From a85235d2c8d01ddc761c47f9e572ba227c141900 Mon Sep 17 00:00:00 2001 From: Yingxi Li Date: Wed, 31 Aug 2022 17:02:32 -0400 Subject: [PATCH 01/12] added bike sharing branch --- simopt/models/bikesharing.py | 780 +++++++++++++++++++++++++++++++++++ 1 file changed, 780 insertions(+) create mode 100644 simopt/models/bikesharing.py diff --git a/simopt/models/bikesharing.py b/simopt/models/bikesharing.py new file mode 100644 index 000000000..87d4259ea --- /dev/null +++ b/simopt/models/bikesharing.py @@ -0,0 +1,780 @@ +""" +Summary +------- +Simulate the expected cost of a bike sharing system in different days. +A detailed description of the model/problem can be found +`here `_. +""" +import numpy as np + +from ..base import Model, Problem + + +class BikeShare(Model): + """ + A model that simulates a day of bike sharing program. Returns the + total cost of distribution, total penalty incurred during the operation hours. + + Attributes + ---------- + name : str + name of model + n_rngs : int + number of random-number generators used to run a simulation replication + n_responses : int + number of responses (performance measures) + factors : dict + changeable factors of the simulation model + specifications : dict + details of each factor (for GUI, data validation, and defaults) + check_factor_list : dict + switch case for checking factor simulatability + + Arguments + ---------- + fixed_factors : dict + fixed_factors of the simulation model + + See also + -------- + base.Model + """ + def __init__(self, fixed_factors=None): + if fixed_factors is None: + fixed_factors = {} + self.name = "BIKESHARING" + self.n_rngs = 1 # TODO: number of rng used in the model + self.n_responses = 2 # TODO: modify if more responses are added + self.factors = fixed_factors + self.specifications = { + "num_bikes": { + "description": "total number of bikes in the city", + "datatype": int, + "default": 3200 + }, + "num_stations": { + "description": "total number of stations in the city", + "datatype": int, + "default": 225 + }, + "day_length": { + "description": "the length of a day in operation in hours", + "datatype": int, + "default": 16 + }, + "station_capacities": { + "description": "the capacity of each corresponding stations", + "datatype": list, + "default": [30] * 225 # TODO: how to set? + }, + "empty_penalty_constant": { + "description": "the penalty constant for when a station has no bike", + "datatype": float, + "default": 50.0 + }, + "fall_penalty_constant": { + "description": "the penalty constant for when a station is full", + "datatype": float, + "default": 50.0 + }, + "arrival_rates": { + "description": "user arrival rates to each corresponding stations (in this model, we assume a homogeneous Poisson process for each station)", + "datatype": list, + "default": [] # TODO + }, + "gamma_mean_const": { + "description": "scalar for the mean time it takes the user to return the bike", + "datatype": float, + "default": 1/3 + }, + "gamma_variance_const": { + "description": "scalar for the variance of time it takes the user to return the bike", + "datatype": float, + "default": 1/144 + }, + "gamma_mean_const_s": { + "description": "mean time it takes the user to return bike to the same station", + "datatype": float, + "default": 3/4 + }, + "gamma_variance_const_s": { + "description": "variance for time it takes the user to return bike to the same station", + "datatype": float, + "default": 49/60 + }, + "rebalancing_constant": { + "description": "constant multiple for the cost of rebalancing bikes", + "datatype": float, + "default": 5 + }, + "distance": { + "description": "An s x s matrix containing distance from each pair of stations", + "datatype": list, + "default": [[]] # TODO + } + } + + self.check_factor_list = { + "mean_price": self.check_mean_price, + "max_price": self.check_max_price, + "min_price": self.check_min_price, + "capacity": self.check_capacity, + "st_dev": self.check_st_dev, + "holding_cost": self.check_holding_cost, + "prod_cost": self.check_prod_cost, + "max_prod_perday": self.check_max_prod_perday, + "price_prod": self.check_price_prod, + "inven_stop": self.check_inven_stop, + "price_stop": self.check_price_stop, + "price_sell": self.check_price_sell, + "n_days": self.check_n_days, + } + # Set factors of the simulation model + super().__init__(fixed_factors) + + # Check for simulatable factors + def check_mean_price(self): + return self.factors["mean_price"] > 0 + + def check_max_price(self): + return self.factors["max_price"] > 0 + + def check_min_price(self): + return self.factors["min_price"] >= 0 + + def check_capacity(self): + return self.factors["capacity"] >= 0 + + def check_st_dev(self): + return self.factors["st_dev"] > 0 + + def check_holding_cost(self): + return self.factors["holding_cost"] > 0 + + def check_prod_cost(self): + return self.factors["prod_cost"] > 0 + + def check_max_prod_perday(self): + return self.factors["max_prod_perday"] > 0 + + def check_price_prod(self): + return self.factors["price_prod"] > 0 + + def check_inven_stop(self): + return self.factors["inven_stop"] > 0 + + def check_price_stop(self): + return self.factors["price_stop"] > 0 + + def check_price_sell(self): + return self.factors["price_sell"] > 0 + + def check_n_days(self): + return self.factors["n_days"] >= 1 + + def check_simulatable_factors(self): + return (self.factors["min_price"] <= self.factors["mean_price"]) & (self.factors["mean_price"] <= self.factors["max_price"]) + + def replicate(self, rng_list): + """ + Simulate a single replication for the current model factors. + + Arguments + --------- + rng_list : [list] [mrg32k3a.mrg32k3a.MRG32k3a] + rngs for model to use when simulating a replication + + Returns + ------- + responses : dict + performance measures of interest + "total_profit" = The total profit over the time period + "frac_producing" = The fraction of days spent producing iron ore + "mean_stock" = The average stocks over the time period + """ + # Designate random number generators. + price_rng = rng_list[0] + # Initialize quantities to track: + # - Market price in each period (Pt). + # - Starting stock in each period. + # - Ending stock in each period. + # - Profit in each period. + # - Whether producing or not in each period. + # - Production in each period. + mkt_price = np.zeros(self.factors["n_days"]) + mkt_price[0] = self.factors["mean_price"] + stock = np.zeros(self.factors["n_days"]) + profit = np.zeros(self.factors["n_days"]) + producing = np.zeros(self.factors["n_days"]) + prod = np.zeros(self.factors["n_days"]) + + # Run simulation over time horizon. + for day in range(1, self.factors["n_days"]): + # Determine new price, mean-reverting random walk, Pt = trunc(Pt−1 + Nt(μt,σ)). + # Run μt, mean at period t, where μt = sgn(μ0 − Pt−1) ∗ |μ0 − Pt−1|^(1/4). + mean_val = sqrt(sqrt(abs(self.factors["mean_price"] - mkt_price[day]))) + mean_dir = copysign(1, self.factors["mean_price"] - mkt_price[day]) + mean_move = mean_val * mean_dir + move = price_rng.normalvariate(mean_move, self.factors["st_dev"]) + mkt_price[day] = max(min(mkt_price[day - 1] + move, self.factors["max_price"]), self.factors["min_price"]) + # If production is underway... + if producing[day] == 1: + # ... cease production if price goes too low or inventory is too high. + if ((mkt_price[day] <= self.factors["price_stop"]) | (stock[day] >= self.factors["inven_stop"])): + producing[day] = 0 + else: + prod[day] = min(self.factors["max_prod_perday"], self.factors["capacity"] - stock[day]) + stock[day] = stock[day] + prod[day] + profit[day] = profit[day] - prod[day] * self.factors["prod_cost"] + # If production is not currently underway... + else: + if ((mkt_price[day] >= self.factors["price_prod"]) & (stock[day] < self.factors["inven_stop"])): + producing[day] = 1 + prod[day] = min(self.factors["max_prod_perday"], self.factors["capacity"] - stock[day]) + stock[day] = stock[day] + prod[day] + profit[day] = profit[day] - prod[day] * self.factors["prod_cost"] + # Sell if price is high enough. + if (mkt_price[day] >= self.factors["price_sell"]): + profit[day] = profit[day] + stock[day] * mkt_price[day] + stock[day] = 0 + # Charge holding cost. + profit[day] = profit[day] - stock[day] * self.factors["holding_cost"] + # Calculate starting quantities for next period. + if day < self.factors["n_days"] - 1: + profit[day + 1] = profit[day] + stock[day + 1] = stock[day] + mkt_price[day + 1] = mkt_price[day] + producing[day + 1] = producing[day] + # Calculate responses from simulation data. + responses = {"total_profit": profit[self.factors["n_days"] - 1], + "frac_producing": np.mean(producing), + "mean_stock": np.mean(stock) + } + gradients = {response_key: {factor_key: np.nan for factor_key in self.specifications} for response_key in responses} + return responses, gradients + + +""" +Summary +------- +Maximize the expected total profit for iron ore inventory system. +""" + + +class IronOreMaxRev(Problem): + """ + Class to make iron ore inventory simulation-optimization problems. + + Attributes + ---------- + name : str + name of problem + dim : int + number of decision variables + n_objectives : int + number of objectives + n_stochastic_constraints : int + number of stochastic constraints + minmax : tuple of int (+/- 1) + indicator of maximization (+1) or minimization (-1) for each objective + constraint_type : str + description of constraints types: + "unconstrained", "box", "deterministic", "stochastic" + variable_type : str + description of variable types: + "discrete", "continuous", "mixed" + gradient_available : bool + indicates if gradient of objective function is available + optimal_value : float + optimal objective function value + optimal_solution : tuple + optimal solution + model : base.Model + associated simulation model that generates replications + model_default_factors : dict + default values for overriding model-level default factors + model_fixed_factors : dict + combination of overriden model-level factors and defaults + model_decision_factors : set of str + set of keys for factors that are decision variables + rng_list : [list] [mrg32k3a.mrg32k3a.MRG32k3a] + list of RNGs used to generate a random initial solution + or a random problem instance + factors : dict + changeable factors of the problem + initial_solution : tuple + default initial solution from which solvers start + budget : int > 0 + max number of replications (fn evals) for a solver to take + specifications : dict + details of each factor (for GUI, data validation, and defaults) + + Arguments + --------- + name : str + user-specified name of problem + fixed_factors : dict + dictionary of user-specified problem factors + model_fixed factors : dict + subset of user-specified non-decision factors to pass through to the model + + See also + -------- + base.Problem + """ + def __init__(self, name="IRONORE-1", fixed_factors=None, model_fixed_factors=None): + if fixed_factors is None: + fixed_factors = {} + if model_fixed_factors is None: + model_fixed_factors = {} + self.name = name + self.dim = 4 + self.n_objectives = 1 + self.n_stochastic_constraints = 0 + self.minmax = (1,) + self.constraint_type = "box" + self.variable_type = "mixed" + self.lower_bounds = (0, 0, 0, 0) + self.upper_bounds = (np.inf, np.inf, np.inf, np.inf) + self.gradient_available = False + self.optimal_value = None + self.optimal_solution = None + self.model_default_factors = {} + self.model_decision_factors = {"price_prod", "inven_stop", "price_stop", "price_sell"} + self.factors = fixed_factors + self.specifications = { + "initial_solution": { + "description": "initial solution", + "datatype": tuple, + "default": (80, 7000, 40, 100) + }, + "budget": { + "description": "max # of replications for a solver to take", + "datatype": int, + "default": 1000 + } + } + self.check_factor_list = { + "initial_solution": self.check_initial_solution, + "budget": self.check_budget + } + super().__init__(fixed_factors, model_fixed_factors) + # Instantiate model with fixed factors and overwritten defaults. + self.model = IronOre(self.model_fixed_factors) + + def vector_to_factor_dict(self, vector): + """ + Convert a vector of variables to a dictionary with factor keys + + Arguments + --------- + vector : tuple + vector of values associated with decision variables + + Returns + ------- + factor_dict : dict + dictionary with factor keys and associated values + """ + factor_dict = { + "price_prod": vector[0], + "inven_stop": vector[1], + "price_stop": vector[2], + "price_sell": vector[3], + } + return factor_dict + + def factor_dict_to_vector(self, factor_dict): + """ + Convert a dictionary with factor keys to a vector + of variables. + + Arguments + --------- + factor_dict : dict + dictionary with factor keys and associated values + + Returns + ------- + vector : tuple + vector of values associated with decision variables + """ + vector = (factor_dict["price_prod"], factor_dict["inven_stop"], factor_dict["price_stop"], factor_dict["price_sell"]) + return vector + + def response_dict_to_objectives(self, response_dict): + """ + Convert a dictionary with response keys to a vector + of objectives. + + Arguments + --------- + response_dict : dict + dictionary with response keys and associated values + + Returns + ------- + objectives : tuple + vector of objectives + """ + objectives = (response_dict["total_profit"],) + return objectives + + def response_dict_to_stoch_constraints(self, response_dict): + """ + Convert a dictionary with response keys to a vector + of left-hand sides of stochastic constraints: E[Y] <= 0 + + Arguments + --------- + response_dict : dict + dictionary with response keys and associated values + + Returns + ------- + stoch_constraints : tuple + vector of LHSs of stochastic constraint + """ + stoch_constraints = None + return stoch_constraints + + def deterministic_objectives_and_gradients(self, x): + """ + Compute deterministic components of objectives for a solution `x`. + + Arguments + --------- + x : tuple + vector of decision variables + + Returns + ------- + det_objectives : tuple + vector of deterministic components of objectives + det_objectives_gradients : tuple + vector of gradients of deterministic components of objectives + """ + det_objectives = (0,) + det_objectives_gradients = ((0, 0, 0, 0),) + return det_objectives, det_objectives_gradients + + def deterministic_stochastic_constraints_and_gradients(self, x): + """ + Compute deterministic components of stochastic constraints + for a solution `x`. + + Arguments + --------- + x : tuple + vector of decision variables + + Returns + ------- + det_stoch_constraints : tuple + vector of deterministic components of stochastic constraints + det_stoch_constraints_gradients : tuple + vector of gradients of deterministic components of + stochastic constraints + """ + det_stoch_constraints = None + det_stoch_constraints_gradients = None + return det_stoch_constraints, det_stoch_constraints_gradients + + def check_deterministic_constraints(self, x): + """ + Check if a solution `x` satisfies the problem's deterministic + constraints. + + Arguments + --------- + x : tuple + vector of decision variables + + Returns + ------- + satisfies : bool + indicates if solution `x` satisfies the deterministic constraints. + """ + # Check box constraints. + box_feasible = super().check_deterministic_constraints(x) + return box_feasible + + def get_random_solution(self, rand_sol_rng): + """ + Generate a random solution for starting or restarting solvers. + + Arguments + --------- + rand_sol_rng : mrg32k3a.mrg32k3a.MRG32k3a + random-number generator used to sample a new random solution + + Returns + ------- + x : tuple + vector of decision variables + """ + # x = (rand_sol_rng.randint(70, 90), rand_sol_rng.randint(2000, 8000), rand_sol_rng.randint(30, 50), rand_sol_rng.randint(90, 110)) + x = (rand_sol_rng.lognormalvariate(10, 200), rand_sol_rng.lognormalvariate(1000, 10000), rand_sol_rng.lognormalvariate(10, 200), rand_sol_rng.lognormalvariate(10, 200)) + return x + + +""" +Summary +------- +Continuous version of the Maximization of the expected total profit for iron ore inventory system (removing the inven_stop from decision variables). +""" + + +class IronOreMaxRevCnt(Problem): + """ + Class to make iron ore inventory simulation-optimization problems. + + Attributes + ---------- + name : str + name of problem + dim : int + number of decision variables + n_objectives : int + number of objectives + n_stochastic_constraints : int + number of stochastic constraints + minmax : tuple of int (+/- 1) + indicator of maximization (+1) or minimization (-1) for each objective + constraint_type : str + description of constraints types: + "unconstrained", "box", "deterministic", "stochastic" + variable_type : str + description of variable types: + "discrete", "continuous", "mixed" + gradient_available : bool + indicates if gradient of objective function is available + optimal_value : float + optimal objective function value + optimal_solution : tuple + optimal solution + model : base.Model + associated simulation model that generates replications + model_default_factors : dict + default values for overriding model-level default factors + model_fixed_factors : dict + combination of overriden model-level factors and defaults + model_decision_factors : set of str + set of keys for factors that are decision variables + rng_list : [list] [mrg32k3a.mrg32k3a.MRG32k3a] + list of RNGs used to generate a random initial solution + or a random problem instance + factors : dict + changeable factors of the problem + initial_solution : tuple + default initial solution from which solvers start + budget : int > 0 + max number of replications (fn evals) for a solver to take + specifications : dict + details of each factor (for GUI, data validation, and defaults) + + Arguments + --------- + name : str + user-specified name of problem + fixed_factors : dict + dictionary of user-specified problem factors + model_fixed factors : dict + subset of user-specified non-decision factors to pass through to the model + + See also + -------- + base.Problem + """ + def __init__(self, name="IRONORECONT-1", fixed_factors=None, model_fixed_factors=None): + if fixed_factors is None: + fixed_factors = {} + if model_fixed_factors is None: + model_fixed_factors = {} + self.name = name + self.dim = 3 + self.n_objectives = 1 + self.n_stochastic_constraints = 0 + self.minmax = (1,) + self.constraint_type = "box" + self.variable_type = "continuous" + self.lower_bounds = (0., 0., 0.) + self.upper_bounds = (np.inf, np.inf, np.inf) + self.gradient_available = False + self.optimal_value = None + self.optimal_solution = None + self.model_default_factors = {} + self.model_decision_factors = {"price_prod", "price_stop", "price_sell"} + self.factors = fixed_factors + self.specifications = { + "initial_solution": { + "description": "initial solution", + "datatype": tuple, + "default": (80, 40, 100) + }, + "budget": { + "description": "max # of replications for a solver to take", + "datatype": int, + "default": 1000 + } + } + self.check_factor_list = { + "initial_solution": self.check_initial_solution, + "budget": self.check_budget + } + super().