From 7766350c1558ae257cc540a22dadc7aefcafe384 Mon Sep 17 00:00:00 2001 From: robcaulk Date: Sun, 28 Aug 2022 19:21:57 +0200 Subject: [PATCH 1/3] refactor environment inheritence tree to accommodate flexible action types/counts. fix bug in train profit handling --- freqtrade/freqai/RL/Base4ActionRLEnv.py | 234 +-------------- freqtrade/freqai/RL/Base5ActionRLEnv.py | 187 +----------- freqtrade/freqai/RL/BaseEnvironment.py | 270 ++++++++++++++++++ .../RL/BaseReinforcementLearningModel.py | 35 +-- .../RL/ReinforcementLearnerCustomAgent.py | 23 +- freqtrade/freqai/freqai_interface.py | 2 +- .../prediction_models/ReinforcementLearner.py | 17 +- .../ReinforcementLearner_multiproc.py | 11 +- 8 files changed, 339 insertions(+), 440 deletions(-) create mode 100644 freqtrade/freqai/RL/BaseEnvironment.py diff --git a/freqtrade/freqai/RL/Base4ActionRLEnv.py b/freqtrade/freqai/RL/Base4ActionRLEnv.py index 478507639..ef5b1c107 100644 --- a/freqtrade/freqai/RL/Base4ActionRLEnv.py +++ b/freqtrade/freqai/RL/Base4ActionRLEnv.py @@ -1,14 +1,11 @@ import logging from enum import Enum -from typing import Optional -import gym -import numpy as np from gym import spaces -from gym.utils import seeding -from pandas import DataFrame -import pandas as pd -from abc import abstractmethod + +from freqtrade.freqai.RL.BaseEnvironment import BaseEnvironment, Positions + + logger = logging.getLogger(__name__) @@ -19,95 +16,13 @@ class Actions(Enum): Short_enter = 3 - -class Positions(Enum): - Short = 0 - Long = 1 - Neutral = 0.5 - - def opposite(self): - return Positions.Short if self == Positions.Long else Positions.Long - - -def mean_over_std(x): - std = np.std(x, ddof=1) - mean = np.mean(x) - return mean / std if std > 0 else 0 - - -class Base4ActionRLEnv(gym.Env): +class Base4ActionRLEnv(BaseEnvironment): """ - Base class for a 5 action environment + Base class for a 4 action environment """ - metadata = {'render.modes': ['human']} - def __init__(self, df: DataFrame = DataFrame(), prices: DataFrame = DataFrame(), - reward_kwargs: dict = {}, window_size=10, starting_point=True, - id: str = 'baseenv-1', seed: int = 1, config: dict = {}): - - self.rl_config = config['freqai']['rl_config'] - self.id = id - self.seed(seed) - self.reset_env(df, prices, window_size, reward_kwargs, starting_point) - - def reset_env(self, df: DataFrame, prices: DataFrame, window_size: int, - reward_kwargs: dict, starting_point=True): - self.df = df - self.signal_features = self.df - self.prices = prices - self.window_size = window_size - self.starting_point = starting_point - self.rr = reward_kwargs["rr"] - self.profit_aim = reward_kwargs["profit_aim"] - - self.fee = 0.0015 - - # # spaces - self.shape = (window_size, self.signal_features.shape[1] + 3) + def set_action_space(self): self.action_space = spaces.Discrete(len(Actions)) - self.observation_space = spaces.Box( - low=-np.inf, high=np.inf, shape=self.shape, dtype=np.float32) - - # episode - self._start_tick: int = self.window_size - self._end_tick: int = len(self.prices) - 1 - self._done: bool = False - self._current_tick: int = self._start_tick - self._last_trade_tick: Optional[int] = None - self._position = Positions.Neutral - self._position_history: list = [None] - self.total_reward: float = 0 - self._total_profit: float = 1 - self.history: dict = {} - self.trade_history: list = [] - - def seed(self, seed: int = 1): - self.np_random, seed = seeding.np_random(seed) - return [seed] - - def reset(self): - - self._done = False - - if self.starting_point is True: - self._position_history = (self._start_tick * [None]) + [self._position] - else: - self._position_history = (self.window_size * [None]) + [self._position] - - self._current_tick = self._start_tick - self._last_trade_tick = None - self._position = Positions.Neutral - - self.total_reward = 0. - self._total_profit = 1. # unit - self.history = {} - self.trade_history = [] - self.portfolio_log_returns = np.zeros(len(self.prices)) - - self._profits = [(self._start_tick, 1)] - self.close_trade_profit = [] - - return self._get_observation() def step(self, action: int): self._done = False @@ -181,43 +96,6 @@ class Base4ActionRLEnv(gym.Env): return observation, step_reward, self._done, info - def _get_observation(self): - features_window = self.signal_features[( - self._current_tick - self.window_size):self._current_tick] - features_and_state = DataFrame(np.zeros((len(features_window), 3)), - columns=['current_profit_pct', 'position', 'trade_duration'], - index=features_window.index) - - features_and_state['current_profit_pct'] = self.get_unrealized_profit() - features_and_state['position'] = self._position.value - features_and_state['trade_duration'] = self.get_trade_duration() - features_and_state = pd.concat([features_window, features_and_state], axis=1) - return features_and_state - - def get_trade_duration(self): - if self._last_trade_tick is None: - return 0 - else: - return self._current_tick - self._last_trade_tick - - def get_unrealized_profit(self): - - if self._last_trade_tick is None: - return 0. - - if self._position == Positions.Neutral: - return 0. - elif self._position == Positions.Short: - current_price = self.add_entry_fee(self.prices.iloc[self._current_tick].open) - last_trade_price = self.add_exit_fee(self.prices.iloc[self._last_trade_tick].open) - return (last_trade_price - current_price) / last_trade_price - elif self._position == Positions.Long: - current_price = self.add_exit_fee(self.prices.iloc[self._current_tick].open) - last_trade_price = self.add_entry_fee(self.prices.iloc[self._last_trade_tick].open) - return (current_price - last_trade_price) / last_trade_price - else: - return 0. - def is_tradesignal(self, action: int): # trade signal """ @@ -228,7 +106,7 @@ class Base4ActionRLEnv(gym.Env): (action == Actions.Neutral.value and self._position == Positions.Short) or (action == Actions.Neutral.value and self._position == Positions.Long) or (action == Actions.Short_enter.value and self._position == Positions.Short) or - (action == Actions.Short_enter.value and self._position == Positions.Long) or + (action == Actions.Short_enter.value and self._position == Positions.Long) or (action == Actions.Exit.value and self._position == Positions.Neutral) or (action == Actions.Long_enter.value and self._position == Positions.Long) or (action == Actions.Long_enter.value and self._position == Positions.Short)) @@ -240,7 +118,7 @@ class Base4ActionRLEnv(gym.Env): e.g.: agent wants a Actions.Long_exit while it is in a Positions.short """ # Agent should only try to exit if it is in position - if action in (Actions.Exit.value): + if action == Actions.Exit.value: if self._position not in (Positions.Short, Positions.Long): return False @@ -250,97 +128,3 @@ class Base4ActionRLEnv(gym.Env): return False return True - - def _is_trade(self, action: Actions): - return ((action == Actions.Long_enter.value and self._position == Positions.Neutral) or - (action == Actions.Short_enter.value and self._position == Positions.Neutral)) - - def is_hold(self, action): - return ((action == Actions.Short_enter.value and self._position == Positions.Short) or - (action == Actions.Long_enter.value and self._position == Positions.Long) or - (action == Actions.Neutral.value and self._position == Positions.Long) or - (action == Actions.Neutral.value and self._position == Positions.Short) or - (action == Actions.Neutral.value and self._position == Positions.Neutral)) - - def add_entry_fee(self, price): - return price * (1 + self.fee) - - def add_exit_fee(self, price): - return price / (1 + self.fee) - - def _update_history(self, info): - if not self.history: - self.history = {key: [] for key in info.keys()} - - for key, value in info.items(): - self.history[key].append(value) - - def get_sharpe_ratio(self): - return mean_over_std(self.get_portfolio_log_returns()) - - @abstractmethod - def calculate_reward(self, action): - """ - Reward is created by BaseReinforcementLearningModel and can - be inherited/edited by the user made ReinforcementLearner file. - """ - - return 0. - - def _update_profit(self, action): - if self._is_trade(action) or self._done: - pnl = self.get_unrealized_profit() - - if self._position in (Positions.Long, Positions.Short): - self._total_profit *= (1 + pnl) - self._profits.append((self._current_tick, self._total_profit)) - self.close_trade_profit.append(pnl) - - def most_recent_return(self, action: int): - """ - Calculate the tick to tick return if in a trade. - Return is generated from rising prices in Long - and falling prices in Short positions. - The actions Sell/Buy or Hold during a Long position trigger the sell/buy-fee. - """ - # Long positions - if self._position == Positions.Long: - current_price = self.prices.iloc[self._current_tick].open - previous_price = self.prices.iloc[self._current_tick - 1].open - - if (self._position_history[self._current_tick - 1] == Positions.Short - or self._position_history[self._current_tick - 1] == Positions.Neutral): - previous_price = self.add_entry_fee(previous_price) - - return np.log(current_price) - np.log(previous_price) - - # Short positions - if self._position == Positions.Short: - current_price = self.prices.iloc[self._current_tick].open - previous_price = self.prices.iloc[self._current_tick - 1].open - if (self._position_history[self._current_tick - 1] == Positions.Long - or self._position_history[self._current_tick - 1] == Positions.Neutral): - previous_price = self.add_exit_fee(previous_price) - - return np.log(previous_price) - np.log(current_price) - - return 0 - - def get_portfolio_log_returns(self): - return self.portfolio_log_returns[1:self._current_tick + 1] - - def update_portfolio_log_returns(self, action): - self.portfolio_log_returns[self._current_tick] = self.most_recent_return(action) - - def current_price(self) -> float: - return self.prices.iloc[self._current_tick].open - - def prev_price(self) -> float: - return self.prices.iloc[self._current_tick - 1].open - - def sharpe_ratio(self): - if len(self.close_trade_profit) == 0: - return 0. - returns = np.array(self.close_trade_profit) - reward = (np.mean(returns) - 0. + 1e-9) / (np.std(returns) + 1e-9) - return reward diff --git a/freqtrade/freqai/RL/Base5ActionRLEnv.py b/freqtrade/freqai/RL/Base5ActionRLEnv.py index b93d6e6ff..e0a38f9d1 100644 --- a/freqtrade/freqai/RL/Base5ActionRLEnv.py +++ b/freqtrade/freqai/RL/Base5ActionRLEnv.py @@ -1,14 +1,14 @@ import logging from enum import Enum -from typing import Optional -import gym import numpy as np -from gym import spaces -from gym.utils import seeding -from pandas import DataFrame import pandas as pd -from abc import abstractmethod +from gym import spaces +from pandas import DataFrame + +from freqtrade.freqai.RL.BaseEnvironment import BaseEnvironment, Positions + + logger = logging.getLogger(__name__) @@ -20,70 +20,19 @@ class Actions(Enum): Short_exit = 4 -class Positions(Enum): - Short = 0 - Long = 1 - Neutral = 0.5 - - def opposite(self): - return Positions.Short if self == Positions.Long else Positions.Long - - def mean_over_std(x): std = np.std(x, ddof=1) mean = np.mean(x) return mean / std if std > 0 else 0 -class Base5ActionRLEnv(gym.Env): +class Base5ActionRLEnv(BaseEnvironment): """ Base class for a 5 action environment """ - metadata = {'render.modes': ['human']} - def __init__(self, df: DataFrame = DataFrame(), prices: DataFrame = DataFrame(), - reward_kwargs: dict = {}, window_size=10, starting_point=True, - id: str = 'baseenv-1', seed: int = 1, config: dict = {}): - - self.rl_config = config['freqai']['rl_config'] - self.id = id - self.seed(seed) - self.reset_env(df, prices, window_size, reward_kwargs, starting_point) - - def reset_env(self, df: DataFrame, prices: DataFrame, window_size: int, - reward_kwargs: dict, starting_point=True): - self.df = df - self.signal_features = self.df - self.prices = prices - self.window_size = window_size - self.starting_point = starting_point - self.rr = reward_kwargs["rr"] - self.profit_aim = reward_kwargs["profit_aim"] - - self.fee = 0.0015 - - # # spaces - self.shape = (window_size, self.signal_features.shape[1] + 3) + def set_action_space(self): self.action_space = spaces.Discrete(len(Actions)) - self.observation_space = spaces.Box( - low=-np.inf, high=np.inf, shape=self.shape, dtype=np.float32) - - # episode - self._start_tick: int = self.window_size - self._end_tick: int = len(self.prices) - 1 - self._done: bool = False - self._current_tick: int = self._start_tick - self._last_trade_tick: Optional[int] = None - self._position = Positions.Neutral - self._position_history: list = [None] - self.total_reward: float = 0 - self._total_profit: float = 1 - self.history: dict = {} - self.trade_history: list = [] - - def seed(self, seed: int = 1): - self.np_random, seed = seeding.np_random(seed) - return [seed] def reset(self): @@ -106,6 +55,7 @@ class Base5ActionRLEnv(gym.Env): self._profits = [(self._start_tick, 1)] self.close_trade_profit = [] + self._total_unrealized_profit = 1 return self._get_observation() @@ -118,7 +68,7 @@ class Base5ActionRLEnv(gym.Env): self.update_portfolio_log_returns(action) - self._update_profit(action) + self._update_unrealized_total_profit() step_reward = self.calculate_reward(action) self.total_reward += step_reward @@ -148,10 +98,12 @@ class Base5ActionRLEnv(gym.Env): trade_type = "short" self._last_trade_tick = self._current_tick elif action == Actions.Long_exit.value: + self._update_total_profit() self._position = Positions.Neutral trade_type = "neutral" self._last_trade_tick = None elif action == Actions.Short_exit.value: + self._update_total_profit() self._position = Positions.Neutral trade_type = "neutral" self._last_trade_tick = None @@ -163,7 +115,8 @@ class Base5ActionRLEnv(gym.Env): {'price': self.current_price(), 'index': self._current_tick, 'type': trade_type}) - if self._total_profit < 1 - self.rl_config.get('max_training_drawdown_pct', 0.8): + if (self._total_profit < self.max_drawdown or + self._total_unrealized_profit < self.max_drawdown): self._done = True self._position_history.append(self._position) @@ -200,24 +153,6 @@ class Base5ActionRLEnv(gym.Env): else: return self._current_tick - self._last_trade_tick - def get_unrealized_profit(self): - - if self._last_trade_tick is None: - return 0. - - if self._position == Positions.Neutral: - return 0. - elif self._position == Positions.Short: - current_price = self.add_entry_fee(self.prices.iloc[self._current_tick].open) - last_trade_price = self.add_exit_fee(self.prices.iloc[self._last_trade_tick].open) - return (last_trade_price - current_price) / last_trade_price - elif self._position == Positions.Long: - current_price = self.add_exit_fee(self.prices.iloc[self._current_tick].open) - last_trade_price = self.add_entry_fee(self.prices.iloc[self._last_trade_tick].open) - return (current_price - last_trade_price) / last_trade_price - else: - return 0. - def is_tradesignal(self, action: int): # trade signal """ @@ -253,97 +188,3 @@ class Base5ActionRLEnv(gym.Env): return False return True - - def _is_trade(self, action: Actions): - return ((action == Actions.Long_enter.value and self._position == Positions.Neutral) or - (action == Actions.Short_enter.value and self._position == Positions.Neutral)) - - def is_hold(self, action): - return ((action == Actions.Short_enter.value and self._position == Positions.Short) or - (action == Actions.Long_enter.value and self._position == Positions.Long) or - (action == Actions.Neutral.value and self._position == Positions.Long) or - (action == Actions.Neutral.value and self._position == Positions.Short) or - (action == Actions.Neutral.value and self._position == Positions.Neutral)) - - def add_entry_fee(self, price): - return price * (1 + self.fee) - - def add_exit_fee(self, price): - return price / (1 + self.fee) - - def _update_history(self, info): - if not self.history: - self.history = {key: [] for key in info.keys()} - - for key, value in info.items(): - self.history[key].append(value) - - def get_sharpe_ratio(self): - return mean_over_std(self.get_portfolio_log_returns()) - - @abstractmethod - def calculate_reward(self, action): - """ - Reward is created by BaseReinforcementLearningModel and can - be inherited/edited by the user made ReinforcementLearner file. - """ - - return 0. - - def _update_profit(self, action): - if self._is_trade(action) or self._done: - pnl = self.get_unrealized_profit() - - if self._position in (Positions.Long, Positions.Short): - self._total_profit *= (1 + pnl) - self._profits.append((self._current_tick, self._total_profit)) - self.close_trade_profit.append(pnl) - - def most_recent_return(self, action: int): - """ - Calculate the tick to tick return if in a trade. - Return is generated from rising prices in Long - and falling prices in Short positions. - The actions Sell/Buy or Hold during a Long position trigger the sell/buy-fee. - """ - # Long positions - if self._position == Positions.Long: - current_price = self.prices.iloc[self._current_tick].open - previous_price = self.prices.iloc[self._current_tick - 1].open - - if (self._position_history[self._current_tick - 1] == Positions.Short - or self._position_history[self._current_tick - 1] == Positions.Neutral): - previous_price = self.add_entry_fee(previous_price) - - return np.log(current_price) - np.log(previous_price) - - # Short positions - if self._position == Positions.Short: - current_price = self.prices.iloc[self._current_tick].open - previous_price = self.prices.iloc[self._current_tick - 1].open - if (self._position_history[self._current_tick - 1] == Positions.Long - or self._position_history[self._current_tick - 1] == Positions.Neutral): - previous_price = self.add_exit_fee(previous_price) - - return np.log(previous_price) - np.log(current_price) - - return 0 - - def get_portfolio_log_returns(self): - return self.portfolio_log_returns[1:self._current_tick + 1] - - def update_portfolio_log_returns(self, action): - self.portfolio_log_returns[self._current_tick] = self.most_recent_return(action) - - def current_price(self) -> float: - return self.prices.iloc[self._current_tick].open - - def prev_price(self) -> float: - return self.prices.iloc[self._current_tick - 1].open - - def sharpe_ratio(self): - if len(self.close_trade_profit) == 0: - return 0. - returns = np.array(self.close_trade_profit) - reward = (np.mean(returns) - 0. + 1e-9) / (np.std(returns) + 1e-9) - return reward diff --git a/freqtrade/freqai/RL/BaseEnvironment.py b/freqtrade/freqai/RL/BaseEnvironment.py new file mode 100644 index 000000000..bba3c4a1b --- /dev/null +++ b/freqtrade/freqai/RL/BaseEnvironment.py @@ -0,0 +1,270 @@ +import logging +from abc import abstractmethod +from enum import Enum +from typing import Optional + +import gym +import numpy as np +import pandas as pd +from gym import spaces +from gym.utils import seeding +from pandas import DataFrame + + +logger = logging.getLogger(__name__) + + +class Positions(Enum): + Short = 0 + Long = 1 + Neutral = 0.5 + + def opposite(self): + return Positions.Short if self == Positions.Long else Positions.Long + + +class BaseEnvironment(gym.Env): + """ + Base class for environments. This class is agnostic to action count. + Inherited classes customize this to include varying action counts/types, + See RL/Base5ActionRLEnv.py and RL/Base4ActionRLEnv.py + """ + + def __init__(self, df: DataFrame = DataFrame(), prices: DataFrame = DataFrame(), + reward_kwargs: dict = {}, window_size=10, starting_point=True, + id: str = 'baseenv-1', seed: int = 1, config: dict = {}): + + self.rl_config = config['freqai']['rl_config'] + self.id = id + self.seed(seed) + self.reset_env(df, prices, window_size, reward_kwargs, starting_point) + self.max_drawdown = 1 - self.rl_config.get('max_training_drawdown_pct', 0.8) + self.compound_trades = config['stake_amount'] == 'unlimited' + + def reset_env(self, df: DataFrame, prices: DataFrame, window_size: int, + reward_kwargs: dict, starting_point=True): + self.df = df + self.signal_features = self.df + self.prices = prices + self.window_size = window_size + self.starting_point = starting_point + self.rr = reward_kwargs["rr"] + self.profit_aim = reward_kwargs["profit_aim"] + + self.fee = 0.0015 + + # # spaces + self.shape = (window_size, self.signal_features.shape[1] + 3) + self.set_action_space() + self.observation_space = spaces.Box( + low=-np.inf, high=np.inf, shape=self.shape, dtype=np.float32) + + # episode + self._start_tick: int = self.window_size + self._end_tick: int = len(self.prices) - 1 + self._done: bool = False + self._current_tick: int = self._start_tick + self._last_trade_tick: Optional[int] = None + self._position = Positions.Neutral + self._position_history: list = [None] + self.total_reward: float = 0 + self._total_profit: float = 1 + self._total_unrealized_profit: float = 1 + self.history: dict = {} + self.trade_history: list = [] + + @abstractmethod + def set_action_space(self): + """ + Unique to the environment action count. Must be inherited. + """ + + def seed(self, seed: int = 1): + self.np_random, seed = seeding.np_random(seed) + return [seed] + + def reset(self): + + self._done = False + + if self.starting_point is True: + self._position_history = (self._start_tick * [None]) + [self._position] + else: + self._position_history = (self.window_size * [None]) + [self._position] + + self._current_tick = self._start_tick + self._last_trade_tick = None + self._position = Positions.Neutral + + self.total_reward = 0. + self._total_profit = 1. # unit + self.history = {} + self.trade_history = [] + self.portfolio_log_returns = np.zeros(len(self.prices)) + + self._profits = [(self._start_tick, 1)] + self.close_trade_profit = [] + self._total_unrealized_profit = 1 + + return self._get_observation() + + @abstractmethod + def step(self, action: int): + """ + Step depeneds on action types, this must be inherited. + """ + return + + def _get_observation(self): + """ + This may or may not be independent of action types, user can inherit + this in their custom "MyRLEnv" + """ + features_window = self.signal_features[( + self._current_tick - self.window_size):self._current_tick] + features_and_state = DataFrame(np.zeros((len(features_window), 3)), + columns=['current_profit_pct', 'position', 'trade_duration'], + index=features_window.index) + + features_and_state['current_profit_pct'] = self.get_unrealized_profit() + features_and_state['position'] = self._position.value + features_and_state['trade_duration'] = self.get_trade_duration() + features_and_state = pd.concat([features_window, features_and_state], axis=1) + return features_and_state + + def get_trade_duration(self): + if self._last_trade_tick is None: + return 0 + else: + return self._current_tick - self._last_trade_tick + + def get_unrealized_profit(self): + + if self._last_trade_tick is None: + return 0. + + if self._position == Positions.Neutral: + return 0. + elif self._position == Positions.Short: + current_price = self.add_entry_fee(self.prices.iloc[self._current_tick].open) + last_trade_price = self.add_exit_fee(self.prices.iloc[self._last_trade_tick].open) + return (last_trade_price - current_price) / last_trade_price + elif self._position == Positions.Long: + current_price = self.add_exit_fee(self.prices.iloc[self._current_tick].open) + last_trade_price = self.add_entry_fee(self.prices.iloc[self._last_trade_tick].open) + return (current_price - last_trade_price) / last_trade_price + else: + return 0. + + @abstractmethod + def is_tradesignal(self, action: int): + # trade signal + """ + Determine if the signal is a trade signal. This is + unique to the actions in the environment, and therefore must be + inherited. + """ + return + + def _is_valid(self, action: int): + # trade signal + """ + Determine if the signal is valid.This is + unique to the actions in the environment, and therefore must be + inherited. + """ + return + + def add_entry_fee(self, price): + return price * (1 + self.fee) + + def add_exit_fee(self, price): + return price / (1 + self.fee) + + def _update_history(self, info): + if not self.history: + self.history = {key: [] for key in info.keys()} + + for key, value in info.items(): + self.history[key].append(value) + + @abstractmethod + def calculate_reward(self, action): + """ + Reward is created by BaseReinforcementLearningModel and can + be inherited/edited by the user made ReinforcementLearner file. + """ + + return 0. + + def _update_unrealized_total_profit(self): + """ + Update the unrealized total profit incase of episode end. + """ + if self._position in (Positions.Long, Positions.Short): + pnl = self.get_unrealized_profit() + if self.compound_trades: + # assumes unit stake and compounding + unrl_profit = self._total_profit * (1 + pnl) + else: + # assumes unit stake and no compounding + unrl_profit = self._total_profit + pnl + self._total_unrealized_profit = unrl_profit + + def _update_total_profit(self): + pnl = self.get_unrealized_profit() + if self.compound_trades: + # assumes unite stake and compounding + self._total_profit = self._total_profit * (1 + pnl) + else: + # assumes unit stake and no compounding + self._total_profit += pnl + + def most_recent_return(self, action: int): + """ + Calculate the tick to tick return if in a trade. + Return is generated from rising prices in Long + and falling prices in Short positions. + The actions Sell/Buy or Hold during a Long position trigger the sell/buy-fee. + """ + # Long positions + if self._position == Positions.Long: + current_price = self.prices.iloc[self._current_tick].open + previous_price = self.prices.iloc[self._current_tick - 1].open + + if (self._position_history[self._current_tick - 1] == Positions.Short + or self._position_history[self._current_tick - 1] == Positions.Neutral): + previous_price = self.add_entry_fee(previous_price) + + return np.log(current_price) - np.log(previous_price) + + # Short positions + if self._position == Positions.Short: + current_price = self.prices.iloc[self._current_tick].open + previous_price = self.prices.iloc[self._current_tick - 1].open + if (self._position_history[self._current_tick - 1] == Positions.Long + or self._position_history[self._current_tick - 1] == Positions.Neutral): + previous_price = self.add_exit_fee(previous_price) + + return np.log(previous_price) - np.log(current_price) + + return 0 + + def get_portfolio_log_returns(self): + return self.portfolio_log_returns[1:self._current_tick + 1] + + def update_portfolio_log_returns(self, action): + self.portfolio_log_returns[self._current_tick] = self.most_recent_return(action) + + def current_price(self) -> float: + return self.prices.iloc[self._current_tick].open + + def prev_price(self) -> float: + return self.prices.iloc[self._current_tick - 1].open + + def sharpe_ratio(self): + if len(self.close_trade_profit) == 0: + return 0. + returns = np.array(self.close_trade_profit) + reward = (np.mean(returns) - 0. + 1e-9) / (np.std(returns) + 1e-9) + return reward diff --git a/freqtrade/freqai/RL/BaseReinforcementLearningModel.py b/freqtrade/freqai/RL/BaseReinforcementLearningModel.py index 5a7ae4372..77db9c655 100644 --- a/freqtrade/freqai/RL/BaseReinforcementLearningModel.py +++ b/freqtrade/freqai/RL/BaseReinforcementLearningModel.py @@ -1,25 +1,28 @@ import logging -from typing import Any, Dict, Tuple +from abc import abstractmethod +from datetime import datetime, timezone +from pathlib import Path +from typing import Any, Callable, Dict, Tuple +import gym import numpy as np import numpy.typing as npt import pandas as pd +import torch as th +import torch.multiprocessing from pandas import DataFrame -from abc import abstractmethod +from stable_baselines3.common.callbacks import EvalCallback +from stable_baselines3.common.monitor import Monitor +from stable_baselines3.common.utils import set_random_seed + from freqtrade.exceptions import OperationalException from freqtrade.freqai.data_kitchen import FreqaiDataKitchen from freqtrade.freqai.freqai_interface import IFreqaiModel -from freqtrade.freqai.RL.Base5ActionRLEnv import Base5ActionRLEnv, Actions, Positions +from freqtrade.freqai.RL.Base5ActionRLEnv import Actions, Base5ActionRLEnv +from freqtrade.freqai.RL.BaseEnvironment import BaseEnvironment, Positions from freqtrade.persistence import Trade -import torch.multiprocessing -from stable_baselines3.common.callbacks import EvalCallback -from stable_baselines3.common.monitor import Monitor -import torch as th -from typing import Callable -from datetime import datetime, timezone -from stable_baselines3.common.utils import set_random_seed -import gym -from pathlib import Path + + logger = logging.getLogger(__name__) torch.multiprocessing.set_sharing_strategy('file_system') @@ -37,8 +40,8 @@ class BaseReinforcementLearningModel(IFreqaiModel): super().__init__(config=kwargs['config']) th.set_num_threads(self.freqai_info['rl_config'].get('thread_count', 4)) self.reward_params = self.freqai_info['rl_config']['model_reward_parameters'] - self.train_env: Base5ActionRLEnv = None - self.eval_env: Base5ActionRLEnv = None + self.train_env: BaseEnvironment = None + self.eval_env: BaseEnvironment = None self.eval_callback: EvalCallback = None self.model_type = self.freqai_info['rl_config']['model_type'] self.rl_config = self.freqai_info['rl_config'] @@ -194,7 +197,7 @@ class BaseReinforcementLearningModel(IFreqaiModel): def _predict(window): market_side, current_profit, trade_duration = self.get_state_info(dk.pair) observations = dataframe.iloc[window.index] - observations['current_profit'] = current_profit + observations['current_profit_pct'] = current_profit observations['position'] = market_side observations['trade_duration'] = trade_duration res, _ = model.predict(observations, deterministic=True) @@ -306,7 +309,7 @@ class BaseReinforcementLearningModel(IFreqaiModel): return -def make_env(MyRLEnv: Base5ActionRLEnv, env_id: str, rank: int, +def make_env(MyRLEnv: BaseEnvironment, env_id: str, rank: int, seed: int, train_df: DataFrame, price: DataFrame, reward_params: Dict[str, int], window_size: int, monitor: bool = False, config: Dict[str, Any] = {}) -> Callable: diff --git a/freqtrade/freqai/RL/ReinforcementLearnerCustomAgent.py b/freqtrade/freqai/RL/ReinforcementLearnerCustomAgent.py index fcd813ce6..4ad95c214 100644 --- a/freqtrade/freqai/RL/ReinforcementLearnerCustomAgent.py +++ b/freqtrade/freqai/RL/ReinforcementLearnerCustomAgent.py @@ -1,19 +1,20 @@ import logging -import torch as th +from pathlib import Path from typing import Any, Dict, List, Optional, Tuple, Type, Union -from freqtrade.freqai.RL.BaseReinforcementLearningModel import BaseReinforcementLearningModel + +import gym +import torch as th from stable_baselines3 import DQN from stable_baselines3.common.buffers import ReplayBuffer -from freqtrade.freqai.data_kitchen import FreqaiDataKitchen -from pathlib import Path -from stable_baselines3.dqn.policies import (CnnPolicy, DQNPolicy, MlpPolicy, - QNetwork) -from torch import nn -import gym -from stable_baselines3.common.torch_layers import (BaseFeaturesExtractor, - FlattenExtractor) -from stable_baselines3.common.type_aliases import GymEnv, Schedule from stable_baselines3.common.policies import BasePolicy +from stable_baselines3.common.torch_layers import BaseFeaturesExtractor, FlattenExtractor +from stable_baselines3.common.type_aliases import GymEnv, Schedule +from stable_baselines3.dqn.policies import CnnPolicy, DQNPolicy, MlpPolicy, QNetwork +from torch import nn + +from freqtrade.freqai.data_kitchen import FreqaiDataKitchen +from freqtrade.freqai.RL.BaseReinforcementLearningModel import BaseReinforcementLearningModel + logger = logging.getLogger(__name__) diff --git a/freqtrade/freqai/freqai_interface.py b/freqtrade/freqai/freqai_interface.py index 21b79e003..b3367f9de 100644 --- a/freqtrade/freqai/freqai_interface.py +++ b/freqtrade/freqai/freqai_interface.py @@ -7,7 +7,7 @@ import time from abc import ABC, abstractmethod from pathlib import Path from threading import Lock -from typing import Any, Dict, Tuple, Optional +from typing import Any, Dict, Optional, Tuple import numpy as np import pandas as pd diff --git a/freqtrade/freqai/prediction_models/ReinforcementLearner.py b/freqtrade/freqai/prediction_models/ReinforcementLearner.py index a72a56e20..0e156d28e 100644 --- a/freqtrade/freqai/prediction_models/ReinforcementLearner.py +++ b/freqtrade/freqai/prediction_models/ReinforcementLearner.py @@ -1,15 +1,14 @@ import logging +from pathlib import Path from typing import Any, Dict -import torch as th -from freqtrade.freqai.data_kitchen import FreqaiDataKitchen -from freqtrade.freqai.RL.Base5ActionRLEnv import Actions, Positions -from freqtrade.freqai.RL.BaseReinforcementLearningModel import BaseReinforcementLearningModel -from pathlib import Path -# from pandas import DataFrame -# from stable_baselines3.common.callbacks import EvalCallback -# from stable_baselines3.common.monitor import Monitor import numpy as np +import torch as th + +from freqtrade.freqai.data_kitchen import FreqaiDataKitchen +from freqtrade.freqai.RL.Base5ActionRLEnv import Actions, Base5ActionRLEnv, Positions +from freqtrade.freqai.RL.BaseReinforcementLearningModel import BaseReinforcementLearningModel + logger = logging.getLogger(__name__) @@ -53,7 +52,7 @@ class ReinforcementLearner(BaseReinforcementLearningModel): return model - class MyRLEnv(BaseReinforcementLearningModel.MyRLEnv): + class MyRLEnv(Base5ActionRLEnv): """ User can override any function in BaseRLEnv and gym.Env. Here the user sets a custom reward based on profit and trade duration. diff --git a/freqtrade/freqai/prediction_models/ReinforcementLearner_multiproc.py b/freqtrade/freqai/prediction_models/ReinforcementLearner_multiproc.py index f301da981..9f6a66729 100644 --- a/freqtrade/freqai/prediction_models/ReinforcementLearner_multiproc.py +++ b/freqtrade/freqai/prediction_models/ReinforcementLearner_multiproc.py @@ -1,15 +1,16 @@ import logging +from pathlib import Path from typing import Any, Dict # , Tuple # import numpy.typing as npt import torch as th from stable_baselines3.common.callbacks import EvalCallback from stable_baselines3.common.vec_env import SubprocVecEnv + +from freqtrade.freqai.data_kitchen import FreqaiDataKitchen from freqtrade.freqai.RL.BaseReinforcementLearningModel import (BaseReinforcementLearningModel, make_env) -from freqtrade.freqai.data_kitchen import FreqaiDataKitchen -from pathlib import Path logger = logging.getLogger(__name__) @@ -26,7 +27,7 @@ class ReinforcementLearner_multiproc(BaseReinforcementLearningModel): # model arch policy_kwargs = dict(activation_fn=th.nn.ReLU, - net_arch=[256, 256]) + net_arch=[256, 256, 128]) if dk.pair not in self.dd.model_dictionary or not self.continual_learning: model = self.MODELCLASS(self.policy_type, self.train_env, policy_kwargs=policy_kwargs, @@ -64,9 +65,9 @@ class ReinforcementLearner_multiproc(BaseReinforcementLearningModel): test_df = data_dictionary["test_features"] env_id = "train_env" - num_cpu = int(self.freqai_info["rl_config"]["thread_count"] / 2) + num_cpu = int(self.freqai_info["rl_config"]["thread_count"]) self.train_env = SubprocVecEnv([make_env(self.MyRLEnv, env_id, i, 1, train_df, prices_train, - self.reward_params, self.CONV_WIDTH, + self.reward_params, self.CONV_WIDTH, monitor=True, config=self.config) for i in range(num_cpu)]) From af8f308584a270c4e35d2ad6d768099459975cb1 Mon Sep 17 00:00:00 2001 From: robcaulk Date: Sun, 28 Aug 2022 20:52:03 +0200 Subject: [PATCH 2/3] start the reinforcement learning doc --- docs/assets/tensorboard.png | Bin 0 -> 9273 bytes docs/freqai.md | 101 +++++++++++++++++++++++++++++++++++- 2 files changed, 99 insertions(+), 2 deletions(-) create mode 100644 docs/assets/tensorboard.png diff --git a/docs/assets/tensorboard.png b/docs/assets/tensorboard.png new file mode 100644 index 0000000000000000000000000000000000000000..b986900435b28c89e9d9e8d1bdb5413d4411f913 GIT binary patch literal 9273 zcmWk!1yodB5GGbiN?hsg24U&$Zcyp&j-^3V8tD?GQ$QB!knUcPSQ;c;Iz+nu_n-6P zoO|Bey?5r$%=dlsVzf1t@Nmd+P*70tRFvg)fqMXO+F)S-*P^<7T;PW7p={`lf`Z@o z|A{)}{>=s$B=b>t=cDIt=i_JTWsBnH=f~~n=Im{4>0!(5?q&b=SezUMg%(9cUPj+P z=P1`O$rzEf{vHW?N8tczTXb>L&|Q(&fhdfUt7I@4TC-h#win-tVX07MhmG1)w5zl0 zWvP_@O)6*PsnBO92v9NLOKnz?QzWVf_TvU5635(y1u*c_QJ0&&8n!33N6_wH)!`jIpk40vwn`sgL=kMlEO zpmIgw5DXhES((KPTu2#RN5tu%*taeC$I6$Qxr%RC=I=2PXvymlbr+=9f^`NmjF>W7 zAMA)UbL1z@jRUnTd1#Y&#=3jezer(Wu~L89)8qBW@(Qv%errKYCx9~tw>U-z5n)G< z6E|3|_dLx#DGDy3%SrsjWbKPO4ZWp7oyxy?nRdpr^>D3)WiKg1CK>&ADsK3eu_vnw zMfyciajLB{uP2f1!Sp3wL`Oju;dOW_4gD_#`O4_JBhc^uN3j!XVQxJVc&DY`cbv1nE|Q_J?N_g#wmW#d?6a?9b%N; zar)fbSVWvWwIlrM9!BJuoNulw{w4KoIKstm-f23g?`PfZvOA(j`Yqd!~Yt$3Ozum+arIyr5rjh9zSZEfw{ zd?Z{fydX&P@!yP=3M0{%vKV9lX=KmF2CXcXzCo!zJ6*Vig#`*7Xu>X4pIw0v)L_K* zYY&2wVQaZ8m|d1Uw!^ED8v1E()o)z^0UaD16b`wC#1UoD^iT?vflyJ zohQYPCjT!a?BVW;9|CFEKGPCE1M&0oo3wgG0ApLi z_?;)I%8W_6zgz?>-c;cd5CHQnbJVTSCzMTsBRx%psBJQAUkeK>lSV2p=6wJwSXx+w zy{U?@B)#rT+!AJum1Rzi5fi;V$$uNISo{J$60eAkfRd4tN*m1Ky>GEKynbBb5+(Q{ zE*Xk^a8s2G_{&&dU*CS(`@Cev@zjEAc18 zjDh)TW9z0iZ=|N%T6;_pt3LZHd@9lY{(jJ&Pxb+#2Czf;mT>#OUux3EySfG!c^;q5 z?LjhA6R@!zzUnt|fR`W|3|MFo*M~!H@V6o zE(Eh`tTEBYe0L9Oo^tr@rG7_A-JZ2co*=NBR(lC#VJ59a&r@Ht1$sI;#ah)ympRTl zHNF$YI29*g+lka(>-mJK{YpkM-}tKSy=j4?Xe=S%#h+Cs|0=a%2Y&}C-22aMJIw4) z);iQRHH!{hYqWt~QBj_^4`gTLWUjTp|Cg^q?sXw|zU1-1ZX1ZiAM)hIEv}&z5*2NO zy}w4h;P709@uQ=o=Lma#bZW$DC|wWin0(IDPH6s8@J)T@NN;S+J0cz#it_n)!Y>a2y5mTFj!eRJ~5FzVfWK*AJKy{lt`19 zcy+k=k_HZk`%xj!<2p4pX68fI-iNud7L}(qyDkqlxh}skFtkTjKil!jk}dpk7_i)A zeV|{G=?*EXux~|O3ox}=T2)^F+xVPqDoo}}B_adBaSBe2Lj`0*9h+2}?Sr6ftm6zALQWzMJ(a<34;gWq24X}dD z3X0 zCYyg5ulQ+XL}hSj$kQ~_sd0387;Dby)mYsy^4uXi($)|pBTb+D&a<-Be7DZuwB0|M z7R$1TF37gedy@+`t$@_qPJZxq_F&;R;wB>tCQBrzN`BG z%=Vi6@$m3;IEhDgyh?Q06crUosi;b|SuG6bE6JOvfdn)j`0;9#n`WL7IAjP5D%lf` zHVQ1F&@i82Mr3al5A${^8W_mJpOr_vtszo z!!VZmY}j!_kn^((zEn8ME4gdo*n~2yoDqt&wfomz7D>tLkC;_Wi)sb4rweY`phCuU zRjVNG4}>KKBkPlq;%NjTQjVV9og;4vaL*fi7hz3m&)jZ#J?I zTf9DQMo&JMBuWzJk;eMqxF(q=>h)HUU9H@@j~92ap6-K#63oBI)hS)~7w$%1K>ktW zWCH3-F7WnC(Kh;mKC(^KS8}Wnm{~uMR;vH?Yp?a2;%gC(o0dM_&k=pQ!nd=O`6bL) zeMylA{InoT!VQ(4pmO;6a7?j{d+6Zgk>MXN@__n>wY=rrtvmbj07rLN)$tYVZGdMK zS!Q))N+zkCm3n&sva$UyyjJU;V&&6&lm;=nWaZNyOd5}kZd4$o;D?8tLkS@-=sM^j&TbW(fhLp@CiR-vtqYL#xoTj=btgAX*ixa8M6qo~FK*`Eb}oD+fa_@+ zN;E=`UHUaUky1pKG*bNjv=61_c%MNUw{N#-+i8Xc{Cqzy%fieFM8ExfK*2hqGR()+ z2b68;qvN%6K~uleTC=76s?VX>7=iau`?A!AjcLv)-9<1ijgJ~PcRhioC_oTasdE8R zt&-tRwm>LcY|uebvsp9X#;oOy(8BHPHtF zoem~}LuF>L4vE*$nBJ}h#?QJ3KSMyzN@6)?FFk3o(FqW*)L2DQNBT1w13NSe_Jes( zuQ%rjp_~fLse^fbn+I>?Mt-Ppnsp4@)&Flu*4U3}DT>9@3L|B7Y*?=}goF>W z#XD9}432bp^h>$0$l9jug4z;tIu!nNGlbir$$^IPRWBoAD`J-?N19xVTevY%c>Yb5 zCXfU!G>zS4Y|PGb;WJAlxYJnd&l)o(N_|2Gj4yLr)_+hgJB69b{)zjd88o#t)7-N2 z%>PZg3-hzQIG!F)mldN|3=Z&tJ)b}W)TpJ7d6|>`Yx?kLF;1L`qY|6FphMn`w@egF zryfVdyK!#g3aXccl^E5;ohQFdZo%iZJilAHWkLR&x^;1}GIyrm8BJM;V&0iWgBmlo zv^`8Ky)}#~a5V;Y_Wwa9d+eu2Hhz24=Xa}TvyMRK_`4YYnc@Upp-y>_mng+8%ryyU zOyij>502woIJ3u?7$+FwF+E?PB(7O5^wZR20#(xAxJ)9iVpV($Wd2=O8a%@aCd%TJ zsrul3qleLT&DmMh#MTm(Qd}3BCjR=hOsk03nXk?s8#tiXnUYk;Rl;HlB48* zws~zTs-~|(bSuDl$ijob!waCq4S6b;&+N8!7IOD`wT@4G6;feNEt%O9R+cQ=?k?Yn z5SKs+CEOInmz~bgtt*=Ge~9|BbytflQ(<=!C%G%sD){zAHf}6@S8GJf@7M-F65UqY zjvGHW+DH|NC$O)5mNs|inqMsEDS2n(=3MK(r3&(5H$YhT^YUI%F}HXMP`8BAf3PGC zA1v}9bvoLbg3Lo$I8?P*;1d%%+?gt+x>$6ZC?9}Qw!6y;;AaXUHvsDbVD!mU>QqyQ z72M|1onZ^r@lu@r;gXqFX;I0ZjjJ8VYN+=N?E_!kE9Cu<%@yS#7QMa*v_oYM`?{l# z!E@0oZ3P>CzJ%_!&wP0Z9<62ZG>!7EdHU@BxaF>QyT^gsbsF#g0<8hlR7OBp4?0}F zRHYJJ{))gz3fGg00s*zIydX}HaCc3^mB?*(M!=xWS~ZxW$Zc)a640{eYp@JQxcn}i zen(tN$BhVielFe9cwBTZ)-UybsQd$lnP%2 zYfNdqH^(4r_s%fwk-Q7yn z7VT#5b8-mR=ie_%++jLx$F=?)e@8h?+Gg!b#ecZ3OLjh9)YNR!IV&M^IA6t|&4@t=dCk2+qzrj!#={;`RJ}Rr%vdYCPNt2c_G=l3J4a z=DhGg$k;1MN=a3Z`k4Ko;G_Ode?q&+W(!h9N@YSB9UpbaB+aJ9#;gghC887+h%`Ay zPvdi3$w%Dzp>nIP3nNxT*0Fc(C28+66a>GPF1lQHh!FJ`O`26lmC*2I;YQ(8#lH8O z9Fh6Po1x}uA*?W;7Hq2&%aL_d!eeG#6H4ukG=mrntppJg3rlZ&8wdCEejjQJ} zeVXrMa6Lfqd3!aiU@m=<6cQah=d9E|mJLG>V`kLl4lQ_)RJgM^YujWkJfS00R*=Dv z75+>Q1zm;9W7x=~8B%ATtCsvN%p7d_@eT#Bd!t+WQR;H#c*@ZWTvI>2rA&15E z$I@CDZ9e{VprSs)nW`9;1uWE(1pM;%lMm{{$Tor~mI14-y3;ErF zsF0mXLklT1nbx>(RcUZZSgL3y6@LWFV3w+~VSgtVdPKgrJL!6=2{~wg`7O3dWFq?o zzz!@Ii1pPqtledh8yPy3iYh_WZI7&Z1`!dhYFHFuzZ-hLaG#1#K~YOcDF1E*;8@lx z2K3;gxHhu>xL6P*jHK)9>+=)~UN4_>8hGvSKnZ?f)%Z>6^rK*uhbajiDDULOY$a=g z9G3d~6ZlB`=}*%uv5bLXsk@mL7btt$;rd91Ex@srnU@v+UEnl#7;k&Ewn${DmyOj> z!lRzAA88VYz)@?feyq2y)tRYMQ&N8Z#7u9k9IpA$QUCqzDIYF6l}Z7b1Db4K|BQe> z+|uHS!9gkE<(G;UYW_@?7SEXeGy8c)|7W37U8#B%`rxoL&53<{9=j{VIsneeS zRu@M)kOdkFmZX;w2;-(-Ih2dPGJ`aIR#ZlEUHhR}5#2)S4Xc=ECGusuSPC1MmfyMe z?h*<{3#yLibm|IDr~ttNj${Mlfa3=4mU^ZxRmmbh*czsd+2Z!m=DO8y0D?mOVn1X; zxZTgUDHkl5tJ#b^ZxvxrR}IcjOEIceY&41=b6Gy#v={^UxdkaklPfUOO>ve;OYQ16 zTlVF;u9e^CoFL?QDC+zlvXp5*+!#?QO)KN!H9y6L-#De))i1uGii*8f6a)Laxw+w0 zY1lkzu6@@wfMRpJlJ$xAoq_!H`XK$YUd%g2K3mq_G+E+NbH-R6y(=|B5!EjjD!>00 z*-oX11AS&l|0Aox`5&#v3`>~+oKGSqD2yo}?CMZk- zAM&g$dm7d**VyyY2@8?vdNM}E;b;)R4CK(TwcOX+^V;(t<_L5|UtI;A8R8pYret?N z?;-d-YttRYe>5$&oI<%;7}9yD0x+r*L4*nEr9~e+@tQY zzgJVF>_yr@ifKXO&3X!YORj28ADdyAxaB7y#?A>Q$_niMKJu1+X1rerg;DRFM5Pxw zYuw3(e?*z)i$Y`7nE^<}NECwyW$DeWDew=Q+j8%^>vMaxzff!KX;nX``H$eo&D7jT zcA4ugTAi7Ho}c-=$b+cNUZd%96BPwG!`Oq$FoAPS7OQq&0YRWEzDfbIOdN3b_03Q% zm1R$N8d7m2my?rQX%FD{1%LkhS(`nbl$zSk&MuM{myCiU?%ZO(ZBmY4l{pbgAP$dv zm;)ZJ)w)AHrp!YQ#MlL4m#du`u_0_5Hr=YD4>xkt?*Dvs|K-%U8L_IXY8HGpARu*s zzy?r&JiSbXK7BrXXfV6$W{hS<%6b^xH^lu^=>5$nH{a@U6D3Hcg%Fk>wfs1oFyY9y z(+Ch)zNA#mvEKye(PBA3$XR2Fo@)bS*{XJUTs;UAtT6)^0rMhI;*wp#KWWo(Yr4ah zFl?1};Q?zuoj=-$EQ?GY;-s#j0myI}w#mwj!!~^5I2=CX00D%& z{}GBZ<7r5~T|Iza46Tl0iQ=S`&l+mA4H|!@_SH(THgmuH6Fb~%mC^nQ)BQxtY=Zt` z!rJvNxVS2nXHNEUm4aLAMD;Y+S~7D?aA=TESYq*Ckt=r57VFPE!jG-3B3`YO7lBl! z2!MMFC)8W@re$T3{rU5!CGdiMYisKat(g`}*kc35z3V~HxXHy5z+@(!!DMVqohST~ zlAVQY6jHal44h+D4i2oEa(j1@z(X3=Au6P>xI5qs4lAJx9z{4%TdH z6}hb=XMsElc&$6@NW%`F-vvDooizvmD*}2M<&b4yV0K|49U%1O==~q!y?O{JdHkR& z`V&wDJ5Rh17hd=BGJc&%(JTkVkTRocuiYs+q8QLcVD8!3neRK7`c}p+WFW&Rk_voX~w1~6<8<9 zSc=`lRA{nimF$l<520&8o$lALpf#A-0KDs|*v4JyeqI5DHLi6%I zM!sraa)+Y2-MfUb-lQq0hnvY@YiPv%d6x!h3}bI#O{7Ebje0#OCu>-<2Q@RQ|=Z+Wv!e zM?lRRW5wbG-k0I&hT#WEA%9LTLSoWYpDj0SwN&qt!_RO3obO*9rcW9sBs%W4`xf>$ zeO9C^KCM4ECyku!Z=dM8-V_8Yd|%3%nH#b74m&x1!VpXOSfkpKy*4TtJp)lV4YbN| zT`mJ^s@eDGN`^PVut9gQ9SrwBvIo0lgVaYsABZ)8bKGltJPwAvU z4{6SJYuoCb+x68g42Bc>Z;x_aT%0oMSz;N^m&l$(c&7CC&=}l*K7Sh+vi|AYbtHAL zjdV6x3?`cdKT&ax#WthH>Qb$?2c!Zxkvp^RDg;pFS<_VkJr9ual9iLxnE_$2%TpAxi-$L$qEdX(ox6({bHrJ-%w5Sd4VKxxA_%Q%2o@hJ^R;$8%Ue2#_4-DRE3Q72o!??_mG+ zfJyvU5Dla|H{$wEshJzQKe1EnSsQfZu^8ekUfxP5>qz{o+r`@8;!=S<-Dv)aGLkNn z+f-Hu?0d4NLE7YPt(dPVZ#ylJYs-h*YI1cdJJQ@#Nvaq$Cr=1EYE82}hec_4g|@_3}=4MN+0-uzTQM7*wHhsiDyzP|ery%#^t9NTVdhzc zLPcHK?=su&rV@Xmzo%%rT@?*c9=T*s6w@W6vK*jK?b? zltaIP(&NYFZ{SLxhbiIVXP%LK0taw`nKvNV_foK#4oY{NIJmOa?Fzm`${b}$}t0$+T{e%shWLmO~Cg1v*y+i!NUO zcBjSc5JVp6{x#dDJIMpv+!{OuIyL9#GnoNvIV@+}Z`+PLD10R(B&aY+vdb0`-)eJu z`ku>@e}J!>eLt;MQd*8fm|(7Z|A6NYsxhiaoteC)&)fOTQPmjlp8W&Yz(52r@co_U zBD7#%xNv*8K>m3!TDi(mui+?cW3v>y^YRe8|J1tKRCp}_mT5|Y6R{w*LWUP0=6h7c zx0+(|9da{YT!eX-Ftz>Z@D^A6tnj6kTo5+RBwSLnn z(}=2mk(`Cna0cc8DH;+QMThT81I#iq^0rV~wBQb&ZtTT-))I=7J|qr;oUZ2PK;WPFLiby?SDM)p)zUHV@`Jd=NKr1o4x}hsz?{kiVvFfJW|5So;Tui^MbYbf;~E{AzH_vO?k%NJ z?!3U;05kSoWitAmU%93hwcq)v1kOxkteJ=l}9ZE zSuB2*%?%7_-7DC~Fx(pe{;Tw0r;hv~x7_C4xFvSKXkiiSJ;8&HBHlu_wh9@}lTT1& zxMRNyK}KEcWS!y?NA`Y4#&v7$5~GWksJN__4MdxDG9+AMy*Va+q+bE7Mlx> zxP3Ft)BTC9SC*U=KbB`bONcoQYH1h#lQp|O}c%e0m&`?QkG4DUP<(j#%GfZghXM+^&cgH_HS%F4h zj+kFU^Lpr4-HO?PU+xGPAao)Rb-@vK^&@*T%U-$fv2D7tcPsD&WJMc43 zC#v<@my=>Ar}M_{16LXv8fS6l_w?LxKa8B#AZ&Tm7S^Yi1feYf3l~|7NuN=R9V4_= zAIHSF4dqVV^Lel1v?TZx#X>gJf{tBNrLrB7gkqAFf8WFXO}>Q(BcmsM&yJf-}nibcQ4K@Yc?Cx_d5Wi)gM>tf0 zzCP3WDd^2zllnErv?hGwmPp9?XP~F~;zi)G@fph4R;P|v10%$U_X_AJ?_6nhD)|@4 zx{4nMu_*ap%)PZ%`^AtbUT5{@Bj!6YfTUQvxP0fBvefhWJ6)`_r6GM{yEFu62yC`& z-`cp1m)+J~0s5;ce=*-ltspcL+BFD%B=1gaK@-oUPnY~zyPq(v;UMQym4iFrvmX={ M1x **Datatype:** Positive float < 1. | `shuffle` | Shuffle the training data points during training. Typically, for time-series forecasting, this is set to `False`.
| | **Model training parameters** -| `model_training_parameters` | A flexible dictionary that includes all parameters available by the user selected model library. For example, if the user uses `LightGBMRegressor`, this dictionary can contain any parameter available by the `LightGBMRegressor` [here](https://lightgbm.readthedocs.io/en/latest/pythonapi/lightgbm.LGBMRegressor.html) (external website). If the user selects a different model, this dictionary can contain any parameter from that model.
**Datatype:** Dictionary.**Datatype:** Boolean. +| `model_training_parameters` | A flexible dictionary that includes all parameters available by the user selected model library. For example, if the user uses `LightGBMRegressor`, this dictionary can contain any parameter available by the `LightGBMRegressor` [here](https://lightgbm.readthedocs.io/en/latest/pythonapi/lightgbm.LGBMRegressor.html) (external website). If the user selects a different model, such as `PPO` from stable_baselines3, this dictionary can contain any parameter from that model.
**Datatype:** Dictionary | `n_estimators` | The number of boosted trees to fit in regression.
**Datatype:** Integer. | `learning_rate` | Boosting learning rate during regression.
**Datatype:** Float. | `n_jobs`, `thread_count`, `task_type` | Set the number of threads for parallel processing and the `task_type` (`gpu` or `cpu`). Different model libraries use different parameter names.
**Datatype:** Float. +| | *Reinforcement Learning Parameters** +| `rl_config` | A dictionary containing the control parameters for a Reinforcement Learning model.
**Datatype:** Dictionary. +| `train_cycles` | Training time steps will be set based on the `train_cycles * number of training data points.
**Datatype:** Integer. +| `thread_count` | Number of threads to dedicate to the Reinforcement Learning training process.
**Datatype:** int. +| `max_trade_duration_candles`| Guides the agent training to keep trades below desired length. Example usage shown in `prediction_models/ReinforcementLearner.py` within the user customizable `calculate_reward()`
**Datatype:** int. +| `model_type` | Model string from stable_baselines3 or SBcontrib. Available strings include: `'TRPO', 'ARS', 'RecurrentPPO', 'MaskablePPO', 'PPO', 'A2C', 'DQN'`. User should ensure that `model_training_parameters` match those available to the corresponding stable_baselines3 model by visiting their documentaiton. [PPO doc](https://stable-baselines3.readthedocs.io/en/master/modules/ppo.html) (external website)
**Datatype:** string. +| `policy_type` | One of the available policy types from stable_baselines3
**Datatype:** string. +| `continual_learning` | Number of threads to dedicate to the Reinforcement Learning training process.
**Datatype:** int. +| `thread_count` | If true, the agent will start new trainings from the model selected during the previous training. If false, a new agent is trained from scratch for each training.
