD19dW8N6ampmqOSV00yFepVJql4mPHjmXx4sXUqFGDypUr0759e+rWrYuzszPu7u64uLiwbds2ypQpk2OxqPfBmTNnuH37Ns+ePaNDhw5UqlRJ0/h+586dbNmyBTMzs2zdZ+rXe2BgIP7+/jRt2hRLS0s6d+5MwYIFefr0Ke7u7prKWnVFuRBfK2m2Lf6xuLg4OnTowIYNGzA1NSUoKIiCBQsSHx+Pra0tfn5+VKlSRTMhBKB+/fqYmJhw6tQpnZY2p6Sk8P3339OiRQtWrFjB27dvadWqFU2aNKFKlSocP36cZcuW0a9fP63H+N+IiYlh6NCh7Ny5k4cPH2JlZUVwcLDmhOinn34iLi5O69Nknjx5QnBwMPny5dM0Y6xWrRqBgYFUrlxZ0zBam40s1b0c+vTpw+vXr/Hw8NA0Ij1w4ADR0dG8fPmSnj170qlTpxyJQf33HjlyBAcHB4oWLUqNGjVYt24dMTExTJo0ifT0dNLT05kzZ46mgkyhUGh9quHvJ46dOHGCAgUK0LZtW0aOHImjoyM//fQTLVu21CQyc9KhQ4fYsWMHbdu21VT7bN26lZCQEExNTRk5cqROqpB+z9nZmRMnTgDw9OlTunXrxpo1a7h79y7BwcGYmJjQsmVLrSdF7t69y5gxY7CwsODbb7/VTMrcs2cPx44do3bt2syePRt9fX3Onz+PkZERLVq0yJHjLvPv3L59O4mJibx9+5YVK1YAMGvWLCIiIti4cSOtW7fO1m1nt5MnT2JmZkbPnj3ZunUrAI8ePcLFxYV3797x8eNH5s6dm+0JHPXkzenTp9OtWzfevHnD6tWr2bVrF2PHjmXXrl0cP36c8PBw9PT0sLCwyNbt/xO/P5YCAgKYPHkyI0eOxN7eXlPBMH36dB4+fKiZ4KetuFJTU7ly5Qr79u1j0aJF5MmThyZNmtChQwcmTJjArVu38PHxwcfHh0qVKuV4XP/J8ePHCQ0NpW3btppzFfWkwBo1ahAeHk5wcDD79++nQIECWFpaZsvr+cWLF0yePBk3Nzdu377N0qVL8ff311TKXL16FX19fc2SSl3J/Lf+9NNPtGnThocPH1KiRAnNuZKdnR1Pnz5l8+bN7N2797OhEdqKTV3RMm/ePCZOnIiTkxMXL16kUKFCNGvWDDc3N/z9/alVq5ZWYvuzOFUqFb169SI8PJx169Zp3k9u3bpFZGQkJ06coGzZspibm+dYsjrzPnN3d8fW1pYWLVqQmpqKi4sL6enpHDhwgIiICEqWLMmcOXNypD/TlStXGDt2LIMHD2bx4sWkpKRw69YtnJ2defPmDcbGxqxevTrHBo18DYZv8NF1CDliz4xRug5B6ySRJP6VlStXarL/0dHRWFtbU6NGDY4ePUrhwoU5deoUc+bM+ewD+vHjxzo9CXv16hUmJiZcuHCBpUuX0rx5c2xsbEhMTMTPzw+lUsm3335L27ZttX7x/t96+vQpTk5ONGvWDGdnZ7y9valZsyaenp5Uq1aN9u3bAzmfsPn97799+zadO3emQIECREdHo6enx/nz5zE3N8fb2zvHeoVkJbZz586xcOFCunTpwujRoz8rE9fG833s2DHmz5/P7t278fX1ZfXq1Zibm7N9+3bg0/QqlUpF4cKFdXr8qbft7u7O9u3bmT9/Ps+ePcPNzY2pU6cyZcoUVq5cyfPnz7G3t8/25TJ/9rxZW1tToUIF7OzsqFy5MvCpMemlS5dwdXXN0eWHWREREcH06dOJiooiIyODCxcusGbNGlq3bs2SJUt0FtezZ8/o2rUr1tbWjBw58rPvqVQqdu3aRVhYGBUqVGD27Nla248uLi74+fmxcuVKunbtSv/+/dm7dy8AEydO5M6dO5w8eRJjY2OtxJMVf/aanDx5MqdPn+bw4cPUrFkThULBx48fMTQ0/KypenZJT09nz549mJubs3TpUmxsbDTfCwgIQF9fn2+++Ybnz58zbdo0/Pz8dD7lLvN++/XXXylRogSFChXi9OnTmJubs2TJEszMzDTJpJcvX2qGQmgrrpSUFO7fv4+lpSXt27fXXCSOHTuW/Pnz8/jxYzw8PHJNVdfixYs1kz4zVx7v3LkTlUpF8+bNiYmJYerUqRw6dOgfJyJ+X5manp6OnZ0dKSkpnDp1ir1791KlShWOHDnCq1evMDc3z5a/79+Ii4tDqVRSokQJwsPD6dChA/369ePWrVtcunSJYsWKYWtry5UrVzA2NmbRokVae17j4+N58+YN1apVIyIigrx58xIdHc2GDRuwtrZm8ODB/Pjjj3h5eVGmTBmGDx+u82PuzZs3nDlzhoiICJKTk+nYsaNmuqb6taqt85UjR47g7+/PunXrePv2LXv27OHcuXO4urpSu3ZtTeVZdi07vXr1KrGxsXTv3h2ABw8eYGtry8WLF/Hx8aFZs2aax6anp6NUKnNF37TcbJjz15lI8p0piSQhskTdrDo2NpbBgwfz6NEjDh06hI+PDxcvXuTw4cNcuHABGxsbVq5cSa9evXQ6qlT9AXflyhWmT5+OpaUlI0eOJDIyEmtra9q1a8fUqVM1S/Fyq99/UH/8+JHmzZvz9OlToqOjKVKkCJcvX2bUqFGfVdxoI6YLFy5w5coVqlevTtu2bYmIiKBXr164urqSkpKCl5cXa9as0ep0tsyxRUZGUqNGDVq1asXDhw+ZPn06PXv2ZOjQoZpeNTl1IqT+vS9fvsTBwYGJEydy9+5dnJyccHR0pEuXLvTp00ezVEyXnjx5otkf79+/Z+LEicydO5dGjRoBEB4ezpIlSzQjxPX09LJ9meLvL+4UCgVGRkZcvnyZefPmaSaKValSBfh0Yq6LJNJPP/3EnTt3NI3YT548yZo1awgJCSFPnjx8+PABa2trAgICGDduHKtXr9ZJcvDKlSts3LgRb29vMjIy0NPT+0MMe/bs4ciRI6xYsUIr/UFOnTrFunXrOHToEK6urpw7d45bt25Rr149zbEVGxtLqVKlcjyWrMr83IWHh5OSkkLt2rWpXLkyY8eO5ZdffmHr1q2fLa3Mrudb/XsyMjI0TY63bNmCk5MTixcvZsSIEZ89PjIykjlz5uDq6qqpAM0NnJycOHHiBMbGxlStWpV169Zx4MAB5s2bx4wZM5g0aZLW+g5lfm62bt3K69evWbBgAdeuXcPKyopmzZqxaNEi8ufPj56eHomJiRQqVEgrsf1dvMnJyZpKrTVr1mBra8ulS5f+UAFx/fp1RowYwd69e//xsrIPHz4QERFBt27dCAkJ4fbt24wYMYI5c+YQFRXF/v37+eabbzQ3itzd3XXWDFotLS1Nswy6cOHCXLx4kcDAQPLnz8+gQYO4evUqkZGRFC9enI8fP6Knp6e1YSoZGRmEhoYSGRlJbGwsN2/e5Pjx4+jr6xMQEMDatWuxsrLSJPy1OSTlrxw7dozQ0FAmT55MzZo1WbhwITExMQwZMoSXL19y8+ZNVq1apZX+dbdv32bixIlUrFgRX19f4NP03R07dnD06FG2b9+ebS0AVCoVr1+/pnz58nz8+JGxY8diampKr169SE1NxdnZmTt37rBw4cLPkkniP5NE0tdDeiSJf8TAwIADBw7QvXt3zM3Nady4MV27dmXo0KE0aNCAESNGsG3bNmxtbenVqxcqlUqno0oVCgXHjh3Dzc0NhULB7Nmz8ff3p1mzZqxdu5aQkBA2btxIcnKyzmLMCoVCwenTp3Fzc2Pv3r0YGhqybNkyvvnmG2bOnImHhwcTJ05k3bp1WkkiqWMKDQ1lxIgRXLt2DScnJyZMmEDt2rUJCgri9u3bvHnzhg0bNtCzZ0+tNi3PHNv169dxcnLCwsKCQoUK4ejoiL+/P7t37yY1NVXz+JyK4+TJk1y9epXp06dToEABnJyc8PDwoEmTJvTv359du3Zx69atHNl+VsXExLB+/XpNbwv1qPCAgABNU+RvvvmGIkWKkJycjImJSY70usrcWNvCwoKOHTsSFRXFd999x5o1azh79izu7u6a0fC6SCIplUqio6Pp1KkTv/zyCxkZGVSuXJn8+fNz5swZ3r9/T758+ahduzaTJ0/WLP/TRYXZnTt3uHbtGvB5TyKVSsX9+/fx8/Nj+PDhODo65lgSSf26V/9bqlQpXF1d8ff35+DBgxw4cABnZ2cOHTrE8OHDAbRSkfLfUD93zs7OmilPAwcO5Pz583h6elK1alUGDhzIzz///Ief+TcyL4k1NzenW7duBAYGMnz4cObNm4ezszM7duz47GfKli1LQEBArkoibd++nZCQEIKDg0lOTubly5dkZGTQv39/bG1t2bp1Kx8+fNBaPOrnxsPDA3d3d4YMGQJAo0aNWLt2LdeuXWPx4sX89ttvABQsWFBrsf1e5mNgxowZjBs3jtDQUBYsWIClpSXt2rXjxo0bn/1MlSpVCAsL+1e9iQwNDdm7dy/Nmzdn9uzZNGvWjDJlyjB9+nSMjY01y5wmTpyIo6OjzpNIKpWKPHnyUK9ePa5fv86WLVtYsGAB+fPnB2Dfvn00a9aMypUrExcXh6GhoVYn8urr69O2bVtOnTqFn58fkyZNIl++fBgZGWmm7S5ZsgRvb29Adz2RMitZsiSPHz9m69atPHz4EBsbGypWrMju3buxtbVl3LhxOZZE+n0shQsXZsCAAdy8eRMfn0/JiCpVqmBmZsaAAQOydXm7QqHAxMQEGxsbZs+eTenSpTly5AimpqacOXOGevXqYWpqyvz587l+/Xq2bVeIL4kkksQ/kpaWxp49e7Czs2PMmDEcPHiQKVOmMHDgQCZMmMDx48fx8/PTlILqennYzZs3GT9+POPGjePcuXMsWbKE5cuX4+vrS9OmTXFxcaF79+5a6cfwb5w/f54RI0bw22+/MXr0aJYtW0bv3r1xdXXF0NCQ5ORkHB0dtVr1c/fuXfbt28fevXvx9PTE0dGRmjVrsnXrVnr06IGbmxurV6/WnGBq81j4s9hq1KjBli1baNasGatXr8bU1DRHGkRnduXKFZYuXUqRIkWoWLEiiYmJvHz5kho1anD9+nX09PS4f/9+jqzn/28UKFCAlStXcufOHdatWwd8apL66tUr/Pz8gE8NfuPj43Nknz1+/FiTsHJxceHIkSM4OTkRHx/PgAEDCAkJoUWLFtjY2HDv3j3NxYG2qe8SDxo0iOTkZGbNmoWbmxvVq1enefPmuLu7Y21tzapVq3BxcWHEiBGUL19eJ7ECfP/99xQsWFBzcaJQKEhLS0OhUBAbG8uBAweIj4/PsQapSqVS87r/5ZdfSE5OpkqVKlSrVo27d+9qel69fPmSjRs3smzZMk2cuc3BgwcJCQkhIiKCSpUqUbZsWZo0aQKAl5cXrVq1yvaKGnVz4xUrVmh69zg6OmJsbMzQoUMZP34869at49mzZ5oBAeXKlct1ibgnT57g4eGBs7MzGRkZeHp6oq+vT1RUFIMGDeLcuXNanygXGxuLv78/u3btomrVqnz8+BGVSkXjxo2xs7Pj8ePHmotkXR6P6psiNjY2WFlZcf36dbZv305aWhr29vaMHDmSFi1a8P79e83Fd+HChf9xRZ/6dxgaGjJ9+nRiY2MpW7Ys7du3Jz09nRYtWrBr1y5++OEH2rRpg6enp9ZvFP1ZzOrn6PLly+TNm5e+ffvi5eX1WdN0Pz8/xowZw5s3b7Qeo1KppFChQowcOZJevXoRFRVFcHAw8Onzt1WrVjg7O9OuXTutx6am3ocvXrwgLS2NRo0asXz5cmJiYnBxcSEuLo4VK1awYcMGzp8/r5WeSNHR0bx7945SpUphaWnJ5MmT8fPz00yPrV69OnPnzs2RSajlypXjwYMH2NjY4OvrS7169bC0tMTBwYFTp07xww8/aKYlCvG/RnclIuKLplKpePr0qWbShEqlYvbs2ezevZvBgwcTFRWVK0YMq6WmpmJqakqbNm1QqVRMmzaN6OhoZsyYgYmJCZ07d9Z1iH9J/WGalJTE7du32bNnj2ZpT4sWLcjIyGDlypWaRq/ajOv9+/dYWlry8OFDTfKqfv36/PLLLzg5OeVIf5Dsii05OZkffvghx2P59ddfmTNnDqamprRs2RKlUknt2rWpUKECDRo0IDk5GQcHB80yLV0sfVI/T0WKFOHZs2dcvXqV48ePU7p0aYYNG0ZMTAzbt29n27ZtxMfHs2PHjmxfcnT06FF27NiBm5sbcXFx3Lhxg8DAQNzd3WnQoAE1atRg1KhReHl50bNnT5o2baqT3jmZp8Y8ePCA6tWr06VLFyIjI9m+fTuLFi3iyJEjXLt2jdjYWA4fPqy1UdJ/JX/+/LRr147Q0FAMDAwYMWIEefLk4fLly0ydOpXVq1fnWFVXWlqapl/Ehg0bOHr0KBUrVkRPTw8nJycMDAwYNGgQS5YsYevWrZw9e1bT/yo3MjY2xsrKCjs7O86cOUNoaCiGhob4+/vTs2dPPDw8smU76uVLSqWSjIwMTp48yYEDB4iKiiIuLo49e/ZgYGDAu3fvmDRpEj169KBs2bLZsu3spk4uPHnyhFGjRlG1alWCgoIwMDBgw4YNXLhwAS8vL50khpVKJampqZ8ta1coFBw/fpw2bdrg7++fK/qdZGRkaG6K/PrrrxgYGLB+/Xry5MlDXFwczs7OWFhYUKBAgX+9reTkZE6ePEmvXr24cOECe/bsISgoiJkzZzJkyBCcnJwoW7YspUqVonLlyp9tU9fJNkBTYR4QEEBCQgIbN25k5cqVuLm5ERkZyd27d9m4caNOYlR/dkyaNIlBgwaxaNEiDh8+TOHChfntt9948OABc+bM0coysb9z+vRpHB0dmTdvHi1atKB+/frMnz9fc2Np3rx5OT6FT/18Ojk5ERgYSPHixalfvz7jxo1j3Lhx6OnpsXnzZgwMDBg2bFiOrXoYPXo0Pj4+bNmyhYYNG3Lx4kW2bNmiWeZnZmaWYzdhhMjtpCJJ/CNGRkZMmTKFffv2ceLECRQKBTdu3KBv377s3buXIkWK6PSE4vd3xYoUKcLRo0c5cOCAJq5evXpRq1YtLCwsePv2rS7CzBKFQkFQUBBWVla4ubmRmJgIfBq5fvHiRVavXs3cuXN1ElfBggXZsGEDtWvX5vLly0RHRwNQqVIllEol8fHxWo8rq7Gp92NOS0pKokKFCvj6+mqqj+BT3wFPT09CQkIYOHCg5pjV9uvm7du3HD16lKdPn2qaH/fp04dhw4bh6+vL3r17mTdvHvv378fR0ZHQ0NBsXy7z+vVrFi5cyJQpU/jw4QPv3r3DxsaGq1evcvjwYXx9fVmxYgVFixZl7dq1fPjwQWcNmDNPjZk5cybv379n3LhxNG/enFOnTrF161a6d+/OkiVLcHZ21kmTY/WxFBkZydmzZzW9X8qXL8+mTZto2bIlM2bMwMzMjBUrVuRYJcGNGzfYsGED8Kla58iRIwQFBfHixQs+fPhA/vz5WbFiBS4uLiiVSo4dO5arkkh/tk9iYmIYOHAgkZGRnDp1CkNDQ7Zv386aNWuy7T0lPj6e7t27c+LECU0/q8TERKZPn87atWvZvXs3lSpVIiAgACsrK1JSUnRa8fafKBQKFAoFo0eP5vz583Tu3Bk9PT127dqFj48PixcvJm/evDo5ZyhTpgyFCxfWNKtWL+VauXIl7969yxVJJEDTwN3d3R17e3t8fHyoUKGCJtb09HRNb65/+1pOSUkhMjKSxo0bY2Fhwfjx46lfvz6BgYG8ePECa2trduzYQevWrTXL/nILNzc3vL29WbhwIcWKFaNKlSqMGjWKihUr0qVLF+bPn6/Viu2/olQqKVasGIsXL8bQ0JANGzYwf/58BgwYoPMkEkC7du0oXrw47u7uREZGkpqayrfffku/fv34+PGj1hInLi4uHD16lLCwMJKTkwkMDMTe3p64uDhGjx7NmDFjaNOmTY5tX/1amjZtGocPH8bMzAw7Ozv69OlDnTp1CAgIkCTSP6D6Sv/3v0gqksQ/1rt3b2JjYxk1ahQ9e/bUNLr77rvvdBqXuqLjzJkzXLx4kcqVK9OyZUvc3NyYP38+T548oXz58tja2uLt7Y2DgwNxcXG5YnR4Zuq/48aNG1hbW7N06VJ+/fVX7O3tadmyJSYmJtStW5ebN2/y9OlTncXYoEEDbG1tmTt3LhcuXOC7777j5MmTLF26VKeNcnUVm/p5+/XXXzEyMqJ69eq4ubmxfPlyVq5cydKlSzXNIJs3b675OV0lXgsUKMCPP/7IsmXLyMjIICgoiHLlytGjRw+USiX+/v68fPmSWbNmaRpuZ7cSJUowYMAA5s+fz9u3b7l37x4KheKzBrI+Pj4MHDgQCwsLnZ9oe3t74+npyf79+zXNd83NzdHX1ycoKIj09HQmT56ssyap6p5c5ubmNG3alHfv3jFjxgzWrl3Lzz//jJ+fH40bN2bUqFE0adIkx6rg1A1vp0yZwosXL7Czs9Msx1E3lo+MjMy2seTZTR3PiRMniIuLo2/fvkyYMIGLFy9qqpGuX7/O3r172b17N6VLl/7X23z69ClXrlyhSZMmLFy4EH19fTp27Ejnzp1Zvnw58+bNo3Llypw5c4bly5djb2+fq6ba/RWVSkWHDh3w9/dnwYIFBAYGkpCQgLe3t86W9KqXqLq6umJhYUHDhg1p3749Z8+ezZGqy39DT0+PRo0aMW/ePE6ePEmtWrW4fPkytra2rFmz5rNqjH/7OipatCh16tRh1apVtG7dWvN5lT9/fkJCQpg5cyahoaE4ODjkqmmA6v/29/enYcOGmkrzhg0bUqlSJfr370+5cuU01b+6pFAoUCqVlCtXjtWrVxMXF4exsXGuSEpkZGSgr6+Pp6cnkyZNwsXFhf79+/PmzRt++eUXXFxccmwpV+bm4klJSTx79gwfHx+cnJxQKpUsXbqUBQsWkJiYyPLlyxk/fnyOxKGmPraaNWvGo0ePGDBgAP369dMkmHTdCF0IXZOpbeJfi4qK4uXLl5iYmGh6ReiK+kMoNDSUuXPnMmPGDFavXo2ZmRkLFizg5MmTbNy4ERMTE2bPnk1iYiLTpk3j1KlTueqkUS0iIoK9e/fSpk0bzVSefv36ERcXh5+f32cXLrq6EFNv9+bNm8yaNQsTExPGjh1Lly5dtB5LboktJCSERYsW0bp1aw4ePMj169d58eIFe/bsISoqCjs7Oxo2bJijMWSFev9EREQwbtw4GjRowNq1aylXrhzGxsbEx8eze/duLly4wMaNG3M02bp69WocHBzo2LEjfn5+5MmTh2vXrvHdd98xcOBAIiIiOHXqlE4uXF6/fk3hwoUxNDREqVQyadIkunbtyoABA/j48SP6+vro6emRlpaGr68vnTt3ply5clqPUy0qKop169axePFiypYty6FDh/D09MTCwkLTyFpbWrVqRcWKFWnQoAE//vgj+fPnx9fXF0NDQ1xdXYmMjMTDwyPX9qdbv34927dvx8jIiFKlSmFjY0OLFi2YN28eiYmJKBQKpk+fTu3atf/1tu7du8e4cePo2LEjXbp04dKlS+zZswcXFxdNo/mAgADq1KlDdHQ0a9asoUePHrkyCfd76j5ZCoWC58+fU7hwYdLS0nTSKP/PqFQqduzYQZkyZahZsyZVq1bVdUh/8OHDB1asWIG3tzc9evTg6tWrrFy5UlNR+G+Pgcy/IzExkXPnzrFv3z5evXrFnj17KFiwIK9fv6ZEiRKkpKRgbGys02Mv87Zfv35NwYIFMTIywsfHh3HjxhEcHJwrzkP+zuPHj6lUqZKuw/gD9bl0RkYGixYtIjY2lhs3buRo4vft27c8ffqUevXqERoaStGiRalXrx6PHj3C0tKSiIgIAPr06UOlSpVYtGiRVs/b1b3UPDw8cu0y4i/FUGdvXYeQI/bOHK3rELROKpLEv9a4cWNdh6D50NPT0+P58+c4ODhw+PBhfvvtN4oWLcrkyZPJmzcvvXr1okePHsCnJM2UKVPw9/fPlUkk+NRTYufOneTNm5eBAwdiZGTEwYMH+f777+nbty9nzpzRlN7r+mSufv362NnZsWjRIo4dO0bNmjV1foKki9guXrzIggUL2LdvH2fPntX0palXrx6jRo0iOTlZ0xBXV9T7RX3MNGnShPDwcJYsWYKNjQ0zZsygWbNmPHv2jKZNmzJy5Mhs73n2+wuQtm3b0rBhQ8LCwjA3N8fW1pZGjRrx008/8fTpU9asWaOTZU/37t3D3d0dOzs7zZholUrFq1evgE8TLBUKBV5eXpQpU4bRo7V/IvH8+XN+/fVXWrduzcuXL1m7di03btzQVHP17NkThUKh6Vtmbm6eY7EcP36c2NhYWrVqRbVq1fD398fCwoKLFy9y9uxZdu/eTVJSEiEhIXh5eeHt7Z2rkkiZj8vU1FTevn1LVFQURkZGTJ48GUdHR+bOnYu9vT2QfeO57969y5AhQ5g3b57mpkGjRo1QKpVMnz6dzZs3s2zZMoYOHcr79+8pWLAgtWrVAnJnU/LfU++j9+/fa6oudF1ZmJlCocjR10V2yJcvH3Z2dnTp0oWiRYtiaGhI/fr1szWJdO7cOR4+fEhqairjxo2jZs2aLFmyhCFDhjB79mysrKzw8/PLFcde5h46ly5dIiEhgYEDBzJu3DjevXtHnz592Ldvn+acLzfJyMjgl19+YeTIkZw6dUqnEwH/jEKh0FQmrVmzhvT0dJKTkzUVuDnh+vXrhISEEBsby+3btzl9+jT58+cnb968FChQgPDwcGJjY0lOTmbevHlaP2//7rvv2LlzZ6563xJC16QiSXzxoqOj8fT0RKlUMnr0aMqWLcvmzZspVqwYnp6e7Ny5k5o1a3Lw4EGMjIzo1q0bqampBAUF0bBhQ2rUqKHrP+Fv7d27l4ULF2Jvb0/fvn01E4GuXr2q8wowtUuXLlG2bFkqVKjA5cuXWb16Ndu2bfusgen/Smz79u3T9BCYP38+vr6+VK1aleDgYL7//ns+fvyo0wvnzBcde/fuJTExERMTE/r168e7d++wsLDAwMCAQoUKcfr0aU6ePJktS3b+KoawsDAUCgXNmzcnX758XL58GU9PT5KTk1m+fHmu6Jnz5s0b7t+/z5s3b+jZsyebN29mxYoVHDx4kOrVq3P69Gns7Ozw9fXVemPtjx8/smXLFjp27EilSpXIly8fgYGBrFq1io4dO2JnZwfAq1evOHLkCHXq1KFFixY5EotSqWTo0KFERETw/fff07FjR8zNzVm9ejXGxsZ8+PCB4OBgSpQoQVpaGo6OjjqfVJhZ5uNy586dXLx4kSdPnrB+/Xpq1KhBRkYG06ZN49dff2XJkiW0bt06Wy7i09PTsbS0pEGDBkydOvWz35mQkMCWLVvw9/dnzZo1uXowxH9y6dIl5s+fz4kTJ9DX1881CTB1364JEyboOpS/lF0Jy79z9OhRFixYQK9evTh06BAVK1bEz8+PpKQkFi5cyM2bN1m+fHmuSsy4u7uzf/9+QkJCaN68OU2bNsXDwwM9PT0cHR01k/d01YPrP3n79m2ua6uQ2d27d3O8Cjjz+92AAQMIDQ3F3t6eqVOnAp/60q1YsUIzhOPgwYM5NinuP1EPQRD/zmCnHboOIUf4zxqj6xC0ThJJ4osWHR3N4MGDGTx4MEePHqVkyZI4OjoyaNAgfv31V+Li4tDT0yMyMhIzMzPc3d0xNTUFdLcULKsyx+fl5YWdnZ3mzmB2j5f+t5YvX06LFi00U9B0Na3tz+RkbCkpKbx584Zy5cppxtE/ePBA08fnxIkTmJiY8OOPP7Jw4UJ27NhBtWrVsmXb/5arqyu7du3C0tKSMWPGYGdnh7W1NUlJSbi7u/P8+XPMzc2z/UI/83Ht5OTEtm3bUKlUNG/eHAsLC5o3b05UVBSOjo4UKFCATZs2aRoOa9Pvm5/PmDGDmzdvsnjxYjp27IitrS2HDh2ibNmyxMXF4ebmluNTbP5KSkoKCQkJWFlZMWLECLp27cqRI0fYsWMHtWvXZtWqVcCnpFNOv3ecOHGCPXv2MGLECKytrRk1ahSFChXCwcGBbdu20bp1axITE1GpVLlmWRP88f3W2dmZHj16cPjwYaZPn06PHj0oX7486enpzJ07Fysrq2xdvjhs2DAGDx5Mv379NJUAalevXsXX15djx44RHh5OsWLFcvVn19959uxZrlsWEhERQbly5XQ+XfE/uXPnDm5ubri5uWX7705ISKB3797Y2dnRsmVLAExNTTExMcHf3x/4lIw2MTHJNedOKpWKWbNmsWzZMry9vQkODubo0aMYGBjw5MkTKlasqNVETeZk398l/s6ePUt8fHy2LUnMKb/99hsDBw4kNDQ0xwboZP77nz59yrVr14iIiCAxMZF27drRv39/8ubNy7Vr1yhXrhxKpTLbb2wJ7ZNE0tdDlraJL9b9+/cZOHAg1tbWmJmZYW1tTYcOHTTNZJs1a4aVlRWGhoaEhISwbt06TE1N/7CsJ7dSN2PU09PD3NyctLQ0Fi5cSKdOnXTekFG9D5OSksifPz82NjaffV2Xk260FZtKpeLHH3/k9u3bpKamcujQIU310bfffkuFChWIiYnh7t27zJgxg+XLl+eaJFJISAj79+/n1KlTbN++nebNm7Nu3TqSkpJYvnw5VlZWf7iYzQ7x8fGa5EFkZCTnz5/n1q1bJCUlMXv2bDw9PdHT06NZs2bMnTuX0qVLZ3sMWZW5YqpOnTps2LCBxYsXY29vj0ql0oz9NTAwwMDAQKfVd8bGxjx69Ehz0WdoaKhZzubm5sa8efOwt7fPsSTS3bt3SUhIoEWLFpiamrJt2zYuXLjA+fPnWbVqFUqlknfv3tGrVy/Onz+v8wa9f0b9fJ85c4bjx49z7NgxSpcuTd26dQkICECpVNK9e3cqVaqEk5NTtm1XpVKRlpamWZ4IoK+vj1KpRKlUYmBgwNmzZ2nWrBlTp06lePHi2bZtbbl06RIFCxakbt26uSqJ9OLFC0qXLk379u11HUqW5M2bN8eWzqanp5OYmEjJkiU1X/P09GTy5MkkJiZSqFAhzXucrpfRq+NVKBQ8ePCA4cOHU7hwYQ4fPoyBgYFmqICrq6vWktWxsbE8e/aMRo0asXPnTqpUqaKZJqaOOyMjA6VSydWrVxkwYACQe5elZmRkUKFCBU6ePJljy+4yP58uLi48evSI5cuX07NnT5YuXcrRo0fJmzcvr1+/5ubNmzg4OEg1kBC5jLSbF1+sxMREHj58qOkjoe4X4OPjw86dO1mwYAFv376lTp06bNq0Kdff/fkzmWOdNGkS586d01oSSV2R8WdFiwqFgrt37+Lo6EhCQsJnX8/879caW3x8PGlpaXz77bccPnyYNWvWMGLECCpXrkzlypUZNWoUefLkYfz48Tg5ObFixQp69+6dIyPWs+L3+6tIkSLs3LkTPz8/9u/fz4ULF1ixYgUrV65k06ZNANmewImLi6NFixacOnWKy5cvM3HiRNLT0/nw4QMFChRg5cqVqFQqnJycuHr1Kg0bNtTpnUeVSkVqaio2NjbMnTuX2NhYVq1aRZMmTVi/fj1Hjx7FxMSEMmXK6CSJpH4u4+Li+PjxI7Vr12bGjBmULl0ab29vTp8+TY8ePbCwsGDIkCE5FkdycjIbN25k/PjxuLm5YWBggLe3N5cvX+b48eMsW7aMbt260bt3bwwNDXO0x8a/oVQqiY+PZ/PmzZrYAUaOHMngwYPx9/fnxIkTpKenZ+vrWKFQYGRkxJQpU3B1dSUoKEjzdQMDAy5duoSnpydVq1bNFcs81f5qH2T+ekZGBu/fv2fPnj1aqwr5fVx/FqdKpeLatWtMnz6dpKQkrcT1bzx79oyUlBSqVKmSLVNxHz16xPnz5z/7WvHixWnWrBlLliwhLi4OgAcPHvDhwwed9/SDz5MOO3bsICwsDH19fYYNG8bZs2cZM2YMxsbG7N69mz179jB9+nQMDQ21dr735s0bLC0tGTZsGA4ODp81a1fH8OrVKwwNDZk2bRrly5fXSlyZZfV9KywsjIiICFQqVY72bsqcRPLz82POnDma7S1fvpzGjRuzf/9+HB0dsbCwkCSSELmQLG0TX7Tw8HCmTJmCr68vFy9eZPXq1VhbW3P06FEKFSrEjz/+yL1793JdI8P/xp07d9i4cSPu7u45UiXye+oTtvfv31OgQAHN1zNP3YFPjcBjY2Np1qxZjsaT22JLTExkzpw52NjYUL58eRwdHTl9+jT169fnhx9+oEOHDsCnprJGRkakpaWRP39+nU/VU8ee+ULeysqKH374gS5duuDl5UVkZCRz5szJscqpkydPMm/ePDw8PDh27BghISEsXbqU1q1bU6BAAZ4/f46trS0LFy7UWdXd75+nN2/eMHr0aEqWLImdnR0lS5Zk+vTpvHjxAi8vL/Lnz6/1GNPT0zEwMCAwMJCtW7diYGCgGUscHx+Ph4cH9+7dY9KkSVrpqZOYmEhERARjx45l4MCBdOvWDT09Pe7fv4+5ubkmiaBeGpNbZH6u1dWfMTEx2Nraoqenx4ABAzRLofft20fLli1z7AIwOTkZe3t79u7dy8yZM2nYsCEJCQnMmjULOzs7evfunSPb/beOHj1KSkoKTZs21QwwUO/Xd+/eUbBgQa0sqcy8Xfi03FNfXx9DQ8O/fO+NjY3NtYM24FMiLjExkZEjR7Jx48ZsmyR37tw5Bg4ciL+/P23bttV8/erVq2zevJnw8HAsLCzYvHkz69evz1U9kTZu3Mi2bdvYv38/1atXJy0tje3bt2NjY0OHDh2IiYlh69atWuuhk/nYmj9/Ps7OzqxateoPVb23bt1i0aJF+Pr66qRfU+Y4o6KiqFy5MsWKFfvsMer3wPXr1zNw4EAqVqyYI7HcuXOHAgUKULFiReLi4hg6dCjr1q2jePHiBAQEEBwcTP369Vm3bh1v3rwB+CIrMcVfG7TeS9ch5Ih9s3P3wIacIIkk8cU7ffo0ZmZmFC5cmJMnT352Afrzzz/n+r4H/8nDhw959epVttyJzKrQ0FAcHR2pX78+ffv2pW3btpqTkLt375IvXz6dTWTLDbG9ePGCDx8+cPr0aQYOHEhycjILFy4kf/78TJgwgYyMDEJCQpg5c2aumfDh7u5OYGAgDRs2xMzMjLp16zJ8+HAePnxI37598fb25tixY1SoUCFH4wgLC8Pa2ppNmzZx+PBhrl+/ztSpU2nTpg0FCxbUSrL0z1y5coUqVapQvHhx9u3bR5UqVWjcuDF6enrEx8czYMAAChUqhIeHB6VKldJJUkR9YQ4QGBioafg9bdo0Hjx4gJmZGdOmTdP0bBo2bBjffvut1uJ78OABHh4exMTE8PPPP1OqVClmzZqlGcGdWytCvby8OHXqFN9//z29evUiJSUFGxsbjIyM6Nmzp6a/Wk5LSkriwIEDrFu3jrJly1KwYEHMzMzo1atXrtx3Tk5OmmRq1apVNclMhULBhQsX8PX1xdHRUTPZUFvWr1/PjRs3+OWXX9i4cSMNGzbUfO/MmTPEx8drKkR1vUzr/fv3KJXKzxL86u+p/3358uVnS86yQ0REBJaWlri7u9OuXTsAzXvv9OnTadCgATVr1qRdu3a55ti7cOECM2bMICwsDGNjY0JCQnjx4gVdunTB0NAQfX199PX1tfa+nHm//Pbbb9y+fZvnz5+zevVq5s+fz9ixY9HT0+PZs2cYGxujVCopUaKEVmL7K87Ozhw/fpxNmzZpKhzVf8evv/6abcnKP6NSqYiLi8Pd3Z3JkyeTJ08eChYsyIABA0hPTwc+TYGuVasWBw4cwMPD4w/JLvF1kETS10OWtokvnqmpqWZS1ps3b/j48aPmezn5oZjTsrucPavu3LnDzJkzGT9+PC9evMDHx4eDBw+iUqnIyMjA39+fly9fai2e3Bhb6dKl+fHHH3Fzc8Pf359SpUqxaNEikpKSsLW1pWvXrjRu3DjXJJECAgLw9PRkypQpXL16lU2bNnHnzh327NlD69atef78OXv37s3xJBJAx44dcXBwwNLSkr59+9K0aVNsbW25ePEiKpUqxycT/ZmQkBCGDBmiWc4UEhLC2LFj+emnn0hPT6dIkSI4OjoSEhKCk5MTGRkZWk8i3b9/H1NTUzZv3kxiYiKnTp1i69atXLt2jVevXjFhwgR27NiBg4MD+fPnZ/ny5VpNIgHUqFGDZcuWsXDhQmrWrEloaChWVlakpaXlmotR+HyJx86dO9mwYQN169bF29ubtWvXolKpWLFiBa9fv+bEiRN8+PBBK3Hlz58fMzMzzp49S3BwMF5eXrkqiZR5vymVSp4/f05UVBTnz5+nUqVKBAUFcejQIVQqFaVLl2bBggVaWV70+PFjMjIygE/LZI4cOYKTkxNxcXH079+fY8eOAZ+qvqKjo2nUqBGg+14/gYGBDBo0iG7duuHh4aG5mFYoFERHR+Pm5oZSqcyRaoz27dvj5ubG5MmTiYiI0CSRzpw5g7e3N82aNdMkmHS5nzL/m5CQgJGREX5+fsycORMPDw+CgoLw8/OjXLlylC5dWidJpPXr1zN79mwaN26Mubk5tra2rFq1ij179miWZeXJk0fnSSR3d3cCAgLYuXMnlStXJiYmhsePH6NQKLhz5w62trYkJCTk2BJ8hUJB8eLFmT9/Pq9fv2b27NnExsayfPlyBg8ejKurKzY2NhgaGvL48WOd9UcUQmSdVCSJr0Z4eDijRo3Cx8dHs7zoS5RT5ex/R31SFBMTw9u3b7l58ybDhw/nzZs3rF27ljdv3tClSxcGDx78h2Vl/wuxPXr0iGfPntGqVavPvr579242b97MyJEjmThxIq9eveLRo0fo6+vTuHHjbI/jnzhy5AhHjhxhxIgRtG3blt9++42lS5dibGzMxIkTadSokU4uVMPCwli4cCFOTk6EhYUxatQorSSyfi84OJjFixfj4uKiaY4KMG/ePMLDw9m0aRNNmjQhJCSEo0ePYmVlpZNeNQEBAYwZM4YBAwbQqFEjhg4dikKhoEePHhw6dIjy5cvTtWtX8ubNi6OjY65Iont6etKuXbtcVRWa+Vh/+/YtERER1K1bl5o1a3Lq1Cm8vLyoVKkSFhYWGBkZkZGRobNlltoY+Z5Vmfebp6cnV69e1TQ0rlGjBvHx8Tg4OBAdHc24cePo3r27VuI6evQoO3bswM3Njbi4ONatW4ezszPu7u5ERUVRo0YNPDw82LFjB927d9dZxePvhYSEsHjxYgICAli7di3bt29nyZIlzJ8/HwMDAw4fPkyFChVy/HMkPDwcS0tLDhw4QGxsLGPGjMHR0ZH+/fvn6Hb/k8zH25MnTyhTpgyGhoZMnjyZDx8+MHHiRFq3bs26dev4+eefcXd310nCy9nZmf3792uSM2/evKF48eIcP34cFxcXUlNTWbt27WdVcbqgUqmwsrKiQ4cOFCtWjPDwcIKDg0lMTCQgIECTgMupCqDw8HDCw8OJiIigY8eOxMTEULRoUT5+/IilpSXVqlUjIyMDLy8v3Nzc2LlzZ7ZPjBW5h1QkfT1kapv4anTo0AFvb+9cc+L9Z7JSzq6np0fRokXx8vLK9nL2v6JQKDQXyQDly5enZcuWVKlShfnz57Ns2TKCgoLo0KGD1mLKTbE9ffr0T3tKjBgxgvT0dHx8fPj48SPDhw/Xas+ov6O+CD116hShoaFUq1aNRo0aUaFCBVavXs20adPYtWsXderUwdjYWOvxdezYkWXLlrFo0SKCg4N1EkNKSgo+Pj6sXbuWNm3aEB8fz7179zh27Bhdu3bl5s2bzJkzhzJlyhAZGUloaKhWk0iZL6a++eYb6tSpQ4kSJXjy5AkHDx7k+++/p379+iQlJXHp0iWMjY1ZvHixzpNI6mNv7NixOo3j9zLvz40bN+Lt7c3bt28ZPXo0S5cupVOnTujp6eHk5ISnpyeLFy/WadIhN32Wqfebj48P7u7udO7cmffv3+Pv768ZNDB37lxcXFy0dtH8+vVrFi5cyIYNG/jw4QPv3r3DxsaGq1evcvjwYc6ePQvA3r17sbe3p0OHDrmiSjQuLo7jx4/j6+vL9evXuXfvHnv37mX06NGkp6djY2NDnz59tBJLhw4d2LRpk2YJ25YtW+jXr5+mKkVX1Ujq7bq5uREYGEjFihXJmzcv7u7umsf4+fnh5+eHt7e3TuJ8//49ly9fZt++fbx69QonJyd27drFd999x/r162nSpAlGRkZavfGm9vubQwqFggIFCuDo6AjAuHHjcHd3Z9u2bbx//55atWrlWCwhISHMmDGD+fPn07ZtW969e8eVK1eoXr06tWvXxtXVlSlTplC0aFEuXrzI7t27qVu3bo7FI3RPKSUsXw2pSBJfpdyyFCCzzOXs7u7uJCYmYmZmxvjx4zEw+JTTjY6O5sSJE1haWqJSqbTWWPvatWssXLiQlStX8vPPP3PixAmqVKmCmZkZlSpVIj4+ntjY2Bw92cjtsf2+p0TmY8za2poTJ04QFBSkk2ksapljSkpK0jSCdnBwIDw8nJkzZ9KmTRvy5cvH8+fPUalUOh/HnTlObUtJSaFLly5YWFjQu3dvZs+eTVxcHPfv36d8+fKace/Jyck0atSImjVrajW+Dx8+fHbha29vz82bN2nQoAG3bt2idOnSREVFUa1aNQ4dOoSXl5fWKkG+ZAcPHsTDwwMbGxv27dtHcnIy7dq1Y/jw4cCnPjrVq1fX+WsjN0hJSdEkeSMiIli3bh3e3t4UK1aMffv2ERoaStWqVRk2bBhVq1bV+mfvihUrCA4O5u3bt9y7dw+FQkFAQADHjx9ny5Yt+Pj4cO/ePSwsLHKsefA/8dtvv6FSqRg2bBhbtmzhm2++YfDgwZw9e5bz589rverxwoULxMfH061bt1xz/uTl5cWuXbvw9fXFwsICfX19/P39UalUBAcHY21tzb59+3TSWFutW7duPHr0iOrVq9O7d2/y5cvHiRMnWL16NeXKldNKXH8X54EDB0hMTMTAwICRI0fy66+/UqRIEYoVK8bhw4c1N3Jy6rURGhqqqfhVV3S/evWKw4cPs3nzZs2NucTERGxtbSlSpAh58uTJkVhE7jHA8eusSNo/RyqShPgq5IaToN9TKBSEhISwfPlyTTn7jBkzeP36taac/d69e7Rq1SrH70S/efOG9PR0SpUqxc8//8yaNWsoVaoUTZs2pWnTpujr62tOxCdMmEDlypUpUqRIjsaU22PL3FNCfQcXPl10+vv74+LikmuSSFu3biU8PBx9fX26deuGtbU1aWlpbNy4kdTUVDp16qSz5Tq/p6skEoCxsTGTJk1i4cKFzJkzh+7duzNhwgS6du2Kr68vu3fv5vDhwzqpSomOjqZTp07Mnj2bmjVr0rNnTwYMGMD79+8ZPXo0AQEBPHz4kDp16mBubo6lpaXWeyJ9ic6ePcumTZuYOHEirVq1omrVqmzZsoXw8HBSU1MxNzfXvLb/1127do0bN24wYsQIUlJSOHToEFevXuXAgQOMHz+eQYMGoaenx969e8mTJw+zZs3S+mtFX1+fu3fv0rFjRz5+/EiePHmoVq0aXl5evHv3joiICE6dOqXTJJL6vfnOnTu8e/eOJk2aUKFCBX7++WeMjY2pXbs2586do0iRIlqvelRr2bLlZ7HqSublnPfu3cPJyYnDhw+TlJTEkSNHUCgUXLlyhR49etC0aVNKly6tlbgy75fTp0+TlpbGDz/8QEhICEFBQTRv3pySJUty7Ngxbt26pdNqQnWcTk5O+Pr60qlTJ0JDQ9myZQtnzpwBwNXVla1bt+Ln55djr42EhAQGDhzIypUradWqlea5NTExoXfv3ty4cYNq1apRs2ZNjhw5gkqlkiSSEF+Y3FM3LcRX7q/K2R0cHFi1ahUqlYo+ffrkeE+Ed+/esXbtWlJTU1GpVOTNm5cyZcpw48YNAgMDARg0aBCmpqbExMRoGoBqQ26ODT4tA1Ank6Kjozlz5gxmZmasX79eMwVIV9Qnj9u3b8fDwwNLS0vKly/PsWPHWLt2LYsXL6Zy5crs3r1bp3HmNiNHjuTEiRP4+/vj6enJ999/D6C5KE1NTdVJXB8+fODZs2ecPn2agIAABg0axJs3bwgICCAkJISJEydSsmRJ4uPjKVmypCSR/oL6WFcqlcCniYvp6ens2rWLJ0+eULp0aSwtLSlatCjXrl0jMTFRl+HmKq9fv6Zr1648fPiQlJQUFi5ciLm5OefPnycoKAiAAQMGMHLkSEaOHKmV6Wy/f+9q27Yte/bsoWrVqpibm/P48WMaNWrETz/9xNixYzl//jx16tTJ0Zj+E4VCQVBQEP369WP06NFYWloSGRlJ9erViYuLo3PnzgwePJgePXrQoEEDnceqC+Hh4axYsYJOnTphY2NDcHAwNWvWZObMmRw4cIDQ0FAMDQ3x8PBg27ZtpKam6iSJ5OTkxNSpU5k1axajRo0iMjKSXr16UbJkSdasWcOCBQvw9vbWyY2azK+NR48eceDAAcLCwlizZg3Xrl0jIyOD8ePHA5+e55yu5ipcuDCBgYHs2rWL06dPa5JrKpWKkiVLolAoOHfuHF26dNHcMBRCfFlkaZsQWvTs2TPS0tIYMWKETsvZX79+TUpKCrt27WL8+PGoVCqcnJx4/vw5AwYMoGfPnsCniy5tnax9CbGphYeHM3jw4D/0lNDVSXjmu7hDhgxh+PDh9OnTh+TkZIKCgvD29mbfvn3ky5cvR0ZJf2327NmjGW2uy4afFy5cwNzcnG3btnH8+HEKFSqEg4MDffv2ZcuWLSQmJhIXF6eTCoYvQebX5PPnzylVqhR6enpcunQJd3d3SpcuzZQpU6hQoQJv3rxBpVLpfLJSbpD5/eTOnTvMmzePFi1aYGlpSXJyMq6ursTGxtK9e3cGDBigtbgyP59hYWEoFAqaN29Ovnz5uHz5Mp6eniQnJ7N8+fJc9Zr45ZdfsLKywsHBgRIlSjBnzhzy5MmDlZUV1atXJzIyknz58vHNN9/ovCJIFzL30Hn8+DGJiYmEh4djZGSkmaDYtm1bAgMDcXBwwMfHR2vvy/Hx8ZqK58jISBwcHPD39ycpKYnZs2ejr6/PyJEjad68OStWrGDw4ME6+czIfNxER0djaGjI999/T3h4uKZS+uTJk+zdu5dt27ZpNbbw8HCmTJmiaQugZmdnR548eZg9e/b/5HH/v0yWtn09JJEkRA5RfzD+9NNPvH79mhIlSvDtt98SExODmZkZJ0+e5OLFi3h7ezN16lSt3IlUT6yJjo7m6NGjhIWF0b59eyZMmMCHDx9wd3fn/v37jBgxgt69e+d4PF9KbH8mN/SUCA8P58yZM5w+fZr27dvTpEkToqKiKF68OOPHj8fY2BiVSkWHDh1wdXWlfv36Wo/xS/Ly5Uu2b9/O7t272bt3b66YGhMWFsa8efNwdnamdevWXLx4kYyMDFq2bJmrmjHnZh4eHvj5+VG4cGEKFSrEtm3buHz5Ml5eXuTNm5cFCxborJ9JbpP5vWzLli3kz5+fjIwMgoODadSoEZMmTeLDhw/Y29uTnp6Ovb29VpoJ/74qZNu2bahUKpo3b46FhQXNmzcnKioKR0dHChQowKZNm9DT09P5xen9+/eZMGECxYoVY8+ePeTNm5enT5+ydOlSPn78yNSpU/nuu+90GqMu/VUPnaCgILZv305qaiqVK1cmPj4elUrFhg0btPa+HBcXR6tWrXBzc6NgwYJMmjSJypUrs2vXLvLnz09sbCxLliwhKSkJa2vrXFEVqm6gffr0aebMmUOpUqWYNm0apUqVws3NjRMnTrB3716MjIy0+tpQTwd0d3enffv2+Pr6snLlSg4dOqT13oNC9/qv89R1CDnigFXuGjCiDdIjSYgcolAoOHLkCHPnzqV8+fIYGhpStWpVXF1dSUpKonPnzty/f59NmzZpJYmkbt597tw55s6dS3BwMFWqVMHX1xelUsmkSZOYNGkSrq6uWr+bm5tj+yu67imR+S5uu3btSEhIwMbGhpSUFOrVq0eDBg1o0KAB58+f1+oygC9Z8eLF6dixI8OGDcs1x1nHjh1xcHBg4sSJf7ijK/5cXFycZoz13r172bx5M7t27eL169ds376dnj17EhISwuvXrwkLC8PQ0FDHEecOmfdbSEgIx44dw83NjdKlS2NsbExAQABbt25l3LhxLFiwAH19fa0kkX5fFXL+/Hlu3bqlqQrx9PRET0+PZs2aMXfuXEqXLq3TaXuZ1axZk7Zt2xISEsKZM2do06YN5cqVY/ny5SxcuFCnPeJ07e966HTv3p2bN29Sq1YtBgwYgFKpJE+ePBQtWlRr8RUrVgxXV1esra3x8PBgwIABhISEcPbsWVq3bk2pUqVYvnw5tra2OqvyffjwIfHx8TRq1IiwsDCOHz9OUFAQhQoVolu3bhw/fpyOHTvSt29fDhw4wIEDB3QyIVU9HXD27Nl07tyZiIgI9u3bJ0kkIb5wUpEkRA6Jjo5m+vTpbNy4kZo1a3L58mXs7Ozo3bs3Y8aM4dy5cxQtWpS6devmaDIiJiaGX375hfbt23Px4kUcHByYPHkyXbp0AcDf35+DBw9Sp04dpk2bRr58+TAyMsqRWL6k2HKzv7uL6+XlRVJSEuXLl+fjx48kJibi7u6u894b4t+JiIjAzMwMHx8fOnTooOtwcq0TJ06wfft2hg8fjqmpKba2tlSsWJHJkyeTkZFBXFwcI0aMwMbGhtatW/Pu3TsKFiyo67B1Tr3fRo0aRdGiRenfvz8DBw5k48aNmgv8gIAAtm3bRrdu3Zg2bZpWKuKyWhXy/v175syZQ5MmTXI8pr+j/ix/8OABb968oXr16pQoUYJVq1Zx7tw5Zs2aRevWrcmfPz+pqan/859nYWFhzJ07l3Xr1mFqagr8/z6cMWMGL168wM/PT+cxWltbs2nTJg4fPsz169eZOnUqbdq0oWDBgppqam0LDg5m3rx5mv9WqVTExsayefNm+vfvD3w6xzp58iT6+vq0bNmS6tWraz3OzMLCwhg9ejTHjh2jbt26Oo1F6I5UJH09pC5eiBzw+PFj5s+fz7NnzzR3bBs0aEDLli25ePEiAK1bt9Z8kOZUEunevXsMHjyYY8eOERUVxaVLlzh06BC//fab5jGDBw+mV69eXL9+nbdv32rtxDY3x5abqe/ijhgxQnMXF9DcxW3atCmTJk1i48aNuLi4sH//fkkifQXat2+Pt7e3LGf7G8HBwVhZWWFubk79+vUpWLAgpUuX5sSJE8TExKCvr4+JiQmFChUiISEBQJJIfL7fvvnmG+rWrcukSZPYu3cvZ86c0RxzAwcOxMLCgoEDB2rtOMxcFaJQKBgwYAAvX77k7NmzvH//XlMVUrx4ccqWLauVmP6OQqEgMDCQIUOGMHfuXEaPHs2aNWtYvHgxrVq1Ys2aNfz444+aCpv/dR07dsTR0ZGpU6dqJoqpz4fKlCmjqfzVJXVVqKWlJX379qVp06bY2tpy8eJFVCqVTt6TQ0NDWbZsGVu3buXmzZs0a9aMhIQEhg0bxrFjxzh37hwA5cuXZ8yYMZiZmek8iQSf9uX9+/cliSTEV0KWtgmRAypVqkTfvn3ZvHkz+/fvZ+jQoZiYmFCxYkXOnj1LUlIS+fLly9ElUXfv3mXIkCHMnz+f4cOHA1CrVi0SExNZu3Yt1apVo3379gAMHz6cjh07am35U26OLbdTT0KZO3cuDRs2/OwubunSpVEqlZw+fZpJkybpOFKR3X5/x178vxs3bjB79my2bdtGmzZtNBOMmjRpwk8//YSXlxc9evQgJiaGx48f5+i0oi/J7/eb2qxZs8iXLx8zZsxgw4YNmiWVffv21XqMnTt3Zu3atUyePJlNmzaRnJyMi4sLSqWSNm3aUKZMGZydnXPFcra7d++ybNkyfH19qVWrFocPH+bAgQMcOnSIJUuWEB8fT4kSJSQhnIl6GqqFhcVnPXR8fHw4dOiQrsMD/j+ZNG3aNJycnMiTJw+1a9fWyftw5iWBLVq0AGDp0qUkJyfTr18/goKC2LVrFxkZGblyKXTevHl1HYLQMVkM9fWQRJIQ2UB9YXfu3DkePXpEoUKFMDMzQ6VSERwczJkzZ+jevTvr169nzZo1Od4XIT09HScnJyZOnMjw4cM18eXPn58ZM2aQN29e5s6dy5o1a+jUqROA1hI1uTm2L4X6Lm7mSSiZ7+JWqVJFxxGKnCRJpD968uQJzZs3p02bNmRkZGgu1Nu0acPr1685ePAgM2bMIF++fGzfvp1KlSrpOOLc4c/2m0KhoHDhwkyaNIn3798zatQodu7cSdu2bXUWZ+aqEHd3dwwMDLC1tWXp0qV07txZZ4mZhIQE3r9/z7t37yhbtiwFChSgTJkymvHvP/zwA2FhYZw4cYK+ffvi6Oiokzhzuy+hh07Hjh1ZtmwZixYtIjg4WCe9huD/byZZWVnx3Xff0bp1azZu3EiePHkwNTWlcOHCeHh4cPDgQb777judxSmE+PpJIkmIbKBurG1jY8OQIUNYvXo19+7dY+7cuWRkZODu7s6ZM2ewt7ene/fun41XzgkGBga8e/dOM4lIqVRq7tYWKlQIU1NTXrx4wcyZM4mIiKBo0aJauzjNzbF9Sb6Eu7hCaMuzZ8948+YNAPr6+qhUKtLT0zEwMKB+/foolUo6d+6MQqGQ5WyZ/Nl+U/d8iY2NpUqVKlhZWeWKqXa5qSoE4M6dO0yfPp18+fIRFRVF/fr1qVOnDkWLFuXevXs0aNAAY2Nj2rZty8mTJ0lNTcXQ0FCqkf5Chw4dWLt2ba7uodO1a1fatm2r8+RMx44dWb9+PRYWFnzzzTckJycTEBAAQOPGjbG0tKRMmTI6j1MI8XWTRJIQ2eD+/fs4Ojpy6tQpjh8/TpEiRRg2bBgA48aNQ6lUcubMGR4+fMjbt29zdPKISqUiLS2N58+f8+uvvwKfLhCUSiVKpRIDAwPOnj1Ls2bNmDp1qmZKjzbk5ti+RF/CXVwhtKFp06bMmTOHAwcOaBrNqhPUp06d4ty5c/To0UP6rP3On+03daIjIiKCixcv4uzsnGuSb7mlKiQ6OpoRI0YwZcoURo4cye3bt/nxxx/x8fHh6dOnJCcn891332FiYoK9vT0bNmyQYy8L1D10cvPyp9wyaa9Dhw54eHjQu3dv/P39MTQ01CSBGzZsqOvwhBD/AySRJMQ/kLmcvVy5cpQsWZIuXbqwc+dOdu3aha+vL+XLl+fw4cOUKVOGCRMm8PbtW6KiojQ9gXKKQqHAyMiIKVOmYG1tTc2aNenVqxcKhQIDAwMuXbqEp6cn27Zt0/qI89wc25fqS7iLK0ROa9y4MYsXL8be3h6lUsnAgQMB2L17N66urvj6+sqF/J/4u/3m4uKCn59frkkiqem6KuT+/fsMHDiQuXPnMmrUKOBTL65KlSphZGTEiRMnqF69Om/evOHevXu4urpqJpGK/yw3J5Fym9atW7N//35mz57NmjVr+OGHH3QdkhD/kVJ6JH01JJEkxH/pz8rZ69Wrx7Nnz3jw4AG7d++matWqhIeHM2/ePHbs2AGAtbV1jlcjZdazZ09u377N3Llzefr0KQ0bNiQhIYFZs2ZhZ2dHs2bNtBLHlxbbl+hLuIsrRE6bNGkS+vr6mJub4+HhQfHixbl9+zZ79+6V5tp/4+/2W25NTOuyKiQxMZGHDx/StGlT4P97JJYoUYJ27drh5uaGjY0N3377LR8/fsTQ0FBnsYqvX4cOHbC3t2fp0qW0a9dOzgOEEFqjUEnrdCGyLDo6mqFDh/6hnN3b25ukpCRq1qxJq1atyJ8/P1u3bsXOzo6ePXtqyo21LSkpiQMHDrBu3TrKli1LwYIFMTMzo1evXjqf/JSbYxNCfLlu377NnTt3KFmyJNWqVaN8+fK6DumLIPst68LDw5kyZQpubm506NAB+P+EUvfu3bGzs6NBgwbyWSa05sOHD+TLl0/XYQjxH/Vx2KbrEHLEYevxug5B6ySRJEQW3b9/nwEDBnxWzg7w+vVr/P39OXnyJPXq1UOhUKBUKunYsSOmpqa54kTy3bt3FChQgA8fPpA/f/5cEZNabo5NCCGE+DPqZNKmTZs0kzPPnDnD/Pnz8fX1lcmAQgjxJySR9PWQpW1CZNHflbO3b9+eTZs2sWTJEho1avTZz+WGpIi6x4W65Dk3xKSWm2MTQggh/ox6cubkyZMJCAggPj6eKVOmsGrVKkkiCSHEX5ASlq+HzCAVIouaNm3KkSNHGDRoEOHh4ZqEh0ql4ptvvqFixYqaaTe5tdAvN48dzs2xCSGEEL+nnpxpamqKmZkZ9vb29OnTJ9eeAwghhBDZRa7chPgvqO9ATpkyhYiICE1V0pkzZ4iPj9c00paqGiGEEOLr16FDBw4dOoSbmxvdu3cH5BxACCHE10+WtgnxX/q7cvaKFSvqOjwhhBBCaFHLli0BpMefEEKI/xmSSBLiH8hczl6gQAE2btxI9+7d5SRSCCGE+B8ln/9CCPH3lLL096shiSQh/iF1OXtCQgJdu3YF5CRSCCGEEEIIIcTXTRJJQvwLUs4uhBBCCCGEEOJ/iTTbFiIbSBJJCCGEEEIIIcT/AkkkCSGEEEIIIYQQQogskaVtQgghhBBCCCGEyFEqabb91ZCKJCGEEEIIIYQQQgiRJZJIEkIIIYQQQgghhBBZIokkIYQQQgghhBBCCJEl0iNJCCGEEEIIIYQQOUqF9Ej6WkhFkhBCCCGEEEIIIYTIEkkkCSGEEEIIIYQQQogskUSSEEIIIYQQQgghhMgS6ZEkhBBCCCGEEEKIHKWUFklfDalIEkIIIYQQQgghhBBZIokkIYQQQgghhBBCCJElkkgSQgghhBBCCCGEEFkiPZKEEEIIIYQQQgiRo1QqaZL0tZCKJCGEEEIIIYQQQgiRJZJIEkIIIYQQQgghhBBZIokkIYQQQgghhBBCCJEl0iNJCCGEEEIIIYQQOUp6JH09pCJJCCGEEEIIIYQQQmSJJJKEEEIIIYQQQgghRJZIIkkIIYQQQgghhBBCZIkkkoQQQgghhBBCCCFElkizbSGEEEIIIYQQQuQopTTb/mpIRZIQQgghhBBCCCGEyBJJJAkhhBBCCCGEEEKILJFEkhBCCCGEEEIIIYTIEumRJIQQQgghhBBCiBwlLZK+HlKRJIQQQgghhBBCCCGyRBJJQgghhBBCCCGEECJLJJEkhBBCCCGEEEIIIbJEeiQJIYQQQgghhBAiRymlSdJXQyqShBBCCCGEEEIIIUSWSCJJCCGEEEIIIYQQQmSJJJKEEEIIIYQQQgghRJZIIkkIIYQQQgghhBA5SqVSfZX/zymrV6+mVatW5MuXjyJFimR5Hy9dupQyZcqQN29eOnfuzIMHDz57TFxcHCNGjKBQoUIUKVKEcePG8f79+/8qNkkkCSGEEEIIIYQQQuQiaWlpDBo0iMmTJ2f5ZxwcHHBxccHDw4NLly6RP39+fvjhB1JSUjSPGTFiBLdv3+bEiRMcOXKEM2fOMHHixP8qNoUqJ1NoQgghhBBCCCGE+J/XYZmrrkPIEeHLpubo79+xYwczZ84kPj7+bx+nUqkoW7Ysc+bMwcrKCoCEhARKlSrFjh07GDp0KHfv3qVu3bpERkbStGlTAEJDQ+nevTsxMTGULVs2SzFJRZIQQgghhBBCCCHEF+zhw4e8ePGCzp07a75WuHBhmjdvzoULFwC4cOECRYoU0SSRADp37oyenh6XLl3K8rYMsi9sIYQQQgghhBBCiP8dqamppKamfvY1IyMjjIyMtBrHixcvAChVqtRnXy9VqpTmey9evKBkyZKffd/AwIBixYppHpMVkkgSQgghhBBCCCFEjsrpJWC6smzZMpYvX/7Z12xsbFi2bNkfHjt//nzs7e3/9vfdvXuX2rVrZ2eI2U4SSUIIIYQQQgghhBD/wIIFC5g9e/ZnX/uraqQ5c+YwZsyYv/19VatW/UdxlC5dGoDY2FjKlCmj+XpsbCwNGzbUPObly5ef/Vx6ejpxcXGan88KSSQJIYQQQgghhBBC/AP/zTI2ExMTTExMciSOKlWqULp0aU6dOqVJHCUmJnLp0iXN5LeWLVsSHx/P1atXadKkCQBhYWEolUqaN2+e5W1Js20hhBBCCCGEEEKIXOTJkydcv36dJ0+ekJGRwfXr17l+/Trv37/XPKZ27docPHgQAIVCwcyZM1m1ahWBgYHcvHmTUaNGUbZsWfr27QtAnTp16Nq1KxMmTODy5cucO3eOqVOnMnTo0CxPbAOpSBJCCCGEEEIIIYTIVZYuXYq3t7fmvxs1agTA6dOn6dChAwDR0dEkJCRoHmNtbU1SUhITJ04kPj6eNm3aEBoairGxseYxu3fvZurUqXTq1Ak9PT0GDBiAi4vLfxWbQqVSqf7F3yaEEEIIIYQQQggh/kfI0jYhhBBCCCGEEEIIkSWSSBJCCCGEEEIIIYQQWSKJJCGEEEIIIYQQQgiRJZJIEkIIIYQQQgghhBBZIokkIYQQQgghhBBCCJElkkgSQgghhBBCCCGEEFkiiSQhhBBCCCGEEEIIkSWSSBJCCCGEEEIIIYQQWSKJJCGEEEIIIYQQQgiRJZJIEkIIIYQQQgghhBBZIokkIYQQQgghhBBCCJElkkgSQgghhBBCCCGEEFnyf5WWc5pEJ9fHAAAAAElFTkSuQmCC", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {} + }, + { + "output_type": "stream", + "name": "stdout", + "text": [ "['DATA EXPECTATIONS'] Canceled Data Expectations engine execution due to dataset-expectation suite mismatch.\n" ] } @@ -151,15 +184,19 @@ "text": [ "Warnings count by priority:\n", "\tPriority 1: 2 warning(s)\n", - "\tPriority 2: 4 warning(s)\n", - "\tTOTAL: 6 warning(s)\n", + "\tPriority 2: 8 warning(s)\n", + "\tTOTAL: 10 warning(s)\n", "List of warnings sorted by priority:\n", "\t[TEST NORMALITY] The label distribution failed to pass a normality test as-is and following a battery of transforms. It is possible that the data originates from an exotic distribution, there is heavy outlier presence or it is multimodal. Addressing this issue might prove critical for regressor performance. (Priority 1: heavy impact expected)\n", "\t[DUPLICATE COLUMNS] Found 1 columns with exactly the same feature values as other columns. (Priority 1: heavy impact expected)\n", - "\t[EXACT DUPLICATES] Found 20 instances with exact duplicate feature values. (Priority 2: usage allowed, limited human intelligibility)\n", - "\t[FLATLINES] Found 8 flatline events with a minimun length of 5 among the columns {'Region', 'MainCity'}. (Priority 2: usage allowed, limited human intelligibility)\n", + "\t[COLLIDER CORRELATIONS] Found 99 independently uncorrelated variable pairs that showed correlation after controling for the remaining variables. This is an indicator of potential colliding bias with other covariates. (Priority 2: usage allowed, limited human intelligibility)\n", + "\t[OUTLIER DETECTION] Found 2 potential outliers across the full dataset. A distance bigger than 3.0 standard deviations of intra-cluster distances to the respective centroids was used to define the potential outliers. (Priority 2: usage allowed, limited human intelligibility)\n", + "\t[HIGH COLLINEARITY - CATEGORICAL] Found 3 categorical variables with significant collinearity (p-value < 0.05). The variables listed in results are highly collinear with other variables in the dataset and sorted descending according to propensity. These will make model explainability harder and potentially give way to issues like overfitting. Depending on your end goal you might want to remove variables following the provided order. (Priority 2: usage allowed, limited human intelligibility)\n", "\t[PROXY IDENTIFICATION] Found 5 feature pairs of correlation to sensitive attributes with values higher than defined threshold (0.5). (Priority 2: usage allowed, limited human intelligibility)\n", - "\t[OUTLIER DETECTION] Found 2 potential outliers across the full dataset. A distance bigger than 3.0 standard deviations of intra-cluster distances to the respective centroids was used to define the potential outliers. (Priority 2: usage allowed, limited human intelligibility)\n" + "\t[CONFOUNDED CORRELATIONS] Found 21 independently correlated variable pairs that disappeared after controling for the remaining variables. This is an indicator of potential confounder effects in the dataset. (Priority 2: usage allowed, limited human intelligibility)\n", + "\t[HIGH COLLINEARITY - NUMERICAL] Found 4 numerical variables with high Variance Inflation Factor (VIF>5.0). The variables listed in results are highly collinear with other variables in the dataset. These will make model explainability harder and potentially give way to issues like overfitting. Depending on your end goal you might want to remove the highest VIF variables. (Priority 2: usage allowed, limited human intelligibility)\n", + "\t[FLATLINES] Found 8 flatline events with a minimun length of 5 among the columns {'MainCity', 'Region'}. (Priority 2: usage allowed, limited human intelligibility)\n", + "\t[EXACT DUPLICATES] Found 20 instances with exact duplicate feature values. (Priority 2: usage allowed, limited human intelligibility)\n" ] } ], @@ -194,8 +231,8 @@ "output_type": "execute_result", "data": { "text/plain": [ - "('Flatlines',\n", - " \"Found 8 flatline events with a minimun length of 5 among the columns {'Region', 'MainCity'}.\",\n", + "('Outlier Detection',\n", + " 'Found 2 potential outliers across the full dataset. A distance bigger than 3.0 standard deviations of intra-cluster distances to the respective centroids was used to define the potential outliers.',\n", " )" ] }, @@ -229,11 +266,11 @@ ], "metadata": { "interpreter": { - "hash": "cdc2bce73c2a9ac283f602628cabf735dbe06c4ee87a7849fc5f3d1177c8f304" + "hash": "e255f3ac955330aecee05fff6b7b15b68f4bd4cf0e9481cf0822c8a2e5228d43" }, "kernelspec": { "name": "python3", - "display_name": "Python 3.8.10 64-bit ('.venv': venv)" + "display_name": "Python 3.8.11 64-bit ('DQ': conda)" }, "language_info": { "codemirror_mode": { @@ -245,7 +282,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.10" + "version": "3.8.11" }, "metadata": { "interpreter": { diff --git a/tutorials/data_relations.ipynb b/tutorials/data_relations.ipynb new file mode 100644 index 00000000..3b2b3a24 --- /dev/null +++ b/tutorials/data_relations.ipynb @@ -0,0 +1,378 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "source": [ + "# YData Quality - Data Relations Tutorial\n", + "Time-to-Value: 12 minutes\n", + "\n", + "This notebook provides a tutorial for the ydata_quality package functionality for data relations analysis.