__init__(fixed_factors, model_fixed_factors) + # Instantiate model with fixed factors and overwritten defaults. + self.model = IronOre(self.model_fixed_factors) + + def vector_to_factor_dict(self, vector): + """ + Convert a vector of variables to a dictionary with factor keys + + Arguments + --------- + vector : tuple + vector of values associated with decision variables + + Returns + ------- + factor_dict : dict + dictionary with factor keys and associated values + """ + factor_dict = { + "price_prod": vector[0], + "price_stop": vector[1], + "price_sell": vector[2], + } + return factor_dict + + def factor_dict_to_vector(self, factor_dict): + """ + Convert a dictionary with factor keys to a vector + of variables. + + Arguments + --------- + factor_dict : dict + dictionary with factor keys and associated values + + Returns + ------- + vector : tuple + vector of values associated with decision variables + """ + vector = (factor_dict["price_prod"], factor_dict["price_stop"], factor_dict["price_sell"]) + return vector + + def response_dict_to_objectives(self, response_dict): + """ + Convert a dictionary with response keys to a vector + of objectives. + + Arguments + --------- + response_dict : dict + dictionary with response keys and associated values + + Returns + ------- + objectives : tuple + vector of objectives + """ + objectives = (response_dict["total_profit"],) + return objectives + + def response_dict_to_stoch_constraints(self, response_dict): + """ + Convert a dictionary with response keys to a vector + of left-hand sides of stochastic constraints: E[Y] <= 0 + + Arguments + --------- + response_dict : dict + dictionary with response keys and associated values + + Returns + ------- + stoch_constraints : tuple + vector of LHSs of stochastic constraint + """ + stoch_constraints = None + return stoch_constraints + + def deterministic_objectives_and_gradients(self, x): + """ + Compute deterministic components of objectives for a solution `x`. + + Arguments + --------- + x : tuple + vector of decision variables + + Returns + ------- + det_objectives : tuple + vector of deterministic components of objectives + det_objectives_gradients : tuple + vector of gradients of deterministic components of objectives + """ + det_objectives = (0,) + det_objectives_gradients = ((0, 0, 0),) + return det_objectives, det_objectives_gradients + + def deterministic_stochastic_constraints_and_gradients(self, x): + """ + Compute deterministic components of stochastic constraints + for a solution `x`. + + Arguments + --------- + x : tuple + vector of decision variables + + Returns + ------- + det_stoch_constraints : tuple + vector of deterministic components of stochastic constraints + det_stoch_constraints_gradients : tuple + vector of gradients of deterministic components of + stochastic constraints + """ + det_stoch_constraints = None + det_stoch_constraints_gradients = None + return det_stoch_constraints, det_stoch_constraints_gradients + + def check_deterministic_constraints(self, x): + """ + Check if a solution `x` satisfies the problem's deterministic + constraints. + + Arguments + --------- + x : tuple + vector of decision variables + + Returns + ------- + satisfies : bool + indicates if solution `x` satisfies the deterministic constraints. + """ + return (x[0] >= 0 and x[1] >= 0 and x[2] >= 0) + + def get_random_solution(self, rand_sol_rng): + """ + Generate a random solution for starting or restarting solvers. + + Arguments + --------- + rand_sol_rng : mrg32k3a.mrg32k3a.MRG32k3a + random-number generator used to sample a new random solution + + Returns + ------- + x : tuple + vector of decision variables + """ + # x = (rand_sol_rng.randint(70, 90), rand_sol_rng.randint(30, 50), rand_sol_rng.randint(90, 110)) + + x = (rand_sol_rng.lognormalvariate(10,1000),rand_sol_rng.lognormalvariate(10,1000),rand_sol_rng.lognormalvariate(10,1000)) + return x From 88b9dac319c95a479e104e8429cf3d38215aabac Mon Sep 17 00:00:00 2001 From: Yingxi Li <64512924+Yingxi-Li@users.noreply.github.com> Date: Thu, 1 Sep 2022 17:14:11 -0400 Subject: [PATCH 02/12] edited bike sharing --- simopt/models/bikesharing.py | 85 +++++++++++++++++------------------- 1 file changed, 41 insertions(+), 44 deletions(-) diff --git a/simopt/models/bikesharing.py b/simopt/models/bikesharing.py index 87d4259ea..c3cc537b0 100644 --- a/simopt/models/bikesharing.py +++ b/simopt/models/bikesharing.py @@ -72,7 +72,7 @@ def __init__(self, fixed_factors=None): "datatype": float, "default": 50.0 }, - "fall_penalty_constant": { + "full_penalty_constant": { "description": "the penalty constant for when a station is full", "datatype": float, "default": 50.0 @@ -115,65 +115,62 @@ def __init__(self, fixed_factors=None): } self.check_factor_list = { - "mean_price": self.check_mean_price, - "max_price": self.check_max_price, - "min_price": self.check_min_price, - "capacity": self.check_capacity, - "st_dev": self.check_st_dev, - "holding_cost": self.check_holding_cost, - "prod_cost": self.check_prod_cost, - "max_prod_perday": self.check_max_prod_perday, - "price_prod": self.check_price_prod, - "inven_stop": self.check_inven_stop, - "price_stop": self.check_price_stop, - "price_sell": self.check_price_sell, - "n_days": self.check_n_days, + "num_bikes": self.check_num_bikes, + "num_stations": self.check_num_stations, + "day_length": self.check_day_length, + "station_capacities": self.check_station_capacities, + "empty_penalty_constant": self.check_empty_penalty_constant, + "full_penalty_constant": self.check_full_penalty_constant, + "arrival_rates": self.check_arrival_rates, + "gamma_mean_const": self.check_gamma_mean_const, + "gamma_variance_const": self.check_gamma_variance_const, + "gamma_mean_const_s": self.check_gamma_mean_const_s, + "gamma_variance_const_s": self.check_gamma_variance_const_s, + "rebalancing_constant": self.check_rebalancing_constant, + "distance": self.check_distance, } # Set factors of the simulation model super().__init__(fixed_factors) # Check for simulatable factors - def check_mean_price(self): - return self.factors["mean_price"] > 0 + def check_num_bikes(self): + return self.factors["num_bikes"] > 0 - def check_max_price(self): - return self.factors["max_price"] > 0 + def check_num_stations(self): + return self.factors["num_stations"] > 0 - def check_min_price(self): - return self.factors["min_price"] >= 0 + def check_day_length(self): + return self.factors["day_length"] >= 0 and self.factors["day_length"] <= 24 - def check_capacity(self): - return self.factors["capacity"] >= 0 + def check_station_capacities(self): + return self.factors["station_capacities"] >= 0 - def check_st_dev(self): - return self.factors["st_dev"] > 0 + def check_empty_penalty_constant(self): + return self.factors["empty_penalty_constant"] > 0 - def check_holding_cost(self): - return self.factors["holding_cost"] > 0 + def check_full_penalty_constant(self): + return self.factors["full_penalty_constant"] > 0 - def check_prod_cost(self): - return self.factors["prod_cost"] > 0 + def check_arrival_rates(self): + return all(rates > 0 for rates in self.factors["arrival_rates"]) - def check_max_prod_perday(self): - return self.factors["max_prod_perday"] > 0 + def check_gamma_mean_const(self): + return self.factors["gamma_mean_const"] > 0 - def check_price_prod(self): - return self.factors["price_prod"] > 0 + def check_gamma_variance_const(self): + return self.factors["gamma_variance_const"] > 0 - def check_inven_stop(self): - return self.factors["inven_stop"] > 0 + def check_gamma_mean_const_s(self): + return self.factors["gamma_mean_const_s"] > 0 - def check_price_stop(self): - return self.factors["price_stop"] > 0 + def check_gamma_variance_const_s(self): + return self.factors["gamma_variance_const_s"] > 0 - def check_price_sell(self): - return self.factors["price_sell"] > 0 + def check_rebalancing_constant(self): + return self.factors["rebalancing_constant"] > 0 - def check_n_days(self): - return self.factors["n_days"] >= 1 - - def check_simulatable_factors(self): - return (self.factors["min_price"] <= self.factors["mean_price"]) & (self.factors["mean_price"] <= self.factors["max_price"]) + def check_distance(self): + return True # TODO: check distances def replicate(self, rng_list): """ @@ -193,7 +190,7 @@ def replicate(self, rng_list): "mean_stock" = The average stocks over the time period """ # Designate random number generators. - price_rng = rng_list[0] + arrival = rng_list[0] # Initialize quantities to track: # - Market price in each period (Pt). # - Starting stock in each period. From b11619a0963c9372e404eceaf946bf1358e97360 Mon Sep 17 00:00:00 2001 From: Yingxi Li Date: Thu, 1 Sep 2022 20:43:51 -0400 Subject: [PATCH 03/12] finished replicate skeleton --- simopt/models/bikesharing.py | 119 +++++++++++++++++------------------ 1 file changed, 58 insertions(+), 61 deletions(-) diff --git a/simopt/models/bikesharing.py b/simopt/models/bikesharing.py index c3cc537b0..7c897f2c4 100644 --- a/simopt/models/bikesharing.py +++ b/simopt/models/bikesharing.py @@ -6,6 +6,7 @@ `here `_. """ import numpy as np +import bisect from ..base import Model, Problem @@ -185,71 +186,67 @@ def replicate(self, rng_list): ------- responses : dict performance measures of interest - "total_profit" = The total profit over the time period - "frac_producing" = The fraction of days spent producing iron ore - "mean_stock" = The average stocks over the time period + "total cost" = The total operations cost over a running day """ # Designate random number generators. - arrival = rng_list[0] - # Initialize quantities to track: - # - Market price in each period (Pt). - # - Starting stock in each period. - # - Ending stock in each period. - # - Profit in each period. - # - Whether producing or not in each period. - # - Production in each period. - mkt_price = np.zeros(self.factors["n_days"]) - mkt_price[0] = self.factors["mean_price"] - stock = np.zeros(self.factors["n_days"]) - profit = np.zeros(self.factors["n_days"]) - producing = np.zeros(self.factors["n_days"]) - prod = np.zeros(self.factors["n_days"]) - - # Run simulation over time horizon. - for day in range(1, self.factors["n_days"]): - # Determine new price, mean-reverting random walk, Pt = trunc(Pt−1 + Nt(μt,σ)). - # Run μt, mean at period t, where μt = sgn(μ0 − Pt−1) ∗ |μ0 − Pt−1|^(1/4). - mean_val = sqrt(sqrt(abs(self.factors["mean_price"] - mkt_price[day]))) - mean_dir = copysign(1, self.factors["mean_price"] - mkt_price[day]) - mean_move = mean_val * mean_dir - move = price_rng.normalvariate(mean_move, self.factors["st_dev"]) - mkt_price[day] = max(min(mkt_price[day - 1] + move, self.factors["max_price"]), self.factors["min_price"]) - # If production is underway... - if producing[day] == 1: - # ... cease production if price goes too low or inventory is too high. - if ((mkt_price[day] <= self.factors["price_stop"]) | (stock[day] >= self.factors["inven_stop"])): - producing[day] = 0 + # arrival = rng_list[0] + # price_rng.normalvariate(mean_move, self.factors["st_dev"]) + + events = {0: "arrive", 1: "return"} + + t = 0 + event_list = [] # [time, event, station] + + num_bikes = [10] * self.factors["num_stations"] + capacity = [30] * self.factors["num_stations"] + arrival_rate = [1/6] * self.factors["num_stations"] + empty_since = [-1] * self.factors["num_stations"] + full_since = [-1] * self.factors["num_stations"] + + penalty_full = 0 + penalty_empty = 0 + + while t <= self.factors["day_length"]: + event_list.sort(key = lambda x:x[0]) + + t, event, station = event_list.pop(0) + print(t, event, station) + + # Arrival Event + if event == 0: + if num_bikes[station] < 1: + empty_since[station] = t + elif num_bikes[station] == capacity[station]: + assert full_since[station] >= 0 + penalty_full += self.factors["full_penalty_constant"] * (t - full_since[station]) + full_since[station] = -1 else: - prod[day] = min(self.factors["max_prod_perday"], self.factors["capacity"] - stock[day]) - stock[day] = stock[day] + prod[day] - profit[day] = profit[day] - prod[day] * self.factors["prod_cost"] - # If production is not currently underway... - else: - if ((mkt_price[day] >= self.factors["price_prod"]) & (stock[day] < self.factors["inven_stop"])): - producing[day] = 1 - prod[day] = min(self.factors["max_prod_perday"], self.factors["capacity"] - stock[day]) - stock[day] = stock[day] + prod[day] - profit[day] = profit[day] - prod[day] * self.factors["prod_cost"] - # Sell if price is high enough. - if (mkt_price[day] >= self.factors["price_sell"]): - profit[day] = profit[day] + stock[day] * mkt_price[day] - stock[day] = 0 - # Charge holding cost. - profit[day] = profit[day] - stock[day] * self.factors["holding_cost"] - # Calculate starting quantities for next period. - if day < self.factors["n_days"] - 1: - profit[day + 1] = profit[day] - stock[day + 1] = stock[day] - mkt_price[day + 1] = mkt_price[day] - producing[day + 1] = producing[day] - # Calculate responses from simulation data. - responses = {"total_profit": profit[self.factors["n_days"] - 1], - "frac_producing": np.mean(producing), - "mean_stock": np.mean(stock) - } - gradients = {response_key: {factor_key: np.nan for factor_key in self.specifications} for response_key in responses} - return responses, gradients + num_bikes[station] -= 1 + station_to = int(rng_list[0].random() * self.factors["num_stations"]) + if station_to != station: + time_out = self.factors["distance"] #TODO: simulate gamma + else: + time_out = 0 #TODO: simulate gamma + event_list.append([t+time_out, 1, station_to]) + # TODO: generate the next arrival for this station + int_arr_time = 0 # TODO + event_list.append([t + int_arr_time, 0, station]) + if event == 1: + if num_bikes[station] >= capacity[station]: + full_since[station] = t + elif num_bikes[station] == 0: + assert empty_since[station] >= 0 + penalty_empty += self.factors["empty_penalty_constant"] * (t - empty_since[station]) + empty_since[station] = -1 + else: + num_bikes[station] += 1 + + distribution_cost = 0 + # calculate the distribution cost + for num in num_bikes: + + """ Summary From 237132106843aefa6ece644228047c269ce7e199 Mon Sep 17 00:00:00 2001 From: Yingxi Li Date: Fri, 2 Sep 2022 14:10:15 -0400 Subject: [PATCH 04/12] finished replicate, need testing --- simopt/models/bikesharing.py | 77 ++++++++++++++++++++++++++++-------- 1 file changed, 61 insertions(+), 16 deletions(-) diff --git a/simopt/models/bikesharing.py b/simopt/models/bikesharing.py index 7c897f2c4..c831ae1ba 100644 --- a/simopt/models/bikesharing.py +++ b/simopt/models/bikesharing.py @@ -58,6 +58,11 @@ def __init__(self, fixed_factors=None): "datatype": int, "default": 225 }, + "num_bikes_start":{ + "description": "(decision var) number of bikes to start at each station at the beginning of the day", + "datatype": list, + "default": [14] * 175 + [15] * 50 + }, "day_length": { "description": "the length of a day in operation in hours", "datatype": int, @@ -81,7 +86,7 @@ def __init__(self, fixed_factors=None): "arrival_rates": { "description": "user arrival rates to each corresponding stations (in this model, we assume a homogeneous Poisson process for each station)", "datatype": list, - "default": [] # TODO + "default": [1/6] * 225 # mean interarrival time = 10min for each station }, "gamma_mean_const": { "description": "scalar for the mean time it takes the user to return the bike", @@ -111,13 +116,14 @@ def __init__(self, fixed_factors=None): "distance": { "description": "An s x s matrix containing distance from each pair of stations", "datatype": list, - "default": [[]] # TODO + "default": [[]] # TODO: } } self.check_factor_list = { "num_bikes": self.check_num_bikes, "num_stations": self.check_num_stations, + "num_bikes_start": self.check_num_bikes_start, "day_length": self.check_day_length, "station_capacities": self.check_station_capacities, "empty_penalty_constant": self.check_empty_penalty_constant, @@ -140,6 +146,9 @@ def check_num_bikes(self): def check_num_stations(self): return self.factors["num_stations"] > 0 + def check_num_bikes_start(self): + return all(rates > 0 for rates in self.factors["num_bikes_start"]) + def check_day_length(self): return self.factors["day_length"] >= 0 and self.factors["day_length"] <= 24 @@ -192,20 +201,28 @@ def replicate(self, rng_list): # arrival = rng_list[0] # price_rng.normalvariate(mean_move, self.factors["st_dev"]) - events = {0: "arrive", 1: "return"} + events = {0: "arrive", 1: "return"} # list of events: 0 indexing arrival and 1 indexing return t = 0 event_list = [] # [time, event, station] - num_bikes = [10] * self.factors["num_stations"] - capacity = [30] * self.factors["num_stations"] - arrival_rate = [1/6] * self.factors["num_stations"] + num_bikes = self.factors["num_bikes_start"] + capacity = self.factors["station_capacities"] + arrival_rates = self.factors["arrival_rates"] + + # switches indicating whether a station is empty or full or not empty_since = [-1] * self.factors["num_stations"] full_since = [-1] * self.factors["num_stations"] penalty_full = 0 penalty_empty = 0 + # Generate the first event for each station in a day + for i, rate in enumerate(arrival_rates): + int_arr_time = self.rng_list[3].expovariate(rate) + event_list.append([int_arr_time, 0, i]) + + # Simulate a working day while t <= self.factors["day_length"]: event_list.sort(key = lambda x:x[0]) @@ -214,8 +231,9 @@ def replicate(self, rng_list): # Arrival Event if event == 0: + # No bikes in the station if num_bikes[station] < 1: - empty_since[station] = t + empty_since[station] = t # customer is lost, start counting penalty hours elif num_bikes[station] == capacity[station]: assert full_since[station] >= 0 penalty_full += self.factors["full_penalty_constant"] * (t - full_since[station]) @@ -224,13 +242,20 @@ def replicate(self, rng_list): num_bikes[station] -= 1 station_to = int(rng_list[0].random() * self.factors["num_stations"]) if station_to != station: - time_out = self.factors["distance"] #TODO: simulate gamma + dist = self.factors["distance"][station] + mean = self.factors["gamma_mean_const"] * dist + var = self.factors["gamma_variance_const"] * dist + time_out = self.factors["distance"] * rng_list[1].gammavariate(mean**2/var, mean/var) #TODO: check if this is correct else: - time_out = 0 #TODO: simulate gamma + mean = self.factors["gamma_mean_const_s"] + var = self.factors["gamma_variance_const_s"] + time_out = rng_list[2].gammavariate(mean**2/var, mean/var) event_list.append([t+time_out, 1, station_to]) - # TODO: generate the next arrival for this station - int_arr_time = 0 # TODO + # Generate the next arrival for this station + int_arr_time = self.rng_list[3].expovariate(arrival_rates[station]) event_list.append([t + int_arr_time, 0, station]) + + # Return Event if event == 1: if num_bikes[station] >= capacity[station]: full_since[station] = t @@ -240,12 +265,32 @@ def replicate(self, rng_list): empty_since[station] = -1 else: num_bikes[station] += 1 - + + target_num_bikes = self.factors["num_bikes_start"] distribution_cost = 0 - # calculate the distribution cost - for num in num_bikes: - - + surplus_pointer = 0 + lack_pointer = 0 + # Calculate the redistribution cost + while surplus_pointer < self.factors["num_stations"]: + if num_bikes[surplus_pointer] > target_num_bikes[surplus_pointer]: + surplus = num_bikes[surplus_pointer] - target_num_bikes[surplus_pointer] + while surplus > 0 and lack_pointer < self.factors["num_stations"]: + if num_bikes[lack_pointer] > target_num_bikes[lack_pointer]: + need = num_bikes[lack_pointer] - target_num_bikes[lack_pointer] + # station needs more than the surplus + if need >= surplus: + num_distribute = surplus + surplus = 0 + else: + num_distribute = need + surplus -= need + lack_pointer += 1 + distribution_cost += self.factors["distance"][surplus_pointer][lack_pointer] * \ + self.factors["rebalancing_constant"] * num_distribute + surplus_pointer += 1 + penalty = penalty_empty + penalty_full + + return distribution_cost, penalty """ From b3fd10d4e2bcae45ddaa59996223f9128c0eb8cd Mon Sep 17 00:00:00 2001 From: Yingxi Li Date: Thu, 8 Sep 2022 17:47:50 -0400 Subject: [PATCH 05/12] added problem module --- simopt/models/bikesharing.py | 331 +++++------------------------------ 1 file changed, 39 insertions(+), 292 deletions(-) diff --git a/simopt/models/bikesharing.py b/simopt/models/bikesharing.py index c831ae1ba..e4f7be7ef 100644 --- a/simopt/models/bikesharing.py +++ b/simopt/models/bikesharing.py @@ -6,7 +6,9 @@ `here `_. """ import numpy as np -import bisect +from scipy.spatial import distance_matrix + +from queue import PriorityQueue from ..base import Model, Problem @@ -47,6 +49,9 @@ def __init__(self, fixed_factors=None): self.n_rngs = 1 # TODO: number of rng used in the model self.n_responses = 2 # TODO: modify if more responses are added self.factors = fixed_factors + + locations = [[i, j] for i in range(15) for j in range(15)] + dist_mat = distance_matrix(locations, locations, p=1) self.specifications = { "num_bikes": { "description": "total number of bikes in the city", @@ -71,7 +76,7 @@ def __init__(self, fixed_factors=None): "station_capacities": { "description": "the capacity of each corresponding stations", "datatype": list, - "default": [30] * 225 # TODO: how to set? + "default": [30] * 225 }, "empty_penalty_constant": { "description": "the penalty constant for when a station has no bike", @@ -116,7 +121,7 @@ def __init__(self, fixed_factors=None): "distance": { "description": "An s x s matrix containing distance from each pair of stations", "datatype": list, - "default": [[]] # TODO: + "default": dist_mat } } @@ -290,19 +295,22 @@ def replicate(self, rng_list): surplus_pointer += 1 penalty = penalty_empty + penalty_full - return distribution_cost, penalty + responses = {"cost": penalty + distribution_cost} + gradient = {} # TODO: implement gradient + + return responses, gradient """ Summary ------- -Maximize the expected total profit for iron ore inventory system. +Minimize the cost of operation of bike sharing in a city. """ -class IronOreMaxRev(Problem): +class BikeShareMinCost(Problem): """ - Class to make iron ore inventory simulation-optimization problems. + Class to make bike sharing simulation-optimization problems. Attributes ---------- @@ -361,37 +369,38 @@ class IronOreMaxRev(Problem): -------- base.Problem """ - def __init__(self, name="IRONORE-1", fixed_factors=None, model_fixed_factors=None): + def __init__(self, name="BIKESHARE-1", fixed_factors=None, model_fixed_factors=None): if fixed_factors is None: fixed_factors = {} if model_fixed_factors is None: model_fixed_factors = {} self.name = name - self.dim = 4 + # self.dim = 225 self.n_objectives = 1 self.n_stochastic_constraints = 0 - self.minmax = (1,) - self.constraint_type = "box" - self.variable_type = "mixed" - self.lower_bounds = (0, 0, 0, 0) - self.upper_bounds = (np.inf, np.inf, np.inf, np.inf) + self.minmax = (-1,) + self.constraint_type = "deterministic" + self.variable_type = "discrete" + # self.lower_bounds = tuple(np.zeros(225)) + # self.upper_bounds = tuple([30] * 225) self.gradient_available = False self.optimal_value = None self.optimal_solution = None self.model_default_factors = {} - self.model_decision_factors = {"price_prod", "inven_stop", "price_stop", "price_sell"} + self.model_decision_factors = {"num_bikes_start"} self.factors = fixed_factors self.specifications = { "initial_solution": { "description": "initial solution", "datatype": tuple, - "default": (80, 7000, 40, 100) + "default": tuple([14] * 175 + [15] * 50) }, "budget": { "description": "max # of replications for a solver to take", "datatype": int, "default": 1000 - } + }, + "": {} } self.check_factor_list = { "initial_solution": self.check_initial_solution, @@ -399,7 +408,11 @@ def __init__(self, name="IRONORE-1", fixed_factors=None, model_fixed_factors=Non } super().__init__(fixed_factors, model_fixed_factors) # Instantiate model with fixed factors and overwritten defaults. - self.model = IronOre(self.model_fixed_factors) + self.model = BikeShare(self.model_fixed_factors) + + self.dim = self.model.factors["num_bikes"] + self.lower_bounds = tuple(np.zeros(self.model.factors["num_bikes"])) + self.upper_bounds = tuple("station_capacities") def vector_to_factor_dict(self, vector): """ @@ -416,10 +429,7 @@ def vector_to_factor_dict(self, vector): dictionary with factor keys and associated values """ factor_dict = { - "price_prod": vector[0], - "inven_stop": vector[1], - "price_stop": vector[2], - "price_sell": vector[3], + "num_bikes_start": vector[0] } return factor_dict @@ -438,7 +448,7 @@ def factor_dict_to_vector(self, factor_dict): vector : tuple vector of values associated with decision variables """ - vector = (factor_dict["price_prod"], factor_dict["inven_stop"], factor_dict["price_stop"], factor_dict["price_sell"]) + vector = (factor_dict["num_bikes_start"]) return vector def response_dict_to_objectives(self, response_dict): @@ -456,7 +466,7 @@ def response_dict_to_objectives(self, response_dict): objectives : tuple vector of objectives """ - objectives = (response_dict["total_profit"],) + objectives = (response_dict["cost"],) return objectives def response_dict_to_stoch_constraints(self, response_dict): @@ -475,7 +485,7 @@ def response_dict_to_stoch_constraints(self, response_dict): vector of LHSs of stochastic constraint """ stoch_constraints = None - return stoch_constraints + return stoch_constraints def deterministic_objectives_and_gradients(self, x): """ @@ -493,8 +503,8 @@ def deterministic_objectives_and_gradients(self, x): det_objectives_gradients : tuple vector of gradients of deterministic components of objectives """ - det_objectives = (0,) - det_objectives_gradients = ((0, 0, 0, 0),) + det_objectives = (0,) + det_objectives_gradients = ((0),) # TODO: debug checks return det_objectives, det_objectives_gradients def deterministic_stochastic_constraints_and_gradients(self, x): @@ -536,7 +546,7 @@ def check_deterministic_constraints(self, x): """ # Check box constraints. box_feasible = super().check_deterministic_constraints(x) - return box_feasible + return box_feasible and sum(x) == self.model.factors["num_bikes"] def get_random_solution(self, rand_sol_rng): """ @@ -552,268 +562,5 @@ def get_random_solution(self, rand_sol_rng): x : tuple vector of decision variables """ - # x = (rand_sol_rng.randint(70, 90), rand_sol_rng.randint(2000, 8000), rand_sol_rng.randint(30, 50), rand_sol_rng.randint(90, 110)) x = (rand_sol_rng.lognormalvariate(10, 200), rand_sol_rng.lognormalvariate(1000, 10000), rand_sol_rng.lognormalvariate(10, 200), rand_sol_rng.lognormalvariate(10, 200)) - return x - - -""" -Summary -------- -Continuous version of the Maximization of the expected total profit for iron ore inventory system (removing the inven_stop from decision variables). -""" - - -class IronOreMaxRevCnt(Problem): - """ - Class to make iron ore inventory simulation-optimization problems. - - Attributes - ---------- - name : str - name of problem - dim : int - number of decision variables - n_objectives : int - number of objectives - n_stochastic_constraints : int - number of stochastic constraints - minmax : tuple of int (+/- 1) - indicator of maximization (+1) or minimization (-1) for each objective - constraint_type : str - description of constraints types: - "unconstrained", "box", "deterministic", "stochastic" - variable_type : str - description of variable types: - "discrete", "continuous", "mixed" - gradient_available : bool - indicates if gradient of objective function is available - optimal_value : float - optimal objective function value - optimal_solution : tuple - optimal solution - model : base.Model - associated simulation model that generates replications - model_default_factors : dict - default values for overriding model-level default factors - model_fixed_factors : dict - combination of overriden model-level factors and defaults - model_decision_factors : set of str - set of keys for factors that are decision variables - rng_list : [list] [mrg32k3a.mrg32k3a.MRG32k3a] - list of RNGs used to generate a random initial solution - or a random problem instance - factors : dict - changeable factors of the problem - initial_solution : tuple - default initial solution from which solvers start - budget : int > 0 - max number of replications (fn evals) for a solver to take - specifications : dict - details of each factor (for GUI, data validation, and defaults) - - Arguments - --------- - name : str - user-specified name of problem - fixed_factors : dict - dictionary of user-specified problem factors - model_fixed factors : dict - subset of user-specified non-decision factors to pass through to the model - - See also - -------- - base.Problem - """ - def __init__(self, name="IRONORECONT-1", fixed_factors=None, model_fixed_factors=None): - if fixed_factors is None: - fixed_factors = {} - if model_fixed_factors is None: - model_fixed_factors = {} - self.name = name - self.dim = 3 - self.n_objectives = 1 - self.n_stochastic_constraints = 0 - self.minmax = (1,) - self.constraint_type = "box" - self.variable_type = "continuous" - self.lower_bounds = (0., 0., 0.) - self.upper_bounds = (np.inf, np.inf, np.inf) - self.gradient_available = False - self.optimal_value = None - self.optimal_solution = None - self.model_default_factors = {} - self.model_decision_factors = {"price_prod", "price_stop", "price_sell"} - self.factors = fixed_factors - self.specifications = { - "initial_solution": { - "description": "initial solution", - "datatype": tuple, - "default": (80, 40, 100) - }, - "budget": { - "description": "max # of replications for a solver to take", - "datatype": int, - "default": 1000 - } - } - self.check_factor_list = { - "initial_solution": self.check_initial_solution, - "budget": self.check_budget - } - super().__init__(fixed_factors, model_fixed_factors) - # Instantiate model with fixed factors and overwritten defaults. - self.model = IronOre(self.model_fixed_factors) - - def vector_to_factor_dict(self, vector): - """ - Convert a vector of variables to a dictionary with factor keys - - Arguments - --------- - vector : tuple - vector of values associated with decision variables - - Returns - ------- - factor_dict : dict - dictionary with factor keys and associated values - """ - factor_dict = { - "price_prod": vector[0], - "price_stop": vector[1], - "price_sell": vector[2], - } - return factor_dict - - def factor_dict_to_vector(self, factor_dict): - """ - Convert a dictionary with factor keys to a vector - of variables. - - Arguments - --------- - factor_dict : dict - dictionary with factor keys and associated values - - Returns - ------- - vector : tuple - vector of values associated with decision variables - """ - vector = (factor_dict["price_prod"], factor_dict["price_stop"], factor_dict["price_sell"]) - return vector - - def response_dict_to_objectives(self, response_dict): - """ - Convert a dictionary with response keys to a vector - of objectives. - - Arguments - --------- - response_dict : dict - dictionary with response keys and associated values - - Returns - ------- - objectives : tuple - vector of objectives - """ - objectives = (response_dict["total_profit"],) - return objectives - - def response_dict_to_stoch_constraints(self, response_dict): - """ - Convert a dictionary with response keys to a vector - of left-hand sides of stochastic constraints: E[Y] <= 0 - - Arguments - --------- - response_dict : dict - dictionary with response keys and associated values - - Returns - ------- - stoch_constraints : tuple - vector of LHSs of stochastic constraint - """ - stoch_constraints = None - return stoch_constraints - - def deterministic_objectives_and_gradients(self, x): - """ - Compute deterministic components of objectives for a solution `x`. - - Arguments - --------- - x : tuple - vector of decision variables - - Returns - ------- - det_objectives : tuple - vector of deterministic components of objectives - det_objectives_gradients : tuple - vector of gradients of deterministic components of objectives - """ - det_objectives = (0,) - det_objectives_gradients = ((0, 0, 0),) - return det_objectives, det_objectives_gradients - - def deterministic_stochastic_constraints_and_gradients(self, x): - """ - Compute deterministic components of stochastic constraints - for a solution `x`. - - Arguments - --------- - x : tuple - vector of decision variables - - Returns - ------- - det_stoch_constraints : tuple - vector of deterministic components of stochastic constraints - det_stoch_constraints_gradients : tuple - vector of gradients of deterministic components of - stochastic constraints - """ - det_stoch_constraints = None - det_stoch_constraints_gradients = None - return det_stoch_constraints, det_stoch_constraints_gradients - - def check_deterministic_constraints(self, x): - """ - Check if a solution `x` satisfies the problem's deterministic - constraints. - - Arguments - --------- - x : tuple - vector of decision variables - - Returns - ------- - satisfies : bool - indicates if solution `x` satisfies the deterministic constraints. - """ - return (x[0] >= 0 and x[1] >= 0 and x[2] >= 0) - - def get_random_solution(self, rand_sol_rng): - """ - Generate a random solution for starting or restarting solvers. - - Arguments - --------- - rand_sol_rng : mrg32k3a.mrg32k3a.MRG32k3a - random-number generator used to sample a new random solution - - Returns - ------- - x : tuple - vector of decision variables - """ - # x = (rand_sol_rng.randint(70, 90), rand_sol_rng.randint(30, 50), rand_sol_rng.randint(90, 110)) - - x = (rand_sol_rng.lognormalvariate(10,1000),rand_sol_rng.lognormalvariate(10,1000),rand_sol_rng.lognormalvariate(10,1000)) - return x + return x \ No newline at end of file From bae4a88ae97567ee22b6ce293454985490432deb Mon Sep 17 00:00:00 2001 From: Yingxi Li Date: Thu, 8 Sep 2022 18:04:59 -0400 Subject: [PATCH 06/12] finished problem module --- simopt/models/bikesharing.py | 9 +++------ 1 file changed, 3 insertions(+), 6 deletions(-) diff --git a/simopt/models/bikesharing.py b/simopt/models/bikesharing.py index e4f7be7ef..639fed755 100644 --- a/simopt/models/bikesharing.py +++ b/simopt/models/bikesharing.py @@ -8,7 +8,7 @@ import numpy as np from scipy.spatial import distance_matrix -from queue import PriorityQueue +import heapq from ..base import Model, Problem @@ -202,9 +202,6 @@ def replicate(self, rng_list): performance measures of interest "total cost" = The total operations cost over a running day """ - # Designate