**Datatype:** Bool. +| `model_reward_parameters` | Parameters used inside the user customizable `calculate_reward()` function in `ReinforcementLearner.py`
**Datatype:** int. | | **Extraneous parameters** | `keras` | If your model makes use of keras (typical of Tensorflow based prediction models), activate this flag so that the model save/loading follows keras standards. Default value `false`
**Datatype:** boolean. | `conv_width` | The width of a convolutional neural network input tensor or the `ReinforcementLearningModel` `window_size`. This replaces the need for `shift` by feeding in historical data points as the second dimension of the tensor. Technically, this parameter can also be used for regressors, but it only adds computational overhead and does not change the model training/prediction. Default value, 2
**Datatype:** integer. @@ -731,6 +741,93 @@ Given a number of data points $N$, and a distance $\varepsilon$, DBSCAN clusters FreqAI uses `sklearn.cluster.DBSCAN` (details are available on scikit-learn's webpage [here](#https://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html)) with `min_samples` ($N$) taken as double the no. of user-defined features, and `eps` ($\varepsilon$) taken as the longest distance in the *k-distance graph* computed from the nearest neighbors in the pairwise distances of all data points in the feature set. +## Reinforcement Learning + +Setting up and running a Reinforcement Learning model is as quick and simple as running a Regressor. Users can start training and trading live from example files using: + +```bash +freqtrade trade --freqaimodel ReinforcementLearner --strategy ReinforcementLearningExample5ac --strategy-path freqtrade/freqai/example_strats --config config_examples/config_freqai-rl.example.json +``` + +As users begin to modify the strategy and the prediction model, they will quickly realize some important differences between the Reinforcement Learner and the Regressors/Classifiers. Firstly, the strategy does not set a target value (no labels!). Instead, the user sets a `calculate_reward()` function inside their custom `ReinforcementLearner.py` file. A default `calculate_reward()` is provided inside `prediction_models/ReinforcementLearner.py` to give users the necessary building blocks to start their own models. It is inside the `calculate_reward()` where users express their creative theories about the market. For example, the user wants to reward their agent when it makes a winning trade, and penalize the agent when it makes a losing trade. Or perhaps, the user wishes to reward the agnet for entering trades, and penalize the agent for sitting in trades too long. Below we show examples of how these rewards are all calculated: + +```python + class MyRLEnv(Base5ActionRLEnv): + """ + User made custom environment. This class inherits from BaseEnvironment and gym.env. + Users can override any functions from those parent classes. Here is an example + of a user customized `calculate_reward()` function. + """ + + def calculate_reward(self, action): + + # first, penalize if the action is not valid + if not self._is_valid(action): + return -2 + + pnl = self.get_unrealized_profit() + rew = np.sign(pnl) * (pnl + 1) + factor = 100 + + # reward agent for entering trades + if action in (Actions.Long_enter.value, Actions.Short_enter.value) \ + and self._position == Positions.Neutral: + return 25 + # discourage agent from not entering trades + if action == Actions.Neutral.value and self._position == Positions.Neutral: + return -1 + + max_trade_duration = self.rl_config.get('max_trade_duration_candles', 300) + trade_duration = self._current_tick - self._last_trade_tick + + if trade_duration <= max_trade_duration: + factor *= 1.5 + elif trade_duration > max_trade_duration: + factor *= 0.5 + + # discourage sitting in position + if self._position in (Positions.Short, Positions.Long) and \ + action == Actions.Neutral.value: + return -1 * trade_duration / max_trade_duration + + # close long + if action == Actions.Long_exit.value and self._position == Positions.Long: + if pnl > self.profit_aim * self.rr: + factor *= self.rl_config['model_reward_parameters'].get('win_reward_factor', 2) + return float(rew * factor) + + # close short + if action == Actions.Short_exit.value and self._position == Positions.Short: + if pnl > self.profit_aim * self.rr: + factor *= self.rl_config['model_reward_parameters'].get('win_reward_factor', 2) + return float(rew * factor) + + return 0. + +``` + +After users realize there are no labels to set, they will soon understand that the agent is making its "own" entry and exit decisions. This makes strategy construction rather simple (as shown in `example_strats/ReinforcementLearningExample5ac.py`). The entry and exit signals come from the agent in the form of an integer - which are used directly to decide entries and exits in the strategy. + + +### Using Tensorboard + +Reinforcement Learning models benefit from tracking training metrics. FreqAI has integrated Tensorboard to allow users to track training and evaluation performance across all coins and across all retrainings. To start, the user should ensure Tensorboard is installed on their computer: + +```bash +pip3 install tensorboard +``` + +Next, the user can activate Tensorboard with the following command: + +```bash +cd freqtrade +tensorboard --logdir user_data/models/unique-id +``` + +where `unique-id` is the `identifier` set in the `freqai` configuration file. + +![tensorboard](assets/tensorboard.png) + ## Additional information ### Common pitfalls @@ -738,7 +835,7 @@ FreqAI uses `sklearn.cluster.DBSCAN` (details are available on scikit-learn's we FreqAI cannot be combined with dynamic `VolumePairlists` (or any pairlist filter that adds and removes pairs dynamically). This is for performance reasons - FreqAI relies on making quick predictions/retrains. To do this effectively, it needs to download all the training data at the beginning of a dry/live instance. FreqAI stores and appends -new candles automatically for future retrains. This means that if new pairs arrive later in the dry run due to a volume pairlist, it will not have the data ready. However, FreqAI does work with the `ShufflePairlist` or a `VolumePairlist` which keeps the total pairlist constant (but reorders the pairs according to volume). +new candles automatically for future retrains. This means that if new pairs arrive later in the dry run due to a volume pairlist, it will not have the data ready. However, FreqAI does work with the `ShuffleFilter` or a `VolumePairlist` which keeps the total pairlist constant (but reorders the pairs according to volume). ## Credits From 67cddae756833dc4716fe0d08defc5b487384bb8 Mon Sep 17 00:00:00 2001 From: robcaulk Date: Sun, 28 Aug 2022 21:00:26 +0200 Subject: [PATCH 3/3] fix tensorboard image --- docs/assets/tensorboard.jpg | Bin 0 -> 370209 bytes docs/assets/tensorboard.png | Bin 9273 -> 0 bytes docs/freqai.md | 2 +- 3 files changed, 1 insertion(+), 1 deletion(-) create mode 100644 docs/assets/tensorboard.jpg delete mode 100644 docs/assets/tensorboard.png diff --git a/docs/assets/tensorboard.jpg b/docs/assets/tensorboard.jpg new file mode 100644 index 0000000000000000000000000000000000000000..2aefa869dc475aa007fb4f1fd4dd52cd0b9cbaab GIT binary patch literal 370209 zcmeFZ1z42Z+AutbfFdCZC~W~sigberh=_=EOGyk3Lzg1bAt)f-ATdLCs7Of+Jv7oW zgfN5*;r9%RviEkM_nh~f_rI?1{l7KOHP7mGuejH`YdzlvzI_Iry(c9j1;WAtfv|ud z=-V(z0)&0y1m*$UN#Mabg@beQBo00v9_}dud;)?q_-D=#5}i9sNJK((=FD00vn1z9 z$;ikEh%a0uC%t%%l#CQp2^Ka`<|NK(9Gugngl7mz|7G{>1Bm1l9{AKcHr5r;2@))9 z60C0@K{No6C$O;q2Rd>maj8n-uu?6ry?6oDT zYi7@`Xq{S2;M~0VA8s0pjiIRz9aT1X9~vgprzc55a4^alzM#a1Jp6da<^77I}&wzxTg1Q`!s zJnuR)Dn0jPEeo;LK&|~4WQpKa7JA=funZG$-;uGt2$~jleL1ddr{vowWVJByWjxgj zdpuOrAlKHi2wuaUI3&CjZE0p7+e(NFZA24ID6%*g*LKaOsJ_&FJdTc6E-iiTcBN-S7OR=#`Y~vn2wSM3S>_ZV$tYZW& zIoW~8>$H^>o571XPZcT6ucxKd_AfKDSS0k9M6W#wB#lT_?`fqD0Ie_n3Q zS=NB@im7gS4R4--t_X)GtS)ad5!KOoSFU_Ou*O3~Ue?arZ`Hbt`B$rbvF%9BvaABj zpy*j*G)#ogBr2;rla{{w2Xo14mgjP5$Uz&-2wVRK;tHwHw6nLUE=p3Cy%7B}MRi-P zCFOO-_LvBgMr*KCw!^)YM~>H`htKs2K2;b{Ed@v6n6OmgriZaqfV1vB%9)>YO@l2q zzCkRZ0LFWgI-A(olDFi3)3l1b%DsN@f?iH(F?4(DNuEKgW9mvwI_ry32~WxKld)gP zX{uxTKKgxGrP3bc&dxcd|E!OPbXdf~P|{FjX4|N`-c!a(p^vt;<;$|Ce*EYCj07h0 zclJr1MUKEqP3Fwf^eFfBmtS24(%Djp%c4BDGkcKo$7 z#Yeu-QS!N1@oYU6`M_|iZPo7xs6fCV)1!Pj?E|N<+0)|n_82^v!AHl#s0xMxYlS9m`mnAG4Ms9 ztjk&Ig$1(o-SxR;>o)VHPJPYYNFfjm9-qF*8t)&VhgM)|>JFPHhm)qGN@eHRNRmt3Y z61pMZKo-+X=JxIyH?CiyUPx$tU~UKa_iqy?(XLpcl^QgKKLi&v_jJ$3x>R^eE-!UCL&+r5x&H{$Jw$afB%QLDF8` z8@{WHvZ3>x0YM2tytnqIV89C zb})*Kw_COZ*Y-08Dy&QscV0ib)Ndfc1FyX{kAN~CuDR~VYUF3<9?^QVhgjI`)b*qn zdpwuyb!?{|Hb4%w^qXuVQx0Mh(iSR8YJxhq;vZ2|-S*9nzYUWMv#>3`@nY`n^b5=0 zJoEWtu8R*sY2}%D)#HXC>{slBqbq7N`q~4g5*m1OLgYQPm$W7~+HK%lSFA==1_mb< zN!mY5C909TGV+Yexb(Zjp|jOVk`(%x>87p6!5yxV(^_C(}Nd^$Hu zW`bX6JQE>G&WM?A-sN}^l{`OJGX{NCuUypmGS6L1#PI?B@B^+mZdWSLOxC4W3HK~~ zmz{?Wp(e8H@|~mdSm9%Lo)KKgwI@!A)f|^fm+qG4D;at5w9Yrgs=Mi?Z+~O3ZW)q6 zZMV4R?r6Q3+OpA;#I6^0nVW=seaprxnb)f3u_c2$n*<9+>Ti!r1v6Sx*UC%x;kQt| zFp#RR3#M!}rf%G}p=<#RfQ>{{y6N<3 z*QD8X$F(F&PG3>q9^7>0PTw2zks1@SwI5>s`Ju+-#75yQd;_&nM0oqNd8SM>c$ z6VaRYOEc{B`w9RQX2Ih@TI;GyT8cl;Y&xsn*@ z>N%~dmfn$k2v1GE*YC#YKOJ{8QBluNvx%mB045597#{ZKYM*Et;S)xE74j-qz`P^H zOHh)y72=L=Fw_LlAT+f=HhwV+9Y- zC0u8h7mNqPmY4M;qw*JPG+%GtE(&)jH)imT9P!`ICK8@1YT{SvD_5h7uXOL5NblWPJRh&< z7-JW94`~o-xG2&=B3jlT*P5m#&xd!rdVt6?&0+qd1yxofw?;y|m?7FG)a%z zb~VS1zY%3a;NP@6TWxCr%T$PQ2t}U@n=YyxkMLi0wT}pGSgKA!c7s{ofp*Smo!I!# zu0}G^7*Ux6^R{Xh8Jm4l5(N-8JQ=n#@S<|yxw_bIo5E{8|M@}^ki;?l+w}idB))um zU0NN_tPVLkat_UKIr;Bv5fMuS)qpN~c<7-$;&vNs<3kY~a||;>PMP4pFZ3^@kgApp zxFpIr#xdC}EN$E$X-$3O1tLw1t-E_**;ajHlNG*kU*a~VLR^B+zpMBA0AZubB<2%| zl+P3rcZ_*Ty73v?ZqENM`@bA#Ivj|-FHdk^#;DXpAsA*n zn=hB?Iqm*18Uqf#Z2n`;iq+d7(uP)e5+(+OJ$?Gina)G+f9&s(hvoj&ovK@3-m{Kx z+?AMn2O{J(NZ{v&i%}OEOH&f+KB6QR+{ej|8Gk^eY|w>wt#(|>XU>zlw$+1Dh&C8X zEx*Alx^M}Ahe)rBpCiXX$L_9Wv?+UN;cBs>b$csY@U~RT#o(%*Rr-05LCcp+vvMN; zSWJg@aP9R+bzepL(Wjg?d8Tpcf4he<{KD*bw`Z&!`x$px$9g0~bSZd)IyHDLeaPriIoX4Dso7_269@aum>gE+PSB_dfTe4qlCih=Fk2`?1ussp3^f!CmQDy(? zyD5SK4<)(~+D;MWBa#8YeF}j4Z{05lx(P=^f&j(`<0z$ozGSi;zP`u&@&D5Kp;`&U zA92`sd9DAL{Fl%nOwtRU08B4VTZtx5(h2<~&(8=E_pgSp$sb}r8g}N;UDch(y&;5F z2P4JD1G8#{$aKnvK9JE!V)eZhGQ-_fknF!Nh`5Yw66`}(M}-ya3i^(yKj55Yi?;uC zMz))q;7lQ_aC!2`%{{@R74@?nz=Qotzl-<8x=2wO8K?71L5)QEcsp+8lIn7A%#Lw6 zs=~0X8kKT(*O6vP0yQ@;B6N2r$wFKyk5AisRq(yg|)_h!Z_1=p|oa)>Gb6qNE42f(%2m!h?jX zUn7~5WJ)+5Y2Rgf(n9&7rWc2e#>-|b(1nY@oj~7H#}g2bP`*6gw=V(<{9~Dac#jYTo=inL zk%`O&tr zZ@r*?_t#oMB-O1K`Q^1KYdc8_r!Tt6kRUC+iS&G;Z^NVSv_?N#j3*U;8U1)SS`T$e zdNW$0{qWfSO+80ZhsZC#VAaka<$K!7Gx-^v0I*=)s1?oNceFnTelDr)6(Wx%FUyOi zk!s3{QS20mku#jDpco&@DtpQ7xS0<8!Bm0KTx0 zYgZdt6h1z;xqN1UgZi%YIkIk}@~XhFs`Fl?o8 zU%x@~Es|}|JLZA&skJu+QvUH4Bm+aYVPiJ>A&rK|Y79}k>VA!x-dO$mSB~Nhc|!mq zI*MccKE6Cw{jKVNLF5AlQCbvU9jskUs5|zFf2BS@#Ia~Bn9i`6QaXNG1uWQR7rb$5 z_sw6a_FtPmrhiyabC=mhy-+$WWZn>R;Yus+VjpgQ-;M3iEY*)ux;FY;uTIr*yk~nE z+dzNuaeiikjMO=W7iXB%)f@a3i6u)Q!45+MUO13o8-uB3@^BsIpxGAnr83ns#IGV4 zXLbzo`;(Vk@88J8(A$KFrNKsXDXvq_0qzg zE$u;{X{M!cZvc{VJ~M)j`gFyXXq1}&o zz7eFN*{#_^cE4G@Rf@}YdS`0l+=oK)LUYR6;1q=JXCz&mOS)Ck{;9@|Iw7EL$#&}R zhzr(aD>hF823$++a1!-FlnyNlEEfiI%!|XgM=`<9T!dpWR5+V?&Xe^r}6)cAb7 zVv)B<%eyL~p)sN}+`w|t2c2bn$ACu7XBFil(ER+4mi@dB64d!QrlBQR-Xhq1zlPYL zCCGaxbE9lFuD$*vqOP+5FYZ_3ai77hn;6-_TqlT5Wbf9!!0VVq0_v$uH@*g#LWmL% zNrwLL^eH>3Oi#svu!uWMyF*h~Ond@b8zD2X9dBv|AKjHx(fJ@pId+EN=B5Ti#?14W z>$w~QVG$vIgHhsE-_Kuo(mT2IvJWg>2h3>jENq3DcyDl4D@C&#VtPwvn8s*G*n@B7a9 zkVzWF-O!I>s9#c4Wl?K)sHgtdWl6LO$U3b)U)-19 z01K7n+fuoRRE1box(@6xOm{FxUa2Ci{p~#Ew%3n88uz??N5mYMfD=r@GgtiYraZd- zDuDhko?DA(X!_*7m1XJPH_*^Bm{mO>4&-tS1KE;oc4_a zd1Y*aCj(cTibNCDqG2U@QMCom2YJQT+DKvBwPN-}4~WXUd|3XEy^CDw(L)RzSb64^ zU4=i8>Tq)--Fn?EX?&uwlHYwAu6a!*h2L#q_W`Vw$JA-ZEo>u8Z4X(pQj@=+-ZZBbgr6y}wW}SKIlpEa! z0~=J}jEF*rhsVI$O5p$nAg+jUGLTI}RN>SxzELoGgr)$nYwXfR&d;1)KZXj}elfII zeBGS`v$m10yv(|T=OLb4KgO3El^Z!w@QKJ4v8mD8tXx}`y=;C zD>0%RAERh2)edxHhH1R?h(YXTz_7vHUID^4DSfM@jrgvgXvVGd+8B1%R>eR+=$RjI z(J|+~NOjdLc-=~(t(%X)0WjgKeuUgSC4D;4MuGA;f<-EM(KyQ`lSR=Mp{QXR-^V?A zfj&r^tn~sf#P%Z?)lYw4Hb_HOK2k+5V2FGOtV!t5K;753OK4xc87abQA6cV6#-wZK z{?b|tywq=taDmnKSS(u)I`6fTS3q}+z9c1Xy~Cj2?mP=Q0~lEA%g=#{#q#Fs&U<_C z#c8O~T$s1^>{Go9@ zhd~Kh9ZaXQyw$5!T2x|&Ud?@Ie`6PHdO`G7(q=gNAk_syu8~`0yCh`wc6~*YEr(aN zY%#Y0s=7-1y>88|>ep7enlfYo71X5yQti6ev;tj5iouk%5lGb7`;7f?+yd}>BTu5h zdx^2y`#2v3w&mFs8y z;}MmN*G?CooQ1+EHnk13ukl$dvTnTM4PdV$Sxbzgl{SLa#Ts}EM@Upawu!Ocn&w$0@X~nO+m+XH?qT=F%ok+u0-yh&3T;rMkwyJ3kq37u$pO=w#X3 zlrrZpj%{(^tX zJm$#`cy3Ag6Y_OP&11D3pMY`}$j+oT={|i6U4u=j;#@W>L-!mT^XuIPrg8O>ZcQ>f zr=l;TiL8(VR79V4V&Z_U%6@PC1=_Wx?D0xjgY~+J#d_TYwVW5!ed>mRda73=0kb~+ z&uBHwA^}nMx8_l?!&75i7C3U>a$E5z?|g*4aR(P$o%fg{u~t(x;86}bC(YEVo;#ht zxY^G=Qq#|Hp7epK#9#wEc!-4~_I$9)h=bam?wqKnyl=;WfvM|OYG3pQ%k@Q0z4o+H z0cf8L6rCtNBdkGN$4zc8OiguZ>?W`UH;pGeHY&IzZw4*MZ8Yz^xtb396lt><06%HB zA!jFlO@SpRmpAm@yvue+_Hryd7gDC=Le#olS!5P}PM0vr7=X9` z66Q=%d#wUdLCd}f)$5lFuT=G39ar=3>*pSBcrlhTE~CsdLQB*pJXTvTFqc)9wVYE% z(yBc*-aeJMO0Lc8w!0QhPPTS__G(LJfVN%JM=*aU%1GAuxo+Rkimc zU|2~;cR_Mr@=D1JrzvHTDJ27VZ%9_|ynRz?9A~E8K~IBKmaCV~c0e6YMJoM-nh_z|SC_@oN-x9sHL?6s)mC z(rZ`RbPqshnNx#^YQ6%Iav8j`%abXxwnU9|nTuB*l|Jbbvl~pDWw$&IduF~!MMS0E z%$mApAn_QZ==7j9H!(lej~*=z@90}8N!5>%G?DRx@lcMuu4-T!)-LYW_SEXx^(5>K zg^Vqku$o=#Z6R-d7NSd=WH>B)gLJ*%&G==v#&MSGnGyMq1LFNFO|=UhV=q%?r}MaG0lKdMg0L8p z(vfd9s)SgAQQ1}L6^Vmi(b^7y7x)&Tn%x!XX(CPhpaDBm)=+rfRxMmRn>rA%Q|CQk2v+WEmNRVn69jnBX=n#mYiTkP)6aPvrj&UU#FmR2pLu$ zww{p4ZrHXEua<9O2<`n)lvmO(Pi!%noA0gfZm=oO~T`Am^hO=d=?sTZNGK zdF3&^!_~lw*x;kH4M4)7=Tur*p&YhpE;R1)dCPv3QaM9Mr`-~eK1uR&sh1X4$|__jZ!y7S zOcU#C19`KS9baR!I&elQ5ASTIUrgestMh9TVx5mKV#AGSd;pg49N5lS_mTd^HvmjAEv0C0q*KOazwqp|1y<<2 zrK$!Fg8T0SPany5fw?%O5y1O5c2YTQ4DW1z19f4+e@7(zn6@Kv9VXb65{ptnTb%Md zoyVYFa*Qx|#t5gF4!{fQ+Uouy(ba%H>B@}%W@pU^TKd#V!74YoTKU)ZN4`mpzK1BK z6q@2LaoaOqmS$f(>oDA{-ML{6_OQ1^>AHrgJAVZj0nT1cWf`*k5RHZW%mQs=WpHh1 zqKE0VGx)n$%3y_Rm3$U(apXtPl}`cp09A9tHB*aDySSQ@Cd1A82%cb*0d-s+d4{s9 zLKj_1$?uGm58?`g4U@x}wM?xccCkc8BYAIcwgmHJFG|wGg&I*CEu#_7kSD1$knFEDRl9*1c*1cyDk*T5)aYh*aaV(v|Q+UYMR zl2wmr3@0z1j6HB9-ELwB$OUfaxJY$G1}eHq9@T0tmw}7{XIj{q%qiF=GRmRa@;ZF! z-l$!Ol@}hDV|Sj=78^8J&xx=up6Q#@6aN!aeI!-}rV;z$u>Eaq65>&>MSfK~rYM~0qT{Bk>Ei+vu~d4EMheH!(-5N82P9;0Y za~1l`kymx&w;U*!GXv#}pwNMwvcNgfMd}LylVzR@ZrG7c6=qe4^Q-Ai1DD69xLYsC zxwBW)HbW3!(gGJ7s4IQo94!XQH5wCT6Zrs*j*>B9+|OsuE;aMN(hhJ5(l>wxeh}&a z)ZaO^B<(y$maSvlKj3=*G+Z}sVS5$)86cYyK=a~j?D zS|-_Ijp0SM0C%X~tsQN3me9@s!4;*qIoH1?;=Zoj5_(m}aJnhN$?GxP3()->xu3WN z@=TCA1B`*9iDZqIBEV8&rH-0mJEX&qzv)K*!e)BIY1Bx(X7tjM40 zI=UA(%dX*PQ&Z*CXlLPCe&@>AQO!Tze>}gwOZyI~U~vTi(XJ_&T9qsp4}LNBB^}6K z$uSJ+S%nwKoxo5Q5>7d};9M~fH0qobPpAQ|1COd&zXk0Z!34)jV$%67AGO(ON--;}Q?_hI0+Ftl}Yhjh0q>cI~ z$%{_DM$;v=zNK>rHuLN0S4u;a?+m$F7zNH=oUPc#W(m93&kl(<93jzcxIuakVaZ)X zKeYe8rTS69L{rcN9Gj}j2D=f}b%KGSQ%yR~WA&mXub4_=L{=4bm3zemi(Hz@8aLtU;5Vqki zUVpe#86tNh()PSl!9W+BA^CLO_&rC!G@>@!?ewV9a%a_ z6?nrokHd;;%@^>!yNQ`4?TwWK0?d=$<^s_0j)5DNWkDB@B)eK_jS+zYZtdhM%5FUw zU#jl0E$h9j>gC)e+vcvW%CZ}yichte8^yJ}IY0SGyAxTHLBVHJYQAPu!N!_@a3n$FV{d~7m59rK>YcF2cK<`eXAvN1pPRMrpK5yI*!`AnyQ?ePYl`~G6 z=LSw!4~Ir*Ph(Zn#J&#v+=1?j)@rH47tIj$cRT4TmG*YJ>K~(6u!4X+An@$rhT-AP zfp30#w+ZjnX3XG~ZkIR3;_c(A87oTE{gm5EQ#1+u^`*(MCCb_G@rej;fyvkt&M5Uk z?h%W^;7R?~mI)-Hdh>yu>Vlw@TKI}vAgipjooicf6e4E{G(*sOrxr0m5>v}mO2L&>5eU$vC%GAywDI(u7+T4_x(uC z-&8By%Wss&)=HQ5g|&G9!VY@)Noz8yy`wZ`8|AxL*Xo{{lPI;UyypmaS?ywyQAw~c zfT{XKVP#J+-vN;eLE;Zvk#n8D7BC#Y;>ihPUK)8(+XzcG8!CI;XqEGNQ&khc9AMLf zwCH33{h*wkB_+MiK3}K1rB1M@Ykf2fu}x@FtXALX#Av&>+RM>bE7qIh_-Mna(lUod zP{qH{em|zKH?B_=C(r_OTxyRjIP|c|5?3y36>uI2+kS|h3C0z-10suzGJUgM8mg6B zN%H!a$T~OI$GVz!L%Dry8^&d{p(`%^;X?)`YsL0Fw5;4?84;$LPk`J?aUO_tgzl%A zecuH6CL0KJ#daMbT@hGK=4npQ)WXX!1dtC7%;tYlxfm~qw!euDs7>F{?Ia zgXiYNu!`H#ikTcVb{Y)Pdy@UBC7-XE6dHg8S5K^FjNpZO5OU%uzt^lbi+%gn63y0O zGMtcny}cMoC6lH**&Upau`*OI!@nc4&u=0e7-^-d~V7B1dgSxDDYwi7XHP; zq~(k}Rk`lmMYiJLadlYn9F5h=gAlFPDlYWOE9qCJ(l^)bEb8Ta5ZbUU{}EBRD{YTK zQyDb7JwB9C8f2t>PUkh=leZ(ztG5H+0#c$uMSVPYN(yOt{^pXtrP!6-wIx`u!-|Zt zLZ>6OGan!l0OuM+;<|Y{2I#`;xFT^2iUwqePp?2CYpBP;x#05MrC-P9cSbLmK4_6* z>-iqKnr5gXAP~?9JscOCLpsNvv0#yc9M|k%=o!CD?SY9-)sMy=*7p?zPoBuAb-U=Y zlV~$B+7$CnaDlR;J$Hev9ffqtw#a7Ph@?0FYSdqsZ!O}13~8ag6IQ(3q&>u{nqdQN z#WTBB?yd|=s1CO^Xesr&Y5dOk7nTt?bA);Fctq?CzA4X->hcu3BcgSLzj%4x+O#vb z&pFU2Y4z-ZK&#bfYGbYGMEpD%f*m9~`-{ejIT-wG-TlflLu2~enDWGa)_a__03tCo z7SGK?-J`aFa)Mx>hM>G?&(5D zZ3XXXPwDoe`ylXZgJ^~V#d$|M-NbEw{%sH50lu-qtwCRRN)8}4pOIvB~!%L3!zYbt;!E<_EGvfxP8NLIfD)=lb9CIbMHJ4f4XgbZ`1 z^_PU$%N!rrAjr8tq4ZSG05VyqYV09O2isN;D1T6Gez_emu3LaeUK}NBpDa)%xalF` z3lm@76U?(y(_)U_h!kijElaD)uBcYC*o@Vt*Yl;LNQvs$^(AW$s4x&WkY&i!-ifl` z+ZidhG}klm8I?1gq!pT+qgT0)1lr}hGQs-p=b(NkVGfNTEm`O{JUg+7BSAPg-$35$ zRRvP~oVg+Qkyj%Gnx{Joj|E0|b?0Xv|E%PP=Z_~O)_P^L8E;7y1)xR(B=6S!jvlIg zO^W@H{U!_Mx24%04~B$8iVP!Zz^^u9@Iw^}HNNJTpw!H^H2egLSTq~5P-A72CgnQF z-W|9!&uHF4d1;7nXiW^Pb0yR+9SQ}MR0RbXoVB$+t7$vAOO<2cOZ86Ktbn{aGUxW#*Gw|F`p|=+$7A%8 zH4mz6EWd$vzJcn#=IVKIaj0}kWq$C zF1@a3^sy-JrN}fZnO$IxMo5c#ZtrYQhaGr(cx?JYtaY!|ZnwGEE8@7PV+8x_*+Vbx z!fKWG8tv4;cA=4*D!Blr{9?xmq*SjDw09*L@|MO{5Q2^RgI|Gw3_oa(?;`snnHDDc ziYzML28rMrYAFg@#JO`LKN$%NbkDR?gOH5Nggjf1m9c4_Eq;yI&mN0hZ1k1s(cfe{ zQ{$!X{FzLp#A!Ihp+mI>F}4&}mDOqAe;_qqJlgL&V(H8=y)iEEJ8GnL!)i{ey+vn~ zHgNmq?E2?lWB(`LA5p;c6#48Zk>yp{l0YY=iE3jFKG!?vPHeQxSMgNj`MTq=fG=wl zl9uP~8fgH%rjx?_tt$AW200;_HgSW16fjz27bBg$@BP~%6T}9ImCwS zrBYy(+b^ETG+4!otFHGp)^Q4T7cIYx8F1{pkExQZsL+K41R}YyC5js;lRriZCh*Z& zm2pr-?!GA2IId5Yv?qM_UBRrn#Qh$_Kv&l3LC;`RzZjfV3z+ds&K%w>wTxr{FiqXp zk%+cBuC>_a0hp+|z_I&L|2T5Z-u58ktplx~$LT@-8hdT-QE$~T0dVUD3t>QSt+E7( z?s&?8RD;#cSN1P|LW6VALg2Wo)3Fhm&j67?{_tPbk)Dzs)@>ti$#_%uXD_Y41BRH; zdSGbp*@VP>%f&831kY8#`t#53m`Vhb#N8gMHSq56(EECa--->*z=i%g|{xxBglE^O|zvv+)R9#7I# z`K=E+lITh6wpFU0ht?v8PmjxL)>lCvXkI*bb9Mn%K=tuN>8C1+;8vHqE6}-|TW03AkGq+ZPOI^|Q<^p$;$;~x2;)$|X=>dex^l&90fzk4Wr z0FSEMbKM-tW1hR)fYpymAic@1fjC#8N+A2|`aU0m4=oxjIkmUh`%(Z;O4HU4HZn)U z+ZdC#5V~`!?w|JbTQHT38>^Idw`g!kwo>wM(b6Lz7X@9;l^|3vgg`W)%)$E_%bD%7 zqQTc%S9n+^_cexP4;vwP*^DkNYOpG?)d_wY-$8zTw0LWWsV4GXm(eqZTLZsF=Frj# zfmTH67*AS-z-0GvsT1!1O8&F&7&C!MdMX4GO8{Y=Z~~qB2D0pL^qz2z|H_N6AW&~nPj8e53;)_+5sD}Q zgyT*-n0A5Aa-)9QG)8>T&UP&A2N>9QM>ntPcQ0AWdD=`2zw89e?xihrn3=B(p52Dh z7tsJ4R-Z$j5?q~9-PdBqxuX~adN}UPW$Lu|W@%GcZTXjg20>j}%rPEO_SL*^=#r{z6H-SU_9_9j!m3-r!gsAP9+oFs#m!$8K zbf2_;`fqvw%jutIb$_YWx%y^7Tz+k>kvTePe=bfRxtJ!NLMokwDtVly+=Tewl;19iqzf#fhNc` zaXC+`h%B85fy8t4dHuN*Cj3VTf0yH5k2`*-$wNcs_i?Dl0C4`!{pnEqyKMhb{GkOW zY$J2F8vb#dMkEnU!0+bw_cfrlNfMNe!~2w2m2dz5`p*X8E_{Hwt5(ms=J4boal1UU z*$cGpBDF4iCz8aF*6VN#Y287j2WLtwo*tbqhp}{*+q`tXXE+T12mVeZqB7?bJ6gVe z8SgpRrgT0Fa^B$5)`t|VvQS8A$XfYqa#7%-Bu(>ZOIOr;+j+DN&y6+uP9O~tdgQ42 z8FJpr2VZTMOEV|*N=&K-Kk;hVgk&RI9M5YNaaw4+*f4XN+~qN&s8o0Nd=}PHX`w`Eeo4TJ`S=6m#SH}zmYIXF4cEEX%56wqe|Bd%`t1P%9cmGud z1NNmI=!O~y^s`^VHPWkkurSa`)2j*=_5TwOAigCIV|>RhhQ~7KF!9lm^@}Z?u$PUz zcAD)n`^NRTjs3^}M%Rvt0Y8Ld!A z(0pH89x`Nqfhk8&_LYl3j$DGdrCkbLl9pxhO2<`Oi0XyKhLJy=@* zaHrf%vi2M3t)($zSwW1QOf1i|Efp2}i_xa-3SZHot$4MXY2D=F$ymA77@NFFq=xeq zwwhupolJ$2*RDpw?|_wsLjI3j?Ziff&VK`S-1z!sxc6X#^6MAS31Z&G4nYx@`Ma5O z72BndGx+Ydb#}ID56921KMw;|$DiGw*_%J7|98TNgP*&%vPL2p?A3$26`Q?7+gpl zCVFg#ompTgl5ZpoWV*`nyzMb(wG-!WVdZcUF0fO~tnif+=GYgmHqBT>rBSugrS{+| zc75Jznr>U$*jN|77?kTt0E=#eiQEtJBuM&gO-GT3Jhsg~%}zsCQ=_}|Dn}?Sz?dG$ z@9P0y&~YYo&mSLsh_DoOQ`T}kWyc>Hw+ZQYKX+$uBrx}OPvQI%{9R#BNM?R=;5|HP= zkzpB$$JSGdyvpF+oke`>@#Z78Wq9SOqoFwd_HZsQX@2Os!_`9G$f0gbq>j{SD2bh| zfo;~Wj}1m7#g!TKI}{bH=dFs1*uuNCiV-lEPi^MRdLiQ%-r-_5mp<@QLLLgA`UJe?z?)Y|X6df40vjl^TNg%cm zWvGzQz$Vx7Na{>RRfYv=g`TxUiD#`5jZ0VW+V>MSK62SXGw({}TcFgS`Z7ho1spl@p61jFh*W$qr8Q!R4cx(5T#|uoqon)T=4VEAL_+Rd(s#LQN z4(UpJN-Xv>`!UZEBgikR*7GUExkxFN+ajY963lDccW=PeBSW}-L+M??mbOX77N>Qu z$8sjou%Q$qFus+PdG@R6+Kv*>?v7VTjo39;d1ZE?abyf&<0|KJ=iCJ@9c$&ti~Y>} z98+7Dkpznif@;Z^w6FxqX;O7isJ0W~R}va{TDACHF?SpJwp2s~YP5M_PdeohrEy?h z+uQ|?J(|SmrAmM4DARTDf%!@>G3{NSGLtUe2%x8b?+&@*Il8X#IBn{un~93M9}Sv- z4@`K9M&!5?Bk`uUamJBnM4M}LGpb4w*@Q9?-0xdVd$mx>?TzP9VHjOz8ruLsT3nZ% zd{qftAh09stWs@clT#XsYqDY2sxs$MNnRQz_U(_YI0WKoW5vpm7!?CzXobC1hfc&y z0~fRJ_*fri`OTk*ok$EbU}Ob|BH-e4o&C`C0B{%x-?{MJZ!-TO>gT5WAVdV+^mc!e zbIJ>ZPuDu0<;mUY8i1tj3Qeq0)(2=mOYKlnpRjx0bcPrJV!*w*0 z#~xwgmdG?C2V{V~e4D7uhrQYq*VmRBEM|1F&4J5FceS3(jh<}HSlY-`u7{fAF(IjU zIj+udztjuWX@qFYv+kUK5Z_H?hhJ70H`T^2ZGu{|AsTN%AA)~OD}}YrPcLhTG0C0} zeyz@exo-P`_3)l9Es5FT_1Z6iN|@`l5+Broo3WF(q3ZO9*LM{$*LV5CvSSX-xqXzn zfk5ctCUTBA~J+znjM=+gE?6VjN@P6HJj$cSM^>*(?>K8F*g5&XAln7g$T z^r|=i3ITr0wKNO_%5s?7zF%7c2JZlw0q}y=!{Lr(Mk~=f^f!v`~20h z%>GH3)(+kGb;sUS7Z(q#yHMrbcgBstXIw;I)#=$}TWNMY-Xyb1p02U$*zeJ;=vS}7 z^Pbj}nvib+!v%6fZBcmA1jLGWbi+U1b(oqlO7dU4n^S~lnw=wilpe%gb^?08VEx*A zn2r&NunZXw#S7}XJL=-ZO9jcFMxM(&#sF|^&;bnhk!%othpjfa`E1sn;@uCM@L$Rc zTo#Hi=Rr7bU(dsnjwwbknzvjrl4)rXnc(R4te4bZzl=T#Px~4b@4jv}8u$zqv|-t! zr54C8^uyTbtNX*@b7T}}xcHwXOvaT1U#;iCP=7sLTrZAOEb=iVi_WAsHoE@pTE))m_NpwKJ)>+B;W?Z(k#WRQ@GVAxlC zof_@=n-(}e=P*|YbAOm@V9SpPQ9{U68jW|)4>G!RZr77Z28+7@-?_rCQxl28eDo^N zK;g0RV~PX4ua6TIg@8|BA@0Fg2XGy*5-OFQEiqrjI?v2-P7R2l{E+evNS|5@+PPJz z7ym5B!tPE{aB1XPs&#FGj4;nws}l++3@a{sOtCmylt-%-ZWx%@<3Q}L#=zK9I8Vpa))lJC%*vy*`}QRG0rJ~&xwo3w$YWC$|LiD zx-~>DzhIS5o|oiJ*wT4BZ5|Kl+j8;Quv3fXH|H#O6yqf?cuS*@w`lxOVNqJ9A=?gB zwm%d5-eGo^Kfjpn$#$UJtns`M$&NxFz0DguMfe8+nX=jG3(}JBlfk|^t)DgxD&cc6 z;=?nxnO$x%ZJeYl#p?2#Z(l}X8Fkt-nblF2fs*zfz4iU|Gtvf;nvC z&?t-6|1+=>chMaCTS90Y;Rb$d&<&A2wDxzEBS7n(0!&4YYqGIUnBU06T)_sG60oUL znzL6lg_h@T2g@0~%beXF=FqmfXgzqS3qQ<+HJLrtI3x~eDiPMdF?NirlRB`qx4qCW zth=(7co76rS?|bfaK8{VZj6K!t?vzNxKCQ@_ycx(wZIGOjA#vK~IlYc4Y`+^X5vXx~W&pV{W%O#v;L0mhPnl+a13eL>RSnkBb=?z$4;miG%AJjnD%q0nHZwW8_XlcQ$|U^EEHb*c`e;ZO4!Ky9@)6j%N+{49ElN!O=b; z^&#z&I8BFee-$(TL zR@~q%a^mqtJBi`Ds$`{V@UGwl_eZPbE;Wzj{ttU^0an%4H40;)f`~Md(hZ7qN;gP1 zDBazubR*p$-5}klbT@1o>D(Y48}P1;dCq&z_n-5=-+%9S?{io@YmYf*t}$!OF~^uQ z3Ga1-(bRH#!fbok**B%t35yrAtjd|P?N7;ONk%(u`|D^!i-mY*C6%L~7HL{Aj~q*i z`YMUAzgd|*iioG)H#TCG$SgJ?{ChJ4ruL^#)_=1vG~|wstx8wdp(JLk2Vn|^kjvgpnnS(E02MF_H)zdTCtIk zq&0T4m9_DrF~I&wTS{5Lj4`>ss7ZpgxKa!LO*apOb-DTBk<{yYO|lOu8SgDvi`8us zXwm?CWIKR($1oj0%O87mogG#2z!^2{d~Cb=X1p#~#;7VV-qy_#lg+>n%;TxHc>7*l7s{yAj{&&9brPM^kR9tYP1}(gcC3TtN>Z5PZ)G zP4=syHIS%Q<-chEvAPAHudFSZ2XpFg&%X}@wynoSp$jIMYx%9rq&0V@Q4f8_vU8Y@ zs@BF+7(5;1reNc0@Kp}uSQQPh>a8t|u^)zI^)U%HJeb02>w`wTzL5M0koEkSxU)u> z1BSOtsxByr`o{ZhkK7TAK({^udMlILs|CnrGQ$AKH2~i+;213kzELX1uZw6a{zE8uZ-*ILG4%O0btP{ zP*ZJv(>%FSjK6+!TvqDY1M5P8L(a=d4ySq9kG?s2<5{Z!b2JHg1~iTDhok($ru~7& z*eds6O5*Nd#~kKiN}bOvH4LWpOUh@^QapI1%ui`b$VX*=kFnifW3$uJs+F16v3wvw zysIBJyQIH}NPQCn*16%S9%B#&Yk+B!&l8F0?Ew(Uhj^WdL(X^5L~gZmegrD<`&tLU z0MoIYn(QXm^AvEC)lkVhBSgHi>_s9@l3!4Bk59y0h+-E^NBGy4E_rmu3A^-?65tf=7E;YuJ1^=dAGDbAh9?b!shl(4EM z-iuH{fkTfLz+itTS`+T!oC(~r-}lD)`=;)PV!Gtx;}rUE$b8KiEm+r%UCq`Wb(mfP zs`~`{Q4Rgq_EOxh1e`(eBlRtX@n2Mkzw-LuNZ!_1b!;%#3UlMW35hV2Sik@KJ@FLA z5(qeH67}TY!L^0p{=QlnM4>^JQI6ouC74Z)wzGEeG!PbA$?in}nP}>N%LKyqH4}$kKS0347x!t9!VZ2Y zV(C0n4-Ba2{e?mN_o{lR^n3bRA@)A3~+i>!ujsP1AW5>W{7s5ll#BnUs*CmYDO`VdosAqA5XrH^={7cc-2(1E? zb>1c`F>a=_^G?Ad$JWU866X_P1an*5c@E#ABv7Y5E>);%_^o&REp7#KPq43=-t{z5 zyfsE3Cb=q0eo_PhSiGK6yS=(%2TtWHBOd9OOsS~G7jaV4Mj-0XDa*~)aMES=Pv;ft zE#D78bwuh9*B1G8iTC3qs=vamBNAguGd+CS9mc@T9aqrs^b?ON`PJeuQ~JAur>$_5x!gqBvHNQ`V-Py*DLoLUGA<905niv zWLqfPB{OxA{jfCD9+-1Ft`lHN#~dZFN$H$VCIk%WwxJRZclL-<{%}+RN`rRD&d8bs z)$Ue+Ft3w90gZRiu~>btd!COS{Q4IK)o&xcy!t{oW%s@KWXpod(WCokUCRMQtD4Cr zP%9VQD5kpeICVN~r{Z@J!MQI7jX3OPq|`um5+tJpb_q%8^XN(8bq*E5A)_E=wG#9D zUpX9G^yx7Pt4{55TOi|rseh3+te?^CXR)z98V0#-B0F61H&>LTq<$KpYVztERloiG zXzMqWGiPm4(CXD4V&1j+06O6upx7eD1R20cz&6m-W9Bj}$O+!qo4UE~Hm=v8n%7bV| z%lDlDr+2UcHb&QhytLasNJU6Ig07F3ZoK%7B|?xIbRBz5O{jeN2zGVn`I%WMgT$8X zBKIs$TD`rg*W#O{`YE-mbN^GypshZHMy%g#v=hA=W5L z(d1`pw3~CvF+1K8b5*Zl+e#h7InAqAc6Gz+Si(Gm`xdH>;fqwt@@FKAz}e*v<`_Q{ z0&C{TN(Hvt)u)fG+1r5x!&8p7B#%|aBb9F&go&OD`l{0pKf8k8ki6t)bj^-LX3`Oqk{HqD%@& zj07%_LD1hS&S(Mdad|%OPy*a1!%cQhzIyr&fEbTQ+so%~vBRU;fNF>Xikd)C5(rsI z?4@=VGU5=XtZgg{kEGA3A>-P~cp~+oBIb_Uy`wcWjF8YW6N4AoPYbXh8;g_BTWUaa zig?4oWibNWt^UvpV^Ep!sD&w-?qiGpi#=BM+WWrP^`$g!RY;E5!n2>`{~h#WeSftp z(v$|U>(>fQ&OTbR-TU+_4+mvS~uR`w@py@u?bV!FJ$U#s*K4rxlB#g!uIHHnRN78 z;`Yk(iyrL9QYh>`g)AR*Q&H>bv7A7RID4~W#raUENEROhNLbHq!20nYR`&qJ`U0qk-uiyZQ! zKp)Emm+{s)&E_)?g8S9>)w@)h;$aOqb{ey@EW0H;2fHOo92HbQloXTeHB#b;s~qY}0lZM&`r&d!2T%-wFr2SEdApROq;hGHc$(+V`^I%s7HoWvtQYyF|Uml0%S9`y%%NHgwzcep7X2^CwY7Cvh%O z!$d70$LIQrLY!3$qh~_6mEMz!N{0$sx;DW68refQ9mgzE>43(u>e#L)^g;4tqb+UH z{*m%Zd?kQWJT0#Y*WW)Yw!f3jG|T)pDk_u|kt}Ci=H3 z9rgW~xDm`I89!d*cm`soc@e|BwQ$|xwWhn8lhgy07C6Y+;*djOsIFp?g=2O4m{{`D zy>66^ByRVC{i06ko=er!*_mTM2*@m~&*iX_Xjxsf%^krD^_b4&<}T06m6lh@kH`Yx z5t)c@?q1_~uH;zqh|CWOyco4-EdoGj$A|41fXB1q_eGp!es>qHyFkw(^JQ+9u1q}> z>(=~S(>P@RQi?ERA_}lHBfNNhFbOp|LuWgD4a^_hRP*}Ey;?Zu5XD9wjM_T0VJG>v zI>l|Y4Tu<;6{`tgnAQxN&S0%~SiF{4=}P)O793_HJ!9ii%0nt(T^pxe+}{VxN9{P& zI{xLd|7x%X&FFj&m{8$8Wt9JM`;v<(n)JLB0Y3k@PboLOtp+>hcGe49NbvZ2&&O<^p)PTC=f; zwwuaFtj)=rsmd}@TIMh~kmZwV5#;5)-6gamqfM-P=I&UxXGmN}Y$e4cD9TCE=Bg>Y-f7G{lV`D z_lxs~kQ~jnt!tDd;fC-8Ja>v48U~<^i=eGP1|J6;V{s)+LL|$3&p0W@jbKj}TKsbG zSlwzYFl|khPJE-N-Ar!Ar)~jQzCVUh{F_7srT{4-C1$&DX1#FQOCwL-O&3|aNy(Z` z!Q%pFno#aYvtDAeIR+D!DT{Y274c#tpLXA?DO~u9t&U;NYBqpq2c4&Ej&&8l>V*Q~ z_g@VOZVd_cGxPSDBM<{IO)5DqrRx~N>a>Sluytl&d7!YOv9#pZfY3;6H$J{0)z%bWO*HP8n2g6Am zM~pa=&c_5cLJh8pE1=>u`4?3mw4lPcw+S1L8b9SvfFRG!2`b$H#B>GdB!I;2MRkax za2PRw`n_yU08obby8HQaJtMKK9*Dthf9r70&06X6L)>@`%jVtVP;m>j2GD$y9bWLu zdX<&d!%+o5kT44zmVPC~xq0_pR`Rz^Jm8oM!*^M)evv;yS$NNQQSn}A~fPwCRvp7y7F0_;6Y1esZk;rmjWcd^|f>fjvF zNPD2iIAUxeW(@#9aSdoDBz;@ht}-dq;aD@CJ7~R9$vT(SJQyC&c8zgTM{RRBadE|R z2xqu&(q!Os3Wieon z(&C^k0nPvrBUYDulQu%lvcK)i{=w$(w@HY7178yoD>eV&_r&_){>>!Ra|5C6Jquve zMx!-$O`k2BK&KF0evSYGutfX=0L4PENgZk%=aeEqUG|Gf+z;Eh9{~BTMa0su{;w8y zKW*@+-E}@g%X2+h!0{awke(o9b=|HIU3BoM&BGALS(B;}Z;M*-&% z7igy-T#mOqTin+7L+}0c{XO(!;sHDW%@-mOKsWtP_y-t5F&G$sYM9$WG5|i}0Ols3 ztbj!F3Wh%#=7}z*^^Y*kfItlRgGSNPg}H{T1ao=-r1LHMO_R&3C>+j6OW&hF!vLw> zK!1J}^Xhe_D#mshaK2eAMefSC#cdVxR|^eugMaoQf^<232S{ni-qax@SX!l8X9S)uP6JLC?SYuS_Qd$(LK-`cQWN{u}O?s~biYNhp&)}+yBRipx{ zp8IHnedUeQ=QIA-_W9V`%^hcJKZ}Va1ZuX2fq5i_vrlU7Wq8SWBWH3z^A*g{(WQ)L z+t`_OF<7nG3bPP2x&y#^kU{*CE19VC zKyEAE#QNRE&ny7wN`3LF0yUCl2#)Y;goJ#46W}+FU&do#4lgp%iUtY{?92qPxeiF{ z0IE*c^G4)ACJXtv9e{4st_hJ`Lh*2ksT;I(vLHAn`e0b*{=b91OMpNynSUV_xCv- zs>qLx*Wonq$wlK9wknLO=e7zNJ=Yvj4Kb$Xr07(iRySpYvE=C_EO0O4rj0P z%VDP)#+8CYH$_9E=2A6dXR@%vB8f3aM&H{?t(iM&xRcQnM=3O_1}hDeU8PGh8h@6N zm0R%3%{m`u(k%@sKHq9U@hhur`~;ktPaJBuHmzDdp!r0%Ro=LVEd_H;F*3z;m6E2> z%GFb&I(w7X=lsu7{f_@SvzZTaCsnL3)8zow`Q)!uCvebPiJotw4Vcetb8*yQ2b}FQ zB0J645MJrPT4$<0xFJ!lJj0tH;IcHMpLG1$Mx3LN*jZt|qoEt2Z?OApC7~C!>c#gm z{O%XWGwl<^Qp&LXY`e~9fsz(x#ll`3&$E9+qM|Yq_o?zk9vHLqWMO-GMmA9Dz|GpS zZUt{XrqIeff*F*J$hr3Hcj^6$^QwE=U7(y!X(Y=%I^wQwm-7CXKtB+_>7GBZ{~7RW z2^3f_LbnM<|4JYF&occ@?618T(CG(yaa4%AHpI`?;g{k3H(`PCd*cE4WFx8(oC`4SZy7VId$+KN&UCmkH+jD zuid`}Wbb6m>=B;b6s3=ItXpf%W zet`ajff0l7F+BkhG1Idb{Ld{&m|v0d^6>}=3VoS`xdX(xcI$eVur4uu_(PF<89p+6 z6aXb;CTp_md^9!ZR~)!0Vx9t*4^NnZ64bHApW7pe^+zBD1j5=zQk*E zmHGnXTbv^M1?IWYc;DFIi#OvROkOZO#>PYlf^EB@eXZoxUq%Go!z;@d;0DccWnZQu zE}w%gCoUUL54jKTxK~95$?SMP!pcB2%gV%kDj)X+#t*pr>olPPIKf*q`u+M&ifrEu z8})mihXIqOfkKrKgcu^sQv+@vKQXMa#hMLclenkMKS{mLIc72GF z;De)SHIK3aaHcRNIr*m!Mrp;H{N6M}LmBo8`O`R?jZ#RP@MB6hbuH(fFAj78Bn z7MshLtzm3eyTrqc6ax-awD^n8nwdQTDrDW{!AUnGzlONvjS~WT@5Tln60; z<$y(yEOKpFVZnI5>RMP`E|wzKT%Nx`g@OHcJ=e!V64P^jErNb>C*IbPy+Of1mFOmT z#wZ_w8#2>+qnHMJ?3QQKH^BeBAmk#X%Z*)m^ZTYzGz#BjukQ|a*&ZNHkWa)`D2m6 z;W(qxm0%G^dl?C>u_&{NW^BhKTw%4~2=peM=h)ksOk-hwpPOX0%4BW^Di294Enq$J zvf-6_C`O`UQhYF8Y#DLU%QO-$G8H-An}=pK-xg6SRMF|qNLi*RCPsWlNhmQ?`ZQef zd6-wB1d@3QO%OY$qk#IdI`XD)G|xhxJohMpfpz$ZI`4_V2P<#v!cN4aJwdm4^ol8^ zp&GV6awpnWqqo~DVzwV%A3x;Q*f~0n3sTB=>Bf5pVKBl{ghdKG47ca-Ms^w%t^8eN>^kB-z77Vua#Vhu>r*+5DK-`JLNAYFiQ^& zfU!2TqdAx z)4SJXreJZoGIfSwD_2m~DXgWF*UE)dZ!_GB4AVkX8ke%IZWx1~n4fvsAzz|3;>{@W zUGUv!gqs&2>@gtJjf4$q2|hP1Y&3 zn^|1a@3f;xCWhbMH4b`bpth#>q&o+ENI~#~L;;?Pl7F^Mu7b1SPR}~^u8FVu&P8!! zvJ3K4-XQ{`%^IfQ(U|BUt-<${Utr>lyrQMyvUWGJEOdjiX^Pg3IOF8j+TaCbcc#sv zjPX~y^@m<-%XKB$#$;$~ePFUERHGx?pHc%=<(=Jv6yfXYEuxJiU`aBYn-tKfnAOD| z^M8RcYHfQO9unl`GPtz#`ayI|@S-6fzXGvPU2hHTd+Ty8Q1n#mjKGr&Y++WJY%(&_ zg1S62)e@%K3~3LA+5=m=Gm4a{fl%@;UZXpE@I37bjI}eGxtL4AYSo;mYQ-oS%6Ozo zmGqG&eNWc0{MvJw@K0a6_A1cr1|&oygp3JBzF}RI)KN5<AWkM-E5a+W z7edp`7P*N_oZ)eYX~jQk{!n6?&laaEr#_(cN$4gKwGe+~!W^~SWN?y@NV(2lg;$|c zCqsyoe;u-nAGawtVPs%{NZJB!K`q=<;xf#UP4$g0FcKyWsoTjRhcT$MoMj?PirNGs2UkK1^U{)LR1a^eR83>~P1z2QT@% zdn`y2Jz}<~cPf|A?=Ck=B(kT9>sss}V*t|^%?pt!@8zdq2~&4iuD&XYBJ7f2e;%An zKFF7xhkLu5S>UccO}I7j{3t6vM3dUuJ1xePd}5GyQ*lZU1lB}k+%=tIM1CWdbePoyzSw`e3?j+UZReeh~ z1KFAGk)qjxgY&`g06|>%s9AY#EHzp9r}EDJ-99dvjA9DmG+7B0CbcFdg{QZ>cAi!a zT7B9cTWM%eJkL#Ft7pFP_>&&az2?`k7EkZPzWmU`^3eA`Ksodk^v)rkuYQ5?GG~xW zO&gULEhzrH&UIdHwXPU&ag!veDy>XPA=6k^G5P3F^ANUAeAL7TF8E~kJs$I7+quJB zDE9868;5!O-$Ru<@`0ipvdqwXh8K+2bRz!yR}Bu%-;QJA7ZB!bB4ccr~@n&e(m z{!c*=A%{vNcUYFU@ysoS|4HBQKZTb6hs%+6#@|tgDgV#&4+Z`m3gBiF zr5zX!{PX-nfq#brc8%(xUtrETrx1(3z9bj z@>J206`9cyVi({~2ZLiE-9ZYX`|NT-gtz?c6?b{JrFlu_!(I!o%{4deS_!vJMQ`n@ zqb+$l?9s;<5-8G}#?y95l>3E+39@3_xfJnrq7N?XKJI(gT`iGks3yG$TQuY_BNoC+ zf~*vnh4KYvJjt4PBEBaRTX?kf!^gZF+Jwki3Hlc{D{*<*4|qd0fD^Z{%SSi}VNBeb&cK!x zXylc)n8n-USmnu$P`HTU=6qUaXQ7#FXG_xR6)YNbid&u}ty3POLsQmbmY@n@)x8$X zJ5)t&ipn0@;i)K6FF?aoDIi7Mr?M04Wphi9(@oB z@4G6!j?=mc!IF=W35GD>jeD{w06iY0BX{ts_V=7|Lyn=OmVz)QfpOa*)Mo4Y)AUS) zOd6}Y_l{)ft>)gC<65@$3-!ovc^ZspZ?jCuqeU479`6-u-vF%%F$rj~2n?4irQ4}V zmsXCzd5g}H%->7fA1+LdonV&MixZxfE+KnKJSI&*!q$W%AzT?=hugs8K}~B=!x$4~ zG_mBBFPz5V6y&T+rbMWs9)@N;sR>pPOvQ9)#Mkgi%~=8a8I;~fv5DABre$inWv1xU_vrDJpL4fqZtZmf6Vn<_WW%#ZOA* zBaG2&4brf<;vzjn^k5 zus|g$In1P|_oPrOO`1JHl66WDf#6}4(d>I~YGAdN+434!qGymL)}g&O{z+9N8~kL? zu#M-KKVz)~r0esMbHvf+5|ZVE^poKyRZ_B3b{WRHN_X4kWZcvzr4lH+1Di_d_lwLH zhJDhJhYCz1a(Yk;)X1!R<#%!aCVZq7mVabFh;7#p`ba&f!29e%Q z>oSQ{Gb8EFq~>zvNF5KqDW(H0incH|{uvUTi0&eRS`h)2*6f?1Vd6XDi!ui5=rWtN zP}~h4(&cW#;Ko<(tjHv=}%@G5vUFtK|uw#>*zQWDi7;Few zHkT|@9^uiKoNuV*3x^%15kV%IEE zh(wjPO{NMtguiBvFfp=(1WT*Y^m_TOqA6ylp4~YSN4}v~-n$N=NA;2U^w_OcFDdPY zvYZ0wWilcSk*C2#nK_$CB71qWSTs6swK7AICt>rcESMeam~VjKrj2J*Wu#|Xtcmd9 zWq3-W6dv9g+w2r$AgGr+r7Y?LImsi@p7Xd1eoF{nbXWhO5od?Y{p(l|!$3(Q>I zi$maUQTK_09fNJ|32l1`Aq9meK_esB207~w6QV&{^9`MBtxceU9__V!56RM)*knJd zO{)(9RDGUiw)-?9a;XZ_8tNMeI35=eVGfee6=(M<^voxc&W>W2Js%4uV z*OX)FkR{^s;YAcGBRR@P)NI2Zfa@H*mkai$z!@XJZA`6A7_J$u&B~kC0)2#ERG;`F zBBvIe*oD$4wNS^7F?tW%!r)~mTXqVp@eNVSRSmad>hT5QH8Wv3N@VgZzgezikYtBdpHQ zPB)Y3Jg#ecwm=J~4%R8{9L|8lif22+ zgMEq~qAxJ>_s2Qi2U3pAj?jm8;*{pR`6}{eDsq`JKO!EU^GYF2TT7e`l51aUbq92q%wr zOP;PZag0X?QKz}QYBXG1N22fvhNYN=updNux*3~Sd1Cs=rZ%uFFMw(i-{-+@?__f1 z;fGqU23l5TWagW%<;r5}QSBN!$}rHQ>M-sq$5vBsKXlErF%^sI>Kvz1DaI9;kjd*& z1>scP^wlFWdt9HW?y3Gpp)M+N>ulz%J*}9qg5-`< zskuThYrgb8Vxr69Dn83;dmoqOe&|1r{{|Ywn&K7%%Tj=)ZQ+z<;2$=uJVtAcnz?Fa z@qMMZDHB!f=+DO@4l;_JZ%=2uKVzfyH`Y+h$YaK`_h(osjvdvd8IM-b&e;?p&wEn8 zC>K@r)*Q2|c_Nb|aVCm-?A|WDftX#u#pIKuboJG=m|N|TmDOOK$vqjaZUN=Jftd0G zk1$JfLnGmKrR}7;DxkMbVsL+f;RKe?bb9U;#loW`G~;4zPd%v^G7dAfF2~BMa!CxU zy#`9BE3NG(zQEMfiHo;aq-G?D(8s%Em>7rN?S8BmF_&x42(TNQLikk2 z`aFQ(r87b0UpB9ZFOem>rWJ=cq|t(Vc6J33YBEXir67`k#% zF-?6-)T@aogn0E23l29(fz*0)Z`f|yHEe!?$rzzH*hn=nKjZuwVVx1qDz5~IQY@?C z&OC`^-uhcKn}BO1!y4gH#VzkohlcbBgJzL7)ccphL({0xY)&`F!1f^EK-?VJsI6(2 z)^=>-Hnt6^FEF>uog;vKxPv+u&M@-^t-gauKo$brh*5l}mpm)W>{Ubrv6Fb(XfzuY zoq4T@Oi>D>(@YUmUIG+g1Fx-mzUZW;Y9_TkNx1tK32~IoJeAb}b(zTK_NJz%h8HI) z+4(Xrdq#vnjB3q@=>2J#1afeixwKwS(DRjI)rvXI!>(FA*^6G@#EQ&&mvG~QlP)rs!iqu_Jex0I*~|Xvy zeNX+B8^90Nr-Kp zIz!Z^$9ExT(-+&CmoX+4BC3rquM26WUl*K?^K!&`IkCu4&y5qOZN7=%X{)Aj37%w5 zYe>l2o(H3qihSq`562KP6d(9JB_(o*(^Fd}xC~Yl7=?VnXxx{n zlPTcFfs63Vi-cQS^}~-RweawYs6?NapWS{dnNKb;>a)>o`?B`kjFMRavjTQL!as=r zJLmzoiSBjkYuq@07@kZR1Me@y-^fbmh=F8bDj{2WNn=>)&)cWcpL>gAd#$E0n+_ib zq!VZ6w~CBDjZK2}p{-@wu29=_Jp-^|f)$RaB9<7mDydJ^5EGbw-X2#4mZXi)aFW#@ zD&&TpK|J$FV#wXIYuLu;ZB!_%joj5rjZ&C5X>Y0u>S<;b3#ZtJWhPQpVQ!c0xpxMM z^dm`S*9 z-YjwXF7?mGMmtd+2W3PYqj@$aqPBzYpNY5IbIr5}v@()sE=Bd@)$4dqS?-?L%QEsc(f*t(LGZ@2`qvMJAxH4o+43~eA9$B66lKz>U#s}$y~ zb-c^kxFlB9t@R{{Rn+}h7Kim-83=9JfZ9VNZgQBt)5erSh6ghxQV^nrI?`BXPx=}< zY;sM4Y86T@W<6D$o$z!Kv5CP!k#ejty{Yor6YD-!gB70X-ZWz$8HE_x;|ROJ07cVV zv6)B_FIJ4e!~#vbEiQ=uwB*Jr%kn)8JVjJd4b^)Z7BeYAbqfzVMCxiD5ii9}yMr@G zbV$i!MMU_eRIEax9IsIyDexB*>Gv*VjV6_|vtJ|u!t@F|%1hmg+4`vF+suR;R-?Ao zebol_p1BEvWqIAzYWH8@LL6w*PoS}szJpRz-oCVeVq+8O3| zqoBNQw2-3b0jYQfi1g#gHaxGEDlXHNU_NyHBzC21@P+_*bY(Y80VXlBSIp znoS@XOohHI$cy+GeV%=LYiKlZ{_&f+3v~A{FmLT5z{k_hZVU@>UA!@}9(apUytfk1 zeSta$!{^UT#FWz^po%pSl8%{jI*uCTdu$3;mb_FghSzE#GHviFH`2VRAXi178_XIyT zOVGic@_I^ly8(g7Ajp~BjnShF!HVwax%6(AuqthGy}mJ<(R#VFo)M=p+r-{Srq1i(p}Pp&m~4H zdz)V*I_o4sxmR<*3r!A1ohka<_?AXHW4QR6C!JXaN9|7AoMmSX6*Fu$P2)Dbi{wXx zoed$zgbA2gmfqHQ6AQ%;2_E^2@uEi`=;D&052C76h=e1iVu~c)i8hV7%*&RbO)+j< zVDS4t|4>LI9zutly)(0A)h9OE&%Jq?%)-w~kqgsVD}9j*;~T!fm{zT~i&jPvhJ*>2 z&kJ=`MqcK8{er~{N@&$4rLBDC*CEz6ZPi~Pn3j~PH76XKk0NQu$v;F(iKoUUnnvD* z7wV-h{Lr^-vBqAVO^B@yo4QTaFgP3(7pVav>P|L7TJSxPH*(2PTvj*MCYg74Duq*|vY?*@lK0H=|7jA+5Aa2?^Ja{2nXN9H-JY&oGXip|a zY`C>+`q0?4Lqu$_2X!-B1~=u5W#=NWB&wC2)?qWv$dbi5FC-1YvM(xdy&cw|%SoVo z!i>Uq=xAhPFAI<&6w)&9_ea=_eG2PP*kLtUjgj%HTqf2@8!Ax+7+Lb0J@og* zP0G=gzRda!?P4bNWG0g1^D2W@Z@dk+Qey8a1!vYh(rE38k+ zWP43Z>hsg7;n6Ajl*@)Wd*_+eZTqT%@DQEJZ7);QfSkeyD+rnsxT(%B-KO?9m8s19 zRPx`&*vw*mcDTR}-@uqlT(ah;gLh0MA%<{XL`E>GjWZ{KaLJ6+ebNvzr%AWhtAPv3 zfU%psJl&bcX*oSGeAp~v(0qC;R+ULD-J$zg#ccMy5Pd6^EkepilLZYQEm--F)zf_! zv8@Edm<~&Dl{!=ryV^D?Ulb(rG0;S`PTwZFIWVu=0Ct~_25rBY`T~=tW(k(51CKpd zGop!4rVKU64%k+th+nOI>|*&M#tm;I+W7i#S!>Qb-GDaSy))raSjQ^ReiM>9D8Yw|I-2K~Rj9zjd`kp%fELA7 zv_ddL9(61|U!bn)$zuwByr6_A#m}2Hb+QHl#Gm>ujfpV1m*MN$mP6=vYK@(_w$b4;wyJ}BY`@2H!YrkK~}UvXEra-AA>;U(KCKo@%{yAH(w8I*sUQGd1=CBfm(@f zeh~o%5dn0Qhw z1m|s^=|aCro4p3L_Bv^(>2M#jPZdUeS1^uPr77+r8yaRVoM`(OnBreJ9@q9Y%nfpw=TfUm3aZUdcxC&1b%JVI{85r#f37!w0rtb@_c#p{=UmARKcu?m?f5+d? zGt9D;l<@Pm4-fqe_-|(TmcX8T_$Ib_Z0_1moq?pz<>i#|3!GfaqKRoif27h=A z=tfaaP;TfImS9lkK}(6MEJJacst=bbkCP|c-%ADCMYAz<4^3IFXIVF)(xZAb-XuIA z5Bh27%5pxVypm{gbHGGVnS1Qr6s>}x;$(&qq@Z<|!UK6!x@rHhUr(x- zyuMJ3zoZ7s7{vQ+m~JN4?9@Qj+!X5o-Nfo+OVr+|DjHy4~AQF~- ziZ92O5FLM_y ztByveTOR~doz8Thy*YXxJIJ|l6j0RmCSy3rcGOONB^oh;$i9AGZOZ>CZA<$b4W4{& z97V_biWm148x!9fIG*HE5GIOYC>Er97jEY4tz{1{sb-#!LOF5uWBeuB8DtnmZm@4zadBag5gh9?CP8N@@N^lxGeS*X9{+7F;(`;mt3^j44=hR}UH|%bUXT zyn0>>9`v-m{r>39Mv11pu_(==dUXt578*?e^B}zRhH_Nk0q1x=mA_ zNH`Wi26cP#C@|cckjZ^90DTDO1dBOpq#>6zoX3%kRWaw6ij?c`m+jR@&)-a6P%@4e zTU}<*ofg5VPikh3M22Q<>UW_L;i-p!;~vdK20W!Ug4C=g47(xf#qniqUrJlc;C)I# zuFMZ~c{7~bBeeH^&8p#G8N&MoCNRGb9k2TYb*O7Z|lV@^jMpBBBC)UdhNWRTRN;K>MgoRzl z!!cmka}9E`)}+eQ8eyvOsF@Cyv- zMIqB5cc+RBa6xQ>BAmLVe2g@3?F6ssSeLM*FRLm+js^UWgf9dBzOoJc>K`cV)JUL^`QObz# zp-~N@^{|M(x;WhN21tQxL4ENN?>C}(Iaa{y>dHC{Y{i(pPAo{c>6iR9pg@|kBo+z3 z%2P2RXgsT4Y8&OubZF*`22l#l{ItE)(GtkH7C@H1Hw{KvsXnIOo8_`H3u5Osd1DUO zSxDJ>xVfD=4m+GHa*De#!u$e z*xRrGu*m!sk8ljLs^090>(UZZD{22dJZ_S8Co|iMrt1es`Qs_dg`Ayg_@p-8+v-9H zeGQ5u76{bo%Ep2Sf{|ACSP9$L^3s^cAg^`^%LVM=kfr6<5}c|DRj;xE@ng(SQ<)vJL4T#82m=PE~ z>((mPj@b^@Y@FlVNa4=f2<-1xN{XJ%v7y&zY=l+rlc$xg?Q!fa3+~&1&vL zK(Z1{hFcUD)_G=BqTp<&s42p(6mnOouqbzGE~bs3?h;aW*I}DX%-{qw=}x6nwhjN3 z&PH#;NfBX^Hxv_`@$s>%>mQZRZr^^ljTzwr$>1 zV|=2!*4ZrO-fOLa)e~7|!JZS^QF@3Sr;jzO;(hn1vO zyis|6KCDYbx7mdvS^OG&h5Za)p&C#&UmC(u z$sU|jCwxgc=X1ZPI<#PKL*&@v2-;Ahep)%VFEB+?uFG_V%fKmC4Xw5cnal?6YFl-k zOiX*6qeWfV1!D5dRCY&|*jI)nvn*gK z^Ux~np>R-!pbQZOQlwuOzb+yDUqS?W@D{0gjnI>6ofO4yJ~00AJYQxe9%?g1oPb!7 z7^~oCRr43TCQL7gzRk<(<+%p&fL)QaX-LAQd|b7AvfkY&D2}2fDnzRI>b*H5RKgdE zGP2}6ykrwyMWhzNlrFw1R4qWCAxky6o$vlH#Xfy%s#rEoznkH>x^WYe;8rPb77fVuV6c&v5Gb$ zVE&~_&!