\n", + "\n", + "**Structure:**\n", + "\n", + "0. A data relations introduction\n", + "1. Load dataset\n", + "2. Instantiate the Data Relations engine\n", + "3. Run the quality checks\n", + "4. Assess the warnings\n", + "5. (Extra) Detailed overview" + ], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "## A data relations introduction\n", + "### What are data relations?\n", + "Data relations are ways in which random variables associate themselves. Different variables collected in the same environment frequently share certain statistical properties. This is broadly called correlation, a measurement for how much two variables are related, and this property is important in all kinds of statistical models.\n", + "Prediction models leverage variables correlated with dependent features to produce good predictions; clustering models leverage correlations between covariates in order to group similar observations; and correlations are also studied as an important source of model explainability.\n", + "A usually undesired effect of correlation is multicollinearity, where predictor variables are correlated. Despite not being necessarily a negative aspect, since not always it leads to overfitting, it will often lead to a loss of model interpretability and overall reduction of significance of the covariates.\n", + "\n", + "Causality is another type of data relation, similar to correlation although with a very important addition which is time dependence. A cause must always preclude the effect and not the other way around, where in correlation this is not a necessary condition. Causality is usually only possible to determine in datasets with explicit (timeseries) or implicit time dimensions (the candidate effect is measured after the candidate causes are observed).\n", + "***\n", + "### Why correlation is not so simple\n", + "Despite being a simple concept, a series of assumptions take place when a correlation measurement method is put to work. The most commonly known metric of correlation is the [Pearson correlation coefficient](https://docs.scipy.org/doc/scipy/reference/generated/scipy.stats.pearsonr.html), it is a number bounded in the [-1, 1] range and just the number itself indicates the strength of the correlation while the sign indicates positive or negative correlation (i.e. the quantities increase together or one increases while the other decreases). Nevertheless this metric is only indicated for comparing 2 continuous variables. In order to mitigate the impact of misplaced assumptions, there are a few aspects to take into consideration when making and interpreting these kinds of measurements:\n", + "- **Mixed datatypes -** When we want to measure the strength of association between all features in a dataset, we need to use appropriate metrics that quantify the degree of relationship for other combinations besides two numericals (e.g. categorical/categorical, numerical/categorical). For pairs of categorical variables (i.e. discrete non-ordered), a typical metric is [Cramér's V](https://en.wikipedia.org/wiki/Cram%C3%A9r%27s_V) which looks to measure the co-occurrence of categories of the different variables. For the discrete-continuous case a good example is the [Correlation Ratio](https://en.wikipedia.org/wiki/Correlation_ratio) that compares the dispersion of the continuous feature across the different labels of the discrete variable with the overall dispersion of the continuous variable.\n", + "- **Symmetry -** Some quantities used as correlation coefficients are not metrics since $C(X,Y)$ ≠ $C(Y,X)$. A good example is [Theil's U](https://en.wikipedia.org/wiki/Uncertainty_coefficient), where we measure the information content gained relative to one variable by knowing the other, the bigger this information gain the bigger the correlation. We can know if a month has 31 days or not by knowing if the month is February but the inverse is not true since it only provides us with partial information, we have bigger information gain and bigger Theil's U in the first scenario and this must be accounted for when using this quantity as proxy for correlation.\n", + "- **Geometry -** Pearson's coefficient measures association in linear space. This is an important distinction specially before considering feature transformation functions, like logarithmic or polynomial which might be able to strenghten the apparent correlation. A notable case is [Spearman's rank correlation](https://en.wikipedia.org/wiki/Spearman%27s_rank_correlation_coefficient) which does not make any spatial assumption regarding the distribution of the variables, instead just considers rank coherence of the different elements of each array making it specially suited for ordinal variables (i.e. ordered discrete) while also working for continuous variables. A high Spearman but low Pearson correlation might indicate that a transformation to one of the variables might be able to linearize their association leading to high Pearson coefficient afterwards.\n", + "- **Independence -** High correlation does not imply causality, and although it might be tempting to consider strong associations as possible causes it is important to consider effects such as [confounding](https://catalogofbias.org/biases/confounding/) and [colliding](https://catalogofbias.org/biases/collider-bias/). The next section explains these effects in bigger detail and how we detect their potential existence.\n", + "***\n", + "### Confounding and colliding effects\n", + "As we saw in the previous section, confounding and colliding are effects that occur due to unaccounted dependence effects and can induce spurious correlations. Consider the famous examples of [ice-cream sales and drownings correlations](https://paularowinska.wordpress.com/2018/08/18/deadly-ice-cream/) or the [relationship between nesting storks and birth rate](https://datatab.net/tutorial/partial-correlation). Both examples might suggest causality between the respective pairs, but once we control for the effect of other variables (summer season and average area per inhabitant respectively) these apparently strong associations dilute. Note that we may not always be in possession of confounding variables in our dataset, meaning that even after controlling for all other variables, poisoned conclusions might be drawn due to a poor experimental design.