random number generators. - # arrival = rng_list[0] - # price_rng.normalvariate(mean_move, self.factors["st_dev"]) events = {0: "arrive", 1: "return"} # list of events: 0 indexing arrival and 1 indexing return @@ -232,7 +229,7 @@ def replicate(self, rng_list): event_list.sort(key = lambda x:x[0]) t, event, station = event_list.pop(0) - print(t, event, station) + print(t, events[event], station) # Arrival Event if event == 0: @@ -562,5 +559,5 @@ def get_random_solution(self, rand_sol_rng): x : tuple vector of decision variables """ - x = (rand_sol_rng.lognormalvariate(10, 200), rand_sol_rng.lognormalvariate(1000, 10000), rand_sol_rng.lognormalvariate(10, 200), rand_sol_rng.lognormalvariate(10, 200)) + x = tuple(rand_sol_rng.integer_random_from_simplex(self.model.factors["num_stations"], self.model.factors["num_bikes"])) return x \ No newline at end of file From 84d88290565d2f3ce6682878c165ef77fd71502b Mon Sep 17 00:00:00 2001 From: Yingxi Li Date: Mon, 12 Sep 2022 13:54:48 -0400 Subject: [PATCH 07/12] debug --- simopt/models/bikesharing.py | 18 ++++++++++-------- 1 file changed, 10 insertions(+), 8 deletions(-) diff --git a/simopt/models/bikesharing.py b/simopt/models/bikesharing.py index 639fed755..02084130f 100644 --- a/simopt/models/bikesharing.py +++ b/simopt/models/bikesharing.py @@ -46,8 +46,8 @@ def __init__(self, fixed_factors=None): if fixed_factors is None: fixed_factors = {} self.name = "BIKESHARING" - self.n_rngs = 1 # TODO: number of rng used in the model - self.n_responses = 2 # TODO: modify if more responses are added + self.n_rngs = 4 # TODO: number of rng used in the model + self.n_responses = 1 # TODO: modify if more responses are added self.factors = fixed_factors locations = [[i, j] for i in range(15) for j in range(15)] @@ -158,7 +158,7 @@ def check_day_length(self): return self.factors["day_length"] >= 0 and self.factors["day_length"] <= 24 def check_station_capacities(self): - return self.factors["station_capacities"] >= 0 + return all (cap >= 0 for cap in self.factors["station_capacities"]) def check_empty_penalty_constant(self): return self.factors["empty_penalty_constant"] > 0 @@ -221,11 +221,12 @@ def replicate(self, rng_list): # Generate the first event for each station in a day for i, rate in enumerate(arrival_rates): - int_arr_time = self.rng_list[3].expovariate(rate) + int_arr_time = rng_list[3].expovariate(rate) event_list.append([int_arr_time, 0, i]) # Simulate a working day while t <= self.factors["day_length"]: + print("events:", event_list) event_list.sort(key = lambda x:x[0]) t, event, station = event_list.pop(0) @@ -244,18 +245,19 @@ def replicate(self, rng_list): num_bikes[station] -= 1 station_to = int(rng_list[0].random() * self.factors["num_stations"]) if station_to != station: - dist = self.factors["distance"][station] + dist = self.factors["distance"][station][station_to] mean = self.factors["gamma_mean_const"] * dist var = self.factors["gamma_variance_const"] * dist - time_out = self.factors["distance"] * rng_list[1].gammavariate(mean**2/var, mean/var) #TODO: check if this is correct + time_out = dist * rng_list[1].gammavariate(mean**2/var, mean/var) #TODO: check if this is correct else: mean = self.factors["gamma_mean_const_s"] var = self.factors["gamma_variance_const_s"] time_out = rng_list[2].gammavariate(mean**2/var, mean/var) event_list.append([t+time_out, 1, station_to]) # Generate the next arrival for this station - int_arr_time = self.rng_list[3].expovariate(arrival_rates[station]) - event_list.append([t + int_arr_time, 0, station]) + int_arr_time = rng_list[3].expovariate(arrival_rates[station]) + + event_list.append([t+int_arr_time, 0, station]) # Return Event if event == 1: From 739b63751130cae2c3a204ec028476f01300a94b Mon Sep 17 00:00:00 2001 From: Yingxi Li Date: Fri, 16 Sep 2022 09:35:30 -0400 Subject: [PATCH 08/12] debug --- simopt/models/bikesharing.py | 68 ++++++++++++++++++++++++++++-------- 1 file changed, 54 insertions(+), 14 deletions(-) diff --git a/simopt/models/bikesharing.py b/simopt/models/bikesharing.py index 02084130f..8ce53022c 100644 --- a/simopt/models/bikesharing.py +++ b/simopt/models/bikesharing.py @@ -6,6 +6,7 @@ `here `_. """ import numpy as np +import copy from scipy.spatial import distance_matrix import heapq @@ -52,6 +53,10 @@ def __init__(self, fixed_factors=None): locations = [[i, j] for i in range(15) for j in range(15)] dist_mat = distance_matrix(locations, locations, p=1) + + # locations = [[i, j] for i in range(2) for j in range(2)] + # dist_mat = distance_matrix(locations, locations, p=1) + self.specifications = { "num_bikes": { "description": "total number of bikes in the city", @@ -76,7 +81,7 @@ def __init__(self, fixed_factors=None): "station_capacities": { "description": "the capacity of each corresponding stations", "datatype": list, - "default": [30] * 225 + "default": [20] * 225 }, "empty_penalty_constant": { "description": "the penalty constant for when a station has no bike", @@ -208,7 +213,9 @@ def replicate(self, rng_list): t = 0 event_list = [] # [time, event, station] - num_bikes = self.factors["num_bikes_start"] + # print(self.factors["num_bikes_start"]) + num_bikes = copy.deepcopy(self.factors["num_bikes_start"]) + target_num_bikes = copy.deepcopy(self.factors["num_bikes_start"]) capacity = self.factors["station_capacities"] arrival_rates = self.factors["arrival_rates"] @@ -226,21 +233,26 @@ def replicate(self, rng_list): # Simulate a working day while t <= self.factors["day_length"]: - print("events:", event_list) + event_list.sort(key = lambda x:x[0]) + # print("events:", event_list) + # print("full since", full_since) + # print("empty since", empty_since) + # print("num bikes", num_bikes) t, event, station = event_list.pop(0) - print(t, events[event], station) + # print(t, events[event], station) # Arrival Event if event == 0: # No bikes in the station - if num_bikes[station] < 1: + if num_bikes[station] -1 < 1: + num_bikes[station] -= 1 empty_since[station] = t # customer is lost, start counting penalty hours elif num_bikes[station] == capacity[station]: assert full_since[station] >= 0 penalty_full += self.factors["full_penalty_constant"] * (t - full_since[station]) - full_since[station] = -1 + full_since[station] = -1 else: num_bikes[station] -= 1 station_to = int(rng_list[0].random() * self.factors["num_stations"]) @@ -248,12 +260,14 @@ def replicate(self, rng_list): dist = self.factors["distance"][station][station_to] mean = self.factors["gamma_mean_const"] * dist var = self.factors["gamma_variance_const"] * dist - time_out = dist * rng_list[1].gammavariate(mean**2/var, mean/var) #TODO: check if this is correct + time_out = dist * rng_list[1].gammavariate(mean**2/var * 0.0001, mean/var) #TODO: check if this is correct else: mean = self.factors["gamma_mean_const_s"] var = self.factors["gamma_variance_const_s"] - time_out = rng_list[2].gammavariate(mean**2/var, mean/var) - event_list.append([t+time_out, 1, station_to]) + time_out = rng_list[2].gammavariate(mean**2/var * 0.0001, mean/var) + # print("return time:", t + time_out) + if (t + time_out) < self.factors["day_length"]: + event_list.append([t+time_out, 1, station_to]) # Generate the next arrival for this station int_arr_time = rng_list[3].expovariate(arrival_rates[station]) @@ -261,8 +275,16 @@ def replicate(self, rng_list): # Return Event if event == 1: - if num_bikes[station] >= capacity[station]: + if num_bikes[station] + 1 == capacity[station]: + num_bikes[station] += 1 full_since[station] = t + elif full_since[station] >= 0: + dist = self.factors["distance"][station][station_to] + mean = self.factors["gamma_mean_const"] * dist + var = self.factors["gamma_variance_const"] * dist + time_out = dist * rng_list[1].gammavariate(mean**2/var * 0.0001, mean/var) + station_to = station + 1 + event_list.append([t+time_out, 1, station_to]) elif num_bikes[station] == 0: assert empty_since[station] >= 0 penalty_empty += self.factors["empty_penalty_constant"] * (t - empty_since[station]) @@ -270,30 +292,48 @@ def replicate(self, rng_list): else: num_bikes[station] += 1 - target_num_bikes = self.factors["num_bikes_start"] + print("End simulation, start surplus calculation") + # print(self.factors["num_bikes_start"]) + # print("target", target_num_bikes) distribution_cost = 0 surplus_pointer = 0 lack_pointer = 0 + + # print(num_bikes, len(num_bikes), sum(num_bikes), self.factors["num_bikes_start"]) + print("Num bikes", sum(num_bikes)) # Calculate the redistribution cost - while surplus_pointer < self.factors["num_stations"]: + while surplus_pointer < self.factors["num_stations"] and lack_pointer < self.factors["num_stations"]: + print("surplus pointer", surplus_pointer) if num_bikes[surplus_pointer] > target_num_bikes[surplus_pointer]: surplus = num_bikes[surplus_pointer] - target_num_bikes[surplus_pointer] + print("surplus", surplus) while surplus > 0 and lack_pointer < self.factors["num_stations"]: - if num_bikes[lack_pointer] > target_num_bikes[lack_pointer]: - need = num_bikes[lack_pointer] - target_num_bikes[lack_pointer] + print("lack pointer", lack_pointer) + print(num_bikes[lack_pointer], target_num_bikes[lack_pointer]) + if num_bikes[lack_pointer] < target_num_bikes[lack_pointer]: + need = target_num_bikes[lack_pointer] - num_bikes[lack_pointer] + print("need", need) # station needs more than the surplus if need >= surplus: num_distribute = surplus surplus = 0 + num_bikes[lack_pointer] += surplus else: num_distribute = need surplus -= need lack_pointer += 1 + print("debug checker", self.factors["distance"][surplus_pointer][lack_pointer], num_distribute) + print("* redistribution cost", self.factors["distance"][surplus_pointer][lack_pointer] * \ + self.factors["rebalancing_constant"] * num_distribute) distribution_cost += self.factors["distance"][surplus_pointer][lack_pointer] * \ self.factors["rebalancing_constant"] * num_distribute + else: + lack_pointer += 1 surplus_pointer += 1 penalty = penalty_empty + penalty_full + print(penalty, distribution_cost) + responses = {"cost": penalty + distribution_cost} gradient = {} # TODO: implement gradient From b019a8d90b0c7568138388bee89646a1a4d38ede Mon Sep 17 00:00:00 2001 From: Yingxi Li Date: Fri, 23 Sep 2022 11:18:18 -0400 Subject: [PATCH 09/12] changed into non-homogeneous --- simopt/models/bikesharing.py | 45 +++++++++++++++++++++--------------- 1 file changed, 27 insertions(+), 18 deletions(-) diff --git a/simopt/models/bikesharing.py b/simopt/models/bikesharing.py index 8ce53022c..3ca3c95fe 100644 --- a/simopt/models/bikesharing.py +++ b/simopt/models/bikesharing.py @@ -58,16 +58,16 @@ def __init__(self, fixed_factors=None): # dist_mat = distance_matrix(locations, locations, p=1) self.specifications = { + "map_dim":{ + "description": "dimsion of the grid map", + "datatype": int, + "default": 15 + }, "num_bikes": { "description": "total number of bikes in the city", "datatype": int, "default": 3200 }, - "num_stations": { - "description": "total number of stations in the city", - "datatype": int, - "default": 225 - }, "num_bikes_start":{ "description": "(decision var) number of bikes to start at each station at the beginning of the day", "datatype": list, @@ -91,7 +91,7 @@ def __init__(self, fixed_factors=None): "full_penalty_constant": { "description": "the penalty constant for when a station is full", "datatype": float, - "default": 50.0 + "default": 50.0 }, "arrival_rates": { "description": "user arrival rates to each corresponding stations (in this model, we assume a homogeneous Poisson process for each station)", @@ -132,7 +132,6 @@ def __init__(self, fixed_factors=None): self.check_factor_list = { "num_bikes": self.check_num_bikes, - "num_stations": self.check_num_stations, "num_bikes_start": self.check_num_bikes_start, "day_length": self.check_day_length, "station_capacities": self.check_station_capacities, @@ -153,9 +152,6 @@ def __init__(self, fixed_factors=None): def check_num_bikes(self): return self.factors["num_bikes"] > 0 - def check_num_stations(self): - return self.factors["num_stations"] > 0 - def check_num_bikes_start(self): return all(rates > 0 for rates in self.factors["num_bikes_start"]) @@ -208,6 +204,17 @@ def replicate(self, rng_list): "total cost" = The total operations cost over a running day """ + def gen_arrival_rate(): + dim = self.factors["map_dim"] + morning = np.ones(size=(dim, dim)) + afternoon = np.ones(size=(dim, dim)) + + for i in dim: + for j in dim: + morning[i, j] = np.abs(i - dim/2) + np.abs(j - dim/2) + afternoon[i, j] = - (np.abs(i - dim/2) + np.abs(j - dim/2)) + return morning, afternoon + events = {0: "arrive", 1: "return"} # list of events: 0 indexing arrival and 1 indexing return t = 0 @@ -219,9 +226,10 @@ def replicate(self, rng_list): capacity = self.factors["station_capacities"] arrival_rates = self.factors["arrival_rates"] + num_stations = self.factors["map_dim"] ** 2 # switches indicating whether a station is empty or full or not - empty_since = [-1] * self.factors["num_stations"] - full_since = [-1] * self.factors["num_stations"] + empty_since = [-1] * num_stations + full_since = [-1] * num_stations penalty_full = 0 penalty_empty = 0 @@ -233,7 +241,7 @@ def replicate(self, rng_list): # Simulate a working day while t <= self.factors["day_length"]: - + event_list.sort(key = lambda x:x[0]) # print("events:", event_list) # print("full since", full_since) @@ -255,12 +263,13 @@ def replicate(self, rng_list): full_since[station] = -1 else: num_bikes[station] -= 1 - station_to = int(rng_list[0].random() * self.factors["num_stations"]) + station_to = int(rng_list[0].random() * num_stations) if station_to != station: dist = self.factors["distance"][station][station_to] mean = self.factors["gamma_mean_const"] * dist var = self.factors["gamma_variance_const"] * dist time_out = dist * rng_list[1].gammavariate(mean**2/var * 0.0001, mean/var) #TODO: check if this is correct + print(time_out) else: mean = self.factors["gamma_mean_const_s"] var = self.factors["gamma_variance_const_s"] @@ -302,12 +311,12 @@ def replicate(self, rng_list): # print(num_bikes, len(num_bikes), sum(num_bikes), self.factors["num_bikes_start"]) print("Num bikes", sum(num_bikes)) # Calculate the redistribution cost - while surplus_pointer < self.factors["num_stations"] and lack_pointer < self.factors["num_stations"]: + while surplus_pointer < num_stations and lack_pointer < num_stations: print("surplus pointer", surplus_pointer) if num_bikes[surplus_pointer] > target_num_bikes[surplus_pointer]: surplus = num_bikes[surplus_pointer] - target_num_bikes[surplus_pointer] print("surplus", surplus) - while surplus > 0 and lack_pointer < self.factors["num_stations"]: + while surplus > 0 and lack_pointer < num_stations: print("lack pointer", lack_pointer) print(num_bikes[lack_pointer], target_num_bikes[lack_pointer]) if num_bikes[lack_pointer] < target_num_bikes[lack_pointer]: @@ -332,7 +341,7 @@ def replicate(self, rng_list): surplus_pointer += 1 penalty = penalty_empty + penalty_full - print(penalty, distribution_cost) + print(penalty, distribution_cost) responses = {"cost": penalty + distribution_cost} gradient = {} # TODO: implement gradient @@ -601,5 +610,5 @@ def get_random_solution(self, rand_sol_rng): x : tuple vector of decision variables """ - x = tuple(rand_sol_rng.integer_random_from_simplex(self.model.factors["num_stations"], self.model.factors["num_bikes"])) + x = tuple(rand_sol_rng.integer_random_from_simplex(self.model.factors["map_dim"]**2, self.model.factors["num_bikes"])) return x \ No newline at end of file From 7d6bf01b231585b7c3ff78e7cc11df32f0d58173 Mon Sep 17 00:00:00 2001 From: Yingxi Li Date: Sun, 25 Sep 2022 16:09:49 -0400 Subject: [PATCH 10/12] added non-homogeneous --- simopt/models/bikesharing.py | 19 ++++++++++++++----- 1 file changed, 14 insertions(+), 5 deletions(-) diff --git a/simopt/models/bikesharing.py b/simopt/models/bikesharing.py index 3ca3c95fe..5aff34c36 100644 --- a/simopt/models/bikesharing.py +++ b/simopt/models/bikesharing.py @@ -131,6 +131,7 @@ def __init__(self, fixed_factors=None): } self.check_factor_list = { + "map_dim": self.check_map_dim, "num_bikes": self.check_num_bikes, "num_bikes_start": self.check_num_bikes_start, "day_length": self.check_day_length, @@ -149,6 +150,9 @@ def __init__(self, fixed_factors=None): super().