$mUU)GL8nE*^%#h6wV19*+CAPxZ4Sy7V1gM3sRcovt+^lJElz z@CtM>vTJ-IOTvR$(v`*QNx<{wZO8v&?>nQSTAqD9M~Nx|lEWZ52}sT&ISx6zO40#xkoaHDvXOJ9+90bV-zC9rSbG-L`dmrvw>%CR8V0TYw7Kf*0Y5r}@B6QzGxXq_Hn%EU!Lij75DgikZr5?V3BCDoyNorkVW zFw~*Sf&}wf7f3MF1-k8hNvXv~(=U)3aPVS9v8P#3%8MY#XAR_c0(fAs6SPZzNfyLL zn=Z)C9&%I~GnD!6ObSXB3TDrtT)vWnU87;bk8O1=;9lVEYHXVuaX?B#^KjJw@+edu zIjy89KPFP3C~R{$4Sy{s-9?- z|6|j~uE|VaHk^qz)Xy_t-?bX4Z~4j}VZJ>>yKw&0!T`5Ff3r|nlKo2=-#Pngx=%@+ zP1EgteYbO6DJI=+nNpo{#`)aL^=XvacZr|OkMuNovrxtylm|`Jg$}M z8QmMAmByy}k4A|)o`hKwC3AvRedrK1ovtM9d|}et^^`Ol1@ScR_UOFK5puncexJAA zk1#0~RXW=F$u@Hl&#bz3Y5&9l)AxsA!{eHh@z6GyHHY|2V z2V2oHFYYB%h>CI_XSNV?v2ofk%*s%mcOlBO$VFT2wFN^~p8>fB)0az8?Z_Yx6KNDz zVHexl|A>7+N$wD#BwpKlDjr}Qx&_8SL2ud?Hzf(kq}Sja!nw8l;!SHL`5TdSEccIaKS0Ohor$uIMy*TN3&V#BuR@g`S(Yue&{M|Z=OPx& zgcS1;=fS%TIfo5RtAQ#t$wmpUwOBI$xNvYVSPoisMDMU6+^@}HrI_t__jlxu@3ZCe z7S(#V=z47)Mg4io**gO@zgQc}kG^s^sPXC7PDPt8dx3N87*3_O{nuxQ#-KeG{AQ^< zTXSiCm|G{0l7I5|;eTz>^pB~Iin~gq+LK7W(}GM*dcr)TBe^(NWJEgtl@%38z;cD* zoV6KnkwPTvY=-=D-k!$gYj@sh}&^O~mR+b2nuHu^Sc=8F*I>VRAq3uP| zaTtd)qb_NG?pyLJ`|T~tL%vN@H+hHHO5-!Du74hK^yrS;J8A||-JQ-T0@Mq6{&^eP zUGdvGE^s#K+VqP^FQt*(RqxApzSbWFoFLK0_E8zHyt_9If7@fEUz@3^v@|q>dHveV z1*Q5biz<|Kr~0NGcXai}w!CGOOsBeFHa3}Xa7D|LuxD)=1WQ-6uw-IqoQfg=8)$I= zI#wmGfpk2sJTND=pl;lC-!RU!*RBkpxpZ@WN={{+xJ&eQIhY=tLp&95%0d~5H&gNRRlG; z*7&;#oLemp=(K-vQv4Cbb62PiGGm@ZJ_S}%&_hHNVULg|*!C+*Kzv>E@LO^bxpVl^u)ms6vV5!{wPGgE(bu{-KZPM%*5ch15#f4b zcl_?x^KBZL0$k^&xkpgKM#GrbJf@Fd%5*XD6zJeIq1`TC;9+bH4$vEIwnoCip9L&3WJ)3=U*@vX4 zPn}{Ef8orV-_07&!aKCQWIxZL(+D-g0u`ON2vP4Y`YoM}&q|+r!%;Q{BL<^zLr*8z z@dfmgQl+6hU)d-6XCCo?ENWr|tAgmCsRO6ITk;>^e-KglYmenNaES|x*;tmEucmbw zwsm-<#`G`0*VdP@I{)rnfOQz+c(rX^PuZifaED(oyuEdVD^ zup5?~-xOynN*d4!II<^qR@Xqb_Q;_?Tkkt(N>tY1GC2x`gs3AWEw1jwBmP#}mq3b| znkY3I{UFtU-6ncXly*k1MsA`?WxwNP{FM#1%m`r?yCl|1pw%-m3llYa8M1fYQOQ-vv2iVA04SJ#^wQsIZ@)S?m15T zL(TyKb)S^#M7#X%m>e}+ZNv`P?h9s#|DtD_!72Yqh-WJ;(n(X+Dg{bs-O1ue&i(LO zJ8X6!r`|4MFkCl!(KJi$kpewX{8^z?_xqBdV$;d&XdXEf5z8eB(UDydx?EC(Izw*o zpZPHbU(ML4)}q*fLP_YsH*~utxaN??zD(}5)L%V=qLu+J`0_E~*t5x&>xE!^jKD|W zI#b$_PHF65ewQoecydX0LkvQeu_{upujrL&aNf0vQ16)P3ar0be@hlC{n4hpViSF$ z(3@lL9;A+ysgsLI^uuQJ5J;0D95G_iE}z225+n>9%zBdBor`~{bh+oE_${cOjFuDz ztin>PCk;Dd2+u+L!5!3|%;|#2fH7VFA5&PD*Oo_D3iM=-#cT$Qd}=+9v8$pIq zNs!y+Zh-H@j0h&q8jtqZ=*R=6OF|-lcDVsL04$s3h+rSW7v#I%&bZ>s05W zrXrA6v9XI{>a;E-=(fiVip0;s*<%}1d6>hke#awSlHY2;Jew}nBWoGlg@xDMQab37 z5CN4a9)|Y-Y@Y4n_qc4cWKC>91OdK*hB>9NE%^y3VaN>#n?a70p@^b6ko?tbvI1%F zVds^)R2*Knkm*LVwCX_RlVcZLJQad__>xg8_!)AalsDO4d=dQsL~k$ds6gZf77nJv z-(w$Kl*S0w0ns@Tq`SDXI@U4SmFm+@R~NdD?!5kyGOsejX7aF#o-j@kn2hrl_p0Zc ze5zqq1FCVV^()VK7&eS0^Np$-tMh-`?IF$+udKQLyl_g?tY8@zyxgEFP7g zCY0vAq?-k^FM97X%(Z-~jz9E&u3#4}mNws*{cUNhW|oSW126S5A@>_wRYV!llq6BY z5)0PY;J3XhQ%->1@bM%VLflhbeWY~l|* ziy_Z3vvKS^>6oCX1(sHN9Yvi1*m{!ZalxkN^Me5Y(7tv1zdL+(yi@${M*h52IE<7v zvpdg?o0#4l&K$(_W3P|g)L!RWKh^=X^xEUEiSsEaJ^j)w5tzXo`m|_2q*xbgCm-MM z2J^oBd5h1N#nRwQ@nDX^f)Lo8h8vGGD6B=Ie+U*(FU!q|_dcjc3YB|TNN&HwV+!n|$Pa088q(HZ%OVq2RGX@B9QKGvzv1wBo8{M(Y*^fR zU*YGiD<7@B#VgZdUmcql$EOuTSlz09ElVhrCqit#vq?N}zQilN8rXR9|Ij~H(%Anx z+{p2HUQB&4df_9HlpTSJGipBO-8`lmD;PF8y6)yRj>#+SK1r&pK+PuBVfpQz%{qbI z-td=c4rtRKDIv4bNo3M@=mlnzWUfe}C3DnTBCYLLQYJ~_4l|M>E=M|xK1-(|`nfFR z+er93sKjO(*Gj&`Krn;BRLG(|b}D5>L)Wr6PgkK?_b}598E`Ep(d;bdA{%IGI1ai% z3!nGwVpa>_n}LZ-HQ;T8W4lpEk-ju8ve zI==W0?Mad+U-@1{U)xl;TMA(cPc7M$Od&z>Oa>e;`7EQ5>WUt4xr=FvX@W-kHas(t8RotCZKix;~MaBYD;S%`1!L*JmN36I8sS#pk+njE@>h-BS-d`Q-ggwhlSD-wZMr+Mz7x*Qj zex&rrAA^HjPdMf{dfAqZssWWz@;57#{q(0Wf(=f5V&0)yiTfk9S#0q%3~JCzU)eED zRza48Dd8j!-J{|xe4mTyJLEwHZ^7mkajxbKCLGP#N=3*VOK!CyK8o0^sr_yRiLV*e z1nR*IZ>;iQZ0k6z_vKp=iE4p9apZ#U*tQb3O;g*;gbD$t1~rscTnM#g)iZ0RmP43h zO|4=xXla1CvXZthT46BtFv;s}%Jczo=bVi2$ZZ`nvP7uadFq+l#RJC14X;^kQQC_z zpZfHRTwYA=R>XuWC0Bkj4=>#5G!%(+UmzJ0;%G!!YFe?P|^fg&kTjdvdAC9HwASLAI$|UA}tzX9&kTL96O1u8&E~_cGC`;9EqH-BWIXT zG7^loIHsoUD}(;4W-wSTYP)@IY?ch4Vx3i+7PLI1trs@gCW4JDAx=mclrs#_VMq4G zCueP)?dja*tCycClHxzIP0(=INOGWCp0no^frHPTzI&PPf!T<|CnraE=vuNA4IfN& z4;jw9^>E{p3W?HsiJ7%2?Vo>T)crMIpMCC^5gtX`EM;){k)`n+)uCu&7-?5M3LqYJ zzWshvlX~bv1HlW95{IGv7Un&BOl_5WXd{4zgX+*G=?ukM;1os>hjkmzUSy^z7K7mi zU~WHtxaR@7+WXl`1dydVUqiIc13MIoJeIYZG!awGQe)S+>0DMMfo6`obN7qZq=#yl zW5F_5`uOS04M$sm!U=t930DihE5A_rYAL_4P<{B!-|n zDJTU*QL~;}=MAJ$beG~E&EkxiPr6ZCnjb4JklKo3q_8N&?qMdA`d}!O_A_k&TZ~N- z?PPA@_K;JW26Iph^M~Ze12)k1%EDH=n3n_(ZIThu`t!ZGYMSJ9BY~#V@$v*yd2(ZM zIv3!7aE~3mJr|-M>Jf*pX547TQgCzlgq_!?4k-L^yhl&~zp~KdGtvHD35Ktgbvx;+ zBR?2ZN^CnPA3N#}cVGP^n_0tI42DBbxxQH1%7$zBO#b0K<$N&;7|eF;Pih`qS&u4p zVUYMb*Q75}FKM1cWARAsD0L-D4FUF_E!rhJ$vYpJ)+8AXi)|T5@09cU71?s{Q-vnJV1X2^Q=r=(Qy=1CIg9Q%J z#8QrOp==lk2cTdWoeVzpl9Z+5VCh4%dozTKH<>ixEPA`qWFZb+m;^&FSu7Ubn;?%- zHhrKxE$aGeVJ;K2c{h@=%VmOpp`v3K-Pa!D;Z5QX zAy9kOYZB$ZruiYU4N`8kTQD1x7U5kEEZtLE(PFG)hYoCCZ( z2Fb~6a4_Wt&H$CI0&}Lx;OvJ+^Or9_=?+^hCP*~eJxl3CzT`GlUzEDECeiZL4~YIe3f>$?123%Tn((~AEP&1 zwI;ewJ+$L^k`dLGi7j8)rEhg`9>30c4*JcoXNbJ=Kc#8~Kr1wAlCSSHu&CceeUW=f z2P#*7gZhs-C{&O7Pg=>~hA+M;b+kaoG9l{zc(`3W+3Nvmp2A>^-jf&-c{I|zr0bff z6uQ!Iq4Ff7RFr9Ye5Xh%@FFePdX50A4CYHZ)Ylj`u|syfLa?9=d=&4iEP$hQj28zP zqtu{jdIG-q9YtY}v}Dis@)-AGI^IWWkHklE>+;2$CbR*(pUdCoRtU^^UGzq-;w8cC z4U>CxuQk`={Q&2l+QBMX4*~A@=asBPW`~(#U50*Wmi%go*v{c}=9A*pSvb3-LBcO9 z*n~%Nhw$r*AsQ>oI%7^H8xk48*mT}fw|DnKsrjH>L0p}0w@Z@C@9K{q@_^MK&e8p&xC&V*h}T#I+Tt-9v(SDRv$H{aWSr$8 z|60FL>zndoA^9rbWtH-4^Yd|T;(Qp@W$Pm7qH(8=O^EJ?SuG`i195yBx$In>7Gf+v z5)SL%l>Ah_A}?3@0_n|S`i`ZbY%Q?qPO;TfN-V2qG?VnJQz&5QE=$K|DpD>yqsoh- zK|C5ymmll+;hc9iK_-@Mo-X`7@z}dJWP#kC0vL`vxwQH`+FwJnA^P#yJ|()t->&;p z+9$6m$XsKvtE!eE`d+@P50 zL_f4+l--^E8(IN4lw}G)V`xwKY70G74*vz*)F#eMVvp*!!X9Uv3|-;}EWOW`&~7Z# z=`oouu<4w8U?s=sb~dQCS8mnYPCK-7W&3=3Zk{$T>E<)+8039)Try}jB)J#AjPj{! zL_7C>=BW`>}R}Dwhf2#W$Pt~;;v>@vO4J>(V)?#AXz91QJHsG|I5XV`#{>8CpUR7kIOnTb2 zYa@k@T*KHW1f^rEI2i?Gj?4bMwcT+b&j>f{Blz)2KC&uZ@j%z*)u*|=^W6eyZeaaG zxuCv*;ji_Q8@xM?gTNm6H}Ls9V%zV{&s*jG=%YtsS3PvrXU7}s!c=fyE1m_51~7TZ zTkL8E#V%SNOQ8&wpMT!^lXD+9W}*F~@db399BLBs8WfzXPPSKbY?;jM5SSP#v}2e? z&}AO8w+V@HRMGHjzaC`g{S_EqHjk2Dw7hGw_sR&d@oUQn%cBMMAJVI;)PMuD@9VRH z^NtM5Iz;;8G`RCRi2*)^5Y3mcLGvpW;=2$ur9}s-=k?T3opYIGGI}M+B`&tjI*-`# ziE0`DBRCCNjt!*eMbwKZmBip_=C|%EYY@c{9+3LF8?7NU79ds3drT@#3#{&s>X z3{Fp`uJemifL11x4L%x4EI5Tr^F19l7yUyxm+?H%9wB*j+wBDO8iprw94ltZPYG*@ zgFip|{K%mrP8vp|#b^^OvtG)Oej~Lg7zinQ?W$#nJYc*?iOMPHU8rT_bF|AQ_?Dfo zeSd@9hnYoyyJr|O6qps9^l%^YseNwwzOzhRui=N2kZH$`{64FcL$U_x_1lSS+}zbc zrLwJfuZp_)D~jqBc)z3hy_!Brf5H`KP5WaK{CaWw@4kd{OH}Jmg;8 zy9l^C^6FcyQ8zAE2)eR$MxxpksUk-m2VD(_ao}3Bor@J8<)HWKUe^_y8%VbE7T~)Z zh}4DD7k38X_f%CES3YNUYvSoCr{_#I8xe6eNOC3pMfV>R7=3s?7WjObCD5+3{>efX zPFD=wv$U4ufxXX=%D+-<`ivIuS)RNmWA>9Z{UIKX&+oL~-8O+P@UkxXzMpGTKhh!n zd`Anlq~_HceSWc&WyCJqSijc4sQC~>T@8;AsDyW4OQr zkWBKJ2?bknLp<{ctRsvYv-=qZKX?*zQcW(g8PB8{&p2V)&gd;ovp`$v0rs}Iw%OOj z(;s<<(}h>FpmVee{h1Wf^SJRa_%fq{9heY9qm3B+9b5-B27)`)CEF*|WF4wqC&4G| z{iAb%JFY;~#os1Dgm)q;zJ}cUGkHPdiWCeTA$fY>)bg2Y1FgB^W7A=4v;rz>#`9OZ*;S(9dl8?% zFsYRb>*s58iVA6*#{b82KuKh6PT8F%Q}1Of2B_%pf>yysdR%7BHQaVm&g66Tn*LE5 zWvKBc+n;N6hZuV*Y>Yv3;c*UQ$Z!u#rvl|8QP$71k6k1B$sX43PIV-9HCW_dEkxsc z-rfZ|-weyPGLfa!VQ!h!mGHx>i|3trtHM-tTfw9Exk-u= zaa)6GUEz3I&I#{W%{wckwV56-HU)i~wzMFbeA?9W&xZBouJXdqTLZQ0;5Zyn@y#-?qwqbLb+xqBhijRhK301xKeX897B<6$3 z(5JD&-K1)mOd2pw6@C=c3Qb2e3Q^*pb!1$4Pt{yj2m(M`2(X8JCl(s9dNVYCIY%>J zxU-G-8`UA*BrPPt>TziN;u?So`%?( z7^f&W*RD!eOaJD6SGi*Z1o3Km4LzqiI|F88!0jFI?9Qd~)EilJf9Et~q64M-fqk3{ zoIh9J_uo%zlK7<5Fe(+A#|lJ>0NfTz`(P_cU3mNis^9tGf?lfS+FsGsK+tGGiNYB& z$I#tIV2~^!4f)|6C_{FX>)W~Vwx&D)^|}kFpshYhE)p4`eZOuIf{28~KXeQOuYvF|xCs_EorhxR;Fc#u3NsG{eo4R&50`Ps zE+kF>N;OxtXMv}vq^C@la=)H={3?N6CHnB%We4>@r{{k4pPw9=z_|Q`a^!3+SyD2S zGM43fzY*ptBLt&V-9zK&9DVp!4W{@-kb!2RN5dFdDWL zu8t(7>L?+v<0$aOpqW=gT5OmfD>tS&ajdL3TSUiYujLQ*xx|p1Xi(KBfG@zuBOs;b zM#?rCQ;`=o)TEFTs2}Dk8AsSIjpkyH);AMgPX?3o0ow9mjX5bIU)a^1lqN?pA|LMR z#w`wh>?)0`UV^IhE{M4t#kE}%#pJ%?mCM0D=P|B!Al_4#=p`|}hO(e6m64;M^sgs@ zye7hhtgAE22cq9U%`LU*aZYoQ$LI{Qp6N~1?#knY{$}s9p8oU-0ALrpq@_jfsm&Wl z-X`!Mf&JYILTCEMDf=qqzh_ElOGpbb6W(bWN1cT_*%MWkZRGT;9SW~VUVH|`3Dw26 zeQv@)l*0Ud70=ONoIqWtnM4vOPb>MwmQ(;m7DKg}He_7xHB@ zR84y~rGD4@XkYaFtE(We2k|1tnII1e%)AT0+xL&kz7qll3{1e`ApOd!1nh~KeeF5^ zHI@1Lvq4WEmUJ`~#BI(M?0$xHL7yFyZ~we?DjfF%gyCzk;dow>pfRWqylyHfZ%Le? zl)SRU5*!1!di$NT^B)%jd$YFDTi7pnO_oi(wqY`ICJUYqIZckT5!9~S*t1+_nZmM) zP=gP$6pWry1rqv$Pz?2+_%y^eNzy0FcLd6q}s&A3(q1V@n@G%$x%(1N1>>=KIe`j_{#X8lk~#Wi-eP+vn< z;n2ItF$F09XoEZzwDwdT52!lOINA$|7s)?1OqMW;_J!EKo;&*0PrrreR$B?mlITG}?iTW#5Os2L`H0 zRm3QE3t*$K%!k{E-5&yg@_oP@I4a+Gm<(OWrbTK~Cde&cW zT8l@!m(Yu};cJ4W+3Xc&k)~nCh}p4^7ZXw(t_2HXEF^8|X;I&-irr!S^xryfEX6X= zjr>QSw5Vydy07SS!~VG0;2k5_rRe1foM~WF*O~o+&GuBSFbFXO~ z$UQI*_`5*O?VhIa>cN1>f4NfU?KE8-i~k|4xElG_k6Ix>dB(ek)Z^A`dHlz!Nn9Rr zFohwVU~HJ6M}=H=g}imUiKU3d-yVT~DZ57Np9KE3clVD)qT4NxZwIfiJPK>E!e1(d zMYczXfdqbdh)j{yF6}MdB$xIUilzvLuX1oiDFhB2ocUUizZVd!qIYaxYNv{%@Dp)7 z`PQ&`J1g${pE*||FoK>x!2O7xW~TF$`UR>H0YH(x_N8XsHs(B_QqXf%pj~@+Z>_k- z#ND*(y3##LhW*sOkkUamVw+w)bH>0YPOx|UVm;J;@?S2^=2>LP6|`#FmZEEx?F7jq zWR{{O1bU{O_$k8MX&pOI7v?+H`KSUIv|%$h`Qh!<>H^*WDoRWn_Mb|DnDg&ujJU5k zgttFJIwn5WI?kY*-zp-5=b>2PU@u9vIEDohq&70XBuFx|?-Bq@j=IED%N32b97OQ^ zs|CUM0xcQhW^8btO;)s;W&OMCeSBZc3v`8P!(2L6Rc?d;%^AL4RtnCGGyQW=D)fmB z<%wI>xvN_^4dzPF;mp8vD-|+K{g=>T2^;wJkoJ~Or0Dr)dMq!tUw5Zc- zI#+tjvKV3+1yBCBQxkEQ_3=i!T}=f@v96!DVt-6H7_nOKvtO<@3a`(`fj@P>YsNs% z%J*g)tMKHu8XX9l`qCOhE4TK*qk$`a)DHM5*}pZZXxuab(1PFl6?vpY@i?PLt~Kbh zR%Sf07jZQ=O(lh6j-$JLaXpLfWkz21{c}p>|ET4jCr{bjhCiiO=|9}IJ@W>ljvY_& z*|E90i>zf1njHg&1UtN*U#7v&tV=p%b%JL`_J3Ft^+CSg|QgO^l@L>ClA_Rq*0lQawmZv4a+9L_;@Ym}^IhbDA zs{VCM?LP`{*Xp$A-A%I}vFG$+Dt_(?tWxR~gYZtARRf~K3+_j#Q++^m%=U|5zr+eG z_vdN}8U|ype$#fVcZ_t^p^Ua|MT7EkIfpE8jlM*}r!&1MGM_o9L?f8m2|IBStAH>Zy zAiN-P_&+6`%#N-FT?xMrg^q7(_PIs#*8FM?igl(WNBqCqV9$~GuM|l)@?Q+FNqy4( zCCP-Ne5+i9jh~E;uI#_B>_KW)!i%-KAvH)RNRqOSbOF5UTP3HU zVM3l{`~uYUF0x~*lH29ytvjbgKuoi1dzjxZ^x+TVR35iSX~_*7_qDBQ=`le zkv2%6hML)S>rwOi@8t^)F3{@J&lq?fLJf$Du8NN^5^++!OqFE$B z)Rq#ra|v~eB%1|;ax9_Fit?~wE+(Q5XxMw%wP&i zOL~+;6ib^Vt0>2npyeelD%@e5{Ep-M$o28K>s9R3t$NDdtIKaSz*E=dp;CTc7j!7V zw|+S!I^Vm_dhRYumeW05deBtdTsYa3@?`lUV_eSCmd1CCpxT!tbc5AA=Sy6XHM&GX z-M-s>pn2&jtD$EN?Ltwp@^xB=olw6yH!nszN%$h;^dMEugCii6Vins1lh`B6ae~@x z|8O_I>6EDjK4Aef{YAa8$TMDE+}dBfFNggNch{j50Iub2CF7$5^j zvaT~GIF0PG`YXJ5<*>Cj#>Qu>8$SyzWiwk!d{?F^Q!z(Apz|>DF4H)YV$a#pf_xvoXschE z7_T71=2dG=vDcIGoTEF)ZXIT*0az#8oYi_aZFeLKsOVX8XjK+5^INkLS0IA2+#C~m zG#x$WW2P$7YR#N_T7tsR;qLf1Ug0_SPlo0q)!8Wp zP6c2kc5ppAZDv_?_L;fGJ}!|sWnKdFRG(pU#n0N|iJ@A|cCNG;Pkc$qYALHD;)B56 zj>>;95*0?AE`JpQ-tp8=(HZkpf!XdB;?Z1lej(jdeJ|Ijd+8dDb_XlyH0-sUYgeG{ zcV_HyJ*uQ$?X3GS${Md7!6i?onsKZ~YuoYW9;TIW!AMYM@gH~~*zFR~VRkHL-kk!r zjpRSlKm8gx&=k{ZtLxSJ`T^8E7Q1=?Z-RC8*Z%SZ;|d|9apW@wUX)-(l+DGC@2Gq# zubHLxFDxtQc)gQ%r-m_-z#g~v!OiEk0ay5Ivo&PX0li`MvrZAa`K}_VyDby@b@jRx zjyE{i+iGimJK=DHNwQ5pq|r@XfC;8>pvA5jq5u^*ti3jT_4Je^S*WAf6GoT3?) z3}%j$T5Kh*KM$!F9mYEM4EA^^d8hbS4p5mNqy~AK4c^rkEs$;Eq8xpN%L5I^|+^8YJz|0P3 zT{>)5$WB_G)r)-6Ka-VW!h*67HubcGuBahIUH?~=JDR|If$Z0{Z0WN&bf9ikWl{KsBA;CN%hxJ={B#=J9vY*_9wvFj+)im0LNc(`uERV5Ku z)vi5wyKmP)kr7=q4VpLmkifP9!yY9*^y9_qg)J(Gz?f+N)jnP@dt&sQ>JIC(8Bqcd z1iQ}t_Jijx-g7l-bv|le7bDsU+yr1Bdo_yRxz0=Gp0_hcQZSI}hb{Fl#kI^d%jXVS zk&^7LX=o23(dF{mYS`24Yl6P%`Wb5DWb!i3;#4Ea57U$;&xQbzGP$tQYk-st3oRk8 zR9D7f>#w;AM&{{RogEz;5Z@^S&qoqy!Yi=h?!9TF?##S2IMFUf$Gm`X`Q|a4tGOUy z#t6$MNo$?ri`?CeJtki}$lk4ezD#XL9{36Q8GVvd*Z=n_wZ7zPA={K49~~(j6)L@{ z90VSx7HyMqELjJ~?3iV1#zn@yXq^skzg$77yuYu%|H%FI_+JO>`{jC}v(Fa}vz+{Y z{0~715;&R;%%DK@haBy!qKzkg|DXP^?tz}ClSd^x{zK3QMrUc(r;TvHtjuc(d9=VU zKRC(YP@kPVz=EWE07PcPnY7)FikIMv-tXwtj2sf4shGM9xsHl_Rf#{;HbnwKC`!K~ zro*!`uSSYdBF6Qyds0a-_HSdW)%$_0jq=P8P9bh+^t|^|w=!0xQ5aX>xuF=#;!orxskyd5i;T@q%6VhfY7!m`A60{_e5ErAx%kE~E;qg{N z@4n11W4EgV)0ak{Wjgjj52TEnfo_`^tEQtOrKQGiKOy z5OP?rear!)zZaLBM^8Yfso=;=OQvaR*cQLP?EEuS@(8?&uHMOX;)RO_5NQ>a`4fuvmE0w(+v^G!xtDvfO-VHlek zQ8>#Gb6dP1qv{)nGYNXqTa)*KisP)*W3b!eb%~3H{U)nE<0O9zF8;g;5rtaDX-0gT zxQ7iPXaZWCpl}ir>Pjgvq%1O%B{66s03Pu-_iLYMn&Eb77YC88MW(@nR}f~o<|)t0 zwh8wJt20Y1Ptn9y;OfsdWJI}JymRuHdU~jGFF;;bce~6!!6;=-G#cGBKEm8>nv+yVQpT<2V=(Ac4?v%GdV}1OUH^lC1{>M+2gh zUq`Dpa=wgJ&AU);v>Wy9U#rofypxTj9A>aI?Y)YA;AR>?}o_fCNPy(r^0!QTJu14 z3CZ!VoNdY@yyO}F+*Gh88yAeP_KRM_lX<5|0{j2;e{m0d*zT6dQE9HUcRu4XoU=Z| zIky9)#}X$GkOI_>`(LIlje}`_YG;+q{N+yT;Q; zJ$aX*b^~fOZWXD{8juyu-T7S^@JJO%j=`flG-QvIp;K@hI3)L?aHH?R{J5?F6RXKMS(&2O?&%+{9$1&5Cipv)FVGf%@3t0ymC zf0{V_(>BeZA}oe>M5-kmSAi|};nO9(2)r6P+xT$$2l(sBV-2K;wVKW6h?Em`?Qn|8 zUJCK_(P%$;J#W$8?z_4tIS6J(Ot~qrDUD{ODV>$Dt-2*k*U!T%9Y_-MIOEAUu#r` zb4SKO*f<_O7E$`R$Mt3M8M4H=LvxxcP%PgBCzjj4>R%Nahp%zT>j2m#I~iAS)6ZL~ zSEq~ZUCvnYH8sR6*|6<{z_Kk2u*HXJcSYVz`knz{upNOT7C4d=**OHvVP-)JMYcgx zL;aMx3D&I{Q;^PG%@H-S+%VeqrZ8vw`Rm*_#|~<#<4pmb}95P!3DBs$q=sbAgl? zr`d0u`3iUv`TX4tCUF5!q%zI3+|2wjgXYcD4LnYTp^9-8v-^^&BuILuOcs;J5}NJI z%o?f{v$^YF$pL80Uxl~_EZL&g25~gmsw5-yn3k zd@@(QI8xkPEnj9APgmT0f>+#=L=JX|XX!kCl1h7OpXsKEz`7TFh__N_o*1Z5IicvL zB=;rzVy^OoKB?LY0p z^}FQt_JU^$_N*h;s#L3V%Z!-cS7{B@JXid?C%H3$rcjp%rdz{$r;FD~Scy%A(s^QQ z>BZLxg!%l!j_iG5VR3IQk4-1(k?mL-MFY%<@xqQH%l%GsYrAf*qVV#|89AQS`e#Y@ z8eRGcLwqf+^Ba+|HU7SJa^q$*oMd{`-;=ku87>bK5lvKz!O*H|>Y_Gt>w80XIF7xE zk0T$Jv$@5FvDwNAXS*exO!iVkCZpB*ZS%I45=2|g!Ezw4ktGEmp*JRSU!%qdnc)k) zO>$FJet36fWR6l~BRM#*@TlFY%-sh|V9#gv)#4Jif%oufr%hZ)qxSBjjl*mG-gFc? zq*2L%hJ>T#HXsAV^i>*pH_r{}EoT-@JXRN}P>CiJliI?;KV0OHcb#TlD%SphV|l+F zh>>Ou=&n*t3#d#Loww0#t+#L#_32|V99F>RLppd?6xT3((+=I_C0I1n$60>CfYAIv zYi@wA{D3-6skN1=)xOgWqQahH+dyh}+-`LrG%E1EBUP}a$cml%mX2)>ha&YLuEX%p zTR1Y~SL*Pn#&xXL5akHr`f(_RO3rqW!it2p=m9hL| zE9{oV&NxO;4>hA@5Yys}JEgoFiFe>kEtQS5Ff$?-&S=8>7eueTVwc#eEV5Fc-a<;h zFX_uyHXXJSGkI+yzBU_Y*;zd0u>C|xiM3ZTT(8hiYjiTiURRb*-i-w`ZR)JjTxZz( zSmT(>)>}wi=4ht$jI@sz#8EgTA2=U9T8Y>vNkG>AS(Fw?<;+Ibw_rgpY%Y+Yd+@Lg zK3*IamFumE@P|H*qloSF4vznfj;v&0azsRPl=dZOpEd=2XmODg2ykkuTA~}LPr;P* zhuo|W+!a&U*j`aHGwB+Ke*mXyAKaz?vngnWgAXRDzelGo2D`25tIJKj@p_Drq9RuaoJ+rUX*BR;_X;$B%e0L&VF37Q$zo-V>_T8x+?|@Xd$+S#6R`u2Q>sMH~ zQzA^ms%&iX^OoTX5Uay+)63h3_*rE}YZ zuCj~qr93c1pKWnNrzNN9^?*v!|wxZzsxN3HRacFZ_arS0+1Z{XTpEq5sV!Z5qJCoc?WC~&!Phkdw zt(lUaXg&V(y@lcS1Xg0aZwZCj)y9f0QmJE0gj33TTl#!8x?hSGjh_tR7TIC8Z&o|V zGh1~Wu|I6o<#bS-x+u>E$r_rAAF#FBNr?!*Uv>KCNc6h;anaDYmF)^UxxNCwuU%jB zM~_R#BH^Kl7~FoQ(LFl$(Hvaghpv)2G#k5b!PAeoKP06lKskrW1K64qts&eGV42$^ z-8Sv&>p{G>3G8G&g`Y?6EK{cnvE|vCGB9?cBB2?G;()K)2nsyR!>{w{04Peb(&bS({ z{T$eygfwi$p!0P*V(;25N{~{-eJa(NtowIo7m{(-<;>Aa4jw$oNngp1d=X|M1_NG= zr6@5#meN|iVD;zcW+}?y*RsRO9|sTNZb3X8hpsn|2#+&8-fXO^PM$>`Up~T3ZDyc8 zPqD#cS+z5{Bv(l}T0TxH@q~M%817 z(T*SA!N!lVXXy`Dkd#*eE5MvPdOF)+E(tI3r@8bQK$GDMs(moHTV0izKntS&zlu?m;N3 zO(o?@N>Im(QLoRrSuvg$NE?HMA}zeQy$*9yKnq_Y61KjNgbpPu;Eo91uIw5`gv84~ zoWb2ABCdrcRn{VMpR^`z4IhpEFZSL7Dz0p46pj#q;K4O$aCb{^ZKR=b2@Z`zqX{Iz z9lCK34vhtO5`w$CB)CIDkR&9Tzmd+&y?185?|Wk#5V4e^!Q9zQQk^YxVQbA7*YCt z;WsA(^_Fc7e(lmR_o%1BV*N}BMmZT!@k;nB*

jjb%fPJLeka_GF56u4f83H*$ac1#f$;Fqt9Q;rUSzZ;5G z$IlFHL5`0Tw*ohe79hb!lEL7LL_ka-@NpoQ?iE|iP_v#KF;}h8g8H-~LagN;W4n20 zEc#3O=bt!p&Bs;n`|r6It_Xw(rB&WtI7LSafhDOndBs*5SlXG(6|!|Dx|ALwL; z=Ut&mW+m~hDKsMc_yGyIY8Rji*^%I5j10WOlc?g<97QWMSmx8sCTf);WUyUR2Zp6s z-+Kc<$Py&YWsT%yt?^J2)QKGCUnqa+7IFEYWO1prE9{doY#GmN6yhq~k1^{t7%10W z#DUNx*zX^c)X?z#=zVS5FsQ@tC9|hym0}Uh4Y(c5iyv%az5}R|V2v@?wDR+-vyG|x zqR#3yW``YSHUWwT^qPg5CA(U^Ooc-Usf?$wgJo*%kK3du2)l`s@3<^&mMqgtb zcP}+4kJ{i(gl=caqUJ!cm8<3uY%CI;2kzw9j@&l$1SicEG&+};CRq7hJ_03b_c!a= z9)XQFJ;_}KpAW8CpE@&+S#N!%^z!m_X5aRd-|^J(ZVEfngWLkKGJ_Nq$a}`&gH~Dg zgmapkTX=>p-D>4~Aripx8qKJuy$R|&+57r2K2sQbsR(Z(h4UDz!k^ddCRe?;6i*J- zrw$p%EVt?jk1_G#f#PU%%4_)4w7|niV`+z4wpM%VoX8-nfLv|;@=>Y-#W;4YUomM* z_A{h=Z$ajNq!%@RJa)SLXFpfv`_MTg4mgS_7RYF&aJe#`EC@N$PoS*kI1-6$NPV;6 zTy<8Dw^eoYJ*rt$1i@M)2XSJ$Wl{PYYr`GBC7>*I-J=jx2_T>uJ;m)CgtI`R-@u-B zsP`OC-r4|PjzIrR&cXoJ*D$%%1NDr?JDA=%Xt(S z==%(2`&ya<1*2M6`WvWn$|FF}gPQFD==>|e%_NI5=jd+Tib_y$m1)Wd&wZ&zzMyie zLRmgV!b}U7$vsjxU*H6DC!;Q%FvV*CWa2gyER9n-rH>5MjabuOZWQWfJsfe?_Ze>+ zJ`~zU80*t|$M#p%^Tx&w#g2{+SB=IGVYc@p$UT7fkVSlr6k;X-IS}Il?to+L3vXY+O;^+sxcCJ;{t7gS1KMv#gD*f0Xo)N`6!H_p zmFzA?-=f$iDU2=Ul_P5r&*H*8VB3g}|I7f~j^Yw?sh&VI}h(i%sVZJyh&qceQt@`2&Xu8vQH3axM+O$3f*UwSwY7PDM}Qv$S&GjqZr3J#Z&p{6#jkO~jBg|3ueH9XkE z?QfSdq2@%?L#t#>=|ezd2s|1boZw)$5vt%|WM|+Wa1vP#D#6VLR>``bBb~P~jIit? z2dQNVN087(oOcMw(}0MM)S32hyIp0%qt&U8VvO&O3br7qV-LVVd6!(;r5>5Qgyrag z(KsJxld=kLrMDX&VTp5TgD?$NG5hSS26bY50|8xrs@5z*C zvGwv3lIC_FUMp;=MmQddy|hQsNb}~_++Q&d{XS8rp;=5xM?0(`^^Hw2YBte}Le@ap z=yScU_k1X1*2_nBF+E*B>{~hz;h$*aK>M;*m%~=KCezCBEPj)PmsD@a0&^lu35o|% zNU6X0t~T+xqBT>*)fuk`tA`Q<^e|LXx#X^4S!P9%Mi~yoNno58jaeo z_Se%ZS9GNH?IT#N>dL7i!@UQ$?%~G;x5~K1#3jq2#|treqfH2&XSqm(I57GHdks*x>q1_m&xNziTuVPP%>apo7(9 zFJGDsbd1&Px7yaH9O8?N4aO7j5}ZPwknVM>axTe zcuOR9pcO!8Wp-4C#2n*UXRgCl@6pxyyu*K)2_0-ADl*atR3<LC8B5ySN9ynLG4P4OO#Ufo#wj%zwH&p*RB#KKW@69yN5cqMJEOp#D&)78FLH=a(&d zt}TELZ^4yEa{`@j3SLirG5Aext0W;>!h?DE*4i03G={spPN%B~L(VV{Ji zgJA_SKwM_FO&m+FYzs&0iui962v4EEd_%Up2_R%UB%zy$5)T)H$jBLVZF5-(!0-eC zlInHmZ_QaU3V1;hLlVGXG#3$IWK({yGK8fnrLTV1-LjffwSpRoS)%<8r%R@xp0^}{%wu{Cs!bT@Ad_tOfbG%DpV%Eie&iMOP$}%?*e>t^Ex&1 zBCqgnHmKWQ6>sm|1gq;^VZA(N4AoV4M~;cj^SQ#hF_)_#D(bvHOp&7$gKM(@#QxYV z$!!?heHm}@{L@mw7Fl_!V2zA$Xg^G+V7`A9?vPc%`Z5*G`TMa^p{RyOuVN}tn2d9J zDYB!fL$mpSde}=u^zoqJZ4E@mzVj94U#Zt;lcnvGd7Y5MgN0Xyu|4UY!M)XUdInpY zE0=e5&47zn(Jf3Mix;$jsi5u@+pz@1)qL=2poGZqKI!~ves>l=SFcx#Mni_d-)o_D zJNO)ynNpMb;rHrBt23=d`I_Gy-bN+j%Y3fZ+t&v@{RcI>=xPJ$7*6d?NY}NeB#K2- zn$P}qzC>(aTF6fH(bLeMm|Nw!B8`iEH758m-b`fyQyQV2^>Qai5)puTMEL5_#=?As zdTq+j2F=csf=%H&JDFB;1a6-hG_YLt4Gz4XAr5M5G^8Hj8Ss!R_Ho%(&7^c?^3+p^ zCTc`wtyMF834Y+0N2*Y4>LR|w)^uH6-)PYr{vo2GJ)%ea| zDK*DF=0=D$)~y5@$bwQGObu~X(io^3cCNd}o>{@Xq{@~gMdV@6i(1S{yQqjd5l*0= z+obcc+nNtl&JVaGsBZ$ag5~6V*6Y7#J|b@LA$(EP949~6gI*rb)rqi~z9Gfka1&-R z4=<0$+&NA%JuhiJ_v1H;Iq&boOuIzv!&vZf)9xcSWf66)E;smIe}O1#R0{f;M9PG~ z1Z}MK4V7^!dNDH4&mcMj7JPgz@XZ75-(1r0+BvL1kVMd+-8t4dC-Azcr0^=_()rWE zjMy4+R;f%!SeD2Ri?yDszX~^NZq*DO>fj5vPt_NdGdXT!~@PH;BSANR7IhY#9>d zp*;dgQ97;V8H%C?+1+2Y^VnP(p?{+Y@a=kU$LBB2yTow~=@%)L*u2ff9)kYGBO`8@ zaR&2FJ&!1};ralExtcvEAySxFmk6rIsV|Yfr+rW5GYLgpAw&x&q(rkpF@mlWwj%E& zmYf@52K(Z5Rd-yYJLX9sLH6df*q}|o&*&6X9E{39Zgsypm#81%|hpr6~lTBfRppJ zLzsOCQ7Xp9!js`KfJ@18>O5fIka8hJP@_9M`X!m;cpj@y!{2DsGy%M{I0_-yWNUJ; z&zSbLA3tJznB_j25BnCWX{aC7pkL_K@+&Z_5#$@%(a*~ERa|BY>Q9YReP-~bqbJWF zXxh2cxf98$t?;CZ#h@Fp#?H*b6$8O?a<{D-mEHk$G|Q|Fssh}K+9?^#bUInwSx_ny zPz4-4iB=c8$*M)&a8U7wZlXTax&0OVDO&{cbry5J*7G>z=B+d-jKv%EGC7IHVR z!Zj+yj)+W8iL5x3);{_#j0Z~tK0tM2$pe)~bih#(KIq=r)VU#{c^{)V6IB8~VMf>~ zo-Q{R+uc5(hgB}Pk&CI21Ci48>DU_LNH*dxKEesKpTO{)PS3TEy zN-rQH#*)@pwp1-e=#=@xwRwGq53itp;Cw(v9%3c$Tyd^*t|?CZN&p8x%OBRtKhF5Z z@W{sWV2o72G@@>ZJgH!id9$u^OOih>>pLa)re~dKq90Q# z#4%U!)tG3`4~ME*&1E7|)14ntRxCV*XGav0`%o3Ef(1z;WwN1ct~;c-u3O~DhG>_% z{&8nsvItokwQhK%8@F%-`FZiYElAe!s^h#CxZzatYt+#`XJ~fB!Z{|W%|A4Ni~&sE z>6Q(3omW)VQw6`{9e2i4>s*nn>-f$MLKKETltt`0~ippo-}*B%V!VK#$sQ^Yu)2+^SN{ zWJO786G&4!ItqhKNaJv;xREDYFE2(@fjjnz&fR6A!9{M1;xL&K4Uonv2~*>i1+Rx+ zC%BtOOTpb0?QnJw!QTE zkEKw?Hv>%zOiIhoU8y#TG!CF=VDCU2x`C85aI%HLV=PFW3Hw*a&1Q}dMp z{>B#KNs{hY2E9Lj`QmRO&MrQj8Tvb2sO@=s>*x`9k*ZlM_sTw(+1q$5FG_u{Wo2ng zN43f#Iw^)$$s0=Ke(x5-YDf0#cl~d4pDF<@dA<<)SV2e%-Sn%HEdfLdmVNcSp)rI} zQ&7j#S!~NWcl%dz!GC^79jvNGNT*2@n`fkkLKfnQ0v#9Ojs$Yfj4rBbGr~uIF2l%=L9O~)FZG0fs%|=vC-f))?H*7^o@r`Yjfn55v_CH z8qx#5tX-ZJuRdo@2#F7Km$yQS=r_e^{W}$LSw{0e)arXP>levsXPIr|zpwwpOqR~;8M$kgPoQC`VkIslzJseZ(KJ9!5DH}+C>eBGLEl!Ja@sPU6V z+;@t&q;xywMT5=G7Lt#39r~D&#Vu^2`e=y-Pcr{^Ht)ol0GALxvd(Vjuk!6 zeG=3Nl(ty)@nI!otuxfK0nylbi46{YI(u1@=9Ie6OTwo}iBI(^v5p+4$V2;GmDN|g zPn*6^FX?pp8bj23ey7w5qdw%ZPqHe(7Uu^Sc`C}tym|?_Psq}v%~Q4auA}l2^IleZ zn3?)8a#&D7e*U?Tm*NEAsIXrOeO|vy5b#K_M;dj>M2#?dZ;{6aMZ=&afTmWhT)y-4 zFZUpnym^xEdu2Hr2w3pNO2AaE>^*<3ny5f7<6iv9BF;U%@ow59y8L`JxQ2S9+!&Yf zl_|Md>z14Y%Lg7=`K1U60xx5mxX*XnpRCN~=f$qha+KH!#Pq#cHOl(q3-K@PQIASH z14Z@6a~GI;p(uq#PnC0^s>)Zp3f*rC)-1rbTmcM4qrfVU#6BfqjeNO%btNahl`x+B zQwlh{QI6eddR&mhiC+nIHBMEso`#A9i0t4ETYSB<)sSk|BSi@4RaD^=f9eD-mYhew zue+j~8|CWEDl$0@yv-DOcOgYS&mk7{RcBr)H@SP_VIf<+VV0$R z-V7J0ILtlY&@;?D`HlFdrnfIMu?aq-{7Ix~_KrFy7Tv6DN+@5uuz&Yr1)z5%XN5##*dqongl7NE&h#;A2J+W{A9~PB#uxtWGd+|!5T+K%SwnSd>_$YRS3AO%$ifOP0^uKlA z-IE)uJe#)g)U(V8m3m{?A1vPwc=Cs7vPO>WC*)hi@Ih^d01=$C^8vG0y_11W+{YY@ z?hmZs0oB}cGd#TA4G;CoSgEzBwrR{EBC;Z9Wd2_G)BIunIh!mc8`lacpP@s#y;yne z$+#kZw-vKGN%e_hZb^2z1Z$RndWH^Ag7iD)-sT^W=AN%X4XP@>0J3#mNx@?)D1IYd zh!lNR^B&fMCfr;t)yZn%xWe}tU78aShtOJ>Gi+0Q9s`y`>+q@|7_uBD``SQ#Vq_{P zuFFA(sd2DuKhss+i%%Y9#MgZHPTrghV#A_#UWD7mN3?{P`{#MO#XnX47C%s=;976> zgYn99i>roQ4pdawq<_c>!nZU=nKT49B?{`}a{6Jgp;vZ@6z6ep^WyQ(9-5yx5leuc zJdNPKy?^=w;A3_`yBbMs6Lj%lx;cB9_L}#R?L>aqCO4~oSUfl{f$~2LUSK*I4tw!LF(jTZ3E_~w!}y=8Q9nT*m461Pa6MUeQUU=yQZQ+ieB znB?D+P7f=j%$DWC*^>;b&T`G^U-_Wt=A#+TLXe+DU~A(j_l;g(JeZ>Dd+|9VBGD3x ztYEGMrwgWN)zcZ5$wbu`!~&j^NOdI(-ko0IG-$F@gXKu(1x1F@;Kc;Gjh4Tjwu=e% znT|41S{FUiNhQAjWAeuyifSxTPFv2mPM@tDv(D|`r0~yKco%N! z@ujQwX^yHj+Mvw7&Rq8nxvY#O*{n#~?mu7t<4P9HC26@35_ujU@;A0`g9YSA|3YbN zYz8iGWysLwHaf7ftn?waiR(cHacGhayz&yXLt|pGHYBoBOH)F8O;uYfCBa`t%f7Jx ztC_Cw%1k%duxcCYrJ&g2i9^gvFXJDSSZ!1DzWOzSh=CV65&#Ad-mC0Q=0MJ^Hq)(40oFUuM#Z6cUb5A zuQ+jYM=T(@1oUr6*Qaj&>J#CP5JmPO1e6r$yJU7D6v_B;nMjz}gI-VVSfWP~r4)m; zfUxc(xt}X$Nv8WwEvg}f?X|sEk=rAb3DLoh1BaJ6w*AtR&ZD@W1HPaemne_>6&`td z3bM%GOG=SEw|1{?f{Ttxx~`NblT`9;A@yC8{e#%^6yFZ9sz*cc09N$f-U+^=xhCB^ zhZxf}hPzK65KXT;x^ece$X_HG--04z%eScZAI)4aMMK?~XP zMJnTFy84tln*t3(WkM{2`$TNl1X2P8C3^HFibqR;;50LiQ6g(}oIwIpdsj1hh&;Q$A}D83IodgDNoEZ2<9c*?EsX6eJS>ucOzXAqj=l<<3gb zIOu`<>O6X=tC@Lf9j~ZK;xmbII|~ZZj40Jvqi)4>;+x}i`1#NK!c&r2eGSYWXLo^p#xXt3M44lds6V62F0X7pM7 z?b?IP?PYP=O{k47LCjRb&`pb7!7YiLzgokJUY-T{vv>DA<7WZFd;OXm;h(5yy&Q`g zu<2jM7tUdiKbtP(cY#P&VmbtBAcDA|rWuYDs;+$k9Th!lce!Na_mA*-1sE1!lc`NF+O~hAZ_UU zdREf?Gb7z)q?u@sSH`s;9BN7&xZJX>@qh5wOIFdTi{mYSdP&%y;akIkz!>gONJ;^a zw{UR1kdMhkch4M8L|T{)%Rx>IV|TjKn#<4faj^}`SbXxbjhP9- z^1T|+J}L7ot`TCZkRV11E~;LsNMwT_B2g17PJHlrooSCeJS{u>vcffjxsb*1qu%$B zAx{G{LZX5-C7;z*DB1AFjKz$C(BrC03Rni&nz?R~`?}O+s=4U9k+C%XsPc*dIl!K{ zg%8KRw%K}X2*zl_vQF7mP8A3V!mDI-sobqrFXg$YrBt~gYm!q|TgWm3@1fNivL-P& z3V(i?_DaR|VhMxks!5Gn6>CYQi4BY-f2(BH~Qw~$5!kw&g0%6U^>x)<<1QAw)jb`g4Z4X>?4lFr_0hy}zkRBS; zKL{2uWt+v$qaquql;k}QHDA^>Be{V4QmoWVW2~l-Zk`LkOmaaMnUeUplp2Jt5OGQ2 z>E#{MF-)ps{HAwb%K&S=Mxskh^lFqEX0K4NV(1yw>9^suiKE=nQun1|YP~RQFl#ox>PjG=?*dCFsXvsp!phxg2P`)4Ibe37*04=FG4n=n|H2xgn`uXI5H3 zG+l6c+*`GPkirka{?-nFU?MN@LJYoP(Gs2$4U3U7dSw1sefFS87zsHs?wbq%tHBQ-m^|g8}fw__gt+`rUne?#?F=^)5(mA;fw_cTKz8=pn zL-?cp<@ zkcbiWq%fDLCt1eQH~O*(Q-`h)Stepcr>%5EVBO?W2oQ&Xvi)&Ov}JSD{DT|vZ~$#Y z*1|7jb!>@8tUAA;M^n?jlX{XvZbIv+n8GPjBUq*TxZF%1FAz=g7L{+b0Zd1L5gl2h zp{+b;ep!Do00XgIVztV#^{^7`!iJIJ-3f+&=4*_CK zB;Z?_-04!2+27aRgiO>~u-)vOHd_>Lu#3Sv{vHaM`G&Cf$}+RF$u6*IG#gPbT+QGN z3wCYikV=ZFTKWUWpr@G2eK|eV^hT z`f^vL(>{as1JhwFT)9vlefAPi-8DpP72&wTe0~@3;(#$JMf@C+RdXsJ*_MH7bfv*{ zAJ;!e$8Zre_TbZG(PT4h&B)l@zJiP0!@6)R?5|6LVT0Nyo^$_Kw z9UCj1)1aL%biY`N{KZ@9)(ql|hIQz6f!X4KsLmZH=T88#LaJYT=4edn8lYZCVWe)8 z8sco1Wl|1)6A?Xy5v$vmQt?fN8*a|flY0c2x3_p7y1e0VM^UmMvPAy?ifB6g92LRV z^kYoB5hvv_OzQE40;1scQ(DOO2S4@C?6`ykn*9W(KX^W=EL_G7`{xbrrXaY^yV%TJ z3*0EB-ZzbD?VRTJHP9xq9%c+P)qEu9+NLl8#i2kyY?krj=#d7 zS(9%pDgrNW@bnMvekp&tmx~P7`j74ptN@87HB)wVO1X+DaXsQH^(3uQ%8JSvj!yaccR<|W}6Oy?g^7>q*QRs^chba7u^YEIbMzIj~u8k%9dusYKf-vqPb^3h5& zv%$`h2y>}XY95S+`Tzd+k#=_2m5ae)t;Wc*R(XPH1_H*Ekq6J9bf4D4ZaRVZu*v+WSNRL571x4a$ znmo>q6hj?o6o1Gcig;;+(la}$^x|s^PPOJXYJvb~NAgHiCwY$8@BpkoRF`EQcaJJ7 zT3&FwWQ-HtvkWs0m5*ek7syHENsUwRj|~C-p$RA>0sr*7j0mFs;V-TKk!breOcF_A z8TJImg{Sv>)uaMQ|I_*Wv`FDu*~LoD``+_;GipPDM8HaCX^F$!WUbQr0-KJ%Y1(A{ zRc?v<`@A$dLM6nP2`tRV1zio48bVv9u^1bemb9)fbdPdHl}@Ql+P@8>NMP1>TLu5z za={{+#b;>Ga41DO;0Q~E2Q~tTb0beRn!qvyKSSBCT?)Uhn{@sb;1Mpi<{I6dkX{j0!n)%-pap!jm0CP?ITG|e zybt}_jMDXVs&BEzo5b%hVP5NYq}RySwy;!uS%K$oF5WtWi8m||X{+$@z3Kn2TF@6T7yP5Z$5>JnyhF_Y z;y})yn3R_yT&;8o(t7{yG|`_pAN;Ev|Mg*+-;Du(V%zwi{ibcFr*w1(m`!&&AQN4D zP5*2*OH{a=dYR&a?Pc$?Us*LGZkk`Vo`3Q`Ugx{YozXf+;cq*?E{nHv0ZX%YsCmHN ziB~Bu?mYmrUr|RS($K(&`@J%8lMI=R;~t+Vu6TX_d8UkWXv@Kr_?;K|&5^;Y4n!Al zJnq|st=D+OKmtDN})LPD^dMkfrUB*E}=+$7yNSY7u{HNwcq*s-sVE`$4p6$ z=p8>prU~J}N&hhM7mP;I1Kk|4{dGqIyNSk;9gvsZ>A!@0XGKwpq=jei9CNw# z{Y!D1&DFqObxZ@vRZSa8!{9+{qopcLs34(3ij;P7p_~MoSa^j#JX^h_SEERltYj3< zv#Qa!l?C9bC(8we^g`g~U*!N}-p+Kux>b$j5L$!wujp~$mAD3ww3zfLys3vyV|>*) zO;aW#K#->>t{d!t-{2}wAq^~?ShJ4<<|F8r3(CbQyrB+w|L}6l2&pLle033-1UWI= zdG(cg+v^OP@`pQ~GVODTy9HYH9EIJ1$wmh{(fYaTe}?UYp7L!y3t(7A-BtVT+Nri& zHm#v`(2jX0e>NnEcKw-vPs8L)4m8TVKeHB1%8%k?i8?ygIYr3*!Q1#QagG_#aOU+{|-F>HE1~w8k7UjgT zRF=wtxjj~!UkYL!Y;9;o%#GWFAgpE{5?T%W(;9>$sIc7VcBr~`ON8ggq`OG*|$ zD;MkuY{{Zkg*%tWX4L;QrcYTj&j#67Vw#&my*)r#PVV^GM&B)scx*A@xJ^T;Cft$L zDe^L)nS}5rMCP226P+o?_M~<)U195{XC>^g&#0nmD>e-`@fkx}$z6kos!lx3?>E1Jco}bL`#YO&B0$(Hxew#UCMkw^z5vR+pDIgMv}0=d-9EO}^TQ zTxaxTgK;~z>r6`+;IL_EN!@G7pUF0r-2r=FfX1Xp9m?Kx)4&d zCEj4#jJ6vMcg6JUZtnv={0Tje05ksM(scCbGTIUHp+`nLdUR#%w2bWTsEr`FvWi*HTg26-x}S3sBZ3 z1OR-GA${NQ;@W3f+wIzCLG9tbP7zHOUGXw|ZX>4==~1Mj6ntJZ`y2M}-6z@HNX~!jueGly(xzPN= zCboNIM>SujFwGo;IQdgZ-Iz1xlmVU6rs2>o-fr9 zQI4PO`-sgY+SLc1fB4H7Vj-APnUaM_DOi{h93==-ckq{9yCumHfWL#<=2R@ z#;>Q;{Lnw=f>Fyc=W?63j$1fxOS?tF!d&h}k1JUX`XkTZuIXLGGhs*006_33EL0i) zu`Kx#TMoynXC^rQ2hURC)Y}t?U@N%#CW?XnIy}Oq!TD^H{dJw@ooLHT5Blrc+8@#d z_n>P&AI=cxhU)m=mzzj0R}jZS?Q$-iRq8WQ43~EbVZ*j#05wJcmTOHp(MrubF_)Ks zNeM*#b?xYSi_Di{hR2)#VWJ{u0dk^ViFp-&pz!JCit;M38S?I3y)F!|tV)+5b}zol zyKEA4u*4oEvpgc;m^W^xVosxCL0M5LAM5wT>i1nZjt3&tBxI`1z) zYni@HT9Ss{vw5sJ9}!TqbDy2jbf-sLTuxT-w`=K%Ria`6NU-s(=$(+OH|$T)Ter`VG{(x9{A!dGprw>({PdyKxf*2lv)}JSt8ub!a9w0X4U{n(-3; z168M&ZH=PfTFWz8^KrvToDyn#NRo`fc{wT?DP`kFKwOopt=I|6W*` z!X{$*I8N@!Pfdd;uOqXD$w%3OmHMl(}dnDRA=!(X2))gmPZ%lhHHmEVqR0gq$2`IkZ#FId~C$| z_T8ayl>^`%zdotzyFPb^V~+ffrC**+q-Scgere!;Qx}&YXWF&W@Z7Dxrz{;_*l!z< z^;R7WuF$y&D77iBZB-v9NDz%NvLbFBeObgaW6v*^BFv&3?*$L!dbogT2j>T1K(hFZ z_%P@2cyFgw-^VdMYmCjyi{u+`P+V97DXefO(+M_`ur5XzNDaT$-5~=6hXyG#wC8hF zrBC=JuY;7QQj{IEH~LdlC{*<g zwb+B8Y9{-$)=guVQk|4$@ktI2oRmkQB=;|MtHg$g|7Zx!Jt-|9=g0uaDoNFMrFfoQ3fpLFcp z*2Uv}ffo95sby#aC?A3q%AH$tvQ;S-hpv%z*U*J*=FCopsN%z1R^OXsi1vIAzubeU z7g~q?=CYxOsRq60PFp)44*VrBFC&3 zrc-x5Nus<+oy_P#b&7sRnImu`vy$0|UE25k^Q+m`$E(jCGJ#?5=I-CmtTFYTt+rK` z2V3xUd5z&v_L~IM4O8k}mlsTHod#iC*{wtQh1{Ya()C$MS94w4%#(Us>jbMy*rV5p zV`J?@U#oL2)W_J}d_<2E+oo_@tI+Ke5M4gWU)uqcno)Wk8EX)K`h|t)ROnvm8EwRT zoyr%jXJS6p_*D5XI_RI;sf|oXaH`3%J*_O*((lb5R5rQKKxbn}a)#=fH8j8#C{N#| z0nO^~8#xweN|Zl(rf${8q{r+kX{($Aw^Q7B*_OMQa%bUB_79Y1i5$Tz&aC53A(H=P1 zmr2U)_y7e%08iNj&5DQY^2Qkh0&+V$LL8)iOu)E0UnrYd&r17eJO@Y8ci5#hRkY6} zYX3kJ5}4lUoFXUwysnfP;!pOq%5pdW{RRsl1KzFY_2ucy(^Gn&)D$7v>S@7dR&Z7A z?wn-@2~jXj=XOdzXS@`=H9Ize3xNem};cLx@kbwcQf6Dw^|4 zXQfa_%}=iWt@3jJ`fLR=9L_+#@D5p76y>JQjUNk^Kp#pmovqbQ)2$)J_3~=|5^PB0 zp2qlKc#=6^(;**Gq66vAoSU4PE__eZ+F8>l2)3S6CywYAzAM9KfcdE!I3~m| zWF1lF{v8oeLR}1gFI;eJPRm!>(uU!q9mpUKWyb+PD4iOI9U7d5v!^yWZ=nJj@i-V( zw;{%3^}R>-+cgZd$P9Xaj;+15chBEt1Py)Dc?&fKgb|93`F0FdeJFR?6JXIlQ@-~< zZ$J%?CDlLkA&bLFqGq*^i#jl#FaPb@^j;t3kI4VkQnz8U%=GBBp^Sy?yNOdt*9M=v z(yH}M@=$tVU=Z++KeLV2{scBtic+ibN>urx{_*S2yT*@}RN6Lr5`cTRkN>?sj=l@t zB-1ly9vk)^Z5F+=@ZTvgvCsf$Zic-*jr;ey)_=3F=Kq+u{!Fi6snt;^>xh{xTlxrv zW{T1mXD6!l?s3-#f3KB~5~5CDs3_{bV~6Sc+?7TkP)||xxXZjpaWVX;+|Mej|6R;z z9BLC~mbyN^d-Bk-c{$R>;h0tzF_INAlHeakB1qdHNLM3BUn2Yfjy#vRz4(~5A5RH# zcz0zqeYA_9vHY&#W*WzYeOx|lPLTCSM{|ZonEq3sC)4a1RXEOp_AXTg>7?*o+rVQw z5JZU`BGI~><-^C<BXKQc!#F*i?8T{6LetnN(P;0Fa&|O4RyEmu#uWXWj8N_aht2fPCM?*;CxY{2=NA zV~^cEHPKSyD4O)iltI30kvOIi(Nt}UiQG@$ART0qUyIeD3Hg@PpR|~iJktIB53|^+hQZhOr$@eJ-g~mi`=oe3u6dX7-H1u^@MCR3+7U235C6vGy5lg2RShtgCtJvG$`$kB)?1X`(EKYL39R+2WI2nHeMWPRE6geSJrKb zz1r@Ld7ZaG1;~fa`o-^LjM&GH5!`!%u?1*t0b4f68hKXzFs|#<$U}Wo6;32>+kl?UNGq-)?gFlDNrVDhbK69e zbSg}yN6&S6xB?vNu#{%C{|Ii66HZzg7SzEdBgbl74FKUu3j4N}e4}9;T>(G0yqLPH z6QJTZGQV9z-zHq4u{ryCyY7^!H|838xbCTyMr>A6P3pdoO40YKJ=Ls9mBC?8%2&?U z^li};>zHtP`j>vv97~GD{&o$N_6F$mn!cjj6BE*z#s-2l2;8HY^m+0s;I#~mgNaX} z(omYJ_br|{(RZx}A~0)hk%gl0F9F(Ya83%aH)Yx$gIqMY+ff%wxp2etO)U9$!sg=CmQg_L*LNCdgr9wn(d zqm_wWWI^qZTuqg0`F6a5ReILDt1;#3q?H_B0{lB>d+vnZ%u*>>$L4%_(>_vhPit?O z0CB8+rSIY8U4K8FwWs>ymdnbn&+{o*adL9!DF5TZgAp9#*It7Ycfokv9A#^V^0}&G zXh}j|*@CA`v&C>l8H@0@9*jKBk3d*JQKLc`cA*Inftt;IN58b2_E9CH1}~=Wm2s22xS1} zp~VwP)kDSN{2!sw>Ob-~+#6pzKdOYz=JLxjSJ7`r6{NPRN1!c6Ge+8Qyi7lkZh!IY z*%(DC$mK8Zd7W_og#jba1K;DIA3(JML6Qo$hC%P^rC@xRMCuOzepN@+=RgsH@y z?$+3xX%>T~E*#)Den#NTugyFuQp9#c!@KE9+GxsyJJIZ2z8k zf6nA_&aT=P&<$lliz-)5V&);FVw+nKbiW}_OJRRec8e@X!lGc!r%+P%Ak6mKVNWJE zw>;=Do#t<*S)_@K8ud*1d}-vXUb~Uc$08zv#KrfkiU9Ep zM~8hS#{yn&OHOL%jQUq!<=|+_v-?EKyEa?9#(K5Nr}cv688K#rr3;f=K|TX=(@%{? z#r6laY%sNtJNTj1h>s z1@tB-ePXE%Nk72S`4M1D)NKPcowV$$=3Um-KG_thqY>^CZe6?gwFzpy7N!?(;Bfw$ zvZ<9fXA#*Xp&qd;iv2cKi!>%%m0Lmo?!T zT6`cge_l72G%VOvYO@##AtR@a%khocl3qjK9)m=yTAQ_!D_0?hw~E%**E$ zrzR4AP|s~tP${K{O%PHYUQc8UZ7dB24bO)&0o=EmArr3-R8_CfyG#2BQhWEEu0rMy zkJM~l+!b}^IMUR}z=n;pgXN2youdz~6{-Fp%`qT!C`f*9lS@oa72#>n`;N;M%U`9o zJSv7&Vu=GtU(K17Q=tT=ol|gEuG>#tU9;XS;lN8Xgc4!<_2e4dKHZ>;$0qXZ9^Iho zh=PRjPSiCV^J|ATnp(6#?_`odwv^}%vc2K8oZnmPw$;xi`pk0k_vgB9&bj%ig@l$4 zgb+PI+te?;LVnoTixpsKr|XD?vDrS-#ADU1S$m`&(sjt+_++51^s<60)U8nEkm_|&_>cQK)&b7()F+ZoiaAuzpMD!Py zO;&J^ozT0F9dHtomF3QRUX-mP&kq595I!XsS(O5l)5!8T9K=l5f$Q$JV#n=ACSWov zDH>=fqM;*2VNYG@K`19f0buX#M=3LK=@@R(W1#hE$1#62g%)}iYRfciG=MnlK2icCF$X?rYP_t+CI;zEWNz$qm@{8Jg^_-`w=QI z+sEDz7k2-4CgU{lUF&ac)+f8bb1K-IYPi2_O_J5vgd}>P?1P(2s9V!i?O<048C&Rp zTYW+w!jzIoxf5{7nD0;1MTpL4*7`Q*F~7XEBITD@3sOCt=ygZ646zEqk8oU(Vvf9d zRC>GuJ0JGyTh*FokpfaJUqf4erfKPaAxHHLGnV6pw;bT z;*F%x*>pVQu|PxvRHE9u(B_@BqY-5;s$=l=lXoar`KOwcGakVymr1R=j>C#$+pjcu zg_zpR2!*wGfTHK+xr!x8N1i6bYo__I0_{U5zvn}8I!{sW$Kx!cRxmdwC%4;TMma;D}(tX@M!HVcZ2dVxMK z(8i+i@NKLYE4>0%7opf-U`>{^JyXx5<8e;|;-gacURy=TIM5fJ*1tLafMW}WX`)J3 zY0D>|kwgzOqaL3-RzGgwrdTg8cF^p@=M4_1_~)}#b*1@oZ-f3sjP_B3(xqG$S<&YH zO(ITSSHXw=Y*$*Mu&Bc9{YLxaBg!qgaD7)PYV@Xli#YX57HH-Pju;^jJ1K`0U8!Z` zQkzyk=|bobS(UD5a$gKImAPm8HmYZ7vDGoDQDrt@o-87%C9*0{M)|~Rqi+~JUWr=A z?mcFCB)=3s&z|RA->`9c+v5+h6CQ$LimuSgvZ33bSRx`Dq4S=MELS!ghB%F?l<=@Z*R0h=`24 z*;MYGd=c&O@PK;+i)iCR7r~N@OH4P10$Pu6nm3@(n+h>GG47)aC`N_pVE^P2lG}7B z*H+0Re;o*hCYsKEB9tQhfI>>cO7)MJ)53!BJ!IekEE5D!mCRk3rG*oiO`vA<4RsK# zcMi~T$!p}aOu$d3$Ck9#N~muZo+@aaL6Hl^1BwaSmk{k}Ei7lU@I0qOnop;BQBAN7 z>YJc^CLR1ufz7eLB;{x-?ZLH}1(5wQ01KcmMCO^JqY;Hd#8=YjoR8n)BmP+4;G=-R z1T7@vMpt4P zvvzkT+VQGg7TN-y5_;oGIjpUZSTIIRV0NY=+DJ@AE!0sN&r0k)gS6FD>7*cIi=Ar& zJf-$jZ;ri$37>oICv$ge4aUHH9|8~~)0O@0ZCp|E9D`zXtC+0Jh4amJdo)#=YT&Gc znsDFw#e9*Sd5#V1(NNyZ7MX^ad`4ad(y{g%1K*wdoY?6%2V^Brr8dY5-i}ypuorXB zW4Wx~#K^+TA|YoGPs>{uU3Pc|*!@=?-3RAJy*u&=QD)5VYq@TLHoc$jaw*I-GJ{Ut zArG%YN*q^1Da`znve0?wF<;sMQTlFbfy>TAEz}CtSQ7+I?^9P#$(Jx~QcyT!$66R( zIxqf{6z#7U(Q?aP6J9S^6tH%+F=29eQ24AL$^t!}i zbkcNkNBN0lqHC{MC=QuB7$0HA$0e2!VLujrtVv=^<+Ox)v#^^V_gHI=`S&{glc>)+ zvo>URhlxep#-_$-4pDekahaj=SP8sg_WWX}f4$2_*%295nsOnmD_6}tPc+T*RnXv} zGL_t{)ULYNT6CkHmH10{(`$^IoGjx8=;s*rg%|5k!a3~ZwEZ&6epWC=EafPo0V?xx zIr+JjBEL*7HgL06)h>XQc)8STMl5EceBI7f99Wlter&6yg@2F=#hwD>=VR|e{vhpa zX4kG(FSMJeti?8S$W3^N1*w|wV~M7$uOMl#mSj|%%cNCpo!;?<=}+Hf;BHLeR4NEB<%A0)&_rLTx3yQ`7Ww8>Z5*PGNx z2;i~cze>nDnlify%xu#}5I3pbtuoWty~nKbE4!p1WtQYXWmQT{cSR4oykFSfAs(v4 zvegxo4yq(6ritOUA(JoqhKHYlZ*BH=u2ET4PX$Q7pzG$PGk1%nGE+Cx>78fQAcWDk zTjpQ(v_ORY#Flx1h)@^%xpx_=<7AMYE41XW^~!HzW0@62=HTD%iD%q80ND2JU7NXB z2y;S*jHzC>MF!OTs>N;x|Flcn(J|dVH1dNj;!yD5CdJl{h=*)e?UB#ikGP8nCmuJw zc|a{dG?X#RdaAx*Cf%NlNPXel0*$s1}VrsD3h8-k1GqSxD7iKJW(I9&xyS}rh zM0feJ^;))Squ>s&v^hI^_zk2{{@XKkDbla?me)+wuocvRVMcxmDy@H>t-H&leLZwQ zoLlbYe!srrtgZ4wZCHMH!#_8_zM_420w2a?#kXyO`?Nf*3W8Y20GEspA4V_n?9fa# zN(2&O=WN4M5{c9`_6{8p>nCfCk)NYApE*{%s1mfU%T>R^o2;F~?A276=Gr}bB$D}f zcnlS52w1|Kplats_%7o{?p%keVqF;$ZpW+?O0PgO5ch2bhm`)54v^eGP;s!_7y(JRKGOX zF(Ok{8J&SHa#AWRKLt`IN#G0a!R<#fP_k53@_5-ksE?#ENK+03fXb1I3i7d%Vy~Ch zBC}5J*I%RJBg0B#o;hLZ`x0TbHz*8y;El}qXN*2u&-*%XezE_|svN5dKJAun3S$N+ zE+}WTFBcW1`%;NEtX&Nt`o&5@xr@g1I;$D#PeJ6!;QNXi%ZvJ#dJ+x+aT>g&!UlMD z>ED^jh>b=k;s!Bf;i-(-V@sk8@ED-wi|kzuUe=$KV=#yQYYUpJje{yVdo(m?TTo_=5#iZOnM_9e1-fV=F%Ni#u@h zxpW@?Y?!SSH+Vw%Q&EvD|L=?D(;I)E%u>g?+~dtBVAVYhA{65J)uJyla=Yob>t2kW zACnuag?kY7Y|ifyz`o!FFVAB*U00a3)S82PIJyc#KHUGvf+G zP-dsplkt$qd(uh-Dg!bMkCJ7Yfx&4?(5JKB6!~mbSn@PaZ zKoWa|I0C`!85JY`YOB*`>3J%Q`4+XhzQ{Rwt`vz=2N{%@$w`$cAW$l2ZyWPKjuzb! zO1bAtQ>(xR4RuWG6OU_D8D&!&ztrQ&`%k@;U2rT&I!u`G;~IGQ_qQAxM;&gNZgZXx z-5(A*qPSF}V(Xfi`8nPAFBO)F2x1ub7va_Z@_%bdJ8p&WK(A3tRXMb?GPhq3$Jd+J zkkVsfB{K9LBcvsKEeH7~G-~An#xkyyztLHn*D%n7r7w>E@btx-8=hv34hlONBji!e zP=q;N$DF8^uxp_&zvrE&vWBG%#byp!Oqj=TD}@RakLVa+z4y~iQ; znQ6QY-6+kMD^i+`DWJbHf}Yy`a@|H{8m`hJp2LdNks(65clj~H?1Cz>g-TOo%AU-T zX`qUCQ4>y-S0UvhKc+?w(CuP3GeZFw-Q&RBlOv`P4q*K~-biEGbz3KGm<-@RpFUHo zJiuzI9#Gb(1}J?|FYp!X>SxnhZceCKNRAA}3VvDaT$NVb#n=^E>W3 zW88dKn>e((A#!8s;}fY9N_hh3qKX;c4HLFb)ZxHysK6_o7V1N)6b+4djf`Yt9^Cdr zRqwf}%5FuDK6Pi&iglZA$f4u5zjBGL8_dVXcE#gex+?BVl1BZLBhTHm^$YJ_v00nO z?R)TC9~MT-VfY4b`gca^S3Phjye#~HvC!6%WLWcdTg%#%XqeOaX=NHS5*;x5dG17m zUtX}uxV^&Q#J~1fefni~1fJ43MM3p#LY~bvUG|`6t*5mzEdIx0F4ghjEu*y#pdubH zaw1xwb)r5cZ4#Td6x({K!8^O~xq#U0_x)3=(k$NsU3(*l)rS|yBG(e7=A#TK)MDU} zPx|M6iaeUn7fE5Bq@;-n#9wTRf|ix+B3NqaA0*iW^(%r?yR^rpVqy_by)i3Ko11*j zirNFz5O`=%9=`8lZb?x7p#g&@YJ!SJMlO7%QH(2frrf}KcwpumJx{~zTcV@{ammSI zzRVk$Z5V8`*!|}?TnN3K3DGL%?^^awaENtte?(VfZn%-(1dKl-7jQ42;dJFw%b+3aYGi-d!kr0)Z=MFNuawzeBA~&Uk2r;|Xi5^xQTo#FNW`W+uxv4;s)hkG|Kb}A`i8reY3>itewk~39+Rm zT0f)|NS1nTU_VTGxI3dZ8Hhtsc0ck+a0OC_TDbq}%0GY}`6k;DqOvBXwvhCEBh(3> zle;H;)^wA39sB86by5ywDU?0hbeCWK&cOPbvCS)g3+w^B0jCPH>Iyi-=LE~~N?2lL z42}@X_*StR5Qx~{|?%gu4f6Vl3OAcI)nGMM=E`ZwWk`i0Lz{gV(PIIoyA z20a2Y1zu^$y7w9C`ynx!r11*WoUiwOvJs;_6!_R<;P(fK`i`kQ$I>JIqBXLAr}*j3 zlH(FpifT_E6!AGdgi3ICAsnt)@IM(ZSMD49(D7#+?n^7B<|}r#7-y}pBjD% zJrL+!hX(Hfu3u&4Q4Io;&#)tJ(Zkl90U|W^})A%#>E3cdHixU$fVM&sKguc1CuyA67 zxEV?<6I;vp39Wo4-;pgP4T_KKv2pd{=UC$%vN~>!oT$L&6+83j+QsEj1VM*Iq|s(6 z%SEg9*f_R4CB3yKse|6kjo;iHy;#H!pKM3(#Zn9Qp{YajLdgVARO_O)0-Up@MB4V^ z(fQHqJ;p^V(Iu`WRoNn8ge)|^n-g+%i?AXcwT{W}H|KqVR@Vxi#fZn)q1#er*T;kf zZ{3lsSCvBp7$tg|`_Noqd9AFb!!IfSjgs%?kRggJRjzD$)9uRk>@K*ik=mR^WxGR+ z+=34m_XAH!%H#P76|6sVh5hWVFl^@8#YA}m`JJnqUKaV=CFl*K-5|gm;v0LX!4f^K zlDdc7UI15>1Q8rNRUSZoG5;b<4ga1~c|xf*Sziw|Ul!9y5c_4Yait#jeO|ofY155a zup}9+<95mV^h~Mjt;9N&mHRa7cA0Dl$(mW|h)CxDfp@LJ1WT@g&k_3V2?OLl{O~I8 zFN+oaviRFy7IXY%v0=lnCxtM5<~=R>MvacLB&T9TVNDCO9#J6tAGFY&6!o7Zmgs0# zR#@n>5NWdhTh?>{asL0Nm~Vp5b6ZS|0H(|T8!#OM69W|m8TB~|(!T@KIbXfTrxr)x z(oqQriQc^B`lz~wfTWu^{l%tp8^`}erkl2_o4a(Jq6H_M@tS@82bPZf7nZ(5)x_>yhA~;>dC+E$L|6Ze zq*pvh_uPHQHiQRRpOEUSX+xIU8+H{EC&>Ur>!mpBLUiDo@(O42c9aiCFQzWunF)lx z{C2(j2Z`T5pcjXZ{4FJ)wofWj%V6~QI=Wzd4+SvE;6q>Pe59+r!=fLi83j!U2^$?o zt_N>Om5)0r2oSS7oJqU8+(y3keK995L({AxG&VklVdzk{J5N%DO}zU{Z4#}T#GxE& z1S;WVAR_3UtJCKUZF7`&Dv`j+%J;_=wPTt18&%{w4zI8vLAdCJRVD95pYN!Rt02)! z&sqLG=;Vpo*h;ctI(MwW^Rpmj+{j8o6o)@pHzFKmBcSUTyVu5@HRu{VH?}HvF?V(E zCUp=_npA3TCX1Dj^V-=j0yJMIHY|{M=?0EFix47#YzfB4LVEOB?V#XPHVvNk_7Xq- z82UCD3q0xhGV1tY_eQW{ct%XpNwToZEIij7-^ou}YaL5D%B^TG476vA2EVv!_EUcw z->9VqWYs$q;~eN)omPu5tWi?idC4Z-c1 ze6j%U0`V9FKSlelpOUB{&uw)E5*)r4qBO=OCL-9CB2huB_OCmJ$4siBE58@Plywj zqCaGB7IitHL90>_lNHon_S{NLgJnG&){m|Y>^R^y^Mcn)GV1n)_%7PQ8#(|J6~DO*b{wyHdHbrrBl1In3BFV|}=gx+OeqnQgt0W;OidIm5SvsEXnG zC(+IRP+|4Pbquk$nu=qaMb!=0nO}jZ9ctx$*EPqr3y_t7?~0DkQ|&8AAJ`_+#DPJ< zu@@1uhfb%Nx0m%TX$E)dU+3D-hNE5Ux5s|`K{^9%7(_3K`gpQqztQYc`K&5^yP$2z zI*f?0SX3AsQ^md$zlyFow3G=5oYSls$;&Ud7ISCJWKrlo>aM8O*(ezPFpgbA`0=aY z3~Fb5rOXNdAo(2Fgnm1#%5=FVVtx zcEUB8F@cJ%#T~)Oh6GizB0vtma(RL!E_PVebVW?l?MMVhfY44{{m7Lca%s{yhLwm; z_1s$abjOgLEhqE<$z$!`g}wMdO6h&7@C+i>l!1&;8un^@X2-jh zvu`rdD9%c)hnXFCGH4QsfTNKH`NYAVXc?x9VaG^+r}((BrfP%e6dl<+P0$qYk`Wd` z8Y9_m7`MH>U7}4Eduj$3v#GOQVQo5ey8cG)Uq*`pdFs>P2fQb})Jaj`&aVPUlUVw_d@b!-#F7`6g_vDjU~w1m zOW2S}g^2vF%1jle{%AR9X0;fBAx7}7A{Wb%lIbeGrPLVsY&EYeS+k++s-$i=0z(l) z^gz^Xxd7(>9>@I?)~9191*I&(Y^`8&M_^{^hASM6w_`Nh{->FKPg>9A-F!q9{SK5! zmb0OxlfTxppOi{FEvjOkI51;QWM=4)Czo4a3J@HcP4?J2M2>ZNISqqHIoV{oCZ< zBrPD>#M-@#C@iU9+EGW>U-Rn!UFPyPwX3}utC%psDBb}1!M9f)5p}lfFRvHwga512 z7;5?64gS|_miBkz2z)?L%5n4uWs}Fk?PRJ!XDZqq;xsGrM>N^n;SwMdUA+D|e`coS zr$0!eR0>(GQF_=C#mxPEUft-o6dU5m~7@5QQ1DyOW$7@FN0B5Ki$3& z{oiC7b!MuT!