\n", + "\n", + "Not being mindful when controlling for the effect of other variables can lead to colliding biases. This phenomena occurs typically when we control for the collider variable, a variable influenced by the pair of variables for which we are measuring association. A recent article published in Nature Communications identified [colliding biases with some COVID-19 observational studies](https://www.nature.com/articles/s41467-020-19478-2) from which we take an example: Health workers are naturally exposed to higher viral loads, let's hypothesize that being a health worker has a causal relationship with high severity COVID-19 disease. The only reliable estimator for severe infections are positive PCR, which during the beginning of the pandemic were scarce. PCR were available to health workers or hospitalized members of the general public. The study sample therefore included health workers, independent of the severity of symptoms, and hospitalized non-health workers (control population) usually with severe symptoms making health workers seem less susceptible to high severity COVID-19, making our hypothesis less likely.\n", + "\n", + "We cannot assume the domain expertise to perfectly identify confounding and colliding bias. But we can make your job easier, for confounding effects we look strong binary associations, after controlling for the effect of other variables in the dataset, if the association strongly diluted we will raise your attention to potential confounding effects. If the inverse situation applies (weak association before control, high association afterwards) we will flag potential colliding effects.\n", + "***\n", + "### How do we study correlations?\n", + "We developed this module in order to help you study the correlation structures of your data and retrieving actionable insights.\n", + "\n", + "We raise your awareness to potential biases in data relations in your dataset so that they are less likely to negatively impact your analysis. We also help you identifying the most and the least important features. We do this by leveraging techniques such as correlation methods above, full order partial correlations (i.e. controlling the effect of all covariates) and with [Variance Inflation Factor](https://en.wikipedia.org/wiki/Variance_inflation_factor), which is used to assess multicollinearity of numerical covariates." + ], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "# Data correlations demo and tutorial\n", + "## Imports" + ], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 1, + "source": [ + "from ydata_quality.data_relations import DataRelationsDetector\n", + "import pandas as pd" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "## Load the example dataset\n", + "We will use the wine dataset available from the sklearn package." + ], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 2, + "source": [ + "df = pd.read_csv('../datasets/transformed/census_10k.csv')\n", + "df.drop(columns=['education-num'], inplace=True) # This column is a numerical alias for the educational column" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "## Create the engine" + ], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 3, + "source": [ + "drd = DataRelationsDetector()" + ], + "outputs": [], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "### Full Evaluation\n", + "The easiest way to assess the data quality analysis is to run `.evaluate()` which returns a list of warnings for each quality check.\n", + "To run evaluate with the Data Relations Detector you provide:\n", + "- df (pd.DataFrame): The Pandas DataFrame on which you want to perform data relations analysis.\n", + "- dtypes (Optional[dict]): A dictionary mapping df column names to numerical/categorical dtypes.\n", + " If a full map is not provided it will be determined/completed via inference method.\n", + "- label (Optional[str]): A string identifying the label feature column\n", + "- corr_th (float): Absolute threshold for high correlation detection. Defaults to 0.8.\n", + "- vif_th (float): Variance Inflation Factor threshold, typically 5-10 is recommended. Defaults to 5." + ], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 4, + "source": [ + "results = drd.evaluate(df, None, 'income')" + ], + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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" 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" + }, + "metadata": {} + } + ], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "## Check the status\n", + "After running the data quality checks, you can check the warnings for each individual test. The warnings are suited by priority and have additional details that can provide better insights for Data Scientists." + ], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 5, + "source": [ + "drd.report()" + ], + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Warnings count by priority:\n", + "\tPriority 2: 2 warning(s)\n", + "\tTOTAL: 2 warning(s)\n", + "List of warnings sorted by priority:\n", + "\t[COLLIDER CORRELATIONS] Found 26 independently uncorrelated variable pairs that showed correlation after controling for the remaining variables. This is an indicator of potential colliding bias with other covariates. (Priority 2: usage allowed, limited human intelligibility)\n", + "\t[HIGH COLLINEARITY - CATEGORICAL] Found 9 categorical variables with significant collinearity (p-value < 0.05). The variables listed in results are highly collinear with other variables in the dataset and sorted descending according to propensity. These will make model explainability harder and potentially give way to issues like overfitting. Depending on your end goal you might want to remove variables following the provided order. (Priority 2: usage allowed, limited human intelligibility)\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/home/fsantos/miniconda3/envs/DQ/lib/python3.8/site-packages/ipykernel/ipkernel.py:287: DeprecationWarning: `should_run_async` will not call `transform_cell` automatically in the future. Please pass the result to `transformed_cell` argument and any exception that happen during thetransform in `preprocessing_exc_tuple` in IPython 7.17 and above.\n", + " and should_run_async(code)\n" + ] + } + ], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "## Check the results\n", + "The evaluate method produced a series of results. These are structured according to different tests that were executed." + ], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "### Confounders\n", + "On confounders we can get feedback on bivariate correlation pairs that are potentially being confounded by other covariates, this means that the apparent correlation is in fact dependent on other covariates." + ], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 6, + "source": [ + "results['Confounders']" + ], + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 6 + } + ], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "### Colliders\n", + "On colliders we can get feedback on pairs that might get wrongly interpreted as being highly correlated after controlling the effect of covariates that can be caused independently by each variable of the bivariate pair.