__init__(fixed_factors) # Check for simulatable factors + def check_map_dim(self): + return self.factors["map_dim"] > 0 + def check_num_bikes(self): return self.factors["num_bikes"] > 0 @@ -204,16 +208,21 @@ def replicate(self, rng_list): "total cost" = The total operations cost over a running day """ - def gen_arrival_rate(): + def gen_arrival_rate(alpha = 1/6): + """ + Return the time-dependent arrival rates of bikeville in the + morning, noon, and evening + """ dim = self.factors["map_dim"] morning = np.ones(size=(dim, dim)) - afternoon = np.ones(size=(dim, dim)) + noon = np.ones(size=(dim, dim)) + evening = np.ones(size=(dim, dim)) for i in dim: for j in dim: - morning[i, j] = np.abs(i - dim/2) + np.abs(j - dim/2) - afternoon[i, j] = - (np.abs(i - dim/2) + np.abs(j - dim/2)) - return morning, afternoon + morning[i, j] = alpha + (np.abs(i - dim/2) + np.abs(j - dim/2)) * (1/dim) + evening[i, j] = - (np.abs(i - dim/2) + np.abs(j - dim/2)) + return morning.flatten(), noon.flatten(), evening.flatten() events = {0: "arrive", 1: "return"} # list of events: 0 indexing arrival and 1 indexing return From 20075e4b7bac6ad2730d046b5d3afb427ac96f25 Mon Sep 17 00:00:00 2001 From: Yingxi Li Date: Thu, 26 Jan 2023 16:44:28 +0800 Subject: [PATCH 11/12] add the finalized bikesharing problem and rst file --- docs/bikeshare.rst | 155 ++++++++++++++ simopt/models/bikesharing.py | 379 +++++++++++++++++++++-------------- 2 files changed, 378 insertions(+), 156 deletions(-) create mode 100644 docs/bikeshare.rst diff --git a/docs/bikeshare.rst b/docs/bikeshare.rst new file mode 100644 index 000000000..1dbb7ab26 --- /dev/null +++ b/docs/bikeshare.rst @@ -0,0 +1,155 @@ +Model: Bike Distribution in a Bike-Sharing System Optimization (BIKESHARE) +============================================================================= + +Description: +------------ +A bike-sharing system is a public transportation service where bikes are available for +shared used by individual users at low cost. Thousands of cities throughout the world +nowadays have incorporated a city-wise bike-sharing system. The model simulates a docking +system, where users are allowed to rent from a dock (i.e. a bike rack) and return at any +docks within the system. + +Let there be a square grid of dimension :math:`d` and thus :math:`d^2` number of bike +docks. Let :math:`p_e` be the penalty incurred each time a renter finds a dock empty, and +:math:`p_f` be the penalty incurred each time a user wants to return a bike and finds it +full. + +Let :math:`x_1, x_2,..., x_{d^2}` be the number of bikes at each station, corresponding to +station 1 to station :math:`d^2`. + +Users (bike-riders) arrive at station :math:`i` following a nonhomogenous Poisson process +with morning rate :math:`\lambda^j_1`, mid-day rate :math:`\lambda^j_2`, and evening rate +:math:`\lambda^j_3` users per hour. Each replication simulates a day of service, where day +length :math:`T = 16` hours. In the first 5 hours, each station follows the morning +arrival rates; in the second 6 hours, each station follows the noon arrival rates; and in +the last 5 hours the evening rates. This is a model the morning and evening rush during +a typically working day in a metropolitan city. + +Sources of Randomness: +---------------------- +Users arrives at each station independently following a nonhomogenous Poisson process with +a piece-wise constant lambda function. The ride time of each user follows a gamma distribution +in proportion to the Manhattan distance between the source station and the destination +station of the user. The destination is generated randomly with probability in proportion +to how small the current arrival rate is (i.e., we convert the arrival rates of all stations +to a probability distribution by first taking in inverse of each arrival rate and then normalizing +it such that they sum up to 1). + + +Model Factors: +-------------- +* map_dim: Dimsion of the squared grid city map. + + * Default: 5 + +* num_bikes: Total number of bikes in the city. + + * Default: 375 + +* num_bike_start: (decision var) Number of bikes at each station at the beginning of the day. + + * Default: tuple([15] * 25) + +* day_length: The length of a day in operation in hours. + + * Default: 16 + +* station_capacities: The capacity of each corresponding stations. + + * Default: 18 + +* empty_penalty_constant: The per-time penalty rate for when when a rider borrowing finds a station with no bike. + + * Default: 50.0 + +* full_penalty_constant: The per-time penalty rate for when a rider returning a bike finds a station full. + * Default: 50.0 + +* gamma_mean_const: Scaler constant for the mean time it takes the user to return the bike. + + * Default: 1/3 + +* gamma_variance_const: Scaler constant for the variance of time it takes the user to return the bike. + + * Default: 1/2 + + +Respones: +--------- +* penalty: The total penalty incurred during the operation day. + + +References: +=========== +N/A + + +Optimization Problem: Maximize Profit (IRONORE-1) +================================================= + +Decision Variables: +------------------- +* num_bike_start + +Objectives: +----------- +Minimize penalty over day_length time periods. + +Constraints: +------------ +All decision variables should be non-negative and less than capacity. + +Problem Factors: +---------------- +* budget: Max # of replications for a solver to take + + * Default: 1000 + +Fixed Model Factors: +-------------------- +* N/A + +Starting Solution: +------------------ +* initial_solution: :math:`[15, 15, 15, ..., 15]` + +Random Solutions: +----------------- +* :math:`x_1`: Sample an lognormal random variate with 2.5- and 97.5-percentiles of 10 and 200. + +Optimal Solution: +----------------- +This problem cannot be solved exactly. However, we could get some hint on where the optimal solution +might lie using our gradient approximation. + +Because our goal is to minimize the number of times where rider cannot grab or return a bike due to +a station having no bike or full, we constructed a psuedo-gradeint :math:`g` with elements +:math:`g_1, g_2,..., g_{d^2}`. For each station :math:`i`, let :math:`n^full_i` denote the number of +times during a simulation day where a rider returning a bike finds their destination full, and +:math:`n^empty_i` denote the number of times during a simulation day where a rider grabbing a bike finds +no bike at source station. Let :math:`g_i` = :math:`n^full_i` - :math:`n^empty_i` for each station +:math:`i`. + +Using this gradient, we adapted ADAM such that it outputs integer solution within our constraint domain. +Through our experiments, the integer-ADAM converges to a visualizable optimal as shown below: + +.. image:: bikeshare.png + :alt: The optimizal solution visualization for the BIKESHARE problem has failed to display + :width: 400 + +On the left is the optimal bike distribution found by ADAM, and on the right is the arrival rates at +the start of the day (later in the day the arrival rates flips, see above for the formulation description). +By intuition, we could see that the integer-ADAM gives us a solution that is close to what we think +to be optimal, with a lot of bikes at stations with high arrival rates and little bikes at stations with low +arrival rates. + +To check that the integer-ADAM solution is close to optimal (i.e. whether the psuedo-gradient is good +enough), we hypothesized that the optimal solution should be symmetric around the center of the grid +as the arrival rates are. We then do a grid search over all possible solutions in a 5-by-5 grid. It turns out +that the integer-ADAM solution is within 0.5% percent the grid-search optimal. Our problem is thus fully-tested, +and the psuedo-gradient is also provided as the problem gradient for other testing purposes. + + +Optimal Objective Function Value: +--------------------------------- +Unknown diff --git a/simopt/models/bikesharing.py b/simopt/models/bikesharing.py index 5aff34c36..4687f18cc 100644 --- a/simopt/models/bikesharing.py +++ b/simopt/models/bikesharing.py @@ -8,16 +8,15 @@ import numpy as np import copy from scipy.spatial import distance_matrix - -import heapq +from decimal import * from ..base import Model, Problem class BikeShare(Model): """ - A model that simulates a day of bike sharing program. Returns the - total cost of distribution, total penalty incurred during the operation hours. + A model that simulates a day of bike sharing program. Returns + total penalty incurred during the operation hours. Attributes ---------- @@ -51,27 +50,21 @@ def __init__(self, fixed_factors=None): self.n_responses = 1 # TODO: modify if more responses are added self.factors = fixed_factors - locations = [[i, j] for i in range(15) for j in range(15)] - dist_mat = distance_matrix(locations, locations, p=1) - - # locations = [[i, j] for i in range(2) for j in range(2)] - # dist_mat = distance_matrix(locations, locations, p=1) - self.specifications = { "map_dim":{ "description": "dimsion of the grid map", "datatype": int, - "default": 15 + "default": 5 }, "num_bikes": { "description": "total number of bikes in the city", "datatype": int, - "default": 3200 + "default": 375 #3200 }, "num_bikes_start":{ "description": "(decision var) number of bikes to start at each station at the beginning of the day", "datatype": list, - "default": [14] * 175 + [15] * 50 + "default": tuple([15] * 25) }, "day_length": { "description": "the length of a day in operation in hours", @@ -81,7 +74,7 @@ def __init__(self, fixed_factors=None): "station_capacities": { "description": "the capacity of each corresponding stations", "datatype": list, - "default": [20] * 225 + "default": 18 }, "empty_penalty_constant": { "description": "the penalty constant for when a station has no bike", @@ -93,11 +86,6 @@ def __init__(self, fixed_factors=None): "datatype": float, "default": 50.0 }, - "arrival_rates": { - "description": "user arrival rates to each corresponding stations (in this model, we assume a homogeneous Poisson process for each station)", - "datatype": list, - "default": [1/6] * 225 # mean interarrival time = 10min for each station - }, "gamma_mean_const": { "description": "scalar for the mean time it takes the user to return the bike", "datatype": float, @@ -106,7 +94,7 @@ def __init__(self, fixed_factors=None): "gamma_variance_const": { "description": "scalar for the variance of time it takes the user to return the bike", "datatype": float, - "default": 1/144 + "default": 1/12 }, "gamma_mean_const_s": { "description": "mean time it takes the user to return bike to the same station", @@ -122,11 +110,6 @@ def __init__(self, fixed_factors=None): "description": "constant multiple for the cost of rebalancing bikes", "datatype": float, "default": 5 - }, - "distance": { - "description": "An s x s matrix containing distance from each pair of stations", - "datatype": list, - "default": dist_mat } } @@ -138,13 +121,11 @@ def __init__(self, fixed_factors=None): "station_capacities": self.check_station_capacities, "empty_penalty_constant": self.check_empty_penalty_constant, "full_penalty_constant": self.check_full_penalty_constant, - "arrival_rates": self.check_arrival_rates, "gamma_mean_const": self.check_gamma_mean_const, "gamma_variance_const": self.check_gamma_variance_const, "gamma_mean_const_s": self.check_gamma_mean_const_s, "gamma_variance_const_s": self.check_gamma_variance_const_s, - "rebalancing_constant": self.check_rebalancing_constant, - "distance": self.check_distance, + "rebalancing_constant": self.check_rebalancing_constant } # Set factors of the simulation model super().__init__(fixed_factors) @@ -163,7 +144,7 @@ def check_day_length(self): return self.factors["day_length"] >= 0 and self.factors["day_length"] <= 24 def check_station_capacities(self): - return all (cap >= 0 for cap in self.factors["station_capacities"]) + return self.factors["station_capacities"] >= 0 def check_empty_penalty_constant(self): return self.factors["empty_penalty_constant"] > 0 @@ -171,9 +152,6 @@ def check_empty_penalty_constant(self): def check_full_penalty_constant(self): return self.factors["full_penalty_constant"] > 0 - def check_arrival_rates(self): - return all(rates > 0 for rates in self.factors["arrival_rates"]) - def check_gamma_mean_const(self): return self.factors["gamma_mean_const"] > 0 @@ -189,8 +167,6 @@ def check_gamma_variance_const_s(self): def check_rebalancing_constant(self): return self.factors["rebalancing_constant"] > 0 - def check_distance(self): - return True # TODO: check distances def replicate(self, rng_list): """ @@ -208,153 +184,233 @@ def replicate(self, rng_list): "total cost" = The total operations cost over a running day """ - def gen_arrival_rate(alpha = 1/6): + def gen_arrival_rate(alpha = 4): """ Return the time-dependent arrival rates of bikeville in the morning, noon, and evening """ dim = self.factors["map_dim"] - morning = np.ones(size=(dim, dim)) - noon = np.ones(size=(dim, dim)) - evening = np.ones(size=(dim, dim)) - - for i in dim: - for j in dim: - morning[i, j] = alpha + (np.abs(i - dim/2) + np.abs(j - dim/2)) * (1/dim) - evening[i, j] = - (np.abs(i - dim/2) + np.abs(j - dim/2)) + morning = np.ones(shape=(dim, dim)) + noon = np.ones(shape=(dim, dim)) * 2 + evening = np.ones(shape=(dim, dim)) + + for i in range(dim): + for j in range(dim): + morning[i, j] = alpha * (np.abs(i - dim//2) + np.abs(j - dim//2)) / dim + evening[i, j] = alpha - alpha * (np.abs(i - dim//2) + np.abs(j - dim//2)) / dim + # print(morning, evening) + # print(morning, noon, evening) return morning.flatten(), noon.flatten(), evening.flatten() - - events = {0: "arrive", 1: "return"} # list of events: 0 indexing arrival and 1 indexing return + + def gen_distance(): + """ + Returns: + list[list]: adjacency matrix containing distance between + each pair of stations + """ + dim = self.factors["map_dim"] + locations = [[i, j] for i in range(dim) for j in range(dim)] + dist_mat = distance_matrix(locations, locations, p=1) + return dist_mat + + def alias_init(dist): + """ + Initialize the alias method (Adapted from Joe's implementation) + (referencing https://github.com/asmith26/Vose-Alias-Method/blob/main/vose_sampler/vose_sampler.py). + Parameters + --------- + dist : 'dictionary' + A probability distribution for discrete weighted random variables that maps the values to their probabilities. + Returns + ------- + table_prob: dictionary + table of probabilities + table_alias : dictionary + table of alias + """ + n = len(dist) + table_prob = {} + table_alias = {} + small = [] # stack for probabilities smaller that 1 + large = [] # stack for probabilities greater than or equal to 1 + + # Construct and sort the scaled probabilities into their appropriate stacks + for val, prob in dist.items(): + table_prob[val] = Decimal(prob) * n + if table_prob[val] < 1: + small.append(val) + else: + large.append(val) + + # Construct the probability and alias tables + while small and large: + l = small.pop() + g = large.pop() + table_alias[l] = g + table_prob[g] = (table_prob[g] + table_prob[l] - Decimal(1)) + if table_prob[g] < 1: + small.append(g) + else: + large.append(g) + + # The remaining outcomes (of one stack) must have probability 1 + while large: + table_prob[large.pop()] = Decimal(1) + + while small: + table_prob[small.pop()] = Decimal(1) + return table_prob, table_alias + + + def alias(table_prob, table_alias): + """Generate a discrete random variate in constant time. + Parameters + --------- + table_prob : dictionary + table of probabilities + table_alias : dictionary + table of alias + Returns + ------- + int + a discrete random variate from the specified distribution. + """ + # Determine which column of table_prob to inspect + i = int(np.floor(np.random.rand() * len(table_prob))) + # Determine which outcome to pick in that column + if np.random.rand() < table_prob[i]: + return i + else: + return table_alias[i] t = 0 - event_list = [] # [time, event, station] - - # print(self.factors["num_bikes_start"]) - num_bikes = copy.deepcopy(self.factors["num_bikes_start"]) - target_num_bikes = copy.deepcopy(self.factors["num_bikes_start"]) - capacity = self.factors["station_capacities"] - arrival_rates = self.factors["arrival_rates"] - + event_list = [] # [time, event, station]; event: 0 indexing arrival and 1 indexing return + num_stations = self.factors["map_dim"] ** 2 - # switches indicating whether a station is empty or full or not - empty_since = [-1] * num_stations - full_since = [-1] * num_stations - penalty_full = 0 - penalty_empty = 0 + num_bikes = np.array(copy.deepcopy(self.factors["num_bikes_start"])) + capacity = [self.factors["station_capacities"]] * num_stations + morning_arrival_rates, arrival_rates, evening_arrival_rates = gen_arrival_rate() + distance = gen_distance() + + # Generate prob for alias method + morning_prob, evening_prob = {}, {} + norm_morn = morning_arrival_rates/sum(morning_arrival_rates) + norm_even = evening_arrival_rates/sum(evening_arrival_rates) + for i in range(len(arrival_rates)): + morning_prob[i] = norm_even[i] + evening_prob[i] = norm_morn[i] + morn_table_prob, morn_table_alias = alias_init(morning_prob) + even_table_prob, even_table_alias = alias_init(evening_prob) + + # Generate morning, mid-day, evening division + day_length = self.factors["day_length"] + morning = int(day_length * (1/3)) + mid_day = morning * 2 + + empty_count = 0 # Number of times a customer arrives and find station empty + full_count = 0 # Number of times a customer returns and find station full + grad = [0] * num_stations - # Generate the first event for each station in a day - for i, rate in enumerate(arrival_rates): + # Generate the first arrival event for each station in a day + for i, rate in enumerate(morning_arrival_rates): int_arr_time = rng_list[3].expovariate(rate) event_list.append([int_arr_time, 0, i]) - # Simulate a working day + # Simulate a work day while t <= self.factors["day_length"]: event_list.sort(key = lambda x:x[0]) - # print("events:", event_list) - # print("full since", full_since) - # print("empty since", empty_since) - # print("num bikes", num_bikes) - t, event, station = event_list.pop(0) - # print(t, events[event], station) # Arrival Event if event == 0: # No bikes in the station - if num_bikes[station] -1 < 1: - num_bikes[station] -= 1 - empty_since[station] = t # customer is lost, start counting penalty hours - elif num_bikes[station] == capacity[station]: - assert full_since[station] >= 0 - penalty_full += self.factors["full_penalty_constant"] * (t - full_since[station]) - full_since[station] = -1 + if num_bikes[station] < 1: + empty_count += 1 # customer is lost, empty count increment + grad[station] -= 1 else: num_bikes[station] -= 1 - station_to = int(rng_list[0].random() * num_stations) + if t < morning: + station_to = alias(morn_table_prob, morn_table_alias) + elif t < mid_day: + station_to = int(rng_list[0].random() * num_stations) if int(rng_list[0].random() * num_stations) < num_stations else num_stations - 1 + else: + station_to = alias(even_table_prob, even_table_alias) if station_to != station: - dist = self.factors["distance"][station][station_to] - mean = self.factors["gamma_mean_const"] * dist - var = self.factors["gamma_variance_const"] * dist - time_out = dist * rng_list[1].gammavariate(mean**2/var * 0.0001, mean/var) #TODO: check if this is correct - print(time_out) + dist = distance[station][station_to] + mean = self.factors["gamma_mean_const"] + var = self.factors["gamma_variance_const"] + time_out = dist * rng_list[1].gammavariate(mean**2/var, var/mean) else: mean = self.factors["gamma_mean_const_s"] var = self.factors["gamma_variance_const_s"] - time_out = rng_list[2].gammavariate(mean**2/var * 0.0001, mean/var) - # print("return time:", t + time_out) + time_out = rng_list[1].gammavariate(mean**2/var, var/mean) if (t + time_out) < self.factors["day_length"]: event_list.append([t+time_out, 1, station_to]) - # Generate the next arrival for this station - int_arr_time = rng_list[3].expovariate(arrival_rates[station]) - + # Different arrival rates during the day + if t <= morning: + int_arr_time = rng_list[3].expovariate(morning_arrival_rates[station]) + elif t <= mid_day: + int_arr_time = rng_list[3].expovariate(arrival_rates[station]) + else: + int_arr_time = rng_list[3].expovariate(evening_arrival_rates[station]) event_list.append([t+int_arr_time, 0, station]) # Return Event if event == 1: - if num_bikes[station] + 1 == capacity[station]: - num_bikes[station] += 1 - full_since[station] = t - elif full_since[station] >= 0: - dist = self.factors["distance"][station][station_to] + try: + assert num_bikes[station] <= capacity[station] + except: # Debug check + print(num_bikes) + 1/0 + if num_bikes[station] == capacity[station]: + full_count += 1 + grad[station] += 1 + new_station_to = station + 1 if station < num_stations/2 else station - 1 + assert new_station_to < num_stations + dist = distance[station][new_station_to] mean = self.factors["gamma_mean_const"] * dist var = self.factors["gamma_variance_const"] * dist - time_out = dist * rng_list[1].gammavariate(mean**2/var * 0.0001, mean/var) - station_to = station + 1 - event_list.append([t+time_out, 1, station_to]) - elif num_bikes[station] == 0: - assert empty_since[station] >= 0 - penalty_empty += self.factors["empty_penalty_constant"] * (t - empty_since[station]) - empty_since[station] = -1 + time_out = dist * rng_list[1].gammavariate(mean**2/var, var/mean) + event_list.append([t+time_out, 1, new_station_to]) else: num_bikes[station] += 1 - print("End simulation, start surplus calculation") - # print(self.factors["num_bikes_start"]) - # print("target", target_num_bikes) - distribution_cost = 0 - surplus_pointer = 0 - lack_pointer = 0 - - # print(num_bikes, len(num_bikes), sum(num_bikes), self.factors["num_bikes_start"]) - print("Num bikes", sum(num_bikes)) - # Calculate the redistribution cost - while surplus_pointer < num_stations and lack_pointer < num_stations: - print("surplus pointer", surplus_pointer) - if num_bikes[surplus_pointer] > target_num_bikes[surplus_pointer]: - surplus = num_bikes[surplus_pointer] - target_num_bikes[surplus_pointer] - print("surplus", surplus) - while surplus > 0 and lack_pointer < num_stations: - print("lack pointer", lack_pointer) - print(num_bikes[lack_pointer], target_num_bikes[lack_pointer]) - if num_bikes[lack_pointer] < target_num_bikes[lack_pointer]: - need = target_num_bikes[lack_pointer] - num_bikes[lack_pointer] - print("need", need) - # station needs more than the surplus - if need >= surplus: - num_distribute = surplus - surplus = 0 - num_bikes[lack_pointer] += surplus - else: - num_distribute = need - surplus -= need - lack_pointer += 1 - print("debug checker", self.factors["distance"][surplus_pointer][lack_pointer], num_distribute) - print("* redistribution cost", self.factors["distance"][surplus_pointer][lack_pointer] * \ - self.factors["rebalancing_constant"] * num_distribute) - distribution_cost += self.factors["distance"][surplus_pointer][lack_pointer] * \ - self.factors["rebalancing_constant"] * num_distribute - else: - lack_pointer += 1 - surplus_pointer += 1 - penalty = penalty_empty + penalty_full - - print(penalty, distribution_cost) - - responses = {"cost": penalty + distribution_cost} - gradient = {} # TODO: implement gradient - + ##### We have decided to ignore the distribution cost for now + ##### If needed, please comment this section back + # # Calculate the redistribution cost + # distribution_cost = 0 + # surplus_pointer = 0 + # lack_pointer = 0 + # while surplus_pointer < num_stations and lack_pointer < num_stations: + # if num_bikes[surplus_pointer] > target_num_bikes[surplus_pointer]: + # surplus = num_bikes[surplus_pointer] - target_num_bikes[surplus_pointer] + # while surplus > 0 and lack_pointer < num_stations: + # if num_bikes[lack_pointer] < target_num_bikes[lack_pointer]: + # need = target_num_bikes[lack_pointer] - num_bikes[lack_pointer] + # # station needs more than the surplus + # if need >= surplus: + # num_distribute = surplus + # surplus = 0 + # num_bikes[lack_pointer] += surplus + # else: + # num_distribute = need + # surplus -= need + # lack_pointer += 1 + # distribution_cost += distance[surplus_pointer][lack_pointer] * \ + # self.factors["rebalancing_constant"] * num_distribute + # else: + # lack_pointer += 1 + # surplus_pointer += 1 + + empty_penalty = self.factors["empty_penalty_constant"] + full_penalty = self.factors["full_penalty_constant"] + penalty = empty_penalty * empty_count + full_penalty * full_count + + responses = {"cost": penalty} + gradient = {"cost": {"num_bikes_start": grad}} + return responses, gradient @@ -432,15 +488,12 @@ def __init__(self, name="BIKESHARE-1", fixed_factors=None, model_fixed_factors=N if model_fixed_factors is None: model_fixed_factors = {} self.name = name - # self.dim = 225 self.n_objectives = 1 self.n_stochastic_constraints = 0 self.minmax = (-1,) self.constraint_type = "deterministic" self.variable_type = "discrete" - # self.lower_bounds = tuple(np.zeros(225)) - # self.upper_bounds = tuple([30] * 225) - self.gradient_available = False + self.gradient_available = True self.optimal_value = None self.optimal_solution = None self.model_default_factors = {} @@ -450,14 +503,13 @@ def __init__(self, name="BIKESHARE-1", fixed_factors=None, model_fixed_factors=N "initial_solution": { "description": "initial solution", "datatype": tuple, - "default": tuple([14] * 175 + [15] * 50) + "default": tuple([15] * 25) }, "budget": { "description": "max # of replications for a solver to take", "datatype": int, "default": 1000 - }, - "": {} + } } self.check_factor_list = { "initial_solution": self.check_initial_solution, @@ -467,9 +519,9 @@ def __init__(self, name="BIKESHARE-1", fixed_factors=None, model_fixed_factors=N # Instantiate model with fixed factors and overwritten defaults. self.model = BikeShare(self.model_fixed_factors) - self.dim = self.model.factors["num_bikes"] - self.lower_bounds = tuple(np.zeros(self.model.factors["num_bikes"])) - self.upper_bounds = tuple("station_capacities") + self.dim = self.model.factors["map_dim"]**2 + self.lower_bounds = tuple(np.zeros(self.dim)) + self.upper_bounds = tuple(self.model.factors["station_capacities"] * np.ones(self.dim)) def vector_to_factor_dict(self, vector): """ @@ -486,7 +538,7 @@ def vector_to_factor_dict(self, vector): dictionary with factor keys and associated values """ factor_dict = { - "num_bikes_start": vector[0] + "num_bikes_start": vector } return factor_dict @@ -561,7 +613,7 @@ def deterministic_objectives_and_gradients(self, x): vector of gradients of deterministic components of objectives """ det_objectives = (0,) - det_objectives_gradients = ((0),) # TODO: debug checks + det_objectives_gradients = ((0,) * self.dim, ) return det_objectives, det_objectives_gradients def deterministic_stochastic_constraints_and_gradients(self, x): @@ -619,5 +671,20 @@ def get_random_solution(self, rand_sol_rng): x : tuple vector of decision variables """ - x = tuple(rand_sol_rng.integer_random_from_simplex(self.model.factors["map_dim"]**2, self.model.factors["num_bikes"])) - return x \ No newline at end of file + x = rand_sol_rng.integer_random_vector_from_simplex(self.model.factors["map_dim"]**2, self.model.factors["num_bikes"]) + + capacity = self.model.factors["station_capacities"] + surplus = 0 + for i, num in enumerate(x): + if num > capacity[i]: + surplus += num - capacity[i] + x[i] = capacity[i] + + rand_x = np.random.permutation(len(x)) + for i in rand_x: + if surplus <= 0: + break + elif x[i] < capacity[i]: + surplus = surplus - (capacity[i] - x[i]) + x[i] = capacity[i] + min(0, surplus) + return tuple(x) \ No newline at end of file From 9abb352365abcc7348699f6221bc18b9d1ead278 Mon Sep 17 00:00:00 2001 From: Yingxi Li Date: Thu, 26 Jan 2023 16:46:02 +0800 Subject: [PATCH 12/12] add directory and files for bikeshare --- docs/bikeshare.png | Bin 0 -> 523580 bytes simopt/directory.py | 13 +++++++++---- 2 files changed, 9 insertions(+), 4 deletions(-) create mode 100644 docs/bikeshare.png diff --git a/docs/bikeshare.png b/docs/bikeshare.png new file mode 100644 index 0000000000000000000000000000000000000000..b5deabca79e1e6d39f6a6c29fac9cee6b2ec3794 GIT binary patch literal 523580 zcmZsC19+s%((ptZ+t$XmCfGRH*xJ~(u}L=B*xcB*ZQHhO>(4p&e&79`bN{!Vo~}l9 zRd-Ew*Hpg~EGHud4}${(007`6#Dx_A0EkHd0CX4X%V!PZZ_Hc(0FK{GNJvgXNQg+z z-p1I>(g*+$4~|!bR8t(nNY{*s5)gzYA|ksb51Iui2%3WAVs?p&gZ@I%7nG~Y356;D zL8~jIDuTvCgKM^kkRHrX@CI~LQEVXf8zbJ?)*g?li3+^QDvNA=}Jpao_iP;T= z0s%mrwinxzih*z&46vyTtja|KWT!TyDp4jFEdDG9Cx^Q7yFy9^Zpl6qLl_}0q#krX z84L`26k_(DuI&OiF`3s(lvF{geS#+}WR?jb`~&fn+rtKHiF@Q#O3xKF5P0!?qBP?& zQoc!`Rm#zfTsZnTz2noXzr^Dw2DdGpZ+}J#V=zo?z-+tvQqqbSMWP!?3hpSs8$C_? zKI!Au1f-gxud61dVU?F6&Uf!nU;lRKqK6eO%>}{tb#$EV)Oz&WMA}=eG69uW@RL07 zZ)Bv@=E5ily3tpDZww$}kQ&z%IHjkPlnd{Rh28Q~I^Id%?p_o&N_VwG;2=>+Mr;Qc z24RQ#0!QRe2Zr_&kI3@G?9f+rI9;w20woFpyi=kNE=*khHfWOx1kInH7zJ>&*+?W( z0YLlqenM0NT2=Fx>^_?7p#bh~pI+R?nrlhPALc)r zf3#D+z(B{tIF>;cm-!KN2gqGj}t}jBb@9xNDuGR!@H9H&} z-T|E#u0B2=TNhfrc7S{Lu7Qt9m+=T_e*9xVDo<~$L`WPSJwMW>rXVVxSzsrc8YmAZ zq3R~I=QkoK5M-h+U;UIA35+w~7n;DOKxaBF=0#dh+U1b^lO&LBU)%sVi!0au_{PFv^Hq5iyD%JQ%G;_x18A{Pd+S2IwkCg_a{I` zICQG%ki?NqBm7+WWGePhqK~K7N{E7k1%aTX1R?H94Oq4L_2yjBs z-;95vM3RIl$&`@lQ4mmMdQ6H!FC)ai9-~?XYhS8Mk?kWDpkSgbAiJQ-BCP~R26=r& z8H(B!zb5UAYRnZ>pfZCuqd4L`f+-5U{U-fmOlnM-PKi!hI#(rIC97WOENL0NuE0EF zNW;*g8j&k-ltPx6f!v0eBbp()WiW$k8BH^UkSsbzC|O!vx+o_#e>JaFURAY0?m;C| z5wmzgL8q);>@D>f>@E_A8wUZ$GQ0|hIa~y1g;mCMb=p-ZPr<6tcb3(h*a^8V&^^RG zgUNfyfwTv`?Vj2RBE4y_Dk7rQvuU5l@bcT{%xP!(etQLBbMmV z$9@^pj7FsJnjA8zg#r7`MPYLmRu_S*TE^`|tz)k>0c9dFBEfyup&kin-}8;~_h3eh zN3>~JO5{~$O3llxHDk+?=a=S7N+&cr8mj6fs*+7+bZahE$-5{hE&^GdOnx~u(;4MZI&8Z4SW z@~vrih;s;b@V^<^Qt6oqWWe`!e&oPJOavy<(YuHqh6Q2CGiRIiTBt&*rd#BluyGV? z7OqG&h&HI6N1TH`+?{jq9unjL_uW`MJnwF=<6P(6oITXt@;sE?oEV*wt40Gx9oE4w zh%S=X#aj8FU7yjOPj8+^7KS($Tz+5FMAwr-kT!&Q?wV{3+^y^`98FxxK5QIrVCxce z!WSaAVwqwOBCg^*#u-fv>zx_4!P!H{faAltPu%Otnq)xr`}O#Z_^k*!3dRV|2d*O4 zL5;zb!Jon3K&9X~lcXXMV7Ifj`Wtj_*_m^;A!{SgkZO>yk)V<+i1LNm2gL}pg$s&_ zglX^{Th}_(QZ^HR>9y5Q7+4Lh3s1xH;Ece+#8t(9`06eETKiZ7eftXXHYCTR8=h?Mdcw)KXSbqK1bX#tYTTSH8A+c%EwQQ7~H5_X+J%}8~O8YNFuzg8!hIGI2isv15(Ep^v*t8#5|;o7es^zT}aoK1WmT1l%& z$Vm4Q&m|p3uR}}1kfJxmd= zRAZsCSbA1NRpVgtp}nn8UAlXg8pkE=AiY2S=jAZ5QpfzeSzgR^gj@R!`{=*{>_G#a zt!AZhR|B*6Qh8m5A~~R zu@N!43Y{)B`TFg%VQ88O)kalIH4$|(&ABFSbEh4g61MO2p6V%W_wGh=d*{?U#SqFD z3s(z2)Cn8gt^J1rui-P;VK~-T(dvuZm-CzTS?nC9_9--D8dBfFpESo*a?18JJFHQy zPF4vz+Vc8K@{NCAMfBB~mX+3f94w|KxR*xG)ZgTM<$im2k1N4p z?HqP?*gDklbgHsmrrHo{?bFV3Lce9b#9QWp{t$kl`l0tRa4s`3o`dK|Sj#8n>Uw~D zF%>#6J)qOP&zHql7=9Bnwe)Cd|7)V&}W9SWhq1v07nTTzVYA<~^|EN3C z+-+!idwP4*FaK5Yh~B9y#KHpN+6E6Wrv^AS^5=xfpMRhQQa+TzfWM=voFk*}Lkr-) z`b3`i`f%U_PM1I%bmVj#XaQA90F*Y6<9+tUFZbplUU{oQwuF^TyB4C}UmiK~R~_D? z9wtnPRGlFCGd>^^LOq3k2dcAt{-OvmQj;*2mIhFN;!pr^5F7x+CkFDF_&{*~7Z(Mg z1c3cr4+;SMHUohFyN}Fg{?`-rnf{{rR}K~v2!Q-7p?oISOwj-74KbMs_CGl2?q?g| zo1&0}#AmK(U~gn(?Oh!zb#%1lW?*n}aiMo%p|`O&VPN9o z;$mQAW?*Kf`|LsI;AZWp=SpYoK>Dvi{%0IvBL@R}Gh0V98*8G!#?{leadPA(A^D5Z z|33ec)5z8AKb))`{ynYF2{QcE!oWn&$nd{of06?Ks^yk5b2YM57dEr{T(eIed>pKd zz`y(dSId7m{vS%U|4=fqa&rD((*M)+Pf}$EBYPnmt52SeeE-qczlr~E9Z6PzHUG{dJQAZZ~@!H)?}q183d;g3UW;K*n%|A+&Oz*gcJE2#X%I z@@clDf!S1ANipW|j8Qqz_RbxRIHKTsW9nvU*dLrZT~f22#~>-EAt$?}YFyEW>o78@GuM`t+XyR zE?9+l;1z8!PaLH0e6x2Z6d zZF!pi7LK?9fSh=DoBLlhtn=s}X`fjT*nLj3q>vQ~rcN(T(Gf`DzcjyC)mNBhY}OER z-UX>svRMhN|J^>vLmIhY?t84IbWw8JxPyhRrBgHSZyxb>T0?S4HMh`;HlQF^5Mf@( z{Pxy9qBv`iO^tohXt&cBMO-9yT0}I&`9H*)L z@QVg$2rQ18+iP00B%-5Q0+A|GdjD-!PA-|AhlF14iPxh0{VMU)3ybEzN9{H>asow& z!yZ=V1R+eICr8rX1*6vX}Ki|DzMzsPhsro`Q6YPB4}GvBHMPmwiL zXYhlS_J8mkRUT$YpF@Vuu-BuzBm=Z38u$sK6%2 zp!2y&2t=vF`0wjN7U>a-Hn*WPFB{V1)nTuz*~c3;zs8^9;>HWgAQP*w(`6%XT#>Qk zgV1exc{;JR_eZCa77g|Al`u(wg89jvIyoBUxOkQ8hPskWN1@zY)={_N?V4TYj!f1b zwxXn=5c6T;Rn<8dD&S`G9Fr3$VOd&mE+F*5D-gy*b|GsvGSSc;9XvrA=|VIvMsb4_h%6 zKj|Of>V;342pB7P#rz?!#fEj|3mXe-L^#J=4Sf{&)aVG+e`ro<7h#FBl79CLlG&$324z*>qZAS8vXLzLQCJg81ExYYt;w65Viw9ZPj_2T6O zhg(hu!r!nsV_I&`?)3%k^c`Gbj)#(+<81G;m)%+1`8DCX=D3!KvY#DrJI$=}LZo8t zc^T_6kHW4kThx7j8^vbVAoYAtzw{%oOA}L6f6Ggp0A}HEigPozMe39!m9ko~7A^k{ z9fr@KS=757DD1-7Jv^gyHbm`)zp*Pq3Y(gH*GlbgTxZW^xT;&;y<%qHZ=$!~V9vHC zK>)?6ecjgO>&`nHoHd60Cuo0%9EKP^6nbOPk^`59N>Y;#c`Q}5ro`#P*6VSN#`FXm zmp9K{tL|xF!+8$e>=cypU(=WM03)Odr`w_DE(*+-PjxUvT?lMKt0pDE%E5a;-T)Ze zVJ>~CsV6y?oI%3P_8_tWd4bl~W@XEzlD)KiMA8ZSNk1Qi-t-o{;oBq!x| zUO|d`XrgcTb!w+WXTmz+YI|HbRv{Q$N6RK#+V_h!-wfYQB~58$AI*!xNAAMf^IY3r zsmAR>UJ2}sl*i0RvSgH$HeOtJo*k1wPUYRW*wNJM@23xe986(ssK)UX+~GwzA6Z&YIBR^=4*|OzW=KN;lc5Sk1wM zNf@Z5p6TF`hUR2Pe5xPL_i6M&|F+Cw=#yYjYu6u+qj8OQg*khVGg*A;!JS#Pj8xhaB;!k}&?qn~+;YgdQLabF_DXnk14FKWq&K_l-FRueV-sH`-)W zb9d{3Zo~jh8DW~2xdb7S#5@RUdy_bF<$DK1p1pVV9V6rl6ua$4#vxH3}AGQ{!tAeC(w1^*ZAOG+UO2+NKPXIQj z%%+Zka>MKx8D3Z9E(}qb+0S~ zX)U7(Fhyk4Xi;%I4f`R~Hd0egibw+8!O*w#mZ6zFfzsq(z5^8DQJzFS=P1~|CFyEk z*U}4SzeS$8jQdZwup8&Pshl#ZJdN@@dJrh-XO-yIA##ZFICd>Ieot4^HU;3PgBudY z8KL85x(v7pq=TByg!DUP=_X+)!|Mn^ix-j6-6R@df4;ri}Chu8L$}MttZFAI>s~u;(~Ivk4zCU z^)o}Aed2R2QtUBmMPHB1C2F}~re|72e4+y+*A}^?oy@wli5Zv&pgJiqX?oA^(S zg~hyGlGvx2jEbdKad>QVPWO8vHL%y0WSVnF@s7)tH0L>=wMtt1%6_Hl5I|#=QZNTp$*<WgV@^!#AiJ~uN?); z#kNSNu4u#oi>~%5s+fy`yi@ow2P!00ePxV_pa*QyudqJAHNt zBzbeZX{8>PRyu{yq15*_68Yz!g(@g=6ardneG-1bMQ$24?t|a?o$Nd5O^dM)L3&vT zUJzD`(A5w4VMZKDV@AuSp{B`M=z5fF=8z>wltSRU)we`fFR{WaRdDLd8s;=?uF#p1 z=Pk=B%!xL&u*BM;FssC{R|q1B+#4XC=F>(&O5z0OinI1*!gJ4*TUF>7n2%q4i;K<3 z>Wi8e*tJge#QSF0mmfF}$|vb%alZj0X+U{23sjE3tZZeHTO26G2p6*Y)ecFGR7OA? z2Ym(m6yZ`mt51*uQh166oOrIoIdGwSP$Z^U@k_yD7RndJFljNO`7X9VHy~s-P*wz6 z-R9_4h7KY~EftAL#qE$%210|j?cQO|@)$uX+~Ibg35T5}X_{wP$VMsdcUn1RX(XZ; z#Vw~j=Hg}@OhsO)E5slqa#c zwTh!SkA>mC*|e+plF_%yY(8(+abr#{?KEZl!?{YrcTK~uoOnt>za_l7$p$BGMXI!Y zN+)$|mN0SH7s5n3VNP=6N8AajKdp7YJ}WVTtery6yXguGS8jlJ$`Mzqh%GuFXi}*H z4YlY2tF_>8AhK}*vPVoYh5p$A((yBI13NpLIwgOa?`W1iP=BjAx;g>MO9&9_{u0}@ zEjDSx?gJRz@29&fSOsuCE%MfvAKN8qD-uGfx0r!goPAqq`GbmF@m{BKVlZaarcV0C z7O1^?V&)u9js~+!H=LEy)&JWnB0_3b^+`hn-!1Gox4Jw|jg1zMt$#cq@k2wz`qgu? z3?o~aHGn;2+XeAYwXOD9YSf;(c1h-G2_r1f3t_RDxNG8G17gCJ{_d^Tc!c|>^s~mV4MnRYq&6Bji=wF#bXATf9(|g?y5Jy_ztmRicS1 z;#e!_yH! z3=mR^29`MMeshJGNdqXx^^|~EE^1lSs-*@yg0Gu{?Nika8$5{5OS$wh)X6knY`CRZ zZeh&bz(oy9=3E&QQ8MbCAp!bRmhA1ILTx>zY4egWuht_RX8L|Gcaw@pH?jFp!ko}u zYBglBivj`NSp*R!Rjoz3T+1<`@^nP^{`$ooosyyIL`ce!Krap&>9qP%=*7DrAW0k{ z70Bt1qAXRX5C|vSkzk1Q+~vJxQE2XP78l5`E7}U>-XC8h=VGvt`EfK{?OcETK^&v# zVU=Xh*)gCb8wFTl&5p{aw&*|Dn^xw~&Yv0FpnX9Wt5E(*OF2g9u8Mbxb#jVqCrqJn z+NWKTz>g)!=+SbP*0!GgP+Jb~A$PIIy`UwqVYT8o{$Bxz)^dbf!u6~XIS1|MTS~A! zl^nyH_l}@Zt}Ms_E#c!;GRs-I$7$`xw`u4EC(k})d36M_TevJ6%&$?$p7(e-R4G$U zm18inX$DF_B$SrEg_V>bIa-}Ue<{XjSbH5k!jxw5VngBQ&RT*?2SYTvoHj9_LHZe< zS6-MVWius(Ue2IAMo+L<8upyQi|3_*;jg2=R8otAgdNYf$TbZEO-d>?VWmIj z%t>OPsF09Oy+(33u5HuVGCc2xh{ZJT&?a8)hi-T4y?j80j6(DWLsyxVk7lCb$oJRO zLYi|AJMv#5gjv)=d?C$|+E|zDg}7lHP$76;U^C4=Q}{w)A8vp5mp&v_qT0WqFm**n zBj+1fR1Hmj%C7Xx+%EaIP)%pp{m8u3JJQpXOJUyYWZ5cA<1;rAw`B{|m0oH25A(=0 zRuDAX0Xij;v3OL`885d2-Gytu>3<23rKVH}wTjC?&^R23M(OQHUnsl!rnMj@!+3*m zt87#7|A{LoI1=$M3TgPX@|TN;N|(14+NB%lV`Hn~0Dlzw9>P@d69(E@&rz2eM=$C^+dLl-8=ZAv6-FsVt9^?8j z-d*(v)FF^OYUZZMi+Ds$8(F(@hh@KjX>^sp>C`W%DK zqeJBi#W*v?WeMn;hxj*qs>6qc#Tt8Ij3Px7Xgcv7FBP_e`BkNX*8Kvt`7U0z zG0tXOv^miz^2(03(9eMv4Kd|8YB3n}h!F#>P7(z%6=ktnDxhqU<7NTXQhn3Bnnoi( zn&um|fj^ULMv2&nz@o;_c9jEA_j)7A8nAytMGe^6!Lx$of$ty0Fxp1C=&Q>CvPFQD zR#SB)i%Rr#b?&*ZOU9WWf>OII2D3z{@&~UinEEao$A05$<0IFPdIKc_1m0c18U(} zgKp$_y!i@<$`>^Vw@~6*rjh=Q*jk@=Iu?oemKVlEtj?%{u?NdyOpz%LUWD%91W3AD z;#rnme}{~x9ABgMJy^CVTX*kry)8GRWQ-xTzt5GJl;Xs4B8BOCG6s0S6B1Z4HfJ6N z5yIjZ?qrq4LQkeomyVM>&-no0e057iE)zCZTR06SJC{pGzy#O42L$P2S>7G2Sq~;S zSaG!fpIjW*0#&#hfMtJbgpi2^d zV=aCVO+bD3xxd#5D;=rya!0L?EM)7>GjrtL zda?uJn7;C{$#l17c$1|LHEtLCjavWP!f!p5nvFrlF>JGG6@t*E0Y^o(qW&so8!YFD zDN*n-6(eWTn|xtQbvFsrT;y7!BrtMKTIM1F!QCdSKzo8tTSJ1-04it@tpx~_~W`9YS zF&lyLUsyQNXNsj1{L>3(LOSSi9#r{~$u9C>hkNOH-tp0_qs+HY&=RgUWUMFxd@N*=hTM=b)sJ)$@M6$v4y` z$#VL|%ettj%et=2K0)ETux?cQ-5)q)QGrBM*1U5AXNs6Vo)pJSY1MKw^fQW?S&Bz6 z^85~^c?T568jfJ;lXD>6qB{y0`w9WGF7)foy>;Y@@#vEEIHh@!;Ka%addqmt-#qDt zEZfhBlR5I>4ySOxVk0StM!15hXqQwv1t1E>Ht=t-yKfgAyD?^t`GML9szzgpO__Nl z08j9CXe})E@nv*{fvFo;Z9L?%WyQlmXLrM@9;#=`>9B`&xQglj! zUT;QacO>!sqaVkyaUeS$S#4YIC2%Z2u4yy~hyalFKdXj+OYp2EG9r+Y&wW0V9Y$TJ z4=y~`Nzs!~?Jo#tno}@(Zn#IMsrFvMw8S!%y5d*87~EMcu|cQ7%$UzRTKXLF^{ypWSU<1<4sY22wEmhD43x*JmzB6;*(-7#}yN=AUqvKI!cV+R*I(v6zSE+e8gZ(S*wL@#8hRgyEKl-UrZ<8+dIO1Dsw)K)J z%o1m60rb=u0Tu(**_nm1c8Vva_+Z>W!>E6iwZ$NpWuMAaPKq*arLC(htek$x9kClt zC?1AT%AdPHvue7bK*xnKqV>y2l>-t_GC}Eo2?r*A>3bBl3dEv=K{e0f{Z`VT5&kO- z8{j*&0iO{a%(#2Cf|BgGv`o+8R#Q6L@7fKTABkk<%MVaRe%VDv z6tm~$O`^suq|Ac{4|j4=mV(u< zuG~^>|grp=vN%l%pnA;7mjOh;1r7bprRCi zUK#LK3_ctr#6vh0_D~G(4|MW>nX4-szA0am*l^X{>fVmmChisy(UgZ93R}Xw**u0Q zL81wMM?^_d6(-kCcM!zmdN$1f(j?9cPj~OgD8PEpTq6C4L3!wYllZEPSabKnpi{cv z(&5^?R+xojat80j;v4YCR=9aIS^HH8vtw6KG`aw;=GIasQ=-*xH)^82HefK$_mjo5 zUJJ_+v*?q@AXrtkUzx*09QA)TOf6H8MR1y)dGH~|@q#QPwYHW~#oX90N1djCnBhDK z9rT{~s*ISQZUaP<mx*N!+fWm z7RQ~NsITh~oq%-=Z=|Tpe@&Xz0+uv#qy}F$-QfPWx-$~#!lpjD6Ck9@smpvl{ETt} z0j=C*xTb3|?{R%`_wQ@*q{~B7@n3xj%jMe`Yxvy{{Pq&Vl-R zC*7e`juRTfRN3F0uS+Z8kCgs2^_;Yx` zBT1SplQZpdnjw?l^U?O{SoOp9smJH8BGKm|oL{G0o2ShalWBdlDdle?ZIr^Fgdn7S z)~XN4SeX0z6mU92A*-!=pX~B^53uPq?MrdZXQzB#^S(>LU;jFZ_}+Qlw(-(7QfINC zEr0iP^|nVI2OOj0VBom$uqPeW@w`bH;dpb+tk_bOVl@$VB}rsoZuzi zOnd3-^VG)*^|b`ouR7q&7VSQhXv09#JMR7R(Tl^4nxxKl$E1J`*7cQ|F2pv)zW7v| z`(*;moTHh@p3OxRh8)PE42gh-n(|GN9Rhp$N`%S|=_=A_Ry#fjsVqiLWYE;UGlh!M zcj+2Q4Ds^q@P;vez{=rpsq~T#j_YWl&D%JZkvsld+_grXfn572q8hX)@Li;EMX&Pm zdGv65wh-q~xY`2Jptm^tq*`cck{$9LR5V1u3u6Upj?