~Ki`p9q#KDsbEG9!K}Zm)M4om|FBeKJ~vgxv|95{!j0`lG|VYT!mW8 z5C?EhcR?r7CF1YJo^YBA9zE3A4QZh`>p20QCn6q9iXo+j7WB*YySdGYj<|v_f!nlL9+TEiu z^6>h*;14F#1P(xmauSV#vU5S) zTAf|97PzxMW*ImkVI%aqQH#l;1~mCA7e1}3cxPr-ez%1FQwuANjLjLO$w#nRl_Vpa zZ~UTe956kS#>!9X(;OdRZ0unfv|h|zQ+mdX7AYHgas-IDhsEH*>{84w^EF#Ki44nc zN^}{nj%W}I$6fpHIi)Y7LP+*-StRjrkQe1UHqFeDewphs=@EHy)4utlg_`sJ*nwt@ zqlAf8kptY_7NqNy(Pui+UL`rgnyMKr|GN_!4?;9_oRf<@WteM{26nU*CX31k6PcH3 z^bhYQx6p(xctwi|Oy9EtPN5xOI2pM8z>UfWU)0{Ry+%qIem9#*CF9^wi?#4++vH9~wYYb@Z=NqCId18F5-PSNT2B9tARedGsV4t4 zQ+^JRm=BD_p~+!bQ=2qp;JNu?to1g~Y*Md8XA)Zi2w zUmBlOPes?IwXv%N)dp^)=Cx|9`p2ea2!g(@InOvcFC@35i&ul7W{Xb@S`F3TfY>!MziuubQ4p^hB|jK#5TFo)3R4{!N(Et z@|eqw$ki>~1$uTe*Hxr?Z9>UVdxFEehdasY7V{&lnYKlIe4%rkCi%~3U(wKv#{ChK zmJL;*3mPiL!8`6BKM_;d=>|Qi)vZV3ySg`wZM758oFZYT3D%v2G>eP51%xm;y{Lr9 zlg4Dr4#7bPl_pm@&k6AJO(9JJqxn~3+poGEgiN(W#jclRt3F|Pme>*%ewsq!`_XKd zoXbZOxoQDy+(w7n?MSaCQ-*Jz_msyXtaIku77_zvITIvZ zv9a40##=F31QGV_qyvei&zYXBn*w|~1(fYR4-pf6o73P_!e<|GMSY2;gpXpcFA<2^ zMGpeWA)&$n1*lY8aVIRSos7l;ca*g#E|p`YJxp*tPXs?G5|7(d#pvDy2Kz~%_lrWP zG<*8UvDp%ft4ZU z!;}niv(z5wCKk)#9NH~M`#(Xb>RXqGR^ez%6X5eH9G#z^6mts z%8s^X<)D;x9F$j{ND>$O!mlMLqF-Ojwk;<(w5y*362QmG(P|B4j^^9US-<%QlZ3q) zJDpLUM zl>a(pYZ~kIZI!U-=B|bYJoDa#CT!X(_P9LQ#$ML>m^}yM*t+*sdo=q{!m_LfNDW+F z3;6555fUbGn&aGwg^JshujXNMVdo9BRA9P7E}xDRQ-H4tI5%^!K^=3B>gV;XbR2fa z*=+1?F(ZIKNI^WZzbS;53XDBMg=lg)lv|wqyiKnKw{#S`(^v&!FyrjVe*n8CkJ}F7 z4zpa`H*getnP;%VZvPR>g3n6)W@Ty;#$W5C!?3VpyTSXirp|bh^A1&U)96wv2#MAMox4D{ZS^Ta0~-p`>M{n^LqZDdt}Cdqj&+gIt-qDm z?j5V?xuM${I5n^wp*=es)s2#@g7_&s&=yadPVGoD#Nn($Iw;9Nb_RWXNe(=H#MQmlJ+>#o9qbPJ9NZ+Tt;j7 z40w5;WU{}0yZu2M**xaU+7OU17RPAY-C!e2-N}R9vvPdBk|Rn);ErB{Cr#^0zU1KD zJD+asxkj8LH|hs|^MoZ!DlM!sO6Y#hJc)7=u1zi#EADtuvE0W1?xF1?5(<~>hf3iW z$_-d8*q${kTnW6e(%*86A6sN|52k8A$xd9vABdH9jICrJWaA>eaVl9}i{Iwv>ltQ&$k`Hc&I2 z#ElS?GM*WLS?8`GwZmoS{N5V$elAvr>o_ze_sc+)kRH{SOL3oWs$yjTH}mHu8fo^B zpfiCB-gz`E?)g+!iWfPqA@*bHaRL|U)|8(Yo-lxjReNN_j?(y3stmkF#E&K0)*~om zT5YADsZq?5uwP>#kQZ7rTWI2U(qDPipWp>4PM|*nXh_jkw-GP;M&ZrqnPR(E1%-Z8 zuh%8fVwkoaNPh7KD9hU3@48p+uSKu44lLpqw1yjfpF4Tv#yWT5-4WMtcSOWO+8%?r zW-9KQ1D7l@g#+F#rtc5@K>{~TCp|5A!qV)k&Q5BajDAx|tSUsxyQ-RKtUp@|A})GiU}m^$Uhqzv1grP+^rV6YBg zn>fx4?+*mtI{!iH-!4I{-$qb9WZ3F)4hIh(1S5`7y=~z7slXS;fu>A#%L?@E(@+(~ z1j^8x*&H)T@qB$(bIp%c(()10vWZ3LDcQt0gg_7J@jo62JL3$e;S8wF^7)xvl#w+G zsjZ&7R$lF|G$Z1MTo5rbS>?xQDYEY0cxh6e_jpDkHd^R?G0AO-l~;+WZ?n+5RAH z)onVd{66#7P*BKzLoZUvM+#f?35wc}4RU>N?&M2hf<-M_=K|(F>)iCOHFoE503vWY zQDma1-OsB6v}>F(Gfm_ac$9j4UHx!Z>(C@_1O&YnC^Z)cJO}AmW4~(S3}BpBq7m%( zhL{^5f^KV=Tu;+Bcb-tsj$%f6)e;PNI;eB5vJ9_sDioZxQv7XX_*V0}~xrID!+FiS; zE0aGfPFsc=CLkr2q)ub6Au=dZx!h7?>9<`!d&e3}4l@e=jo z%*#iH^DjXbKk25qp<=&Qwl~&c)(+%^_b%2?;S9m+e(uo`6P-wh?Fh?|_$K^Fs;e#m zt=;+eN+U~3b71JRLJ_v_%}+2<97Wd{^d(d|@QGBw9K~s+C{k#twnY?dgL7rbP$u=c(W!;-)HmUDT%84`UQG!GZ zi_aS6dyu!D;}&{0$!Xx%5!1XhcYFk{kiQa7LNv65zb0c>2#oLYr}FT$`l-d{fhEEV zzk#+>MZvr&!CS&d-F=dC_fJsk>TIcYNxYQXAoZb_Ycg{b zqJ8g)`FWT!Xh<=hU^!=oZ>S76k*79(FneJiSFYv4B0ot>lMf+AZpwVU=(m@DkoE%? z^2c+t!H5V9@{57`OUEF@42Y}XbGeyVwd1jJpQ2f=lbNFihrQDJxWE6-b%_R#)z{B zlDd5*2=cAM%`|7W=IWWXv~E!mHMou*CT7yN43PR}qiFnB0EPH8)Ouz@RM|Sc)%x}f z4NoS6FAt{hEON0mxVDU@>kY<{r>(&QBoN7yA($=M+SiauzM?#~2gW9Ol2Ep)1|ce5 zm1l+isXVZv&`sviR&N|+Nn(8Vy^m`M=ZfJ|e9&Bm z(b}`FpZTlAzK0SPv|A|`eg**2?vtuoD+fjGsJWX|sy4&OwVK3+c_CKjZdj5(sdB>I zQ)*$>E@cNEi1~QsNS$=dC!%coAp(Niqk#c?tCh`Seu;&*(S8xAtj zuUH`6y)=?;T1c*gJo`+-Q)d=15JHV)iF&yZ!?O;LfqE4>e;TN6f zAWwcg5f~F;gK!B!)PS+_(K&xeSS%3v!LoeLeo@GIT33Q1|3R-%fTTfX0*y6FBys2JQ|D7n+6iQ7>kl^;z+?#@PSy5Xn` z!RAl99*I@!J7av_-RQSRqwAo5Fn>-9;QouQ zP7`1vZK}#3IO7~D|Dq>xgK}NubUjKB;GAY}VB6fu&DYcqO#fQ$9NnfrmRsUX5{IpM zUv36qJ!Z7Y%`7Lz>wf6{R9}r!^G>^3simuoQ*orr<6-h3->KVC-8X3$N|+~@58Uq2 zL72;#+_Q#OKG~H}K9j+JOZ3i@`os@`_>_kW=`5`l)e9hg%&UH6J0%mf5cL2(X?h}j z+`SlK2R1brbm*w;9d@AvN{pq`=y@v_TeK~lYfrY8FNoSjZdj$vY$hc;l$7@Pi z3WyI2YJ%xrx3RG+7nuP0#OfL6Z=P(rZ?LA^s@;YLWCuk(lT@{T-{o-o31!IYaagm{ zw$IVBGq25kEo0u8|5`>z8Lu*p$&U_8ovGuNai=_IeeEt=!yS}eMJ8^1Q${2HYQKv7 z(Oxn{`@+ubzVKFLJW2_I#eu`Od6m8%I45%abwhaGH^1wxcRf1?U!@ii6wVSkdPvyK za7~O~c&+ssvEw23SAX}+cIOwZr)4w@pXcinT56B<6>YvUTCZ~fLK@uo^{!!L$W954usjBG4PSkq8w>iQqV_V0fZ{X8>8rQ@8^ zQdxO^FJ-ZH9XY6QM3@v=`{Ppm!42Rn{|G6FK2X90YRG+v1 zhE#|qThArBx*A6^D4qd0SmO4Z(Wd*Z3{h<3!WohUPm5N0xiIGI69rEp*b=`x3UmA3 z$3%)3-(>ihiR@xGq>?8jU#W5ige_K)&}ZfjgoDITr>Q zi#NArSO_nMyXtY9&i250HmQ@MuNJs2Fw%q^J8)fzZ=`NPUyqCv@@Q%v%%7z*+<7gW zdx~m$u0rn*lEAe-%>q?a3}OiT_Q8g(PL{|YFXh-cI;~x;`wKz%0^GNGY3XCL42z)~ zq3)fxQDXRl(shB7;((PDVJ(!S9i_q?oo{BVM{kX&^MRdf1*4W~P2M>}WqzyuryVmI zXXPcozf)cXY-|-@l zfvy!3XoQl+!P(=qA5EQdD%U`6pH9s>Lg+rIpM@p@&8sH=0SG=rLK8#osVK1{`&aV+ zX&YoWf@j;S9Jc_+QRe{<~`s13^l4s|`c=3HgPfhlL=(wRze&;-LZASL;67wOXYVuOo@S^_4 z)Wmx>>y;bc@pY2gKfr{7gGs?Wo;k4QLRda{1_LC05S)dQ;?vTfR-R^Xti&t|g)GcZA zaxuA1+)1ir;(%?7V3l0=8o)!a%RuQeY;)G6y^7ZxHIde9Y6}*x0v_pt4B6pq=oVT!W-#lkFbBW#+3k->V&)%=I6T|E+roq(03a^DxISn;_rH z0M|BY1C$}F3~Mqs`x!$6sY~-Ayqhb#d!}WY(d(J;A;3LG5Yt|BneUmfT}65G!5EaV z*RW3GGZthK%A(W9Hbdmrvqm*v6`NTkQ13oBQ`U)dFZf=|D!)qYv ze=#4hcb zGo3gE6Gz<)$N=fZV81$X=idwuFLu{^YR9V!_fqreB zT;&8l+z0d7FzQxab(jDfZdIwP^<<_oxaFAwPw?X?tjeXW=iQ@29u3)txTP`o0>1v7 zF?9#dn(QH_v)|kpHmXV_jZ|YrCDw?ge9ia0h7{ELLlqfcvpuZkZ!QyWUcu=dN(FDv z`x$@1!|HryEOq(k@PK+#VIsmoXF^J=;Bp!z92(k&tPvLr3x2$WFQ19A%wiM4A2lS< zY{kc5jyytf6L_oV3VMhQ@Q4@0;T&{j0q(nx6G*w?z&Tbi#$B@Cu*OuIiXpyZ$`H7*h5j} z+}FlVl9B3pDC0w*!XGHpS-`|Cf}AwwRe6o|H3<2y9O8v~y^M#_HWgIJrO)dP9H}K;FUeKq>`J!lHI86j?jZ3UUGW(s-4YD%Cm|R z6s2@wZhvz}3MmjKMGao}kiFbXDow$wYqu=I4+4F691NpM zc3AG^XG51q?AF~m5_qF3-&0l)Zn2e`6Wn0XzYzp=g0084=TXY0?cE;XpJ*g!PF$mXL} z46o5*25ULQblNm<=|Q6KBng17`z6y{ubrZiZ7jEvkDq@Y12cnoH=zh5D8xpSM?{QP zeb7i~WI89-kz3#}9f4`g+3*7(M=gWz7QV~KWwSg<8AX=D!`_-YZfkAL4!opMWgPBl zze=pcQTBZOt@)VkgndiLf%BFreFBgZu5JE}7sIu>`0`4icOm>#EQ0i#AW~g0e0g{D zRw?p;A^mvYF7je)Tjfc~&jiVN_!Ss4YpC1m`S{bwpua5~GO=So>+TGTRbg1qP_6{& z{-%1fi|bx=rJ-DLLWG7&8=<$T|HHMy#p~|?K=cEBAZCnFC0KP>KK>7wQoMoM*Adyr>?GjaWkT9`Mi)ePR2kM>oU>1H{t$vV%1XgJTG{Gwz_yiB>N4x#Wte# zRP~yd^SHx}fT4g52zgV$IfDBYs+9iXv6aRDdd^BBu2U75g9hCjv-u_OXSuL}oGIYQ zYK_nzwY}~f^9+`y4db?MF2D!n86p>;aI-C{Xtq%a>sVBb%R~yTXVrVRf`O4Hi7y@F zj5Apcjb2N~UgYzI*E~dY#xo)5303Lx&<2S0?~t%_T1S z??UN{!j7Q%C-N~F^p-`bSuv247$9yp_(N>`TUHufm?sM_Jq6bFz)#+Q`%9UeEY~l5 zFtdU4&u7-EzX0|)RkDUkA`LUfKxzd&QeQw=r?$#DimAri>88C0Wj!l=UhZ~l zi|09J*OiKu10~}8Oe>fIgYDFGsu2-rclbk-)Mut+q=Hlgd1W+QRR&k22S6{??R@57 z(l?O~9w=!w_W-IfuGU=Zgsv_To-8FX*H8Yg&qJ&u;@WP!uJD`6imyxq1z#3?z2DTU zGK|%HqAeS>MRJ#!g;*^Y!ikiQq9>rRC=WoY!F7k?JC~OoUnkF1?)BPS@?Naq2Ik<~ zqKZ8EQXLJAc8xD&w6dNdX*%0LU)48GW53xVuElme-Ql9$9QdfNNP%K{t!X%quG@{r z;*I8`_{#&J*@D4Xj)tTz;dj$q^ugl?K@I6c`g4~?T61I!9iU2PpXM(`DLQK7jA-N5 zv43H-mINnia8s5IswP?k;T(Rnsr=#Y>r8(hxwY@`L=y*T9}|e5wL`3)nW>J_wn?VI zkmj1dpo~EF?2Bc;9(a6J|Nb!)lb;sf6}Nk$G=g5EOJ!Hu%`Rsk7;1 zPVr_RUkJH^B2T~7?bF}k$c2LCzB$UevatUC_C{Gxg}QdfDj7Yu12+=|(uK)jHH$xl zYfY2tf~|ObIt#3kCU|`2>FO9XM821mxN(o5a~SPy=dNc}dQjEc^Vqh9 zMU0l^_;RNQ@RNs7dVQ=`QjT9ng%^vhYWR(!vKsUOEhj2o`h%FTmbMuOa<1Xh;RUql_J_qW4{H6pq_ZU%zT`X-U9Vmdk_uWyQ0-lxntH^~9Yf?*ldeH-eH!IBeYk z<724*Z#4dYYNz~o+<4MHXV8X1b)QpnYO;&zopb-hKfEsbEqFFrRP|-|M*1P>`iox^RSn^ zjFgo>ff#EzJhnhlq$Io`c{T5r*du5jxUXZEKtr+9>HRt#(Q5C>w}d2%c`|m z2yq#?0v*UTber`-ZrCe2NFM9BSvcy^L~JNgGCT8&X}_Btcm0vUIz)brYP49(kV98P ziXhQcv2{ozKk2s#prU#f+XpONUlCQ9NgWNNkPqsE{l3=4(*e)v+S;biVir!NdlQxv zaRe**9R+1shQMucF9;ro9>Bp1rcNH#ba&*;R;X%NbJ%VONYFhL+?1w;Wgd$nnRBLJ z*UEn;*K|@^u%OvXM_Kx*x31Hdf3{@l1Y!g(^a1rls*_oX4|@-1O+5KJ!VE@ZR~`{s zV#;g?JP4;-_8>-C?k9NJ)dnYYYLx?LC3K=wp{zzA0{G}X&7ZMPfXeoIIlXeVDA%Z- zD1NV4hrBByJy$mSoeLS-xSIfhJMhaI)zm3I{VJ`IL+gW9YtLE(-A2;^x-B1yrwa<* zcaXyF>Go-r8KACQTv_}u0i2rLgJ+RS4!(fJAP0$c>_}t~H z`^0DZOE`ywZXJt=PDXiks&^=Fka8~Kz&C$oKWb(STQzbgt}TT(-1gWU1m#P}45~H{ zj$s_asDA!M6!r&&dnb<>ei6m*HP;XpTJoOo!t(kfr-&nNC&vB31A^u0yM+=;ic5;85kn0KlLk9u20-ERZvRWxgEWa=|%Dt@fTQnsQHg{ z9uv&Wy}(2XsE_901g?jr-Nn2jktdqNPt?OlH%{q=AVF84!^!3sk&&NY;`SAJ2kVy` zI=*&sepsERu~1ee9%8G>)L%pqL02-Es!nZhMInquZUs|gY&7)y-cJRrZf;0By6`mQ zY9)$1-w&u;TY3r~t&LQ@axvLN$F0$~;8*eVZgKMksMyx?_VjH@zWZCluI3v?7X|@x z=@ONjx@W0Bjr?PS?*AxC2YsO^K?b|=*FHgrRba#nN3@h=Z`GVyrK3mDzTT8(Ya0~3 z_Ku-r_I`Qu6kz9!CDpv#k>X+wWpV2o#}l`Wm7=HKJq+lboxA#D&GtdMtk5u_j>j)C z&r8H5u$zY^X*)-(jjeww4*IyEQ^uow4)A}`Y9x;o?_4H^ z+17}NCOO9^^go5-``flfl=PgA$m_d+j)S*!IEGW*YV_CMGKOgo$g_%XuNK<5v?&bW2t5EpZBvfNGq{YtOPrm7XaA)JFF_bG81lC|xa4ksJIOZlnk%60qMM3eAu~#L-VO&;x zh2mCRW9vJ0+PzMqD!%c{*#g2u9t(L1V|DwQ1o;R0LbdDMe0bCg!;)L|XXXPqRx64` z*Xik%TbJBbVrXc5QmMX(Rs?~@n0S1xoe=)KpRbFM#S*{KMDRY&f@5Yi`<1jknzYjL z>nCOIz8#{&nlI--)Edv}^+l@Xm&Sq=Ae736HJ`P7&C$00MeoeBsqNwze9gr8UwH8g zm}B#Q*JGgHCj+P*!=^0;z*IvwE@E=D-yhZ0Py6vB(BjpW(nLmUL$Vd}bzoyTK%F6j z85XxdMUfb6E>&_c!*lPw;uA3CH*k-u-Q?K0K}wBSl^Z>MEG_GMba^Pl&d;#_$EoA_ zH_c0N%UjRY4#gatQ1xRv57g{*`%V;7d-q?cGz7EAQ35p#Zl{W0sQaT5Sv5PTL*dt{ zCVc4(==6ud2CDa!{mj#oOU(E-OR})6Y!UI^I|ylp8f<_isDy7RfIB>0E`KNUL3nR+ zxx6=8H46R_C!u5xpyXU>462yh!XMTBB2tm985fbd$C4^!Rzjwqxd(PmgAI8e@Z}es zvt?G3dGov@UDS*oza;RItaFE-d=7SI)nBVwv2V_}KV*^p#hP@hsC3e-+fY7S>RyZ6 z;#dd5JHnl07w$s~ds_Gm&AhRE(}lI4Y9cSMc-0WBk}>2fSt7vq878L#eB+p~E{#(f z2u8iC*_97Z)3~%UKF$=!?h4oJ#SF>&H<^6=MYPnl2O&#dho29zYUYlCMI;n~4oFah z=5e~E1s%$)U1~_bbn@OhEo5H9`b!W)u z)&N;2?)^T5@w6>s^-x$mudrm;C+nM+W>sWn+PhjJf@BOinau@z_&L`vqQ(ci0=yG? zH&S*o>KYEFQITnl#i+uTH3`#;b;y(Vog1swpz~}^m<8uPGA7G1>9Dl_XYRw(O-NLF zO5TyzM0T=>#~Pz2gbSD&>K{rh4J#@k7>OOun)I6i4<5RidWXD8t(p2>iQBntx>;VT z?FU$?`MPnyMj?}vEi=|(NS5@dNc=;H$T{H1%H1Je0P&MGoughonj4@yRgnN!Zy^WW%@<@pKY&+Qoe2zQc+>ZIW60jP zar`Vf)0uz(&!)|0DnPi9g3lc7!^?U+Y9$It*zy1iL6wpAK*S~1b6VvYf234IB?E@- zBk^;xlc^3i!y@MZm6_W&oPeD0x92rE+zK=rrRhn1>qe8l^-Zq+^`TBA<)PLu{8bv@%n6|P#%s!D@DIbDNi z&Vm{YV}GmJzwfG?#HY`+rUs{(O zx2Nld!Z>-9SUEdUojX`D9_#=nRjZYh!n`Ty>Ki5N4p=TrzO3`@S$qv>%UHL1#>X5f zzU6a8JLid@V*=idL$yv)sL5PP=M!Y~?X+9Qw0!f*Xrw`;D8LIg!!++U7>;;2*(6k~G+?TxAkxMHmxxH9O8rrZK-u~r5CMc? zai;_W&RK{U?cAg-)(l{j*4x#DEv`QFI9TXjzW$ivj-UA&X;y2fS$8ULVF~24=zSGZ@7DS}t*(XdkTJRW3$5V>?w|zmS@n zF^7KrptN*zQvw`qH& z-O#w?rvMxlA5f%|ik8jptNh}*4;#m#S5jyz_k$i%h0OFl+NdrX6K5=BgUo_}B#X&Oq5c9P*}e0<7!_ux(Li4HJ+N}@>LJDeiACC^!$pqr6u zSCCL1qSIhi(mUQqYxJ#IDT@^fC$qDyebs+zvKYA1cl)%1*a>m)m~-gL=JI2VxhJCP zeiiW6B?k_#$rBS1vV}*1(%ahPX6$N}ncHZ-N9lfh2GZQtH`}J%PE^Oi)%g2S8l$86 zk+MMc_CFiX73e)@9`W~aGQ3rkxcz+ZHR2g5pG(^r<@hq-|QIzH$i2|5-UitmJnzPitTJHu%;Wjw^!-L5aFZV zBJiKU{{Z3tubAL|dlV<}@RH+iZs$+-KDj=5_IoEb5qa3SYhbdlrPXf8(DYck1VU9KRJPbGekZsRT^F_8!%6Glz zDLKdAf8r<(O}vaZ=DacX#m#Yc$dg(Yi&a<^qx!&L9;uN(*uNIO7Mj#mQT%F#(?Dv7 zr?N{6tgnPhsDJm|g?6%yL#Tz>ukhp4VQkAR0^-BeMC?8vK5q6w{sH#b>jToOrifYaEzLUfU(C6iLc6E8DZ7>b@$*Ex?B)w5TY5il)Y>%06&!l8{Zc1V+I%A4g zMsvSUq)rXt{53YRn~Et#_Ivs`rP&w1=~Djfx{uDr2vdv`)Gu$b{G>WhK zOK#kbN6}GSt$AUhM?MJ9yq5oLnn{koEvC@&Y=g6ja1>jZdf%yvgKGhL+xZ>SWU`1` z+5V3^)m?J+v-D;~jEd$^6OF=+@o5^UY+)XR(OZV?LgQe%vIl_u0tmUc+h2^XL^RUvP<5eq%sScE(y6Nln&y}6_K{@o^RW6SrJNkShSbt*TkwX}MRJY&`LNPo{t{7<(_Hqv7hIMkp{ zbRM0Fg$SHfqASEYk6BwcHc@>F^)!JX1Y?N~J8!BKYl9-1Q&@V8TQ$=;R%S?zzH3s> zv&DBGR*iKZs;hk}ilJXjsF#(f>|#mkVG*rs^Gnp;Q)&t}N_0d9bm$(Rhs;&!CYIX0 zwBQzpH`B@+81}p6+Bzom<%H84513N&eevt{3bmCs0q0evVQQ}qlqad=$_KmH#P;n* zK`O+9i(c7>0-x_rw5!dHyK5sUdf7iln3z5rNP^~5wYyzPnrwBA|0G-dyC#BiD`I@N~e+huyw5>R&*%Ut+9U18@sg*lr7Q{gWl z{t|DT+l-#HPn!w8X9AtS!Es}}@rC#(zDb7O=B$hFGQP@9X2O$TJB|!P9FVJHKqrxc zp!9h-<7#aYnoK7F`+gr7!a9v|JTAz#RGD44q<^BK<+c``>KJ|6LCH4>21{SYy#qHb zfY14*pm>rL|Df$N!Iowmy3fG}CSuO$grKAcpPkToIhMxOJWZ(Gk?)e%=og{TLnd3}e$EC!|5}}l$dY_w&4Q&Kuw9;_H1~@@q9WqEL6JgcH0>4_ZyG1# zq*;2aqJk&=O-f$$Jt<0Jk<&43y240tP@$G7K5UmzvQdeaGQTEXhkZsPGW8qupsG z#km-#P;*6GjhX@HwI||pG z@AXC}1YigR2nPn30azF}TyvkayVh#@3dU7NcW&4*0dyj-;AwRxaB-K^f7m(d#n0}K zMY|N{M`}F9rx8rOQ!)$F+Ysx-KO3ucw=hp%lF z-|@{RWLr&1PB?;4xt4gIH^eKJ*A0KxlHZ#<;@<9~nK0Jb%_vMC=k~3G_@2X1rMn8E z$goR~#dmj##v-Ti0|_jKd(&Oz8J}Y$nHp!4_1bGqlhxNRoq&&rG<&};cqtYoB;00N zyL|6~>DUGALET>iy?Rp_X=2`3#vo?DR&ILNHm;Rmwt$3v7XAC&cDLH?5w&zg`(*c0Kwi z_Iicm;#t_%h1IO@yCpC4$4{ery>3o+Ox>NB*o;Y3(nX~wr4Yx5P_1QU$^5hQs>ITS z?<@TcHXb$ghZD2Gl1}&0_%#70T8L^!m|IS~wv4o~zg018hJVq~p@cwtIGMW)=m>oW zTedKvwNK>W!oro;{XM@b_BHCdE^KPgcOFrCNP{iKZhD>gp0p&%kLAgm(Q{-K4f=WS zG(1m|Wwsc@m0#((gL!&IdC1BIeleLClK4danZqqmuNa1vnJAHB=Q+1 zHf%8JsQmZA`o7?+MB)fUgq)R}v9(`Bz4hC}QvNEwG7&4sdd4`!79{P<_f~*|*Ns|C z(p8Ib+zohP2&c3s$l8C!N<%1dw|O&;VnrV7d{E0MXS46o6SB(N?%9aT=fYu zaY&!(t*tOp;ao*O+^U3)!`k2kdX*D-mR9l7Y-#h;;K+l_4F~4Hh|Gdy&9R)rmv+by zCnh|zms#xuIvTRRZfIRBUb7~Gk0cmx3C~i)h#2ydd2FynsOXg(TZVNS0dDs&TB zi0H>1oSHz+5`ILS5|I1zPn!0f2YCZndGW@br{Suogu)`%xJh6L7u9L!$oYJS6@*@o z(J%`&RVDUbeP~Mnr>_JA2EJ~Bx~br=FoC!y>7)7iS-xo8#pJzLMA^<@%#1<+O%F{)M6G_cLV$5o%GW&fJR-PZ!N*~$hZ?Y?<^EolT zJlv0M$pEk_7~ve*oGQ&*3DM%ibu$kA0M8!90_2?iX-1f&lO_eM>-aA~HP21I201 zWzsMBO=^7%yCO}WISDA{dDRd(|@%9(Q?FzV*mFnkaYHRXt9+u>^-nar zdMXx^f2eF=GOD|ElG?Um2a({L61msS2DX2MzFQRhf^VhIf?hu=_cZH95$NDVxQOmy zyyR(kaltc}O_ov80?K|Q!hbHI#_CZ$o_3;9K8s>gqV0_3OC+Kgo#_^1yJq&Cv08LA zcR-3$1oFXCo+ll6MI7pC=g#U{g2dK zlxY?e6d?3COJAodADdq?rVY}4hh5o(F%~9@!Vh_Qy`9`k(N69xeRnzcsWRzHk+Otq z<(56-VBaeYz#;+TFLV`rgSTrOqxYYnYwBoTIXPsh`;}gcW*G^8tCpG3?Q#ErcRx!D zVK&?I9B@C#$C{!~>Ry&9xXWyAyUMv4VPQW!HXzEJ;rhfg2?I%=zO90^EXK+#$%rTl$Ur_OM2d?A1BCkR^^Wj=P|YO@>sV`=Qo}Yv^yU z3n^p~7TTj)r8cYs*K_63fsTH1%0PleZ#+t0oyjvu1~an`A=}a_uYlEGSJz*Cch^r@ zs%2u^xn{#)Wjk9>C~kzz4dpaCO0U^J5#N-HaS-E#O?eN{LlfaS7&+9}5I_?;gjEkP zvsJ!wOUHrNKP<&@^7X&tmz4~=}XK>4z$#5`SgTvYHAgE0T*<0r* zTSF3&43-tiyC3)9)R+`V(%4km_>h|2NkQ%5l8&DDjC&UFkf?Y+)X%mbbZ9$=*qH(q zx9?~=k&vJ1JPFTijk0MJJq#J-zSTRcW+WFHU@Xb%Y*MF^VwB3QoX-f@d5^Z`^k<>rh?Iv-DUi@~c7 zFFXEx-iE=+nwRE_7>Y=Ylel5xfZ6*2uj3fU@6UMLUwhS-KQeUO&JGwTg-1OAGvi7& zH_gf;2=hxwV)R?O^oY-XTh4LL5I?=D3fDqVM9c<__RIw{e z8J5U1KcP;^^NWc6tiQ5qiuBHYU~{nXQ{DVB49ESi+5HEG3i4&nK_VE^6 z7MQt1{wo3kk%p+Ur=H)Ora+~#*-5MJ7GiP@j-6CR$;GmjElw1gMQgo)Ci6hY5bs#K zaK2Y<7X1MP*}Hw1k{hG8?70SgdT@9w=PG|Bq1B!1{6y8W(iHs@CyEY$2~nBkr=8`I zbswXy9nhagAU0z&#XyG68%y-=Oyi{m{lGr#2C%^W5*xa7Gt<%U5jm)_)d8hHH8E9( zX%&v#N6{aYHu4In>h|qvARS%^GE$VlLee;QiZ1^Q&XB&oTiZ}JyS{@_u zLI-vsnSTgZzk^CUUf4!YY)bQHvdS#C)7Zd1`5hE*ZZdiF?K%6Nw8Iv7SJ4}m z6vN1)=^KnH;S@g_Ma3Z*Lozs%l5>{mrT1(GEijG(^E8N!RC(1C|8^OH*sq6XW!r@A zTrPgPY7{o#zSNQAF7i@0l{+ClIb3DFUw|kL`%bJp(xq`Rrq6J2d+r``peJ9$XhtN` zWYTCvz*iYo%`LheEBQe49uwti?Oe8A%I6zSyet-X5H2E%x^)PvgtwnWbsZMnW36&F z>kN(ru}#hn2sg8Z1;fa!(%j@a+I$I4Z&zu0t1Q{;1dXx*BW&;VCaZ~-!(*&p71ryl zDw-gWDX@2O+%LR3{c}=d7(8fgzNkK$<3uc)61N(q#*u|P+R*MFrJ@s(&%}k6Nj*4Q zH@)L^RR7*l?mLQNu0kJL)?2TAP}#ydak>APG_Do+qS!3AIYlZwun{ zR)|^9idCB55a6igBwL`P8kU3KXYTLIK7#)u+D7x7PaQ0k5yZE=`){uHZaXOqD+pwn zFM2;ulS}Kzh3~De_{t)oGDry|dbBRF;>`AiJc{iT`TOn_soLAmk zTu--1DW$UVi9oxc{I=#F0;+tJV4=?)cL^fxkBw)z+f2swuI+M2pcV5U;9uAYA$O0lyTDD$56zY7xOw-Rdr=V z^}X`TS4F>0o_MVI{qXH1=iq=JX2`!d|K667ck_MRFfLu&>s}9^4GAE6KYavvJEk41 zM*DRu#GuF#;6Va;L`Bd2L66xky6Nq_CRm5~o{03>?s^M2GsT-Y($H7@G9yVag8tZHA&%+#aL<8#Y@ z#$JuT;iL`7e710Dd0v*yU`6Ol-C`q3i{+8<>s024A4~XNh=L}tE*7-G%w8lZ+7WTZ z@n#!DSjCt^b+gS^)#|Ezlt0bWw zPG1xG{h?=Gn#sBu)C^yN7`nszGml;;T_P=wN4j)ayyqK3^L4VDhPQS8Y(QTaPSgRl z{ySfj`@mCDpzKI9Py_f1Qu$Fs{8D-0z_mDp1T=&y=O;#9|19mx+Dsl^k1Y$KHY59k z*|~j=k5&6@S>o+{-q2kYnpFo*1pYOTR{7>Bt6Eaqg+2Hh5>WHOW;g$Dv;9fNNRsO? zfh25;U_pcQG0P zkX^1>riXlm+>43KlKKw6G3OsaVthb5PEn~XulYH)c(!<{A2X3hQDo_`kpXi%n1$=~ z>8k*hVeNnvk~!y9h*B~ip30B6O_>|l+6pr?73CRM(Hziqc9D@*`&2BF!U;_3w;oFm zCYS@xN5QDH^8`hfZ5X91J|QYSt}#VvZ0hujCDVT3Sr>Hll)`}y4*B_+uH4Nq`j9~# zpWvL`p^~&;E(96|MnXe8vlSX%a1gA$*Ii3X`~-(KH!N(txhK47%qYX#!6G)MmPtm_ z8=_xPn3sR4p^A~R(VxBaMt@ao>I;$UQ=58KCAoP+(|~I}6;ADLjxG&-KAtIs%t{rl z&glyg@s@UuhxKgA&fV4*G3h+3=E2S}IX;G9nsQ&}u+~z+Ao>uI!PVzep1~jjlf`jX zQi+4frL2Cd8DKnA5sf(narad+Tg=j+Be+Nto1Ne3tUVGj0~8Z>;nVN}gf zhPs2&7?w9Ax0u{T$BmNw7tsL7!xNB4zc0_QG7R`=i-ILr8`lRqR@Rn|jfqT*g!2rg zw*!@NubyvGl<_!Safm?^v3l^te=;F3)>@Lj8P_2{<$5J{E#kiaAT^)m*L<-3{r2}H z2BJ_+RRevnih-`@;AT`h;uK(9XIv9Q;BKwy;x_2vsMEofQ?JP*n;{#it=3S@gcFgZ z{({oZFY69+_w^m;DoAB)45y?S-J)w%t6>n;$Vf!mg7z6n?JZ`PqVm$F;9dx+lfbU5 zY7kFtxMgb6M#(Dr&fZBhLx>Thc;Xf3eovv4nY#l#AT zh)b6~Wa1bnXh5m|H0FA8vu09^wESkXagljsVmMri+s8{jsN$xWUXn<%u$n0|$@5W~ z$2*5bQkaPZY!{znqGS_R?vjxVm!Tn&m(8KwkT5RX(On4ZBj>E`+`E7?9@RJVYX9Dv z0IkM?2dE>o#Pu?}1-^9|a7s_(rL=gSmWOO|?Y|vZX|W_~K&jb)`|^ulNMx?NK>*lx z>29SvZDMSi#g5n8*4fjOMvVbe?3_m5Z4%0-{J>}_D6}A9xi?)PLk(ImAS6CjS6LLA zsq7uP+3&7mjQR^NB24D=i0(DPdyI}gsE%bkAe+isHIs~TH8t8Q0o z-$f9pizeeY{cC1!n-6`#!mAYx#nb3GRTUaNFbip(>AS{CIUE!r7l?G=fnryPcuf6$2IwMU~>@r90J7t<1J-Dzr zre&wm8l-bJ9K#YPe*+I?AT8QFsDN0ps+gbpH`lw z^BvJr8>GjelX*#(oird!03 ztQi>`wf0$5(#x9!D!^Y0XfuBdYFu}|MPK*+z}2|2Zzyd$Ed2>uGX7$~h>?w;+vL*c z-4@pOBVP}}lbFqYMJcx$Q8T?uIqN{_$>3XFXY>@Mji9a_E%}_}`BjQsg|R+NNqAtq z;HxC_)QYQMZp)_N!4rlJ@&#&&ku#GjzWyMb{>Tk?=eVxiN>=}SKatMGNXetFT_2)N zY-Ykh7i8-7g~Y;hYZkti)Wk0q z{o|u$7E=ayj3M%E3Ocf)lGDG4%CDb=)JR3L6V5C@LEjZ0|aoSue`&-4`ih8u^WTL{zs zJg`NKd(purK)nT6V}%g!T_}n*o}Qk@PmI}%ICHc;t?PhZ8|?9QqiW8%!|7ms31dya zVW{mc@YZ^33L^K6r%5^{t%_3iXDZ^6!i}VzNJ?W?XAk*AX&>f34y#s;p%`vu)+%v4 zgM2^xFCzU~lRiU18?u7MJ7s8Lf_c`?Nqv{@EIUkf27p37arVEz|Xi-N+o9fbx>iVD%K$`fmPwfXD+SDB> zQIhx3`u6De3Y;6Si@jrgX#H%JxVRV&;(A5-N2G_WhF{Yq`7Gje2Z$SHp58pJTPzim zo;Lul6fSRpNvI&o*X#jb@b7@8jt-7q;E0k2ySRo&(_^_(Lk{L&?C-c6s(LA8+-Xv$ znqoKqGNVS=2+-WGpQ_7E>#^s+8qeIGVV+omHq*l5TD9pp?l>q%S(IZ95^XVvfeInOwmc~?&6!6 zBsr1p-CzM^-P>V98K}-`I3a-w*$@p@71@bH;N(^MRDa%*(&Du|-zE+bC|{w4<#9SA zvsj}VofFH1)DYDZWX!EWjTR3F=87)W*?zwDw7WIv2Zlo*NWx{zpP(worpwsHL^mvn zRi@Hm*m?eJ2_@ORp4-%EP05o^k--kEC}gxzokx+s?K~Cy2$i`{5oH*5)}y#T)jkMu zm2(}ruU8zCHDGaf!bnWV&Nkk{_ZLy%-`aA|(vM1@-;C;$=NCwyUnx9p@_t!TuW6$z%QatrQZp{VMnEw zYY!wm55dPCKNVj?^84z-D9W~jb1z7Z@F3?pKtzaBXv1XSSU}&RON2o{Sc}C$sP+Pi zfl1V}xdQ5ZSdxw_^fFItCH9LPcdq-V?@z$^j9*5!=ETqzSfWCEp-wc|r`-8D4!Olx zVDa~q!l{t{gTEsDGj2swN8ynBKa))it$Uln#N7#{{H;K_R7l_7lNCvKyB-uab-U4T z{Vk%76VC1Lu?Xc5GB5gj`4WjA+-lALSu~-V6GIzI?@r{sNgn z{g#w`1&_s2{q0@Fc1IkkOLK*>pvQNc?)!^FY$keoORQOzk`TSc?K)H!@qif1;HFD z@Tak{mDMvF52yd#dlN&Oc*gdPe{OD83etH@2a*OOr-Ud6t0k)W zXXg%o5%JX~_z#q3^SP7{2{lLr*i;w>ZR6|>?lZ#6+fvw*@wZ1u&9$>`T9+plM* z2Z))sv>hYH`WRbT%0G7IpF1S4RzyUO(Y^23+R`m}JcQWab< ztm~lKVF_zrA?skr5#9!=km0#Wue?bzo&DIfX4%yNSnU`Tfjk`8X$~In(9Ww$9~91Q z!~@20MPiJenlT29L&`)9ZzjjF#mH|Cl@>0?u}>2q#~Jj!N7Z4krW-$63;ll59lvGi zpDy{lYO(wKV-AXVP!`MMTYT{Pt~;ffc_)t6Ts5yQq8w;P@T#eQ3@raj4Z5hjreIHb z!_Yet#m;L-dBZIHqeQt<@S9{Ywv<<11RwpK8q!zp0>1<3UqIiqcBi-Qof2PseZBjY z`G@4-?zh}+ep7)^-bdr7KbT&_jS|j_ZsmA^jaXNOw(Ne=J+V$++v_-fE?E}*!{@Oc zOJakC`IeCyR&t@H+nePYg?SpN?uGsa|C!5RL+)!=L$J|IHWfxP)Nx^0pemcncG{^4`N1IK3xlmeJH+e;U+f#<7vFi^)$&Iud(|NFC&Cw zPEA2SD;@woeODU*))0W0_v1{^dE=ud=(?2h3MY5ojngj3*n83@NyY^hw{!LU!md~4 zDi2ad)B4xVVm_L9PDTsiM_*L@{=Qd37h6!SVlQx0O{Y};n91|_!}|5JHqqu5uTP(q zX1ZUWQta@LD0+EOJ*W!rn0`hP&aTpSFgB6vGsiT#!Zc=FYxgMiWy|8y7zRJN zUU>=f>P?Qw+OLx3U*Vh;2Yei7_v`dFmj|Y!Y?r&H1AAHm?7d6{g>BC-9UAamGQ}$#i-#GYI_>~~N@{6eXvrKdM1+`FsN_0`| zt>{uhZf@u9Sa2ZU@|i?fDd(oa$|g`K$}PaAsK&dLlc&bWK>e5ujlZHYI=uG{*Z6P( z3vazkruhVEU9`E7=bJ?7MQ-JpXyVSJxOQE&F00=#js57-kFsjT-ZOGyq;L3*ep(A5 zUw8qhb2OQ_ADdwLwySWZoX<_CdH z@-PxU@x3+K#68<_=l=cXBE>|_$TpY3Jqxq>zIm2^e7 z`%DRr_Zw++W2Nhh^L=YcY6qI3--y|Ql%4g`p0=C;goJQtGk78xp<2- zowC8I+FCku+}t?m458~gA~x2OmM;3pwz@%Mpbl&i@tSk=DAEiqG*JM67b0878&?zdGoX&H6 zOa_wC|DCO^8Er>iN66CtS})!O`uLsT+95DKpyF??D5!pE%R>C?e|4Y!%P$j4*b8jh z8a}Fme$JC{ePcuLzuYrR&o`Prl@h=IkbMrwUBkC};9C`Xz4ZS4ef(~I%XxmYKJW;g z3SukM6!Y$8)!#8~D~%dzU@-rkX1(om2_c2`P=gxE;&JnYNzJ<+O*U9FZs^}`oT_`7 zm2a$%lC6jGia>u3J+@_ol{MmO&NYq#i-LbP$Pb=U>v{M$ckl%N&k9M-c^;}IZC}D| zvbsDp_}GhN>hN{b`wm-3U&EJG5X%3TV|MWTMO5?;PX6_|?w_qu>JKm3vR<+jDGWA8CKen^9UFEg)Z~kNB*qG<$RW6H^#fu!!bfH+5pIlsJvRq0QZ^ z=;U33&A_d>mcfVZJIxw49|LQS-;D>fu|Eu(|CTxbIgI>9N=Suh6Y_#LK;QfECsMX6 zdeHk@dVB|?>4&=XuBWkwajJ-op@!v*oUe}zWpWUY%wnnYN@gyEyQ3GEKlvJBt>&&sIO9F6>q?q)qh@gS1maB`_fBawd?)momhTB8R_w< zIRi3GU^_ER0AQeGY=IP)*L1BCYs1XOKtvNVm$c+z`)l~%6~!sGuJ7Dtzlct4PQYL_ zEn_`S#i<}A;-~!32OJf}2!QI94^hk6%)DiMm9em5_`3YTsk54a1t72s5U}f?D<|+( z0*v&f&(8oMj6`BvG?G29NYY=qG!s# zh@6_Dpfppm{4yD-y^Ej!-H+rI)Z{$W6puFqCNkBM zey%DV*m$PP&`D;_^l!oqyk_*r-xLqfOt9`!Fv>h&WBzPrAbDQX?GnhnC(rnnow+Xj zb&Z7>VyNrkV{rBn;SzIV zLMLC#`bBh(d%pFlM(sF1Zp*}v?N%QX+lO+(=@Z{7oXN-kg0fE}$;XG-*?Xjm925oG ztCT%S#`7aCHllpl);=j)&<>92SUvnA;^61361^{#C>Z818 zSqJ`nMpNH!h&Cnm8=!eBXQxJjt!FH$5?7U-R!#Z8n0w2pIG&(y6ha6VAOsB>0>LG? zLju7)xCeK43xQxkg9mqKan}S5?u)y-yX4M7?EgIPhx_5Z=iGBky zRUKU#;eal#O8`c5=LW^5%)IoSq5AYf*lYSm*vamDU8b3 z=Q+)zH41Ig4J0cmk%!lBIO|o>(`3p@qZkATR}^2qt`f60ssI}y^f>j3&6rcOpwkO6 zh<@XJ(i@WiAz4+AUDfcv z<5)p1K3kUOTHx~CB7?xl{*sNADg%3mfThW(y4g-c6CB}$Pfi66!( zR4dRmAS?`eJHFH}FR@k90Z#cuA=iPEFcTt@Xw)zwmy`2cZ>W7>LyNcsR3#%fEZ_Du z&ky}gIU1N<>&(s2(P{2`GamTkyrJW#0ViAYpQ(TgmPl z7>tXap6Sis!Fd1!l2rcjF*inFxqM^3NlB$HN%ruSX*ILW37CJS>xoOap~NKzLU zXD|l^YJYnq*~l)X9aT%~pYDPzLWhFTkEqpJV?1Ry1aEg}$)~}zo2tAl#XiRs73VAz zruu=QlNBb>DX^?A3_WC69I#b8MlnhfKgPy^^XK3?ooIk4E;OCD&8%2H88 zuEA`88pX_a8V(=~@?WauEeDdFT$pL?s<_O2km>&kH8Nthk%4s{3Vno1+1Fb;J)2n^ zVKXjTV@5h%`P4!UfsNcbW?>WfruB}GZkFuUCR>3JG{L?5MMPhG|D-cX|J((j=q&7M zvVnVb)3v1So;M7$=Rna1guIaOdbK2ttyG`Y-sR|9t_&Lp@NsbAKTRr5FkYV}{7_dO z1>Msm%7dhH0!v{Ur_Z{vDZg((WMq*@K&?%-{1b}t1U2>p9YnZ~U#GiE?ee4a{M+vx3TvZ3lxI7@ckeg(JJT5X@Cr-CBR^x=`+6G*FIXJ5qZN*+Bm`A@?v zyLI3Gp6~P7{u%0nB_(3=TF2}|NE4G`r97J1ABPhVXc&!1r$GZAwYP)c`GsZ(iLV3}q!aF0=R(3T=@^cy>v0 z_S`L)<$W0oK5Ed(q{wYRl8Yfrl>Bae_hhItRh;T-%R}bfKKMoZt-kf4Oi&71XR^`L z7RtH|6Dz8;%Hpyv1L!J}=Jt>f?3=k~GqY^_R!FqJD>{HXk;VYK^6G0Y&h+VXe|HY&0hLEt7 z6ZE!~2G9<*FtXvSwaOg6P*(2DDUz7?2@-qwDJGn~CMOhPw@9{*DGpt^9ni86`+;hl zy!*np_AKJ>e7S6&$#we0wn|E(!wZH9@ITC_dtuG!%DJ+?*rrU-TI5!~nl`SRLrvk^ zJ@4B+X!_(?AfaOgG@f^ioyolOF&VI)rXRXbGz!InLc)WX3{E7zOo>ubztNk)r;~B4 zCO>|nz?U|-xA18X?pfk|oDBKrEqpb(<8_smf&oOv{vxY}#tOzYCCm-Q;Mh*^qg?qM;&=Da@`MUjC0 z*DxaVk?R!o!boEtRGmK6dImC24Kmn1u6t)@d-ZX)}vp3Sri>l>6CZTweUk5@>pPm_XQaiWSwT6 z0u3pLihUl6*7a8deJU`pA$Nye_{D;1ivvU%r{0FF0l#ouDN0gQj}Qw+Z=sqKrCb1FbAc zwPlz8WD(;(Qw89yJ?yu__Q#q4mz7mMrzsU#DGLK5`Yd-ZTPa~P^jf3zXj(m*F)oau z7!`dOtxTYL2Im4&kmC&CFkuqvn5meIf)y~*2`Jzn(z5A*aTNO^)hIm&1SQLXObm3wNApt=!F=gR;HgZtaTqyARKnTs)y~fG9q}%@ujLOd;N+SAz#yY;}Y%| z@y847T0Qmvzp?MMbdo-$6>+q6#;QTOC8^Gni-V&{)O};YtvQpM-In$YEPXjqU_7&d zkGOsaz*|K%HTF!dDo@%ECep)&y=U*?s5=n8dIx1;$c2A{S^&#e85GvFW&iM)J>>5k zsbU0g6VH?DAGR6hVfm3;kTp6EjElV$Si};byKs)m5-}7gR+#4~(tgLF2 z7qbtt`4(j5%JhkD!_#%`plBBFdlDQkM;%MI7jgj>8kfiHgx4*FAPz#In!-`f(p-qU7?vv~`BwHzqu$kzr!Jc-Hw*Q}r zTGdx{6SO3VI=5ge5;v`aQWC2OISm zQH_uVU%2@Qko_G{YIInx0>h4VdHFi|vd{*VAXCI&p@q+>8E>-gaNf!}86Ao3#C!86>%B;p#MOTMM%6Q&)4mYN zRdp>^(pYz;05*M(g5h$3U0?!X9Lb6q>b_v()ewqI`~4Q{y~Xk^P&WDn@^t(Ui^9ym zbzgQyp7}pDytCB1Qx>d5L20qwM9o4t2by6kV9`30t(LvSfskR3@X`LnE%O6Q9UE@+ z%ZPKreYc|v8mWRv=ZO=wkqkid5r%PBXK=vWl3esa17f?KZckPZI9y*ydRUVht1El;qEpGlPZ6KZ$fCiHHg z{hHirbCNIg6oeb*_h_k5c++ zpp2^52v$mLiY^jx<=~mi^;$KumNPmf@Z0dS`t-`~p5-V4Qg_^KC17SV1M|S)V+Cvu z?Hj=q6YBe%6%Xwm3z|SOk6^g)7Qa>oo|CU5$tZ9>N=Zy1XNg8wU1l2uD}E5V*tk%2 zf#V;+h&ML?;goYkAjcLKlNo zJf*`VFG3Pz7Zv+?_vwUrCyuhnNfx7F!qRaiD|1c92wHfO_&gr!8@M6J8uHGPY zKLw3P{Q(vc4{PYV@=z{v%1)n<-rC*p8hdgZ)*nkc<#W6hACpz1bPP8F5&pt=X>%<1HPPL)GiJ*dj+GRx1@Z za?UeyHjpk7j&gH5I)}>xM;dM53hPygPY~JR@uT!^gg$!si04q`Jx4duw2CL>NDEBS zuL`ue=LDkBtQ~Bm^Kmvb6}0F~zM2q0<)#PuwzrQzxX(|c{id6M;;=cS5Y7fPtfLq6 zt=t$1M`FbXjz$Mk+UCm~v|(jtHZ*=JtMQ5T4JqvA9Bo#lxtnN6=``B92=yiY*Dxs++TSJmH({%0TJtMrhc1|#Srp5ln`idQV`)g zKwP!yyWY2?8h$~p9iG<=LCPcUq)E4e=Wkf$r2IaC2KG3W{?GI|za#ZQ4aoQ`6t0Z~PEvJ&Lc z!mQuuHW6z@C-+_!)RE{LmBT^XeX6DkO1JLG?)BGcq@mm5#^HA=6EfFEf>-8mM*m?n z5aQ``e}nZT!3;-s*~i;h#echBI$ii3_S9PD3J2PIiRB>5_H|XS-eOjM&Lo+?S>#@jWD<(Jd%L<$B}Q2*73czf65EN0BGOvy<4r@X4S&cV zmT18@`kOqq6UWPgl(_R=8areo8=*`H9TL32Yk_dACqORpb%g6L@twHQkQ*9eu5jLe zCi91V_Av!mt@l5q^*BzEoe|!nx~uCtTf!E+gBxbZpwQU(09IYl9iR) zpib-BWFRj((?(=RZhikIp)MG@Sv|Fb$~2w1iI%hB6IMbN&V9FhzAs#~2=wZvf}eb) z0CFqt{kCygDad&Fe*U+na=Yg*?|qz$<5FG7>tlH?1Fx0>l?96VIutmYn(y*-xE6e3 z|2%d^P`Q@{rJ1vVLLWcfESxVA%y+>3>hgT#wh``O*N>SI!W;A^A z*)x6YlQxx}Da`zZGj{hT{v>p_{kmy$5?x=wFCjh+>*Vx=3XxN-q-_PQV+|HmcCA^5 zrDGC@MvyYu<)})txsq4&NIr?xAT-wWnWK`!XvC_6e3Eh*4To2|MoT_&4o_Ks{1C0L zl2G0{Ge>#2y6Lyl!Hr`O?%1~bX5Ol$an|S+y~|BZ!-wwKCjC9h2^|8{Q_T|~4QsVw z-K=3P9=VXb8Nd|3wT0#^x^pX>dnR#4Q~`-H~f~c{+?FpS9x^(r{I7jPrJ7b53IJdI}5ztskq=axmQxo-ZN=-KQjHQ;NG^evhyYWsGYaPS0g z0RCRYH(4p4$xaqb^yN|dzFD6*U`(X35*4%*kU1)x8Cy5cR$MmMMfRE-U(Ox0`i-?` zpX_6-va60EA-dD}eF4@X5b~0%g86r=gwGG+XQd?;*@B)da{RT-h5(`I!n=B-DKnbb zwqspE^51??;jT?&9*nd22(9~UESsv}@R)X~MUlG8V3!HQ>4Z08@XmOgRN5Zr?P;n2L<;fx_~B89dOWiyXDFO?P%KEo#ry4s>& zn~}Nb7gIb`5`Bt^H65DPy~W{p)T!^rjiEDbJqyMllia4nc;W6EC|8u$qO|qK7Sb zCDtwv$sOtoeJ1&CSx;`w=f58U|5uj}Mo8rw7~#PeVnJE7?ZeuTQHOq2#Sh%dK-7VRCQ{#c{}X$g;+pWdDxxG~utFFAPKo>eMf4BEnP~pF4w% zF#Mdk8n^9}p8HJYm0M;lF%D?6M5@zgg7B?RgJLzshpqX1s+X(`5!_K^id`&U7*nUe zYTI_io1}MPSYR>?bvvyduWv}(F(DYZnwgPc<`#F+gzsAuDAq`x5j|XGR$YQAr}lyx&vEU_(x?g``%9BVA2V+CWbp)m;W+ zOiflcCb(1T_J5hB8=ohc-^78jiYvUqlkpg%kAruyJ}xHedcx-RRNSNam|vLVF|RVr zx_l5R%azj`cNnhbmA*|ClzfKu%5+P$d7YTwIEf@cl94UHgc05hK%U$I|5Tg(L^c30 zAi&zEfXbaD(-a<0u{favP1oo1aX+^o0b;xe_%}*WK9m5^(#B?w&ijG0~m=O8~^eBt62A2x<}!RMXGtpvEIX zsjOE;L^eV;8hOwcVDvWG?3HSeO-bpiEz`DC4X8((C7kr+fy_HEV_^M8YJBKROnO_; zUl>m4njx`w8L5#^J;ut95Smaq)ucsSFrpcC=!F-?!^49cH7X|O#3AvoQ_+20VOSqW zvj^b9XA>RBSWl_(KpKpkF7cs{ephyA5PIr5dp9At9`@-0j05IqxneXY zJHT8>IV&KWR3`aJxCT0s!rcKYa=Y8&$BcE8>bGL@+Qnw5>dYLg+fM1hF(5*noIaKB zlyS+Y0|+1C9{|AUiytunV1h*@0YSbz-^qp};9sZ3(P zBNJL4*!#J)ur!!*Qf8@xZVe3Dj=puZ$AW2JR?$4 z`KX*3>dqrKV|XBa_=F!EpJ^(8EWw?NyqJ@6#jvrXIu8Hc8<+q3oezd%;(1c zG&}3mTI0@q6b3{GyZSnpu3SNt??S2?a+0%mcaj|Qw*v{gj5ubS&Q=g?$%*Z~)*ELi78n-8(5PtvDVHH@;on{;F2P$pPg-_Ht zu1PLI3AboBihUmNxA}&A-X02N$<2Iu6a5QBqh@RSp_~722p@&fcr4o5eW2jT0w+F) zxLN$}f$Fm)1h+Kt3{x4EXCR&>**gH7nu0QT0in`TI+fKa7~~M8KwF7FQC5Md5_^Ly$`v@=U69qQEF^ z*xK_tZs@E>gy^|>wD$OZTIoB_Pw{$R4DjEQd|N&(znJL#mKN@WbCJ0+c{=%eUG~fm z0*zj_rOp4?`x8n+gx*51-^x^|RQAxtKf6rRd;v^7irxX^vTS97`gteJPwuNZuv=9l znnh|xZazU4dwHlIOkF+nQmUpyn8BC&x|e>&?9U1)+T>#=C(5JMj1j_aY`WFmxh)rd z{e0@|h$#MsI7ex{+N@%}t4qd}!1^C@1>;6IdvfQ+V4z91Y7NI!0YEZ|G!=-(d3LZg`M<^G@&lxMuZ&aN$7aHE+6^ ztOMaAE1bkM#f{(_L9UldHfF4^>e2@q3_ZK3th3;ylKLW{1|Ixc06{QrE%aljn=>fR z=qzrYqbgmNG^MG%{p76YmMmjg{)sd_^^CtW%5ED?bOqUGOfV*H2a6_`R^V-;gv!G= zb4ua(9@BZoso2ls&{)3ba898j-R}9!6UtpcBfzipSON;r%sjEd4dr2z00~xZX~MZc z4Nud49N+o*Y#}pmBMV=VPs_)=4`-M;OglzrRPFXpoJt(4@f+M=`O2+HI`=oC-4yNZ zDHd;1SGX?~9yg@&?*h9>?!x`)%}Dxj+d_9a%vcgNZG|Zd?eU7PFusnh0RC@jN8^kD?g#4?9B`!d4~yhS7tQNmad z1&_>%XFMH%#8(L~eFxqi6Z~iA94r#I`j?GOVb57vcCS$%mb&Y9TAH})ed?32bFjMC z`K)I!(!c~RW(w#7akePg{3?c?o} zqCn@I0CDs`M}%D+sw%El!#&$y%rkFzsMW5;|2f2v={Gi1=N2Ky41}0V{49sLj_AHj zNV&g07BQAG#tsZa`SYxSoT0M6vfO2qMbapOh|eW{EwbTo0=gyLp+9(G?m#?L(bNhY z8F9kZ3|_-saw`Zsy+Y1B4M=L&VhDH^pE<=c+zW?sew8mZ1S#rf<5H`EP5i_?6LkCX z_d#k`=Wz!XfJ|(F{r=cfm{p};D_w_;xeC@rEO}Ay84w#`S*nj+Ox?)a?fG_QG*7jN ztv2<|ZPrIH-K2F}Xd=$N+5DR+*TyjsumB_IZTO4e~LuTzQSzh=rtc zt?IFB&U$-}d&8Kp>)<~d*xTx7S*rKB(#F-432IJ2j$kJUy)e+HNCTILX8 z{^RkQF5P)vPSOzdGx}36$*RP$?*L>d@5s`=)b2kBCd=4}C+m0crdSqx^7`hhM^S3Z z${U;oKpH(|c5shp2f{Ume56B+6bJCWQ`f}A5@fEn?lF-SW|GH#SW#kr%-Yt?W*>-7 z>?$3_Q2B(nDpT}v`5uj9DwbGBV}SHcIaxOn0jb3Z1eYYZsyE_-^%p*Mhp!5ajX+zM zIHI3U@!cwHdtbMAkFtv3?)mEX7tAEwBU-}+K&o;$vUmRj!y=E3PKzxB$cUi6Ct4kr}d*p)W`LD2e6sAAl1u3rpH}U=y9X`DjCJUGd1#QO{jlP@R=( zu{5ATyocx#^mRPZ?qN5I2!OJY`bgY!r6VJlVq}Hm@h|~LoyXHMb0Z_e*HSLGD9rA& zzq;po6dA|!0{NT${H1j==`(AcJ(LHD-&U^G8J6=b^-}93_aJjt1-oI z@r0Xvevtpq4!Vy6NbMyh(T(;$5qbT1g*#stLkzqqoz{Gx&J)i5^Wyl!2lG)x% zS@1>q)b9aeB^&3>4i=RXmxazzf-;xJc@puq+$5jH%B$=$wz#7hdrgJKG{ts_T3YEt zXS|m)4pgB{j<6bEjnhjKPabEB7nIE8lN)WxIf|KSscr?jT4Ho2*_BjsjpUgU1vozC z!m@CV>zLz2Y=UW-${Rdhy>39U=x2J@sbMLjl7CTyyFhB=9)m0z)=)m+8DJ0(zKkrc z{xX59Dk3vn9zOmR2jLi&lsU*Z>uYsQ?AQ!VRr*kNw4>k12=8@_J?iU)f~!7it|iZ| z%o|b-_|9SKo%y6^EbOT7lCm;uUknmu4+YpH3FLx+2w*X$RwYandfh4%*ok-^Pl8#b z3$?h z#~EY#r10vp|5?k{d|>gu%dnG&e|~Q%XV!v;R!Z(#uC`e)8*I+65#$a;^6eZFb2i1R z@PdS3cBm#&6SF66Kb!5xVrgF{aFxEi&q!@QgO5^{sRnNP6x6qeOQeOHJk~t?ZMO~8 zBcM%s&cx};@W8xY`Kra|8rJ2UG;zFw**=O)A$RDEP_QW!S>%|!YP-t=x_KG>&oZOP z{Z0{U7%d6CwHvg@Ng2fNV>EmjnMvZIE6cH=2b6w7^}1owJ4@?kmR`R?EC?vTsj4W${3CSGpkm$MXhLTO{$-TzP3@ z&}%aVxd!#fg9Alv%ryNrKU~eJ@_cO&9FvSKio`l+E7``Gew?x@&zm@2r;b0ri!>qvVVk^}}^`+m&pO%|1(>QAF0XO0QM3AsJ1s9#$K$X4uS^c35!GKcRmG zM~E`^fjmGBiSB_V;RqEH_db@Ulg5G9lH5nU;ISV@THE*+1-@!?7!9-YrBi;TB{cZi{ayk{-Tu+Jty; zz?r0E5Xms3?I~J`Z%P7I6af*I>REpJGJ>QPBD)t!ORIU0a`6uMIioKGiQa&D1T{TR zlRKQV{Pup&H=A2DlP zGEZ7KkOe|s838uBmOygAAypXgi3RMdXmZk^FX4_x3&2~&1(;j_w95bRwt1HLtIPD> z$HWF+49Pi@&Y?@Z+gC<6NtBhSeax{eG>t~+7)c8i3K7VFfG=wj=Zz9yna5hlNE8T z8fJ@+Kh+^3#ku4IKKEGj2mXOIfP*K*J;FzcZ$evvMQV(sa0*yOp10xVYjuKq?7qu9 zv**{H%)6g3y#(srg5curkaSfpj!7Rd?*Vpq__(tDUl=<`8h~O${0GIx>wNPI;RXTI z$vCeaL%6J8KyY-S$u6P)VBWGW*77{KueD{mG&PE}a)oU7h6e8Oci@TfXaK`^EaVKF z=D3eH2)K63Rpp~bAFk?h(r&H)!t$BVCaxvPhiTE$*VCS;-itQub~Su`1)NX*$jIvq z^rw*J_q+E%Vfqq-sO=mwqgcOkq{@FudlYD)I1Q>%vx#2|d0x39O8NB=M=Uo7wZ?f2 zlCD7LbW9esp=RUBgoml2u!Z!Y%A|_h9+N1EoqsCwAc-2towJm%hWiGLd5O@iclGko zsL&xCm;%9sND45y1tX4cdV_dWWv!1auOtwLWF++TD>aOVYZUrlt}nM_SgP4nu9$Zj zCb4@>MO8t#fl5X)kJ`+;?r!CioHiwnI%HJp7p$YYVr!bG)SN;_0Xq2)PMg#gvPW%P z{g{w!;{dc!aU4>Q^rMcazggAD!Eqim6pjAsSJ?KgV}F~PLh#YfszLHI`?<-dS~^)C zYH;Z1)ddn+79629Z!n{Iny>1lF*n10LRsuJ38RA8O8%NTAbT5y(OQ*bXb=db8DCbJ ztM6a&UHsoUy>86xx0EseTv80oOg?)2wR5Ng`=|o&u(FrW3=yNxD?gx%avD$Fi^U?c(0Z2*fL=kYC%DkQqY7y`f4 zY5{u0HQ&DggKWyb^Bc|+HLQRz9v{A*Ssm%xEVc6C2DN)x>D0X$1py@RdG z-c8Dcr`Uh1qL&aRQe4y(o!;MAWyK3(fjnR(sA;2*i3H%|`X8)aM+2 z+Ssv$f5EV>%II_kddBTK*1I&D;rInfV=&V>fGc}os8ZT+e>}}z_q(n%*uC}%ftbZ+ z5Micw!8{V;NIIK2D<ePQWaixJf)8VKazHB7hZM%kgW_T2U zO72&W1CGI{qRMjBx_4L+-Zy=lh~dtqZE}XOo-1A!6#@~tt5(tGD2bEmxGYgZlIj)m zqfg;ACxSE3b9|H}x?(AfbLlE3Kq#(1snRqn&n*p9*6D-koi7-eaW8R4mrMXIiUJN)rPYD%eRZa7(jeWl) zlI}SE^#h_m(06%$(~eZ_piIgB@<{k(W+cND`9k9#Cv0F$1Dvqe!+RXU`$-a9F2reC zXC9-&K~J)?dMY63)k;JMKLk}BV(MlzOg1-Wmjbrp6P}oBvYDE|+vIEd-0h|XRXUjU zz*{W7mfX4pV|(#op5o!A(#bU;CJQ zd;t|5VpiPpr#sk&Ltp-rP}%fDaqI$-c*wYF8$wW-{6lg00&&uVSh9{BTm`MBwM=dL zFNaL)h&QEuZ~l{xu}?ZAJWlzsGXu34!VM4s5RKaW+K1s{R)k0oQYnal_hmsOSLBpr zz47{$a8FJdqd&4`_1}s>DyZ_pesy;9*m|0Bc6?>scFKt=MxXO*rZ?-5Zcyp>;UU?c zW-v5nN#Af6E;F9e`i{g}6e+#=ZkbMJ&}APepkKB^AB?ZEKDXIhb&2^hxhxZUsvo*k zXkt9E%lvw_A~-&p)k1lqM%Q2^I6k7rthuDjroFctkB!D`8gki#^yd;nr(8XaRO$J^%NEjmCRw;6~J?v%$?=(+)Z57>7|0+ z)!v8w=ksuiauGlE>z?Vpd0rYnlJ|gRm_37CHGn8M-7E+W*ez4`fod z`(K%m;sxg6r=-zVh;p!5{J#DBL8r;~xA7bKw}{`@h}z2s$~2drw#shM|9-dwj6BP> zANFq#nq2+o0fb11JBgZxlkVSI-e0Hg!)7IsWN-h^Cl9-UHYh6oSEk?B7@*)_T}uzTG6cYPO|V?N zJ;^BWX&X_%?lB}I7MeWSV*i~U)dc@m$c=B*Rk-qa*MEgUDYy%bb2o2;q|E(qXZ%0? zZSa$yP}sQ1jb5O@!n3DI2|7`;^SRn1ThVoZH{)=w97AwrxUFkh0l7*J;ONaG(qB%a zFi04P3QK@9GDUk5`QWceJiv^NUTRe(-gdWfAgE+qud>}MR?%Z)mJg#dtMmxe%!!u$ z+?jz*bx$nGK*c$@Ts0;3RMQojm8=spCh+5mhwJZ&t#$T^wI1L(ogN5yGZG#wmesQl zLlhkVmk&t+{2M#&{NL_O2LH3g-B&EJlJ}mx^9V}zKvH0#t6nV0KHwJ0E&{~I)Pi%J zcA_$2sbpOG2{q>V7r}N0%yjC(I+hePF@%-AYwD#@QI z2M|@HvvcV-^;$45%d)gND~EI0eP-?_6yg6^cGxvkE|I#JR5K)wzKMbvAA0X>n!y{L zr)vF-`K(A}*9X|iHgA&&y@u7lsTJc@LM&GxE}nTRb7j;{`1z5c>P4RW0!v$_cc4X5 z=$_CGo=`=Z!3p(OaQt5Rq+)M8`1dhv$&e02dI28(d(Z}%?_h1Hv0DB)r0d&N3{~}m z^rP)T@oayNoE=?DWwW75v)O--U@&u_RO!Dd@y@~cg#K+w|Mk{uh|D-@T(C)(&**Un?lmwMk z@T!5D9GYqW)aw31Y8e1Dn*NsImoPAvGovOGWiJ07mc&(sCx7aGe~|;ywKOgh`V+cU)-@`NbSfxT>%un1`G)pyU^fMU?9auW7<~a-lC=f5d8+Ek z7#6Q462f&;&=OT>9PQt`p%@AZMN?8UT z{$>nu54h~^P5sD)t`E)>&7s;ps9T>3F`k~qiCd~l$K4rP77 z=}=Od0Ou3uDdWwSh^hZM#T>VJIB2(ed~rlQm4hE%kh}1469TuFy=rE9RS#=asiz^B zj$}Siz|#s$yJQ3oP7*NGZOSXkD@0?(HGD#ZT%Z3a(X?AH-Cs_{trg$aGoN%7pNU19 zt=tsr`OrMRJ(B&woZuUDB2r0|Xi@2xm79nrs@2{svPkV4%QX$!qO{1|yb@zro|R=EHY(K~FZ@Ol#R_)Plk=8e)dh#- z1&vL=dGraatf;~h-@GUI7I>hG#;Z^}VrDldjykedSjCcoXCdnsmuU3hjLpd0@tB@V2YNOd06krQnQQ`|> z1!)SAD^kMk-26_Z$$C|;)Xe2aA{e8Z#nrcGwp2%1SfvBV4QTqr83rw76t<%oV9hDm z;+TUKy)aqc?qVl&_c^419u2q%6T+v4@+in`m6Xm9hReUwhu1MRWK*Fb7i+pTW@T=flHhKJSPa6varls}B ziB_h4j6Gu-nnJUrclg<0r7`8^16P@g$xDuEzw>~cY>O{HzL7(=Q{^m^y2f4~nW*Yn zjnKuRrDG+DBLCn3I<4%#TYIDkW1lwUEP5f9FDZ_%Yt8|*pU1_; z14?o|#;MFc{S_@(rGze6FNyt;Q#%Km*fUxcl{wjp*7ZF~6Dp8l1Xu4nZWYJewPnie zkb+?x0Y6gXp_I(%+|kGrTKh54&mj*+X6ui^SHko|$z_Rv(R2hn;wK2pguA|>NyF$7 zbjkZVA_Z11a_&mkfnMN2SLNbihet&|V0fQkoLiGu;Z+-WC;Y^I42e7a_K7Kgm;Jaj z0Q?i}g(K!nmkg*2%S5J2?W~4+@juA-srS%KBX(;zPMnkdgc^@`GYNe8^wLDmd;`9W z+Z+H8TbDBgV?nV4+rXW^^JqwTrgXd0O?z@7@)Jr|!9MwRe#)^yMz528c!-rtGOgzV zPUe`bmsfdk3mcMHDWpqua=oo*_ED=B;MY0bU>ylM?)JT<^un#Az5|CY~=KEtA zcX~F^om*!(XI)cNYEvcEl8j@O4%KMA+-_nL1EaXtAq~z@g@H)pb=OZQvVb@?znbEw zOT@Spn~18zcHb@yS{$>cTCe2?N_rinxpU&AsQ{#MA2$ml)&)26k@-fWi~RA>_KLP{ zgXs^w=on_f4h1AzpN82cRUq7R8kMjyTwXVJ)H^JH@-;NBqSTh*4$Ck`IIgW{(}MAl z!}8)Qn6^7a`k#tXGD$In;#74O*N>L{ge`@FKP+G3EI*YOIiOzo5ZKpEu+vB@{E{)j5Blj5PJhCu`P?y6ct%X7%PCzoJxuY|zJ2$oeKa62OBCL=iJkV@C#=!;JN;#(RZgfKqk%VA!9dW~UU^SZgGTOuAQ^A|=(tgqAd zn~w(aDa%0Nr8zO3!~;W%3N#~qW(vpO)Sa7mE0g)LKcZ~Fgj~8fvV=s0ud#1his?yU zF?fB;&h5PT{7hCm{8^`Y$ks#EQtzmz3?~&I{WJ#J*Nd5{RBa9j%wIj?h(FP|!T2D9 zOI8+RHA%Zv_X^BwnMca{u&X|uRDaMc#oI=0qkM~Uw1&HNiCRG4SLd~TTyUzi22k}p zMgJC^7CgAuTi~?R94qvWF1?Z)CA%l-n2wK^1cF>bvqLe>LA|VrgDS(uw$d$LajZNI@>PSttw?E|mO;4L4&Rv?-b4s7+{>h2i$f zYG0rS0QQb6g#bc!bs?L+krn&`TK?HN4KRX*sGmJzHl<^wbA&602Ns?(v1+rhs*Rri zKw}W;gt|hh@}D3xoyNB~#QHy>01*~Z9`l)MJ+>CWaVr|mv_(DEtns^~S8ut&F4Vpa z9IzL}QzK|#sLA6{^VzBAv)b+Ewyw+Vht>#iT6UDvLIxt1AfM8_z$$%H9lnpiXl-i583CObMGX2~*En%#{52c7|0sWp0v<*3jQ% zK}Y+xr+3=56RYMAUn=M1`05TnJc8!iHnnRa!bcrKs_mw94cZciUk2GEhl{*EjC~-g zg9Mu=sUdFxg3UV$lUSBaepjhhCNY$mr?slcegj_#-}-*5>@#}q>?(Vwb{!DnH$Oq_ z?)3FyTI*%Dc%2hO@(79}1B#EFx0NBdpOwvAl|^L4Nrl)9KOPhO5}&p2JZ>XC_ePzT zsdWO$Uac)x&-Mq-*cT}EMTNeXz)7N${7Xqc)F(jNNCPvWcT)*rTM}{V7IfE6?|p(8 zJ4l$zO~F~W^eun>4#1y1RF+1njzs9wmSnW!ocki}eBur(M*%6(yTs9_hDaLk2V3=O z3U<~sN>2h~J#v3SA^op2LIpOHLpa@(B{J%Jz!THVC#9h_aU_xCm<4b`R5U>-3*D^V zTTkc+?B#@)`AG9X_8e3AO!At~YQs1^dYhi6q7tPMS6iCSjC0Bkg=WC{<@QwJRKnP< zdiRa=`QMYw_vIMd5acS3{F(co1Ji-kmrcX-(TF$@6`C}ahV0l-w%8}JmML1JVO{RD zZvSTb_ex<+@KU!FfmOY!`o5FA^^`f-cQPxc>(kp%y3)-k-#0IhEIbX-vZ!?B&6|;< z>ElQbe2(5Gy=pXyXvgk->eP%94kNW!ERFn9a7fqaywGS5cQxc7R|6Tr_{*fTX&hI3 zEDYsz2i)wKNmlSA{`fb(Y8{6@l4ais`)7$VFR?8qbY8JaOqAnwCsuuLb5#qUqkc26 zzmVxRNFMa3u&-l!RjosI_0>iTR>xFdS3LV{{WnUxY1Id3nV+$s`#&1&egjG;PJfL( z#_Sj@u1G=~H0jFc__sUz5UTsp>KGKkO|93DIKkBX|FHMoQB8H--Y6D8rCI1zL3)!G zAbaXiY0Y7}DUD@$$;8Hm@>TV-5-5_he@uHtT1@O(% zy_T}}A5={M7BZ@DI?lCjT|ly!9cw5#z4{_)I}1 z6D?X$=(~CSowI92+oT_{bn^mZ_>7jUZ?M<3`{l`;%vR(ZvF3OuK48|mBfqG-?bC9) zioDKcsA!Q`4^~4*pke&%@Nb4k!kQMGX5c*x6uFD9dhLvV)hq4+H2SjVL;m>OW)`LS zX#Mp9OLy0tGZzH+;5+YPSh;TzILj~jSa5bZOR&x+lRbLS#`ESbNwIwlx1p|Fy`2dL zp`4Ph;u$PL5Y?;YPq*4uV*dp*{LiQez&Pg)%>T?EJQhBbnG(GR z9#{=ABjX-*rr3+nRA=GM++xl~8sqW^zOmTX8#1CO`I@KJ2`=^`CH;DRaJH%186-;L zz*{Ihx2x|6Q&VRw!Lw-NnpgNpz$qaQn=%SCB{_KY6_}LLWj|Nf5C{R~U7XI;ihtUq zg$Ce49XGL{@tcskG z-XB01>C*&pzhal*jGcHhr@V{~YlQ70Yz*B;{KZb3vQGaj!~P2F`(6`)#9fKmE--yP z9#uQ;-Ib>Lanym&SZeLjpaY$2u47`F?C3zf56`RX3~upsKGT`9W0?(2rt>b%MHqFt znF%IXOkSmgtJnGr%6{&_H}yl@sJ#`9%7h5s>=FW?fhJYf-l<@Ly^wMwCG6>d3)8;@ zNSwZ`!|n@lzhn-Fy_dD>8~9MZz&7+`hhoKP6&5s~AC3!IPTouw7yisXbS>CxStUce z+46!igU>1E;*oJoOxlv?Yje>S6Dz_?GF+zpAV7D?Wkibe^ku25Rt9IWsN&269#JH3 zZFk_@y{8C0d&;=+`1`4J^AQT3E}i8|JtnXS638;3Nk(Dx$`xhqoK!qOMq(cP?yIu3 z#TPecSq9CjU|QXquq&|nPQ|V*F9IC?Uqo)-AQry*pxN?*S+|eWg?vemcH4bA(=m`8 zRIgw%;IyCN)wtP_^`~~_S@EvEc0I&)FJP~l)tD1phm0k~#O*y{E`7n+^cPW|{mKWADyLc#C!cTDldjoP zULFLq?~rS!68jAVwA0_yeZ*Dc?co7UAU$KZ&tF7Ap)W10EiCCHTAi}8?qnqtx=+jv z7XT7*h4Ine79-EoObe?B^z%VdgVDb&r{5;)-!pn(r$^lbYV=VkXn4lpN^Pt zG9MDXzmqJZD^Zc9jn&tuc}OlUJtByT*OHo@o{EE#<+D?v*ZBLc7; ztB`|Z$E1;VtrDOCllO@}tuC&@p`zHQpmOYEON>hrjhGuLgILi?fhyB8CkCJX2K@rP zQGJ`&))8p{^_?>dmHgdlXkl4@IzhEOoe&uO7m*?RRt`l_7Fl-bfjjMMV=4s&44pBM zl;!tI5%zKK)Zouw<>9ZtN&<@J;NP#fIN5C2NjRb&J0mVGnE5rL=Kl41`*+j?dQYG~ zEcFw*Z(z3a;n#1ge-XV!{{26zFYgP<5BSQgkw>aNiYgjuDXAHdn|95M@DuNop-UZJ zrFj1yXM&o&squr{(WBa+{cfW8wjlLq@etpV7*s{$bOtffQ&dmmuES8^JC`?lnr1`v zu-OPL*@CZUi0s{pY~eXczarhc@h-Q`-)P5Pk4ObbPZO`aq{1ljE%)2U&xxd9}tq@kG$Kmimef@Pr_*Cl#sup}Gnu$$*D7H0Zi042o~lA0oOjM&u9Ytj zm0|lhj5zokUNkL%zAtOCTX33I+Y9FvCwMn+Fy(T($#h+FAbxAZqyghP|3AV1c@F1$KULUClmlQU-dV)=9VnBIfyHkEk2>f`1| zpE9dA^l3(y7RJZ+I()WnNgOuK1>P#|um1rD?v>-Q2b@3NtJsUPVdE)vaUv5o^|kYP zsf4w!V*QMz1i^h^GZJrK^oj<;+*Pa0vf7^kDhQ3fMj&8@SINpCH1Hzju)|e{YIU+g zYs>4##96h%!