\n", + "\n", + "Per example if we accept age and relationship status as potential causes for marital status then we need to be careful when assessing the correlation between age and relationship status after controlling for marital status." + ], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 7, + "source": [ + "results['Colliders']" + ], + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[('age', 'education'),\n", + " ('age', 'marital-status'),\n", + " ('age', 'occupation'),\n", + " ('age', 'relationship'),\n", + " ('age', 'sex'),\n", + " ('age', 'hours-per-week'),\n", + " ('age', 'income'),\n", + " ('education', 'marital-status'),\n", + " ('education', 'relationship'),\n", + " ('education', 'sex'),\n", + " ('education', 'income'),\n", + " ('marital-status', 'occupation'),\n", + " ('marital-status', 'relationship'),\n", + " ('marital-status', 'sex'),\n", + " ('marital-status', 'hours-per-week'),\n", + " ('marital-status', 'income'),\n", + " ('occupation', 'relationship'),\n", + " ('occupation', 'sex'),\n", + " ('occupation', 'hours-per-week'),\n", + " ('occupation', 'income'),\n", + " ('relationship', 'sex'),\n", + " ('relationship', 'hours-per-week'),\n", + " ('relationship', 'income'),\n", + " ('sex', 'hours-per-week'),\n", + " ('sex', 'income'),\n", + " ('hours-per-week', 'income')]" + ] + }, + "metadata": {}, + "execution_count": 7 + } + ], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "### Feature Importance\n", + "On feature importance we can find a priority list of important features relative to the label, these are filtered based on the zero order correlation values and corr_th. Potential confounding is flagged when a candidate important feature loses relevance after controlling for the other covariates." + ], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 8, + "source": [ + "results['Feature Importance']" + ], + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'[FEATURE IMPORTANCE] No important features were found in explaining income. You might want to try lowering corr_th.'" + ] + }, + "metadata": {}, + "execution_count": 8 + } + ], + "metadata": {} + }, + { + "cell_type": "markdown", + "source": [ + "### Inflated Variance\n", + "On inflated variance we rank numerical features by the Variance Inflation Factor of their respective coefficients (in a linear model). This is an indicator of multicollinearity. Typically values higher than 5 signify multicollinearity and should be investigated, bigger than 10 signify serious multicollinearity.\n", + "\n", + "Categorical variables are sorted according to a collinearity score through chi squared tests in all bivariate combinations. The most collinear with the remaining variables are ranked first.\n", + "\n", + "Depending on your goal, you might want to keep the features or drop them all together. An iterative process is recommended if the option is to drop, starting by the highest VIFs or the first ranked categorical variables in the collinearity score." + ], + "metadata": {} + }, + { + "cell_type": "code", + "execution_count": 9, + "source": [ + "results['High Collinearity']['Categorical']" + ], + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "['occupation',\n", + " 'marital-status',\n", + " 'sex',\n", + " 'workclass2',\n", + " 'education',\n", + " 'workclass',\n", + " 'relationship',\n", + " 'native-country',\n", + " 'race']" + ] + }, + "metadata": {}, + "execution_count": 9 + } + ], + "metadata": {} + } + ], + "metadata": { + "interpreter": { + "hash": "cdc2bce73c2a9ac283f602628cabf735dbe06c4ee87a7849fc5f3d1177c8f304" + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3.8.10 64-bit ('.venv': venv)" + }, + "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" + }, + "metadata": { + "interpreter": { + "hash": "cdc2bce73c2a9ac283f602628cabf735dbe06c4ee87a7849fc5f3d1177c8f304" + } + }, + "orig_nbformat": 2 + }, + "nbformat": 4, + "nbformat_minor": 2 +} \ No newline at end of file diff --git a/tutorials/duplicates.ipynb b/tutorials/duplicates.ipynb index 4c5a3704..2eb1e3c8 100644 --- a/tutorials/duplicates.ipynb +++ b/tutorials/duplicates.ipynb @@ -119,8 +119,8 @@ "\tTOTAL: 3 warning(s)\n", "List of warnings sorted by priority:\n", "\t[DUPLICATE COLUMNS] Found 1 columns with exactly the same feature values as other columns. (Priority 1: heavy impact expected)\n", - "\t[EXACT DUPLICATES] Found 20 instances with exact duplicate feature values. (Priority 2: usage allowed, limited human intelligibility)\n", - "\t[ENTITY DUPLICATES] Found 20 duplicates after grouping by entities. (Priority 2: usage allowed, limited human intelligibility)\n" + "\t[ENTITY DUPLICATES] Found 20 duplicates after grouping by entities. (Priority 2: usage allowed, limited human intelligibility)\n", + "\t[EXACT DUPLICATES] Found 20 instances with exact duplicate feature values. (Priority 2: usage allowed, limited human intelligibility)\n" ] } ], @@ -155,8 +155,8 @@ "output_type": "execute_result", "data": { "text/plain": [ - "('Exact Duplicates',\n", - " 'Found 20 instances with exact duplicate feature values.',\n", + "('Entity Duplicates',\n", + " 'Found 20 duplicates after grouping by entities.',\n", " )" ] }, @@ -206,30 +206,6 @@ { "output_type": "execute_result", "data": { - "text/plain": [ - " dept Region Department Crime_pers Crime_prop Literacy Donations \\\n", - "86 1 E Ain 28870 15890 37 5098 \n", - "87 2 N Aisne 26226 5521 51 8901 \n", - "88 3 C Allier 26747 7925 13 10973 \n", - "89 4 E Basses-Alpes 12935 7289 46 2733 \n", - "90 5 E Hautes-Alpes 17488 8174 69 6962 \n", - "\n", - " Infants Suicides MainCity ... Infanticide Donation_clergy Lottery \\\n", - "86 33120 35039 2:Med ... 60 69 41 \n", - "87 14572 12831 2:Med ... 82 36 38 \n", - "88 17044 114121 2:Med ... 42 76 66 \n", - "89 23018 14238 1:Sm ... 12 37 80 \n", - "90 23076 16171 1:Sm ... 23 64 79 \n", - "\n", - " Desertion Instruction Prostitutes Distance Area Pop1831 dept2 \n", - "86 55 46 13 218.372 5762 346.03 1 \n", - "87 82 24 327 65.945 7369 513.00 2 \n", - "88 16 85 34 161.927 7340 298.26 3 \n", - "89 32 29 2 351.399 6925 155.90 4 \n", - "90 35 7 1 320.280 5549 129.10 5 \n", - "\n", - "[5 rows x 24 columns]" - ], "text/html": [ "
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