%hBvFhg$$EZ6f$MzQ6U*Qm?$B;iM%Ai`*eaE zXGY-nu%zZdbiQlzt2EwiWY|ngYM0)SOlKES0#IrO#&4GPIUySeIgk=I#X3~+J#Xuf z-vb;VW5i|!qEptJBD%l*HjqOAqh)twMncaUT};9-?$M`t6xWQ1-jhH`hlDcA2lz*d z!>2)iqX(-aN$hJzbwFXt)TVIl4%)QlG-~yn4Ob)1u7I@*Lbl*T?IRGx++M?M*nZML zM{^WDnv|gN`$Cs{6p$a3L)G}~P4*{NL`S3{XPe4!!RS(}j5my?E88u%2&CVwGv6pd z?dHitlL)p`Bn3W4-K~EPFN_?A`|Wm)_n@tRk^~CfC?_^5{7uIdwmwG4n0A*F;7Cb~ z#wE%}$cw1E^(wyggnnwb$R;K;n;$0%qBaqb4~MmP{XP^sFfxW~GV+`M^=xE-|Nd&P zc@?~dXMPqQ&zf$c3?z{dJTB$uNcQIW&BkN+hKBcx%X{B7L&xjf-g9^Zrn*R?fog$+ zdU2Z5zwQyWVh}dV-j;{#Awu~GA0NKI5Qq2O6dW8}>nV5-dvAK!ON`H`_n&qeo&0Qd zO6Pa4)Y2SJBz)ren7ZD09rda6e4hDuvVVK_McihvBzRQQ=HIDzFL7GHZec4Wz0;>q zxO-=Mz^O}NP1Si>UP$ia+d& zlohe-dZ~D(ajmw-fSU#RWC7=7pqoNZcvd5-w@~cYuGKMRdv!ShgCSDnl1F*qvaw?1 z&LYp97Tk|<%74PK_MI$pW{hdR3slnw_kQU6vDqv7@`mmI4h1W(OBa)~)1Zt&^QO?H z9hX-DUr1W;H>5D>wnxY1Uv!UvOopP>2r_5e^a4#?m_9&`M9A5;fFzF*5{?VQk#gH) zW~@(dge`N{w-__Nd5z|2BKi@}clcfSnx@xIC1D^YwN9{tS*e%9_QID_cfJ{iABq!4 z?0Y}(r$GL=oZh?vrDk0DLEAE%?kH3@)RVOV2{5Ev^h-5>iZZex-utmuGsHIo z2m&UImWs+rc==vX=C>vm?i=QlK8ajUYGObe(jP2?=LVww1W@>i2_6O4-&_+~5*8>X zFk$s&G?Ad|5Rof%0k83!6!-|HN!@WJh?(g~tW?<5>son#Zs^q6(-1Itq^Z-mF0a8} z5y2Q_h0Dm!xWS=kd}>$TnhTkL*VX1J!skP1WaBNmqvrLk<0FHf@OiRh!S4&s_=fvC zV~0I=I{UoO(S<zB2p{3YMN z0MQXLonBRTB7vrW!w~uH7Hkdr?TRjRUzU(xi-5n8BBOackMPy*5yWOJ_5JfO6F36U z+hz>@zU)vh2fof<=kQ-QB>KEMe5_s1WIPq^oyOB;=HPj^?p{GQLtb=nmH2 z8|kreGt^m>id0-jDM6+4M$%1gVp1;1$Qni?b%;+6ncX?tou0OSU2w0IR{17e|Uu|g^S%@-f;S?j}n74zwWsK9m#N=O)u>?tO z!xdZbj)Q@14EmFGe2Do$AKg~s4X)Idcy|jv=Tg?XrBs@t54jPX3QKVa zCKDk97Da?6qJztr<>Bb~HP?y5xjE`9=npo(_sSzT3Kh=gtVQ#gXGa4SWcloUDq~JI z6?_?@z=3K`=l92}>&Gg5I$cJnlIH%DmHN-XX`DK!Q=rXJr2(VN9ztocrK@#A-M(Fs zmgF(+a=a$FdL$U(_$$^Xwvn`&Fw} zVSJnEg`OXfLiZR`On%J-b(enx;37)vK?6M@^5X15bW;^H;Z%L@8jEzY;}djkO@DS^ zNXZx{hYH-WL1Vguf&LnafIaNo#DtC{1X)<<_WEWxKW5%tu3tZ{ zZw&r8y!XN(>{S`%n)tk;ICT;rSiQczvi~^Op_g5MX&8xoAJ}MleVuq~7~y|C^0^$w zoIDfaVL-n(U%$D^>Ck70dLjOHiZlNuA%VOrP|)?`5yW)b1mz0_kG0Uz=n>3 zgYRp`fsI5*ljoi|eNs#U_?mV}96WHrwL3wkq-9UT0v1^`&anMoiYV`YB_csOE~xn z)VcXNpl*$I^4umtZc!L~k*rJw!-CCv)D0l=Ada(XkYYU>|Kui*<3PtPeznD53W(%> z+M9M2SXZXI_jnxheNw*i)%WI@**$H5Hps?nGRH)60#7&gW^4D@-u+GZeOlz*9!UV3 zPEfjiOTkYVrgl9Z>gR8c3V0PTezyho6EH@+QNzXME@apo#+)+XNsgY{r8-6_W=2}t zaK=UkJwB^vm#*g@hDN3K=HC6nMsD3Yd|ix!FE^MKSzw5Dp`IW=|H` zEkjEttB`n1qT{IOP=ns!CjRJvn+F1*1_98WwoL-ffQGQ~wREa|&kZnvGqeD!bxVD* ziRGIWG1{}^XFm3a(_n6)jzTxRmvNnTs1weu)OO&m=Or@X(Ewk$AB4UBCmxiM#;(YkwM@75xQN;qBX21A=S44Totlp4(yBjy)!&6Pvo;6k%g_r2Yj2D!*n!;R?1d?ASPBARY}btxm)`hI!k2fO)d`7T`WOeZstJ;P;Xb`Bu z9087?;kvEO^dF$jtG@3gA3K-{46pqkt*`GL@6XrcV%`FLw(SP6hpv$SdCPmz*W!Ax zBv$i+R<&XTwE6w(b7s5AFrq4LCVyi~>c*Rex`5B-8&%^fiLVm>65`h7!_)2d z{G;Y|jqtU6ujb>hBY|hq=Ng?Mv!f8~=YwYl%+|`sadz&AvLN?_02!55fNST~Ud3zH zDjcaxrq6prBIJlz!ikNSB^Q^6<^|4n9}JeQgqaZQ-qB#lim!K<(3o1`Ui)l8zn~+d z?0jdaa9g`%O#v~5QprZe)u?O()>X~ZZvLxhg2?XF!~uDvNJag(hU-?>9`oWKAwus6 zHmy3bn~I!)(;$;cBW+U2APmU27aq^e1x_Svei@797v0 zSrMyfI|1sFlx$T2TyFM{>`&&G?5RTsE^$G}G#$GA2=p(V4E|V+ncz9Op^E7>%H#^i z`!Yx9@Ho)@W-BU@XN^L>l&j|o7UhfzQ%$+uJYBZee6}SIJ>(ix09$!l!9$+XkJ-VZ zqG7xJLvsVDx{s`hY8dE2&^$==-bvEWdK~va+`ZC?+$%p}Vky15ygd+1g=7miu7%(< zibw5UH)-YbxscbfjL}W1NcPiJKJbWgfibQdaVsjqGIVAu0=uhC>&mfQ|GejW@7cC1 zBbG$_#$}i>x*yQikZjV{2IY*;TWN{DH@W6X`R9s+uag0JH`Vo4oM0>%n=Mw7yf&J5 zn@caWUEF*iJu9%!BS4K+wS9l?fb4S7*Ejg8Ch!6=VZi*bYF|h?S*&D|q!dN}xK_8O z85PWWkuYO~A<=N`cIplCdSO2DZpu_8#i}gE+-y(CJCltc{5zr<8^RUdwSSbu0h1;f zNPoCWh?QOJYQy`+h9=*=6=Fih`>jv)>ovpc&Yoh%>m#M-hH?0MUn>K~6nmS=XKhKuH*X2rybaQFRw1}k-Ls` zb9>aJ#kjW(dNNVMDiQWzd&=_#vWMAk8qsPV$Pe%Ghl?lm-e;Xu6duSTt9fK zzYnL~>{&bboH2ysYfOifABjce4gm7~2owh+!M4};Itc1AjB#ck>7kZKfA-iDf{+!y zTn}Q;m%gD%W8BW5LIyIw&lFN`wcUWbhYUl_`V>BRk98BJeBG z6-F6n9qxGj2@u=tAf*ayOg-plsx*RoRfF5}Xlq4&AA==8DByiP-{wlc$!^Ed?PR`a zHJBdu@K5J92}^#r{Et6G5J(PnPw5NwrOyjcp%obpCbv8;mV?*^j~cL(2q+RY6-c78*mMF>mKTbq@0jT6Ps zCdT@IJiT>PRR8lo4vTbmw+PZ9NJ*C}0-xB$muPq*=)s(&S)k^Lnn3^SmF>y)d*`?% z4hSYH_n{gt330}Gi(3W%bl+Xsb*U%`LUf238~6op`{~~SQZJIHg4R)^$KB_8--E;J z)Cu3a!BnHWuv|T{%P2EaXt#D5s||j^*7YvvZs{yDh49Plcom&lw8sC$)f;2?E)wV( zPz4;}G+Leb zGzD=-WIU}Pn){Jha#^yY+++ToH=C3A158PkG#2FhO<3CNsF?$@39DnLu|mpHQ=|5& zvTQhU{W7M)DAXK5%8SzcpS7xyTkV38OF{FqwBl>hzSVgZg3{iiyYjdFVTEi9@ zqE=0miTSllxn0q~8lvVZ^o27gVn(xrb;{xX@cf%#AEz^_FbTAZ>+N{;j)?$+GuTGR z8_O>{8^)o67dvh@;NRL^RE@pHic5g6jjTxh#5Dr zDD+64vtvw4*uBT^S+8O|apivP7FZrvoA`I$YNz)3-dT+MhD=Ylm2*sbZQr^}=zgtF7A`(s;F^U81mgl^VT zbYLeZix9k(#wxrvGAs*wX>=XB8~CF}s#u(|4>z&}jvFF!x}^V@ZvL_*3n#V=jbZ$Q z9Zlow)f)Tg?2hoiF5>RVk{r*~RArd(;}MYXkwjHMe%>-oFmy~U5bw6QHR_m(f-|!e z*MBmk{I4JDX-v>YbTfa0;iS3gwE4GQ|G4X|Ja)+Q!Z9bU-+c!sNy6Nu&`0YL=2)O8yvkm1;jBaADo1KU@ND;hz~mqN z<4=YXaIf18H!VU%%;$8ck4!3*xN!B75^p{S3ve8;Nk zpNK$D(b5LlzM7Sy^Sm3|95zLfy(VFKLy|q~htB${+{=1t=@_474#W8Ckx28U-G8@w zJKhX<2y4#J<8w-gbY;Trk3zzS`=DE=3V*pdoe{@`89t*YTY9RrM1UQIQskT72;Qbw zD3SFj*;rissj=>A_&L7S;`nE}0IO#Z*~Ag8Ya%fNb%<;$u>0KBUTp)%)O6YbQX$&C z4^o{>+Shu-arFwtwC9V{XE;G#dy!VyrEbTKge>SBW1M|;^Yoo9wU2~oT~IClu9GjnL zxlKD*vJm|%XhTt##JyCX z^OrPvs$@k}qC`X2F$zL>=3^>;i-^Wma77o+7&ecswUywNarQEV0jU9>Q(NLX^LO*2RydQ8kw?O-_PXl{vHmR55>loWApTi7)9y9k@rQ`VvL%QSh4Q zgz%3o-uU1d)`gG9s=@g2C^h^HlcZwIsin7ANW8aSt_oq18z2BZF!Zhn=&0NWV_JU+^B(X-#Pmd8UMn$Y3fqeh< zQSmgL>*9U;V%h_%JrSE2dxGI6qrRL6WT`C23hs3$S}rvZ4tag5oI_ANAIw&nr@*qo z4WSj)NM$00o|0wqdggJ7Djv4!7eJ+11g7?7c?7jTM9p~X=31KNP{^{wdfxQ{9{oS9 zmNn(4R=~8N7uk4waguUpV7zolP|TA)8K0iL8r6e3&Rt@>-LN!PAX+YDF$O1aF#{pL zs4z}esD#hoUc`{5All;8`C|=>pWe|x=W7q6C2F{*)-IT@xtUq=o7~dUYXynff@35E zl<&SF?PuKJ+a+YzRzhAzO!pK2Xra7eof>)X_NMb?5~%8OD@(`b{LYbo44q%Y|$Oh1TPz2ILD7=f+dNb|eE5v^fK5d@;OHdWH1{ zksDcwoV}gp{$lcbX$A4!Y6rnLBW*TZ-f>^Pf#z{UI={FCY#}m-kI9lkw@*2aSL#Hd z^>qE;=1%h7BVE`P&Q^cgvFSi23;i7D@xf!!Y|PAxAD^wo(KUFMOW>&2;7sE}v^mfo z>?n!NQx@CguPN?(*IURJje)7ZN0KhIp>GwrV;n?xAt`>TMsxEv z7vOe3huhz(LyY=Q!&c|`oCMyUi0y@oLQeGO_wmubo!~5@11mdWzliI7WY2iRI5O$?*;hEI_=H^0k>Cu~%Sh&Nz_df;)hj$x*g6DFuArvMiDKcs ze6_MKf?hOleiy|`!OLoW>tKv%kQ2m-xho7u<+l*DVVy6>De|J9mUvNx`j^c6CtFtA zFEuNvF|(S%uMrl=CEN-$(}Au)&ypMTglELC7ZXV>kja2^AJAlI-9*7ol1n&o{OK{& z<>*D%>JnT76=}tj1%Ewye;8;H`;R2jVBNqu#zwV$CWM)8LQ6(r^_#HJ@(qJnQs6HE1h8Y`19+PpzIIm!v?onN zpu3Xi9DuS|*cQpOg3LjFe$`k^pK3$$tFxWr`5zVdbkwCUalOe*>$wBEyT8}ZnVG<8 z%fK0mc$jMowD-ur?U%du>eM*z@$>BdW`9u`L6wF|ZgDc6pVOD+%wZOvr^oZisDHwg ze}#3igU^{`|LNeWsHX1tK%1x;-GHAk9>bLGAfX>dI?=GG{&)l`Q~zk6*MjD(3_O7N zoFzB$1Rz=S%4)anz>AReCP4#!u*wVS?im-YY)xqjVO*FAxN?-#axX1%qz=ksTs3X{ zvn3ekQWoUtKz7txP9^ADKcZ>Pu|Q{&XRoos3ax+-nHesSJadCdc!vtiRnu&l&zSNX zn*$ApSe@S2Sgx%8f4cxWU)$u=G}bntd2(y#e(}+h84|W+&%tjU`<0ztvs@7HKrlI_ z!A?`aIopsD zfX{hDpmxg?ECwU(=o6g&;3phmGI)#fq=TGLaRg1h$k}faWuFddu!-`gKmfBghqP8& z)M%1IGtJ+Tx)3>M2(wsg2S9?zyC^WPa`PJizvYk0a8In z;8Uq+PZ)k+s$;2Vh3Ol+5YA@|B0O@l@>^d_G&yw39I*&QdA%L-1pJOoZ%5T921Kx< zmnWw+B1%K%&$5%umDNVJoZ(nGeu->3akh$A+bV&(1yOEYq*NcQo{p6tRQP?;A+oMCHix+FbYvcl?FwutyzT1OIscOHgto{rT3bZ zrBL#+DtcwvU5=yEg6oZcM>1(N%Z2|KYAXNfWt0LnOaDF4Z zil?4U`Ef!zgfA0f(6IL)lLr6@NaoKPId-;jk)yE%+&Yz3kI5LNp=q zTo3ewaUO*$O*a)Gv2EX3JA!_Aa81tjCCq~rkhYANbhHP1VTMhExr`C}eF=4_3OqLR$$ zW}6yGm{*DB!cS>ERoz}VS-^B0LSr4S8rwNop>4Mf2r?DLKad%LXXZqRO(4~KRlK74 zW}&LL!w4oI3cDmBv`G^(NmT8WA@YFigS;cgLO0(?q8lHY2+m4v>jNy6q{Lwb;m;3Q zsNcw$u6~s%>kIy*vc7E=og>GDUw_7g8~)niQHfy;S{SKn={w}X_~~q3Nau6b6jhdk zS{>Gn*j{n>n$&t4lsl)Yc5OeE&=SZw5pvCiA4kA?sJJ8g-VlL}5Q~hzQD@JcxL9T9 zheDbbB3mzAWHJBeV~I48Q#-`=En~Dj7}w99S(-=FE9uu>8}kCI^}*j;Z8>^b6!Cj1*WUY-#xxJgoD$XDT^JQ~OrDq|l`T-unNkeQ%4ATo6}qnK@^XJf)AIs)UzYheexSMcYq${kT%ep9{Gzv@rj$bz`- z#a7sFD(n8@b9$o+=OC?>eCvNjI-L zZ>7aL9hQhf z#Bb4GiUs>y-_jFhk_JP2E@LL>eOS`tBy5`^$Os@KlVq$0QmtJK!jml^(wjxs_^U*-J# zX~%+ErWfc0&f5j3xSNU6Fgt9WuWyIPE*bS*g=@Suh0!tY)zTIzSW5;HOF);Iga zq;JxPp%{<8#zpk@fI4J&X}@|(?&$LzpSFJE7CF2jkP}?9zU-GHJgA85Wp(p<7shfv zi%>-$Sq|pi&}OrH%pv>RBHBMqQ!pa=6pMVNPl9|5v|t@F(g}U7S_ixIX;3=opFi zJUj!MjX8fbOT>R3x#Ow-3ZdhTKr&krdBjz*XHepLIyZC#;su>L&Ntp%0gAN(pml{$NQ2n(fLr#9Tmn z4tecuBY^C2iU<1^xdn~!8c?K@95=x%40cgqr+P#B3_6NP1=FE1sh)J%OM`ic*OmZr zEwRc2f+?^On`ol~y{*P9N#Y?sXz!ehI{mmZgJt0sUT?0H7l$A#NvjipjPNirLpZCgZKt)?5Y!i z5pyB>7Pu*O`^?@MwOi{QqpeY|FR#hoaScz2NMCR0i*vpTo&)XcY>$Z!`(5Xs`OYqR$LHsjD{)?mH z4B911hm`veg1&)tYx_bJ=`l}qR^BLr+nGDZyAk!xk57CrHohxyn9gr5o|9_~7liuL z>Bl2+wYbRIu^IhHTAq)&tyvBl=fdyjgQmn1YSN%Gpi;8r$ED7-VE*NiHmwO9qdK5= zPRRcwy%X38hZqlsRx_(J%X0`ZW);5uu5 z8=BhmZby*}4@eZ5aA3D`SV=W11af!Shx?C5L?7UQ4KA^!`a!U!S3r|ak2#<(;ZfSaR2=Vb zZY*PIb!}h9eqmR)lEdWGD=#6_`CgGP>f-(^0;4sZj znTuB)GDKjmL`*}Ef=2JLQ1U~-1{*i`YJXdZ)eR*5r%!wlo{3#OoXAU@W<3bjq z5z{(HoUG7i<{1butvDANw~x{0q^&J4NNZ*FzqXduVQYD4Da8nW_GyqQU}1l_z=Yq4 zkrrt?NLvv08^R!*4e2i zP6WF4ty7_i{=PjA#^!}0F{UDZj^k(va>Np5RbBH`_jjO(F zj>LplCGcQ!;kR=cF?h#M5c-SNPg7Dv!QHcen#EPe-bXTTu`b~kPE6)z$ zQ!e^)L)aw}emMSR{%y!-tcLI;eQX3pr+(z};P{E8Eb^oYiEHEwHs@|1{e}09OcojZ zQhxKs7wFd@j{F6hP*RCVJZ|>4H0#dpt?ZB~Vo&5zl+j5NY0~rqx@Of__fPwVMv2`u zy&q}KRs5JT5$$m$wfQJGJ<(p4EbYzI4-koS-sGY|!gGcI4Z%T4+XgrGRWuiW-#;YKl_`Y zx0zNYwE(+^3BO_ZG>|U7JDf?9nX~EjGiFKVjJ{)p*m^KtzS>(e^`oVgQA0CckZA13 z@cH@L?RiwZqhB42Mj1ZHg-^QuiEe$?kmdXV^#a59@b%UF1&yiC zT~hVq(iiSOX?)(FN_23a=R7d1CyLHSkdv<*pKGTx@4Sc1nGf=qfC|;!?&uvlvn;h{Tiwmp^0&~<4SU=0})MtAYHC?!&-acCIFPM@5 z@{UP_t}g2z0J>I2-2t`GvOYKhAoe)(+?_;N}>irl-?WX z#wYXsdD(iPD9*&0rZbzNhezpUZHeQ!u>E254<{rb0$>l{w<10M@Lm6eZOJp16IfY{ zBF$8jzyOls#~Y}|JZ96OWgl*GMApWgk#CCal+nao)&5(}{&Mp-q*Y!<|DYknQ`cb5 zA08fWZ{&C)u|h54g*VqnNdmSP@=*d1Ps>`+k)TQdKk-fLw^K|ay~1iLJK~D)lY^?{ zP~^yBPFa~B%Kofup*okP;$$ZFNH`V()no*^bVDR`MLZRrP6y^ zY2$j2R<^qp*j#X1^ZQkpv*Kx8FYysGZeNe1mfOMDjYu z>W3CL%&Pk{@aiL36u>|my=e<}r<~&v{!I3uBv`0PnvtQXDh_4&>>GnLhEjCK9RXaPu)?=Yrt^=qQ zZ_keKo*p3yImKhYHfs~uM?-YzA4Qs*3VjAUS~moxGz1>pt;z3_kgFl2YR1Bm!rqP@ zwUulIcNZS9z#~6sqn~08Aa7K6A zDlgZ%AY(%UsX^|?Q${hQ6%uH`E~&r!t;#cjnq2MrHn9Vd#ptz(f2DB)DDm|;^2H+f z^*=l5Z=5zB>hG9vf0k23GoXj$0qDM=|IvM#9YmP$?HH4O}`&KwiFL$|u#6KvkYt-TzQ;GPt$wZDN*OGVjP5RrZd{QaQj8(XUD& z!Q>}+=c?bvC@>;THpcDiuuG|jqS1+NF3ddLl{A+VvX+YMD%OK6*8RnN%atZBNqK$@ z4--DVmanIr?$+J?B~)qjT)Vid103s4xHMfOrR3Wz<510yxm_|^PpBi&xxxXltqkdY zIqX-#Q(?Bta6w!iBlE$0dZyiCm?6^e8V6k6%+#sS1-kq3U@9r!WuxNg_#!aezBAr7 z9)A*BIgTE|XJYhqDdyL8HO#k`RrS%#UG#!fEln04N>3E)4XZ%_^I~2*V_W}`NX_dr zCGyKOj+^c#np9@;^fc>iwY)v@1LD8d2HNK4V5u&ffdHspu zU@AJ13O$Y3YGW293oPdPDQnN(Nud_e`m0#t_eO8yEK1+-3rWG)DS^{Sk-c!)jd>)V zZOO65)?b;PE3UWD)^>>H#@Dnb3=`QfMw~X}^3uH?QbXlP^`ZgHVDG#*p9&(t$!bw% zo2S%=kuy@-jj+H(27_+pT)}B(i7}+G+MwGEH4biQA(91;0oX1VwZ&Jw!7=Zr85@HX1y{FrC;g_uX_({T|?h$*MYFlyS6|7eL;+X zMkeBg1+^o$+L=ro{bG<}1p!p)#?>n;NMlV(Qzu~9ia@w@8;}8+B!w)R5!Pmx#N=f# zPlS1Eom1&c$b0eQx^8J@vXx02;vRsxlRLs43AdacMS)uOFPX#A?wj$B3JL&*qF?ikTTZzU8>GbA|RvVOv@haO1M~p_d6T zsJPc&+`IYfI$pmdnK&g&)0U|6?d{k893`q7$^2^@ug%^WPl?iv&N}47{gB*OQ^(kg zi{SEgwUDooVS0kn*xf;?xM0T`kh;%JIgb2I;H zLn2X$vr|j_?yF4yyN)Q~SCHuNwRo6qprOCiHSh@S?r}J?^ z{9~lUs0w>Cumr-IuT5^P|6ac+ngaCleBfWZ{AAqB=CQQ|@+M&BwG(=ls?3M*2VPOs zaUH{6*Fatg{(f_?T`xhWr#Wy&4hL^F-|WBa?NbZ#&Q^4}!9|ceUCCTHAgyO9ei5X+ z8HsU+2amr-o+!x6m^XDRZ^>TDSX(Q@x4jmLfk07er1dagZt9aYE? ze`rg;e4X?QUoXS&mC1($yY3Z#K~h~}za*AXjW6khofZkLC$#NsV8`3`Z8N|;Kn?_D ze{G;)f%if@zVMN+1qOY1pmq1S2=rb+#qYnRg@4E3|LJcm;z2MVE}c{+bbz>A{y$4s zyy`yLRZz#wZ?mPlAFEp=dXHmF8cae`?m1G1GEozv74LrRr$vf2T~VLGalArD7evlh z*#rD5JamFkNWl#^5{jEsqwhPr)*mIeNJ0%Q*5~o<#5$>XkvUt()v4*7OD*VVe7>^N z)PDJqiTfEDl>|-h4`VSeE67svy)!@#azYwO+x+6C8VKBI#ExUjxigV0&95J3Sk+=C zCO!BGcz+z$EDMTN-|+;K_3ofwXDG6hz*VH@8TAjy;S^Rxwx9|%LZx?tq&6gpGfdqS zT+x%ZOrGYT<(m@A{>Wf_L5&JhMN5=yQ8z@ry0Jl6vQNmzlx4x}WP_YiO4qh??$Sei zPOG=uIIcQxUez<#8t}G`Q!BIyeBUZ;AlKtKV$!~sU@AEdV-c+A^9l)ro};Od;BD+! z@HJK`S!qU_hlU#8!u-r|{;r4JmfbjXy7@In0kSAHoMP>7l;y93?$^?`lW0?MpA0&F z)LdoI5g_G8L6#3ifje|Hp#%5t=dv+^eo{{^b|J>t2jg(E8NIlr z1+(5#HgDc_h#ucXapF;6HpKGlG!RhnvsU2=1{h!5NKECsIeaqg` z78Iow-FNQ$_ue$8VC(9g1{-)@g2_dGB9p$XJ-1i)ED|gF6_`BZF=r0$(WIIGkx-gv8ty;?;h?gl0|y4m4+4GFJJ-A1-#8&ktsJ&jd zm8fH`IV2Ekbu_88=2yzjsL^fjc8t;8*tUz&4Qw=|9FVT3C>@kqYYJh1qKan> zGut5SRhrnZHTJzq4Tvf=kG@6HMcoPNxOA_1#fJ1JA5*Y4zkqb{$P%;KDDIW&8B2Un zIUQTss^4#gBQ5$dC!Xm%5$JGtOO3HZ@7WYsEPXJw>X(BsS7ITl%?gI{x1J8vaIW)A zOV5eq*vv5nw3lJSh^>bn5Tj1OwVN0myjA@sebwzj{kNesG9^FnkTWYtGXrv`$o_lg z*qg?|v|C4r9kn4bq8KfY&M8Fnt@*krDU|%cCtPXaV%l=f>0NdgGxQf>h^GSigG=OXhnvfo+0#r$$;%q=uiAE}u!kT67L$gGK381Idp8uOU z_ni9A!x%Y&I|q0ei?df;!~hRt0n(Y|gE~6|3~T5>P*~2xeIRY#Sr|fpxc>D|8UmLQJ;4?1lYuG~tF5(Jd!QB|z@TiVngxcgi~;E} zX-Plrjlr`0ro<$1_;OU&GH>sjnouzcwn7x@?wmEwq2Bs55bWE0QfTwX5|@*wZ7-HD z9y=jrf-ZW=OW!@E)q!0s0^}mtIw=g{OOI)hDCjQ`&4c!I9JF05tP=8w5m}`|3dv4_ z*~^s4QJgQw>C}P@p>$Gi6l_jOgYh(gnJrZm^C|p+fc}qAdxuu(*FMqJpJmt*Qr;}` z_~V||gPwooYEG`N5|uxKC_5(T+lnPwX%B(HnB4@Qmk`ydePx6F7a6HLmKbrSvJvk? zcfQyBIeaH=cJ#&?Em>C()8-aW5Ae33k-pJ?X?hC023tCw{E)FMhqJ0St1hI?nJ<>BHxRhkf$@0CyE{N0Zpj69_v z%H*V|$w5uHC@yqYyB(wsvNB;3t6ty>}hJ`!TVQTnu`)Uxd2go*BT?@8+Mdru} z@xad9`@dH7&p+3oJOR*(@CG`TL;ujnk0kL#{Pm;pL%FM30^LcoLpmSPy+UJ_ zgE)`J{A%<_tGp(yT$WdBRotZ$LW04tx(`Uv4KIq#?q>I8hmJ<-Jwr$Nb%66(V7nPY zu-^%KP7vFeudne`?RkH^LvNktx&1XKNafg)MnxCls*?*rfzH&tPgXF`<`BJq$P-&V z!H#IJ+uNClwomcXHco@O54+m|&&%!lsq(WSf@Ve|k`G=_nJ(3`QL#mtEjP(xt}~H; z{F*5C6?RS2=f+wvYjN0I*D2KA3dGEW@d!m~<2L)H}Xv3Wrn^wQJnNQ`bs#pU5{I00i;*>xqgn z;rwCSK79$JYjfTIjoz$A{#Q9;&vq?<%86fck<|ytH%EcK44q#w;d*@jskS*ewlGj$ zgjiJ$Ah(MELZUnB9XjxgYjXOJ8vJRS_bvAIdAGizF9u6Xg+=x_Ir$vUt^q?okNBKU zDVg03--9v#JeBeARLMjyp{PX|(Ai>o9d*5Wj>ec*+q@W9aCTp!UC+O8)?tGMTL?!> zN&X%aH1G%s4siXZvSZfX?wON=JMHb+)jq;lY-(o5Ua*!6nAzegkS|tb-c8Z_O(#?I zDk`12IxN3axR$-vONUM^H3G)Bv(Xp6Q7jjWN~67Z-X!qd7#EX|SseLYlJSVvbA_mK z_)A{em}Rx1gXT!IKsI5&aGw@xplKg#Y|HHtsf_z%?nj+ex+$uat@__-nsiKew-k7hDN&=;Oh^Rc@Mz--ogIQX3g{?8o_%V z`nq-ZJN3jQq*8Kq^iHR;g^R%|XA@%^bhjDdk=6+~0sl$QR*>g>(VlIQQAYjG{L?hn zU@XMCA1{bXlKz=abL!4d=yQ56R-Iwv+1njdf)4_FTU#>zCo9Pg(2k<#@$vD`ZnS3K zCnUs+l?eI%GY(e&=Nrr!QUy?UhnRS=1psFt$AP{d{Q3h7bi0J5|CWu+(!X%lo zc;#!p{Nf~tR3l<wC?IDmEvP-Xs ze);01T~{?=Q+bNT94<9bc2#7gIc25eL!}K9Z2U4Lf?y|<>OqW|;w!YxvD?dWD>bt} zSGCsyVg|bqy{pF$E@kQRu%WpjLTEM967~)YioZMcZ2Ty{6b^=J`Ypyh4ChfUSUKSX-oc;{upv?*90={I$I$%2KR^ zq3eVdOny1O5@6;LCU$QQTwMuT?H4H9l3o~U7E(OM>eaC>{QfIr%+U?6B}@tj>mAA~ zBX}M7xyyG02rH)iLp~_S`^FSkVWepmK+}?r_-o&wzuI%*z=d%Z%s?{Uc{}F78F0oN zQ0u$RW~9^cbXm0@aqO|`Wpz7UB3AD^aqT;CwzBrP0xW2Ga=OLyKgC@E1f^h9b3iQo zmmdF}|@m8;{Y> zM__+S=hLjwXqwtPgH`YSifu;P+mo|Nu)pi=iM&{C8^>K87BHKy1}K`lRgYI^a0(z% zYmDBTA{ta>6?!-Y#fh1oe8X^F)0=MyH#S40o{;E#y#)u*fR8#EbzM;10B@);|VSp?c~ zbRU$vU1xww$_Q!u-R}kM=$x2ibxiU2O?{oa&=lgaXlzHEhsqL&Ws((T4>qIl}^U)8i5UaG98Ala(u!Gojm&g~yF_?$! zYB?)1w&{ymj{ilekHr7A($~v(17$;PY{N^6B4&pxKZWV_o&@c*af07D#L+Qdhcf1r zu&=V^h>8KWc);#M1$gL35GlU#zF(<|R|{CiZ_}!2#od-rd540G_O8_9><0HkJJRDn ziTg&x6Xgy(nil!=(>Dsv+|?%ZCiAPOC_}bB0ntUSl{gG-NI`>kDbh(Gj-xA{I_2XsCN%^r@Se-#4a__I~<|JWwu&VNGX zJ)<}|KsG%!^S1v3((r%b4J7SSMzP{neX)*nDO^$kFSj5_h%_T>z5HL7`^Jt-j%M;5 zaGLl{h`6@D(Uae!tx*~v;*UmjJT9d@|MltcxecOy2--#sfJdaN`ky6@@;9^jImDjL z^FafqI%G6~ekmjRcAt^YkKqLuH5l-l|LX-zIHS9uPM^XM%L`> z((34Ok+o-Oao?u~gajQ4c?1_cRI!J0_Z#lM%H0-j7n}wRcaaI&ou3_I)8_|<#&cxO zU&cQEyh%n22RvpM;mb~O$QOLRiDkH$c>=3^xNW?&>~zM^EKHVfrcw1bf#d|f*j8FAztz{HAVEY!z zgAmk@FQ$WVyW|EYoqPjFh(8XVJh;X?bFso`TS)P(x6l|2Y4wj!_D+TozYrDDzNy;b zSVVhcF!5N{aw^-GMxM?G)3w!_a&>bXKg!_a+lb*}FdMJG%BpdJEid;_z)diOtJOJ@ z$sPQrEU}ceoJ}pL?uOq72j-#OZKUxzEbHMEqSG8As~9^vh_w44xc3M~S@^xsR~)>9%?4 zJY-+XAFD|EmfX$I5>gj<^x4MNonD0{#P-)EW05}yXVyd%J{w-~C(27j&$Bpw94W%^ z^(9k&+6hRxG6;w8?$pu@Nv2z-6Q}U@x6q&C`8}6u=<5Inc~f|w z*3>7=@Pq(1kOR)ax-81+D$@gj3D@DMk_^WuYD$lCl%oN;jbHujE6Vm ze}d~mAO#cFFo81r3-~wQ40DtH!S^2}I$g(S0gG+G`_dbQX`w3OfCCohIO#wJ^_gWi zgm?sS@{0Rl*kUjEVSk5O_*z=)#w&`gm zepLf5>U_TMRL#BVVZ^>Y{(&O3WZvOH4+ql@d?A@O{Lgu-LQTJ7MYdMsESI%#8GQbgk zf0pD)1kL@O8_IK)81#uRu=Q&2nJNFSnw7r5^8_v+iZ3XC>G-jZ=76?P)$dNjS^U{! zw+`1|<@uZI;q+^rN(*HgmFqt_4?g466Yu|(Lhs=iqx>Xum8jJQ94AL5)k_Na_aGWf zI2CiVwOf|i;OpFhcMOi8uan-B4d{#SX^!1zOe@U&%@Uys2PwSHpw+wdg3_&* z>p~E9MY5ZP_x$~HzAx2I&1@mZg>f7Y1l>~!sFs3TL`nk2Y^k%y$B6FcS?^Hsr6GCn z3V6xu`Xc&Lz01Y)~^H-WNVWT;+Tp`H-3} z9D;`e9*$+zR1H-jr}M!dvJiZjb>6~_o2R@EJ+=C{9CofP8kVNf<%$!t(UZbwMgt!D(v@~hbiQM{Q+bHbE z`NqDxGSmAxojts9{iT^?NX_T3Q0X9u<~FQna>i8+1HR3aU;Rm5MM{N+JgJ#C{K=kTl8vx z*l!2XrM=$2dMl?LSPTR~szSmDfBAJAk#{M!0m~Oh|H3URylOyDeli7<%cajTFobY; zfAUGzD+(Tw#IYVs4)5gTgF0mMZl5Up*<$o(X5r%lC?G*4;7tUBKZ&w_c0P=Deh7Gi z1ym|E0*if~eWhw1iZksMjUF~gr|ws;#SB)F>n4mY%e0C_j+z*=gf> zu<}9uN(V?xag+-((PRz=o~k1g4!nLvAY+>4Ol6krc629MVi3I#vEv~y=Y&+5UGbmr zW!^>kx*U?GS*N9Q7ks)CMV< zcb~)Y$o+QRSpD#BEs@zNHsLniEXy(}ahcu-IM5KX*Nwxj?BpLd7!Z;#67oA6+|?~1 z4#T{hl(kzwtly(cVCgSSW_Vv$+${FUdRIFO#q7i)`B4YL*mXk%^jTuVXd0aqK1cZ1 z6ywhSIwd92y)j%!?5U{;qGA3m+Y0wlsr)MTYGa9oIt0n(V?XJp-IC3g$oi)}`OT7( zJcanQ$eb&3xBz3?GV+`)qTYBloo-!Lr67&f2rVblZvFD2mWmtnRg`PZN^cb$_30Gz zm$c6Qeb!G8KXhA&S+E@q(hw{ws!csAF&xvxA*QhJ7cY~e*%#YJX9nTj2`0|b;iX01 z%8meEfioo;3vyC+J2Oe>I9TZSlU2Q>Z5n>iLV%SXVuWF@EhUrS+|@ryU;$9?ZX z5y`Ni{mKG44dTT9O=a-VHf1!T5Wxq5I^z@zj;%5gP`+*ZYKU*K;La|B!g@H61(QEiJ!YY>CWrqg9s zqE}nt7kSaKZ7uekap1nYZ~(G-qpn2f?t$_ycIO2OM{0q>696mTJPylKbYrPbxr&;d5nUyBsF0G5=~sy8z6> zfv>a{gXDFVbx2@qgdkCIo_PMoF+KK9H|U!fgUgr&Msxd3ctKd%*O_`kXt!#=rH_*0 z!iS|Fk=*MgXP}b~SOQ^6Z!R8T+jWiYY_h=d18ExDM$Nn7)WO%Vr*zhLeiocYx<^i* zzkGLek_=D}A&UA^DzpLqY?C$?!T7y*5`X@6l>3DP&KvJY(Jf2NwRK3=rtbG~+lJ3F z^~hFAei9)JIt?Z(_PwPjs@2@~HST(>J4Sue@*95A(l=%#T(f+#=dU|Xo2hx(Gt(Hb zf76wYm zXkxt?OZX&<@9r%<7X~Kyf+LaO6%UeqvmkTDOS$b!^cNE)wn|?<7>3k|oLwMMsqIZG z={7U%MZ_4l)&z;G1%COX6z;rwA@z(_i{c{CGaD7OCor(#_uaM%wHbabG zrbf$IVp>x6((8OjdMmzUA+^spwl9jggAO*V4vqw{^i!bn-{=SPu)x-9 zRPf+A90$sYB{QCK8I@g$WhwnNyH?lt*KU626yNb`z!9Ye8+9 zHo{|fL~TJv?hs)03%pnk4sRJwK&?ce%cYJlCS^hr|LP@PD!(}YnId)}_C8F=)#O|c z@$stC(-h8@70}^#Ogz zmh<4h-!cB+Ep(5q*&}0C7R8`rbS>-szqcqoKn--0IjB1bRFcYAS~8%LSa8$uL+8FC zQl5nfd)jY;aT@Qd%X{1!5y0N=%j5oMk@`?F81-$}^T$S!iAz4r+zr6QPWrtSR?ir^C-$6b~?Qf06dX zo7D`zy)6H@Yn7D*J~vZT_^u|Gcomw)%dBV1hUKT7aFi|^=?Zg^-b>u_QEEl6et*-B$3lwh>`GksI8mBoeDPTCszTIpxJ zwqoz6z3cj)+oX8iH9PvN9<4oy-Cd5o;$#H4f`u@&^L%TF{Ykd+VGU}_9c}FX#VXQi zMZ(7nxm!c+o~UBN>i3_@DH*V?7b5q@uC}K)`8kt>^;()5s`1mM0$&QjWyCR;mHRq= z>wDOIK=jqdEcEi5o<#$#O>`}Rzq)iYu}6NKo3{>-3erCcO-hfD7jRq^h5WT!@3 zFmEDcc?5qA(*kk4q*f)D#xm%QlVf$9mKtc_{hFXOk4{>^>G}9LWi%1%HoI3JILza3 z!)@NZ)mqC2S-O&4v*KyZqt?r-1@(sE;piNOFv(Fz$m&R@7ip9@zPchnUx`geb5t^q zKxW;b;~4FI4fANO|3HGTDrahqi4V>ZPA5p)XZR|)EyI&YD^nV!ePfEr0 zRgT=P^gXtAEfkyuJ;UcZD>#Vz7GXc?0}HhE0OFu1wQZYWB{e*E@G08fM=J7M|8D5p zG*#`gn&NX8nt0~P6YOz+_}TBrm<8fv8Fo@2So*iVLcb~e)grtB1_VB}-_sWfe>EYz(=I#id*XbRC1?A~``&y1@cGGA zw+H{`d2dWK7f&GPad~fQ?eP(9O8@D2Wq)Ybd7B}3yn#Wdg4HwJf`YgoQVa|sZ9*tC z!o#GJDo(9}Mz=$j`T5OB2ExOZa}kstUl2hpjL2|pcn3fDqPDcjUz*tCxQH|bNExHX zy3xep*gB;$@?bS8O0nach*!BNi)$<&v6`s=Dol28#eewaxg>|!