^VN|N4K;ur=7uo7tt+U4Wcu{Nrj*G1)}l_cYh#wNa$xbUNK3eCUI88 zBnWT8$i=rk{On$qKCG^PFwOr~%6s0kXKbW4;GU(wz49`A>GkYKv;%?3m4-_r?zs2Z zl?lkfXbR?Vs3suQVM)IU6cF$~BH(WhX|&Q&Ob!m@=(rF&0;jmNrO%3HwxC}rQW>qb z;_tpbf+EOcn|s+Duq?c8+&E-p4(VK}hjY)>zVJZ=SZ=r2>&C+L{h7-J0I8mPhKzfF0}S<`bz5z)xNrPOVxOH>tf%H z0$1q$2g-dV_s!gq%^lFTA_Apk=DWu(gM8bfvQ&VEY24_;;gIr0Z@I z^+~uZ^V|AJ*vLpvm2*k*+bS78>TtD z%vz>n&}*0_{-sRYQ|SOgs6rmvIm213x>h0JF*V!Ft!246 zp#IEO1A5#MK#9eW4CC_!4_^*x*G|72z7@^B+yq{Z?9e;9^2u?{L)U(mydl8GVWix7 z`tvH!#gA844J5X>hx|P^#U8D(N1AXro|L70ogcw8C^ksV0JjL({U4XF%Mj{s9e1i8 zbOsfFH8LLx#C&YdfwdZx{p=#)J}B&sny>?hd1~OWAI8&s!j~o~LU!PVrXKxin~?*Q zHA_0Dhtu&*JF0i&0c$GG-Otj{jciWM+@1EIJXgzGeHkRcbx0;~jvj)sM(C>3EU+UI z2bjdu^CEiP-5d#hF!;h`Z}u}af$Tp%6}}0n3u^{&q7A+oZ=W)S+CV8P!6u2dF^uz5 z*6?40dQ9A{r5r5uKt4OPDixBFcJQqr{=!7 zoJK9nWpQ_P*^*5c+7z3CEJm^bNuNezKBvq1u4Cxd?jIvNPAIb5a#JCH8Hflw{+1q)HOpmC=>bf4)k&dsEW_K_E{d>W)h|VbY4Js@x*yXyi6WKyAa87fh znPc_Ik16dV_fDlL%$N_Zs6PTN7FPCFq@l5>#+jp@M%OZ0gPzgewN9>#CEw;Ufy1$| zI$d>8VLKmzMzoRTAC^Pq&xhN#^eM`oKVlH5fEBOu zroOw*H)}e|iPS?BPk@p$^ON7WC&m=ub|Fm(S)q_U(HYm16n%@L1FUG1WP&mrdV8&Y zs7+=1Ztz84srk6wCwCux^PO;ch2!lpoJ{QqI)LQVuMNX(~gM=3SL+ z(yiT8USS77NK}X!xmFv9W2?STJf2_1bj{B8h(tNGt45=DN~&k=PDxtN4vSLw(}Ibs zXonUcb)#bL9-xVKVKDQmkS^X(Q~Y30HD@sWlN>EEr^&ocY0Tv07vELG4bPMjTUEdW z$R@3BKK`29*1J51S*zWKvn0FRUJ!R>+9MPbj7D(a<`>^}9S}bz^+?bUb04#-#Tn$d zSNN)BnqtO}kDn2e?fh*O-(oysL=IFM`1D=f$Z8Y9dpNfr6@h zHc|J}0!k z+|J5rBA{IB6BIo^^srQCpAD4RGfbc|dnX{_YcIQoY2;)CDOAvwXN8z9znN`)pRi(@ zL?Kbyb}j4e>ReK|L^&dPbv@rO`I*>D>BH&yYJ|SJu}x}t!KZ4AYRo?RM^vtNZD#oo z$$msrZP3~5&5+OXv&g;+BM^faJ=0?|SgU+|tb7{wId+*hK-&i%(DtCp2#XQ&9y?~* z3O96i$J445KAjKZl}<`tb>-Mrxiv5y95eXM#Qr17F>3SkrDsB_I>%xZug#cPY|qC@ zG>cGqS&^9Z;`qvSD0>Z8<{eQ;JugG>%dh%EkIKtJShdLqv{$$4z7#ak(5SASne5nK zvJ3B?^9qYr5Hjcuh|6Ire0h^>&^+FmTkH;q8xAp^D!B8h?L#p#ctrUIlK8mB(!EBn zXQ3>1F$QzoXeCtppVpdo(R?X(#=gXM`X$ik?EyG^9XQqDLPj_ISx8mdDE2@!*}LVqxSab%4e$EV%l}7j)h4h{TfH2 zH@BR6vwC9$TEbv5vse5+S>aOHOQxF|uH@X-ijO?XxTjj_P9&12<>9eOIc3U^f@IDt#@R}n?>@oZpuK3I!CXUspf`%&YMs8(5H$+e3l3k0t&;0D?~=P_3^0d0g6 zCON4_rjM|d7Ho=xm&B(uso)w`C`Z!6Glx$zlcWtrU5rKED&gFzg#ZuOtC`f<~{d4bC@9rv?p5#wQ zB+sdzm0qi#wp@lb8j8dV2gE8F3-U!*I66NkGV)p1rxq0%>OFd0|Gh>Fm6F=XiWpBK z%X5-3{)@;sH9P~X|2pbehO*if!38Sp@#+LPZ9L2Li91KMurz&;AL1t zGkD(<9`3mvzbkqzQW7p$MMnEDsk(Kzu4LlED_(55_+VKf+IA|NmMgDLi5lXix3nH0 zHlnUGgLv;m%O_Axzz;;tusW%{7rbNRr=09$g-Adkr8&fBCb1I1I`<2K>d{Hnv09OX zt5|bTG+cQ(aX_s*mYE)icX4o_)7PRf0HvX$M;LDBk(dKm!_mc|pj|%aHx6w~ts153 zO1iQn1xGed8)^@X$_Qpd&YyRA@;;0`N>`5GkV(IfJSsy|*5RpV%31>RcFSK--7_Pw9|CRJxTQVMLdv6weplolwb29A_D@Wvin z$7cyc&-8IJvTsek+(p^G9g2ixMQWT#DtVLu=0);4lbq!Z`a!Bp zIhS(8^VQe&`m#fvaZlRp;x+euHsg1kxtD3Udam&2Jr$hIOo-Ik- zUdYBlC}`>79Ho~(zYOMMNqL;{x}$Jl+hHg3Hzwmx?cxIfCIN>HUc_RzhTBw!*}Xz| zVOISzyap_=q3@$ZU`E12d{p)_hR7zD1+Ytao9_bEPdf%~KGzokGKeKen#=JEM%Inh z^oe*2`|IiG+tBqJt<3Jm(+Qp$lxH*DrRt>y$kpeP4kdtGHPhlp2%AqZ?ovtTi8PJ4 zb{ZdaCgiOXi<6pTkvBHIzN;>@!c{#fmCDs+&@G!aHQBo8Hs0pwDuXMM^<@IcPBSf5 zrVxsFM_OQ$S^8?XUT5{5PkFZRdLzM~e4TN3!WvR%MaO72JS#d?NI2dr?5!2~f-D(Y zeKV?0k;&!cZ=w5mi86hFwENyJ0^D3PSm%?N;>dT&Q#w`-mVaMmm{82uZe=6?{AMh z4pV$BD*p5@B8M6KkJbK0xn+D%*)7&%_Ym;ORhxrkkibxQw zRdYQCrPTL59;Ybf4Sbj^Z?#R^KVQ86T>T6c|7OL=$M;79!RKD%0wQ&IWoNM}A)8uk zt~tlSC)ZTt#Ygz*D<2&3b0hG238k0G;dt1mE5 zaix1&=A^vdK_?zpELfrcgWepnCg4S4s6zja55J z2d9+I=b7MX*DU~^Hda_;qz+)uLTm7tu=+Y$4(+WH+e~vW^TnVIyE!U)w}4H77(?hsGeitzpcIAn?2fhOKpIOsp$GXiq#hG@*$9o1LGAFViHkz*WS!+#&ef&cA$>P z=6%BI7`>;8X>fsFtsRFCcNAhOrC2E(=g6Uyw{dZnX$_QOij|{ZUi(e*NF}6AT3ipv{ufc5 zJ&Ey?Wn;9HgIzTy;>2&C*aE)Ndq5E$e|Xgzpm9DS(53~I*B_Tyn;l zmd$hBeA=NusR31QRJtDF5+Ei2aF1Yld=2+icR4T)simiR*H)`!NB43>%4%kcJ)+pg z?rJW*Ea~sbAzEP1;qf_ z6RlW*XeSmE8dBb5SpR{<4qIhe6+s;-ND(6O7Gfj(CUG8P;{~5!0xr^=>rI`-APVot-4>D*{NT zK**2fFMTxCN&GXcu9^a)qj>b4a-Wkd^*E}q=^ErSfv(LmLy#7T z-?f`;bM*&}EvJf6^4$@=>?evY!3k@C@@fSVoe=QaOlTgar2EDil(!LRkF7^UDy}e5 z#K9_#B2MI31O{J>=j>-TKyjB0NkF?AQQ$sKYlZ-1gK;ssr1wCAD$9~AQ_oFw!uv_- zMx;I(-Np|U5Ch_w0;3dNABE~l3#BG~;mpjK4egP;dJGUK-Yir5UQ^x2Tem4^fPQ9j zqAo!5B>UxXvPY}IBwbqc9E(v9G&gRJJLQ&W!$x3ciSsZOdC(3tNL4S2e|R*j%DTV*l1E^g zCOlA8_bGY0(O&QP2s&Gi1C>o3QSQ~|037FcT=cGhDVZt-UZgpcn#UDDP$`zL` z$b_h_0o_@8I%?I!@FM3sZ>{v__44|)LN7-&2f6bJbDIHkCa0^@F!?uDbrxFmw0+X@ zfwq_o`bf`L+f^k?`qCxyBPW25K;qr&Ku3qA1XV?eY?4%XsTtWvs`Fu4H$2f8jWWHY z={MZ{yyv~(6S=_Z!WI9gS@*LI9(vycK(h&xbhuHcPmVl=8Uh+P-g5P5FtpOB`2wvCropd?#4tx1+qP7mTGt<;(AiT2cIZ|{S6XNEhB$Fxkh zJcFmm`Z!;h+I)NJ(NQ=KM=Nu1`H1cGsj?PLV&x3i({)GM0WUYrkV9AuxX>L5=jph+ z3Ls8#%DojKvo?vx4S|l@(p6PC_2nLFy=amz4dLg3oR@`y6G~^8rVixDgkw(JxL~j} zvvJ$!9Pou?HtC28XTGf9DL1GNj+h^f5R>U|XvJJqjzZb4A)-IT*jIIZMorV$+Db5O ztno{0+Zbgn1B@`waKU&dddl0t-abfImV&O}!vq^&NB3HRL^Dm6^(L;^q2>)rgeHg! z1P@P;z6@`Ixz@ZA#@FtQ zlT;h#rYRV#^+tn|PVd-Q_#0l1{(e&Y{&hsqt`2VhQ{=m^V$V?~w3=ykk@mB}swMNO zcc%>e*Vg&Dya!tXL5fwjgcm2!e771XwUQbs$%ZK~80$`MgX-dCq^*gBt(zb_rMS&k z@zeB!mG%h3`-tb@_CTPCkI`qxYJ>X)5w$6AyEU{6M;4b9daqxUe~gx z4O<86%H(YD)tUkhQaNuR0?GzwvM*Wi@LD3HM>RA9Cs4Y%pOC(jiXPss)G$L#aL)c;@#7FGuXO)WihjneQGNJc) zx7cFBl3St~Vt9!sB*&hMruRvo#Zj~@trmEF&TV=m2H1FQT_V8_U2=bHV_Nx2^0!|k z0l0+i_uj=&rii4bE+x!MKZAlrIoy^n{WqIN1z!* zq998xg$&Ccl2TI~V}}HSMsSDEdwbRop$Mq1KHFi8sL5@6t=I#E%$iMH?BYwwRC}kA z(p^t}J{N1=xx<*702^Ta_VuTjaqvm6T5&pXWOfMKK9+5E zmhrADicx1?KNk(J$dcVWcrHrc_Fku=+(*vrUX2Vjtg4F7-sZK~K>lIEyLP-jwf^3y zfr37l)1-1lghH~XfBZXR=O5Lj^T3eam}mW<)OGFK0uC$$?HbP;hR+g$>}nA+RC*}X z$rdbbheacg4kpmDcg}&aZK^JQFgq^k?+B@rH?7||?Jy>olE3yW@MizaZ|$B`q|48> zWanI#w%_JE$7w5&jOJ$Jc@jujh2~(Sordqbp;kS#11_UI{~AxV4n53lp+%^ZgIen+TpZUGZ(Y#0O+|m!%?bQ+kuLs(44d z6q$BWfsL-_C9C?zw3p)f|MwSeA8TF+dq zj7y*SdOvbD^a{ZwFdS+Y5ibM^7{B{Gfw_U@AtqwaZqIV1Z!VUnJC$#p=i$JB5*-bvdhGteUqmryx6?(Pga))7LTpZcWT%)VJ9TJAh}oXZ8PY2D zj^DU>;up>Bz(R`9q~KKIL-Uz91O%!5SSkPQI2pGsn^iy z(!Yo{yUUx>XN(zbnw{%Bk0j?ztTr(zP*vLD%+*!kNXxclciA^tn~2 z5)at0DI%pCR~Tf(;$~dXcWaq$Vr8B^WVOS^aT7wVwX8t2iwZj_M;vkLfCS0d_&+)4 zENUlP!Ff1bbR$_c6>p8}VjUkP&_(lfYhJoziD#s-d(kCx6E80f(biX_|d6i}P zy3)P8fXwF?hTSM1{zdf0eu!yzPSatZb(qTz5|JKi5{A_OjO6vFU zX*n~S%BK26Fo-&FfQ(2^Gq25Er(I5SDM5?Yi1uGi6%%*jS@QM4s4Pt`{;N8O zi_ZIiW+^~LQe9hIRV*-dho|9(q*f_-RAlV<{=8|zNw1VO!I!Q5-Bd9$MjaZl{rGO+ z`1A{o+*UntY142n#ladT7cxl@+3m#5u9*UPF*5cyFrTg|N9bo|ZM%t_ezKYISQ(1D zH`EWO=!sR1Eo~Cw<}HI@O(A5G;*T=(ZMSL#{vv`aXr|#WQ1t2E3y#8SLI(EKJ z*Pv&!H1EUbEv^}f+f$!x`bmcF!kYYwtbp47wVTROrDU*jWdHlG%l zhSNUigEcd`#_A?GWQyCHu+AuEIaoE`eI4I+YUNGf;858juAmLiW_BSss~Ry5Kfcyc zEHHaRl>Yn!tVv1;qQJbho>b6oij0(EIJAZh6=xrGfg_I_B&iQ2TC=WaAC%~n4coaE zI`{v$B{tM8*b&e$0~^KPf3on3a<6UHAM2ag2|k+%qZDA-mi+pyWQV}mp4ll^6c5_? ztUmWyeL>dnkjvK{8l+MG)!fBFi&UwS*duGA_^S+e*X2ER!cIEs92|y~PZ1o-)HRr? ztbq?yh_~)U4RLQL2&!5kx4&6!%DO=pJLf-x<`-Kjc~9FCY38B{h_eQ;Sj?``by_8cd7Wkt%IbHTcM%z#J-B{>^H~1G(d29z}h&&>ge= zen8;1vta_qThq@zMa4y+{phOV^nN5R9hW1(K#RXYN2DV;Mg#YW;}maV^?_ZysXy*81*;(;ZNy^ zfEq!xBXiar%kA((Uw*FP>tg%-=P)V)Q^3!61D=*5@TG|p05@~@I>W5&t;kt;C~1$v zg#suX@EQypBV{jc&JZw(AhJZ6DS7wVz0U;=(12WfEu+gStrmc1xiw( zU4|5UZuIwBe-@KsD}MkLLIWZ-_@FG9HRsyv*p`u6xuM3Fs&34Sdv{g3V%;~8!fG*_blaJxq{Wth*$zx%L{?u;r9}$zk|A-k(_@b^HW6r zP7dR_)BATFi99an{J*Qq?PW}s{$0MAfdzf@OE}CZ+#B1A7iq%r<9ON=Qk=QJ@!arL zKe6#^x4NdS^S+vxP`7#fyZJI5=Ry26Tu}^2Z%Jk4$h`4p&-@&3VkBm^StXv>SPO{( zY4YzF&Gd8r>gxMjjY?|+f1Ha%+8(fc348s`h9K1YMRMAHpKh@Y(`U(nRErpnK4jfPuy@Z!<3dJqK3?l_Jd#s_~l!Qn2SbN zo9ZoH-c3c+ToZaQWCqDL&myomGNL-A9>&p?3<-h<3csZGhfeCy9rb+z>Y`$MIRWE_%PrUK-07k+h=%jNk zz7z7Ga9HE9$c$@6@0HgX;XVhfJ3lq(IqU+?x)=Zo*#n<-6HjO{nT?sf7o?<%QYA<@ z@@4ezzL*M$o|&kswgw2w$)MMT7QBpIC|Kc$_;0|xLIDr?0=0FGt4^=t=0u~QZf3bo zz!zH8Ee@alzfP$A(%CJp&R5WPcb;E$nmY*Xg}H)*o|$^z+u*HMY$v#If2@fV8u+uaqn+rddSY+4DZ*DpmzXlt|M@jHsW z0wFAx@tsdpR66Re8FWh6>e8+_&IG*WHK7j%cNVJI(n^;}gOm()K1C;CM+U~6t$il5 z6VAiO^LF_F{pW%3ze2#eKYWdR=Vxx~;Fd)WF@c>AT1@2Md%n zb=AQN0?qQgw&|lhD=~&W-)rLgV_~DVdCN4m55bDI0MXq3z2}DlxwlYGJj=UjuSE;e zjHwSqA4f-Y8jkf3@J+8RY(VO0#J^o-VW~(vh%nF_uN@x(Al_Z##ygB*1!W;FHeym= z=mnSgde=2n6j$D>H;-hdh*n9Y>dU^-9cmx8LLqI}L^ZPmMUPC}5BLP&9ldDy#MDqb zCNyEBk3N`GYGhFPDG02}mIP6p*@8>bB-!N{ui3zMG~5$Xz;F6*s%T+A8O_p=DcL+} zDv+LYnefk1mh{yF?K07Hu}I5pn=`FCMe329tl_ z)+2gFV7IYDP@C z$w%KBt7`VdZdA(@jTn$_8?iM$4qbkFn%p@-!9hUsC!ToB!W!}PH0@6kDd%LBh_>eVDu02N8 zR!R7#Qh}xKvQNBEZfvSE2&yRi)vs{eb1yH@HC{uS7w2E|pL)+*m0$?6|9_FBV)|X7 z-5Vdh;Zh>;BkEek2s+276W@5N6lDfBWT7&%y7SB?E+Zue|He+WtIzT-<2W;Bk!G=|({rUra$L(aY1@PQ)K$HP>q)~Nm>N?gQFz1kHx^z05W z+i=;34k3Cawu|UK_BW;=roC5z`t^>YO>-Ojk-+p7RNRvEoC5PyaUa8-q-3APjSper zXH04Id(zT-;np=ufl-TPHT98V~}Jajuw z6NTeudDyKv+Jl(_8%6^K@=OiiSnOE+?0md4d)90bi+&xfIxccK??Bn1zL)KM0LmnT zeeF7Pn5H@ImRhG{6q#T(XmpRE}*LZ7iYP4v!O|^MI z|Jyy|y&F}0boXX_?{%!+(M&d)XfnzS**Pg1!bXCDR*9#w_c69MSJuAlLK8eU8{Evs zhiagz!kS>MgTe%o?jSrZD4a?h{{dg4QfyUv#u4<%H|ok-*1HfV9!GjF2o?**2M)F> ziMvu-XI!~soArACT^E39jsT9RN@>3NbFWL`qc5OO+!PmI->GtFGaYvKhT7dFGGT}2 zqQE?CR(9WQl(Sb--COAjMnT#W8Z93i=raznN0A2z%zn|s=}Sgkw=z@V;$-rjPUM;G z2UJ0b)c)~+uF-cg0|fm2MclMJ4d@8=L#oQ}^+HEic5A1fl|6MLh@`GE@*mklkf(9d zAY3uXq~v|Ky!ywGhe)MB;3zf{l9@DGyJ|gGIn*+zg+#^kT>R3k_1Z8iQZ-RK!ZR{w z^kHZf+gW0}JwN}ky;=BC3lh>Tn;4`MrVC& zjoL$}>eq-YESsuN(|$+x3Rx(u{z|hx5(r&RoUPu^iy(aePS^E3Z_xX@?5}i5;SHbP z*?wjS6P}F{{*%|}tY`NeX^8k!&uMaF2#b1}eClLn>tSAJ;%w{!4}l3whhPeV=E}AI z#+OG=6@YjA)3u+)md-8k>;H6SNjl8P`(KT9Z-YHgn*KEwR*U9;q`f7yOjP*iV_gE< z%0S1^{MA#^3l3en>BKm$~n~mfyU@e;)E=FV;6G*$Z%3aEGD$hjDgExeIZ~g@E&=A(KH7^3sk7B z$RIbA$aQhUWUPorqE7#%3e4qZ8=U6yKv2=H^yN5bAL?~=^ObuqVNNdEm@;u|!V$IR zF3Oa5%Z?u(wTO0&z{xyZa2wVD6OZNyUDKb_9H9H5J=zG z9ATV5@^mt>XPPE=-iL5{U88c+uluG|a?KDu_}ED5h8%o=JAZe>lNJ&K~1bk{+D=%4`x*iC+9L<0EqU-&VWum&wUgyj*ME>mx2;2;{5PxQb>imOzK}0x zksFV8{r9X1YL8y8<rUS4M3HHqE9T1%qrR z=QPjKWvX!A>h25NlJ6^}ftNDVFiVlh61dZzqL`{~d9 zv$yqD3hCuKv8D~iCac1@ZMJcG$Is*rOk)gO=_y+2n;Yx8qcugExp@D00;=%e+M8lr z{JY>EXYHkdgCDWr&{CV{0$G8|E*9HR|J;B>s{O27d#&3I@BOdzOF!~*B`{=wOt>-0 zc-*>2w)@a4h6YxRDLI$CpRuJsM(b#>fq!lVlj~Cd-02=8t$r8VusOg6X7|e&|H+0t zM&4P;`BUraG4inqw{c|?Hx1TvN=~M~S1E%0~qY~ss*YB%8~ zRPs;#`?90e#Q#b{wTw2=;(j$dCC3KX`Da(0B)_1wc})A`xk$Y=g+zV7_v9il^^&Of zfY%ZnSJ38fTB8mbHq^>0v6abB*oKFFQrB1D@+MhhS6t#pFQ@d&Rlp{u+`Wx*aC4!7 z0T!3?4=bAb{8j(!_m?;P)+V57sG=SZ7BP*kcP9{CkNEl5@1yR@JA9Q&wu0Tg9Am)3 zy_k8KqN(e2414Bk+9mHyvnad_@Y1K5szA#T$Z4 za`BPP;3zdnW!cl(l>ME7xi`$_+wmHKy;9j=7ByF2_KjjGhg!mpGvu)|R|*M$E8A7v zeQ=K1IH40X_Y+%szNRy_wJX21Gmsg46h?D?sLsP_M+C}7+a~aG zJa9iy0{QT}v9t9HDe0{fBubryU&*UBK};eGv&xrYQgY8|M}gQt8{jqG&p~C>;$37} zbx`5)qwHZl*}&>P0m)wf&jmRhF{h2E4TR8YJ$}7Vwrb+G{LiHmu!A`y0QdjLYyIrs z%m1uMGVf%;7S@*f&m}YH9g;FA_oEE<13i1Ri$ONt$~%VyAAzP!JU%IANzO+jEmWOu zbl#@eCIIjgu2R_}i}8Qj{T%@9Ef{Y8P9}VpJ^K6(Bf6_va32@RaX{#i4sNI~C+Yik zq9=0|SF+}QP}P^rF6}o<*_usFgy*al3&~w5N zG(#rh|7+#5VAolM{e_?&XBD^xHN*X3E!XsrO7(sA$<8&kWi_9a0Rfg4$6s3}$5vCr z5a~abcG1THwlHfY;$lfaQFb5Wr6w^;06gWAG;L!ySn(!AI=S7Ar`E{$`6~;dcR;+C z3`^6VVJN?>^1E4U6vOQx-cJq5&M;0Oyp(*E?pgLhIQnUKe-&Bbz}1}Ik}k&G8S=+P z%QO_3twf>&BmlW&0nt^1cnwtz*quWsuv`-}9!@PPJAFhUOI@vSI}zwoTR)x``~emJ zI@`1Jfh9oH8mX%2vClo09`I?@3aeG)Am4hOjrRbYc?Uvb#Z@g#0jxsF@O!`mN7kCG& z7$_r&PrA?((p~tO?_bq9-}uaCoI=J&5~Tr5fypvbn17b!SD^prAEhPjrfIwwey7nXM~m7(!z+K#1BZnL$?o~|SV zyN=@I+N=xoo223lVUEO#E43|=maf=rvNa3x=f-5?Vb)=k*AltY0FpqD`mtcdW>Aw5 z*{vKO3O>x}K-U{j?^~r@7h&GP;U%Z<&_NLdwLXt2y}43V15`1(b{iQyCwd@|PCqtb zlskzyIOl`Exr2(oNm-S3m~FfY1CFCyQCj#$#5_#d*4&9jEST<+rTtzQb%O@wlRGXAx{H1uo)`KhK|Hqi$k#lq8b zs?2N=rT2fa_a0DDE!(0fiXe!9hy;luIW!0~Ip>^HlXIrYu@w;zkeoqsY;u!>L`4A! zk{W1oP;!*0h=RXCH(Sry`=0y$|M!jY-q?&9i>g^wbIw(3b*-vdGho|P<%ufCu56M3 zXv&j@C64`i`;oRS`X-ne>DtI}z(3@CeQEc>8Ov;GgtJID=XA$OJ#DnrPN5EIA2jA7 zu2|~@Y=Q58)SKk#s8`wp#6ME7n7Hb zb1avg<<4x|Xaq+tP$Pk`ex8n+sL(=0bgCn6-8oCi8*A6I9)}Q8y4H4#Ys!Tpz9N~V z`3Rgfw&g@N{*y6e@0^26Hh(4Xq78moJSR?J`yvGK8(+vm!kld@rS5MGlbSh&|GAY@ z>FY(TyVzclA`94j1;@8rXBqJKc;{Jo?S3j9yxoa8(K|5}{kiEJtBNuR=hk17PjdajA~b$$z<@Arh1T4$bo-%C#nSL3t(KwTRR;>pt_?ZCY3!b;WED<1W$qFOiOk~u!~ zk*;2;lfm8iI*yjK8c=WJhWnMLf{BlKT9*{&(x8qmgx}>Pt;squT9a^PQ<{y=LUN5` zRTy(L)^*;?M@@?QakhPcTUmYPfC5atDI>Rl5qmSr<0%1wlmaQL+3Qze5!SiE*#B}p zRvjfA*t@M5+VteZ$i=4|pq)`8}9WY4;e}U@}m4Q z$jBG`)5HJ3^McDloJMi(n2<%P(&lw1l^+K$$bDT+U=L$|ow|pwYL?o)gPq~Yc7Q~k ze-F8(LZTh8b!nzy&YN-~WwO)B+a-5vQDN@b_v+)d52Kz;k3SN!zUey3WHHd6%XTUGXdFVLGM`?*Oe6 zDP%zdiBpm;^#^5J%I-Mz>s9^El?}CwcUNip*B<6YG{UwS<2n|O=K%I0Dj0uzviEHF zt>UZ`cS3iQRMMxt;`6DwWYL9Lnf2&TN}7yUUhn`U14=QhfFs~%`_YTTd_hmi+@l?sR=R}aAfe5LGxZB}fO z-aNW;`4YR(Ypf1a3UZ_3B?VE?!`jhgy+uO$mT*5T0%_%Z_pjt$GR5rEmbnQBpp?!MF_ZA=Z;`@3J;=#i87`-fUj^ zaivtGy!LeF*Hv3!{8y)VASf-UKJ%ga(jPCA3br>La*ONY+su7BH#()3my$-u9v@E~%1{gRO% z8TF>G&Uw_Cvzs=v>jypenudqr89JJdNI{)bI~VMs=nWO#8EfccSkDRq-+WHE;TvaeNAFi=kokn#DYi$#;?~LzPl3r< z;s+0cuaN(3xTOA1Wle9wg-B0zk**=c^J_NLQ9j}=aLY~$+?jLMch}DW>o;B|6^N)* zhCEg^3hNP|)ax=av@Cj11l2h%|C(wY+n~ReDbpQUe*+*ZdD4GxgtRl_o$dBP?C4hA zn<=}^<2u#gy3Y%3Rby>#y<+5YHCJ}qBTwfymIMYGknxGrf2WQ6FXcMNbIj}>mmDKA zRIBJzL-nwkUsJ(B(#%UHzYKc@nSV9ghw8B^naV@)clw;pVn!CrT2BcdR<-!fETe*1` zuX1A}5zxa$uP5{_7MWrR2wW*nmTTCEf?o7Rq7jLiHIz#a-q`pBrP315t+iju$gEVi zWBFyD3(^VoSbWB~F#zY5k?eq$bRDfQfRU14ytP)-)=_~*jJbm+@$B8onktS0NXn*F zw4{|8ANdn14YGZ>X7CKhYZsh6yO``lB@Cgvy$;9 znpDthS-cQf3A?r3*J0qvR=&}F4&8y^ zCmt;COXEIg7pL&mdp-eglKrx`N-W5>Z?+5`os5)l6wo@4%}!F|I)Hi-oIn%$eoKhT zDob_fNL!(=%Y8zw&I8b6>8?^@21yB!kzIZKrSC%SK8_eXJE;MfEx9=V(@E77k42 zf!0-TgL$r_I2@oim+Bg6WS~>l0`u5CVuR;e*OZFg{VSU_GI9*gDdU;lY;m-zoX!j6 z<1FWx22?5Pa=pJ*w}hI5IrV6g2zE#}W-ZvmeI2Cj)T{q+_GLhM$zH!ve-~ibWc@_q z?`4xhq3L+=nmehoiV^nf+Y1+pTMO{=F4*Jvb}Ba1xR*K>+wAz}ndfsq^+6&|*U@9C zjD)EJ{|r_mV`H0w1_{XN6}|`}Ju*?$u(OVVfj=cIYxsYqt^{C`D9%CQC5^M;GiiDo zdlY@B=%0$T@Y@u;zH=ss+@-jfY`@h@{MIq@Q8a-Agk;2v0=v`_dV06a2j%j{gCZ=>2 zTg$E!_wOigf0aUNDU^qISzpywrwTyyxkIk@Hda|iw3=+{!mq@sEA;lMiRE&0e-&Nh z(X?8lQ(`+TD^6XS*hkC2tnKfi-D`Ya6Q}~!kWrnk=C%sQ)hdb0C5;ottM-!*>9sXf z(7W;iJhZH$1dI7H{*B-!>!h%edd!T|{q0$j+Om{e;leYz%?>TufSv-Pt_6vYk(lFC z|O%&^8%-|y-u zzc9^@Z|W$|!QKzwT3Ci?(Q=8hhp4y*JT7@|g^WW(FAY_hAtQ*de=;VtA7jymmKl^l z3gC$s;~nY)!*jD622XMIq< zYRi+ey1d7BADXE%`ck41r2SZjuTCAC=W)@-PZX3wtmoU(OBRuxX+DauR@A1fLif%w z738XYlkZ+mhSZJS)}K@Jvw3{vkQimM=~iaYQXscsTc@i$6*`Mp1-+~p5y~rHKd#vJ zpkp}e%i6_AS&dyH<>S9POi=g@qJ@y7)*rp`<920z)?IMRej5P=-Ze2lLw|Wh-#rv; zDdb?C6Gz?|vQg{-{P<5R!zP$VK#!|Lg06usV6jA4<090*P^ekBe~v73hL7n(#yeTcE0Kmxb*Y6g?7(ck`k0m^U9yAk zD5{%v{FtSIDZ}O-pNg`q;1SZVGRbo;|g z2;GoGv#43)xfGL=FcY*z5J7OJ6XVF9=hz7w7Q_hKB;jEUzp0AW`piu^v8mkB%g z=em}4X?BOZM7>{QdFEP@LW7yqD$X>f<_sEqRG5w=`>pe!KEjIrhzz1FcuOHuw}sD0 zTEm`L#1$9`3fXP1!T-)T{QY5~_a@^Sd#YU~A9X4GrLGPZyjg+dE9*VaM|?#10sQwCd|`ppUKIjQ30Q~rHDisAe2Oqf8sA25`KP_=e(8&}e zg_G4G+sL*uO)4WSGm5E)k@_9K&hxF2g7ykT7E7Zzq<;1dZPLSl{dqRudok&wYPGkn zOO+hH;?Cu1x+~#2nB}T&Z(CzQ z3~G+9bxPwzA8P}-F?7ocCF0E8=FXJ90#5?=BT6~b4+<9eeJu?OgQ}usZYzKJ@Un`t zCTwnZQEIX)xpnso*&BNk_o*5)F(0Dtg)VGIS79X$0;$vkC!DJ5nuBE6LLB@ZG{Mq+ zcSl!{r^bJ^w-tF$hA!YV`Vvc+_GV!M%$Xnb_WbL1t_d8X+y?cTB1yllZq};7X?BR8 zUpAmr$mTM-iW@Mn%=k|6E4|SYt2o7Xlm@!E?8OTOyG5mq4}a<&d}e=nZ{5P#94Y@R zSZ18kz3CYSiZ0wtP?C^5!jmR3r?DCv+2)r-<)n$3+Wd z{%7NNzw|>wiyJRm2nI7dR+*Z4QKdGGI^VpxF`C*XLu{{&?t~;~Vs+?q6H&=-Vs+%7 zhCp}HAx7x0sow4~f+JDai@rVxdQ!m#qp;2?l=>)RMl_A@4(fhhLCGmQ@=atv;|?At zPBOXWADw^TJCk5fyukHGk&DjtZt*W|cw*j({Zd3`DXCJEezNm}4fS~x(pmB>DuA%d z9wr)m#a`XwMR6*94G+Ggj)dWmlbtR}K=!JxX`HBsU@c3E4i@R1Hq~x9n`%U}R5(*V zr(|$?HAV%NV|Y&2;O*kVr|1&E`}UEeD5lL4f z-~JD(jKBzmA1nmNKD(qlB_n>pZ5h2S<*yr7jFe@zLVI#Z*Apktg6Tx4o6J~07e@i( zyn;Gnc0dNs9~PG@m!+Y;XPTs34rPlQSCYFKe2{BZ>Ps%q?@j8-jdlHRq*f>x&Q?>8 zmQsZjcs=86kseVxUi90Igle3OO*_eND;bx$CiQ{roBZBeF}zAO&DISn?W-=$@R*Xo zsSc#JF-On7bE(E|P4MSQ`|W-eLWnk&qsLM4w?$eGX$k6+&RG&d$+F`5?o_jsd8=WV z#gv{-XgU)qXCE-Qu1Q${v)WQ{?9S(s)EAAKdy-VRYcBO8?clKoHKH~k zZGs?EjTqoWHjQmlWf}90*SSlFNYDj*9a*d_V-i+DToknpYKzOlp>|bvwWTO8)wfuT z%QzyTAqpUf#+Dsf;(4b#U=mKdP5mBiLy*=qXWey8lQZVtQp~WdY(L3%GO^MNd=x73 zNVG`YSv@Cx=MVE z%P@ZJ9m%Fv5f#k!)j2CVEA88dmHWV{y*fc$^f{eP{W=8xdhTdTDG#iz_&EcWmzRB1 z2Hv@^3}meNXM_IkIB2Hp@05R@>9P0pXs5ekb#exD?T59}K}!ZY3~Bt!8lVOPt1917 zi0gb(eN?rnphy}avD4*>lz5%|YBv4vG3eQTL1bB@?u%Vz?Y)RY` zzdP%N-sac!fVE2O>h4(^FjPKOkKT_Vs6V&k|NeRY`uy(}`ObWuW|*<4D=FVmpaNA7 z;>sL@OO@loovaJK-ZY+AuTeYACOA16)T%EXv@P;F?rmMF3O+KF8Vn$;wWnbl`$BQW zeT~iDBL|33(1bkhEj-%G|Ev2=uHn7YbzE5s$krFF_Xl51zaHSAdUY3jtQO0La0rmC z=F?sT`&l=IR!h>0yqwoCd|T+Kl^@Ibu;21ITBe$SI?fYd4NU3(gb1K`G* z_VwByjp@I<3Q0fj#bUw*qQK98__3KMClaCUS)kZS?ST`m?(o3ST&5L#b?VwjUM@PH zSLd7{3EiON<+>z(?Ocra2b&bmW^ z*g!OVmC`e1LryM$Qz zd$Z!$JubWR(C9Zc?A>9+6__#0sz%wBJl zUK%B}Wc>~%H0s6$K=C*;ajr`7H=%;>0eE^{T4JGxWU;WQ26 zi**Uj9zJS9R6xc)>a}iO0F8BE=N%5+9}W+H)FBqy(3ei@(`oe)Z;XQQY<}Y9m^3;mG~19*>2O;`{P;)>@sOf>hA(mOEGS$PQJpHs7B##T7N$xflwkGRvZM$+1ihmj<9v;?oU z`JghlP-)Ao`~+rRTUa;6f+%0*tUgV$)osF1WTz~f->7L6*AO^+#eXY`4r77~eV4NN zc<Wf zXIdmE)Jt7&8rrsj54C+6wV=GlY%lGyG=-q-^gszGew6E1J@9nhcFOGOkqyP+q+nj9 zu?{Q0y~rCM-KDIx1iD_1=b*>MiU71>!i}O^Z{?NaQxt47FwrRhkxM|DV zj^3qiwWkxv*Y30qwOl3l`NT7pX6Kuw7o-0{@S1_=GGo&=0C`68(-7s=X|IdNR8zv$ z&B~)6rYRQ&Ck%}^qY%PB%wU41lY(DlcINZJ>PRgHWcf*%wA~mra>%Znx-Z8ibf_{9#q|!~8|5$FmLU66v{YYaY5K$=A8>8=T8f)C@F|9Bmwy8Y{j& zFv(=RPC_v8p2bPk?hg~0XsQYRR^~sM?3oF%+fZB*_|-fnBxd{4p5~$-{XTj4ujVZ{ z5>+@s{?mV$;UFz?5?Vss-G8}F>Tb_J)fE3`$rdn|K(+|;xNoo-%cCFWL5||=KQLm| zKt-#a>>E?gJC}f?$TE&}vDK}=bXZs_;dPip^BrZX;5!N--i9)&R%qC8c6rVC>wmGm z-1^Ya!aMv!(O5bzpYt6@rZgYoFm8UW*lr!gSBewX|6D|EkZO)9F;R>tnp7N2dYPW^C*FZZY3G(OAW4#H^Gsu zN`%gxa|`26W<&j0*IP|A8h0EN8{}Ln?@s_q)4uVOw)#{pjTRp3pUUGF)0HU0l*D2y z+4FL8I}UjZ|IGb zRI*5fAQ#+JOp~R-n>y(wF`rmfdz;#G44lgHux||x zmVBxts6&G*E*9lbgfhv#noF=_GBAT8w*d~iP2O*Wgy^3k4G0)7nwS1JEAqe8VMKZlTSAR+eJ5ARL1;v)b$x_C zaY)X&YUkQULynk?oNRBgg?T>Da{rU-MTI_=cYwo_q4D#`;M{lORF^(76qo`AgzbYq z**CGAh4DWJzc>rAzn)Kl_pdtt9kpxP(gf9Q1MQ7j%OojZF?fI{p_Lbg;GQNVHO1_=B!;a8* zI_w6WZUoGh`TdoVtQ%@o2|nFhNG}Y_hr9gg`rwQ!xIFmAqpK4zFtPI{n%kW>O9rJt zw2NN0d8Ff<1`~!2hNTK-)_d!Ej2(q=cVx%e2AEKelm8)ud*O`SdV}Fg3EWB z7Q-Ov?4Ru#!#t*#-G6q=frPEqU0_BMxUbG*kU{PSXQDq{ z>urJ*i~uE4+r2mIG%Zdh(Zt+w;ur%Rc$>u7cN7LGY+-OKHriblHaNH%U~IT0}DnsWEoSmFzC6c;zU1Kl(q_m;-_jU&d$(d;cQ50ZUZ8E{q7uLk;zEVER=H$d>C2M8-lkDy( z;^84)tG{;g@r!Dg=;c=`B$)MeZBSn5rBc@a@*FB7fbVpg10$t-C%G~KL*mywW^8x0~q07@Zy+F4tN(`nY7 zKK1iy1v>U0`v1~n!mnR#u@$i@TDil^`XMXNHPZU=i?M|TxB$LA$G9x}Q{ zaYFA-cD4f;xkMEOu-ZQy(6iH>7+W#(m1yNBv}5RJxo#M+ATFP`tbRns^ooVZ1Lvo? z)qnBTjrvH>a{JI4Ek~r!@XA-d;Mn6tiSH=3Y+qBWHKJ}$l5Xm7DdqW!WMncPBi#5YZBvUjkn)QUY})ESA9oe>ikw(`1<90?twtZbCD!rzs)oH^oeDHT)ajH-#$~M zaRX(y8agxSjNW}=f?Uq`dc@o9wzZC+tutCH$lJ+JBjoCvpEkIs+o{t`?4#v7I(9TX z=v-5)*v-s3Izz)KG_)^xIxqV%zDW96z|n9)3vK?Rq|oamj%*x`Z1eQkrCQ<Ceerq7d74{_7E>;y{(b?8G@^Kl+o zWD6Wt*Wqyw>BpIz3KxGSC%fg&hk%rUWo-Lj5t|EcQ|tZ8ECVa+vb|6i>!Yu)6RZue0~0P0 zZYUh^ZP%zNHgi6o=0Y2w_*tQbWJH!<=NHyWB?lZcgZ^yrWtAU(i3K@w@|**NJi@ODTN#CezIq>#|Gk-BnV^uOtg6In#RAe!EdP*Tv)b zNm%{nK~M(sC4$hwmJ{JWOt_FSr4G?6H^~juhs&~gt74CoS{zoTl3el|Hc7qnJ)R;m zqX5HQp{Ljl5$pUIH4&Q-Lnng%O(om44^Q~F7uioyBMv@Az7&m94!P3lCL^olr23&+ z`3dj1iZMZwJE=FE_te~p;2p^zanG>l03#-h|1BYpZzd;foqJD|9H~g>C-EZx()0+q zZ2!}zB~lp>pb03BOG-`Z`jTg!zB8s3Z%50yGBKH(IMt_=`(~4pTHPYkj>%@$l}@UM z?K=uVDU-%%x1AIbgSbU8MnY%!bIZ3$)TA{B+FF?8$S+`0~^!)x4{&(}ya^X{ptcTZS6bn4-JX*K$BJG!i4vlUUi5$P~Gv`S9K@^mt% zpic#62`cp62-6{s2$b5^Chtw?m2>w;3Mc_?(c~RivLx{wPgAr(bg>OPl@r~kgiN+l z0o6Gl2%Gu|PxF~O-NyjWA`V^CB+^E#)g$ZoA3a+;<6^{~S_UhM?RjHbJ*rf@-KPS88|7pXGhMOl4x1^(5< zA1vtl4QVZ>Z08}lkrh_XHZ81EBOf&fQo6>2gKKTw!W!1gv%|bb#IA|U8B^SsnFw9TAH4IyD!gUSP~2E{El)sjVRuf z8yF>~hVLXdwI3&JAeJ$qMG?ksf}oiX{gRn=8HHOF{)rfey&md!kghu-^e33Z0` zg-Qh;InU-CBI^uQ1hAR+v!1-Aef85Jr3YHW`fbj7*di?DyCfFD4F4PADbK4%_OQrFzY0CJ?T284=nr zg~`o;-5u=pfQ?-PK~A5M`llCO|B*BEuz=B}PwXPwHUNT~>d2R7! zcMhlWj%<^3v~r?^@=UxIsjdcI%V*96r|3O<=KK9L%7tw`DK4M%aOq2{EGD{mv^ZW> zzbXWuXg^1eG%3ZW^`$z|6NNTK{qE+H0l_nkUYi0_3yU?+xMH(>M?3!K^XZ{Ywb*C| zC&T^BhSTZHhdJBuo1bu1Z4^)KhL<@d1ydIGQED&__f|9eChLhN$IUDi_hqe1Y!U}T z$MrBra+;D9lN4AA%kdif39-@pw4B%7Sfk)66e>-0K)P|>$=uH}P-(`LwC0>G-oPgC z;xb!f^oJ6_DfEt)uZqXZXS$4e`ufz-RzaM?HB2M8$ZGgRYe zB$sP1quWMc&cLz~n*yBpFg>u;0N138FbwWvJ)%^(J7Dkh0vmf%D{j;xwNOhL`wN?l z2|0>u9n-@@xafqwvXgKh1!`J8NK2zq>rA%I46H^2$N>6c1r0t#oJ3@MsDR9qt z^Js7X%|=S5cZp!g#?|(r>V7n#HkIdX2;Tq*!4;C4n-t56$D(fYM#kh#k=6X2TG-Ct zQI6D|_)c-HrRHVG4@crAY^m*EnKrHBuWtA&&CY9C9%VZ1!pZLqsvpF*uPKv&d>?mdbJmR`C=MN#QB)8`!RjX6TG+FD|Y2eyTg z-?Cm0Z)jFxnT4fF%f1@iO%pGC-Z-p;3Ui3vJd7HQK?V)z$LpSynyUnh^Eq7|H!`1a zaKi;D6{i+JCZDsI7gEPhplE4fv$7R6dy|WIs+zhzbrU|b->5yDoPHZ6{^ee#AilVR zvvQGp^_b=h!$D;*w+G}-jmFsM@Ll)rd(KsFD`danS3hLqAi}1h&;b`Gd}JkJX{2@m zM#Vg#+asqhj5L*If^78KAzhAa?X?(E_~#C97)hj3C|M?JvSyYSRK=tXzvT=Xg75=R zM(isD`0w}Y4qMh2GgG@gUzdt|VCq%a5G`clRuj(!qs|i#JLic7$&(voWc8e>7Le8R zDTj?iM*4t~+|d1PP8>oJZw-r2a}Mft?H}vMZ+oOcMrpiOKnia)(d4FHN z*rJ5wAi9!&UMq~TglWTGk>4Eu1!!bE+kRVJd(P8kubzXSh44EH((${po7NX7d<(5a_e1z?Llyil{2qsTLh_l< z_3u33D>t#uQx8yIl>)NX#mQ9E)I?1M_W=M3QZt9>Z>-hU7{}O>^hye`8rS>tadL+4 z)QIV5NLr3in_N6c^`#Xf3l3mi2ZeTqbscw{!nm&G+Xy9UHHrj8GEodWMJAUL2>Bd> zLr_b_BbWEZ1VMDqCRPeZ`EBh=j960&xzk!DvKg7~l@#U185WqnetYsveW-djO4Lbs z+5o&>#~r3HPK;vSMHgHA2A&H4u#Zk%_8rBw`KOb3A$!KJWK!$} z@?lg5x||iqcax0YcIVN-76RTTu1N(uMkNk@M;Uir{f@HP$jixS1mGs6_YAs#S?nVk zUmp!yKhS>RNEW?=c2)0s5cbI#3XXC~oWOnVAF!1WVY z0%`P-J_8Ts#sv#vSb0ymK4NpDo_fn|-0-0)WuN7B3(8Y5yP##*;gxdD;!eEA>tey z1u{k*A(2x@8i@cDuSn8e$7qSP;N@zwM}YlPF7orAQDg4d>i z@wLYsEJ1C;h&pLHfkQDLXWTDH};bG-+w8nsp!WAo(?4O6nDBlQxFU*gWby_}2Z zgmk<pBi5`wDY8O2G4i*+l{=h1!t5m+^YpA zx@Krj5RRBN(bdx|%mM;CoLVIbBR%QO;3ix`C;A3<@0s>uq&8?lli!G;$a>ME+?mez ze(2>ypP1$sj(54{6fz^{LBf4FOFcB<4_0j(!7ccons-lU{)o%f7`fPXSE|gjuG%Z2 zpz4Jl3+8?s4^hjUV0HQgi5?l4JI(uv`nw5Z$GDZL#&1TQZpW=*t9uU#20wgaxDk4- z`m`XN*QBTb{8=V~xQ9*ffzy_(ZuMQI)|No7r40_!~_@F8%;-A9*4`V>@8k|pf9)Sy~sPy5F z%&KQu>`eUo?k&pAJcJ8UqESaZ9pv)MZ0oTIgwN;gOohHl#Uy zd46``QANaEL{>z5xVkdM$7|LyRX(+XVd=Q0pWn8pt~f>I0Sg}cWWmOW^^sCJ-z}2+ z)1LzmXE$}frNm}%iA={%jh6R6rw&@2I*`cKi8m*K#P54}Q00`{w7TWI z`PLfQZ~c57c{FS_R4&t-{xzOl!0~0&C3(3JW#`AV+7M*eqrT4LI`zQPZkewH8CR{( zm=8nqw05;s_YKNyXdPAsC>(g>5ykt7R$BXw_lK*S^S-sRc(=gAbGSQ>mbDBDGpGue zD1Y91;C_^HFNeiO3R;{YVF+V2SX$jzvO3LepL<$J;Yj+?gO!PQ+jFJ-Lh?*lpTqCn zny(qQEbUR8Jk#}Em_|l>)w8~RqZ+%f-cY6YE_ahbiWVIw1ra2^0M@%dKE?7vDw1;f zD2gyzrTb;wh4-zT&6xLfPSFc<_zjpn~#UBdt?+P9jyO^43&fYzj*xg$X z{HxlB-;0{4IzNf|K81pD??R+4_&KSDQ*a{w0sb=}{};Xt zpk4LdNvl3?-Rk}%hZ@T?mVXNWr;mXSRh10V=w>A~`cymvHie*lHW}BaPJjAL{MJ({ zj9)J7iy2pAWkeglqr3vBd8>)+z{)2?jwy2=-usRsM#Dot6J5=;wjslIAM_oi@?&@% z?Gs&fszR@CPqU~s2;W?FdX>JCfDv;7P~n=E?Bu!&9PzKYmL+CR$%H!~Uwm~4l*0Dy zZouqQBO&elX@iOT&3B+r%Qxm$gL1~SD1)sNZ$>kPUK?ejwx?T;HLX{9wMW;(RIgxa zSqnBl0&n`2WtA9&1XmPcn60}msH{zw>fgnLk+55ZOHaEP;nhyniD9@(_)B*`(`4n{ z&*!5F*L^@!ZvgjZc$vh`!LMVNv2jXYYPAsdGVxR8C1p z2Q*S?kuJ1`Tjq7VCU@21!{GP#V!|zNbIA5)_$siN^0?uFNBRfx)umJ$Ff}`rhwpd2 z4!?Gd3aBn$^emCgMaRXmupRxQEt~5Y_S#MPPIlKUs^wd1g-af|RI{y{?FqGv;Fu5b zA8*EeM#;>P6&3e(qcKIbmTp()o6%#8h&ODE5Xp5`x?XK^<6Ey@t{aD){msygTi8@2 zWVrw_1%r9DCqRIsje6Lq3xg}}1gOL(+05*1+6VD3VH?Q>d^sVrs?Wf)&m&tx2HRo< zl}&P)F=BcTIPZh3@Z^Gc#Y(<@Nk{?q?xAszCS-|6Uv<~|MACp3HU;Q*s=dCzU?m_V z9cJ018Yhy4^iIix@!AY+gZl*$DrbH&7OAEN<KV(MKQrSUg>!;vZmp2C3<@>O9{H+^szxlP_SgGY%nj!`a3{3sZ#8(gM`D>JQw8^_J+mM&ReB@; zIBdv%qJsw7M58&vDZ{=#re=G9=NSjDSkjHQOyZ0m)-AzocrW`@j!$m-Oh9s1eK6zx zr}3Lo!v&vMyv^>#KYrM32D&TC_(bzILWsSOX}&`J)|wN9V6OuekpwtFI#=%f$X*yB zD+gEh_(YNKVylgdrG$^|Ge8{c{xoJ?c4H`{YD@QlBcvtQdL;v$y{VpV^9G4_l5jvV z)JQLw@zx*}#HXY;T_yabxQ(R!J4%jI>N3GEB{@b|Y}P>bsEBY4%mOI})iPPf zI7csxNlIAJTNU5jy~%N+STXGd+P)qER4&HS=TlHm0wV|IF5B!N2A@Wbju2XwEV8qh zQ<1zeIrxGJ5hIb+y&9b}`Ayt#ejl@7KP_fo}s zU5@8f@;im@HW5!Vr8O82WmS%#{Nen1A*%u|W=&GXL@X|6ICYzElHZN46)r>=wDfh2 zs^e=i2!b()l%`m<^Ph;trK3A~RA4d5)ygJnxZMrppeS9_9qrH>_#h!5z&&+*tA4em zgI=2cF&KxlQ=x_hfkA6Mk^eyTHH$#u9d(Fx?<5(gqnuK=uV^T5VvvTbjZ;i~1h~KK zxfYL3k#lQ`;4Qtz#+(J-XC%_@SU0G(J|8&v3~YzOZiq^F5WR+@9#G?Tjq;Ajy|p#ORS1FNkmSE2V5~;8b>M z9>cof8HtSUuVHcwT=TIHfmy@xE0R z#o)ybCk|jphG=6ppU9bWU6J=v$;&*Yb# z66i#9GcSJBu^$&->JIJpYIRM5*V(mEYp%Hcp2R6G;uX~~60Yoz$DtgS)-iSUt*xHB zmV&f&OkYgsQvAdOTf3_aX%>0z^yEt22f~xKPT1d_4)u~)6m7@ydydA*Is+Z_!uN&@ z2_u}*?CR^xGq7IXkM}++vx~hCK(SAbaaY23t|BjQH9Damvdt-Lb!=mAgKH;7g&79m z1L3KyWU^m?7Mlz3nLH=(&6%94V2qreHx>8>6x_w?Goe@!8afJcYkGWqwaU8qj}r+r z=;0mQll9BZ$JPc5jabr~uCy#39R?Agu!*R~FeP zv6P~~dp8G*yDwz3+o6+PjYV{cA-S5Q)pmIy%~sQl<#wx51o5X17f%A*Yqn9(zTJ1@ zh7J*D*D=yD-}fLutxpDoUM=%al3nMrh!WQIv6eWMERuX4POO9-l|XCHd50*w9QaHN zYF3{Uh^^P~&Onwg*P~+PIzN*VV&1C2>MMbQIJxF>+YaicC!Sw z_ap5kqt080D`+pOW*%^`zgup4`K>!LkErU_Ab`zzD%hsNOlEG`^(^mI z{GN>*xX!04p-VrMWVY{Nn=*PHC@B4SB!nr#Ky?CkbRRVFE^)Qd;Kj(vm8SIW=Z7S; zJlLom(mWkkhcoWrJosP^4plOcOv$rlyQ7D>gy!}-YIqG;%e-+SxpMOhxy+f?4INJG zeSwPM*~d|vhhD~cO{e7JYdbGxJWl?<1D%%x8h5o5O=+V)Ymd508+c^EvKeU7+-uyv zg;(APw=l5`qlx>puNI#~7YwEN);9b;G6`vDR#v;sK^|$sWA{}xX1Z&Rd#@p~1-$4) z>ir)IrZP>8cz5yr&HTQSjVO7bOIk?(?@HpqZ&kfUzU0Tr(fpch%B0j=-gQSj`zQU~ z2x#W3>a-_V-j!DS=kh-~2JA!&ljveG7I*)-{7;U-)m%@JGs;ghe#d^($RiM>UI6&* zH_I2a(l^F^gym7#uYi>M%_DS#Y51z;^d^ZFTSXSkmEUmh6PRNfN%ENkF?$ogqwv#I zrJ}{>Slc6QyHP&ANcF+bye6^UxMrtvW4!YYh}8eajsS57t<&i;sXVLQb1~_6C1d0| z0r5Kbz__Uzj2OdfA~&|O!FVzGZKi7Pt=d$R%>{9|a8}jevx!1^*OXt;Im$z?2Eu#l z_9Y<~qw$R}71Nl+THwlP0v3^XhCXtkq;-_)i>|Nw_BDCl zwmu_{dWohYRQXN#7hIQyJ5j}A`rZwU$0Euq&uFez!}4Iy;!1$k@>YQQ_E>$YLa|kh zD%0o$%huxRRYF1{J=oxQ(GVACwI(C*omNR$>$QU3gI?k`T)t^5PZ(qglJoMR zu_Yb%Yv45Maa~ZtSMPUO*%@M1du4JwV;i%0pVA+d;AhX%#oH?-gbK+~5tWEvv!Z0o zAs^Zbo9v}gdYB&_8tc+(mi|Qvs=GgrdBct826d^bFik?eyR2=?u*j8br1%7P!>05?9}x@QNYfqpW2`uQ|MA)zGEdeb>3p3^y(zYZ;z6aXlbTChpn zxEA*DbKaI)iS@pHs4++zTHI@6fK`Jup&HMPRJx0{E zZsBX})LjqSrHxUP97?~V%zvIy^da$|+us|@C# z!k83me$%<mvMY)GoX(v~qV6 zQ?-BW_6OfvjMeZI#+(e%_xbGy@@P6eF^cc1ER%UPDb7NJcc*i2H8YGb6%ERpaGB=f z5Eg}6VqN!cEL8id8%A>kc<*K_P7GC4amvwb$(ParZmzyP^mVl_zF(P;L;o;H9#EXR zLD=Ik%_QFgAmPkT@HQ;-e86z#btnc}NixEfqyZpIkFnli3N<`T4imNOco#V4pe6H^ z$iemgZD=XgaksX=+5f}dTR_FtG!26U3oe5N4Kld91QM7*2ZzDkVQ`m_1R31j-CcrP zaEIU?f`y<#0wf`j{6n7idFA_e|2=!ozk7Di`JfNnzPGBYZr|HgT~&Rnk&+ws!t*`Z zpO@5CJl7>g8lP8AWUQE%lzFjGEy^BiS6yyLgSN}#EX9P_i0~1{0fXJp#;O2*N5Q%w zDr)NK<3N=gEu4;+>qAN`+xlfWyTRp`{Uz3onu?ggo|sl=3Fn#dh6OR~%2)(n5`f8U zbUbkmSQExo`Jpqwf&zeH0+F1rUP7sct>L#pJuBi*0f&OVrAD0DvQ`TvA;{+9F$8)F z&yn@N=wdZDhf-q~!eg^h%hn>Z_J)?t>%(}(Lk7GTdY?iih>EoF*qC*NF&D~buSDCF z1&`^%xoR9^NvjrGWBCYnBa=U*6Xo$#I;TUvy-iKSyBS*~=v75=w8reT3G(n(o8?y$ z{B=}Zya}=!oR`!Wa?i#+~ z+N%>xJb@9cIf2om@t0otr7wWCy=PBw3B8}1wEq0{Ga`;b?b)WW*tTZ?3@*9Td*s1;yT|D8vG-HDpH2#_SM&BM z>&|FQk`j{#9R)V$fLc>NRuU#jxZAF!0+x8W2UJMfHo;ax6|$v`r{Fk=5)e?@(Lh4t z&$o(VGrK`Gg!)s;RL#Gsb4;W^$id5LiBJWjSVqr?^z9&3mcO9Ll7`q>(CSL^nPcRH zWMpJe)h$7+P6M_pI7L@Cu_bfz&A}+=DItB0dw}NNxR&9Is~j|-eD<8iDYlJVR6N)n z18;6AkjT!Z`kb(2nC^~>JZB2jo|Xbtj^oLXs7NyRkVmdwNiTyfNjqwui=IVNTn zk1CoI>E?QQ%6SUj@Pgk+te-`RU-^Q};schkfANV(NHsgKU(Te;Itw0AG2KhU`lCh4 zIoxG+-BG#1vVNYX2S?hns8v!_p+><%88r;p2EUKtSnKgo%|PU zB!eoCx#`-jU0A+%(T&$v3LPF@kzzMc#8~6I%Ak3Za~$cO`myZ;E)88MKe3)LZhW3g zhkC!lDUm9zjH04FQ?`;WF*BpAZQlbBT`YyyWPxXOJWAN=sT4Ss#!07?s#2<1tGJ4L z#C4Y-E2HX7`^F_Dbj?NqAmcGXbmXn7t%?b{2K_FN-cCD*Q&1PC&<8DHni}EccHqF_ zp*Fd50TmCi=S%}&2t8Jw)l2^UGY*sCrqOC<@vl!~P+%XQyX`ZDqEX?b+5@9%$akZ* zqK>=xzA}4xWazh%PeQcf*+f~Ba~?Q(W6z2ipjZPnKX=k#=<=P>0A^bhF`~ThRM+a>yu5^AAvVr*%Dt_+%C%Zyr-pRlK-;=ZfUQki0mcYSERZ@xa!$iC(0x=19tRW* zulwsCyjWb@Pl*h=zr!588~YC@#=ko>{y%WcJkW>`%*YZ&2L-=2NX&`Z`_TIfQbVXq z-l43ykilEbo6*`Om{_F(1sYur!rTga}mNm%Eke$Aa2flt^Jj)+K4(L09Nv)S3iMiVbLSU2>Oje^Qbs=8F;3 zuvCVO3|x;=b%h`lUx&KO%xX@Z6f6!|fTxk-Gg{j-CAoPG0ir0fnKvsbMYEZj9<2wE z+UFKd2@AjIcsc;0lZ3fZZ=@qCUXp3B)m{-lS18BnZ!IR^lWqJ~-%<;uB&AR58!eAr zC6>7HeUd)0T(=MSYO5I38jdeLY&Gvozf!esrV*YZmE5FU4eAG`4%@1mhL7q;l;1e5 zk$i|AP7S0n+i8k$);@P`}iLACh#i%R~f_+T2$WoywZzt?IEUmB5@Eb?W z+3gKzFuKsZt~j3adUSsa545&#`8I;FyvJ~!@O|{o@-^QJ@~6>p!*aU}7yo_Y{}=rM zxC^SJCSP~G^b45&0%?-rqAo0Y!`Gc!Lfu1phi})r5T;RDBI}`DR0Jjj<%38BcbB?X z_A@cjM50T!o+!TWM6Ib0-rz}HEh)g9NpeT`e=H>32`OeOc&ZF^)`Ja3ga;F2*W7TwRIS6gZ7y2T_=o3-WVR z+PqpB%QwO$l}+7~I(U@(0=whPw(0ZRJ$`_~>wq=9ig0@R%W`46n(86EdERtr+;JH4 z^~?%Rj9^S~ZFq`1d&K(jwv%-HamrI*d%1RjdRzrZVpsc5jAP-H{_+0VW%~8^zOyO< zxgLb!Da;r;DLMO?3Uh@SMAoG#J@p9(5H7dgk`b5Qv+opVZLMAmHGF87`jqp>hsZ-! zjpT2L=;z?5ZFps28l;K4jYR?ppq&?T3IUV8Jf>2-c}GcAt~<^BMCE2fNdo zFS?v{_nOa~nBEMoaMp3nqYA#bXMX1NVy6Y$K8yh{ugQHh4;tluxz8R2(WgphrMF*_ z;VRWxEDh0s7XL>2?7JaSDqnr@Y^=+`nJsl=&{GEVF?8Xgt0f?#ab z0%~f{GWd#5g)-+u1If@MWXY;)0-*vo2IJpI)8Db>o8M0e#$i5-+4HNoL8wT;X0vgF zUesoG@g;xH?k{%JmNu>Yxhj7A+F+!XnBXY(6*L2~@2}xUGUKZirw5E1yU%TNk(uct zGH>=?CGff=zWG{Ka~c#8jmeRX%Z<)w07<3=F)H%;LH^P87Z$Zc zjXxrZ0j$r_r5Mg+JI9L)3@tGotdHQ4NpYw9ED4IFnn0{)o<_V>_GO)BwbJr*w3QV< zlN`28XS8`ZVETsr+Bhsa7&Sbw9SI1&R5bQCWaFC3@M!G}%&N$*Ub}S9h-(?-^|fkG z^%%Q(d=t*;bt;pGjR96@9PRLG3hHta%3vKlMZ2)iQK?=unP)O{Yk7o9CHcwLI&a&EY2@4`Idt{&E znh=(5>hsMnybfEwylslgC8bRbkH#TQC))bISp?91}=y1L-ha+9NQoy!rDNE>sCZFThN71&(Djx2_! z9kmlP|C7GP2-QMja~LdWk4q5P?_goto}i9p8ALo$RHFVwOJzOv=DaFU8N}2rK8~et zYfXfcNHN0JQ`{jg-U^hrFwhZG)94e3!a!u1D_(#Ew@Z#Rz^G6Jp{o-l5g3!Gjpo4w z9k`j3;#jK0by9C9VHGB7CKCh^zGgoMS5B4t-o7ZZej_uCiBI2~Vse`q)v|l%SpzUP z%(W3p0tBCsaO8f*`p8!@ohFrL?y?plTXP$^RvDoWRj+4?g>|`&NH=DW-(1rz#jn81 zM}Ib5(tN0*VDU~J5;YIO^QYV3phWSBSl|K&gAcmF}L1)#wgUH+x*$5jDmVpIARp>4Bbj64XdGFQSzo3x*&M2as%PJuAIoq0ybBIU3dFigD1!TZgeisH6E5Jxp zOPLt2mN>L5 zawDn|^zpVOtoz$pc99IY3AZ2er1P@aBYCT<^&3gh@lr** zR#vSsB$=bY3Y$d_G*0?|R>{wj4x?&2#eaGB8>#$AHsB2L;d#^=%{N3EP4$JCM-Sl+ zvZlZKg#x8z$Kp<_;Oy01N6jl6eQn8t_f!o)BjXbKyzIi(dY7z%!M5~478Ax#7y)ELI=VqDO$HenPwz-W zwxJ@k=KizmU^!?wQ=8L1GIsA0v|Wr9u*&5d71EtaG2Sg1!lws$jayk@nI2$}nK)EG z+?F4HOJK$%uS4=pC;z=3@2u=+Szhr=5|of!DhejG0l;A*<5%=g9X}z&)7}zPbCol&AyIVkSx10KuW=53%9& z`SEjAFKhPVoz+UlN`h3fL-;Ei#e>Ryv>olE8b4i1MnC7IH*Fw>u4G(N;oyZh>EAM% zK`P4VV_$QcUNcjUVM;bUy)q^)qc=>A;xO)aq+Lp~EfI6G!Z){LD7PcvNwAnj3yi^V}a0HpHq~#pLgrD<&|TQ z8QZJ*73V_Xm}UxkYa4@&9_8d8baMs3RVC~qG$R=+F6YyPOfoC$<#K{krJGoZ4xS$M z@}INHNkmg;4VlON+M|rA>c#FUJ%1_KbJ{0^>)0cgYiII~ z1Rn^no%*|$kk9U2n*bzBT~;yQ@g1_lhFR$@Ur8z7hV1K)Gxl-0is2PD@dj|XazUqB z2r-R>wVQaZ{qS^~br&ukkF4_m!i|oU5!@s}0Wn(@qBt@*$tqTaq_)ML=L1R?-c+GN z$<{+cqu#c{r!pE^skH582f1TMTEJ)O>PzV{j7@T6q1@&MhGR)fB@Pg zTdgxD8+Rb-hM9pYx>Xiibi4fe`Sp?71WCbC`?^USoL>8}o^oldu?mfie#sxI@yTVJkIZN335y zVUqGHbx<%0SP4*=k9XoRSOdNiifOCJ=T%W~GBZuf75zrCme26zcw|A5%_F^r*u&9p zsV{*G3@$WXCl=~lvqQ+(YB*pp96COvE^h65*C(Dy2sZ%rx)<5XK}sGo-?bFm;vGi> zvso!sr0|tO$1^nlHy=vVLn2%sWNt`P;)bsisK;oEaZ%542ZfWPfzA*M>W1sP_!RkZ zk|)QGZH;WeN%?Cm#{sIQgq6LnZPaMwt0)fn~EDZ^lDi_#9NQILas zl76@1^bxk(L(zudD)&ubCahV_i)%9GP?sx$viroEJwj&?a`E}vGfPF`jRl?|B(pO4 z$L+XGa0#*28vRkm4pI1X%Ntp76?ODu2la$lBdERaOJw0Zr)LaqGwuQ(=cM1=_FY38 zY}8{==`>&I1%;2;Sn{kTHekk6<;*}MIVj_*)#W?)EqK=e>IHg0+Y>}mAFM2ipC0LD z>I!~dD<#D4kdH2dfv(T!wBD)L+;yE;msa&+h2{mVmrKz&sFRq>pH7=v_FfL@cf>H2 z{EF;TP}0V32c?9s*ghMCxR^OwVVzKth9<>-PC$J-S(d@}U8uN*)c{;qNIQQQ%5~le zdHdKr^voJ;jt|_yOfT7Hd22m86Q4bwAyV=S3~7!3QR_2I8ecIRpEc~c&r6H?Jic4b z+3t%0aY@<_W%-#m(X}(*dhS@58wG*0Vky2n6$>`z*CY+GuJYbVuM4B=VgU+*CEAV_ zUD>Ra^pt8HY?Mtmly)Ds!-R$){UN- zK)VQQe=;)2(`U5oxwS45Jua*tOqIm|1_MCaKZ0$j4Svxeor-$fEZp zl`cCbo0XqvL4RZ}qA*x#IsI5w=*#--nbk_L#5c>$%C=dCW2n%?!U!{Jkh91-8z6g4hSoxL3ueS!xWO}B*k_ZM+mJ}WD|t5XSw z=uAD8!n#P_Y*Qqp%g{Iv0xnh!4PZ*DjYU&)R*R|jzICJj!F6^!-J4j@&eXqBgwYXk zalWYhm2%XSZ&FJG1nn9M;~bcT5YwsCnM?ac98b`bqUPj1Mqzp{MLbF>%1evy|Gp6s+blV5XKXYmFY}i@IOY#OoT*_* z#ODHg-D68jC)#sakQD%(TJnk2O8~ZNSiIIk+;)C0@~EAMC{xTX zs9*Fsx3+!^oh$ARV*lMgDmDF5jVWZ+=*a4wn5QuW1(=oOs@s`?cR9kuQ8eL_xKG=m z=$82#sRAJy-`vY-2t4*285mk9D>jq1QEG4SlYTdP_1PNbAK{S;ibBV5GH*O@l3H!mE|S zNsvEf?Iw#sXN78CBel8z8|gqFp;CTi4@9{$-#ib2+|YCo{d_9@Yh?CC!`q;v?MuQ@0GyFg|qIzwYy)Vi{ar zQIPY==E@8@^sX?=JnPLr?o(mTsj=7(0SszgdJ2AtNEHU2j3_rj(GdDH3{T^YwB^9l zqUg^?TOAUgwsHdy>iyldq1sY*3Rl8%Gj*)SdH>)R0MjYEQjh2S`w9K)+58Mr|DQQ6 zBJ}8i%h_c;^x4z8>gVu4P-w|FbVmbI5z%bs`3V)yP;gOY~dPeLg}| zI>WY?&&jiw3*I9iC24Aj5pBjkw?Zkfgg^U40%Q-SZ%RVe=EVpNQ$?@N7xKVZT7+|$ z)<~{O=~R9_Pf`f_?56AWBxlU$9(Si+vNC4BrINmyS4ycE4Ntjv=&^qkV~j`??6T?0vpPZsKljVye2NAIY9Oqo30dKEKl!CTdvQNvB*=7-yk$vKpJlB^KFSWK$v#iK zHMcVqQ~iQ4YFAx_3Uy zdX)y}eQ)0Uh_2`&lPPmBi|6`Xf&^e`;SztXuWkyTb+={LSfI_W&@!gYcl0F2IwrqI z*X{-wc;IMLFcepP(5KtqW7lBupWxz}f6nP9Ktl}_|8yXq<8f|l*qLT7P)p7H4Ize4 z+7R3Fkvxc4iP-8R!YFeQlIT)aWf$&72Q6NFS%c)eu~6O)$i0!d2*=w;-| zx!X?9_AxbLGf9faag?3WVPTexN_U=`O=i1?G}uf6rOM~}q?-)(<2I=Hcm#9Bj_`Jo zPNlrQ{GS)L8!99AK1Po@8b}sCmEnsr#hO;gv7yFOXq+#CtNecRKJK;EFE zY8hz-wZB}atuzk@lfDfODiKq*!q#+={@JOno0~Qg534LcFbvZ+B2tLuTnR0?)_GPg zr)>D82ZNDE`Po>Trp}wk@%@YJA70ne{M89GIVfbw7VYeicQu?0t_K3#DG?*+4`gBh0ljg7kju&4hzJX`xJw1IKsTq&|7QPWjz!534Nm7~6R%rf#TxGAH_GYfjN zzly0_idur$g`J)i!Zr~Vy0tdgSnK{ucpgy1t6a)ewi)MZT5646lS|hds%&4wq3z13Z}?Kp-#SpEal%gx74{d}d$LTdI21u<-Rz zrfoYOOkeN+Me>$zSlM*%7w+SaQL;N;&kP3m(t#LWHPUTq_|FOg35}^fXeh@88=XF- z1Gp@FHz&X|&uo|GP#34r9rH1xlQ;KNDoz!tAMa@u{CX={RG$d-&FKjWqyWlcHTNc$ zMrje~UDUto7;x2cfCxl!q71@-sI=%_0?3!@b-%<82bP()&*4~kai zh_j*Qp#Cw*;Q}QOcKO?5EDa?5N?w}zKbAV3mCDlw+P{o;xDd~S{f-{OsX^KjYpn{& z7&z&vnFQa2|15B{DG6}itFSE@9P~)r2`-Kf^~rdEou%-{av_(UL$rpbhi%dHF)*1g z1pVU|D+~@5n1ND3G9Yp5F(NH{4%U+X+t}p-dtTbCmE4FUd}l0yv0OkpS41EIOX4=e zKimcY@WIywO^qVLPls#W!LqryT3)xP3He;puhF=#mLhi&-n8l${a|~Cy1>C5spVrw6n-9(oTCm0X~g}AiRZ5{|5@EVX5`b`xxY-l`UE zo6YJUI`;n;LHT6#AfmPD==GkGq`1$s6=|x=JH`PKCRzM}4j~`nYE0;_5@3yQ!Yt=l zchwN~`#~4(0JJ0f zvx+WJto&ID9lWHU%@3A@ip4L9E=x;#9BvefCXKHicXM=$WM>)lgFKDo!8&}F%BkG# z+^;c;f;y+1iZ zN;qW8zNmB_@gJ2%PxQh%)r<1%wSLusS@LvN|bT2d7Elv7xg_#Manh)XqKOzoJulry6=^7VV{ssA&Lq+C56#P z&uD(>?g@FF@%NAqsFLNDCKLbAUL2#Di3XbF_PZ=)G?XwG`~XtRAUw8M%-F z=#SNYymA|gU}OB2^@7YMDp!<4&&$SsWN4~C(ZlC`oNN3CSBChDMU~mG;DN80y4+7D zToMeP`eAlYjYe9e+fPmGLBt)gorsioPWj%T2cHcUxjv(=xfpBW`)IUX@iXHf;`ZqK zv|FHPX9h>u&hj|7J1758tQ(M&y+sd)e_7cLSgTxwU4(tDZ}hoFh^?rD$XZ;7 zTG$VYLfby)Kw{|xb8gE0bC9Cic`1fdljvO`02$v`m%T&1qqcGS>J|D5=>kYQ)}9M0 zlcq_(%|B=@Vn=jAIr^GH0HRucTw3k(dj}6lPWnKnSzO``iGme@T$(JrUzJ9 zv?C)+cSm@~No;(}&nF(Mxr)wYwqW=-Ru1HHRAzrnyuvI)w^l@sGYEYks7h*W{e1qT zn=cNEaJ($m4Fk^CWMdVxs^c}rmri@3((Zx+OWmor=vlg2tpKKKW{w+veCogT=PuSw zQ+DV1!u=h~OXi``ZsX5ije>ql@J#PZ$MAYP9C6~6s)I`DSL0c7Yrrytp3<+*$ zCZ_6RO4ZnQibp)dj;))7+ja9d0dqp0f8nt0_Dr4;107SgH z`{H6rw)}|+oZ|$v5({OprH=6F!%zWjwhliZAnTc;Xp07S9XoZ`1)-&eV8ytpToHVm zaiXt@P&NzIGqL5XkDbVa1LZdox@j&nBf4CR*WR}2#$w=*emO33^C#Lap5_?$sgwpL z2-+=Tl*{GwDT=1BC@!i8jAns$i>DEgPbpq+?H_Wz2$DsW*M9 z0;I!`>ho_Ej;7sbY>yT*se++w)-J-$=+LlY_P3F));*zG#@hJZ=z? z=mJN*FY+kicmM-L3jTqjPPY|M>zWQL|;zH0XMqs$0k=4cw+AT^OF9m!XUV> z!JPch+;YvV8U|IfX%jew&cQI4SPUm#L=8?`5bJD@P$W{n9(7ud@hK$%Aq4-3=b@V} z@QV@Dyt*eC^{ao5wx_FxrYp_M(X|2?o@9@s?NR_izR-7y8=l)gp8fTUX+MmatB^$F z{0koo6-C7w51rOQodY5G23W1?B5RAC7G3#dq!q2eu~*$C_(Agc3XNEK_xiw7rl0TS%P`HbqPW zMCkxD_N4hFD>T%So)?qZzDtqlqhq@<&pV|EXAP@2y?%OWApow(E@)j|_%{>HIbm62 zHMD8hfi;^xtZ9O^y)pJQ<8#rC>!+jsoDKm0Sb27Xw2~k;uL_!=bI-HDztu$WuTF=p zon-B%J!gxTlq;LVH^L3wF(-dl0Jy~>%AZCaY?c>HDw^A{BptVz5FzDf%Naa=qIj-B zb%j#epT_pvC{+E4-!V5*7(g9TjPQC^Iu83)_z=A~dqgT~T`Yfb-odb;o1num&^B6p zxwR3FpZ9-f@n>cn|JAM}FeVC3!C*KPgH8_Q zwwBw__%mVYn}%mB8g`O7W_lfQxlA_Jl>s@e@oWl}HwOj<7P($|O9MZRW#6YKbbYze z2gS*pjh}lHd5CM$R*AR(d!~}7o_i##JD&^E6GoY=k!7|#o(DlEeXWhDhviD-&?^N; zNQWU+zGz(v?#@{h@wzIi#U_K_ULk1??m1TsZg&xzPkL6n6&hGk7E`2j7ty%bes64@=@|Inqz|5-; zh_34mNmVc(VNzHdLm!mRY$QXI`mg<0B6k==ilHj&FsBp5%a))8tWQ$54C7N&_RzAd z2u&U?pO)9gQqrufmc3utFlug3>X`5>5#O;=f;9W^p@m@82ot#?3R&G}%80hC2$M*2 zbr^c3SV~I}R_vUm3i^%{gZ}G-wd+S&G8l==C_eM)n@l@SOgrFLE*r{&h~jcrm9K5 zHCex_Fo5!SphHyy`vZax+IJqW4*#%Hem4A$*Y939>w&GdtnknH%@31{-h<@5w09ts zT}(r)ubO<_s~KD;lWAVoik-ZI9GLp5{Hgj4KZ0r;(>h9X58})3`_hY~wZ{0!(dFLwvRVjA0 zaK+&`%|W;D1NXS2JYx!HxrXI_W6Z>;H!}2!0De0w>Oi5;@ z142PPJ5n53x_|_4h6=XES0U+T;1p;#K};HI`d+v=6N&sX3%kia2iQBt$&15i`95t96(1#+gdtQI2ObT?HFc`#vJ~@HUy7IsfVn;_8-E8!Vg04 zJ3nH<5qy6*_XaLsnzfgc-Q7A8tT>uS@V--u%r2Mg`A8l!``e+#x=tB0z!2sPo`1oU z3pb9-;XIu%*96@QTO|xMb62vG2Zfw45u^YWe>Y@n;1k15$8PqRt%ARv98&q`K6DWJSAF^R)q z#x!igG(|Rx(tNF){ujx@_##??lu+cTg5JD!oGm*2Iej`#Bp2la$3nJQb59>UUBLs*zu5lxGS5p1GHHefimH}l+~Rhd~OPyIyZ4JU4faU1l1kusV=88Dj4d2 z_Bxn*uFK@D7UKP)mJ4Lem8S50E)>!lJ_8K%`8PEnZ?9YJ7Wn4uQV1pOi1LgrNH zv0O>awenr*Jv*__Lb#LbySdrx^_t`B?d6v~c2`|8i~yCg(u?T|JK z(W;G#EJ|!EMzNyhu;mb{L0b{F>lng+xUCRDkvql@|5rcxuH=8h)<5F+8=z~83x zEyt;>cG7tWx1#)oi;43C{Q=k7k32Ux=p#t#wN%D|)}6-g!(|52$_+Nv8EMT@uwqW^ zHpS)!&U-0sm5B_ZrJF75Tg;bJpi%v64+`lgBz=1-ANm*lqodzT@lK19=Z4x8@aM7A z=7uyN7{qxG0`&yrykmLb7Te-LM^!5Fr|=)3e^92+EBQ+^5AkOUip5)X_{f3?6)g_} zVFNcK3g86GUxfoyGg_F%@}~FO8-{^DX&n%2rAVjF0-v&rK!Uq0ZqQN0Vp{Ah7%}Nc zaE_F%1b8wsb`^iP;Gq^3o^u&M6;!MR{Rsd~yCnD+EQa{hpQNK#DV)R48dh|cmbc|? zMI^TW);)-&B7Zwn_nX$x8Rf?xVbLMSk-!uMNH1dg;aZZ9w#cj0!W7&7kc`{2kLvSU^%sP(Zty$ zTMD50qe@&?tV?vNSn~QcJD$X!Cuk+YfqglakSE2u(gwD5&>_XSK38hLKn0#h#(N#y z=%t!ai_pfR#eQk&Jw@Lm$RRj9JUsrqAW!|;L#D4m8D!v1tlgj+615Ns0ydR>5u}G> z-AA}-cvaiKB05>5;(09_H}_RKjgXK~Y@PY!JX2=WuPTEXpT)ZlIhEdfxLB!+7wskX zX}u1=cNB>ga?K+1#Py)GwE7tCoYqt7$Gy_>`z*x5Dgb&QdO~!d3n8G|@{%MW-UgEp zz$p6eAsoVenw0pDc))j}$I%z2iIkIH+%8}tR3Q-#gNo)ufq5&ZPl)4yweQKG?cZ-f zT36z>RCg4QMbpJ0YvX>S%H2uJBM+jHq&4pyYNBsoh0QKPxx{G!2ooMGJdyPk?Nar0 zR^)_1!${Xc^QMXFfhtA1qAB`CXm=Zt(G_fkBV)nxQw$6G#uLSJN4HxvoS9;4$Iul- z0SCrgYs=^0*0295rEA{S#$$?TI<{G8DU4%UZw?R^MP)TXNukOvf7V-$HV&MAAJP|Z z--@Kno!DH1Y_EXzR_5C+lx7cwe5N!03t=EB!B8rmx;oK~eoQ@h1>c^?L1@51sE^9x z(FlaKTkS7O>!^OHBCcGMJ@j0Et^(OP`$gz?{{rQRJef>4ec&*dW`O~2YBlTnhlFWe z{Tr`8E0W?av>!a(xfQEpj`8KYGAUz52E%>x!UqhTlU z1ew&QVGqdI>N0xS){s)Csnb`Kb4m?wU|AIoaYm{JJUFQW?MCYY6d3jJwGgjy8|a_z zRA4$ijid=mSOPNH&{u|$M%!_zR+qyM$A`Yn(#?_7-};K`q$+-9f0S~qc+*9igyY`W zhxl@y8<(5N=#(N^oY0pv(GkDAej^wk>7;SHc|Ro0T(;p-0&AHIy(nozUcu$gct3b( z!)Y#>eSZ=24ijF%6c@_<*gs>czZhg5u=ukWtSAaIS(p!Pb3Lab}(x z8vg(>ua>K;SMWgd9jlrO0M=~&2lIi8v}Li8hZri=Hi&g6vBUw!jQX9$CqK|a!k<&Z zxT59a;z*g-vPNZgOzZ1YMlFklxWw9+XCTxgY=Y>8`j6T4#}R$j&uR%IJBp^5#XFNABcNW_Vp)42F9m&O`H)9X)O7;-W zlr$GRfqgWN0boo^ixpGdLX#f1g(;AkRLVqcvRqlVp3H87jy{5J@^X~4xy0;}3Ol;u z)FzFmCWNZMhP9xJfq{^2NJ{^!;CsYSg!v*yqUiQ2ye1DNor>Oo;Oa1{v}l1=y1pAn z6_)aWS?+)-K@d803@ZtV@FZ)7ek5%TMhHq2a3g8YYc8)E8PrMKKa`3H*czM$E#)4`C-c4P$CLW$+SSHsVi$ zvG@eZQ9q1cE3imbrT2m;DzMYg(;{kbzUwrc`*rb=n{vS-eKS>C@p}ZPaLbYgXHE*C z#BCMgwnlGGLhc)Y2Zdj?B3GWIt`9)#n%DQ@FH)gylRVa7=jl}fVe4UBJ&3LB} z;A=5A(Z@j3a~`aJ^Gp^^^+9z9XNng1FjRYjNvlo@H=a}&9-eI*!bNIeSB%7&sXxzx z)D62sRNE3pw-Dkl;9`ta+(rlI6YRDFyG3oh8B32y);-4~2au;(TOIFd1an3}XR)BSqeuMLl z0Re&_Mn*}4gc9ahJ?!^Jm-odjfqs?ef7^^^r85)5{np`1gzE;<) z9i5Q-3s_Q`d0HKztGzkf6&SQoYctjgIBjFUEI+i3QOIwvw`ZL5T@4F=UCl@qYKybm{vD}uTEyG zF5P-ILD?zVI6gt%AX~9IsfOl?s6!Ktfj{F#s@T1YW>Dy>At(GM?PGcJS=C3_vx(0ir6v)PpIx+1MrbLn>UAX;R?%j;;BFR^Xjo{^F+nP@KKG69e#lH z4l~%AMuZY z&bCI-Ud#gRuDRQ3^uJor-GRKNVVJbnKC_VFY-?Dgdu+a2fLimLDmp zPx2W_&lgqjg&FUk(WFmXUrN?j#6Yel|85Y$%Y4N9?FUORR+YXU?3V)9Y{lWldSR?3`g`F>-$&U|2tS9X3$1W8d9_%^kmq zW}qyjlA?8Ti@7o0g76NfC^?THva&kX#gd)Xk)pBe3tZmWi%NVqK4BGhBdpR^vo#ir zYYqNqgbncx1~uXvjNeEZc=psdA2m3ip&1h(Aq6c*B4OJG7)` zuS#;V4Ityv@TngO3A^!)G?<K&(tBe5 zgI8J`F5bu>EOHAHZs2SuW@qz!`Z$O=;rLs-*gIqDhgsmciL3x(-)O%^3d44b=d_L2 zfvJ0Up6GJ6&@WUrU;FogZv7KqY5eV-REV51qZDtnSY+V1PuEAF=Tmh6W-79msls~?(+m0(m`TRsEYP>+!UHV zxjsTf&mUD-1Kon`1NT|Ns@9_OdiV-HtkGLCOb7^7c#*mC>(uoDts*sLS_9_zSaKxS zQqJ-Zaulr0RJ5)Mft6hBO=Eit!h_k}8e9w$E@>6rzXo~L$G5p&XzPY-+f-i6yt=bS zrR$`#8uM|tSs#!+FL5YHl2;Dq@Wmd3I`SnHum>DHrIDHC4P7&(Sy4_Y##+zxd zsxbWS(WUI&+GiENiK?84Eq{g96(E_+aAjf1lQoM!QH*M)8a*2pjfd|S}3Ko&kcR# zect<9_piIYZ+(A!th2&7li7RrOyttKTN4KlUgA$lmcU3?#=UY?>Qv?h6?8mQg)+s?V{t`!h|B zoL`*Gn2lqKwbwy!fPt(_4Ql7rd=qR$jW3J8XOpqsULSOS)mYDpu57U?~S2+o?ecrcA zEe{fnRgL3JP+Tz@vRo8TKOR4631Le~P8v5XSzeP4V^{V_>QJTp3KZcYPJ|ncqP0{X z)azEjEfU9Pv)yD%U)f)$WBpgBN50@;XMExLR`mB6j@C%}Z(aILe)tZ_ z@7X^>9N18j+HjpK*7bd!q^;SIB#LX!TC2?~JC<$1c9@E+I%0#*eV)nt{x=)+Qsu{A)_szAdr=n<&$@GAv= zkrE;)pbQbmtzJaAPSGH0Y}HipP87uvO%*HZm1=rAl5dCI~$H6P#75Di^9sc2<0zfTYEvkKqc?pv^^qPYB~_yM0m{@ z^PxWhxUPYESny}X;keSXdKM4=%NMamYE5U7t zGO~2Wc=*n7$5NOBbh?dz*E`sFjdXFIfB`{|CTqU!k*Mc!4cJm=~F3Kq@3+VDO;{uIFtKwxWSmaWrn& z(YOZ#^=ir!sg714wk6GKn z1w$luSA<@=Gvg3{p-XUJ({g_J-xn?#zN;RNbppVm}#>FjA0e$*3OX3*UiySa^^Gp5U*^oO)h8nz;`apM- z$MklcE?K=93{y+oR8-26x9m+YX_ek_G2&K@29S}bhyQIP)^9aC97#jt>U0srT8Oca1EsFV-c_>Lfh@OJPzW%-S0muTh7InZ@e>wy{wq;-AfUcgXAOhhA|Y#JOm+C-MlV+$Gr_$Q2B-g3P^_6P~H6)p%^(zfB- zRsD{;$H1?$(gje#-ma?WSb+eALaMu3K;rMnJ-Kih!a(&-HJ1R}2 zQG25Y{3Nl)fo6F`Avr9c1d+M1ZJd;O^7*rvb?xUg+_*vLETH>~eL~A8| z5N*NQ?3#rCF(2rsFHBWNTip&<{P^tPoAv2w^n@h!uh{b3cc$j?*QFG71O6CSbG>N0 z0>WuL`r%U%d^3{M6hf{re0T*hqgvRTt?t9i&zI7_$p4nN;Do#HIMQ=De=U`li-jpf z`wt}yEVQcH{^+Ar8OnK-Qju_1JxV>iNDOk{+UFHVvX;a0u$pVwT3XA3%Bo{)j#b84 zobP*W)S}Fxf5T7bG_*r`nu3HsSGSxSkc;G{MsbJgUG};Uc<1y&(WLJn-0kTiX(5=2 zQM5jM9g`=XRKW+KVuyd+Y5jd#fB(qeD%Y!}xB$gMrqxaM%AaD&h;+>ND^9N-zZn*< zcHK`j%VjG@PHLlnZZ7JyuC64X%sfIDAw}VMka=CCxUZk_Ytp>2h34H?zI#}0j}yZu zp*E!wk_;w~wMDVO&xMZ!T3ZZK|IPFDh%S0BGxd_2Awv3klx+T=3=0pC$(X&AOoiQOwi) znp|ajM;+rfw}*ap9($Fez`(1+^zeTs@Mg|;+K4NTTdD4^@1e7MYI^b4KNvZss)z!j zh%qBdC_m#{+3UJX72i|SDm1wyPZ(Gu2vE;NRe%+Ay2+%zw1x@Dy>)+`M8DtiFq2B+;dP2;p_zk8|lXD=nc z!DPDtgR`K9mW4lU4%U@(=Ni#Q2)7q=NXPip-^GNNO_{&V1)|y$393eZS76-+CYX<* zYk1xr(pE54d$}zT_H_JDvx3C$J#Eu1vnsO-b!h z;HoHUyJ|U)Y`v?K_0W@BdkNCCBLE%R1?}PL{t^0_JI++GoMK3>P)#kd?)H0fcX|Qa z$G3-3urNnT#|!e3@+!2ON#U)OU{8M`N4Q3qDRzi~TbSGmeNp9pR~!(XKzqjGq}Wb# z!gS7^SqDTsIE$-}?pZNwsCt1|l%|%QeQb%n1c3c#NdwOX&`^}&S)wtnS>pUQ=8@k) zvp&?Hr!5u5E8H*wmMqDCwn?aDeq+AHPJW9WjnJ8;M+|#QA)OAdJ{zw-M)#Q!v~$1U z#zz|eKXYx}54S!=@Dr^)tL{(R7q=Pc{{BPSE;(FJlGolb{hOaBb3CfU+%B>(coRMN zDRfC1utz^H`;a4gr`%tq20LjDZ4nV9e2=*iPu!C-1z4oDw}kV9i@_Z%vNWvfNTS7+ z+}~D1gcC|Qv4D$u;lwDP)+;y4jHrww9zT}Sf4Sr`mTrX(zQkXZ2umQ4TkEU+^7)o~ z|CeLO-y6hc%Q`nc)nMKHnSrIfP0YRGk$9OZUb-dgfs$wTJ2UswbInA1%F{u{7rjcs zyPIcN?jS9G!mM%2&E`$iNbIamkDll%fI*V%NH_VH zOy9LJscV&g&lIR9=ZYDKc(XRVWCVnhoqZjU_#$6FDnU7xYPk5MDMd7ylVY`8jQaVw z+=uRY6r^0QU!+2L#PS7JO-@`uvSOy4eTKR{v<3}NI!+?;HCU&Jdg$iS63VTki zDa>09CAEg$G~F`(PyKz_C)+ilGgviyX6L3(ntM@4h4zWjVp1fOAk1Hg&7x7*J?EtF zredy^i%B(XCF-%DYGE;;-OJuQ-7%-|HzSs}z{AWYwuWxa-71Z6f7ClTX#ZufF!mGG z_^q_wSd|0q?G@O>pG#Qn0!JoNZ!eUS#nLWhP;Ol|cD8^;VbZLPsf;_T9G@sSoV=s; z3Q8`Sl*;eRsW*qVW6zcMXWl(gP~UatFXZFnd#sED2nlo4)=C<29pX!-v|*073+oAz zjTOR|Hpi~Q<8w^`z?a`Xs`-Mo75N+|b+X`8)uB(+EW(lA!`n%amF~V!sSB3lFY%{T z4#{Jx`*^RFC8kB2k)|0NhX;2L`M=1>HSbeU;I0P+tB7c2wKPvNf`rftuva!A41Rd zse$2B_3=+d)h_0)3;Y#Y#lC}Qy-htAxu2>(J%18##Jjn_`JV!t{$*9m5DxIU7@n~B zN#8#W5(tc`|5Eg9V-{OWVtcau>A7{(rT_hU+vky=p2HjdsYyxbCQK!duJdnVDLrz= zO-JLJz5D#3-yV<((sb5fSMh{7Dz^oL6%~6lJ&I0oSen&3_hjLRnsqYO`i<7E=EM+N zbdZB9TUGTjS9uS*#C60spr;71gYfo|h@n&|>d#xc#O{()-|WQo@E!EG1Y-(Yf0tM6 zWKaFBO_$hemCUf$+VNK{{|VEf9WMy0NIyuGROQ5`LlzCf%SE4oh@#6B<8QEbGo8Aa zAg!Ok3NV$-g^Pnq?1Ws6)n`mhgSY>rC47fVG?qqSm`tyLGbI$|LYLU|m?XD>Kwpwi zzqM}ORs|EzkJ;dR)GwNGast{WefD}ea<9WEDfdqlwk-eh4&WbaW}Lf#(o3+ z39k*1Od*!9@BJHFaQ}uE^{0aLum8dY=mKaK{0ruoH+aMw!;Qn^@AlEaq}!507x!B) zmrMqB{-yzq;$ihlxm5grD8(i2{7Rkuaq;KBsKt^W(vU{?;%^erw*;^7$wm`nCi3W zmN#VzcTFOZA5_gZ??Dz-V2S55T+Nnxg#LApBpcU?VGXBPVn`OK7FxsabvQ{Na=484 z23b3GiOI^k1erLTJ8V&ROOL!<#`d0&_1Nzb=J*R zyMUEFv5gVaTaNl1gCZWoy=!3ROybWzJEPbtej4d2RXySbrMoht)}+~?|~;r2>w z(%jIgd|kpiop*TSGPzb&XL2xA@lw$XC6CIkuHllzNF|4SI+GuCOW|7jL{%U9YhWc~ zNA`)$x+?#ej=mfS3XplC*q~&Cr(L1~Zk1CnKThdYiRLyQm#HiW6=q(nwN;}8Rd5MH z5Zq+_g|NZ~)PtX@znvHcGaRJ4#osodiH<)0LVx;!hXHLk;s-;k+SUKV{@+>;$LM_9 zp8G8H?j37ZjRhG4?`B1eWT>Kz^z`;Z6L1pqq-&UML7`_oIs-j|b#TkoYM*Tp?2SmL z>pQ2Y2e$vQlfIJh7zdkvW#Oqq;i_B=rgRdh5Yp5KcdHuX>7UP6l^kC&?31hiaR>IN z9&L|S^C?lwu}`dIQJ3VXMEm3|d&#I<^FRDkwikY0HQx#!qg*6L3C+t8g7Wtoo=ci% z-i+V(OQ)kiuKU;}#J)Shyx_^($E!LXurPBqN9$k4| z2zO|kdW7$7Y2ShAEilxnxOdo`zn}x2rY5S?`-BIy}c>EZ>cK{L?ffI#V?${h5i}K zAAW^K`?_IWZ>S>DHV%O0|1m~Bfi%8VbU~&Q#HM?rD5kBFmIC*Ly-f6kZ6K>MZ!tmM z=@U0-HOt3LlW7$su4~lD$^1HrU4Pr>qBCtwrA0bOJtDGcu==O%=d)W5`M^wUFTCBL z*6WambsAZWFYeX@Y?xC`9FBwtes?Ra-UBKO98=Z$0c$C~6zmg3eX*6-G8CsS9td3E1=y}6FUpWb?_><$rgYw&9cuL9qlf9ZltY}$F^YK z>4xf7=@Nocn5v(xFzM?=wGJgUS8wM#U~*ECc~5033|%ciS@Owy)XJm9Ot~P#aMFT< zIkyf7YV+1voso3(s_OT{O%*Hk9mRZg0sJP_Hk_bL>EbC&!{iOOdvZI2Gnn%5e|)Jh`*HM7h+< z$heB4U%~{;*Xdzr=adB%B}|?gw(QL5Pdk@XTm~_5O>;qG<^!YCfV&+fX)(SVlw#^H z6xn?G`z-X?9mvZ&Q&52c$a;wYVL0-wBZzXTRxRb~=u_MPg3Gd3g_~4sfDcChbKn?O z(@+4cKou|9u=MfILHXoH2ve?V&J&*inS5GHU2LlP)jrFmxp;uA2p2P^JIK=pQfrZ_ zPit7Xny$E{*i;$G%&SwE7td3A;a)%o2u2*RUad%a$?Sa92wqfgs!+LF`Z_B&YKs?xbmEO9?zP+LX zYKg4n@@kqH-8r00ZW0MF3XL(xN2y0lX=M6ZMP@Y{JCNB%ubL?O)tfzSY)$c<5dvG| zl#MD(7J~1iSVy}A0Hu0-L$NS&ZJ^Eqp{wbVWFTT`>D~kj@jGYlEha;Tl_XT|YYyPo zW>B&k6TTd|A~FSyH6lqCqTWNPo<`upR5`|CoTXHCjnokV{0Pm*;J^p21>?zmuyz2u ztcR6+I#sPfJss-M;_>mGVIM7ypIG))xY8#HOQ+q8&*jQwy3CsATewFz=;)v|IXa)| z^GYQli6q(`qb^Y9Q5+sG%c%EQ_j6+f5u8IX5j=(G8QC#agG@q#l~7 zj^u(yv5W&XGisFv#aUJ>8w8JRLz!Im!@#O;snM7s)u@U3&e&E&#jfGbc7uCj+N&-k zzm6u{QKs#XMsU@on!eH0G!_|;k6L7{9+tpHK_CzJl>}3*pj$Pf8;3tsUCM>EJ?fQR zMkogq2;B8g%k0QGukj%7HarfB($Wk+OtVIhbkO#Ae30)Dxn~s???tgPeBZ0OHjMtq zfSGEDU?Z5Yf)~Zg<<>#^vV+^)dKT$`+nt=px+k@m^Kd@P4#cGury9`4g#vyup5cNj z+sf5W>S|^yBhAB@GnEakJ!j+3C@2Ige%USH`6dq)#nK6GPTYN#EuNw^Yk?8Sw@OF0 z4Ja|Y=;}x#9~;&glZ|I1xGUin{G7dF)D!z~dUfPJI8VT<7@Cc;CuxN1nW)gS!B!f* z!O{-H4-%IqszS5%j3l-amce)C$WrE#ut~gCRTIUBxxMLTAC)~aGK3EC62cxvc8@&? zR8daJJ-gZ{(7{MuK{)Fyn4&lgfxX&`3Z(ie(3l82d;NGXM7(p29gFferx8c2{`F)B z_YOF~pnFww+31&tPM2|6K}>L}Uv!Ryt4(o_zzz81&sR@!J*8maqt69QOmXO1zPRUc0<6g>jBmLA-Wp?R9@p?UJ>Z!={cNB|qIZ zEd7R1dBzuS=g-#~9cU9hwSsS_*6&c0IKiKPA53qa(R?IW`1Cl*1(_1BBi|iMGT*=8 zDi}V?m_u?5W^#o;bt0nkIa%``c3^=

F1#i1AmU@L`9v)2Yd4cD7wj{2MC?jO->f ztShW4;73k33~Yk0nHNeGGl%@Cs4_k-=8k?D7)`fvFm&TyYYj!;_+BCBhDy@j#n71X z7ycVf3}&*U6J=@s_h~fYqscUU|4&~a?ByRO8S)cnnX0tvwpOJCP=Vf@Zyy(l3lv6=`x9A~ztKIh17*j{=br?ns``Uurw zt;ojjA5=j&?_%c->8{{RzBw{ZDmaUOF>H*Uw{b+;;EL!{5PQDG^4q!gVSKDO*)Gv^ zKKpgYCkh(a-VF}2ly4DfMz$9O9!*YV(IJ&-4X{wl=Y$i2`H(Gpxl9g2XW~NqPziq_ zQkqB~I?Fk3A=vebgZ+rH667Aetpah+7U>y^^{qaO3X%ZmS3dhurmt!JxrPFDIwKaLu`7| z4_(8#Rsk*u2TqOv6IYR%Z+<#0-!+hKOm4Zd!)K81{$0CC z0u^sag|EV|EEmwKAirUEI*e!^Nxcifs}a)eKu48z{LRi^$N%HKbQ{Twk>Sn1_(F;J z$J-~`)o3^H!-s!MHvh+e2HnRp5kzQnvM3vybRK=Wl=aeG5pak4gsYB6_W%Fze?JBp z1D4BrViq5mA#c&{x2p?y&KADfM)6{mDO}zR1cxT(jO1~1CS$IkRrTdp2r;BX%d>l8 z=_Uo_G%Sg(3-BRNRtI*oKkg8r!-F5yXBjRhj_NcOv#m-YF;VY}AXLAIyRttE<3J!2PO{^h6*5MIDt9D@ z9B5e*FL=2byHdjGg~IM`kDO8nA?usF`aynU?!D^6w$m}C2;<_6>9ATus2<$JniG%D zDWWdNPu!Y(`r2h{jkfd>ZYL9wYzlQwx>Sn>094+g6D5ZYcSW4c_DCzyY%hYcv$S<% zu`^2{TTe0qLTOaP!(@c||5|TEnV{ES@>L?+dxPlQ7{I1}y9Cyg0dj|!VZqW?7dmnJ9Zr>-8jKyp_4{ng zvUo~+ZGhcAbQXUwiBho=K7)M1o8Dk(K*$SEsYAc z?u+_9Grh-YpWG{A&tJhnTLu5)4*jz!b>{a2HX>Q^AVHN_hZVpi65+Be#9Ifmnw|;r=3?6ywGO!xvhv1dtQ&T- z58J2)RVcf%n|*io%MfPL%)Be;>H0>t;**XDkP4M$Xc>=Zd1K%q@j?s%nZcSOMe8HWvKphTA*HvWm+6aK9yX_x zWs$$Kv^9BU@K9hk{;Aekvc5$JxnhdE6(yix3aHlN4LZqyX(DK9B|*l)l5#3;mNta} zIg%3EY`v968kMTUlz_438-u!Y_TYLXNd#tUE zmm*`n_Bdo7=r{ex9RjKeUS?+F?Yf@?SS^FLXPXGQT#zckTm0ybdDXPnpmqXE*?E-< z2}QOiLv62M8Ra^!rErZuX=)`Y*~-2wUd(`Tv2!D6Npr zB2#?=Cq(o8fEtP9ykarIqLpQxk3o?Qx^43_xk)M>(KgW+0>!QeH_TlhwPD&vlz^hV z06z!Ah6}kxKEcLmp{%HptcK@fg_sqchLN(>*VLT6 zw2YKD0eWY=7&FJz!3T2n7CZF;SS{$BOv_Rs=+MAh$9cC4&8*~M!PPm_qABF8?v5;G z4?wmbagRIp^hNYjtB_ ze9d%inNMI|k5oD|kX9>9x`M7uinw!=l4d)kLS)O=6I2whOJXub?rPI#qw^+Qu(WJ8 zkiPHzkakuj86^@SRBdZ0_DJhzEV-@)H|Eo%p(1$XIn=QCb$i^(xU6c|H1|r8WsFU^qu?V83z+103O{7>dVR`71LeRjX2mp+ieEIdSHK~+&ced7nZ{5d zPtd;LKCE@!0_cV}Khn5&m*uJXu#z@rI@m+Wb8`5Qn!Ketn10pF-#v;C7GPY54E5mo zx^l=W;)_|oF0ShzO1e5lc`}>~IW%B}w=M`0=92yrTz*FDeR{*sDPhjp zjm1P2ZX!)s%TlKG!{G20;CaC}_EQcVx6HCgg~^%l`lpolb%b;*FKu-)jqB|xjybb8 z!Q7yF@HQ6-oskf{mkE|@%1nSG@A^nBa$T*i54Rjq?i@yHI~Ar1I6L6vfR4?y>EQDl z@lMI^sdxE|Rs@X{ecv(iM|rzY7Oii(FHQnppPB=rbF$N(;f*;K0Byd~ca+2)(iN`K@$7 zr*)9s9p#Mo*gwQ@2X z!yk#{!>v|12w@)8@lG5|a%2nelz7DZ#Ye096h!w|6}F9)hbBw@tTEe6 zxhMLvavg+M(=*>7=@1$H`otpK&p;HTSz=#(GOtG9LylUCB2CMjOv5l%wajSbn}~X0 zwJUi!vdlErCUj`@QJE~Aj6$Lo9N8}#fC;z&SIY@;`B-?5pINFw;uAO56(Z5wsiZ#LRKwf*^B^2k{s|;*eMr;5f0&N~)LvoszU5d1cLhiAEc_GU^ zkCah`d~y2cDCP)0?*`VSDth4`@}d*QfJ55;1pH#|GF6jJKTT7x`&cWc67$A$$f1eI z9oEt)6-P}c^GxS*`dapJ0p+bKTGqlE8pwbvQgyQU$dHU0KS<8PPRdLDpr+a2dWQx!b|M z$CfIFwSq%_$zees(HmP)TQ-4c{#b|d`0Sne7c4p%oNJs-^0!M|pIV;5r;*1B> zFTXyVqzj}DqtP_3;r1b_?NCRBl)qUHuStOL(1%MUs&0C4kwU33w+M>gJSnX=NclFG zWBcHxVwT&+3t2;NEMu*h6fD^FtXcZQj38WhJ|}lvQ-J^-+3^~l6Gvq##iE|D!5o8r z3m9$<1+v4SLh?)Hq>4mIcQx{^!1x7thWgnf?!GR4TUCQu`{$SxT$davvHw@KJ7 zNTMstV7r@{uVJpwq>I7DCIj#D@wfPxjN~aP5hw9>*Vh^C6&GS@KOzZB78l@Sxht55 z`(*O8-y0yjlXg3->6-*<`3>ypk~@u0J11cx08(GOF?d{IDc%q9RG}S~3OhRcQYJXQ z{Vbl=Bp;PF+ebl8H?E^c+m0)`@qsJ*s|`&RYZRqkY|B)7p?kt4d)o0B8P|k|?5|YL zIU1^+kL|+VJsPc`=M#H9Bj2p-lGRlyl%=PGxrAXQyb;u?%w0KermCt@9G^r$)(bXUNP_DVM& zH@V4bZxy|gg*)bF&C(_I<*v4#T=Tz-RrqYC%$aw(vB8!paPv_e&06>$e*2C_Gm%v???HVX32CNf$8mNY#F@ zw8CFSp79Y?jtG-^K3WwvHL?;Qy;$(+3R{3V zn6n!!BbIZgfUC0;Po{`)gbn8$yx6mv040}D^TN+p8gD%L6a--g>>=U|`0YKE#oMJ6 zUYsJ>uP`nv-{Kx0jYCUSIdYBGUx9i_ofm<`weKC*P}h7?bFu3NB&R#cFTapqxL#yf zIQH*PlwVD(FaRXlWpAxuunte-vl?C%9uUf`8**kj>Nmtm1oE#n6iF&ZZ^ zXMX)AES?Jf1u2~QY!M+2lRd)y?;mto9?wa7q>4r#O7S2bst;JD%D_1J-0fbJZ_Q|p zk(jZ6C)}jfXE(@ZpoYdYw`%*QS3#?P|dDNlQV3S(Kbe;sLA5b42HGdJf!1ns}B zs`Yp|>1Wtt$4vTgmulqRiUL%?aimx;J)7_w(^rs$q?IFQ5}jk3v|AW0f+EhW(6zKy zR{N>>fd1UY+Y0?w>MYx_)Y0-)r<*VdD9o%pM(M!#Q^=ZPJ|{k*lyjMI!<*A7Ql|%2 z4#1gGA)$qup!+`^1;W6-j`k$lve+u3-RdvJsEq4X%{mQ@q+QUA zz|B{3cH@VQU@jYdbhs8Sa22k>6@2mlE~i+ikbsEL6SOUQgVWu0kXZKMvrEAkwRY(6 zo;?ivxoN~>zpI~_@DJCh)P?e>{A5e%PEjqd`?`kw@-OJbj5(MC6mtcM$>g=e+qb% zgG|cqlb|?0ClNI0=}*!1NHWuziFQ*ubV0$3%IXj#D6*7Nj%v5UVT~5}hd=J%J>EHP zT0V#i3{Tors;?Hzj&WoA=-5$VB+0;N&Z1`_+r)scewQ@1v9Kt6_*cU1`sV}(6|3b& zl>)ppL$U7@sj=~Je9vzCwR=l~`x+j{;+Bq%TO-)M>A^G4HBxP|ub`m%^2SZBCm+@3 zH+G`xT`n7S1jE-)PYB;r7O@DKT}4N)+Qd8^vC*EQ2y~|sbYO+S1j72VRyAajyzQs* z2w3pwv>cUmy4hJ6vf}8P5^iMO;pqWM92@I&AEmTnud?#?La0qDJG>jmrvjXe;3H<+ zMf&1w+*6zWv#p7Gn<$wyI0e7Di|!;ww+`hb*$r6ZB^79X48r)+ff7@!@;Ptw>mMXv zwjD1gov|%4bs;r-*4^qg_Jy<*@_Ue)YxSvSIdKPc;MhOzm@R#{Q(pBx(My>t#)x(F zo}AKcrNx(Y{9_qVWlo#fdY!7s!yH{9 zR7i5@CGRe;2oX@wk%1Cq`F6AkxF`O3ren3jw;f~NORE2s9O+|O_*gtU%m_?dgT=J4 zXw;T=jc_xoWZBd+H$*L`+Y&{ufQGosn;{4Fpme{Ds1#v=LPV;rVWEE%fTh+O+-xRz zR_7y{tge+_9l1-Dj!CTr$$`q&V`Z#o6H(w~=;5?u4f=wI;;xl_s+rjqasv}&bmu8J z;*CM)^!Q{KRkOe3Zv#{_-zr(}i+mx`u(bRsO$#+(6UXJjj5ZpbGa{={Mg}^4+O0FDcO+srUxLD}1~#ad=) z)zvui%J#D!(X{L8m&-3s!}SJl!oqsg{3q}|&&z}4BC%e6PQadn9mI%{-faW;_+9>U zUfZPqE>%W?)_BXkuz9IW(`&pv8HCd7{uQ=_be_-d??G~!nIEWRvEsjfjP+IL<0|qK zOn0M;x=Hy=O$LxkNN2E+N53@D5{BE7rf$WAu~+oKozGk8hk?J!a;+6p`UdC{LojpVh8kb`MpVsrWbCdo~GUbzJBei6KC5605@D zbaS&Bd<>Y-mnzN>AW>30N6E)JgeTeZ1CEM(TouCiTk{*0es>2rY4bv}AY>*Uj``y$zWqsis z*-I6a3ozd1GrOWCXyTh6m>PK@JScoa?PCQApz!KghCxyb~U`HJqEdyu$ zY)*qQRG^cgzF-4DSy;cJ$x+?%APf^F;mH;AbuCxj$o}m@-LHI&Cj72C9Fr>8O!i^vl_M{Y${^8x1FSjbmeKoL04-s$Xb8<{CGf$Lz4{x!* zh2q!VxR1|qKgqfB?eO27=2+^Wo4Xc4eSNBW@GgC(3kz`jfA(Kh@tVIMCf4Bzgj>edO*zy{Vz~-86AYhLi~$y~ z`tPQgl!1oqU)HkSY_hHykjl{fKS$)x-l$W@sreC$<1hSI3w%i0)ISI4&)&(Yf8s5I z#zPnXT_}GA<*EAL#*X+*yRz<|K}RO}-asIm|BKa=I%Fgd!;Lir+z17k< z4;+~}I{s_qc!0Hzy-~j=51t89Tyq-16N;Oz0qdkHm*g(cmgfX8exa{SY@UCC;D@>B zRUK#tPX4>4@M}W3|L)3n{^{qpR`-(iKQwspppG%|R?*Nv9J}Ew7JtDWx0%T4{wYh2 z*?LlRki!U~W9CnlpXV;soKg5t|50&16$`^$5IU)|pBOMypz!-XWn*^;N?%YpoImAY zo_0mJ=_l;r-Sbufi3dz23ZnC7io)EK6C#jE4|0u#Nw3ZK7s^d2=qE)vC|fCej7pd} zm&?F{4eQwetEZZYJ_iueNa|`M8r=xAB6FoGC|cIjO%s0yN&*#fMgqHdace;8etYvk z7STdEg)wV?fufO?f$oMJn_mvmyp*h7`k-pH#L6fldFK3VjWlK zA9or`w~ndP=*2%hrA*pqrpZmRwAsMn+u~!f;|O?@xaLy6%I&!3YnTl$&#M{7lRtV{ zmf(2)MVgy)<%Z#vG~-)AhdfwK2jw4k`sM83b_(X{2!(16Rx`%Yn?q~3gLt3;x)5De z+QiNVB*$LWvL0=XcKJS2_5-`g9p&UVz9Z=z1^R9u+l@7U$2g(2N$=pM`skuV&)_{@ ziBQ!lH0?IYc*ZYtG)7Qaxsz~xyKj6smS)Nwy}R1O;PTAO*W7s8v}xJemm1|C+)Si_+;{ILA1HAepV%o&@C{ghJ?6z`p`g7uv?K_{#hRpB;^J`utZAhTpvX|5%!dw*a( z$KT0*2KeG%IyHa*=^STyQ~l0GAp7gl?}QAO4@fmWygbg3Y}4;)D77#b&MP^n#EVEb&H((AbMu+wztQ0NQ4e&(UFb5GGf)9=}hCdMi5L- zt>0c&ihHhhd#*O&j7)?}algynxXF8p2;5#$p9z1Lj6AXpveWwfS7AT)ZxB29+f1Ax zG?JK4tWx%>{$SQU=FiIHcNR%GsWzXx9qW7*;S03(LpRIzjs+jnmbH?wF?+*Iu|~=d zr-5B68+KVoZ)$5I9*-IG0@@#gnNZjSWE22EpHO`$1E zwu;B#Ia$ZpV~UQQ1yWdT3VXkHO%2?I1(UE#Nt|%qs}m8nGL;gCY|&@ykILCFVWh?G zvA91qF^X?dNoxq|rOC`_;i0v&)4{aKqs`1z7>rh%n!Mr4%=D^aIkk-lx3eQu4a>|_ zr6y`w@tqo5=@gDM@mw8px2#ot=(x-s&01{9*#U5I4-(+tXhYYwPMgtwlG*r%F^?=| zu>Y9NI3pC~j6Q$6n2Fli89Au`UeUVWwSYO1bXMv!%(pfIMQw>Ct)Fd|I5`&mSUQ(h z@%GMjUb1oM8PJByEMV~xE zIa{BYxd`ffI5u^is1i6w>j>(sw)}a+e<~#%;(^lhZ3`(j(A&QiIE|ZxW*mh09UML! z-g)99Z1iaCozxaXoW#rOZ@ELfH58=vWKynb8HGWCsTc8%e2u78Z+<=3vP!UGwf4KLiPu>w&!~CR9RQL z>~Zyz1W#>#2C$ppK2l*)p<-c_`ai8XTlc;Y21`=mKkqZ((%3d^;(b5)CT4TdH-MF? zX;{PA-uEy&vvkYhHaQTZ`SbV0RGW@ua$mH)4Vb2S_3`#@9@t+Akhz4Fi;Sm)n55bA zQYsJvA3eJQVWdn!t+GkQ6sOLhV$`p#nIdaQ_6 zc$%WoP!x}mdR|Ec1xnT0&r70AJkVO!kg(Z0F9*p|C+t{R{B+7=C-O6eb7Yach{=z) zwglor-6MhGb;LG9`fjGxd)bKJ*%ti#z6D~Yn{fuPY|om|eM>z3y78PPV_-}J#?VEz zwchnYuEE!{=776ugPuNCv&b)>YT%`_Y3ta_$c#pP#CFPohJFmqvhv7kRtxK_w>^nB zsB@+rRVUB?gaVYQ8}~5IMB4LhABVw2Ss|Hi@qsP@o}}yv9GSU$)GNR`vj<5-8BTmU zzj$iMt(s0Z+F=P;+DFIus-IA{v=3?HKSBpYg-3o&tHW=2>;Tmo<+)^h zapoJ9OmL6+V+IJJsQnJ6!gj5S27UZIZ7f280yJ7}#*D(Ju&Jwe>Z z!lB?f=EGJ$Ef$ASQNctNtzFSj{V@K$N>*cfoVmTnIs1m}*g^1u8pqI1ngFbhL~Wek z=&o=KRv7sjkl{&exS(xmq~%LIHwc*~yFje7>ygYNI;pBgMKo%$;5$)J^$*_~8#k9& zReLul`~St>dxk~PH2=a2A`+Io1PMx(C^?90AWF_zB?=M*Ng^OBVaXXJgGdmGk`WXY zSaMpjh$vCS42xOR)3XbR@qW(pzt8#bzGtr4*`A)B`gK)TcUM>U%y>EOdph%qj;7Sa zq~&9LhJoVa6K{N;NY)coxim4V#V5NzG!|GW5Rmo4kK`u&mG{SPtG2>EG{^QOOUcylCgBqW{vD(38c_KN3l1+v;?xVyTn$w3IUQg%OE&bcio%dEfd3 z_j`QhBIon#E|-fs5A0YC4cf);zNaXKhS!1?Db4pt{p2%=?3d1OAq85yrqCw5$}!mG zCC&y9lXueaW6mqvNg1k`8^3fyj={PIidKZKbMw^@dc^8M(YWjOyMi}v1J|o`W#-P6PW9yW0$d0b_8{`%G z8VQ3s0SG>m3VlKin<>r0a29fEra3CLpF-T`U9GFFCrg^G5RbyR|e?wTk>BeesA&yXYW)1uWfJ>b{?f_ z4)T8~XkK(U$*`ng)jB6@^g>aY6GgGjnpZ4OwZh@C-h)UncF!PHA0abGm_W?jxfI13 zDXA<`co^ILVlcGPK<3~rK9knbOhL=$gElN)A&d+58EF}Yrp=|;+1Nr?Wq8zJJ+lJw zB{^=fCp|pY6CveK=O3)jzVuW{e=P7I;q)4UH|AWvT1WefmUs0Nm11S24ysA6vwLmF z#v0w5bYe(tZt$eWR<)NbztdDcNx9LTm@NeK*f+A|-u$=sgGt@-RJ%F^;uuBCs=y^U|x!s0+$HyS=TRroTY4$)Y0^xyg6YpSVkC z87R`6IwO}Se8=GoH;*24qOr{LfhuPx;sO!=@`*~fU77i`Yoxe{fOl{5@HgSonG4}> zpj{)rMnQi+w#$v@13oE1jhAl{hFh$D;YF@UTk6c=cXa|)NwQ(7@$tpBEG;LX+reE; zXQuEWh&(|l+p&$aZI;SJL(7}6AFsP^hTqs`;htvOS&EFI`clr-1^M9<#NXO+=IxIx znRU%L#?h{3+Lc*qB)H4QbBJvCMpfdzu(Fq&LeU>RJN6WFuL=D;{@m`_493ue53dPV z-`X}LQbkXH`_USBAXJzuB&3o0aqaMO#H^s1*cflu?XN`224hve(Vn`CX(65&J$HNY zB3D;vP}6AlxNOfhnl$04cpP1`&~=+ATlt=vfF|ox(>+~R$V{g)+wcBnP^!&zaEhCL zA1!y819H&L(<18X`Mu&`pHy&x&Ut18^TGV8KbCY>Y%0> zMqi{NAzE8H`bY>QuH?_&hNCdQS18g7M`}nxKF|xH8>G}5c?iKCQOQe-J@5WOd`@Mo zphRny=~w_BMqlX!KF}M*nZALoJf|9!)AE~|+}dGMIiH3~d9=pBvoOmO!RkpsArz7x z_kd(%`FG;N8)1Wm6I1dj3|BEtRv8 z`+A#0rDp|AuZeTm+c}?xMP?qQw_F;hI7InNi>S8b|8*rS>|I-t9aYu%Y?so#R*7fa z#i&G2`pS}<6$JN$LNvL(o3@9FIiC?LRB9?IB1J@LSnD^{9iyHZgO?2>X(pHVpPELY zrEd~a>)T)?DaowA&`NP>yUuOtbFWc)Wwtp;8kUHD7>_p^M=WA2@xk&a};6-rRuZC0) z#e8{X@7QuYiZf_rGJ8o^L3bLC;t&}EpA@4#oD@I6q(Gf?tqlxo)K8+q6=*9ILW;Ul z!%>d@fe9_VZ+B70W<1-u&EOTQfc#hmfrKdH1x+hRdtJ>RdOMbf8V7Xh{GTP)3l!6JmBKkXGjmf>f(A&E^+9vgD zp-p(wj%BOu@w#=)jKHhhLsQkt?4fb{L*&-S|%OKXKYl@O|( zJ)Ao*T70C{$;Ck_X6VF?hMS{N9O7g<%KX_Fr-&@L)S^_$bb3^W$dsI@cJ zmb!U0ckFPXp5wJ_gUp5$8lxwft8e1|&?hZl_wlLnRds8(d1J9?RmvEL^91+^$0&u$ zbdW-Q5z*m%P&2k7OQgT!T`n-&4h7$Mf}UKAk?1kH!8!ebPmB4z zN>Y1)@>L-VxN=59R%asPIhVqFai)@Maz9%bkN4z$gVh!IGW^bEC_2U4w#?$Esy)oL zYme}YbuU|Rs&QSQs--141(WLvR`XHSEfcC8G*(N5+rtm;se1C4x-iQ=c9W|yd8TND zC9PMd=lc2fWp!E;5jLyev?-UiG{MCUGZC(&7G0F~la=+Q%A6lP#S~@>%=Yu->ocX3> zpr&wKU;?$$fznvaf4EOel~8&{lEs}p>Ex)jeg4Y%fS_5Ba#ci9HXg-6r;sP;D=y)c zLn!!Q$nv}6ukFd3YgepI1`)7f-j7?sG);M+aj5aA=BHhiZSLcl~?4LxNo#{*|r<7P@c?* zG~rtU0cL{Rl7#&BdA+AN56ihuw#igX8 zTy0ga$TQB#g3s8+hbP-iiKXGMISEQ$9}C}aWFyN%QrAbIYpMQ~^)zk_@{5b=Xg?Wa zLn^Bhe-)|ervWvJ1BKq!?`>YTlBd$)W>DOfI9ylYS2@`e#hB{qmb__Lqv;2c++oHF zj1;FYon|cGm$q2wX%iozdomd*hZ`IwXSx;Gno;@E*G5R(ZoIKnA|=EsTj!}{AG&_kt;X58U+XKyf5w7TBx9%;JNAMVfQqW)jT}y z)7$}##P_0kEe2^5T`dK2r#@=s7Ylnd(nq)m<$Z!@P(*~QrsRnz^@r{=G6<8cJS;28 zdWOyLI_*ouCCqPNUUweYcr`nLT6JfokOr$Wh}*>h9G65S1BnGE}7 z+R9TGKJ^v)X>9>w3Na31@3{5UEk#9DE55(nR=Q3teKD8RgboqJNO~;h8T*QF$5G~V3GDr9W1!C zqvFJJTtbwLOQ!WN<-K+FkB~x*GlYyA_!?6f4El7GNEMq2nH_mQ8!+mSHe!{nWZE;+ zG~CZJ$tCg3sJ;bWkaODHd8?lSGb>a<~Fr33hHMz27M%Livn3}oI z8_CIcX)8aA{1T?O(DGo=%dy)Fb@fhono8K~1Wb&uoL=3iez$^Pj1R}-Smw6flSX0T ziy7z7>4{W7{vs0v7JVJ~c{WGS!c3|1qOGPFpHh9hjBwx^ot#}Q5m4_I)0%3{ZLQj~ z>I2-bEX5^-vTF97p056D=n$5$)3^qqS^{#@9W}8IOG- z3M@M&l5bYqq!scyAV69}>p z(AwcKS+m4%)2iEo%h)^ns2r#zpUv_m=WM4`*Wy;1;vS;TCMAEDY_ z6zgMiny9x&+=VGz!SsrMZ@VIG76IeJV26z&Sfr|YUS#Ur;K#ZRM6~~LfD;t^NZt(Autg5 z1+8_Od7PS*6QxQSbv9JN+4yCkm_=O*`CY#Yt!9Fp(UvnMhLt5BPaK#b?e&8X_c2=} zyWJeHkVEa0u!_(rOe$PejVEXsKfe^F)rx!1 zA5tRc<V707@d>0Cdms-({54Z_u5-clM8Po9f}La*N*5X=9444F z69<^`K5c8=N2WgMIM%1t`ta+ZiBOhKMaY(UdhW`$1un~XtlRem6WH~iwDs{g2K7Rr zp9&KjnW}0zBP7_4_XvycHTLLC*=yT+T=-h4jWXD#rZ;DElIRBP}DK&R*MKQ2xE|+$0HMje7Swi-<=JSw|_^V`(Em2&JO>lPu zvv3L~?$xJ_TI9ALYfZ@K^uBe4zO1_9YUV-^`OO+kuETBBB;(OLL~1-_mOuIYX0yJ* zaIcn0;Hi>jC3iQereAuSdFsW@Zb8AJjKr(%R=jlSyE9JozPqWfrDND( z!gr}NJghAkEpxj@FS(>$ zZpnV4PRin_A?81KqN#g1Gj)ndlxC`UyCsi@crtxNFAddM(*9N4-4J5_$9w<Dx39HQaxK0cW`Zb}1cBS2rPGREUd1&LR zvHs<#yk~W;_$!att?*9QB~yNgDNl zBKP{cSk(xF3-i6%-tJOD4~Gk4cRs8PDPvNnm5h6$B2z~RmZ&W7dC|YxV=J3TVnmoq z&zO|PqHf+3S)qqI6R}_PIv@l7MpB)3-dXcC<-i?g#YGroAUKRq@#o^5xW3s~qmdcH?sY z0X#&TgvNSkV3lWo?|Qgv$0*sMs&zthl@{y3tO8eapwFVN*?9jv+*Q_R9aS%QEm@x~ zxT}5{k^P3P{ZxmFYVBJtN5d+iJU4r2&?ubmpo$1jRzSVBXlGn`PEqHUF4vyyZD>$^awVb;Y#m-QVk^{uHs89b&s#(pzJ_!)Z{ecaLxBkV0%@f&hnak74|T)}@-q zE!0*FWeYf;^T(l>mx@v9?|ffsrW6e>=TXd?pe4jtS}!%`@&u{Rrl+Ut%@*3*i7GMs znA_WX4k+1SCCtHYAVWB)5x;xNTZK0>1k(6yy^*X-+|oBUu8x)xbg0YtWg1Zw2dAbVl`3_j$!N`!F44n2_eTiGT=*yMZRz!{bF#S7oEkYuA?{I} zM9g*UvC{tdjMu42Z){JKq@sp6q_YC3ZVg@$H1*!yl_v0%oWxH1x!!KOoH3Dz+?&Oz zA~NSV$PO0?d;o8jG(WPs-ubOQ$huM4!&l+&V(ZLeI*GRCnKp}m?&4MoPCCY=Z-niu zizx%wXw!U%Cl<%0tH7z`fk_8NUE+66?IbRS5o(#jl?zM8>MNH>A2-}3w#TPAk?kbj z8Ib$9nDj0yM?8-+_aTL*-Pqo<3g$6~1y5iX&DaWV>tr%MiwJ%Aubp4}UPLcX`Gh!iwmrf}ssFBkxen=EZ zjw1D{-P1j${(QJiiSzcm`&YpG@zocUNNpWr`)TzJv#+V=3+}z!ZCed2b0BFzM6 zAQyxwG(7FN0S9o+LV`DP0y0>27|J3puQfV)HjnZ*uIcwjZ3IEG8V!{#dG78sKk%c2 zdX^_eE#0>MBjsf)rAC=qPI#)zorpk}>sn@$Z**gaj0NtWFTfcxd%5jrLg8NMypUJn zjZ3v_b>QV4@BEHG(;`9dp}w~eN+U9sdv<+1{&O?54QJJLzTL5FTc>%(0eC<)`QU(3 znd620rCdStW47CqPtS7?j`J5)ntQ$4$@&Q{87h0wYNEWNS7y}yQ}nc6<}+3fo>%gV zzNan(WT-8EHzgDswSA1~ zt>wBR;a1KjyKp^1`O-EuE%i=DnwGXyW3_W(^4Y=yPXw9ImaU!pzH*0| z^)6g(l$gk2Z+?-{1yzIoXS)I^y$CN532|yNGOIm0!YD?@Mx!>2^)M2+rz4h;B*Jy5 zs5ZTHjBW0~F&&;i#2x+?p-X9?Uk)!X)l%|$oIp!UCoOQm|J3){ zJfCEawg~fwE+=X-UlUdpJ&;utmVW={Gh;xpi8QCKp>Q{6=3Cx;`|biSW#s|zK&ufV zNr>+vNxQJ4!u9c64qR^=a!fZD)2=Pyeb~s*L`D53lIfnr1!Zo_>kgNr*IMH=Oh&Ki zXAg|-qFV_=FiE6JK>onTS`U2VCvMV~qJWdqm6(IX$w(p*d9vh8xI(&#y1}y8-CO&q zqpO`3KEC=}lNoB=Je+)4lQu$)L5 z+s1v8fkyDE)G7Tjo(bi|7B>HCL6WhxK79qQd~JgC&hnEC-nX}9SkxN#yf3i!SC#TlrNc>Ai|ZY&;B)*o-3xQC3WMS&Tvv*#${uH{8Bpy4!=)#NEsp*8*aW z>lfUR-Y_kEx~k#4S~Z4+Y=_%- z@(V0pTV2mnzx*nT#`?5cKz0{z`5rBS#bb-s zbN%!qUDd7}C$fF_h}?-@tKB(r!VQupJcmI&g99HsogjougvPel$R^u zC>)N+9S+Ijh;+Qx+lrp!pK@bM+L8DQ9&|g~xmz|e%)l;gR=OV`fO2yon^UkP~X ztH(=@Z7WPGcP#IQ)2VRlx&65Idee5er%M@2FLHc@vUk7Gi<;`*)?yp>xVHDiN@c~z zbQI21J*>GDQE`ihtGeTUP~A~&C{=Zz{2fENDr{4%F4MRa$r}omK2F-uUgl54;{E>4 zS3^E6m%U-od#amo|D;`Zinr<4GE!-_6mK(dnzSgKoXn_tEq(pcHLEiZr9m3#TGS4D zhHg4GedG1>q&ef1^LC@V>tB*}=a40CliFz5f+Qbl-rdA9RTv zwy;@6f)J*!8M-K4ZZfq86b%$z*_JbPI8(|G4uGeKIUJd*YwJle>bq}slQmY z5|&(8yr62T(2PU$=CCWxP67esMg9x;`8c1mUOW6BDetJG+qpBlA03e0bw&1F()=bZsC6`M<`pd6v#?vAbuUO9Zg~BIzRcv#KlirBuH>g-{qf6Z< zR9P?C81d?D_PynX>C^QEdzDnDbgmfk(bW`oY=8TS@Z^O>r$np#-nif!TH!M;#7-uN z7h-|6Eb?GC>D@c;ARP?te4mXvaM{{!*}a{*9v3Haj*;TZB-qL2PG9>?Lr=zKKjH(||TU&58kw9@lv!Pcnyp29;5XIeET_|GXx8(*rNNkp*>u~jucb>9omMR19#D0#3Ua!YQNG=l z(p!*6xaHmX6A>j<;h_~wmsh!;d$MK}G|?yD731%D`hl~X$$ch&pSrD0_^ik* zVl1h*kPETmmBd!O10k)zgjnN4c~muu`wzPF>IdDi4}W~MsUVk`PVR^q6SI5&JK zo9PkmVVz~~E#8uEu;j@M zd`X0=G)T2jhQMWV0QYGia;fcJ*GKuO7oDdFq1B_%;UqHHRT z2td=ko%|H|JJqkTUCO@9w86;8q9YxBysf09b~)W1T=B_^Bm{qk*#-Lb0K+7Z-tQX> zdLZmW2hK}!ix_-BdU4jd+h!+qe#mp~YdW;)Jl=OB%DRV+!1p*)&m{pID?e?6qD$Nj zx}ixYE;~n>@QL1yuK>d^3 zO_ZzpkvpXd*T|+u3&!5gIvFT6Yjux=EJT>-(6wnDj%CP5o?jFaq(l@8c)d=ajVX5` z7RuN=t1+o|6+>&3loHE;O42Z)8y+QNBp)7Xx(FUJS@%=nU$=~VllMn^3nN?ok2Dvv z9Z$76)?vCmURPG}J|Jp17QQ{h;q(~I-sC<`?23Y#7MV!F%ERDYSEU4WZ zOg~|BNj>_(;nzj)wSqtFHcg?uVop~!ClJm};H`q+B|wDeCc_lXT3n%o;tcGaqj+Rdpp-$nQWn9b)xR9rjl$T{3y8Y?z>9 zs82ODXH4Fp?!q*v7Zlp4PrGo;mN3TUOvRPi?t)2=+lq=gN5dZ3z2#0Vw>8O**%mje z8B`_M)gUEc{oqR(F}!ui_3_c%1LupRa$`R?McF$z(H~H}d7F_e(n70UWbb{gOoC_W zrjg=(zKwqsp(edu< zrzzz!rbZv@zd((yvPCSMq0YX0fvKb^JTXy@nNj<3Xl$uNiV%apr%rMT?am!XGHw!_ zXc1ht6O5Y`m*9TFSabb^7&0#}Nu9?RF=YX(_zHCkqZ^-er7VwX14LU z)4sY0>GR~1vb9MSDQOQ^TnjbQ_673wU!{GgEMMIC4c5M?k!uxJeEW+17~{n(5I045 z<&&?!JUe?-8Yw7XbPjX1+e&!*^F(HO=GMt;!St|n*~eiP#}ho~^XoW>uTMs{x{|gJ z>}S66)T@5%L{>)0Nk`++sffg!OGb#sNI!&_bSY_YjNElma_c&Ol7-~7_=o0XYI4U> zIrd==kFH2F7e=tAXVg_5SUaVLJWFVGQldJ^s8LPoNl*9_dL#?rOGCS5d@ zp`Cqii~LA$;Fyp(SqGjsx3ne_j61Adk+`Zl+!5AgXB0@YJNp}K>fM3kkvmF{YrOHL zkQ6z&a3`jjV%|2dl{Vi;ozINEX`VvF@U0S07jNFH>*ViyC0AsRs)W%t+rKeV+}}zh zwA-^fD}+PK$}Gfjkx9KH??{dUO$tk~|5?A<%dF1B)j1+!2kq$h67%+`7YB8n#9q$j z^vmPv-No(FQ>0vy*Z6K5<-Q#2z?-d=EfE*gC3eeooB2@iTgh^zF1!kT7H6*$uj`@c z`nhcW6%%oc-B{p>rtKUdr6tThG~F*cZkGAvtG?4W2rF>dcc<9w8;oVM@?rDyVhqqU zH%j)tA@e{qB}eG_?lqTJ@kvs5rgJ1Z>({JgpuMN$rCI|Ou|i_>c_UTNGo;G~v>`99 z35O+!2K1DuW|i_C7RXz*-D|5RAD#RFc1 z#MO>@o}Qdp+=*)46wS*E4!QAjAH*?_vh1ho9aA2@DDBRU5=)D5y^<8^X%IoFbWJ6F zKSNcR&;6a^EJfoIo&zpfZ6;Cs1hr|Z7X@oIq@vBl_uexr9*fN{c5g^XbrR4+^jRf& zKdbU{Y|YowRUhPUZAetx#|hqPim(?J({|dKk&`%9c$DEF>e35Sc$*)J6y4|krTCWc z0SaezN4}zw%Cq^;kb-<_Jc$}zwmbB@($CPma*~vOiR?6^EoO<43O3`IXFgV=8`00p z?s3LR_{59)D$j;1qu9BamCBTyvrhS%d;H41F9%0n((szd3}>J~SsO*kMHJc|I^$Yd z%voLHJ+@LUI4VUSK|B<#HsJmoO=EBc@qsdMQDFr2QhCgE&wVE~_u_r0Wap-_!mW}+ z{o>hK{iWdLj6tlb*6^zMRb3_03o+52`_i7$(7B&3jX!0z1HS0qHm5?A%cLhCN^tXQ zoz+N7Au9G+q@5Udf>a(m?2?L-hP9?eZh~HZ;Y$hgp3m?+X}fM(VX~yKw7Hy>GaCz` zpf@i9N2<%#*WlyYnwOmNO%hr95?1 z_c(^gu;#k?$PT3-dAm^^N4LQ87kg^6*S2-W$(~2O$-LE`VT%YdY!N`EasYw>zMQ*m zlU8^y*zfnColrX2PTzkIdPVr54(NL^7i7FWT6re8)J$wt?~*q+G9?tyxcYY8y)cY8 zwu36TRQ;F~{gYNbWqQc~UdO(s1_2k|OJfs9+y-Rq0e#Zw%o=+P5 zeX&AsZ5no6>yFf|G{4-CXB(19dP@5hVWhx_wVq(pnH*a~{!&V1t;_sMbBEuyHd?8t zWz2p(Q?5FAF?tf1Bx^1ODYGPM+Qt?P48;eJk@xPF%2Qvx@l|{JinmVFoN{S5|| z?^cl>yda0ET#&A~k(MwRa{ds*=;%ypTj^1W_1Du6ltZtlzj}@+{#a?zBh|P78#)A! zpec)QT z{c(i)wUR!oz&ZifiueGhQiM`njcu1SM&eQhcK22NlHRdVROg=?tn#G>|iZ!QI&8btK zgs>z^9PUPC`aI}(M4QM3f*&3?=B^B>bMi;|ez4?!7mtZKJG@s-GRa;8uO)WSC>DAr z`|f#h$UTj>J~E*JKK_;OANnEDt-m$XW*oSGzQLfkW_}fO25wS(6#-9K*XTvEaT>@Z z`ToECzmNcRu!kGIF zOH5Dp8NRp9+?AuB99YZ%?enr=6_CzHDu6}_hi?qYqQENUr9|Haxda`)O zxVBS$#%(lJ|6 z_`0jJjN#rl7?m|%0J+b1u^a^+8NR;%J6l&!C;vBC)B&qnnM^Ads|Umr(k=BAl`g@j z{@=;}SO!5NW%4|F7lCx^@4hwtbf|3tD)6urNYxG75(bf~66^yX$aYQ>DDI!(JL$8X z3?Xr4Ab2y}L>NN0bMT~mHnG>1zjWx#UOtD|f9LYamjCLn(j4?}md$~LL?qPghyTMr zN|7~IR#~@MbQtA-_}3Cf3}+IxY5^~5{M#QjJ1ppL8QFpTIj1mUQVTP4UunH-Qb)2w~g6S5&CsqUiriyA;9yB_P0&)a`#2Yp`||gT(Leei4^cG+cCm1QKH_ zH#oZek^s8&x1FR}p6CiGY$MJ4iIF2YYtt9xzQHEZa7;5?R8ds4oq8D!AMS>WwZcWm zB96Yy8na1VK68^A&>cpc5+%G+jCKg7kev9uBkDaA`N!Sj*-7KaO*pVt3wHGT>3ESa z<~ynsHIrzf#piHQnIh3kiRilGt3hXy0bC|1NNt zTApZghjnxcRrlg|!C*L25l@qt9StYi2A9JAcM$*0U6NpcF(3P6Rjpf26e-$+mXSPLV=VBS{Te=qlfr+u-ZZIO#LS*ZTokzFvvdv zK{CX!w`~7c#3=Ge8M)dcj>GzWJ>7;OxkCA`U>)@6UB|NRr*0+_5>?0XNJs>=61eSO zmSHa?pc(|H)`e4VBjN*L0yHQ-5&(Av$T0e^{pA04B?B@f0u*6TorX5hLB%l0pmB^upaRNDs8oKVbn~Cu-d;G~Yp@ z`wQB4J=~~h^Axf`<|A+KU;Tg;@`rYwfDkmtcr5l_>S{DxEL~HK4lY`XxPJsLo+Qb> zav1)6O0)yQ!nQ)knt`AvJ(qTTHb6fL@a(mI4)Q?kJ+hTA6x1HVz(?2CO-gE*Kl1g5^1{L6%d0gSHll-E ztr=SdU&`r`tUYc9uvRWitq!nl>PALqn)9}$>Xe$uvunh6FB@Per*Avn&^hoU7O-vp zxZ$xXF>t78x@cdz_ya~x82YYQPG9TwUhN%UFE21)1htOAFWp{7EEujFy1(Ybh*8S$VAw!T1sNkxrHWyh~N?Hy7!e* zp8K?GZO4F{0frh|&tLZwUjbr&O|J`!1oxy&m2`9BGeQ`m7&nv<2#weqWZiQ=;P5i&hc0wF#zi@0f{IP zyfP5Z{v$BHz^XObA*I(v&TIL5_OPs?IP)EtZxqz8&_0; zff)?kU7bc=Rrfc*p+JHL6hhnpc|sLQ&RC&kEy%dpy5X_bQ<^*39f9~7zWllzOd~(Z z(TBkB`rZzsr48ugYtaR^gwoRwFoFOghGJb90#y?L+rn4?1oo$G6YMaWRrKiP+mV{_ z9h@}}!aty4E)T5bx`IS;?Gr%sbyTyx$V&$?Hnr!q?8RPRPfH}@*Ka=<>exVF-mH6G zW`4ok1Ov>?#_}-S2b_rH#fhLXh>$qhqY6q8V?9hm>d3Hx(A^lp5daoxf%*nxf6!Yv zmUH0aB+_837*Th?SOt0!k+=1IJr~|>phICr6p^P`P&hEXMiuVKz9hMmv5#YxeVhA zQm3{CM&ibX$Ew1muVW#K8F>HtliY9|G6{oVe7y&|yisC32gT<3S228mPb?m5z~OyX z*6mMse&8$QFoXrn7YuTlh+TmQ*1W~M-zvmv?PMthjUv7;-f_qW7{q?e&eiq}tZ<+L zLh~3Q&}?BboT(Vmupa;MPsm%J&UkK>VF19Q28|5ZXExZ`{NKcatc}TUFt-u^8nO@X zkbB3K7LKw#x*=egxzHCZ_2n*}ESY3-I40{cB(YOmwy1FV1pm!oux{ zOou9ah!|Y`97dq`@fxHZ7}*hZyl&&M4u)aa?=>q7>mc*Ydw#$QT=^AZGiC#ey`|UO z{Sy)k=4dQGJ-K`L8?53RY_Oig@Den;2UH8*uoXBUf~Qngb00r=XZ|k@y;oKdy@r$u-Sb+Ifj(8d-XA`Ulof zcX70duC#B_iw(FdFT{}*o8Z;>j&~GX6KE5Wcf7mtsIj9 zzD%K8kl29R8-#!JzlpViqqB@bdP3R;#03W}FFq0w!KomK#Oop;yB@&DKnd_zfjGP4 zH#kt#CKjN^g+W@!BC+j4o){7uU@F2ySJABTaqDzeRY8E;7K6;~12tBN4sg){EC^Pc z%>*C@6#xNckaz{d3KD=AaK!J} zz(2s?q5;-7*c$kKgS~(Km*EH%a#d$-6?15l?4JTyR1m&C|9Wi3iSes~eM4OtVJCV2DjP( z1X%NN{~l{SUjSj?NQS|wZAhpCNkoH)U;*E;NP^nf|0DVQgVqaSQJ}>h*zBZ#s?^Pp zLlNl#HM#$D)`V7|MyzjxiQoMH%jJbx1sDbFp{-X)fKMJq2nUu3bubY-;0gxg`gip( zQXbGOgI%J!LOt8V#NNT07l{ZU5RGqz?C*cMexWo0%{KOCO?L4A^Y$-e1walDgc$6% zV_SeVGJu@#1E!1Ys*db$6%z8_fDyT-=sbn!$X~Sx8v;2YEQ80&0)XF_nmv%oBa$_d zf+$xN;t@E*X3^|~%CdPxe6uiw=kG`bc9J9xz^+6ib9-fNf0tl0hu9DbK$EsQRD2Lv z^#Pju4_>Oo{^(xMmmiU#g z7U>*l2q3V@6bNAP4n+!+AW`bPE^0jj?pz&F8!dKxzXGt9A&=1(zJeCbEFpGcrzF!O zh1W@;K{DWWfqZ5)81~hEu2O;4j1}nrJQ&NgUWl0%0^(hcg9aVz$$$(|7XcQII0K)7hLXWL6C=E`3eB`1|ADe5KTfI z4(5!Ib6c=*x%$r6)6OPHHxQ3zz{DM%FK`6PhT{vw%wtGa-?c%5b{t=z)Hai01HW!y zLA-3;@O-UCgXaA^RwfqG!*4Lh3!d$pRDP~tog%mMf6G`1WTwS`uk`CJ1gP>=o+KPqUT3|hVmYv8>bADOZETD+* zw-#6cW`i)`kNtZX7XnyVVj@srAbUWevCUU&dXYUxX)c1?hO7%}wTD$+<9lV!)0bN9 zlY6&c7*a&4Exd!<1A~8}zx5PgEu%pxtSbk0s(DrJ%?s@@NP6F8C>y8%$#4W}uns*^ zRbB0;Jv0p|J>cuRoFOc{_hBo-_wY|L#6AzF@L=sbyY?d%G-d{klmTey2hg4vzS(Gt zO+CbAU>y+~@=xAowCIQqpXUIO;l7E}wWoS)&R{^7FS!~9WQcRw03KU$x-o$4B-MJ- zXMbmP4PU`PBjvfZyh09qXXBR;;A5$O!n;_Ja%~QIn)aGT%GP?_~jIJ(l65mtSk23*aC} z7Xb-x%J7Hs3IM(EA2$dqX1(!Ujn_4r-r6yL$65^+ZAJ|$k{)=mYcLot1SSEKKx;`N z+6sYD*b?vJSeb%eJ3N{bRN8&^u_79`AQ8) z@N0nu;+I+cp1aKgV?kg16bFI+1`7j+3XHTI@$SoVFL=IVdTF)S|Mw*p_)l67^%Oz| zKx!bbpo`xyIe^a%Vh_J}K@}IT;Ex($QAIXZKJ>-u~b7%BeYDwtrLmug##~N^#)TQ9>)R{DF(Ut zSOLFP7^L_*ryE!(Fg*X`2C!b=Zu$m;BVSW)tfts1L45eU|0?{@H&~nu!2J7;4fxvt z9iTNWBk#fw6@DfE6CJ3mvSiA4{Lv-1c_TJp`Hy_z>hoNsf92{_^;qxbEk6ZT;@6hZ z(^bcpev1F~6dTy`cdTD;`LAPeHpd^)Hnig(3gSOR$A)aN1Af8$x3PeI^T!RCXrR0L z*Y;5CACX`%#eY)c|4@4C$y&Akg0<~0Ui1GV8$FQY;ZNH(3~~_68~zt$f4zkiG@pO7 z0|1uT))xI&3jcdCf8q&>-}dk61*BpWf3v0jmXH79nkM9w`qTDr>micJfI@PG3iJzb ziGJiD&Kb3V&GkDOj`**>ZhDXL|BN}fsWsp+PB7W?4R#(2*3_fn?wzdeozw2$3-f|6 zh{1`m=35&~h=u@0K)8*VcpCu$UR?-iU>sud*3^3Lfw@EMx(QXwD~H`$W<{;QqbMW< zAlV`6p`rZzBPy{mY|L_!UJgtDKR#u<)jDnyD*pNl$LP7;pRyk{&*dTuW0se1lK9bM zb6)yi`)tYo^>14i0 zq1Uo;sNhq5v;LglU>~Fi%Zp)#Y95QLzG?x5yssqXf*ERL9;&KG7v!jalJScP*9_&| zyMvK46UN}K2tO}zg-V9t{5RN>d!JcsVXX!P)9Tz>+(kzUl}~DO1i3n@4HG^;Eb01u zf2l_x%rgNdg3zCA50J&s`kl*SCsD^^Qz+`R<+&ZJ*q~a ztb0oLQ_&*(6<4wBsdo*g6mQxGw9*1%SRDc~(=lgv!`un1m<7fXm>Ir?z^5Jn{uqcO zXuIDKmn(ZsRlB7{OJr1jm|J0Qk+t=^1m{cjjh;?7?Al(%XJ_-^DI&!xEzQq=AiG;Y zgsG1On>}`dy55R>`n-jIQi?H~d+L{~pSjaG*&gJ@auV?{H$2sMtX*iO&FLW^xbjdq z*0@M$VvZLRPGBmPFr#qHZahlY)WDi#k>YaAQxi3Ke3Vn#h)HtLO3xW#y^A!OX)|`S z@^qfJM_d@f^IemyX>82yk_is@@bZ3MK*yLz2uAv1WHa>TDGOtFralncO>B$Y!{3^q zA3dz1VivtTt4V5YB$G;G^HBw{ot34n=#=dVOLZmthdr_0sT^FsvEEl z5W93{jG7He))3Rk^&*(|D3fX6GK~!?h$)FbCM|8cBa*$Hnf8@3&GnnQG#Ym=4BVY~ zKou6kK(I~o_`bc*V!y$bs-J7p?VeS#K2bmST3w1fx$#Q$S&JwMv7s5Jh=|G>ts(8h zri7K|@)dQw4mK0o5(NgQS@X#+SH%VT^Gh~(P}kQ!z7y7>HO|Vl*RT>n#5Z?AWwf@F zNXD}aemL0usb&B?kg1{LWxcy6fzQX711sz_vf7@`V=t&vo;IxT5qY#feAV8{L7a%f zW|%Qlut=XC>qr~#x<0mt>%xcP7@^peqlJ%ZCYB2lG{iV-{}+329TmwFrHK{}g}Ynh zZjHM)?oQ(r4uv)D*0?kdjk~+MyEWdpyF=ss_|43lx3h2eo!xVG_n$YJaVoMRD(hxO zMr7WM``zzu?R$pJSJYAO(ldXLHjA>uSI_b&JYu50DF}{$p_DLppNA((1(~`{sh>mB zWm{8Xz|sKL)QScZ$td8r9c1;{@L-3aK0>X@g8u@n|0LA5Bzmc>d2F)c>)w|6e62g~t{h>>GC~{KYl9fNy$^*y0$a z{w_@CS-j%oA^aY9;`hasMC~p141B7!pP*nyv0zg5N9MWe$MRpmR7(Ef{FA~~-TH2J zr4C{3B9$Pv5B&tsv+=P(s0+pKzX1M3_vh|8;;+(2@6~rFZ{$nwai@O)Up^=V z3;3R6XW#tZ3&-|zFl^n@q_CQx40tq|Wk{%qv>;@x`j%$`6~2oc)&N5duORbT22NjR zVXu~jG8EnO!(9@2;89EY%_U44NE&nQE8!|F1#Lu6<;Gzsg8Gih7!Lng>CnvZDuNm= zt26&~&BIgmB}4dDfhnh(1e?%K)n(+EkH5i7{}KCL1zIPN#k*R*&t%cUlnn}Jp${H? zqRbkCoSizx{zF9|!hq!oVTRns`7*U4#q}!GJvoYmE+}iO!8v+Ps4(f}?k}#!4pnH7 zUI7vLt|ApfKJXX7wK61tr=^*JLiiCW5_ne_BMl(#p|<}`AEP<~#Tsq#_9{}c?-}ro zRss2Qh18X&E#-|~w86@|Eez|-BFF686MKs)hnf2frvs}q2i@R?n*WZ&_F^hwdkH$zI0C->S+yp4x-l;_S{rzv070g{0XZsaJnQ!rSVprfm-*)%Pir z!u1>%4@{ML#g!n;6->K96vK-Ux)K2Lc6;ZHCSN1@!A3EjG_qI^^qaN;P&x z+xQSHK66&y+5E?1Va9OCnUANQT0wy!`ulWTi^eZ%-qMHPA-R86X(&T=FGx8Hkv9bM zg;)v!Xts@y%AK1vU$|}Sqt0urf@SCPlfXNiX08u8@vt~CUK_%(VEi*%{s$|`Q!{!j*AfeE-WH5WL~wV0$%BteyhY{M7>7dUwt@%-Cz_h0v&m#G(9#F^{B9x8q-helCOAbJ7$|*d)xxP!Kbolz-Pa3+XtO8*@j; zdWOtl5Jq+agITqCaQLua86vUn31&6;9&Np12BqZFhhBYG=v|x1V`MB#GzcgZpaf)! zr?jYHjJJhROX)JhJEJ<7!U#GaXByY#GHh$^ zmW}ppv0(@Md4;Q!2g%eMgIxu<84UX}EDs{j(4^w=@ickR3wb&sdfYu*J618pGc>3o zJmJJaq>x=y1`X01-k(sz0+A3Zk0=|X=ma8_XXg@p4*UZk3`QS)WDcIxwMC>$v04TU zX&P*^SrMOA@{s~srz3Aku{%H+(FDzsms*ZL)A$IniCPJ{g`f^JI1YABW=(2IQ7Fp) z0yOs8L|n@WmBY^lWtQ`PR*gjssz#_j&g|C8H0|4Yz$y zld%?UJ+B!AHPGyeYxVd&LyRIV&&dB;*W3Db9ouPRQQ$Z0B+!|b*A4YFgwh2Wtv}XYQ9HFP%EOBiZ(j~dH63Om$l1BTr0GJ{kn+;PY=>f)H=;TDiNgp z*{@bxN?D)t{pUXyB?N9PASwd+!7Zd=^H~ny>vCX22B~PNh53`Z*|AvvuZ<}8a%tIa zNloILg~L)Q&PdIL{7q8Gvp!BPL&;(5(An5tqG*v~hFQ2vzPUaE3CZUeJ1Km~9j$xx zjUNcq41+^1;0iGY+}ik1NoyaH`F){6;fb|yLcXt=BA$MU28EyO*i#7`uLLPJjpG(G z4p2T16WMAC!8tVflB#-it^pfpe~)C|oXYHPZQ|Sx0RtHzYhSfPL(DG;>P5=?q5?Y~ z16g@nHCe6Q@rfdBdrs@_wd}BzjYuEtt{aUv#X}@brh0QTM)K>U_^Z2C{^WA7;cAgE znP1R;j;EDJgT0*owBkhI6=j6)L!O^wnj$Z8t+79^v+UQHusyy4QWCla$piVS$hFa3uUp z6E4d)J!15J-g5@7KyFD2dy|{R+C}aZRjAYjaZ*KE-;QN+_eu?kkaDXIGj+a=R?^o! zB1HudI5tmSGAoU1b**x8-G%j>AraW0J*>BMvwuh}@m_t{)?5hDjT#0~rSp$IVT`rY~)hc&0WjQ6JvjXm1O9kW5Kz$VBVq+{D^ z-$qULoMu&ta~Aqt2L}`e;ekv7%V&U$hIzWS8~iCQHDDAVid&{gL^@VN}$^8 zGG$}o{6eHoI=^h{5{TlOTi2uOTc!5%uMlNR>haCkU?q&iG1Vi&C09t_C6Gm&bLK~2$Asp~TX?GQ5Jw#>dMLm2@79tx`yR|IH(oa<F9xkBy z=di|4%M4&fmk7NGMp!fT#!OSeTZQRi>PH5MGq@+uR36(VHSFQ%GlAHR%u3UlYkYG$ z*{Oo)MSb@_6*QScNLy!HYHO7Ye}0C#&tKb!@hq4gH@L$PvkBGs{E9aA{dB6ty)Cg* zE3yLx1s*7JfIQb5gXg)njK7qK7b2@^PgasYvN4mmN-Mp@b0sF!cPya@eq^!7c5Ue* zu!VQxNu;~nIN12*w$b0&Gq|T>=uh;aCzX%+u(jPajjT%Y>=@bf)s8Al;K8#e8-9J! zgyU#rXihraanR8#lMNMRV^S&to$Q>YwRGpHLwO42oN=htE=D<)4Q|&>u&=M-bwo75 zD~2*#2_(qk4xMlKv4I%{koEtFN?lX zv17}D)7$~_W$gqXdH#OU75b`s3Owybt)};07zS3a`5(G9LOFfbU%e=MjWDVkLvn;R z4WJnFuZPzBIk$g3U<0WK8`Q3~pbv0B5R{=q4>LJ5^Q@J6QtO-cxH5GM3vdPzll+qQ z_xB`36e6UQ@ACWw6F1G}cY;7p$1a!O=p)`Jn!5oZjTofrcdJXd)0Xcbu`~c3zY=bF z_KqFK$!Uq;!oIVu$=bt>gqpS(2UltRLn!Ajz@~(ulEVAxX&|+2ZhSH#pDZ-y3D)&lsKp#v!0e>C4%{}r(VEwI*s-`@7XNSLpQ|X2aDJt zKme_@vSef2Z+BXK(8PSx*|i2I)v7eNTzj_?HB*X`WVO+SwV49(`)drLZpJZ|A464D z`_=R9WP`1b)2S*Bx4;K0l%-t0vz#~Ut@*KLHn7EI#Yj;a)~S;^L?4c6PJOEQIsV); z+#3!X1!-WWZgk6eYhnXh=<;jRZPWHw!^th&jn2?D3#k?Y&mVPz+x3WZwYy5maMg__ z?hMlwI{NaRU*3N~Cs`XL4R;t%Up?^q_)q{8bNJ$r3h(NLJF^i zzt6M50At@;c6v=bY|7`@Wx-TsMR;ZJV)P^T)lQ;8!bF?CDf?d)(uC4 zUQ0TIKlfN{?MhA&>u>y44zboOH1f6WWPUZZCzRc?yAK`b8Dx$pm;z+aMJQE@Xj*w1 zR6cB7SEn6>*(L~oF8)ES%bGFX?)#x-o{puYRU}qoLv9u7d&4`@L(vE3l+XkJpO2t^ z7}2Ngk%Vt|3w?wTVYF~KIg_mOR44sn+wf5QxIu0g>D$A=$rkn3Wn;Y*i7V#2l1msk z$YJrT=baC{yzU*0IAsPOa3}P+$>_A0s%_BpB59{yK@o;XPC)97&gs!Ry^l z?OS28A8MKK{UjLEJ{{;z0jIFW#h!}Cn%KOA9CC@D&V^^kmTLiE%A=)To~)znCLK75 zokJ-p6_&o2R62SuxhaHh3{`@)Cc<^eK$F62S0O2th)E1L(%L+|yr-2S``*8&W9=sM z`Hp;ntAUQGmVgLv&{%bwX(zPnFF+Il3nS3Y!%y8ql{N%bl{SY7TH#kTtPz@l#X)?Y#(c2E#%Sso13_fk5gAC}NZd?~xT307frOjg1acYblH1S)aQG<6OU zlqxrc8~e#KVF&Fq^H6eOue%9+=SY1(w_uYIRm1X}$*au;mZHKGQ|BjyUF{?@@F#Xz zH*iG)S7fDAGva(`k2c0iGb+nTEW2pEu9EDWrzRklUh}AurVtn>&|UHI@*8%HQu8r| zL0Z7qe;20x@j{F`M{NA@5-cEZAcId{op>o$5lT(io6D?PtajTU-CukIuha}{w31mb$R)XojW6^exY?q>PEY(E~P0W2L zWJF5MfF(nsL;*6%#1!8;=04+A2q-Jdp@vv~C|YDzNq+(DSZr^|^VlS4fnun-se~8y z3v-$C(S7}4Ko!+gM{T}Fl7m4lVk9URWr1ED_7eGe@&xc3;yej;$zyu6f5o90%|=`E zy4Vl2`c`Iv^gzH`P#GLCxK!s8F5ym8jsHJCrPZbg4!SgyJy&IQ0Ne>nxWa`;LgVlr z8tSVRs>CDBj3ZeX1)hQ{ZWXy_4clUtoo=!fD59K_WY~ih03n-VuOuJ;ANEk3i8%|7D0B!XeniIf6)@vgm>?<4pT6peMLS zwIzbJh23i=)UXrnh?`MSar;(Q0(OvE&Gom=Rj3d!tqt8DQqryP$K>BTZg1q)FrqwHR$u&DU^_YQ6?neX`PxlCX zD>1y#mc*hSIk7b4@$d63SADr7kP`in3L`rn&jCy#)v6RMH|d}3g^YhHLK1sSgGpHw z%g63@<i2l_HI;yzavI$8v%*N|l9Ey%PoLE`3c`Mh<~I0lfARS4VBm4z+i`Z_ zN&k2_JhYuU8<(@g?25#L^j@kQcuF>SE&+@5QfWxZrjP1rmP1uSj<~_ooxPOhW4Z2$ zw8u19yIAkojd5vjK*9ctA!0r|}G?dKX?!_{ymJp0$6$P8& zo+18^8m=x*L-W_cMFQ$ zh8C3~SBjrJaN{#*(@<{7aC|VhA9Q6X4g36q+2f~5{91%Z0g}_)@WUBqthzO>w4)K> zS|d3e@{!l}s!{s78pi})vs$h=$f%bIv>1!#FiyWG-LX-q{{kp}?KU9wh9>zTpZYuK zm>k1PHKch) z6%4UvHAMw)jlu4$x^|f3E!1(r3RxvyiS$4wsn$Jx(qj4&p1(_AXse^m!(lBd$Po~* zRh#@i<_0}za>QYSj3dRD>@D~gAY3YN@F`l;h|QX=FUeHKOdB8eL3LlSB$W93gW~<$ zk|&}UC)l80q^F$K@~aixLji)DP(FoH8z)+izz=NIRHn2N@9S(W;E(HJ%oJH}cq773 ziA`9d4lUVY{thC`j{7~Q;ux?nLEj) z@k;4^WU|l!{9W^hNRL$<;`9XKs;ASVFiFZmUD|hfk`A65MFpriQ}#@vk29;}NArf4 zIefcgvE-ocDxjGHe-%$DK|+`Kd=?myY^Wfb3r0`6e8-E|0!K&A{v)=O2<(SW;s7Q> zLQbQ44XO*1X&5xV_#5U;SyYFGE74xCJgT6#v#VNauw)NAjp$nFUOp6Rl*RyF6>k>dmUK< zMsCyvuLchBn*8>LkaG$M42bt;bN=`XvK`Afwx^QVNCQLgHi@+w$*;-cwQpxHkE*;L4%Yl#$`WLA%NA)L$T4gb)uN~sQd!>0-0%1`N1k%Y%NEVzxreR zctx+&n_Khv^>gL#6ZMuD&kWq#N>D7GYIQ4YXPNPr<}nuGDZlLbEVKLIv^GA|sTL91 z?$e>F$?Kq*%P(JWb$m_$p}`(%-Uhwnk=d2R>fL*qlJ4afiwMUh0)n{K&&}3|s0yn= zt;hVzJf1KR0eAF7SxJS;?!-hf6!Im_c*4S^9~xNkF-pUS2KHfv_%-&k1A+xISxkye zS!&bvJZ2IEe3A6YtN8}KH9MaRjaSxdNSRwmgONuWN<1BJ_B)T`=K@ws+_^6XUFgY+ zBn>?hyCfr~S}WMj-6Twfu2dA2hf$)-a4}0=mJK?KQu*}@WDg@~AwGu;amuD<>SUwy zs_``Xwy$MVfPQl0jRa-p+}%%N%O4oFV9RWq68kN{{XIGBG2ya3Su0lcU<&Z3bi2gLsa zcgd~oW!?T)zzgI*fR_z952n55g#X`VpUMV?am4neQR_&?-QJ5MO5GsTrpmatkr5dt zv2V5B>OqqkT(&F!WUNS7@Yax6e06p8&#~t1Z5{{#HNM;N5C#yjBu_hYHD-$yEVet= z)T3dp0&HN5P`5C{R{}C7qmsa4IJltRReF(;MO0=s5wY=s3StkD37m$dDz&xjQAb%i zCnpXMf*MI$75~;P&sN8%0ZwJl;-_~wdx^etVF90M|@nwO~aaW9Rv`w~wHL zP@JJO&PF3`!=XGS2s5~u)pJh-AKO=&ts8nzQ+@^!R+;s^Q2bbQkh`;1qGd#K0Lli?p+%s5E&5zi3_!>U@l6QeT} zs+nX`b!}O}y10vCmHO4VFY`&3R~?^}3V+{~ezo58Tk6r)x24~Mkats!6{nVrY#O3- zd13Mo#*RP$9uYcXzTUJp*FKLO1RH%M3Skcs+mYNOOt7v#QaO^bH>tQ_3}_Y%2;4R? zHqpe@|4wVy);pb`q9|Y8`?ed-6fhphlkr_h#jT#tJk8fVhYInoLbEe2Z^FC?UL$@K z5i&v|9SpO2s<5G~G+l#gNV{B@)f2<`^~FBgUc1hzzbgQ%rF6Tu?SW9h$ML%riZpWV z*(=JrO?MdXzAMU>s09puXe^H5K_n%6qMv2dV3h12md8X}o{2W14yW-#7J3(V+NWBJ z3g&yO%x~?M>{wNU#zSb=bse_iA(mX&eUMy>O$-7y*uMPf7SJ0a$f+5X?ove>{_P~( z)tL+?CxbVnRe}Z3UG9!IX@&JRT9c6zK+OrH>R4;+GijK<)9VKI?>hEnzhsADjnEtM z){R1r2IBLsIP$}cg{>NPrLtUMx>EIs^jVk3NU1-;*h5imm%7pUU<;tf9+G@?sM&+(|QLM_xvRkH}r*y&FN*d7u_?m1uCf~zFL(M8~BI%pGcB9Z2 zuls6my9e}Om}b+jLG(m{s~c|9q?(YkR3$4J9|SuHtt(<)RzQ>7WO!U#6GLYWa2#3KCMCx@%cS-uu&z<{)^5>ka#)^iuEma4l^Brs*kLj< zP%Aa@5kc`w<)NDey!ojgLeH; zGr`jA&~Ql;J!J5t3^5C>h&}p88?>cZ1sYY+)n8gG%gUcFjx(3lbvwS&3-s3Ds_}jH zSd%Wn1xl-&(_Yj_Q#zA4>d}?H&sb&;56bS=W;NuvZ4>IeXE)t9C&=v!#z#0;A`s zXAfZyUg9r;xo=rB@6(ok77fDntE4OcRmA{b4=$Q|&kU~JALhgpBHRyUeeAk(YSjBU zT)AQi``{1Dx+9h!x*p2@+aJN?%YU907GrHnNiNy+$3hx&-sJ^PS~53PKlZ=U{I4!% zo`KDjJlamHco4)~zEd)t6^xbmuQx^V(t|xX|2H4V|IU;A-|*iey=?SIt8Z}=vM;2m zFXS0#p$>KUvHwL1_cOgE!F+YtzkQV#rdzGPLY?n(G~Bs8G^oGzyDjbGajVDZpilVqVHu3-J*DJ!@Et7gJS9b;ZqCM`M3Ge1gQ*3=H z0zfv!gWWhKLwfNC_PQ59@yEIVFjC(>(esO~rdmKUOMJsoORhU#6{aj9La;-T4(_V; zmOaB5oDnPIZ+gZ^HkC`@&lK*>E=U4F;4%Y?9&EKo96LBIw0Y6KGg_^H~x$u!?n z|Mxb7pX_Mc@P`_nRgDND_kMc0y77M{=vcaQG%k8sn2dDq zOdT_Splhy~Ts4Ug(q{fLxxYU|W2?XDcYA!5RBRjpKGSU3W@aXLTA{1>nG4W^V;IWb zm@K@lU4{zCb!Im5hJOb+1=pXeYctVc!TU}jISv^1R(I@ZqFP0=rdK>Ta5(#rptEeq z_1XD&7A-B6{f}k&eEcr-wrSf#+IfjO3lSacw9~Iq+qxg;p+;1kK`QXI?dJ>Ll^;jI zTUZ@ZsI=qgm<@N#57zK?P1~IB%WzDd@N1SR=RTx+f{`5B4P+|ujtL9;A~UJF^yMQS zr&v4Mdf0OunoIj*dOC{&YX&`r^{V_t;_Z>nHE$4oW}SoK6$D{Kj<-bSPnBaSQi}3S zWCE)bYn#%ksgE#qn}s~&Uq|~FN5U4FZUtEZMk0j1z;k4bC+ucFnrQs zcTjmv#G*ECcBB1$RDxj9U#o3gv6P9Q(A{$jGC$qAiHX9Z1Q#~P|5kUCi{q085 z^fMnYFxLB8OUS|~tbtXj$LahmFwl*&5b-VgnY9iAE^VoBkG=D=OGn(P&C)<4jVIbl#i1z&?lE84}fy}08c zBO0r`XDDpJP}o6D8|G5Syjk(s2mZ`Y59S_|2c+}0=UA96L3H*BQXwEksMv& zTD?)$NAyoNY%r4FxAq8+_pySUNgoqOzP^60zF zcryT_ z)wq74!5kwl8rLu?<31hXDr&-=v48oFbqDzp3*-HwouJGxsw#j=fbeW`awW_kb;4E+ zHwC=V4RWDhbOwN@%z589Q&V=9NqNI5LOv$;Yc=9JreQ1Dm| z-`}K({7lnaPnDQHA2Mn93up}9Ugfw-#Tut>b`zhBC}ntzeba|}LY5$$0LK!nx1Plq zdyY3I*OK(l%$^bvQxn&cTJeB3QJ_h&Oq}}-wugNuR^n+1(-i&W2{AU9QnGlmrVzE? zV+Yv(0)RN%`OI1Bf2J(NZQ>O@@6M;c;ZIDhb^qz%X$L=jF&%|d467PW{2YUbNd;kK zT=5q$n`Y#OkBO101hysiN;{*uU1M*5u;_0$dm~XlytajyGVw_b$opol@KP~;2G<*- z+x0^*E?hI+78CCL0IK29I+6T_VTqYGbM~@1E-o+nkPL@zW z?95FZ8#9=~kE3#dBi?x6vm+v+-#eOEn&9`qHq2V0)AsAD^NnTOd4x2fwZ&w*gsbP~ zcB5eTV#`u`7IG#_M%TG?6ekcxtQ*EWXf zQvT_uGpi=>jFPsyK5ro+;}RX1gbQ<6+L)L@J*J{J7rY*QW{3xKAlBwnT7wvtKL;@= zKWd;jnKj9j#%2Gcd{|)1cw5j~(4UrW>Dc+GO$)}*mP7~Aldw2loIy@Yxj9Z}>Q&AF zui=g(R<-nlF#Zk<*iR!JS7&+WubEZ8?HpvI4I^nN>)^1okx-S=(Tl^$8k3vx+uzaBqztVun2?SnlP?%;31k99 z0z{;nF#~HJ`|+oENWb^rivvvk_?h8pwQuC7^bel2G_Lo)y+1Ob5Wi`cHBCs<+9;8Y zoaGN3GiLZ^O+2z;(llDuCSL@bry>6Q3;0w6G8=ssVBNgd|Dr^P;!bw`v@@Tljzf}J$a2fKb0mdoqBByqM!VF)BEz_NiY=&HRrHA38xvOup2ck zlBvEw5F>CxaAU{be*co<@eN2|iv3h8(f2{AU zE##~7C){glahW!`af~@&xJ@_@rq$qSAXUI=Cg7FUbmu4=FkV){HVY2TkAfiZ*pkrclA41Dc;pr7NipD@lip_%i|Hj3}#JK56kw zKx*5uXMy2Jd#GC;2iHC0*O*}UU;*GdCV}&Lnl#bG^cR!+d(Z14wXp5*r&J=ud}>{d z0ZX+to|l*)e&N~Q&%~`k4wVCLFfY`Y145~8T=tgcsZi6x1LFXOdOpwD6DeeK$I_31 zfOXKI^9H(IDzlkKbK;8Ns+KNbnmig(bAlV2BZ$5n3xkf#x&%T#!z~gu0mKtzIdz&mZu}L1>Mvdx&`m`V|k@5}KN64!lexzAS5G!JL%9f%`*aQ~Yxp0B;QSJerKLfVg2ONdNui+nq zEuB_bV3(=|O=)*XTzXaS1d(g|w2>Ipd}RRox)tDxt8PfX#G`M`U>0wqEo1Xv?nWEb z4#@nDWR^pPms(+T*YL1Wi&8>=?3~gtvB2<&Gd#EH1&$p!tGm+(qIH3@!{RVk*Om&^ z=vV_8(>fjZX@Re_L@?Z0wb%^XPljgfT_fy;KC$YXEAZ220of~1!ga7t@52c%xyz%2 zO2!yqQ{W8+cFthfPDQZRG)BI)B9B?7lDkhd_u+d1ja_fm=V*_4vScd0LQ^M}{_ z9X&>LB|6zW4z$jDChrI!s}ZQ1lk1ir%DM8;_UXIk0>1rPE(jfdKd|O^EJ---y3IWK zD|ym{ziWyQAk@*(A45jfj1W6FzTjHewa`6hGoLc(ZD4DB+^y{pMN%eW^q!t=GZzKy_A{z!pD3kFJ?p8IdV45bjSBG++z)GmX}L*j}{mv{o-nOAY{r; zyw|IX`|dlzTSJ@2qYIx*T~rzRyMJ4BE9S@_Oi?J9!=0+5nSOC}?q;TjZ^!y@>+px6 zENzcp5gDnjZKx{;k?F)B9?4K7gn>yJrk)y0yHd(gCBwx7?m?@qDSi^X=Hl&*3;C7W zlvXhZlO$~C+I@V&KZIVhDF}~A<%&{Wid2_Re#qZ77%qqB;&QV=_wCDGNCmH`hhM6f zDGCtq7T=wZnH27;g##b@rchTeqenI)$9o}M;Fs8&*lXT0SF%6$IMS8kfhGnJbpD~y)a|mf>(5|C zCF6m+U;NsJ|FC8MvIqx6g+jE9@t;E=;+Wwj7*t&9A?g4xe`*>))PLX%Q$!-KU21y* zg*)IY=dfv!g@PMfTDnJaaJu1eH0`Pw2Cw8fOrPatawE2^drh@XUp@k7LxZ&?j|Z(; zG``lp8FR{w71iE;5sH;4nb|@ispoK5DW2tZKPX0-uy~C&Jak>h*nl9^tJ3jX(RGze z-?{tFO-go3Z0f+RaU~jc6M!;b_sw&PC}wMGsg8lEC$(u<+jXu{D!|S^BDb*_m1jNz4+YL~9c?HRw$ihT*kHheT2bos1;XH& z*r-8eE9L~@+nz+M4XVe%3%`c{7T?o+&_^#NI_j0$R-e)jbG(*1 znRkd#9d9lbLm&JNZ4wp22|4}tP4<8@{os*|LBb_@T4)N6i(gNOq-xhbs_<;j`X;D} z)NKa{M6GnX?m*Mm=l3vwN{cLyfn&kf-GpZfY@k}=&c#$_c6}5@eCTDgPbAWj zs#SnMOl)HDg>A4QIrSKypLRiB@h#t|M>`~fnl31p{{t1-JpgKIyps1%W*Zh|As_5L zvY>xq`tc=+$<<2=f|8y2@-b<`CjH>{3Mq@d*rWD$$ZII9>Qn4_#rFl6dP8>+;-qg; zwauAE3)bvNF&DMZ{aZ$!?w_!zTA5*mYK!8xhG*o9tFkFR>6fja>sIUU+v0V94{Nxh z%C$FhB7>0j-%HuK!vgg*rdNz}Z)hQJWN0(H`;9L+x|$1t>jl;}CdE-9Ayk513t3(` z-bHkt_p~mkiq^VAF=jF$4FB9>Yc}=Z43(F0#~yS*eoU~_#<-BtKfp2;L2Z&kk34qP z5QfLFkY~S=ZIxyO><*w#G!s89K^bFmR#gYK?GfG^;EsLWT@AHG8A-NdhTPQ8+0^_C zi0k@*CW_%oI0=wa?8q9i&{730A~QmHC?;_fA9%L<8VwQ8c54D|?vnj8D}7ZGIhaTM z+#mS|QF)*7YDY=zCe`-lF>le%cMd9W{Oz`NNHHi_fAK`Tvnvfb78raA7->&cI@5lw zDC0WxeFN#0FJxqEGNs>V%&nPs_Q=T4!W5HMPrQ()J&5z4 zg}SXET>^2qDv6d^Yn)omKtwLX%#%e3SK(LT8LYAFf+9`78+Vms&l|sl4hrB<*krgJcAzEwhm$UVae-A8N`EEf7vra<#b6ei{8^PY1VY&vQ zau+6+F@qLxhM(B63W<9dVdT#tFUjj+#zv95an$&O(fD^uqX9PXO@(Pv39d8~1Fd)j zOqxIk{E7#@Jy32>7mptum+mP5&BE9j2~Mh zllSpcPhYQIFM(rNxTARG7|bxHecg3)Rhifz*RTGM0drkO!_CdcL~I7AWXFBvXrlHo z1qAe7=UiWK{FsK~tRlv|fwit0+Rcl=o~pnaDjS8JhYHqy{@2Hrhi?EF0<_zjA$p{7 zpvFQEzUB-}WOQn}aePNjDdf<4dH-$Kh=otw)C>8~e`#Bb6{P7p{A@E0-x1JT+~miM zFtd88m1?1E61{rqzhzecGs}P6^}qG4`o7g^e>{a*|KGBLe_sY3{60+eOlbcEK81#c zh5Uz{;vaSjh<{A=D%YaMxmRdpjsfw#wX>`uMquS_|9>H;_@J^7M!Q5U-5^!#5Gr=} zQM`KoxqZ*yf8rK4|DVPG*(U$lA^zK=AqE8QWneN+yl^O8+f-}qDt7i!Jb3;&dC#A5 z;>JDypT+;#CjZ$X{@bG=Bw!h3`Jlx7FJSwkzXFByo#ZaNiQo7yKslFDQ3ceAkl68i z>a!Jh=7zJ!_vRQ16>#(RLE7R*Y`XcL8_ep?K`7ig$Y?bc{NcqTUUQ1~ z;VobCO+kr0mnS)LcDTc+UX8%dzt?#P_QtCEd*vVZONIApqxsvs{8=oXvS1f$Vp#&| zzW{Q8#lv8m$KuMgwn)o%Nbf3BfD}>NELH6$);Hr&;jyL%EA482vcySpiem`Al0x2y z-s&A?ZhAT1`F}5VAg`_lM)xEB`>qg?xYEozn<5Vq;t4B`Y zzOOcu1AX%`-gidP@LP23oV~XJ-kcD!u0akm{YDhN*M4$Ih{06r<0y<(mXOKXm#}dx zVD3*py*g_T@YXhqbQ``zZqanmBCkg0C&11vx@kb6j#4Rd(G1o*yC@>HH{9A4EuyGc z)U|(2emlz#D9Tau-xCkU&Ob-29s)!!ia0^;mSUygCECQIcvXGNy$|C|2%)awCPg_SvlTNCF{c6s;@cg_;g9$XHBIby5M&Xx_kshN~ zC+ckyn+coI>Y&)!%dZ$ia&r(Ic;t^6aClOgIfqqnkhb-oWNpTJS`mj689=t$+w!R$ zny^OOF4ttn(17a|5Ujdp-A*wevci458zScvKk$d`r!}9i=06Bacy8buBSZLZ2qOwLiAjOyRCq^eyL`5V6>I)upjawO>$b)FttuA4reZFES^PIMzI%bye)K~S2 z;w|WY4j}DAw6O#p{e6Z#l2aw$9!6ES@4~uV{s_WIQ$#GLqmial-3b>omR%7Rsr!(_ZD-L@}LOmY%E_MJO6TC*dQI^*)Xz>>W~h$QJz9O%jBzmx$4vg~<`T;sHz8(?Apum(nICq40w@SP36f%`TlPL9K2y)Jdu%C4? zh;GxqO|p!=RtP`qO}Sllf*b%uokVB%2UU=5fjm=LgfLQ!_$l+)Uu>bd7+?zgx?1Ro z6uombTVL3tB9;8$uU@=Xg0fc};p;Bh*eI1WH!PTl|wc~G_@ws@#A_-DLi>QxNF;-tFv z@``v`{8_h$OGu!x?CgD6>c~$;9R4RtoPN_MhN8xlv3qR~mF!!5GYSJ6v3dL^b*Lds zdgJsOvy6dN|6JGov-B)YLZst-?eH=UXYFDcTwJ`ZDNHghsj~ytshgAvP?A-F(H_Ge~XBIq{xs`3IEc^`sVA#SXt% zpJrh6(7Wjs(mdFTZfN9}ByMh~ffH&>D0vU6x{(<7HW(6N9jd||ww_42aEXQ@J9CoG z9+H#CC)*PDQviP6A*PYP@~jvpx_Dq$VjX^sAi{)|Acc$SqRRBRW%?ExTq|7RkY@z8 zM(WL|ey)WSN)@&0DQDuQHP=lMBK=>$3(_NJC2W5hEbUPQ>&nGH!xBk2sMCfod%&NU zg(wM51p#?PZdx)_r9(SFv~M|8Cj~E@7OjxJJbmDRc|2!^==&LYczE9lDI)q-k^e9* zl82m^J5{y2F%wTzK8!ND7`<#s3pd=%DToUk#YlJ3Lk5Yg@J_M5Q31c$nDhAaMT)#e z1e<5!^Z?&QXAl<{RuMNI+<|b6-t*^GTB=V68DdOmgo70OX!?N3;uq}#1XIrRr#z&9 z9Dyl@OptkrqdIPsifnYsR3RGUMK#{Vq66f$+Tydk6GR4+s}=u6_5Nj>;%J%Mxr&~e zxblY)n42iXR|2j9$=%F6l>1;`Hm5o~h6D>iRI+C7t4vQ#Ymt0=Nwg3w?ul35xFnT! z?c*2rBHH#TTRzO1Jv?-5ZA%1ip&IFt@p6{na}RM59Tq^N?$om+r46u23erG+L`*8yEtCo*8g zx{aeuT;8Z1gx0m()AS?jfouL88xTu6)VbM)4dR2aLwe-VT+;AMufDWEp%UzI7{skZ z2mD_^7mIwRjT4BTqE2VUS5GgzRC_(|ckr-;jM*QS*nULWZ4fd!x4c3AyI6UXW%&S` z(3F|-58iL~t!!=jNzm(A(5y?}Yr$M*TYZS&j+U{de8BSm#ok*-#o0UygToB2gAD^r zaCc`QxCeK4cNicE5Q4kALkR9pkdQFAyAy&t2|)u1gm-!0-@Uv0?fL%L^X<9!p8d|9 zGv~BCE%j7aKiyT;T~&EU5>`)idiPQv*bv)8CQ7zlK(PCKqa*GZJ zAy@P0cnW1>n`!K*S)xOs?8_kmRa`BmjK+3rl=gefS8-FTSqR%MT&8R-7N4yRx3-bT zY~O!!iIbQ|n{hLoH6!e`ry@F|QRZaHxDnODr=)!XWYOf6OR{i|(pU5yZNJdwXA zkx3d_%XGHqI75b7Hdj{v%)L?X7!2uJY*>V+*`J8veI8XOjsPl5I>sb)Ty_wl6l&Ap z-18!Y>LjxI@Su+L)oDNP7D9a_ffS5QQ-T;q>C^-^W}!?$e?^4lmnw-Qiwvj|@L&?i zHR;y442dDN#zG=9xd&*2NLVYc(60KSdnwLt7Hm1X{$=laIid*l*V^O7LP_Fd*^RC6 zSi5N|s+0G0iH6W+qECqwp`31Y;$jE)>y{&r_&2pDK}3XgJiEyO9DNGC)lDCw$Jc7W zUA+c?D0do~N^z3CkuyueGaV{nqgV9A$6h(+8O&gF%*}Bq0wvJS zAa*v2g%+Xf(|B&S*=n~Pzc6>fCgg1tY)sKn#K{u?janLR;vjp3d)FzwV7VgHQt&C+ z&bk0o$bgQsT05|RVtQ~9J@7IXPKV#sJ#U6`uURsS(9<4SwSW0(iZU;<`7(%o3*XY% ziDMi?cWxD;GDGgxa-CFX$(Lp5yFzGLuG05zLdj)_o$paeDR_y~g5N60Yn^^={jd{- zxwH|7#r4)|$8!f;Jo?q3Zs?|;@E?N`@72nB*s?Hh#LuVbMIL}qgz4d&C(RVJ)1Rp^+pO9bXlzihRAO0B0U~;j`FUO0kgdO1t9<`-CCA!f`#5?9S}faPPpoQ-)4zmVuB zJ1`prdei>OYlH)d^6LO(mfdwei%2)Lg%-PoJ1$y1#W zM>BqGul;-{U;fb+q9Sq%@YKCh}7FOr^+ zdP0<=P*P&1MClKXbB7q)vXXK#CX&0$zzih8FL9Dk>mUuaX2sqQ#NqfsWp_~77g#dm ztW#K`bRUb~N7bOnS+l2cj8ttLLx?9d`t8v3_#@+$*(*i{a|eyD=WHn#SxBBIRwze* z$pnWcg0;6wqzo_!uwM-VkzOAwM~jM8$G*MH%5@eqcr;oS6kBO+ApJgPqy~K-FemYB z9Po1z>d%B9^2fZlYF`U=8m~2>2OaRHEIb_SiLdzX!zpC>QFnmW z_hgaH?Mbcr;fve<^xrmN9CeaGa(RjHWz1~>-LE^kwlwP;f+lzBh3GY?bQmt+EH#I} z{bX}_AdUy45wd;g@_8*-K7HU%eJ+yhV$27t$R+;exG<}x}+*9 z#%G!fbW3*r&kO^{QCe4DR;5!Wjc+J6JVv=KvHk@(KR@#wqzJlu(|St!G%wF@-!5^M ze$jDLYZF@dFAAgw`L+Dw`5I3DAGmYvT`OL)G0pfd1MI&DAODfvYO1writy+WwhIp& zd}bEB5NU{+3{ZF3@wOn&y~|(z@67*3$p3c4AS+b2JDS2SGB%~})sm54yYIj*V)WmM z|G(pajMN(=>n}i5<@-$nz(w~e2@KKOUFud+Y_H|a=OH=F%diI z?Y8)OzJ2H=tRq3MA=u*?xqmmqF^WNIi_h^H`!&g&(E~JQtVqHTH548*{1-rE%ifZj zBf$1xDj#_M7a;ryI=sm^@-W`g%cC8}()`L{{o8a0mSqj{SE7<7=F=Iv*n!$<&L>+8 z7X3lJS%nYWqd{|?=p70As%hjC!HpmeCtqW(_ANsrn$|M^D1I3LO~;7t!yV1TDr$=s zLVDtPQ)mXyw4P-<9wz5kD~#RX(psM^0?*_Mz9!Z45Ef>aJ;KOZ6Ak(LPms?8&%>O< zH04DWRExXm(Oi%_$x3TXl+{uqBBrqIc6M;layPvdX8;=E8IttitUk|t0Ok}+AB$O0 z3YxaV;5OI7&IhBl;&^fC_OOHHgNaFVh^V%Kzo#nQydnv7kTq;=3BN7SQ+`%{mv)v# zd!bk@Lo;*d35I+yVB?Jpu;LNRgjF=p?_iapNs4GTbeZ(H{4|RtY4j|8gRac!etz!R zah`z>pV2f=Bk-9smM#Yuf&pvw+FPdk0fw+Mlqk-19@1C(aJh{6XJHzc79^Dot7%$e zmXS1r=XmCFPI(@M>6yP(RT5Z$sV(qQg+%O(IslrvG$xX$VTP<)*?)zyL>}dABFXZ= zEGA#tUZuCrQQNS9?8VJ(fe#;Xt}I6@vz z-f#{4l*Q(>Qkw{{;W-K_2HNTG@0}*rm9%(J?vP zkL==TvIm;E_>v5fjc~23h?1|GE8NzHF~x#JLb}d{1bW$9N%Bs7@ZF%3l^McWS2u;`LE@sc1%}N zJcpR!NaxeovZd6v1lvOm{&G&DE|GcaBz#SOct$|IrXDFdqYc_+8#)#K?l50@4zFp5 zUiK+xxS^i&T(W1`>6i_pbpl5TjH5k_@EKa0N^9@$EzcnXX}`|iCpOus)usakdD9n0 zh+?}OR_Fnt*ff*@41;mTs6LZYkoLe)>0Kf3330Z6@YkJ`LCwhm0mIbrUW{fKbTZ!T*ZFUhuH?8@Um4n#N42j5&$zp`g%Ft(a}-T&vLuH?taoJp~MaiOAYDl>X-x%Qg-`xAd|BjzzrGMS~a)Q z!ON`z01|X*Zo%GV67p<MU zmESUFe%_HRSTLt4da4)A2-DsIQZ*j7VY-Co6GjcnvEnIrWOCI|Yer9*_G=F!So`zY zUA?Fi-f9=}Y^*t37RO7$cxd`7(e!g6?Fq}>6;yA$P;v3-kP?1N!@TXS=rg2wnZBTO zQk*U0h>E0VmIHplWw2Tl~xfi{q`jm~rBL8A~4u!^u+LYQwN_88v9*~~i+t-u` z42FW-e)X17no&q`EmQI>88lU8M@#8#z*biU3%(dRyQzA9aplHDK)V!iYX8`+PY5** ziS|kNRt^A%9(@O1))+%RgNQ7pIpHS#>8&Z2vTga$>bX6FF$ka(ac%ARY2>36k7q`d zk5p3w)GH++xfkQ4TrT6Qlz!~k_ed6PH<@Ajgs(1~QqnTtwPHrIKL!vszBL>%dG7T1 z7l5QZSF-nO8P0yMC~5MxKK>UX&yIE@+<;+0o}8vM&nMAW!0sB zCPQN7`*a))_d^Z9v?S*OOI_79!DyQ!zhjZ8yOvJ#~JlYqEPvg~V(NZqL*D z!dZ<@|85s7)dzTc2odJg;7urod-87Ec44DwuO?n9Xk^7xj~F|I`MaB{ zdl2BhsBt^d6?vOFzDM3N0AyBKrK` z0dI(QA|WuxMwj)c_%fwMpMQ1*jytt%Y`-a0{L5v>p_9hfYp z7`u_RHpb*=Q>9Z8wm(3Ocw+%Ygf52 zqZH1^Sc$=5Gf8qCjDdm9LZbPEn6)=4Y^{*A4Tgr1HJWRGFb|$BS&Tm->Lp%hR8V?x z(Hi%jr`_3Nm0?z4KtfMf0~+YO9GNhHBSkSzp%kK?#A!f7mykCbdc8({ zlqIdKPOGT?nn?=VL*xkCGP!25BAPyXQpjhR+3LmJUw~j1KFP3;&Z-*^VsHCj%-^{z z?`S1NJNJ#S&#{M9uL&B~b<2ndnE$f3cZs&wTM)QDIUkS`r>z)Fcm^UG`(SB(l?{Mb z+PQ5&d%K-4rL%Y7Zx*ZoMVz(VE`;wD)5tLe;jMYjY>bsd1x%DDG1E|k(PI@-2sKsM+z5Z_gvQEoYz^er7v4yI>} z@@^z}=94%=1ztI=ba_GQ*~zwRhxYuQF)#M!8HxjGi!y$`V;c$<41yZ-yK#S*>M)s<4(uzoH@!YD(Rf7ZH0fn+#`Y13P=2J!AN6@?mj~v>LMY$4|bz%p_5jf#*UF17eiK+J%&*=BAR# z;hB>7@UHkW5yLi>9dDDMEo@ctCo6a#mA z4*qjcAQhi-WQ4L^)cbVa=>mdyL{0t0U;LyUnsCl+$aH|FTT4A3svF=t>^k<_ zC!PljucbB=v+{np)d-!&WvM)VkeIL6`O{QhUuMwVmIo81pit$Zf>|Y@+3+v2%!Rj2 zTWhKXDaH zxI?Dave=b^MrfXxBApG@!=Uz8W)h|Y#_i;|Fz!0P=VbqX2mj$H818uY86JW=%=bJWo%)Hb zqFtF!k5ua8wg*fuHV0cHqA#s;;95q$qCo_$rwKIX-=Qj(yXsc zqWY-j`e=;a=sVHVrE65K=(^(MKI0$Qa1s=V7EL12qn8ula>ZgS=4@5hG1g*2w{D!d zpH-QIoLaHBc<;(S&k8ZUc#iLd66p424#Z4G3W;Z(4sp71xnISx!gCHmRy< zLb|cD&#|B;iYgF_aNG{*In$hy#&+x+Z;^dIEjU#DAv%QM>#R`}?WnrfKf>NnC*!`t znXid}@eETAV=YRu2(Co-_^~K-1UtuCI?0^ZR*OH`&J2-4;_?w!JSr7!%5T+PHW5WL zCfvX%yc|l?;%kx=aZF8Dhx@Uy5zt?zUY@^nM)I{W59Jfq+uxxGDwXZ^y;lU)T6xx{ zBy@OYN9KWb8_h}6h%P$qh?7_6K2bqm*LgQO$MSKgo>P1CPsm8abP_sC&DvhyiKh1Y z&L8+__*36VDzVh_*gcRu!{kJWamJRmsf*kdy>RiAPy15o%P5xR*h~DvUllD#C?3bR z*YN^fL{?v)qk9X6h50^Hy*WSOCboOhH?g+p&Gl{}1FvV!igeU!c=`Q}oF6*NALGtO zz8E_Z`6;)oXYTLuG`C=YoC&MXE`nX5jk3X>K+OQhA6>Ez>k8ih3)}co%RH?unDe-1 z#O!Ywds9QF0<4e5K!e5No)ceKyw@4qQ;Ub5vJwFibcSis?+_}|h;a9g%!T?7PAyeKoS>aDQU5H#iKg6n`8%0j~B40A#4a0?ph;iSCjM$-A%RWn; z*ff0Bt?tjss(R??JD+@&13naM_8=SBk0l?hgj)bd0*yl+|B)-@u1Wj zb~dt_!P~z8UqyExD;5H9sdu7GgQ#?7LG%1U$Ildzy;*l9^$$q6SUwP5r zN_0p5nUQ-vRfOXQW_rT(&7lY9c^Cdl+r^ zDASPE=jIW=WZRNw_mSl^iOsG$?-V53{c;~CiOWtC%-u7xO+xjG|4rqp9n$*!YJ+J zP~DOsfSY3zyacs&;vBHc%yX%sT3_ZOxf-gck60Lg5u2;R@fV-~D&6riTlvdWF;4aD z!FnOuG0VAv^mwM{IYo$+a`tm-rFj#Xe+4*41pK6sLUSjpWa%j?2qF z)D#m79ZAB~>{1RZzWm5g3Q#`Q!#KTh4iF7G%L6C@Jti##z-%6{l;v|+wbG`T^)Uh; z%wt7bS_NhDb^4Vqs-i9Ws_)CbleSeG)~j-m9>Q33MFw-(tjyEa>9sS8KFkcdgaG+9 zm}Cj{eb}L6@CfC1EIiW?(&BZn8Hz6)83HgyS3>W+GZYB^G|F~g@sWdtfOIq)w7NRi zzE4g1R+S$ojlJTvhz`-rwkmyK6aYK*Wokc_q`Vg4)boK_o`^zJVu)vEhZ+##SpmI2 zZ;7)duaGghVDPPhxEkBq5HB*NSGEuYJ(Sc-p1f7;9TfcwKt$z5+JvD*&Wt8wG{Djo zcCs>hhtz$!MAq2nY%yAfJO=JuiWKp5qurtY5OvUekhY#4RIwhrp;4yImNRO1d7#2< zvcWK1Y8e-1m2p|G#OLVUX)G0y9w+HrL$UvGkqu88s{;Y&!*P|I%aMXE2@c@^E9sE$ z;yrRWgr9b4cEnzoP4mK$NMwHsP&V39UtLr-h67y}U0HeTHK*jbZDPM!{0}z13wsq# z)HW-WY3w+};*WhVaT88?s(PZ77sjau?&wC1P9`@bL$1A1CImT?V8L3n?U7mc5o7sjutTB+O7uD z>t@OTg+a^<^f}yxRD+Jnr@606ss5W@iWfK|M`nic^VSeV(k7`HLFs=PhKFJ;B`-q&zj#Tfh0(*8OF+D9gx6!diSbeOL>KC*0fva}1EIju*-j)6Z0oyIFFBM#8gY zFY~DKCUXbI-zh&5f@zooBOL-P1n1SXDc=gv<14WDooQ}b-suBbU>+0Y8iTpwxB*r& z+i86mdy?S}OOhwP(~>u00uks^B$4YKe*qZZ?I?3(yenny)gLc@+U(@2mUq)>PwuQ;G?T<|*m+e1wr z(aOcr-QeO_^)q~D)c&I&NwD&DPtGCo2$dC<9gkgfutO0@*G@^wegn93WFgoRQjo`0 zwL4l0Z=v{|m+S7-S$^=}!G8h@lJv-dL(yMAB8pIFUi+SjxaW~+Ai*p&Wc?B!8f}`n zX4KHs2}`+vXX3szTVFkF^OW*KZ{^@kKjz^JcDe}#Knhf}!;%W_T57^R>P&ODPSFA* zbmI?=1?I?Wkx7qDY@NBuYiBrT@o9_H1LzEE?>N*Ovr()Mc|e)?d`n}#*k)2V7-H-D znm1dxF)}PGc4BoRTKyr8obDQ+4+oZ5hPgBP;%1&1sIqip9oh=&Fj-vk>W3{Ptx_ff z`cM&zWb`}f0^z;C0F}3#P=m|f2acDRNGY*ec^H5j^vqI(u5lU{pbyqOq?UIM#=-Gx z$jAP~>8V>IeLRJ!RMPfjlC`(n#Itx@WNI_dy306!)08Yh>H;V0LtYJIo)hm5T{Rzm zXJ2)<@=FmJ(T~B^!jwUV<5W8^X>u$NwAp79=4`Fw(l9kc=BZA6bTR^EzrO${*SN<$ z%zqR+9jEemE!SfO9`VbtGPu$m$Z}9}$M8W$P&{?3K=u^W126-0)`j3rY;J6NR)_)R zjY#kDU}%W~H2wp_Lah@S?LHKGg}Yswh!FTl^A-_IjZTzRwUmwKdK;QN--Lqr1;HOa z$#;x#GN+K%v{QX&_4wqb9_fe;J(%kMT@ZEioZ#dY^};vFs+Ay}#>Wb)KkEPQv&;SL zpGQ2IP%{q<`FHe^&p)k{kL*PbYQH2;#K#qURud8GJv&|KKAUNeCF`vYYLN)_pns+B zrsF#on%--T)?N!%AE82=D-}F#4I|&p`rC-f%Vqa4WP=S7W*GF z{eNQCI%Y}BoR`X0{&14Risr1`apei|=%R{(7mP#}f+z6+njtbHrJ8N3_$;Ro3a=3F zrlVy#LPjNLp&HV6wH^#<+0`E~aCoPs*a|6i`*c*)4%v6Z2Ad)nYqCjwC*RS)3OtFC3is;6$Mwe^vsqm{0mxGLVq zRd3&unX((gHd_+oyjMxE95NlY>RRhtSH6t$C_ZunkbBnN_59xIdlqA;K2FEqe2TzDJTpBP%hW6Lsg38s?$BUbEuG6R=* zefh|-CSP;-I^d)Fx93`VgOhGNR2I$2*ds1<5Ptok(9kh%N_#w@DW1%GJ#8aXmX6ID zN9Y#`a*W_r^BMH3n)02F0UG3jvt~J=(V^00IS%G|5wwJg6#|Mkie!B>`Fmpi&Hd@Xefv$Hzn63;(e;j2PeYhJFk&%<2gF!O=iKre>VmMK!Zw zP)2VBkZDm>ExS&cgV>}sH?gfow$M-5V0;-tT|7}PBMT-=#1}NRA}=45Y7cq!RRGRK z^yCjNHTJ~;j5FAREu|)S%!O}CfNZ|6U~e5r%ef3?XjgW@J@OsoYq=h4B+_o$H%HMH zq7h(r$cS;=-$2q0Aq8w+$x9z-@o0?^`#sDQt9_)veFS;qyg53g^Ow-Vup@W z`?Wv+1Vr)jw>9Zj|MA*K3#tv*&j8>RCK$isGvsRf!8f_iP~Xwj4fYcAKeKK|RA(Vd zQ9To~s<7$ru*h?KrvC zPl|Dh?f9TApi&aNV{9fsGu1Jfyi_(}LBWXKR3=C9v5GCEpY-jv4;p$qPvvkrs(6yI zof{!?R)KJ4JHsRydA#{v)Ts$>&;jLYjCn=fE|nrsKL*w#0)VG!UNBLqs@|pg$iP?moxh?qF3U5 zG}x)$ox)Jz2;Pb% zf1OVd{qdWW>D-A>v=A_!=#=s&4G_g>mZCBFqZP`r_oc)yEMOPN6wQ|t{1b+*qI&_g z|0xJ4!UOWz_xVShf|Y}5Szi`~CO&Ic^BjtE4lEc~BIU+Qr6_vgZ;z<(J|#2qygD zi(_m|IG`$-<5`&CQ+b~&HX6(fTtpDW;&pRU&4`6ll}t8=ujKyor{%NdqYJu%H?TcQ&nl8wNmDVvVV7&YtMM-7_hot3VKAt(MW^9@p zzl$!Xq;HSVgMC$LGFhLQ=Zgb*4pkn~DM?{<1>&MOz|U<>^)uEXXfm+4Bk;$B5RfRd z%+j3^M22PRZf|TE+u{f{=_`@{!w<228_M(>+Qu4v#HiT$HHvPDqoYE!cM(J4Yh|<{ zJv251r`Q_>ttEZP1MN@pqS}`AzNIWfGyY<^txLX?xDA8Xhp-r4fI~mY;3SVHUK5DW z`aqT&E9Z)3RwK$|Aw;pE=}GyELMuSD;e1{cyCI?vKR*{Gu_|KxCMZ|uE==u`TMefJ zq!@rgbYn$uC7;&dExo4V1if04jK&&Bv_nE0ySytWPFpnxuFkv18lNR^!Y)4A5+k8) z2rpKBVO#Y=2fZ?}z7@%uRV@V*79YETvdXILa2#@ew)j@>pyoz+SQQ@(>aAagFxl?u(+%iy=n2$U5crXTqW4maqbMS_NGj z%5MY~Co*VFwT&LQypQVVAllCW@Ne{${VcG5eIQ9hs4B^Mb}(oPJ>JVl6>a2Wuv77! zGC(;dhMSFJv@6Fo40pjAIYe%ip@*^~2&JdM>80=ZYJ$skHbH$SSObxkZcpOS+U!HO z(v&6D+f!{ebG4u=p44wYUII|FwG*s~H+&t1gkzjb4gDazJLv zQP%A2VNZVih7R2J2y+BgHf`zfcvG9|loY;KOvdm0ma|3W#T>>gL<|fv7F`&y1?yW* z$|hS35cwQ#3ytf((Aklvk~c1WTNg6ml-^9%G>@iLtl@3sv#u=jFi`hm) zTN^tdfB;)TpbIcUD_*;q{7YM5(p_e3t(CilU_vpE}ANq0XJG1gt_5}7K8)qjhY+X+d>bx&saLq02iMT<@#VlAcVTOR&u3 z#rEt;XJlJ~ZyjUrabP>}Kr*E^6(dH(<%~cizBx_7RH(K5ved#u6@+sJeM{ceVhdE4 z>tTUBZVL1jAz}0n22xXbmwxKQ1 zbXK-2Gb(hDkrtjhHmiKE+Sh3@wHO^gSfNRftTQ02B$akb8)2%UT?;* zz%WBq)6uw%ZkMG{MJov5=U^32P3c#!O+1ze+8d+TNW?}{KlWjUymu2B9<0utZUd1T{El*&m`n6jTeDX+L?o>5Hg2-{HO^^pR=T?;1no~RnaF)=lxSApcnhXjMW9t-Kd~8e0GQQ*^zd|<8Z(ZBVDp0}T zm#oLOWuMcJt)%8@F#HacW1Fl~Zw2Bh!HDVdWP=-zbuC5M)+kJ6b*vMl_@A}u;dF4cgD^wS zg2{^@T~om(%V_j?-@M6CAzCg;|4srJ=ZA4%syH%?x>nZD#X*>yyj4#JQloj`z1Q$) zilJmxDqeTX&edw9xMfWfS+iWPxa5uK|HV6=^OywzrDg=2$FN#5L;>Ta!D%G(JtaA8d3tnv$gi zHk{*IXLnJ-*tLB4Y}?u)#|WS@T84ZF8T&xau6Ft~_aFTKJ1fkAqIfRKG6$J43D;N* zFhlR{n;5CofTbdKta+zl)eLiG&{R{=ui3dbu=mNJyQ0-Q2}U^@qjlMWUX4DMlJ(3N zE^za;Yw<;5bPjv=TmJ0N6b+y>psM#w-!1T$%7brtjZs?_Pk8c2I zi`CFWnSJf0EI-ac_f?j{!63)#G=fxT$-eEHfYQDu9{W{ApRQWw@PqEIk zouiJucVW$^V{K1Gc8@j+^`4$Ha4cC|TBN=Er<%+BzgG)zndbhxT&>OPgjrar<1355 z3m7cVzV*|uGj0tT=ii{1`ik@K+{+)^*Nc9cPi?qR89L3(>$1)bf4duE22*-aJaoGm z_kQl;dw|qC@13x+%jl@|VR6t(>dwO4ElZxRy^M7Ik#pnb=>}1mCOAXe0 zClo2#r~StLGUoU@C2jLuo{ygHfel$emqUj)`P$I2M%P|VSRLr~>U)fab z1f5W?yvfJ0B_$P;;S`@A(t4-?e|4PW0f9;5GL{=vyaP13eai=#e!2?s@A18ks$?#B zdGuM!(e1P6OwA`fc-`980{7g=j1NgiO0@D|c8WH0uQzdOB5JGXu5>svdfJmkoPWro zX*q}rYpK%Lr%g;6_}r);46|SX(?|v1r!{&h#vELPa$@XB<*G-?tzEfHHVAe1Y&p!o zXggTWGk5c|Dl3Q4)(eKMcGXyc7Ue=dn1vvVU!P^%~DX}R6 zZ^i<+0TzEF_PlS2+hC2Vg*|I9nS48{^t(TmdCo7%PyY;UlfzGzSiGd{v9^v^c1p3= zk-@;=CyUoJ|L}I-UTzLYs27zluRm?px^VbSq4LwL?XvEXUqKJ&I~1l^ZiaqrvSohV zJ|xS5r2+wXr61{D$$g7i1w+M$`(LaQH#6I+k7QDqmRS3m3dU&pKC}g+x?18V#Dz6P z1ujq7*~s5TZl-Ywd)qTjsD5-xDV-SlMZq+omL2wt6N+;gaLr1*S=#TN}Rb}aBm^f3Eig%ySq61&EM^KG33=U(}4ZcCpDw^{{GSj z_ebts^u774-j@;Hw{#5aMg6cE35qcx5A^Z(NT>d+yeDr5(r39n#aA@!!78HKx#Ubd zJ8?IcOK;x)&c+BmtO3AKSqgSJj0>NAQAOt>zUA$Y6OP(`+ivyC2^(Y-+G`WxL_uc! zpo(E-i8Iucfl(0PLG8GajCQ8aPsspOG``B*mgWqQT^+*a#KzpgC%2ihWsWjO4)fpU zi3$aV6LQK(wlsvOdDdd3DoVL?(5DP`c!iMTR&~`5{}|8t8aBBuSRi?^edZo*U0wEM4r3uwQz{RM#hL&}G$ae0a87tYJRDpdPo zrkY4|ZXj=U24=+-0G#?K#%5z8re?simR4TFSXu#vLZ9Rqtg}PXc99DP0&hMA8#&YB ze^ZHz246Js{*!bwdfhu!pY~MmpBfsfoF(I@LbcMU=hWG1*xfB=tCVBn%H2yM z8?aE!?1mRNP{&?O+j=^qe|qctj8lPQ_hCEcsCwc^?WqYf_VJ_shZnO?Pn#BK&V7iT zCyagK%|hd%Wd7+tKc|~VD2ct+Y@tTfrs5Of&Pl=RjGh!ick^Z(_ND6ZfeeSD#j*pa z&D6hv>twT{f=b|J z^R?*u{A|qzBSu;r;V^J1zx*4g~iPCrK6UOuspSvzEvpimahUo{Zg*ic`ppd|a^41l<7CuyMw&MI18T(xHd?_*7B0~r ztD^(Kc$Ox#F>m*N@jq|$`xx0$@hB#a;zOJ-bF~#fFH&_Nbi{Fc{`fx*fBcg^;$Je( z1Lgt8E`t$BfkwjMaIp02NuLY(FP^%$)Vy&P zZ@Z@Z&SvOAf0W3JyN_=tfzF$o{^5<#uSgS8OKt<9XK}?%0!oRax!e_?4CQ={kRswI zu>bYC6l@8Ck3L8Sy4G&;xEXFA&LNNEp7O`M-yX+aGnrNY7VRlZN?EHGzTTVsaHy%aC$&7vt!6&dwf9Aq$?MC7AAq&d}c-O&L*~oa8;l10JF)ev^ODe^see)|*P_ zBT`~bx0QEan%e&ZQ%_0XyU<$Wgk-Em&+Ks}1F9@^8-9ix+P){KOTe;lW2S!*d7|(uMtF=S^tuZ9)fnFEWL^2;jM5KDRcmg$q)AI1m|MnRgFJ*0ca&#BtSs* z@$T}rARvQNm&}PNJiPCVLW%eIY1>Kmvl~CNFB;$kwerpS!i#{VSO)KjPB3p68ESXY zS5!Q72^^VY)&n|f{v4EaPTDMp>itmR$M2KMR+%Nb~;Sv{FRluy))B*I1<7=-cgOc8o{U-2P{DYB=?fGdW z3{hz&#-hsm(u4m=86G!+wRdnpt<1#3ThWjH7r^%~z+v1EbfTzgjZRBw8I>ID3x3nq zdma)lky>#ka%FaI0vb62zhmjUf-L5K)E$FDn=ShlZAJgwi19SiSAfqon0>)Tm+z-^ z0{3MkX$X8Xu}PyJsSs+z@`>%L!96)zOEf!G3Sy>pG;I~%i5*kSgG9PfQR~``sUB`}_J#Oa9IE2iep=ihVk?U{usf7kPy*@a4gp zXH9tKmn+V@Id523q51bxHcmI`dq26!%(hz7D2e7LCFwrxFER~7hs$I0cwlfJK^6?t2j*ASjZ|Wd68I$rQqUUYx((}m%p;7Vae6@#&yQQiF)d#hJ4o& z;?qZi&cNs4GnxkogQO-!?k6_w%3^m@{xR&UV372I^>?Q_-#)5v0&F&-(rmv6jMlaeVs1za&VeXs9L{Qi=PT5jIBz>y*Bnfo<{h%){f@Nm=yyO|6sF2u043 zWluN@&BzI*b-m@^Lz-?P4*D^upuIO|&2D`)M(*dA*R{O9Q|8n7`&}$W#(=;dAE%BEsm0zDQygPRsBq2O}Qc?xE%v@ei zkN!D(lB&20to?A23$M-RkxY@&D=J93eNKJ$N^<>MQ0K~D0Pm*9Lz_QS!}tGd`2hbd zi=mZi4M2y26A?zPKBni+(yQC`?>{=fY67VO3vkt~d?bB6_MJ6Eu74QZjoGydrr{_=-+E2lk4+;!-gGq2Y=H}M3lxL zC+>_-Qt;Mw#rlu6I}k_c%D01uFip`vcGS(?Z$8KWpb!&*ePt9KyOu;;{Vt+Avd-w9 zr0xn(Spatv7UWGPW;~hJwxtpWJwNCf{v7wu2H8|t#!|<2c)l>-* z@G6ysKCO-iD0SxuL+H<>_l_eJFEa;wVbZC)HyrsKVvxv>+`I~Qo=m7^vc0XAxeilo z6tk`{*YUhO?9J!o5@$RsSBhq}hjydquB0!zhk^qY?z6VIRPxjSa~n4 z9zziqs1@<5|9|*4SgY?se?6*tR5MQfyf65E`~1t<>-O~@9-SMT-k&}nzIpqr^P#XHx0?9nDkZ|lH=fj^Tm_j$y(Ld<9IojZA(Ky{imN25$D&7v5waR%Z|zFpeyh)Olj=>qxVB zLforO%1AsKM|$9|rsT|H45C94cRaw1C!(ak{9g)`-(%T*xXUlr(qQaJ>)M?4v`%I( z^}UEA?m@wV(dVhJ88rX!V-FN(Ueccx?#-+Z3fvx3VTGT5iT5F>EX z>MOJ4p;ecAJobO^_7rSYEzusjyTe0CcXxMpN+S(=5JgJ5Q>42=LOP|p8$m+4Q6wb< ze4FsTd*2UuALsj+GqKj1*>h&E9`n-Dr)v=a2!QmbEbp)3oeV}d9tdc)vATo(FsJyE z_3&%t*0?Sd=`bCrG`2kUAo}jsI_%uQfGJNT^Qy{zDaezV_vC?G5I#s*9ddHm`#hYJ=IVzwIZD7 z>`V;O$6Sn>We5PlgZii1F-#53-ur)Z3e%Bv)C}7yfg(|Yib*@Cwz5BIfB_wjPKCb4 z9!q+AG;%=jcc=Y+^7d%+r@$o|1s6k3I+Qx!Q6>Y4x|e3rf}&t>ylZ;6q>DAdFU3Vt zhT)GZ?j3xva8R4~FSx+ii5U%n#)21b7y!MBASKCF8nXPcv83Sa`ixo)OkdN^=uvLF z>->AB=Y}R7_Bf8SQmr(>2xWTil4hok@13U#9~nRI38w8_Z`zW3A!W%3kyc z{O_*P`b0^Ucd8f3M{8Tyz4WuYr@}0#kjZ`GWjTqYaXs$LPfZozmRtby#~%pPLRO zJ{z7_WBjUQ;Y!5T_@PQItIC$RL;7X-gbk$mdIMq5Q2_8wCVBBRYWOiLkeq^;5M0a- z7Fs(Mc0qH}mH}MhIf6$|NrP^uG4FfDt*hL506`I96jT?PUhiZJ6)6}Xchv?5j>J+7 zq*0S=0oJ@Hb_n~!8v7XPKNA7S1_n~w^H7=S!D(0VhK@YcERZ$Ui8}clX>d6QOVEqs zY!Nu@Sh&ai)-o~wHg5=VPGmZr7aDPAPhxcScn$w-7n1BA#%BB$vXbceq~IGhZP_P= zL>slKfZnnXNn3B4X};bJTT47&))G?Ml06`GD7CY32A1(Ju7=Pj$Xw>mx96`W(s|xG zdY=!*e;y(lxvoyVwB|h?eYqJ#2<7|07T+nA5}Wro&gXWSULXsIIX0_*#2CicYB>{% zb2RBR{mJmLR46+G4W}R7p$qb&os{3bwOJ4Ly)bB1ur9-JOn&ao;Tbf}402besOoJ2 z%K{m4?ay}LE|NUU$)q24uBmIHnY3>w($}R(M$C`Jd(35{Imr%0fS@8I{b!rd-+p$r z>~d{Zc?jKaBxSP~3D>`O+Bz$1ca=CNKa{Y3VOSb z)lD9d%~4DxrmOA~uZ?2Z>`_p@594LvE8KU_zErPHL;z0 z<;h&~mQ^vYkFj>K=IDp#YGPuuJscP={HLlM4|=Q8=yx!^Td%8Ew1afU1VI^J^l;PR zhsz2F$MWnM{HOFDuI4Ni-S4wzi>|4fUsD>+LtnEs$9CM5OAbwm(w^TrkyY0NmdHP# zlBnN-KIUsp;PR6g|}lTngk`Z?KPx|(b^hfmWJ zO;G$bRP_wB@XbZZibhXXE-L-E|A0bw-iTu9PkRX|?-29@I;%-0WIAqLP{!rUu#uJ1 zocR?QhDueu8O`JFOV+zbC;J1ea>wCPd}r;;d}LItlaG+UiXf6c2{#D-Vci-{=_Agh zkUXl+HJ`Mmh7An>I;bJPEJot*eg|l)bTTLD ze631e^|Qgh{-xd<{Z^{^=qZ@QN-4c)I!kPcO=^ey($^H7xF@SG?rD!4sjOeJC(-3M zY#s7iOT1@N#Kr5O*tzkFU{ZEHU7-Qn_TyZ%#@?>L-z*Yt5%%$}539bZ|I7T1Pvx6n z0h5sM;;%LMXUEPUFL@WAyjolxGs~aXG8Hzo#G5;oC+pv8jvtsq;@zC%QMtAtr=t8r zh|<*2%i(&lZ61u!mTwaq2UqL_L3%4AjQsT(m~ELTNru|Vse-!Id_=O**?^o89B39k zi5Hw0EjD^t9((M(4xG7nyy2m(8ll0bga$48@?~_$Re6AD(z_?@@-0j)lrKsfe!VK1 z%TyOiojM!#pAvHu0rE6C7uj8-D*isE7OzA2C@lf*^BW4PY$#&T6m(TItzfb}R*w_c zA=D661EJp>#RZ4y50+!$FX;woe;H#d-op^32+&EO(tC^DaT)f>amv|(g>%}~2S=yC zUCBSH%zLdF0`?C0-Y9~**H*2x;DrxAU{*s8n_K>x-bc2PVN@pBWaWnY~f|i$ULZ_eN?RN$t%kfDv;>2WfK<4<;CScNe?VOn!Rv$)bRE zEzWIJz_jp?ZQI_0hC3g=Be zIZOZkVpz&Sxwq`rfsy^L{X|ud;gCGAH5B*bshD4qx@7bTlei74pI*TN3k|F|DIq#B z@VXJ+4`kKuM8ca?F*QG^5V4pgtl#JtQPqR5BuKB1>CcV(?v4eBo?#A97#-~>U38VG zr6C>xeBVRpkF?g?Olgn=bg5Xw!-hXHs29wjiRVG_L5Z*b99tD+Q4K;}LL#ipJw#9) z1Cv>?4Gk@E$J?h)3R-z^P6x$BL9ck9tqqip@>3#>LWdm0IM=U)yl0N}Zg8a1d^v$g z-HT!{iiwH}CE&e2@B_pD-+B(~7c)@$e{BctE0QHzZ0}Yf^Wp=akjpU1jmcLR_(9cNMCm;ieF^Zo4|FVJtNhzSnOO%{GAah~=t|*+? z-$jmYffGnTdiUq3leQqVd{;VyG#NFk#aMoQ4jY|F$jT0Gy6!0nO=X0?QXrR)=;+M~ z*$+QByfUQQ1o(Bft>HHmcspQ%7&#_GPs$7d zY=}~xAHyLSpy>=I9|rvDLjoyblx6p%oA)2k?K)i%oYEiAz40x*Ne>F+;fT43de8*= zhy4MasJ+S@U@<5)?+qKaxuJPJx@gaRI9nggoJPD6-~{{f$4mFno%vi6NJj2)Mu6tP z-*evYR09r1!Z}Ys;q}m$1m-82>9bRNn!-kwX1Pba`7ck_-Qjy!toPtyUvPx-dXyQhNM(^77^v*zZEML{4FM@GhY6E569XUD^U2_q-}o-H%_fV% z^so4&Mlvaw5;=!{J||smq3n4E0#=3wca%zi>7`br$i9r#&o35&_sSr)w31`j^A>8!;+-+s*uE@l&)MGJ zz1_3a*Wh=jCOd$fd@LGFK)JqlJB7u*6MZ|1nIlpgQCkp!tXOSeX{m2Q6XTBIgwO+b zRgRoWqSJI14=;Ww1VJZjw#{;9odd6BHTYg9TT&g<~_Xg50RREqqFe?WS3H{}?c-9-Djq z0f}P#$8=rsTxBJ_L(uOn>;cjuP6I9E|Mlw=*vT)+4-(Bjdkupdc7|wN+X6SuU~1iq zxhAV0esZ#7rQfPu`XciC@`O?BMJoCY?SsaVwpU5&xMbp`x!w3zp=%4yy`Ht~Abbb92<(vg0Bv%t{s56wMbv_XlpC@LS2k4k$EP8g)7eHe< zFXjSGla}QHEMXlW>q(@LknI`JxFY91ufw-W0h~VA??##WKx+s`Z^Tsx7oOqOpb3=o z$O6z@?J}|ehJ&7L%Q{y!>A&t$cB`VHk945>-Ed10rwn7$k7|mY!4D*OUtXVtYRZKZ zQW1yL!%e&!mOs{sa7y~I9%Fk>n7sVa%2*s(p12Vt%-;!_1mR+Do&+t2>VEAy?kU9I zHbuO6U+_dgr;5+7LqS|sNtMi9)pFqImzlk{1T%J-DU!0Q@rM9ZxTjecW_JRT;6(gb z%B^Qc*Og_V#$LNdhktHq_Z3~umJ&_D1>|RD5O3@I0Bgs2%ETqnNzRyr?>r1L6!*l%l&digQvpY2_|Q6Ye9%fB0N9cMMmdi-7shwm=LG`P9nqsoV8n3E z_cK7FMFsAm#E6Wt9!AL2!^{Ar(0J{P7nlx=nqmqgb2LoQ=&vAmz7iwMh<^F92~WJs!;j?R ze?XI#baMr4R0Yp|V*i*zw?rqk$1o>nJ-Ydbw^fHPxg1eRjZ*v-BB--X2hqy9y%LY`Lesggns0O{ zcKsc%U6!wSSZ#Zf)UNxRpB{ro2R)1=PEFy#rIr_lr<%u-tgNmxgrns%uhuTP%Esew ztxHx?Ee$shF8D_0akiBd$Rf;;keo!PW@4IyYnIfyf30%ofA`%ho>gO zelH3!*u<*Io`8y#LE#uCov@0enndqHHNO|Aaf>AD1h&z-ObsRP3bM2k7L-MUdyDzP zpl@8S>i&R42;71tF;|Exa`}k*LWFI(EA!wxv*<9;@9lIL5>B3Xhp}vOB7TO*opek5 z#zcMz|L!Ojj5vHJH;y<%98COlGB9pCg1<4y%@pdpM2MA+pGAD_KC}$B!oE9`94&fa z{bsucIuk1)zmMI%xMwrrT-Fj&CZakmJG~>%_SrulvTj$>3L&oKFm~G;<;MSfB)Vdu z%9v^NsXK0zg2XD<7CN~ZOw>>evkd*&!;5S6DxI|`R8hIYsX+!_F}ZQZs(Xe!r=};i zgQ7?!5ZCoQ$W~3tHYztKD#0?#RT#J1$qH6j3L$)XN%%k59}4ht&up(GC}J@S&!8_> z5d)i}_!T@UbG?!~Qk}2DX|MEOnY{(N~ zn#J3Kzn|=da`OFMlw3Xm_kR{eEDNksP8WglA#<9Jmy}lWk(dXP!0jM(=CrnZUM_^& zgqWCm;Qz35?~-WCwbRx`VwUsQ7_Ts}d@>G14!@%^_b^+#>jA1OSQqzqm;Y$BzB4V8 zpe1P>7}iHWEni*TXM3GYoo&O9Az`)oH48$PSbeV|&0$8tAnNM=>8=o!Kat_rrV75> zFC?{gqq;bSnePZjH_*SRs{7(Fc9oVzn6h(nN1?p0SsjS;(Q-wnH=leuFhp&DuP%!c zED}W7k6W42yLy~A=~pV{>+VXU{7lP&y zHpemyj&C(ID<_Gsn}I&WGEOxjg?{_oev@--fluJ6p_YPdDZA-&4f^$$utP*skR`_A zY{ZRsvV?HenX-YINT9coAP#86L#}xo>yb&u&Zz#GXOLH_76Z;t#0rv35|7AI-uNT?@gK1wQs3C^Dlb zd_^!5$L>A+kxT-=KDsFFYXRjugh!1I=xBObFoU5N>DiARa6w|-#D9IW`XV3Yt1bL5 zfmw8D1|R8&J?my5T5BVk97E!c{G7z78(ZJCEQFXAt>j1K?M!Oks8CM4ax)FGEbD>R zK@9}*@M-OQ)x}OCUVBvBtQ$CCG^(seJy;X(WQX=B%xWak*|KR77l$7(}3EdZ^ z`l}~H-!54%&NR1EJPk<;1@c*&=OaEbZH_n}p*U%y4gM$te&OCxml1?{5#jmcmCiEwLvz2kf~AzaOBaZjU#MsUHXrOgH(xh2fq5+ z8ztVZbQ@-#eT)x1$M?H{j!;?_hH@Lz=XN7|*|5AC&iBt1M;tKK*i5fHTJ35Uvp(fU z^on}oE2$8XeaP`79oDyI)(lJ|bTdhbvfNEfzci}w zBs45I!ZYAP^0C8Y3~3NDu~5ZODxK1LYkmeEr=EUTjUI2%MQV{bBbk1w9)J6!+Hfh? z-FF7XNsL*|4o*C(K*_3}nbVT@qxY2>vP;}DUTgjp(~Lk)K0DWZt^~!400frC6y-hM zk4w3jmRGiM!01TeTg~JQ2f;e0;h+|aQ}1BV1b_h5an-!{vTH*KB$n$}{CN~oDg1+S zR1-EG@BQ>p*e-UEoq!g(YtqOb2)V(D7iuq?u-PG`UhWX9SS`svOH?ca3_U|i4P7AS{c zJ=I&M&l^`h>nIYCCWxO}l_0k-A2Ikt`XGB)_Zu$P3w3uHH2T%=PL}EhNwRRSIW(i# zK%lIn@9y9iKMK3V!aBK*kEGe@AkAqvQwZ~@#ttqimjI(197S}74)`VD-dMrsi*in{ zULK2VcWt$&R{)&gk=7NRlUJtKe|8+&Aaw9y21)~T&>X4R_24%4A}T?P3X~j0xE;Qt zVWls=kbo^g5MrxZH&&a1VkiYP@_g7>nuXK=5^$d+(P@*NX*m4n*2-u;2IibCEdmAs zd`(v0BgAy30iV!FuHR3Qp3K0qqm!>~V+5%qI=BM)g$bz~Vf>Q=j2J%Te_E(CVZ-wI z2ru3_ez67B-__u}8ji9Uga@9ljTZN?@kehL0Z ztOilF=gh+1D67Nb32*;^Fsu3xMU&^=sEp(gE-uIZRY#O=O1#b}C|3pFl(Ls`lC$f@ z!!r{63gl{`Viwna%DReq3~&=9-VowVFZS;dKoy6v^%*toS7%6 z8-LUy+|-7tW<5@z+8GJ5W!GWaX#+zw@by&a+k$E^B~`~QT*`XoFK>=$f{oDVVVBRB zk{!F5&0sP}|M4+9wL#cxQHUp*Ua1{M*oLV8R%dHw!0sPVG@k0%MKDS7f0@i$dmsdE zeWL-^f=39c*H7P6F-!~Jf|R)vmS(F`4dOtHQVw;XCe~vQBGv9h%K|AYYWm+ao9kF4 z)gs`srsRE+d?ihHm?s)fz}MJ&bYEkZiD=CwW;qqa5?0R zWe~Sk-IJuyRAKLXr(% z4tBi6&LZqTupJDQfbyMxP06XzWwPXde{-7 z!F)(>o7J8X5a>&aFc4w;aruWPqm6||zDI?LoAIl&e`eBL7H$e3Do!lky-K%q6wlz( z*(mk1vYuxRrr4F168$4`V+}m}6pp=z!9uC{2MUTxabinF9R}j64#of$YPokHm^G2$ zdRZZ{cT*t=R#!*h!%h-)D`&emQp?4S{Nqr#kdy_kunKm@_K=SlnEFz5iF(!edcD;= z?^|De7mP%A!5Bdv$x^8shl&ug^;;a?-}b&Vy0bt2)rq~y2p$WhiX!NuN0;@>??JCl zV?Nf`?^Lz@BFGb({j>jI-pyH<)^bMw-4l7WJwVo?(4{&wD6c8mxfp0w+FJ#IaETE7 z_^{NDD8kv%l?T;S2(lC3>?$c0=E@<1Wgj+~dr;^;>;-%W&8~#+DB!Q2+l6WFk%Pn{ zB)!2ONy`>VLbF!Ik1Rst_2ka~KqTR}?%_+oS6<*&DX_y7vaQ0K%aN$r;SH=XcT z#vAu7&TS&AlV7&Uw;#~|ty}r3Xk|SJ&;z#^wJ}mhW-$YlLDD48^gRffk6|maj@JEu z{%eTSBI9B&@hqs3^%ALka+2@ZXETmFl7m);~z0sHGyJln>RmYul$Lp#u1z{<7iu3AWgTjN@8G*pp+ts ztgvdAYJkhXrA#Dt+64awMg@a`b#10-qIm+|jTXK_%pK@Ilg>IqGm~lnjLk2|2qAgL zT}o&jq%21kRT8UTn+;gSb3OgJPkll(D@cV=PS{G()m&ML??zCg4A_zcXz_qDYCTev zUR9DqiFsgB?cWhIKk)~I0mMmJNYO{-f3W5$q^Y)-q*4CRrK)AMY{87G>e5m$6OhGM z=fvzxDrZy+4G&)R-yLIWq|fjFmK=+Rzg|Om?|SMs;htZc%ej)8%K?(Mut6 zIlA&b!l0LY=K!h=bNTfhuIXIyB5LY$G=cnr4g2pE*MDo=9DW*fynYm~_OTKe_&LVD zCAQTSm}$Byukr>gVW~{I)uwj7MDn6ug8=`Usl8r*Ikh@WSmxQYzBGTmEs zwhIr(9m%l{v7505p*zwXrgoyB@UBe)BksxuHg=K9@m4d>6yIBIgMUPxhzDTTe;_=j z&J>QOvm|BjW7-}@g`LH}?;cVH(}V587_P&2nZ!B*5P<{Gf`Lz}6Z5H3X`V(PI8w>O zTHqxju`gk~pGD`_c2i4ETiyWB6|6cbwzVLK--38T?p0!B28%C57LgfhEz}V}{Sqkw zsj((mOza~!|CebzP+348qFNIZzbV1~BMROC28}|z`+%EfoAYq$5!F%M+_hyJco3JG z|Hp-&D~FaL@kq{e-$_f?3!BA`wD{5>Yc;D!$k^`>1X5xN(wL6iN#Twl!Q_O{tJe4p zM0LHk3VMl2u3%O5(oaTaUS!VkD4Q%Kd%WYW{#=2KP>EGxN_) z-Pt0t!0wNyRuv>5!ewt0(_H@I9XKKnv36t8gYi4@WlZK;cOt_V0=-z3v!}f+8%q zW~%+7gzy2>Y=V~~#uN5Kcl9ZfgL{#h8w4S@H>{@oh{@m<1Bk6l`el((l+jj|&0?4H5UF7po6`CjzFmnMU3r~do!tHv#c^-GoW zLZ6b(E<#NuTJ8=$s*p}^JNR|!)%ONYCFqd`h?Rg{^KdgZ>0tA_{63!DnVXHm(;+rnV`#q8qyK#M1b9Zjj%GjtOnwT=c1I-)Flc zFze+ znk6kE@)XX12)~T$C>~4Nr2hO#`8y#a_n+O|BgX%co>om2ZsC8vAWRBAO<+LMhxPz@ z@4UWC1@=qe=lamnn?p6mmR?7`GuZ3w<>o%zp{4>;+$sfZ|-xMJmh zIxS;+xmfwBcFFWLntmu%ow)Z^2$SD>h2yC1u~gI3kHsnqq>UBZax7e1#0`osS)(6S zu2tz0?y_`U>X?Y6%YE{@4q&E=lV0Sd)IzGRXEEM_Af--`S7+;5* zCq%#532tD}<}zD2rIq?W@G5NtNU%b1-$7o z_QF;?5@E0!w9m;;;QbHXT90Xl&(Ceyo&TL3-iHK~kT!#HKJuCTsM0>du;CQpX+OEK zTmUaInOb{+;ZAn87%>~PuYGj%>o4m8>vT@6xb9@h8Ai6sY^=4HWO2X2@7I%CQPzoe zHG5E7bf|whaT~B`dCZ$}^JO$PfBB{s#;g1IoMEd(ocy=jO=vPImzi%ajWM{olr&Q2 z-wi)o@$%ig3KfWrX^)q$;4(2LKqFf-Dmiwj^C5tl+5KdNqXfoYwxEik*QoS2!00Bg zx`e(cPMaBU?jg=Lm73e%z>JC%6kP+~WNw zFGQ1e(y()AHtwt%X?B}XAC9URO7aypwU9?wvDGn(N%svL2}zE030NMeQuFw|D-${# zvF~{A-I=$YnkbM#wf@}|qeNj_>btuHC8ai6pmD^AF_g$7&m@``YV3@YDQAH?JGJ`S z`6`s=Ns%`+=11Fx=60}Qodv~+AL1^ZF)x0)};n2 zYNM*iO5VCorc-n{3$?M2wrqc6X6JV(K2q(JgF=#m7PEbU$iyEl+ zliTNl>jeIlX{GCFhnYG%zdcT1La2$PiW=Cl<>Ag0}m%zYSFKHyPgelI4 zNU5dTTLPEq<0NAtNpjRVi$l4%?_U&(HCEq5We;^S3R=L!9kR!!xJu_ebFW!w)th+= zG2r};WLe>gw-bH1#f^*KoX!7YRy?mkqoGuMC$3xrZWAIlT!~Thv!|Qzr}6kMn@y0*UlD{)7hutnViqP z!?M1DI4LDZNNka83EZyHbgw@d51A)4dqz$}SE~C4{`_Y#dk#v?q?RNB-X>nsL`F4@ z;Q-?r$LD91iw3>E2k&_qGs$pI6=>{mrPw}d#A}a8Or}X1BKn_sJA<*b8#$at9m^LN zOd9LjoE^PZ7sQWm%7Dep>Fqi;wpdH?*+SUV1D@m|^6U znByv2oRJ}Ee#;iRNL;VE`Z?R>jHyvbjqN^vV7pmxslJ-eaBq!ML)2>wpW>e+45Jtf zrdc4EaGyTd8G4TfkdP9?XwPv+{7;Hl^*-1EQu(?zCob5o{04V`fK>Z)p4kI{w5o}T z-~PRn754j>a}HRMSJ@s=dPjwwWRNU)gkgYg&v6Ht)@nzut@#^ZSa1}>%FQVAwLj|R zpm-zn=syhrJQ((*k5e;GzDb)-jAG4d`*ELzeQ!{bEN%KlmhIBK90eeAgsz}}0R{%G zub0Xmuo8ELhyts!P05OIz$xUHCq%o>jsw%sxN2o(Jo0rB+9^1!*VR@M%m!22O($$M ze>246w{|z;ftZImF#HO{E4oEps}J}}15T&aU}DhnIz&yEpLavsO7R`QV^!u$@k z*#`rN%J1x%e(A@(w+RhWm)^+vSbXNG!{n$Fi#-P29(C5~B<&U|lV%D^5KwuO)@a(r z6$iV=`X2UqB}!q+>g4s7dx^l;BAdU5F-}fHs~OtWjNk^NH{1h@&Kk)j?6Y zr9*2$h(u5juhvcgUFA5Ud(Gce5R(bRMEK<6%Q6@yHj^flTgNz!I3d$oIodF87h=xV z-Bn@xbkp)%0fj0=C8g=D#GkN!Wl$`QG1vO~>| zyVf+7?RBX6==8$na92aT-`?k5NY@l7&Cq<^pTMZEM0doA6B4R*8`L<1k(@sm9l-lE zF>sx(>ZeIOsD?n3_`7_k9O%>Y83N`A4)PqniJsBr$B;-?V&7w=gWsd$L2PeMx zL12EK`$RENiGZD(N=Qf5oQSBqV;32bpd6g<6E5R;CpX)e7B_lPDVLwXS_?p6~|dnmIqTtBDqbO?Q*TP_ZI;hMQ*8;?+E!%Oj!zpbj-b8 z!1R1lb|^gx%4MEJ;JV%aC!Ggih!3=vp1I9oHT?Q<^|&p>x_TP7{$%xsWR69BayWY7 z%TSXIfngLq1YEt-KK-~LrDsVb73 za%Gng6jB({txwoB@K((1Q+;hNwe2t!AlMrPbAhwuu<2)42dv+nefcfQiMwAs&8BA5~?&u%r< zAN0x5Pcyrig#x(Tax13>nb1ujE=*I&;oS9S$HgLWOma88?Vs#4r=!X5Zfe2`GD=<` zn5Bwi54Qw?Y08YGEKk!K5mt}h412@k9eA1i$1N&7T(2$@xTHcTdkGoyd1x$GAe`;u zsL9~4O!2mWegf&>%IX{J5geT20i37|ocNK%sv_g;RV+bEBa^jZb0&IPZplEvS^K5` z_5_S1mFom#p@ck>h=&GEv7feVWq2B}VICJ~b8_aIj8xSS$zr^5IF_sExTe z4u{0=2JE%n6HJqo;FLN$dsytYdl9M&^(@+LM~3~r_|fDU`qfpWHQ|?8CYRhS-7}Vb zM%Qj0qpf&*C=(GQ4(5!%{O3_lJF+ZSy+U!`MPYQGQynj!gRc9eoakzJf70vYzf!+0 zw3^_L`vby3ieus6gP36Ohb-5B7xZi;go?-#jj;SFfgv#N)Yqvsm!Pe zPk-f~Vj_qAqq`ZN5$}-OcL^S}5t__-r#cjhXEfP{aE=p~f{p+I(T4ceLOAQvXj$fM zBqlM$))bsin2%4$O@bLPLEG>I9yGjxiErCzf;jX2@<_HA^$D*%VOs)5)0oFDyAi5W3gD z6E@Ed40l{&_qPZ4#2bzcz`4KN{*R1p?LLE??2X_u{Rae>`kx<(K)#o#b5eVXNa#_s zO<56eyMu~i*@txPR(P$e_Hi%y!F_KeL7otYT9c3)rR&O!q{~wo)6$VIUd~^F^Vp~B zR_O~d;@t-)OHR?7y_n+lpn7tM1KD69D`bYRtsKxwNljj9qE?#eA(*%HCwOEWbq+HS z6rpK!uBizGFAo5}mJ?qQTRLUW+@T&$IHGS73o zNKNSe$MW3!S?<34q`T_-8q`_C*JdOf4*fI*LRfihy8VcYiukwzxVDIofS<^9;o76c z6;N2w#j=AJD{-NGB}4A;Ra4>5cNcsB3e*DH{e}+xL3I^UG(&1?xK)>RN|Kn(Z06f) zn9%6B_nj%^BCzzSsMTu4f$KjV`h8zw$KWdJLp{NQPzu|vYDzp}qeF+zR(TA(X|#ua zbqn7d5AT*aN&VdCwV{{j>3s^Yt3h@j(kE8!NjpYRwbndRb2!hHV~E>_3aX#W=wpey zVYq})HS0MQ4ha|Zr&1a)wAe=BFx_z2L(}C>;3+Lefa(ON^O>_${p|Tx+at`7;kcx8 z*(R7bSScbLLaWG4zTkA}r-ZN+_-wvtFyqYZShFJ~R5nJWd&h?vdH#%QQedQ(%1Dz& z`wwV>ybI6YGiSbq;kA)_8|pnF>=k^V%EfvHSnr)A39BUKI8wGE&^`+Z4#aiToyt1 zdwi0jpO$GeSFpXV1GXI$>}cv??$8ov3L4hotP)<Nmg~@!#l70 z!x_`te@>^a5m}4zledl{N-Q#MnYY8n{=yNzk5|-v1z+gKlH6+D#1j0_-uCaAoA9Ej zZ+jUfTyk>gl^{btIK#_+e1*eG*Y@l<4Gr$Q^@!<((KU(~ct3(vfV-%Nv_*ppM&p>Z ziRRz=jXK`Vup55H7BS^;xbGiUu5@Etc2{ieWOrD= z=yz^b=wm(Jz#%Cxdmm5Hh zVF?Z~u>2vp1$Wb)^OQJXkhRrUBebxWh0!LAj{+&_oLoP2N9((uvs|&!hm-E`NoNzz zl*_c);Tn%;u5LrhU}pv<9U;ANLAY1Nsf!G~V^WJNm(YXJgzbV~JN1F+hARoWXNw34 zZJdR}7e=8m6m&+3o%FBy4R4A3BP_))t*q^3yv)+J$rZXsBL^+;EP2q1b-NH`KpbSv zp6NeTu_oyYTSo1-tgKWC72lGGIN3B>y(QIGlo179!`EmGBmP!)llZZy)oPqnPZ$B^>+L^33`s=_b--9YL+BEIyehN} zbH3O$^jTyquP?j^h<$v~d{oeM9E<9|BpNR%qdhE(9_kMh8dFJ+v)y50o(pMDi?Eci zrI4y`dYQDG?t9rSrqrc@}B(DyYjmgl0j+z1BfHg{ZB1K+)r4*>p-} zQ0sftUU>{Ww!lYP zEBlrHLuL~=KIlas(~_x&q_N%_i$@h5;)WG4C=G9Ob%U=qKGC9(Q^G39M$D-jR5uELNY&B;}Hop0o}t^pd%q>zg+?!hb!2@ zb+c6uers}B-Bp@Se^;%WAff}Hr(~&^vAIkI1~>GA5=TRH4|&0Jhhyo6Sj$0A@}gz91_g)w|Xn}&6I8xdQWO6cxd>IyfJJZeH9%?N146^I@9>h|%$ z;y7f7(jjX&dvW|5TQZXA5a(1O8TI29(Z$hOztlT@0{_?NHhy)i=8?4NtfFWIF|lE2 zHlFTSWyrWbBvRl$#0Jtq4X)f_y1Udey?rs4Nz#(FvTBNrp@r<%%RyKhOv9`bJdyJ} zG*HLQ|B3L_YC1s1vwr-|JxC#KecN|l1<|a3{kV;9%8yd-GZPFgogUvsM*&{r|73N1 z@P51$N1#C$GZfL@Y=33e6IQp8HvSgAm3uz|*?4F>B2+6c76<7a?yp1ic=Adt25^Cn zNzRPcD`F+E4=HLW5RW>{#7~wSCJ{cN+89AWJTnF4+w3;$7cfFRWFrFomvw1fDp{f* zy3A;9j1h~E`?e20s*rkbki2oCSHX>VQN71 z_atY=pMc>Ju7zq>vfxg^xGnrQE3`30sXF1!dj-g1GcM2Fz2`>sNEj4Pv&PYd+& z@UO@c?(#X2oJJ4pJ*h}Bk6sZk&Z^yHCxh+*70wmr;gbIM`MmvMT0C&;fF;%-9KA)W z=a!rz{4AnVmyZh$rJc?S4a)E*nN2onsB#Ft!D^{uw<)h;$S;Rq>0?SiudJ1>z4!iY ze7Y4Cyi*6bdDK0m5I8>n;T`eqPQC*hpBE$-uChYjKJEHdGq57 zsuc7Rk2*9gz=LG$TqJ`t{$nr$Zs0KGxHWxkvJ{dD*&ml>D}6Pzg`ILv=(U151EycPk?{Z=sY1bh%#f7}`UK~Bbqki7Y{L;rwdG`?l9cEprvv=Cc-e+WE z0?gqb9eN?#&cH10n-wLFh6-W+_p2@{^H%vI+43!va3dtOmAe0Yr^2L83AAvyUj$%y zjDmZICU-O2{k-q6>%blr6A3(m7ANNTro(aZta)pENs2g2M~9m|lO(aUmIat8bx+h1 zPNX624}=#!_Q;H-07M0xluCURc@#z#b3DqJ(9{q03je@mS@L7B!0_kv#JKHYV=Ex5 zWu@0u4K)AUhioBLobAfhB{>g5&`0G&oE9c$;q&{%i1fIYPov7FnT8%LCCjzZFCT+L zgIJ~Ir8|yu8aDgUS(9e_r*rXyJo8Ck)jIl;`HJOqMojtFQs6G*ud{wQ`C@B82{+eB$+=W?i&G^{Z0e2T;x|0F*mszH za|-8ueEm&(07)q-bsZy&)*o+A`u)~t$f=|{SRiRsLft$X$EFLFnpfQ$_cDY`6XXX0hBo9z=5}AEh%4X> zD9;eN;gqWwj>u`9;}77g-72@!pin2Dr?~mzi#v6#(ZCfkR|nYr?sw@@gD%OlQUt51 zJLaitJJs8Drb#gbS_TODP||E{5sZzDtV>)N(%>^1O+XZ%M2JW*o6a~eO#Kgg?-|zA z_pOU2fzW#ip-2Zq57kgadKIMC(0i4t0TDw9z4zXmH0e!5I!NyzpwbaUrHFzeo~Xb7 zKL7nZ`<(OP-g`dWXY(albImd4$YQR!));e)_q|X1QR^KvEKEq(9S@IA{DA!UX&^{8@GZo{5ISc#%10(1EFag{D%YXe8Gu%zv{o%l%Z zpac4);wL*9=v)a#vrdY*iy$EyO{WXGn(SUov26}Fqsi_kK8mfFVk~Q_Z2zPk=yBU!1I_M zsu_m{jVr>ve&XBJ_nFWDKrb1~(nkg*%;|X{br~>=fZkfwxdBGeXpGjh>IKjWZ0Id> zl8Bz=4(j1m+4^?4d~)p6&D!za_1GZ8hg8};$KWXz5#iiXyZhDK3y(QR#^T%c^>Ti$Dlgd-%!VYhZPcB7^vjB8$U}|WN zIVflnPZF4peRLPUpyf;OxdqprHTnxfohXTwTELkBI~u|K#6~!w$)QnM$K56)-v;ww z5o#y=3@{>-*yf90N@kK+&{3V*5>Q`_s9%qw7&78VU(@`YRvWzH>HY-(=JjZ&qxP6* z9V1487e1sFI%^qe$^e&t&4@LV_J39^Z{G_(JQKrwOtu}qGfkhMZSsw+rp?qwI42yu z8e)m73yb2?$tgmE;WhvZViYghx2*qg^`+?9^cA0(32QSrP9n5|qQghn3!wtEo_fF= zosz)iJ@W2cKW-R=lQXPdKW=8AUqGjxXa8b0BpZ!G1)JG;m-VhKq(onUmwjxO(*;dT z;z$W(FnE+hASt=Y%wBjc=MScHeHK?yr)F_ztDOI4Q@EiIp<~_5Xtt=v9CVK>jYCHO zR(F8M+gvnQPxwG8JfOe8v(LW9nKzHBO+1&EozZqx16g^e%9@E%!I5K1VF%dIbTdCT zX@rT&gvPceoQ$a6jUW8et4JAUHe64A`9>GOIzuNX6i0#kmdy((?5w*pyaKldZjsWR z?3w+@4~fB{G-%YC1pQ6cf_honsF(eb}{t2!KQd0nCZ`^%^W`)g1XHb%y(3YUeL>byb zd6nx21hl&NI}(^u_c?y>Vujt(qAT7v6g&Za6Idr@XozUAEFxl00CeSM$RYidB9;d* zZ_Q*3%*yF>N%%d(bbNrsP>iZLyNP}QH=W7;KHY|0nc!F20N6c>u@@*N*YRshg-Eg)$b)PmjClwV0a1kKN;8IwD7mTxY27!s0&sDsaucAfLg zdYg#w?~}SnV5p4vg-Mj|!BFIb7&x|(MymAD4GAAS6r z4yl1;_nW-Ry?+o0uxahTk;$hwxEUzcYPN4_@Kmq7jn*`(K8hHbwUN0D502Cs!M7!V6ot~@(lo6=ov zX;ep93P)K@hIlddK_sruO>8-xsZeRL@(}4EB}7N6{LQX5Bs~I1&rm6u&iB`v z_O9aP!4)i4+8pL_5|ea_US`E<6V;3Q4}XYXW~^sYHV{>ArL9avE%JD)^bz5dNGg;2 zZ#d4>`LIg@>hW9ww@omKxwXT@D(gTUJk<+Dv`VUV8xJv2--*j3WJ7j(Ze|(KNzyk?0 z8DitBBa7c4^egAFg?~B6rd-j>OS`548XK$l;xAFW`>y+Xm@hOv+<{$T`5bT_gStz> zXuc)Jl4hK@4}Jj_K4KA;*02ak?bk&Ky~+%XeF?!FV8u1f_!PODan$LMydiZ6)%d>j zlf!>TsEPqq<(WX1P^hE~_+H%8YKcW{*Uu-%T?##N5sAd9#43sa9sG!oo8@2n;K2KT z?<*Vd^?TCbUx2^A>-$xLDhtW~w6^m8Po)S5QNj7O?(+xtS^V-}p8wl;7(O`N_Fpv* zK3b1oc=#(02P#?{Aa-br8clwFw)eGaJolq@Cbm}(O+<#j@sn0?X4 z{_9lZ?vec^X%}mi{mIxj0{4FYL2&qIwF;79>6d#eY$q>j(dojkv~iaNSv}0n{3A$~ z*u>pdkkoWVKZfh}iTFNcBy*B>J{eyzlcWv#qkCsG?|ZwTzW09toc`Rle<@y9TEm1k z-AQ|y1r(|GZirX`boz>o&IagpynAtPgCL9D!94Z@1d%tjGRn_u7!m|(IC+o+@Hh^g z+F_lYGc6{zgv&c$|BWIRi}`~W_j2e@XyPwLuJqSNMfBOrzpmati}18JD-jllPqk>E z%8O94FGHhYwX3J|#YV!=m3MTj}>$ z`~CO)+4KKy{_kt@|6oFZ`J$?J^|FY3##9>seeBG1b+-MMz!-= zD92z1!Qn+Be8KvzSXs-$2fQ6;X2_iSAcA{@VKjY%BF<2@05M!m)u{@!IgDS2B?3i$ z9&^)>Bu8-}TO)!%{3WV4qwKes_j!2dl zXX=PiLp2lDeBtU^4CA#$p*@6C%!dYq2y$kf$;TyCWNMR%1Y0Ajl@@f2#K9Tx^5NCt zU5n>hQ4DcZHE)@ul#T8R=1i-ro4w_8Q(wM@i>vhuHS>b2})P{v`i#HfETuplfUh7LPX+@?ysc@z9XMyh>R`a$Q)mkF6m{~X@Huh4tWW2%+@RT{HX zpzk9Ca&N6ZDSJl}0<-${07j9}PdUXmm95Bq#LXq;b4jI6GCoBV2U69MnrBfVs*{N} z6`ojsNZe=zzYlRc5hm6UttJzh?&9KPKP$KU1yDZ}edz|6y%MXu9qrZT1TmXL9w);NA%)%gGP~9%R+eVk`h2f6f7p#4OHJKnV%TxMSu#gCqQ8VcfY49n zSngw`Q4+9=l^$kBH`IA9%fk7^i{%-aJ`?(5G5d&M?X0&eKR?Vl`Ihyu;L0onGm!Ry z2F;Pbad}LvR%}v^+$LpvP$YpLDw0|LkcUis%C`M_(ji+(mvT@@%KPn~#$pH}4li7Z(|tY<#A2TS}Rxg!o7b1ayevi3>Wt>I+enR z0*)$-FnP-@ZoCIfzW`xXQ$K3yovc>u3llhRi+v4K=kYx7mHED{j}OO!q!AK--lS zP{-ccAyN_J zl+c`BeW_SGv~zSR29?%Le%bobGe#Co%1hCaAz9%bB$y)Rkv+c=;qDNYl_a|2N@f{c zO8cOrFOxj+L>2jD;d|UsS6}iq>_g)BLf!mj6DIP%&9$Gf`7IP5=cgG2{387GG?KQ4 zQi3jlSWd`ZaiX*cI;W^{S-Xv!FMeFsyM-YY7p8v!kg7{}usE+Ww|@bkmB-(11p9oB z@!8CCD=qn85OS{X zPJ|F>R#*avalq)CV9FiJP4s9;F&f~==uy-0lETJ6J4k8!2Zs5Sux+mn$>CBZ z?-$GD7g0cZNzsZ@HYLpV2xLMk#@%L7xtg(6_R~x@t%+s0+mo|zuwl2vd@DYOWZhWp zt%qD~YK;8X6P-K~J_ujDjn)Sy3R%2H&f_@tFR*Pt~Tp{6h8f{;krredZzmC^KV%w|Rtyouz3wz>4uP zW-+?D!B2Q~P#=6k4Gfe^Okf1zGMR9g^)Fy-K)PAh$W)agzQn;cV3}@BjR-t~&{z<*|^4e;wjDpNShicLqO6UG2Wp z2NN9QsJ6+LPz>4_I7SpeE+*vQeA7%^PMn<|Znjyz6?-M=B1SqA8?f4&1(FcK78Tam z0kwiCJteQ2t}GlhH3f}p75Z-5#H`&ts@mr#r{WMd6&b_zcp;Er`>ckRtYQE-xEa?r zHqieR_m!q6J0&T&tXMQ+cz(K8kq&I+(Ldfcj!ZN-%?+q_Y< z!YQf}VpP6BS2S+euhV`WWR0j}qv6nuZO(|}KXEj8BjEo?D&paWyFp5?PlH~I?L*gq zID+;_S>dsVp*eE6FOl50+4~?SXh$ zBCEksm@xQ#$oHroGJY+|O_8jv=>>pMTb>DuJtbP(qt!fVx_|w!Yg;NJC7;C1Fub9^ zluJ8?a+Hh-8cOq;6h;!a)psRe4zjQ`W+YE{(aET9db$0FW$=6A@1Wy@7q%}W!c|+< zSY4_=CID^}vau_LtxLudwFU{FxL&P=c8|Wk$wkk?;vGYVI(YAO{tK}DZ{iPc+ugYH zpCSaZ4Oag-AZxdL5veM`Dq!UtsRO;?;{GlF`8Vl@pB{W(cMqmLId$)oEMOf2Oxoys z@V$h)Hw*m?{+(%my2T9YXlH-z03!)AcwVb^qwr>8(-=eXYpi+D6Kp#h2zA4NPsO6ar#z3byGmSt_8B8h zp6!xUtd__aTHBx+#CT$EtuOa8peP~lVv&HYI$*V&#sJ{15N<%aB>kbMdf<$(daJr( z^{RM$nj+pd2yo;^y*2{)DE>?XnqG6^bsTD&OBsAzjH3_>epZOcVy2N;$HDXXu9##< z1ei1}sC^8lbxn{n&|Z2-CC9z43m;?JeQpckD3KE{eMK7k?`u2>%#FpYUQ;nELMSy@X0(saanIY`T@u??j~l-HyhsUR$;50nQ9yDZ6nc2e}uG zAZ~X|KU>BZbhPcl=PuUe7w;PS6P)`M{fLEe0A9x3t~jdjdNZV?3c@D;gW_}J{_m(~g z<%nDCE5B#)Ly^xhU7OG3v^wgJJT;7WgJ|f5!x^yRIoW;6=jDSjcRh)FYsI|J!}YYh zWBKU#qeHi}>2##hHF<(GnxWtGilgUd&p!Y$OBfpBdf}$3{{~f=1p~zpo)_K=5s)7GBS;z@Xrm^THx0i z>9=lS3 zGKr%G%RM};$Ywox6-4I-4k?T&{DATs&O`Wk<5{?0qNkQ=Td7xyM~}-rt6NF4G6XqU z_&ck2cbIgFm0)M=?;hM3?1+ZzrC;pBGmC<%XrFqn==KvwEp~hQZQ?jmI+!%njV{g) zBN1i30B0P#`ldXHFS<=1A`fHs3Uzi~eWWtbnpU34jZ16CKbfUX1QL~xiSDtla$l?> zb}H(P3O5EIG^$Zs<~im?`w+LMw3^P&#?J_??O_?Nqb8lSLK(2o;k^UxX6CnaF_a?u zWW;dvy~+C_9>@K%{iNjwHKDaYGnxf!)|s$@+v&Z8S+zkfu`;)Mc|nVs2;qtT2ObS+ zNl))@TKB%qlu;EH(aK&g^w+p7+1@p^6oT+hhf8l3A{2NpB`9H@Gs6i}3A`>mgZagQ zTQa5btQeYnfLK%g(WS;@HG#}9WcAJ*G>Le)grMP)reiyHS6|L6#_7jCxY?kVNp*Ih zk3Qr)e_IusKZ%8dNQaQf*qcE@X+lp2S@q2rb_H7*H|Z?cJTp~v^K>GT%vNg%+K!4B zn#?`H&|d9ZnrQx(X*~g5Mcvr}M9;1@TeImK+@ZZWmH;!suMO2;;_bUs3vp>#z#89- z3gceSWw1+8T=!5uTNkOM7H5AA7_#j)Cqf*gCO9u76bUm+BgFCUA1AY68g`Ls$i1z~ z&(WcTgc{l&ZaOhUiUA$`6634d#$fu{!l3Ks29xv%A(=fgkz8WkVii=mjSH_UI~@aF z3cG@Vl+L`#X4qzwsr6z=Q!74W{5$7(d!UifJ(j`psMA=S;ywesoSJ>2cc3C`6kfc; zg0_N}wlOGM2)vOEu_s*cVx@md<}XG&=xXsu&NGClW8ry!b7#!ph#^02AIr}Oz#}CZ zy`-ply7C&+ifX6l{XC#b_E6TYu}O(V?KmQ()e86)u2sb&?(kA=6Cez)e@?>LcdQA%&Ai^JvSd0BV?O zyQ_WdSfA|J6Dq#4p|<67a}^W!N(6(*IH_|>Q%xtW{hlW(p711<@lJxfnx=^9a~OF> z>9fEG1OQn5V&Bl%KE1AVQ4AFEa_9MPE~ADIbXW3;q^o7DRi!wVy@#ranLCQ$saiwc z>aAyqja`C{R4+(B!@rb!l+u>SLPBM|?AboVj@o2ey1-dFEU(4whs5=kM`=$0gj~J) ziZOW-0_@?lmH`V?l2u~7E$WKNj;tLP-Uq6 ziB@gNTGZwMnTcIi=5C`(649KGeD3}?=G(MG`&v(i8mzl(CuGQ}QwH*N33P9pt!vny zhQW7ClX1`SSML|D^8^F~6}C(FR4yz#HM^to*h#}|?fO^&c&eB6fA)i=hGc#LFzgJV z#Z8n&E)T)CsB}Xt^|K$(L%TB!h2bZU5N*Vi}2yb&XyUG-d;vWC`2 zk0lvUBzET{H4hg!p(@(@G4aBCY$oITFTkxo?-ypV^0s5bnl}hB;7J~$N^0Ec3tHeN zZ~b^z6c=UmhV^3Tc~Bfpo^N@hn_?kG0<$!#E9PWlylX?mUkV?rgTJ_U94FDn5f6Eb z>3o7mU;!yH8dG3op-iYV%!QsbEX$7yK9f2X70&nOZ-kN@DH-2Qq6iHmMjX)JDqy7O za?$+qWcJ(dhnL+FUg9Qkv0Nk5u&t!^FF=vp4zucXp>1HBVKv=47AF1A-eLMQyw}sZ z!3jKus9&f}B>N8#NK76P3t&Ycp+-eH85-&+x&9 zp@ii$Nhb2>{e11koN@SV1;^9b!{@>G%C&)npOmv&1?>n$hwe~lXh@aSUZi{9@XnHF zQ`m5G6>JR$$0+nNX|=tBs+V;>^rrUkZncF_S9e=MRBMOWD$AtO*z-!<$H5$O0G<0H z$4$*%#H_7+vlNvC#W)4HycDMCz#NqVf2M|b> zbb!*4ma@mI+$;UW9!G5$&%7yeFo)$HP8#>QB zV79{tgKOB!pnK*#=ClNdm2SAiUc;7C4DAJ#*G(oV%ls$NgU6pSiiZG}Sk2-z+$+>I zfX2F|?JX_%aU*Sxyu2rw5IYIv%jQM1I1X$SAC96Ro7S>n$wvtwZ z6bmddhQ^B};c7cQZd-WY2A1z%$?S(%QH92ojD$pPadj5jNWkI*>+zv!FHA{&l*jZY zPdgfqk)>V`2?ykdkj_vGm`^fQ(ux6_Fe5Ieg~o>dMq3Tx;E*#dP);Fb6|NyaoN}(( z`ynXwDR|ws7(52z-Hgappm}m0JkTRU)}T(uZ}4bLV8 zYI`s(o}~iR!&%;Q6sXD=RACkAWw#V##UzeFj)hjp_fhniaw%X#%0auhjEKHG-M+L2 z4#}>q!tWnKulsnf35+S)Pu@@IrD?$$GWX<8+c1E&>9Fb+K#1tonHPy zQVA~;pXydooFQ;$g9;39v6l-!VzuQ2Opfx;>SiG08QIQLF@n0-f)bR(%F#=QH25EQ z&Uh#>BY>WD4tBORMYXXEMVow?&{x(@RJ$wuZN`J)X~jhfO!LBu3?7Q3`{0sZ^E4(x z(-SU1`YIDAfKLLz>%bD}ETo`+ZGd6jA!e|X&qCk(JA>B!L-=l87{&TzNVl*kxyve! zBsv}GSVk58$p6DLh%4`=(sJoZQf-!T>)|U;fuGp;xSCa4?)&Z!gI5Z2?Gm+gr9iYo z@~gzPI&}-vehDAfS_(7JRXR)ZauuXdje1=sf?d)CTW)dD{ttMs#J#I zYGE>_oqQ6-E)E);W&M!@U;t)DbPyXG89XyAh=kd@p+>woiS|NV64q*|q*61JpkSIr zXh^4m;iPFJUvgJ57`tBnanyeSOqlLqUUm7U5bm_5GI`>~#XS+ildNU9fXY_mto5>r zU;vJ_(gg6ANcm6L$T!60oq*3`*I0-@%%gD^ z9xkyAtLcLEIjEIZRbPQ@0q!FmFDU~DKZR_iesGH|H|qua>yZ$xhKw;kas8MBhDR$9 zdQe6VXk1TkLAe{Cql6mz4UgH62$1vh>0ceDwCqx92p1cEWr9fp8gE%AYQE*KunuK- zgIj}nrzv=;1}Q6l)U-Q|IuLK3Jyt?PYUJ+PvTgV(%ITf-SpDUpK4<>@y#4&WFYF>w zS7oRhQIEE52bFEJCLCIY4Q4tIkwsZJJVZ6e-V-k;y($ z-DY|(M#5cRk+~81n==Q~eNgO9fWj&n!fpve#tJx?0(x7eZ#8Yd4x!#CW@Zh2;TKCP zClJGp%ctAnYnwq+g0Rqh8u39Awaz4(tuU1!l;ika^Rqs$?4~?T1}V-XGa`pLnGuH7 zSYzsJT7jD&p`5Huc%lwYGG!kNj!A}~yO+NRWy!U!;?y+EHJVyBX=BkZtd};h2!<14 zQWCRq!)|wcRX7oHs&aMxc~M2tiZ9ThVEem-w}a3 zV3n)aNE0rwiCMih#$#}nK!Jq zqfUjmd*t#vp5MFF>(YPCI`9+9Eei_>SGrg z*|DZJ+L#tuu5}bTl6WhZ?zIiNB)tDi9((P*+SYH5g6LpebC3{JBGUf3qHvKhLx?i! z;p01ne__%i8jP8~gld~o2Q(<9QO^K(v5Bf>)1x9O2p_mM4PO7V&eO4UUY&tP$Mno> zY!0hlX88Kqo(8s8$$TZL3^wsp1MW>u!#+`9+VeXNm44l>Pp+TZmDv#6S(Q6(xHcfA zTqB+5^t7txk63x+F-YW(oLaMyCMd>rGU&Gwk048;ZGwz>Y8R0Z6n%psO^-ZycEkDk z@#zn9C^0e9i=a8I8s5&++C~R!CgaOj;pV;CO1g0YFKXO&u_tuoc_E}EFLYGHqv@~) z8x)UEr$jLSwuluHI{2C88?M(WRsrn2?{?*%-%<0~iStj(($=UKOPVDw=JdB6Zf-bZ z?MJ_Vvu=DjHuvrHENkl$+n)BsR=a@|G%K{fbNP?QM6L!~;ikZH+QM zQ3}o{i71v=n$uP^Pt~72??c)sj{R2o_=`{O^lzK0M}&opfBZ@D{P?{u8S@K3|3QUV zm~&%W7fo7Ye7-}MNgr)HlEacRC5pcizhPP|3Cr7ktoa1RS1apOL+f8^8Zln(#i{`N zLey@!buq^W|2nq4Vu#1e)HRnZ4aRxnLg3s;Ww1I2>1;ajP1&_u@Xj-T@j_wWOPC(} z6kv}!?;$ygJp;bMdx!+7m#0C( zsw7vY;p0lGG>Lzn;ABbx$T2M90iXbbJM0*1Un&M(`*X)7$OlWDg$0;@ImZJ!c+MO} z1V3%WNi~8Frg~?_FsiSwqr^}p99XeRgJn$nQ{#C@=@)=4lDJD~dvf;b&ApS|PhH*b z-im4GUCTbY?(zIKKEAZCehgg`tB$Rf!n1XvX!4d z6XlTKgz%o@{R}~G%X!$P!f)Q}pq&tsds3^~>9*_lL`-nJGP6c|=vij*<#RzxR}04R z8JYT5Wrt5P$KQ&DzEN(Et}JVZF(-12JQFcVCtwbohigD&Fmm~;_*(c1NiF=1n z5{3L1_pVP${Ps`I-kqO4?6I_Lm%2MiD;%4NGuXSbG+1jb2g$RE6X*+xp#=^pex5fV zS;Rmgs#ovwF3;a(->gy0TObq~p%hJpmW0kn=V?9&GVXzhOY+%guS>wVV&s z&sUMtW+%)#VZN8>vpn|x+SwxWo{&*~td)@B*#l(vLf5U#q5z9jbu65ZP+C2xVdH5; z23;b4=tNR4lVMbTsHN`Imk^x8UL@i%34L^0jj0SL+jGURjX1S(SRaSy?Ie~fw7T`z z8EE!%gicEZDRKt6PtDcR%=+4NozIY2#0C zQPN}TEM;#`o4htLAz5^we{K)_2&y--5exW2D#m;}(Q1!9aLAvCP?$%07jLKfeQE+& zw>^K5AK*6pGnA;MZ%|s@S+x9Mi*f>w)>ktdEV`qy_5*Ei&1x0Os;HL7p5&Z1ABSZy z`^}pM^K>Q}wQ>uO#`39&Vrk5vS(2^);#Bip*$h`Z?fS#oCh9({(}DUe@kcPi{=TaE z9|ay+cznh4lKfu(bQ@wn;ZVC4_JeQsbDhHu+I|cAi2%zddU+mu_ca| z&CJcLMB?P~P~Mc?q$^c1`xdldpHh{kvaNpgxCN=ixs}P6f9$jdVBf*@|5kpkoriJ! zQ)%>nymiMymSX!-LI51oyQz!7Nq1u&eeCJ?n7Ghox(5sE}A zXNiPGZHSc7bdb;-`#va|^o_b1VnRpSzx)=ufrQzN{S{!9ui)}g#-bTvo7cEsBUs{%q1aEXkP7>J z$e3(Sw_7guKvAIj?xozy#IsxX)O4UL#;{4gi=wSgU>8Sxc@qd~vu} zJ?bBmJVGeOssH{b-kgWvh+b$Y+N6}yetu|w8%KzJoPW!{Zc#5Y!BV2FlV!XN^!*_0 z!`^h}og)(W3|oh%cn$W+N4F^AbP4BXnep|6cbIXW zYWe4_gXD=R8&4=+sB0QbT>shDy`~1MTk!$v9JFkn)lyJ|a><)4$R#mznq&!q9KE1XgacHPTa5I>CZydK>o1v-cvVp_%^&J#)%q#m=F_+TXJx)!xW#n_qiFP3a zl)pLl{)5Z@`3Kso+s~22&O_OXtRWwb!^^BoGPVM{?uTE6$Mn7=DpbuGM*P5;18o@S zUCahKB#0{qDcnlcVCLi`vOLmZ__NHg=u+mAv_L8-`^Le*ZUj=A7J)cM4Hqk!q z)Hd?+XIr!gpx|MwA?~Vzj2;8t5;Ai$tfqOOgwjk0CyDK|YOE=h7jh*dA`Q5R{2fQ@ z=UVv6mnGjuL4`Sd53VN{Mh44JF0 z*Qbm1(X=8+FRMLU4pGKHIRZ+^uJK-roym!IxI^gWx4)l*<0L2s3Wbj3v{n^?%hFg%3B|NAVI3sa- zyjS<7G<=JlBa7lo%Qr`9$Bs<$vU{Mnt{jK8n`TQceZ>GyV$ky3ZKm70{6+05=3Dop zd$=#+F8F}xZ73|jz!{$VPgDBb)|Y?2=Wf}*)O+R|q;+y@@Evu~UHgxS+uRp_PO?It z+$a@LMGF4WlepnRL(7T2S&{ zOI+`#)$F$_pFwZxn+R7~jQ^-{^zM##R?s{gILLZ5`PWvh6Cz!``X`E?%q}fhCW)I4 zb`R$p-FDvxdyZ%3WU8EgA?Isyk$SfqcL2eOlz`FFT^0~#f7#GbvQ0z8S0u3$5lZe{ zG0D8Bv=V*ITp%~wneUC|{}sA>^|z*e>T@j~%fMRe1dY;^1d_;i>5S+`TH}~yB#)=( zCa({f%sRVzAY;e=mQVM$wO!i&v4-Q%UW^A44f>z1ydIoJD51T?MI$^=V`knT090?a z05}MfZ-7Qnw-?STyZ=z}bFU?l*9UTJ+Fwh$ykhB(czH-L4A#f-bt=lHvPOn5)X}kR zg4bry(60WlCwqfYO@u$w!=AEb_#Q&;pfUZOj%A)uUI{{{@7`R&NhV@FgYy`}md!}A z&IFod(7SB@1&Fv+eH__MY{I)pV|G(i{(XPG5*mID1BK%0i`<3rjn0nUsHav&-^`Up z!q}zg8R|GAy8}#>ORF|E#7o>LUWCrj3{IzeId;em-7G??k5n$#wOJEtH(v5zk*@N+ z(j}!%t|M9z&zBtT( zA{)b;!<73$O#8Y-PvvWUI^&z19>KN=RCd>&9<5*z_ANNc_?sECroMdSeh;;zc-=t| z_>NIHYv%ZU;SPNBq4HHg*PYy_*D^1bjdM@VRW^%a#j~J|xrIg*OQBrxg?-acmM7m{ zqWIGu^uK_^+-5R)*JtlglZ^z9(1@o5L{h1V$Vx`cCLmV4C8{M z6eqmD7ooIYf6s3|mv%aQFugz`M`Qef;sZ%j<;s7weJre+nW5eJ{_p+vCD(L{@TMQm zVP!rRK3%(`-xgd>A!h9OZ^xDHKb021k);QJRsZRxv%wpdvWqKo)8pT@^|lcPS=s+f z4^~c*eShOI$1O2Z#RR?Xj!?JU2;a8g5_KLEQ6$&IH#Jft+qcqBqm?$!hwhL>{}~)B z^j9NqQu}Qy^?z#%VJ&^slM<%cPWW$)(ekbZ_saflL`w z#eVc zz(#I~i=H~|SVc5)p%;g1TY?#g+VEm^-&2@~11gU-Y!d^k;3Em}s!L%U4{Yv6wm}a} zJRb*nmf@ZHjy*dft}heKXAHF#siH4;Nc0ckN#y9S^QvUn^)7&QogBmztKa4rJ|u~V zpXhWwG!k+z)#}WYhNZP4=)zG}RCC`*hMi30UcO9&=*(r(+)~nUZV_a&Xx8u);AZ3v zEtg=;dCRrwo4N(*wHEfth*~7wJ2EDBesu08&*X5jsWS>x+et=`z3FUk=+UJ)u0((H zFheg6RD4H-t}L3cUTE`E9luiFFnS=?4pt>6o+7m4p^i!}d7BammxyGG0k{{`LNl%I zksM6yLlDh^#d8H-I`GVd%D;iE|H9+iJyT@u3>7x6iNUw-eO0wbtqlp(gbIy5Ii=n9 z(;eUlCSqefmiZErQ)~Ztn)&Zr$+5#h3F75d_*Wb{V-t^)E)H8|`CupYw5*KT@A^Uk z1y1J~lOk=RR2Fn|LPH8l*A9j0Do0>CuEC4~8O8JR=Cn~7l+i4Gwj*JQW)_5tDZxaJ zM&rN+b+UK;ls4D!iwZ-ZE^^yJD_z3iwJt7qM|jqfZ;JcVri!s#Ucc3rT;4z5^FDR3 z*K6yW{%Llv5}@nDcGv$SWh^K5Pp8leUBP=u>c6`5GQ+e9{^_EzQlBFiY!lu$RN`LM z%UKP~X(lBapcuNFh?6*2DoJSVeQ#q!J60w2uc*F*s>OQ&N2~$Zv5R{o++Zz!f9%tD z(0JGQuhAk(IX4!rzx}CpevGYWlAE(hDpLOb2F4s6CS7y*(0Jj~v#Kq4yn)etMDVQ! z`dj0*blFV{ys#+=pO=3V1FwUluNBGY{H#WDOE0?$x5wZ32L!JTNmW$cD*B!;xfQA( zE#U{Xe$VMD>}vM>#z`V&ou-j_@w9bDCzdY$AGZ*^93i%tP&_0AkD}tsB(&Ovi^Q3D z0dU1&CHh47QrTe}FD(ThnB7Kdpx=MEi~IgY(4&GLB#Vt_*=Ot~tjYh{FGgjSOjHOB za-pp6lqqH)6By**0oQ6g;p8#t*nm5`J1+*Q+3O$fHT0dbXan^yUgpi;C**$$88|Hw zmHxvgb@h|_DuPMy{maB#s%QRpMl!n&Pk-7^y;9GpyU@-%r7nh-7X;mYMOrfXbz;GO zrpc7gnH(VZC3=D3b_1?$u`z<6i;Nce?)SXR8IQM$BD-bXviU;}Kmwvn>E%d)HseOH z_5chk!kLN_c2&t#Yx}SWE-fg@y)SWkjvMX8Xd7=d0E{QUy?%c7;P#WOC`UPC<&<5> zepjt1=JVT+kdSO2GG0m-4AVLsFl3uR`QTUq)W%wDQ%!GQ&5lNn+jKz6Gazp&Eeb&P za~qNWn=41^hLlu{u`O|V{6wc{Pd;(tC`YMYtO~T+uwr&f>sqjR!TbKz0_F=|!R_sP zw_KJdzN%LK#sE7gO#SNsy*@`@gXFr952L&c{?If1W=8rC_M$&LN&l}MQG^Q7bg1s& zUSp9qv3%_R#hiRXYG)AC-0hq%xnXriX*pc05vD9(eS98m<9(BO`fK!>8i00l1JlBC z6Z=T@{6w%Ftu#bPY}Rd4nq;!J+MKe%WXzhNXjyXd4s`Ja#7$u0AbfXmF&gI3IdzNU zRxvmR&NCf+!2s|&eRw74hy+?OoATRS%z+FJ>IbNG32`x6_35`ZY< zX=O*<%IFEIuaZl36F=m0VQSvCp*UtJGB8+)29%-d{j=l?42ZAwv)9a5~ zq78HO;NP|3!DBm)`762y@pr=hlsBW3Z~^P#$Tu7@m-Xwe>)CdYj&bRB2{TObX~TMU zDO))!LR0c=TH6R<$Y@fO{Xe|C;ywYTzcVs-ox{n-dpczY1!*ANpLi(w=?bi;w zpM?E(DAQM3BbvcKP(O|7dg-J+-bJ2ih$Y;mr^Iov5lUM^j2A^8uPC z$tx5Hm{G&X$p0b;IhNdCeawp5KDk~I(9uCj6B*)&+p6ps8{SWkXI#(Jym%sOc~Y6% z@?q~0$Nc!4meViOul@ox9)0igv%4mKu2R_dXP=<&37H5Hf4hp@EulWVHsDqtPmo#1 z-Si++k188_p4#gF(cX6lMfEKI?gG2y49kK@l$@5lAUS8rStRF-0T6M?Ip?GxIcEVy zV97`j5KvHb$w`r<0;0Yp_`Tly4Zm0KRlTZLb^qCOW_o7&GiT4tnd$E7o=MEW>+-X3 z;_=L0ybNc#@kqwTjGBX2ZuOBs)?OpHnWxI&whiTUJrB)GkHFP;-$$Q)%eng%aNLS- zS!Kf%r&OI@FK}*z2CYLc+Z%GfY ze4_DtdM-+M_WQo+MHQv;=R+3%Zjp5R87lTynniqME6&QI$@P5}^lh4Dw)n;bL*CYc z!*^|Hw0FW>s=c;(m5BqN54sAN0>6A*k|6o5ZxS z?`dFjc=7Namxys&0u8~1%QUckoCF?zJjUdPo6!_C+Qmacnyi96Yfy8~8^)UEpnaf~ zu{7C_TKPhlrQON*!fU9r(*!8%6QJzi>j{X z6f1UnxE8<3c!#V+Cw(gSY!DG&k{5lQf!Z-pcj^w0sW%bWW4s=M39A0ebCAb2 zeE#M8Tdl!RoFQcdmTtOi0L~6pzrG_*hN*Mn@^#y#P`+L+dUH>y?c17cdM6!!GitYw zyM!}7f2-Tf`w0+>66ii!cy_mI=j6N7bsN>4zRfrrM_j!eV|++1uHL%KoT0nRdlFhy z)X7uDHDf6naaIg*4}5;|(Chvm$88fXwXWku$h2bf#xffFdfqE8E1!OUX~MV^9ZIu0 zP>N}p(vhtV?#4X`Agv%&Gih1V{d8c z*FMtR$NpQj%)Q;N%CDB%G`@VGQ0HR09WhfJR90!pjREu~u{U`hJ6C~@(eL4RU%`Hw zpuWR!LN!}H*_QXIg5L-L+N3@c6in0BdN8ZVOA+mN>5?Oqj{*6AJnaev#4%a41wqG@ zn?{&Kz$22-$Lj;K#bENTX-SDkBw+#G8|!oqjwJM|dM>Kx zIU|l1H##1ym3c;_TfG-e!>+t$}SX8fFmc49}S10xsr5i*E@6nv5Fo1(P@3H z9-joV0N*z6+e|u&WV^L{sT%Vk4?og_kiP>!=L7QbK3prQ3vTvxB44>Eq%$)^*96sz` z@e;dVlN-5?$5QQBi>h6!n*KNW%_g08luj+u=DwDb}BSIpvB#bR~ zh>_i^m`wF*^uR<<%($@@@oO1vTdN=Z|6$!7W9O!J%c@phRvZgM%%rb|Z>rOj0qDd> z9^Ju5O!rHtw|_e?;DxRKsasWxtfTX|!aq-@1%$b zb%o^tpY7|gJZ0CJ=kvr)0=|9^AU(Mmpp_yrGE*DOM&G(1WzN#|H0DvZ_|`|1N`_>g zCw9AXa4i+X7pI{B@wXdN7HhRR^;_SqC5LZt6&@AbzAo|1^fphxGvd)%?|t3%cT{8@ zMmL;1X{dUTCC`?rHH{b+>o#-guDBkWWv^}#+Qg%M)D56zZx2`YzW(L*;eNN|AH6|g zSdJtOzAgz>R&Vd#Va23{E2}gFI91x!wcQ#mW6n3b4WX_LhS^7V#|LsS)ge zp<2d&h5Qj!K6NE$L$|1fG(%T}xg{6i#q^8!J=J3=E8G4@PtiIarGt0t7~ACdYp+6G z*;5rStJ7*wS$V=Ho~j}>>?3vVuv^Ehzo*>5uNk9uYy?YO`x^rMT<<=DqgnZ>JseXLlOI(Et zo7RdXtXd%9UXx6Gl;1l(71s!akk<8h-19o?6f(^vq!;yDieuBVmt2`91aTii+}7!y z+ZkajW)mAh(&COVFV1|-9n<|!wX zXmtT+-8s}8+;|T2rH2w;@R#h-^ZsZ)W0$OS?L^)DI9k-f%UvI7{;?PwY2xO5C%|y<_gNp4~lh;7XvqPM!Shobbfzld%i!yx@5~{+n0&-_u?c zw3&ee*E5Y62lze_Ij97f8|>O|WNZBdNPIylF75RqRn6lE-*@k-CQp-(IOY7S9c=)~Yu(%b zO6xUs6l)yjSM6G<<3Mdpp^1XVH%aq}Xi`l^J|h?vEUXvnjiN_Wj?;|Y_?n9C67RN! zGE zdI_FOoUawO@{eoFQ(0BanFap-!L>c8=hH_&BYWKxDGsDv%wFzZ z@_gfcK?-N46U3}svRR)f>y9l0kg~52hU0WToQmtypE0dm}nE z>S;alF_5_{*Pqh(36HfubHDkJ&*#-B+RCK&q`KN8bs!eFdhc8167)~xMc7Xsj}~RYB2S zkkix3*UI}C=FS_5yR9HL^Kh<{-7k7j^O~OO&~`giL8=PcfC7s*wEC;(_l{%W-L0=* zp|bOAj_etlgrv(xAF$Qz>EkK#^Vjh2RtvlgA@Y6S#G_lx%WY;PUbZyMx;&->zy1n8 z6{Nwc#p~)4^{IX{fYq_S7~oqr-bym_I>Z#*HsvbAiX5gWowX)`6cO0MQ}El2tgE(G z5GNIMPFh9Y6?z{U`l0UYSYKfbMzq)p+N&m#G*~rPl%Mh-Wq@Ym6`|~xOecqfciLwa z0v0N~xKJ`*LX|<3M6T}K5c@4a=~Y-J^&kZt>?gMxChJ~?)ihy5I|Cta!wnpNJ+}K+ z!^>cQr_wQ?MB9aXFSfonB%5tnkvaVN#vSXu1tTgYdO;SAaOQ4-by>&@aOx2PNMW37 z!vdW=6a(8!bk?5DEdRL(Eu8pf*)R&10x=)^xYs-ANkYFlF=h7AmB zm(=wN*aUbIVJA>X(g@=ri22O^*e?9_=1ew|%aBE#6=hlL>+i`I)f21DIqnr!X1HU} zB2a8-?A^OpL{OX%f^ej}jQRXSwpQs;Kn9gpx4AZtU1IsjmgpY8y&UZ`W2Lf6i?Ehn zfI0??UoCcV7a@$Sn!;cJn9WfE##``We`Ss=03T}+LDGglSrU;wY5!6d%vr)t_3?@n zAcE)$uel}*b1dkv&{$zvyCdM?A3D&(dmhrL&CbYT&0->~jhIj`RP&e^c1d_*M7V!2 zWq1oFV~6>w1fkgQg9SbmwOLP!YFHI-=B(=$wr6oSpLSq|0bU4qxg9@V zuV}y+SM)(wZ8yEni-A*V?CLT#JEZEV>sHTn*7LTuK3^$&3RXvC4tOD)PNz$Pm@3XG zGn;G?dN5$V2-F=WV=6`*qzA;*XoI*V5vTwnUU#vIu9PP_wpgD6exLEmX?RXDYO_X<+4uabCODt9`@}PNpCrqWIn_P#W2jh+ zP6MYAy{b+1#5Gmtr=IsB2=1P79dFnbXZr;U-9D%qCGjAIiW+4(x`IwhE=SP!X{da3 z`JfNkLq#*p3)d2`F(v*`WbH&d%#ug=sN?fM*(r}dx=|W;XwAJcE2k0n;ylx_J8Pz&EWWKRCQK}iX6X?27m9#% z6ccEX2e%|0MMX&@+A?;8&&qp9V1Cm1hAg*~8nq*u$5$C#B57<5C(K^1SDPtDHWZk@ zG`tUcj!*E8v5NQb9T@HjlnIygzEq#Vp4t_ZyRP8kRmm+n%s%(xDHCLMs~Raw(Lroy z&hRLN2K^b85K0Rsy@_jX6?Xg_QHc*Sg!eD@7?~O|i*0>=S>S1`pI(mWZdJe$=iyOz zdVaONR0iM$+e9jwZVOgxHM}}8L3n%T^gg=lX#s5IT8MSwWHnCtE5#P1gc;v zcIdyXi_Hjl!XG!-uHxba=DKh5mxIE27vommE2D^Li5?%mfM=^k2mGYtrOyse4XPyG z#;D)?3BZvnj2nvvnGy+Xzln-oUTnv)P9Z6$XnW%&>m?)~A-Cae*-y=~D7-uP877mJ zo+16?3NBYMM8@~r81;YHsjKaW-W!m8+1}Hg=4)YAVL%^eOh_&=wWK#7ACZ#phlgjn zix@P|^jz#!Q(SN}dE@<-t|V|5Ap$<*dxJpzzrrLz{`i$X^7DY{S86lGN zeB5$p3AOk?NgpZjJ=u8ng?U+zwYDlC0%4gu3KkiM6Sh~WGZK6!#C@Izb37$Wwe-o< zk}ADC0mY`I%Tax0WoY1ZN=`3#CwKnUdWPy7x0=|_N*|^i-u1k?~4b)jnl06t`CkMz- zK>t#H{k}@?!deu=pT*duF19^2lJ}XR(*pvhg4lqV9er=aC=XbPN1zaYFs!RWf{@Ny zFa$VDvlc~SZ7-5CW_Dc|xN97)C7M3WT~|x1Zfod?`1nRODA0_%p?{oa+R3k~VVJvd z`Oxa@h9{``-7Q}eHB49{j0pG2%V{QEeh)^(JAyi3=H?3Fj_0~Wx`~ZrE>W`gi0_Pv z#sD`<>M>d5)EiRBgflW}h|GtE78Qnv#fluc#eb{W>Zr}qN=A%kg{%*G_29!%4K|0x z_C9{!F#(~(jEP-3WH!t1wV!LlFbu_Wi_sL%;K&6H>lFdsSf_A0ntq2d)8yzBpi89} zMa}&k+-~LW8E|UDQFpn62St@|7z?DC+K&@S#o7HbS00;NDz_`2HZf7T0&%A&*aceP z8Nu?J45v%RbaVh|&6*Vzs?C{g6YJ*Jy!tA~LJ;AIF-Uc(tc5jSnXyMBx@rh$c_4g%wc3@3~vc2U!pz2m^at|H8z%p zfH|BZ0SgDvgL_`t&!M}N07TQQQQuM#Uqf>JvlHQQ9fDB?z!+T3XFAA#L-oE22}Wy7 zNW8oF6)~MG=INSLkfCRudT>We;L<7Ef~BGh-g7&Tso1J65^iqKw>X3jPLZQ?#xiPB z&U!Jon=hzLRQmPo0Db2cXyd~28zFUNw*f@5r1O{{{2HmH1}rP8dbA*jNq4WsM7Oqx zKX%qe0s5uB!70GOP>`DW%ZQsYC1+)J?SG267L>{YMRO~$gLLJx9(vxb3tX)_L8}h5 za(COJr4mC%Abbl8!wjpA?U#W>Vb|F;6lo(&lyk8!F?07vumfN^*kKQ;i>^Mpf|>g1 z_~_|-zTZ}*nUO_`eVNhL%Y@F>(%)0SsW%G5)V~kLV{oAGOk!_gU50=V4xTw#?aR4X zWjkca7yfr(ZjhfdBS?0l-|3q%Wd$q#=v#$!v_tMhfD(>HILVL z1>xE<8+t(~uOLemP=0XR9g4HcrMDC&NIAPb6kk6cHZ&((va8xI&t9fGU`(kJ3!OH+ z6&u;a+P3}H(B%w9`Mh?1*KCX`n(H}E{^i0^bd9sLLN-mK3y0VR$UFLKmYjV>7c{je zfVk#!0W4bWVJz?yK>1g@317|=xvH;0GRi_^89}tg<>~yNKzF+UmY99bm%*+TgqdRW zz7Y2qOH`1FMz_^v{CN4D=U;3MONot@s4MQ;a9u`;bxhFS91zmcQVMqsXo;CRA-r`z zjU%|HV3+bIV3Hg{!L@&%PctIG8DuAXt+&IY6g6ol+~D_E2HvZq68HmuCth zl>!{JpkC-lNCM^@J}ICBH@4?bC$#3%U*g0x$a==Q5XLr|QPuT$y|MN)W|7GQXW4;NqPXRSZur<#WXkZNe|*x-dE zwEa<|Qj){Nv<3`9W49VsxZhG#f88Eh7%rV09G|Hrez#NaQWsZtx7y@mF8Szn4GVJ2 zl0)y$q2f)^&h#-rC-NW9<7u0gN<+MK4B%>;x5h*vu- z$YZe_wA%Ceml2l95Co4;gs?9T3`)H1FbQtt84eCM#i8m}CNbb=tc=)H`x<0Bxh$&O z8xSj~_cGKA>`iuSbzK$W+GC1CzjML>iSXc$;k;?J23w#BjaDf?rEm}I5||- zutFbPcc@b^(Eeof2tm|cZ>!|0Oq#PVy6Q3VKJxZENA2i zMoSWYuXk*bK9Tv#n=i2^^*m&uK$`Sck)a#k-C@O~mq%-IU-gB|bAhpoHIGi)WXC|6 zl@M!q*`IV1;u~0XzmG|(ts)yotq}-d!!y0b8X2h`8xI~)Kt9E6;$}CZK@B9?7ZwR) z`I=RpA$3`0>NYG5kH9K>?OL*2&#c6*>8sc(x|hxK)amg72BMEvvQnS|zCOn&U+n zxbUOArO%8(PEQwnZkr4^xA8bGGGG-cYblZuCW+>c|8Sf)`}u0)<{gJAiVx#hDOZhv zCi4&Vo=TP8zNhu!I4yuS+iByRzWt&cO?mLuPO11-ct^^wB2nqDX1m4hETNrc;A;MQ zBRGnIbah0BW@txnyd@Q8BfA^5YPZ2#S&1FPHlv_9Y)a#gZuk$bn87>X2YSh0?bILI zDA$l&c0ZsG7bGeU{9>Hyy)w*R8yV|UqC3;U!6e1q48y<6gv0=*Y=CDL_83~ z)XJGnibqhN{I8Km4Zy1*znO4}(Prb`JPtGs9%kDs#lVi$if@*UjdRe;9|c5&T((Mz zrDM0Mml?#F)OHNs%8M9O#F&X1o~grSb4dH9^Vd za6(Oxg+$hT9>G5WQArueRBCA}1wLGz-HQD8j*>M4&p$JzGPuH1hKfRK?C*RCQyI56YAtznk7+q`WWp;fbGr(+AT-pCr5} zPba~MVcrI$2G;5>+DWr*+~%?ZZy8t2BdVRKM9%j$ox~Ak)IELqG5dn^cNx<`Kp9{3 zsXfC;$H$g5@c^8v3|PJv{@5X@Y-{TB_Yp%@3}4`8!5AdTZWD&TSIGr`9ze@SMb7Ti zwUQ2ewVYuhm%e)J{OPCBZ9|bxzKAke$bf(H0SFv!X5Qec zB|5%hocx*P%MeA78Y+dFaz3wdQ`Wi)_4l4A*?Y zb;`m0-q_o3d2L^>`fNieaTX_Uuf6@P;28FB_IXa0@m=W4S?~n2F#j${h`&Xpjl{n4 zEAJNg@~bZbpIfhoj?lak-nVKSfcNbU%F@lDbd<4?CJ_P{GG63gv|fM90Hwj?HM}fz z>YOQ2G?>|DWnkx+r<4O>YSv+mpX`6fK~>QhjfV3ZlEoW38m52XJSW&ykW+E|>JXY1 z8`d4nxqRFFH}w7W?5i`sHFMhYXT!TL|K9jgWyNHTG;(RhR>!oE3Ny5(WAdRC(-@Ck zDwu&?r#ul_ivy#O^3sK=yKb8M5BWh!)HrUMyU5BgT3eRL|88j}XNs_qs<%Ca*aj}J zNJNM)%ey{KJ)|#7=Q#ozk#1-QFp?yUy@FtRb3gNh-(}p(4GtNa^^VbfH8GN4Y%_ld zrzacaS55iI--_VS?@N=yw|*Hf6Zw!EN0?O`nBmQn)7STr^DagT`aA)hk?rI^tXghd zgl+nPMWo-h2`ppIl?YeKgtE`qZOjB~WQEgZ!r0XGP>d=7ZEerrEq&s!Y;Cy5oW(jH zu`xp0{8?qY5Qd!nCc`-Gd0LS<>2le=ZRuO#RB=58+8BsH7H*TGKvsW;=lT$1d4A%| zF>&1k?;aex#qv&xN;@-CJ`EePXd6L!woYpGup3;S{^X}J!ZW@8zkj($6uU@@)afw} z34Kif12g&66S7%yU*+FDL*2`9X-Ypz3gMEHH=S&-P{G;$|CB|0UnRmvCo_U_c z!WJtI?mvR0_P^Xty-O+su=2iW)BSaPc}D;&=x&UP8Gss60-hhzou{K)mzhuuK;?tJ zA$@|4U~7^)5euK=wfqD>8()$t|73Z_)BajB=hsW8IP5=$P`7I(j|lD3Rn0fv9(^O~ zYFcVA`HRJD3{MBqMS}2U)#p@G@zwJV*azftZHT&_)xl&!G|xDk?aw->vhGKpnRESa zMG;me(3}|-6_w}j8Oo{e^P+ty=LNV^$@Q*)9_=N2vk7DwW6Yp{7`+5zQgCJ;a zB}Cm^Wro*7#bKD$tweyr;4sRC4BuIOohoBW3FGf>y+apFihCy*Y#1&w%A^o(crGJZ z!eM~q=y_5DM$K6=^W+}FykoSjLM<5Vuu$?xbv;(xE~&(PET#}TW)HS-AI`>Sn}?*f3w zg4Flrvwe=c1h%BluGDa&Jc-=vr>z;BI~qUoh{oV)Xz^K#$mu+x*2dh}aRePRLsPN#p}IeeB{`XKnzZMh|_4jLMfO^CcZuMZ2NM1~7)ws4-dSOiWj-j9qF`;G@genlp0Zl|lh5N!ZAR3svrp z+gGhVj~VNlcqMuq1>jPV=5DKw}WWt zZU;L`7L$DjI^vnyqKrq&-)DVz^OsUM^aTZyE5*d4CZfIDh4allp~Dzv?6{50X9L6B0+M!X$a(Qr=a_-SHF~~@gVF&be1gQ*J1jw?=F0Wq?m8Yyi9iI{!eXm(^!wio z%mRox7|+y#&@;^tavf4HoR@Z$^S1tna$Q3n%fkD@K;dZN>()M*CGcf)+`e7f{C+U0 zhpzEXX5ME1fl{fRS_TB|x%bO?t+Af~W%|A@?dR&j^`2Z2Ld`*W0s&5Zsz_IhM}3DO zFuK>Z_ZLaG?XjMf@1|8p7tK-JGNx{LRtP3)S7s`#%S%xZ^6U-H4dAf*X` z>>0bhhOy0`_it7=g0wk<?aG{LQ&JVEq6_VDF-X&z+=+Ek zvnWRu%JFCsx*(ElTR$0T1vg9%T4Tm;(C0=atr^pOfYzQ6%)Diqd`aF}w!s6^f4n7s zX|YjajW-UPM8=+k?7J^*EbHXyNmVfPv@sDh8(E_OK_$E!CSB*rIn^qxf=AxZJ>n>ASMPsHJ$)?6vX|4in~?ZEBvd~rX9+_47MBkg&a(fVF03{_2e^*Dbr450(99?nd6fvB_FNy~e?|&qh z=vR7;_FskbD1W8uIr6;>i;ee+3XEOZmVRMa$Tlu73QE}b5+ru*6|3*NuY>fF*h^nR zIOTe;tcU7uFdRtupPz#I=c!6MlpFP>xmpIJ5;w|sZi*#9Ds!}LiX(!k6+7W?oO}F@ zq1?jmzXVQ*p0Ke{sExD|-?QHREq$v^mJ@Ysm$G}Xx7@Nh&&D?+;Ex~gh^A#oj>|+l zO64=gKc`e~8P9AZoAfi4vaz&lNg7>yPTXIoTvqpWseoJN(qn`#^#Pv>u|)*Wl6eC2 zWuxI!bCrLZSFE`urlu^}Az>v=)=}SVb=51$a&55uFEQL9km0Eu(`ifLfJErWu)nRq z{?w$~!IOq6_oi84&AI{!)>HnI81D}cCyI%4keWsqPKAEe!zt3b$4WgE7_S(oGot_Mo z-*j zx>6AM)`l5)?bLjva!byYbhajJqJG3@d+$+`9@*%@uFYl%t8PRu@XG*lP`zRizgvI( z6Wly{uesVej^A`@L770@L;hiio~cq*q1{Ud3ibs%fYoRg<^kU>r^?>7GCQv0NLGhW z-@8L%9fFRclDR>R_Z%d-f`)r_9xqtNJ^U6umn3(st8q7<)>g_DX7ir1yx&M%v zl5#7!qQ|)Mb3O~4(+b74DPnr*TFMf#HMkR*t76)5=lM+Y6KJhRR<(=Sh-k-sF4LJs zf6ulR$ivi`=2j!&y8+cMruc+v(9IWT6Yl+f>0e^zF01Yj1qPhFa7OHYj^ixcm?U}B zkK)W5l*(0DU9{_dHcaeouOGBuw%cS>YAld^6OIK1U4NFpN1v8#b}_2;BLGl?}B-5|!8QzoNK# z1S4rQI|(AaY7vyBXlMP;*&Lm*r?|{vL=d_}aZH)O;`^l{H#cOA!cONn(kz}vY#mfr z{^-g*h&Ff_EgtxX0}399ckj;wXQI!>9umOKUk8mUR+j~6Vh*>bQsHry!d&TW1sK>t zSihf9+`oUS@;p5HlTPHqQU}M_);;>TPKwpw%;&~Gd1Cr2tL+{Ci>Q=;vTOUNiQ>=l z=>PQX@po%2n_p|Ko~-rJRmK?+8nVhVvUtJmH=jfn-Fn|dwU7X>V$~^h`r5n@hy;jX zp>xRHS>GxJ=4n=ptX-5LcW3e(Uq(%yRX8KFJ~E=K6+0`c*&5qeAge`0HnYo7t8h_Y z)}I(72ijX~2-W$;=O({8X2{GRO~~yVJI4&=c>N-mRi*ZN`PjeJY(33mrQo0(B0eNh zTV}n;A)h9s;Cfj82O?(SI?e;t3j{e{z&9RZCtFt#OkvAvi?8wC${ze`T3t>oBu;9% zZih%W>lFJb1F})Z8Qi3;U%WZ)5m9I$t{Q~oUci^x?6n&B7cW*U{>v4k7Y#Zk#D&`{LcHoh(m^C z1?Jz21$TeJquvnWzx4~h@`?@@X~?-$GPM83#Vg%csB5h`ojT`xe5ASuc-I)4%u%%L zr=+1ZliS|YyO0$#BJIG6^4V*Y!DutpZ`O-9dj8|y@C?pQ2CJ2YehbU6C*D3RE)43^G*~P;M^o8PKCKE zE`{EDi_zRhMAJMYddFHjo>pllw&@$k!#ujY&Y-%6Tc&)FcecuOwoxS(BoaKKJ_h48 z_7LV|T2~md)_F%DeQ&9ev>}HhEFrhQqW}-kl}J^=Y;yGtfkwe#CUNQlVo56(z@nJ> zg(50Tq_ygnRSrNtreY`4`1KRDYa;iiIl_XrXvcG=o9^qg_f8x4UN>bgzyZ>Out^lX z)o3QwIzTf<=5|*N(1%21ScqU^)jsw$hGfvDnJEz>o`xYSnr8`=r{)HjL6 zV;kTz7PoVvmEt;bX_9D7jiTswo27Qji;md<*-tcaJ|5&aTfrv}GA^4}3DH4AM?%&L z(<3vWpd^QzsdNB+DmsZ`SLHl1^KPHVl#fk;vgXE`%n6EFZBZ$eV_6KcR<{x_xzMWk zc$1>Ik&Mx5k7H(scOPwZ8%*n1+a7VNEh>UUJiB(yujAVh%Lq;SKQLp+U3A7bp_Vl# z!x$!j9HjZEU|Tftl*f_N>|7RFHRfa4;{O`8C02+*ZJ-8^{%8l*zf_j&0DsHNb7!w1 z{Sl3mq7Ew>sD>k5bfkF zcT7YN+I$qi6+l3>Kz&mTrm{oAKhe4qJxfkO0Ucv_$J1dWx~x>T&i;fCKGaTTi2s1G zdvZLz_Is3fJ)t@VV{>SudPcs&c9E}G`0bg#F6)6eEcuSuSVOc5%Jf$wRzs?=;hw{^ zDv>ESpJH+rSl29;W|`>Sd)3CTW-Ua9tp%So%n}ImKGWYGcWU;B23@_+S>J5!G4kLcAYM=ct_w4YiofmMV zj7s>Mx$F@)^aGj5UtW@6zZYt=$?Y6LRIFr{?}cLxfWN~G$Nm~r-R%|cZ+f60SOk82 z??%j_@~$3IcXyiR&kzZ`)L`K^?=L3S4V8M(;!GQufX!<>n?E z2!#I{g^V75Q_$j4Eror!AqR@>i^2taH4@w4hs{Vyf+GhBK zo`ijn1rmP({B3xWYqRBpt?C041 zSfZjHS)kBAGB^ajit)-YSQU?w%Eq_vdR0E$y3wvVD2Ob6Qa!5|;`p-oXtN+#o1%EP z->9y&t53#A7`ut-kT`mT2ZS3$3xEN;th`(N@4nnWxmMl|(F?Fsf zHrpAmAOK)lUf8y`_E4X;akJ4S_juZ-bdG{qUdXb==EXpy2<=h$ z;T0)7HcoL(`o7tqE9sCRIo zBMS#Tpc5#TjH@ino?hUh!wD}aVtR0A15?*YhO+kIj@{+r8pdd|zHXMj^j2D>cSNKC z9)uOK6yiNA!xk0|Qv&(yEXUX>r|m9`>f+#~-zYn*SIkdfTHH4XMoqw|XJ6+ zMzNn@kz$id2vr68##Ii}-KSr>ijFzbamlFm{JX!Ob9G!37SCmeh0MAIV3b84BTOVM z(3NR~j*fhea}=U+Y#ih;*oX{Q{j#@Fk`2F=O2**}yFs^G!45=FQBATB0YrBnQ-NXR z(}GF?ON|gt?fYTxd>}$a9~BMsm#7+zvzXF7yAI=Tgd1pN+c3SZ=13On&}#~0giH(& z1!@XSxMgMcW%3VXBv?%^;6?*Mx=bH7|gmD{0 zfBtec34;1&uMH9bEQku1{AvkJ~>mz@uP?MO%V2bZyagtU3k!CKCzo z-}Fv1+s{&(JJ9VIVo=eINiPuLTMgj{=wq3e@jagfM(fbH-aVpV*A~T%CN<^$=KJL` z+7}UKMQei)FBK+q2A=mmo}Ge^Lih<-pprSB`o__~=}Xh&)%D`SgaLeKV=uwdO{<~G zxLdcrls4JAGdbL*=h1e171wer-=kybnDX7!;<-P5A~t~`)d39-d!JQAa*Eh>GlaK$&dSQ8Xm&9qE*Yvs-)c!k zQD27|8=Hy`@+ux~zPvNTb zR&47ByA3+tv+sS;aP*LgZ~X}<|9k^$fS|MQGI~hqZA#(3;zNg$_PcQli%Oq>^3INi z&E#P!K6U#_LpuU(Me`F-a*H18!%qOkt%20qT;H_h#^ytL19Zso#v4#vIAc{~Prfp4 z&#`P*C4rHn;#&qE{k}T|&QG*7={8(CrjL1{KLIa%p%mA1Un1f1 z`g9d!0{S7n#CmezPfETxs3(5M35UI7t$WEi?4yGIDUUaH5)CfJCXvG|w*0W zebf6~*$VAY&2-M^@9N`W*Lhr}lz-ec-J{Y|vVaIKBs!vyvj{E^;_JkyP3a{;@ulIQ zSt|zK%s47%3t>Ky9tmuqA3>sJ+{A6;x1NUTOH`YrdbC?cMn<1_4F+>ZG~(R371$3h z9pfzYQCijULpW}>PQRf}xxZ_4Bl9QVq0K@#qLKCC!lo4U`@_N->CJmeHX*g=p|}&m z@BCnw=I1qULmO&k{C{`Z>;Qhd9}Tod5!?>?B%0N#+3im5nG^b!bwL#Ozls0rXFv&* zgc1xhdF{l)&|`@yqiQ5$DzMb=p4Ri@ytL0(xi)VbO?{{>pS_{i&{1ml-|YWBlmEjP zqOPMLRr=ZlP8SX)ATxjCW$9r-z`%FSfY-blT@F9kw-SyY8tiDG-$C)EAEi?P;64)> zbNQ3ow6Gmy4>kc5hWw%7yVKJHCXj$xc0IO?hp9#&2g0+0XRPA!O=4$*efxHLf;U2r zH_^-N0=Y2sGW}nd;P>d1-)T+@67P~V%s8wu(%0<9@%KWdI2s|xiT~Y;WRwF^z}49G z24f1V#!CW)*B$b#8d*`%0pS{1A{>jhLpj&@(UdF^uJ48Di-7IWY3jENxIcgZ`s5PL zB^v4qsH3X~rc!@6XSnl@kVChS!y)rInuqKEj!FtxNFw48R4Am5%dN+4^8M-Uk8fJs v=l^txSaP4w9DlacsBwSO=s$B=b>t=cDIt=i_JTWsBnH=f~~n=Im{4>0!(5?q&b=SezUMg%(9cUPj+P z=P1`O$rzEf{vHW?N8tczTXb>L&|Q(&fhdfUt7I@4TC-h#win-tVX07MhmG1)w5zl0 zWvP_@O)6*PsnBO92v9NLOKnz?QzWVf_TvU5635(y1u*c_QJ0&&8n!33N6_wH)!`jIpk40vwn`sgL=kMlEO zpmIgw5DXhES((KPTu2#RN5tu%*taeC$I6$Qxr%RC=I=2PXvymlbr+=9f^`NmjF>W7 zAMA)UbL1z@jRUnTd1#Y&#=3jezer(Wu~L89)8qBW@(Qv%errKYCx9~tw>U-z5n)G< z6E|3|_dLx#DGDy3%SrsjWbKPO4ZWp7oyxy?nRdpr^>D3)WiKg1CK>&ADsK3eu_vnw zMfyciajLB{uP2f1!Sp3wL`Oju;dOW_4gD_#`O4_JBhc^uN3j!XVQxJVc&DY`cbv1nE|Q_J?N_g#wmW#d?6a?9b%N; zar)fbSVWvWwIlrM9!BJuoNulw{w4KoIKstm-f23g?`PfZvOA(j`Yqd!~Yt$3Ozum+arIyr5rjh9zSZEfw{ zd?Z{fydX&P@!yP=3M0{%vKV9lX=KmF2CXcXzCo!zJ6*Vig#`*7Xu>X4pIw0v)L_K* zYY&2wVQaZ8m|d1Uw!^ED8v1E()o)z^0UaD16b`wC#1UoD^iT?vflyJ zohQYPCjT!a?BVW;9|CFEKGPCE1M&0oo3wgG0ApLi z_?;)I%8W_6zgz?>-c;cd5CHQnbJVTSCzMTsBRx%psBJQAUkeK>lSV2p=6wJwSXx+w zy{U?@B)#rT+!AJum1Rzi5fi;V$$uNISo{J$60eAkfRd4tN*m1Ky>GEKynbBb5+(Q{ zE*Xk^a8s2G_{&&dU*CS(`@Cev@zjEAc18 zjDh)TW9z0iZ=|N%T6;_pt3LZHd@9lY{(jJ&Pxb+#2Czf;mT>#OUux3EySfG!c^;q5 z?LjhA6R@!zzUnt|fR`W|3|MFo*M~!H@V6o zE(Eh`tTEBYe0L9Oo^tr@rG7_A-JZ2co*=NBR(lC#VJ59a&r@Ht1$sI;#ah)ympRTl zHNF$YI29*g+lka(>-mJK{YpkM-}tKSy=j4?Xe=S%#h+Cs|0=a%2Y&}C-22aMJIw4) z);iQRHH!{hYqWt~QBj_^4`gTLWUjTp|Cg^q?sXw|zU1-1ZX1ZiAM)hIEv}&z5*2NO zy}w4h;P709@uQ=o=Lma#bZW$DC|wWin0(IDPH6s8@J)T@NN;S+J0cz#it_n)!Y>a2y5mTFj!eRJ~5FzVfWK*AJKy{lt`19 zcy+k=k_HZk`%xj!<2p4pX68fI-iNud7L}(qyDkqlxh}skFtkTjKil!jk}dpk7_i)A zeV|{G=?*EXux~|O3ox}=T2)^F+xVPqDoo}}B_adBaSBe2Lj`0*9h+2}?Sr6ftm6zALQWzMJ(a<34;gWq24X}dD z3X0 zCYyg5ulQ+XL}hSj$kQ~_sd0387;Dby)mYsy^4uXi($)|pBTb+D&a<-Be7DZuwB0|M z7R$1TF37gedy@+`t$@_qPJZxq_F&;R;wB>tCQBrzN`BG z%=Vi6@$m3;IEhDgyh?Q06crUosi;b|SuG6bE6JOvfdn)j`0;9#n`WL7IAjP5D%lf` zHVQ1F&@i82Mr3al5A${^8W_mJpOr_vtszo z!!VZmY}j!_kn^((zEn8ME4gdo*n~2yoDqt&wfomz7D>tLkC;_Wi)sb4rweY`phCuU zRjVNG4}>KKBkPlq;%NjTQjVV9og;4vaL*fi7hz3m&)jZ#J?I zTf9DQMo&JMBuWzJk;eMqxF(q=>h)HUU9H@@j~92ap6-K#63oBI)hS)~7w$%1K>ktW zWCH3-F7WnC(Kh;mKC(^KS8}Wnm{~uMR;vH?Yp?a2;%gC(o0dM_&k=pQ!nd=O`6bL) zeMylA{InoT!VQ(4pmO;6a7?j{d+6Zgk>MXN@__n>wY=rrtvmbj07rLN)$tYVZGdMK zS!Q))N+zkCm3n&sva$UyyjJU;V&&6&lm;=nWaZNyOd5}kZd4$o;D?8tLkS@-=sM^j&TbW(fhLp@CiR-vtqYL#xoTj=btgAX*ixa8M6qo~FK*`Eb}oD+fa_@+ zN;E=`UHUaUky1pKG*bNjv=61_c%MNUw{N#-+i8Xc{Cqzy%fieFM8ExfK*2hqGR()+ z2b68;qvN%6K~uleTC=76s?VX>7=iau`?A!AjcLv)-9<1ijgJ~PcRhioC_oTasdE8R zt&-tRwm>LcY|uebvsp9X#;oOy(8BHPHtF zoem~}LuF>L4vE*$nBJ}h#?QJ3KSMyzN@6)?FFk3o(FqW*)L2DQNBT1w13NSe_Jes( zuQ%rjp_~fLse^fbn+I>?Mt-Ppnsp4@)&Flu*4U3}DT>9@3L|B7Y*?=}goF>W z#XD9}432bp^h>$0$l9jug4z;tIu!nNGlbir$$^IPRWBoAD`J-?N19xVTevY%c>Yb5 zCXfU!G>zS4Y|PGb;WJAlxYJnd&l)o(N_|2Gj4yLr)_+hgJB69b{)zjd88o#t)7-N2 z%>PZg3-hzQIG!F)mldN|3=Z&tJ)b}W)TpJ7d6|>`Yx?kLF;1L`qY|6FphMn`w@egF zryfVdyK!#g3aXccl^E5;ohQFdZo%iZJilAHWkLR&x^;1}GIyrm8BJM;V&0iWgBmlo zv^`8Ky)}#~a5V;Y_Wwa9d+eu2Hhz24=Xa}TvyMRK_`4YYnc@Upp-y>_mng+8%ryyU zOyij>502woIJ3u?7$+FwF+E?PB(7O5^wZR20#(xAxJ)9iVpV($Wd2=O8a%@aCd%TJ zsrul3qleLT&DmMh#MTm(Qd}3BCjR=hOsk03nXk?s8#tiXnUYk;Rl;HlB48* zws~zTs-~|(bSuDl$ijob!waCq4S6b;&+N8!7IOD`wT@4G6;feNEt%O9R+cQ=?k?Yn z5SKs+CEOInmz~bgtt*=Ge~9|BbytflQ(<=!C%G%sD){zAHf}6@S8GJf@7M-F65UqY zjvGHW+DH|NC$O)5mNs|inqMsEDS2n(=3MK(r3&(5H$YhT^YUI%F}HXMP`8BAf3PGC zA1v}9bvoLbg3Lo$I8?P*;1d%%+?gt+x>$6ZC?9}Qw!6y;;AaXUHvsDbVD!mU>QqyQ z72M|1onZ^r@lu@r;gXqFX;I0ZjjJ8VYN+=N?E_!kE9Cu<%@yS#7QMa*v_oYM`?{l# z!E@0oZ3P>CzJ%_!&wP0Z9<62ZG>!7EdHU@BxaF>QyT^gsbsF#g0<8hlR7OBp4?0}F zRHYJJ{))gz3fGg00s*zIydX}HaCc3^mB?*(M!=xWS~ZxW$Zc)a640{eYp@JQxcn}i zen(tN$BhVielFe9cwBTZ)-UybsQd$lnP%2 zYfNdqH^(4r_s%fwk-Q7yn z7VT#5b8-mR=ie_%++jLx$F=?)e@8h?+Gg!b#ecZ3OLjh9)YNR!IV&M^IA6t|&4@t=dCk2+qzrj!#={;`RJ}Rr%vdYCPNt2c_G=l3J4a z=DhGg$k;1MN=a3Z`k4Ko;G_Ode?q&+W(!h9N@YSB9UpbaB+aJ9#;gghC887+h%`Ay zPvdi3$w%Dzp>nIP3nNxT*0Fc(C28+66a>GPF1lQHh!FJ`O`26lmC*2I;YQ(8#lH8O z9Fh6Po1x}uA*?W;7Hq2&%aL_d!eeG#6H4ukG=mrntppJg3rlZ&8wdCEejjQJ} zeVXrMa6Lfqd3!aiU@m=<6cQah=d9E|mJLG>V`kLl4lQ_)RJgM^YujWkJfS00R*=Dv z75+>Q1zm;9W7x=~8B%ATtCsvN%p7d_@eT#Bd!t+WQR;H#c*@ZWTvI>2rA&15E z$I@CDZ9e{VprSs)nW`9;1uWE(1pM;%lMm{{$Tor~mI14-y3;ErF zsF0mXLklT1nbx>(RcUZZSgL3y6@LWFV3w+~VSgtVdPKgrJL!6=2{~wg`7O3dWFq?o zzz!@Ii1pPqtledh8yPy3iYh_WZI7&Z1`!dhYFHFuzZ-hLaG#1#K~YOcDF1E*;8@lx z2K3;gxHhu>xL6P*jHK)9>+=)~UN4_>8hGvSKnZ?f)%Z>6^rK*uhbajiDDULOY$a=g z9G3d~6ZlB`=}*%uv5bLXsk@mL7btt$;rd91Ex@srnU@v+UEnl#7;k&Ewn${DmyOj> z!lRzAA88VYz)@?feyq2y)tRYMQ&N8Z#7u9k9IpA$QUCqzDIYF6l}Z7b1Db4K|BQe> z+|uHS!9gkE<(G;UYW_@?7SEXeGy8c)|7W37U8#B%`rxoL&53<{9=j{VIsneeS zRu@M)kOdkFmZX;w2;-(-Ih2dPGJ`aIR#ZlEUHhR}5#2)S4Xc=ECGusuSPC1MmfyMe z?h*<{3#yLibm|IDr~ttNj${Mlfa3=4mU^ZxRmmbh*czsd+2Z!m=DO8y0D?mOVn1X; zxZTgUDHkl5tJ#b^ZxvxrR}IcjOEIceY&41=b6Gy#v={^UxdkaklPfUOO>ve;OYQ16 zTlVF;u9e^CoFL?QDC+zlvXp5*+!#?QO)KN!H9y6L-#De))i1uGii*8f6a)Laxw+w0 zY1lkzu6@@wfMRpJlJ$xAoq_!H`XK$YUd%g2K3mq_G+E+NbH-R6y(=|B5!EjjD!>00 z*-oX11AS&l|0Aox`5&#v3`>~+oKGSqD2yo}?CMZk- zAM&g$dm7d**VyyY2@8?vdNM}E;b;)R4CK(TwcOX+^V;(t<_L5|UtI;A8R8pYret?N z?;-d-YttRYe>5$&oI<%;7}9yD0x+r*L4*nEr9~e+@tQY zzgJVF>_yr@ifKXO&3X!YORj28ADdyAxaB7y#?A>Q$_niMKJu1+X1rerg;DRFM5Pxw zYuw3(e?*z)i$Y`7nE^<}NECwyW$DeWDew=Q+j8%^>vMaxzff!KX;nX``H$eo&D7jT zcA4ugTAi7Ho}c-=$b+cNUZd%96BPwG!`Oq$FoAPS7OQq&0YRWEzDfbIOdN3b_03Q% zm1R$N8d7m2my?rQX%FD{1%LkhS(`nbl$zSk&MuM{myCiU?%ZO(ZBmY4l{pbgAP$dv zm;)ZJ)w)AHrp!YQ#MlL4m#du`u_0_5Hr=YD4>xkt?*Dvs|K-%U8L_IXY8HGpARu*s zzy?r&JiSbXK7BrXXfV6$W{hS<%6b^xH^lu^=>5$nH{a@U6D3Hcg%Fk>wfs1oFyY9y z(+Ch)zNA#mvEKye(PBA3$XR2Fo@)bS*{XJUTs;UAtT6)^0rMhI;*wp#KWWo(Yr4ah zFl?1};Q?zuoj=-$EQ?GY;-s#j0myI}w#mwj!!~^5I2=CX00D%& z{}GBZ<7r5~T|Iza46Tl0iQ=S`&l+mA4H|!@_SH(THgmuH6Fb~%mC^nQ)BQxtY=Zt` z!rJvNxVS2nXHNEUm4aLAMD;Y+S~7D?aA=TESYq*Ckt=r57VFPE!jG-3B3`YO7lBl! z2!MMFC)8W@re$T3{rU5!CGdiMYisKat(g`}*kc35z3V~HxXHy5z+@(!!DMVqohST~ zlAVQY6jHal44h+D4i2oEa(j1@z(X3=Au6P>xI5qs4lAJx9z{4%TdH z6}hb=XMsElc&$6@NW%`F-vvDooizvmD*}2M<&b4yV0K|49U%1O==~q!y?O{JdHkR& z`V&wDJ5Rh17hd=BGJc&%(JTkVkTRocuiYs+q8QLcVD8!3neRK7`c}p+WFW&Rk_voX~w1~6<8<9 zSc=`lRA{nimF$l<520&8o$lALpf#A-0KDs|*v4JyeqI5DHLi6%I zM!sraa)+Y2-MfUb-lQq0hnvY@YiPv%d6x!h3}bI#O{7Ebje0#OCu>-<2Q@RQ|=Z+Wv!e zM?lRRW5wbG-k0I&hT#WEA%9LTLSoWYpDj0SwN&qt!_RO3obO*9rcW9sBs%W4`xf>$ zeO9C^KCM4ECyku!Z=dM8-V_8Yd|%3%nH#b74m&x1!VpXOSfkpKy*4TtJp)lV4YbN| zT`mJ^s@eDGN`^PVut9gQ9SrwBvIo0lgVaYsABZ)8bKGltJPwAvU z4{6SJYuoCb+x68g42Bc>Z;x_aT%0oMSz;N^m&l$(c&7CC&=}l*K7Sh+vi|AYbtHAL zjdV6x3?`cdKT&ax#WthH>Qb$?2c!Zxkvp^RDg;pFS<_VkJr9ual9iLxnE_$2%TpAxi-$L$qEdX(ox6({bHrJ-%w5Sd4VKxxA_%Q%2o@hJ^R;$8%Ue2#_4-DRE3Q72o!??_mG+ zfJyvU5Dla|H{$wEshJzQKe1EnSsQfZu^8ekUfxP5>qz{o+r`@8;!=S<-Dv)aGLkNn z+f-Hu?0d4NLE7YPt(dPVZ#ylJYs-h*YI1cdJJQ@#Nvaq$Cr=1EYE82}hec_4g|@_3}=4MN+0-uzTQM7*wHhsiDyzP|ery%#^t9NTVdhzc zLPcHK?=su&rV@Xmzo%%rT@?*c9=T*s6w@W6vK*jK?b? zltaIP(&NYFZ{SLxhbiIVXP%LK0taw`nKvNV_foK#4oY{NIJmOa?Fzm`${b}$}t0$+T{e%shWLmO~Cg1v*y+i!NUO zcBjSc5JVp6{x#dDJIMpv+!{OuIyL9#GnoNvIV@+}Z`+PLD10R(B&aY+vdb0`-)eJu z`ku>@e}J!>eLt;MQd*8fm|(7Z|A6NYsxhiaoteC)&)fOTQPmjlp8W&Yz(52r@co_U zBD7#%xNv*8K>m3!TDi(mui+?cW3v>y^YRe8|J1tKRCp}_mT5|Y6R{w*LWUP0=6h7c zx0+(|9da{YT!eX-Ftz>Z@D^A6tnj6kTo5+RBwSLnn z(}=2mk(`Cna0cc8DH;+QMThT81I#iq^0rV~wBQb&ZtTT-))I=7J|qr;oUZ2PK;WPFLiby?SDM)p)zUHV@`Jd=NKr1o4x}hsz?{kiVvFfJW|5So;Tui^MbYbf;~E{AzH_vO?k%NJ z?!3U;05kSoWitAmU%93hwcq)v1kOxkteJ=l}9ZE zSuB2*%?%7_-7DC~Fx(pe{;Tw0r;hv~x7_C4xFvSKXkiiSJ;8&HBHlu_wh9@}lTT1& zxMRNyK}KEcWS!y?NA`Y4#&v7$5~GWksJN__4MdxDG9+AMy*Va+q+bE7Mlx> zxP3Ft)BTC9SC*U=KbB`bONcoQYH1h#lQp|O}c%e0m&`?QkG4DUP<(j#%GfZghXM+^&cgH_HS%F4h zj+kFU^Lpr4-HO?PU+xGPAao)Rb-@vK^&@*T%U-$fv2D7tcPsD&WJMc43 zC#v<@my=>Ar}M_{16LXv8fS6l_w?LxKa8B#AZ&Tm7S^Yi1feYf3l~|7NuN=R9V4_= zAIHSF4dqVV^Lel1v?TZx#X>gJf{tBNrLrB7gkqAFf8WFXO}>Q(BcmsM&yJf-}nibcQ4K@Yc?Cx_d5Wi)gM>tf0 zzCP3WDd^2zllnErv?hGwmPp9?XP~F~;zi)G@fph4R;P|v10%$U_X_AJ?_6nhD)|@4 zx{4nMu_*ap%)PZ%`^AtbUT5{@Bj!6YfTUQvxP0fBvefhWJ6)`_r6GM{yEFu62yC`& z-`cp1m)+J~0s5;ce=*-ltspcL+BFD%B=1gaK@-oUPnY~zyPq(v;UMQym4iFrvmX={ M1x