&bsl*Q}uoK(sLAR zQ9|vE(wfNX!H>o2xRnSgZ0>AnX*5CQRDC+Lq;A!8`I}8SbM}u+TeV`hYTgU=a}tn1 zDD1}BSVb(2vh{%qaVA$@N#gWaN4)KM61x)v>RI9V~eF4-kZ z4lSq%F;L-0;Jdt=uHYq182LFRJx3TpwKlW%3K#y?aK3U*==L-UnsAiF8-ai@neOdF z3T{*!8`ie2x(HQQ%#Dis_EE^-p21CRee;Pz)8IYh%e)?K@hUZBuXGCh*CW-IXHjbwXGM{cmImDz2hxyBRy*)fyQcp&|Z-L zZpc2e)>fhn{H?wNWEFrCt=gcUCCVuF$KT>0H#5VSf(%jvx=GKQ$O_@gX}w15F>gpn zOz((CKm#K_IC9mCuRd)JiH4WnYle6SIx$y8_dtv0VJLe-lDiL3_Inr)m=ltYnCB+^nu$>8>R|4XZq+UOwz~f`FNr z$JENg*tHACKA&T2eTDJ1yWLBI=R5HtpkjNjFp!Pw3*=Be90k31e*7#nv0JMDSh8HH zuY~7&ytX4#fL90%Tkp7RUiyF3HZK5oc*;IqYMktpRztRoLnL!fd@R)J9qPU$pd}e$ zd#|YS1*iTZk(ebfN#&kmT^J{85hj#ZIbKehZBPTPvHoT_<`t2i3nyp7*2BD9pcX>Ucol@1L`~-KndVPx+&_L_3QGYepb#&={#28;Sk?POaPzbI- zt~pcu-N0>UPAw%j{771`E5#uBlU0@|sMbwHu9p)eA-y)CLK_&bAAqEnD0!AL(xTT6 z#%0_BbBoS}h}2O?{pqobO26#xdIV$2n78^EY-t-SpY_ngs^evqSup8Ze?)T}LY5Sy zi+L>k?Mc}R>rO?2e{l|IX-s34j1Lh?l?skg|Dx)k#O9(4wJv!ZBL^eRZmf2}nghi; zn$(VvMb$=#8a23e!$2QXxsh! zVm`5yAi9JsVz0m}{FlC5FsF&?j&;Wl(d5X|0ThqR6j!MPrKAHK&vsa@eO>V_fK&rf z1QUypZRe-fS-N^Oijd8hy%=T<5QjB{;4Kvce;e_1;mSTpYa>t$`P2h@-w%o*m|oS@ zP-Fe_Y|lyr5iq%0jtc;}N(snpkhNnV@&`yj*eZM>k$?euvH1(`_dZJ2u^cGaoC7#F zqBqNV!}SpGQ?2-YEr17W$JIasQBJIfPJ3DI2d_A~8pu;@?soY*(;V`m{h7P|4zs2x z0Q3SX`>jF~Kwe~Y{NESqhY9dLi87r3_928ar4GD|!j8gLd{4ta zH7AAG?h6WYJXmR6dE#ifiez- zKK%B~yW;-rEA$riW^df1pL92z4 zb5Ohgq~iZJOXy;S4_Oxr7W&lH2jwh@LlEJma)-o6*zSZ&PsFxHSuKuIdSfuSDGwL| zcy1>(ETPst^Wt}~CU2g3a}9PMzl~OYng*94#rz9Sj+axeX%6+xt)+6pfB0x>-nNFH zGpLD!Rx6?Hv?1Lg{-F7 zTgZ|A8x-i4^EbgaGC|^j7)~rDSk5aEg}D+MOB)Qi2-d$Wcr-i0>sm`9B-x}uA!Gpj3f zYCUZD49snJDMK<{OyIV-HLZecF{XAcwFG+^qS_|?1)v({0p?q;LTgOwl*4Q!>%$@F zP_OEcXRnIo8TVE~{*q{55g1~s4bZk|;o=<-K4(p`)}t?$_xPSW{-72nSv}-4r0UgN zfWtrZW|!TVlk1GUc0d~-z;Z{opmwQk;WhiVIFaKbYt0|dTpT%i|92uNIdH% zG3ZxO&_@K_tUUj@WcvH;KXw0f$uR|Nik)i+R^Skn|KOKod7gL6*kxI$D0w2-1TX%{ zON3!%IWxQr+}IOk0eWOELhqW=G{U3PdH1<=a7*}FWyL>E!Y7t_{iM~2podnmlV50g zc3rEg&7B`;COD`0uZZ$6h~6meH5vtxPce;V7@NGaeI4J#mA=2r3oWo%UK`wd;I=E- z;FB)F>I~>Q@}4AwmG~9T*1bsed*eLO-~N)*_25Lw@zaq8s4+Dx1;)ts1Hw#D!sn9F zNjx2<%!{S`8{B4{^UCeOm~T8 zL)uK4U-to`#g*4k)5pWTfIpKzkinS~8cSb(0Nw7aUmoaVK3@&B)E*}{`gxOD_t~ij zZy!?2Sk2gQ@%#^#Zvn5OxY*yL%Fn#%c;!`ek558*(bZG5ZJ+*k-y=RxQJT9dLevc>~m2SZq|?ECkTecTyu z2pHfZ`#bU>`qY{Qvb77)Y1FggqYp*?@S-+UILAW|2MmxKY-3#Up6_y=HO=cGKm4wb zG=cNn$KmJbj&r%%M6!GC& z%RP8=d02Qw??UgD3T55@qX`hm;+R4X3&2!=XU&zzMlPh$R^*H@QbVb{m_@-1WTt5; zXyO-|x;;BZe(<8no3?fDI&cix0d*<~SnTu<+U28k2*G#Eia;n4IkpdLGhu=Yz zPvzz1f4I9v_jUjJ*~5=pS5tA7S2FpO0Wr!{a%AS+d*t@T!P-m5${Ha*G(SfF$~7oL zP`Pg|kEMU7JEuANR_2(B#J3`$wa;_wHH^F_ z2`fdg`1|kNU&`Si}T8!HJ8q;w-hz$L?h zrbg?6fJ)xytlQIPK22t|(D98bPieqXPWtjJcH~2-3tc+8*-BPYCv-l(e%%!nE>y`q ze@|RoH>&tbHKxG_7vB3K8|h*e340V>4a-fnYhy;ugaAH-N*Q;6@a40cdf8%(HH3do z&%r{<*e9e{J1kT%li6B=Oq$Ky{-@tpacsidC(Z5wS#hZo65r`;DhWj0+4kAgFeFtq zvYd>;pPxRql-YY56mt+45H)LM!b-;ZF7fe*7g;ZmS-Hjtl(_Bjb2Y-q`bmJc0ASS{ zg0VbOY@>6~-RER@@Cmj(^GU$f@4pK zv8$bo)Rag&<<^Cgi&y!svwUA5{S@*lsKDrfwPo?HY?ri4fgY2#nFUB*ZtW^&K(A%?F|zAp3g$F0+nZDT>s{aua%hu=hG zJ@_ev!-sa|aiew0ocbYZgmFz}+;hym;9J|~&VG#W2{bhm+7wzz7;&U5d`K8QD-G5Ldix+Cn zmS;3J9woAeOVL$UGwM)mDJQp>DU2YaF`CcnSIP@zavAZ>gWy3;#MLY|nXBnSLq4_D z%7`C@(tlW1dE39qr4@3KmgL-42F@16xSZC~Ko;#}AVR-LtWN9)Na!UlW61D>B1J2X zjqo*r8rv^#UVbx3o<|40HKej~7>kFOPh)Tw?eJDFk~2Af|1#?Jpvl98tP?%g#(m8Q zvu;wQMeCpn9@Dp!+n&XvCE!V(Tzf4pYJ7X15zO^gg{_)$Eet%FKz)zRm0!}V$$+)#THpr7t zDD#UdJdk_Al6a`nZ-a6vb@#6F(IuD+24!0z#rhM}EzN`f!ol)d?eeq3A`+=~a^c|1 zrJb6$X7yBGOi{fq6mD%ys(Zs=*)LDOkXICY*inW_5vFEhFsG~RkwJE1y?3eq7+jWGA~o67f}#=rXNDKe@7 zhwV&SVWi?Q0hz_S15+7mmxucco*1bpXI;M&R3qx^D~iD}1ofSrIUQH!_642r(#{0l zp=b6iVRv?5)6P@L@|R9JK56<#`_cQ`G06MZUmJOoFU~R1Zj{k0FK4d5JX8{sus;F}+xhHO* z`xETqPp^yC>7U%?LBNgbvi}J_nc9(0VDtp9eAb#1@L%ERU~j(+)hoF<)S#w3uk_g& z-Y?9^PN@2_rJ#47;Br_#o{+ZlX+FOER>H8_k1u~NcFkGeYwy`d1%B+__6-vjX$E<> zGZJIWP)c$4MM2HWQ)yT%zb*#+BPm! z?ak6m7gSR6Kfj-PZ4JqDDC>(o@Upp!SgEh`d6A8F-F3mOQvGzaBIp3yi`>mZ6@k8NlC4q6>NhXnBmp6Zc&w)7 z(N|ZPDZ4Rc0GNXpmLc2E5ub6NfJAH05=>SLIU|dGQdRKzWcydAqz3*(Q&LF35ALgm zvPXR#0pbj`ktsvA*Y$tStC21?7el~5eNmer``#nczeD`w%q4=x=MWLNvSoZ>g(3ws z?}V^PUv5YvK5jC!NxQ72I{c)DeVa%4R`Hs=FLGSXmVasMhT`|(EvsLy`*5ajqI=Zx z#?#KD%LgY18jh6cjKYuMqg9J9RJBTE(`Fx!c4ugeDpZIjJ*gdhie+=9*F(CzgTi4 zMiBOUVSl=EW-J)5b}MKY!?@-=Bwvx{oudO1=TK-`W<$9g-oL7hCxh9;dEWxl!N!{l z0g#xglX@*CbTq>Rg1-w`=S1m0LSlG_)j-dYowrz7(NEms7u@>=9KOZubAcIWH=WOq z@b{|AHl63mm5T1mj-dyqMVX~`#;EX;wAW4X0slTi{{+FiuF(l*$Q;Q4EE?!5U4Xvw zAl4nRonVHAP7I*)S927OG!b6-pzg;3e6GHN|HYht;_6N4-^897JD_1C;_y%F=!E5n z!6z;U0QOhN5;f6K@4AM1Mia)r;__L@^E{u3plh@!oJ?E`m2PXgZdLbD?KZgs#gq&TaA!=sdKn!U5HJ#&ndya*Y80d{=HA`LL!{QS&6ZFS za!7l@TS(+EY1yUlpg8jF2-gWI2uH|9JRPcD2n zsYhZ>2_2`^t-Hp1F~wmajtu6N4x+*M@|vKjScur~raW}rX44=ZcO5oxKeX|{InXd2 z+r254|_U_**d)#c{a-JeTO-&3eykXqV2%k$8f!OY6R zBJHi@dUNZDN~xTlYF)XmnGn9zfc}YW&fq|DUTICRf=9T8(iT@>7g02|!c69?v8-H9 zK{XN9Dkkigow&@C#!&;7gjxafX>eLM6=1~sJtpiPErla}kPDkuUh1hJe|&QK+o5J)w0yHw}B4)hX*vFsXz^>1XuV>#G`Mv ztHcWSc*8X{jnUWUnH#c?gRqshz5G5)s~>u*O?(hE{Wi7ngaTmgl&P9vEKFEu02xdV zRH?*`_F6Lpm2Y&o2UO7xwxjw4ACwcz<%UvwtRtpHJ6X5f?Pd_9ICyTy%Uz=6T67+n zawq^!qM|V?O?~}2a=S$iVc=G&!Nz&~A3_)Zcf390b87OytDUmnU4W~f#tdYaURjFd z)lq*#qafaxA8#$ENjeaGT_zdev9Kq1@+9x|{CwfZmLz`Dyq0Cx`N-${0hZeNK&0un z)8PWYOuO8wY~y|$#Cx{zI`H=>IS}w3Y-7821elx7L*2j1_MQXO!MxD%;80QH;%krZ zh_>}?*Umo7)Ja-$l;Y0N_yoqjdm-X!Z|f(h{5IY42-LdoOrYYs+1~D1mG`esFb2nPtgAWYc;Z*49ne zOS<(HO-mp@TK@JW`>p}{YwFn0oy($pRiN%^zu&qI{sK+LeaSUq%P%-f+rP{;a7s_YZ0=DthZ8c6)|Psv4-&HgxjEIFFQhRw5zT5 zNr3zvXON}__p431@VW&Qc^a~040I5eXfiODLfc-$%jAj2+LN|49Sb9pEOIuGxsn)u zAZ0*y#Qmg}`6vl8C02gjL=3JWgL!wL3JoZDC)9GFdig;~R(gpXCo1Ny9i}_XrNr6n zVum+2nm@_5JJ>|A%!%C&ZY-yxJiIyyCR6~<8arfsl&?_tue@E%z805gEAv#Zj6{(w zDfxZwyB;SJjHck>juB93`}?c!Jmjd|2nN4J>`$vIC09(}d?h55_s#k$fJQHGo1Qb9 zSR#WLwu@YzmgC;*1Pu)h1)8X`fQscP+WvXl(gBF&y@YGIQa{px47meQVRXSU78Q`q zBb&|IQ0#J0wnPf!&@pDfvcoL$m08uS)fmn6v$ljHwlFmYriOd}9(l z;FtTCfCk0g4wK>dD1J^ao;%!lG*p(dWtRu`TaLnc`0v<)|6|WT#tBEOfv9sL{@v3% zWL?N($u9d3Qv2%f3{ zk#APZd%T?);*621ZGv;T1gKiT3tEe(6ZuHPpHA4Mk2>>mkD}S}i-PvT&-9huOyXQ1 zt93XvbG-&_lF(T+CplJdER80jlnfjzg+@SIp3^{GJvnyGR&mVl=4Z5s)ItnU*f@rDN~$D)fzzc|CZ|6_>H=murs!Jy@d$MZ4mimdf=<^yrT+ zOm44b6g^bQ)q(8qF7(_Jd;ReHWBPrblNGRVCXD?_UnAKGiLXJI6hpz! za6U#ZDi@5B&n6foBuZw-q61a!%aERObwj`5&UA%X7{B`iE|!gVryIQP%Kcs5YmIVQ z+Tx?2*@My)Rm#RNgD1>r6iFPLWG=z^WtFm5jU`I;lc$KMl*YPy9FcZ+7FSjZJ>@@jh zUAeA)8)m?PNdYcv6n}U)@3@-0KkR4d<(piM7?RLc#{tUy=5gPOF-39LAwTr@;IA=x z;EspH6{Cdo=B@sLMnvja8$kvAmw++f-wH61giCn+|WjM{+-m%?~zyLTyU_fFjwTM zdLzzt@WlcmkUYCnB7eN-4*QPTWoL%0e1tx(gJQ>WZ%SR2xJD6$P+JQtt*;ME4+E1x%w*YxD?A8CkItK{a5 zr6_!-Q;kA#Rn7JZpI$i%J7WjQ)=68tQ+PWSgM^(*9{;gx4)iS%MRSt72--zfh zl}?@ucQZ=&YD?|@?&_<@UP8skILB4>@%ERt}Y5A%ELLqrc>k!C?RNG&?l4|e-dD-Sn}U=UMRZml%| zm@cDBIFRC;t`+Hkla<6$`W20spxix)D@JMtKu+^3&Vpif(&h0TMAQb{l6{AL!TJ}k zVfo?-uBKcHJ3S#-aPu4wGJLzH>Mz4%V=-gW12!(KJ5Fp%%n*Hr+3%zO!xae&zC}}S z+wxf}IN&CV*nUkhywIE|bH6B0ll32Dal+dJ?cmkrrf>8=4i4l3fI=16h3w^7HH6^n zAfBWNBVpH7#Ph!}^!3L-ISd$hykDp_pZc70p5&rFE4sG0n(cYyASP%*hM=Nrcn>h% zh3-%6b0ENHY;LDwoq=TrDJ_rNpVFqmREj~6aj8=VA%}nV>biPlpRxo@ts#Ji{LF{v!ihD{N!TS=YAf@`n$g+O-H0(ceNZ_v%wflt zK69Zo-XNqmLl*)M^Fh^1wYDZuXtJ>}1d?}23|oMJI~Zy!8uJ}Q*dTMOJa14d9CvAi zaTfb&Serilc`w=Z!p`UW%l%K{fumf>oS<+etPj(rAc3nE{1-YeD0@8un4b(WNK^>R zY>?mDltd$`Nyg$Zk!LmJL@RBqQ6bT*mP;61A02Srrd<{X^*qYPZ!S?Hp6WJoA?wb8 zaWfpeAp%a3Q_-1)~C}J~} znq3J$f9f{Ou0|6Y5JSWhc%fYPZ6hEOL+2Pw^GXH}zf}=M$Oy6#wih$_=ckDJ1>%;F z3}a8d$Ds`(7ox-cMn|YhSg8~KB_A>+u*l+N*s3dY(n~BIX}D-mUWp6^+O}=96v7FA zOHrDpoc3PntLY1=PllK`Zzj-wL{QJkFTb`bKz?u61(0`y(B|Obcy{Fezb|r&;(zDK zb6xwygyG7e?i!jtB&kLh8r@9oTB1^lC~#Me_U(5%^uJ5^#OD_R4P~0ZP{l>4#*PCk)9uXa10I8w`?7!GyT^au@Fx_9kE36ytwuUf0_Q6 za4xy`OL&QfRX^8bI%#&q*}Bj^TBCMHQICQAhnM{IXa5l&>Yz@iuT8YC1sktPWF}php!h7%lSL9q-iGRkMZp@~& zH|?8f%PGd$?3QY^{p@Rq!`9XN2HuT*sdN`<3b?I=f|9vPbJnFido(inJ%*HWe~3qG z3hfSHvX^YB)-aHp#QAM8SsdZ#&YHV}mH`jO!i`}vCyo(;j8 zw3M?jSws+o_W9C>ykuqk4#UPsl3n9n^MnOAEN}?ns-vh7yBW%$lW*bkL60IFNPnEV zvM>z5@oSD}xL)Yz>eX0~;2%JvZ15Cc(SI2h!qw1OvVVu@|8Ag(YiS-6Mq=_ILrSya zx071Gn$~(3U-A#1aJzU-T68vUX0rk!(9dT1*lO+UA0akjh{G~!Y#Ry5Hep1t>Wr6! z_`eXg#ZmWI#)t|))-FCfB&JMl zf=BbJ$40VIF4z19yr-T%=p*ZzK{(hTd$ff1-0VjiMV_Y;sVSd@tsGWmN*g5jcr|E# zQqn5X5SCJNK!67rW{8n0gO4dDCQUb2Uo;yl1mPE-%6dMZo8QVitQp?A zn;?U=3O9o*Ch7=x=;{qdo6*J$+LkDISVKVtT+VSlrQh1mdA~PjprtU_NaH+$zV!qV zE^Vrysi}k3J}$jKY-wD0B_kkL=b%r9Jw7ju7v|ah`2`u{FdBrDi)B%F0Ih&(NrqI{{`FUNVcp zLSO5OmRLq+!kph_hZ-RBGc_p(@sDFapy8~S%SKCL$6@w&T7t(|b_v4igVk_L1p-nU zccQN|Tnc|IJHd9i@3UN^KQC=#`VmG^x-M8)=GmKmDqtvWEyZ{zT|Okroe6*2Pyong zu%txL(VgKDw#veaw6Dd}@Jyg{aCF&~elto)7Hom=yzV{Wqw3q*ALw@&dcPq_em8q8 z9T%?HoRDhj8QCY64b>+hDKiMQUI%Mq)kBQC;!RgR7=$oHZlasf0X_L(WMFf1#;AJ| zSnjyEF=J2mVcGUd$2FRb-sVxwSQ<((Ff+*y1|3}w&|RHNul zIunYELV~+Gypl!#cW0^$Vn-phVs9JZ@@XD60a{LRBJF|ZH{ z@hDVbRJQaxa!k3HxOK3eD2?ZFJPG4dO6K_08~YuzF3XC5`K2&;WXP-E{QZGqPIxa8 zdHrmpw-r*Vfc{eR2Qx@ce5#yXr0spz(ha_*vow=-i4;Pf3;LW_ z$Cde%`G2gz*@zcY6WyrVr-^f*wM$bmwrR{fzSnsRTh+;P0S7MF%4OGqSYi(@2NHdk z8;t!M_v>;DLLU8W-`~qXA0lU;ZA9*0{h(KxzWw8foR1Q3;qX|9%$R&|e$miaTo$xL+p7`6*MLzAOS z)ew>1E)@Z;ZIFJ-_@a(Nk?DsVHr*Z>6Eb4d4+P8w<(eChJbUq_|jLty=Qx59Oh&mZ^=&oWZG?}=)CgaCe zZ^Z?NvKi5YHg1r78b#Dv4kLMozom=%Jy_3WVeB5Ku^&Zm{ueU5D!cAjX4=s? zOZVd_5%uy3mOiNfI zXevcxaf5Et^znSO%qK^LQ?_^Wfc-gZ%*L zdibwF-)T@J(#(@X`ZeD25gcQk56G1xivlqK`y7S6Z1A5~~W z4|thIp9ICF(|H^(vxdog{@e-zkve*mor>9XzQ(Z>9Xq1mw&X`Sm zRKPO&tJOO9^WC=KNFPBoV1N)McNirNQkwo*KUqjTYG2+Kis0c+_v5NHf|~wo{<-3# zLI1+nw<6`Xd0=*6SI$+Z0yer$8nr=+O_N;}+sKN04_+dq+d_W6nz^du*c#%EC@LPz z|I<>fDzhq~!Us2b=1xYw`BjaS;&f{`wUziQ>4%2^+0frynp{|tt^`%AnA=83O1U|u zaBX^qkoJmybQ>@!!V__}1pVdM(ii$N6;a#z(we$!XCqy${+sSv**YV9lLUpaT{?2` zSP`82at<_(a@nI}=zK(h#F0Dp0~3Yv{>E~j7+ouFZ#+);$5r0?qSz&|RV{VGQb8kI z$i-Am(x^H&vaTh`E7SoStDb_y0jUs*?hvIF4tl#wrMa*slAaN^XiRNai~SXh&tyCQVTE+ zGW#qRwTtgwFW6uXRxqpq z5aSP@OaYWPm&^Ospr^qb-CbD*jiNem?^~#!z0~RgqyHmUcN~-`OiFrPeU+5Nguom9 zjaJ{V-3DqqmjTYDLM&jcXYDkX@n39BEwl~_4H6X1A`xfQoV1@wK%m5X=$d&GBPgE4 zAvk1@=HLfNCH;FqMA7(4+G?3KBowJ-Ah{Cd?_u|nf{5uAGi2{eRR4bsURQMTKX1py zTX!~qm^0R0GUfpc=1QpBCr>Q^j(|CQ9v{tdoELp^L?rtfyC@e`;zuWe_*fx=yn+ck z^a;1v`bHgRxGLgc?&-q4g!&e3cT`ZkmSW8=WKSBkrs0t=EhHw@M*%TQ<)pO9`aAER z@WTt_dscH_KQqHGJbuR#KYCZSvtq;l5)0sv9OfnXXlSna@4^A{+%99iRIj)@(JRF0{Rn04h%BoPUiAOtV4KzGOaPg{O zQ*{8pxYmTdA|ror%`u#QTT?b3zfNKju++B-7NjxvQxF&;~vE&;kz+KC8L~s0Iz{_qAVfnexp@7n<3W!|acNM=G+GWVC>#2rgP!hdslmpz3UvSp{cX|lk{nH)xu<+h) zG32V0MY>B1zdvm<0i8fAi;#qzs*+ zy$lMX*F?_ZhH8TF=G|BYO^oQkL(Imlp+&fINnXk+9YHgoQ;f*!$%IdQ84 z4u{qi)$#0Au85S)U8t`Zs@w)CdrMr!*E+^obcC9Dnv>-}Mz(BGJ3|SkbpG)vLOo>6 zHMu3gBmpON5gzMjoFzBwCWo;&Mz)STFqJL2jq7V77y?CZmb+_Va~!og@UKKJc&c$V z%yt|E%|E{Eyp;DLnEuo%hxp5gnCkBUk`TZQFQhu$Q41lrccOaTP&MI1OKqtJ`4K{; z-pe}wM~$w_4*hFJ7Lv%r)j*x`6-Qht@c{!Y$WBE*?L<&-DP0HSwV?5#*V%=_)^2PO zI-po!oG<|i{#6rMH`2a;D0I~N3_pjT={j?CC&*_6@TI7rcr=L?SpT~z4v$~4$D|72 zmx!WYj3_o!0W`kPsdI3fp_BwTLwum7^&J1-#Ma58f^^?UYOAZ>GDSm>*t(aZ))ce~z-DThh;)zj?P|i3vy8V0pw_|K zs2xH=Wm}?8qsf7HlT}3vT~73?y1Sd=xcouUqZ@h<^7%tsvq5poIvSp=i!tXwgihcK zo|dg1jBRGu+-p)=UE5k*NJfIkuy54Nf`1gtM%j7C2)!iWiV#R4UcPbu>hsIBjaX}n z=>8#Udsuj}nEFpfa2TMkDIh*302=$7NHK0WdgYR%&U)2TeigHLMFpm_N4+AAoK zW-kV9Q9_o~G#%M3S8a;XM8zx{04=N#{-!=%!wCuu%z(Hri;FmqeIoUIpVac!^d~2r zarMBL25U-f#EM#>Qkvc)e!+Oxa-pHXj|rwl`!CFaZV(-!NFnz#)io=xyv2hxY0pVn zid}%kSnw=P5}D&RAmd&GxLT|s&$Ah;%+~*MmWEzBukQy^7#+TPnPe5VaZcWcGPh*d zCVlB8Oi!QvPZeVN_#gX{wA>E#7X&*cl#VgjBH3hd)jB(5z5maTP+a`QkSHzV$kR0OUM<0yWtlRp`vyw)!JOT-1$795lZqsJ= zQ41=m3DUhn=x7lvew*)px@%FwnQT$vxLB}EwS7jchv^-ab!&$!u(m7M)~HwsQKJeU z8`m(wxpy;`jCYw)r^y}*hFbBcIPSS6w@%8)r(twqcXIRQ`ly2uYj=`!uLLS(=Compwn0@rA6t_{{obG$XPrCC zB+E@M<>QY4U97%TM>+3{ARoY@@aVG96R?ePs4J%xM|kwJZlJ0J@h~W=CZ}-%IFI*TPY20GH9-kk47CNp6qjoRWyj? ze3nzOk@LL1_Lca*di>&p{FagUd%vJt;dC*5p7pd)p_{Lrr!Y1Jt_Q92m-F zX3_beK`iyoLjH4^>gmS`7w+T0emZd=yYzZZ<-SM*Bu^WqX7=IjfX{#_3h?K*pu!t0)|rq$8jq<+$d{rn z{BB1!k{iGfU;IU?ekd*8j&|ynIjmV7JUqLfRR_qk+`e|q-AOYH!GG|7_o7am@o!l_ ze!+u(JQ9HCa{tX(ODPENH!gTvcbSLcqIu(O?ftm|j|PbgPLcm9JqMK`y-*{Cf%Cms z!O+TEGn&H%Tbcy{K5!!A)bF zJLcwmwcwhBb;I_>)0u|m3&wz~>N1?A#bb zyhrv`F@uCM=)Cu}3-kQD=YC4|QzFXD*H&V4t$Mas%!W&z;9@T;o8q>6L2p0XWXP0h z{-h|bHBa;%WQ_&oa;_adPyl|iUI9{qnk>gaYFDmiLi9lf>da6@u9$Trwun zIlzIpUljIqUIZq6wOJwG0!G|P(UCu^u(dfVl6OtVz-KG=BPo^649du3;)caV(21p2 zj=rNH?Fl-5!i2rQ_pv4Cz&|F0euzd`M&0$4!k+x&XxbNuie1&WJP~VIcyGh~)s=xr zkN&8~M)mxa+FPIu4=G6R{Gc8Y)Z6PJ{gCk|7t|jVy2p$}(y-txO^wQ3c0?bFsU5Ji zfslMB!G#1vxMpM!LftoMY(^9wtSsbB3+Q00t>ACu1lo>r&m*StDiaOfx55G#K1$zm zCHpDg;xx5 znAiroi&2D$4l+rMP1i?*O&~6I2v!IA(9)h~A9qrP&km5dUql8p~cR*eM3#bTq>%*JV36TVRNg!Dt9Y z64)V<=VW48bfbRb-LVSn&W?%Py|!ZnhTZ}_hWDaHRo*IPza)qP>#bVzrX zNJ~lQIUo{JA}QV7B_Q1$(s>A_ySqCNA>DaUy4z=a|DR{PpWd-Q!(eRIUTe)cuj_a9 zn9(LNa!*$cWvHv}oLCU`FBRT=zC{ZpG-&zkER>{wOd;lFDWQQzH96jFUmD2**QoVSPX}cOLu2Q+Ay1s^#p13Jnjk z>$1PhaekfbdVR9$*BD7j!t$$`*#601ZEAzZ?0&PJ%!M2|vzELm8vM!pD~UJ&Kj=-s+3Sv2Z4>m=KQPniPyg|k zKK<7a(fc2N=~Lo@=YpuqJJP^50Kj^Fw*XZ|ide2%`xx^RCF zyOlFMFa#UIyjuC;XpQXp4)@y=J=t=zJS|i!J$Z5G+ZXemdhQr9he;O_1TE_>)?Y1rRPy)P zyDoXBn=(;kl5nqWH)Fl?o4(Y=tU}9lJ1YM)UBfP8zQ^WIPgL4(B zz_@b%zZq4*j| z3Z<Bf0>hc6vU!#2}k2i#aGe9$UG ztklt1QR1%^^qg+qTi!xhQwF8hfa|mCwK098Vu)m!=Ee@nSRqH z8ZgWLlbQmTbo0Cg|7=B>}n(h`oT!7>7ckCcz)y25NAo!f-*)ipd#F&*9(D@b69dV9b za?A@Nh+N?vX#A9I246C=Obw>B-1Ej^5EW?f=t( zihhG}nUFLcc~_tA(HdVbfup|h;0O~fQdfkFra%}+L;1rzr#fzbwyj_1T&?JX4M09^ z?V|Vq{RU7GCt2XIM8C;2cwaz*?wR-JP)DE}alsZt@k5DnOpM}DBrsD^t@Vx&!=xU< z@%I1ZZqH9(b!F{A&YLk~Mro=h^Pz&>(CY%F@ki#rh3wj6O%0ph>A#*7{xM_bBg^w1 zCG4q;o&bFkRbYr%w`%WAEZ^*Any!nC8`EIcHj1tjPfZ{YdcF1?sP$~LRj8Z9p~~ar z0Y)Z5?eM13DK@xjHKiykJZ?+p?1pG%qkVzin^`*WdMSGyASwcz$QmKU3(+zeEU z7_Zi)0&Rj=87ht^l#!r*F*-0A@8Shno`_5nr#R>1MRM35E1g#`_d-?#ME9FWz!Cg8 zbfrg38}HS<7nayZ8iudW;klrs{7s=Rr^~NkZYL9wEk;~?D3pswW&T=;$RC=C!|4pV z_b~de44f$#W&NVO~EdOLUH0@wW!cTl7O(Vh@$()fRIDVr$& zmAfNJG>t$n4N-5=gc&%Qzo6{K0{z{~z90|;#-p!rf7MeU`;kriM=-*J2yoD+duqGgfgyqA;HYJR2cJF zNqVi8{E9Vp6c`q5H7&ofR|9Mupmf`J_l_t|+>4Z)5+40jTroDG64l7v$c&;lxUifo zUagU(hpZ@4XRORZs(`Cau+SUZu0Zsc7)UaJ-w6{l{aIBqYu{gsRm}XpsR7jl3yus+ z<2J|`)3_!k#@JwNAP8KV8otjxouWHSKZ!kgX40{=7*(zQ|5yM94&e}Y(jmtz&SM5j z)QegLVkkh1nuptoc^A83x+e^FR5`HIMO9HZQcyn~k+8bb!;=dWUaqEb5+l26XeWdM zR<-97c_|~a%%w(%yY)eAwegQg38v6#awSY{@EWHkQ-`2uC#kjf37>B(va5fH25A1r z6q1>)lb~?>c!e01Uq7JJYyCX&L?Xvt*twr;W;j28ibS&G4`P^EMSHuV;Y(OOFAA*QGpAz!fA7 zctz)J*QCd}zS&E|ixt`N{yXRZpQ!GCN8N^pV*==JKjbTwo`;~G(5j!a9-2x0zrBhL zQ1AYvIYoGQGvl~&I^nTHvqGSXMhtfr@6Uu+Mx~`A)J~?TNXQWRR;2VUUW<1b0ImTq zLT6_1$xj-BlvQTlheHIy z2Fry|2TwNvVMdy?a;FJ|hY`2&PL2=C-)Lj?mz(n^R~}MPEKTC6e28C54uWlYH_=|9 zMlMEzPhd>@DtX{|3YjMiKWTfU$Y>EAM7>wAOpgd=@NNV%iSl+Rj_p}rBbT8Y>PBsv z_0I)EBni4{XSL)%Ym1S=-Jec84)8-^7B#ZBPpZyYV?bb9L?lqYRrU zSc?B{Qk}ABT!sF_1!(#vd5GFJT;@MOPSIMpdd=x->^{P*>j42Fp>>bA&^X*@z{QnP z*W%b?p4)VQmNv40a%kSmcCY(f7ddSH9A0_*Y~nlj?x1We|8a5_@i~kl3Vt65Y(@uhBqLCg2^vAd3HA3o^CfK6R6==%OqbV%ZZcKBCv4=eSRne=@e?TZM?|_#1uh@va3y3!rlmnwg3>{xwXzHF ztmmo%(1sfa194(+w`v<1YcFv!1f+&VNhy!wb6_PzFVN2t#8{gAu>6CTWy7zlUfj?Z z6RP_qxy*8J2P5a$>UXjQ9p>CRv;yo8 zBRHZlEA*iuG4R?BwP6pDM;@Mg-cTh@OZTj}RrX9w?MO7UVJL=%>ay{QcQuVJS%L@w zJ}^GPyoyQ8pb3R15F?q^c>WMP5a556YTp0*&e)MOC>NJEqM+68D;HPDdGIod8maI` z(TAn_IpvQ!wXS1UKv4lG!6Pb$7PThajeZ)9COB!Y@>+Sm-!P%W7h<=yT)t%)l~X|k zF>=D=0Q!s>VlSZ4-+j5 z%1CY}Wb}$`mhCPhk_lXv1xO_{>K&kV5PSK)rV`pt@VWqpHQL*HNH{qz@a z`2)wKm@Nl7vb+_KN-%eGFhx;-e&)eY3y{qFrsL=7T3-~Vv8X8XzTlVQ zJ4q(qxc4MA zC9~rqKFxBpEmVq$3V}M!??<@^OG4raN|1Hgl?#lJYd5*j?>FbkPQM}&?ns3RwYBOK z59g`kZFrSG{#ktxJFpvQhLEBTWmrYv1>j3NTG8XI=m4#IEdkqM`{ysXlOqw8Ef=^U zn(vKBku{X`m5T(K4c9hG)8^!8ie}2EVmQ)-WZusr3=iY}#3vL<(6SDWOD)z1{87xgG?ZF3bCaC+q_@FR z2o3Vc8OX)P#ZK^YC;7(mbVs~HA6ijZ*N}a|!5c)IFp_~6v->Ed5kx>3VDL(UMBwmG zOTb&zmEu$%hbBMu?k@d0QB*phcB=C&=@@s&W-9C>DN(sQ%HDEs)baxgPT z@$>yXvq9`_JE!os1v_;E#I zO1dMYKk>=Wa0UY^Zdnu9Ua?Yk^39Z#b^g?-JZ!F-T}2(utv_wn$l9Rr}u8D_a`l~(AYocdI1Oz|ENYD_qF;o;UN2y%5cWOd}|%#S7D3R_KEkMPo0YHI&&YDNDmu7A%^2LZ)(^gI8| zKY#u?pm8|tq|dxCfhiwAJIE&m3M!=OXwvNxyk&DN=V~<*P zM}+w1mQwfGk+)+f%P2@41aJzN1R9Yy{X#duZF+!uWfE;*aLpYKYG^Zg-!!XyN*Q76 zqiU{udh*+88@PW4pL~ghdvms~x6ASRBIhaD0Xwd&Z&?o&mK^A~9Igd}Y&Nn>nPzT){#;#_jw z6P+N`MwAj6ipJju^qIi>oQj&~o{qfYxWm9&y372YWr{{(+grgQr@;Jh_kq6AJ6mhv z#+nE@YDMYSb;GdpAXaBlyhHnetvh-ub=45J+|)mci3<3X!FBk5Ws_k z8~j6cOuqI0fG*0A%9TyG^*d@tzQg{UnoJDcpG;b7Q;6jUP_E?Gpt0U=k#p;3)P?)l zUHHGQC=YLLxrbBU;ph`J$2wBcYS^x=mWJ-AB*{CbU8+Bk8uNh|upPr9X<9uKi$ms8 z9KWRAI+UwBJ${lhM}gHTzB0!Bi|%Q4{v`McReLv2>=AnX1ja^ou8yP`2+Q76ven~1 z5CHb>mRL4GC)7QRE88F^ov0IhX0jkz<8aJHxx-7sH^mzVrkvv<(|JNq`i~i>}i^M|6Z8|UTIZizsmJ@-g*_0tlYnN0~C#eP|&AZ<^o^ut(6o^rF%Sum3 zxNiNgiATNc2FaOgOGHN?%PlO~%i@_z6%N1O)4I984Q5V*U3#L_2mjpQ*zpg9w_Dn; zx$Y~H29Aa{eAH_*=%9ZGQ9(YH>8?KmwU{D}Cx2t(4C6dFH66w})k7}O{@$M6)mOEJ zQQCw7uK*lS0auY0C~o4IZHO@5@LDD9DF5AT3(au>u8GbF$%Fl$lPgM;jcTW4vN3%i ziU2s5@uw5L;VW$9wGA2OKN{|(DC9;H$7H{^>Epj$Yxl6Qj~R%xrEI*Ht-`z*SVq6@>k8V6XKc5Vb;&r_+%gAD?Hk1qcn zqeqgeQl7qSg`bl)+?nZIF6(uZA|>x|{;B+&bUwTKj*yHG8!Z^02l^ENGXtDBwV;{o zt0U1|Bi1#G4gtblukCOnn%^3soiO;31&Mwcih4fJHvxt{`>T;!n?v3P$qc&HfJGgg zN+R>yjePr)!a}lT@JgtI6B)$+X8?br$KJA_k!fpfQMZS+P!*nGacZN_UGS*sRY4&rVVd0*!SpLZ!HTeFZ%Ar#uHH$=q{_?K;LPQ2$qk`tw-td6Ah zvkc9`5ag>A);f1WDgcad5FGRWsRFOpGG_+Ui#{e89}JQ&a?1qK^lF;=H229L%&a$c z=J8C&Ab^U8`2U+pc4H2I?RC=u-?n*BHq+@ktTcUDqmRa+p6s?)Inb!aQ7o;PV+itHo?d0=^!qtal&mcWxyLYnhOvpiLjpWL|T5DZNwZuCO1OY-hvFl3T8rfF05Pf7KhXCIu%V#r0K17SASlS~$Dzw*!OINRh zpDEXy4{m)#yi>*rjEBX4_M8ss+g{anSOI0hG$>ikj026>NzG}1_MNIN8aY#TKx^b$ zB@Mf4Mq$kKcp2I&ldBykGtk}S4btKD+XtU?D*)pNNLhR8nN4!v43+vavp3I_P9?-_ z0K|yEz{59m_Lv$EEXP9L2|O9ESwtBseK8sV9-?o$qnv&&i|3Yw@5^Q6xz>-yulC3N zmJ0SEW8wAFJvg&VmjkE4q(bNMOH;-N>K}L9s_YpL5RI3vyhdYRrJNs+8PMx~|7m-3 zi-W}O6?$}&*jXE@H`tewor`Ld`!n)5V(oyTuHog6GR0|>&l^VvDjFX342HJ z_X*jccTaXZ2P4#pxvdZ@2%0q`khSHdQiLn4aebnGRXYDzhG|<3Yh|Z1r*2N>JwkJ2 zwH#Lo;+FiG+Ep!)6MHjNRONR5=1TByzjD=KO++ASpmVw_|R zy5bZ@ftxK4!H(d6%iEFO4BUCy1bMisf5c2b{Q6M-?3mRe(VP&vMuFig;`6~g+rW1> z^KiB6Szfr=wZ~VQqqzrmj=A*jgoptUQdXVz7_capswqT-tp)EFFB=Fd!h{-MGLnb= z3`q`OeT+p6Lm^Gq?aS5V*Jod^KO%p*jvd69?8Nr4S#m+@7_ju_g|xHMp=}&~@A-(E zS1z_}r%P8)us$QMLI}1U_=^jQ2~Ix~(EB~C=K$tR%+xMEDr4rPI6)cJs1lg3j5&Wi zj;OG6qQsPtECLE%?D0V}lgRd&dHZnoQoaX*+MAZ~ckBOVM-;3h2h$UD^>>ODS?gJ1 zSGuhVJHbXcI~UREZn%UAsac;)$`_dlWVgePkDf;}g`FRj244sLgxegOc z)A9)^qFrah-$VfWlPr@?yX%}Z<{Zju;N*?v?o?DFs#t`TDsJJ3=uGkkCxHEVZ*H&x zeHwtILq`ZiA1JhU>1H4ih*ZyIZxb)L$Ordy3n9vL07kSx1{Y|n@|M~ zq=sMwul=7GJuGTRY3?^dXg~X7vsl403wkC=ogr=n0^ z)5aQ^edF~mpyszM`1HgMls!(TvZ;_> zDT&$7qJ%)IICpvrlE!v>Pi*+99|+?c`#E2|1t|3sZtG>wpV}wEoOrvhg+^BKE)$;f zB^2EG(Rpy1JfJXJ!QP&`YfIL|7W#%Di0H5(&3Rr-VP;v9ktA`~3UocOOS=2*lNien zld_|XPK0LFS~4(YG-S^2t{+)M^hFwCHl>Q@e*_+y7JOb})J97xm}!p5fGU~(_#8EwI}1+=qOgr9 z4eG!+%v1hb<$8J3a@7j)4H*ajZE$@&Zpv8W^&d}F7m9v6lGe!m3T7uQ{l7SkP3d9( zr#aBKv5G^MCXk5T#ue{9yy_HJD_&^xZ&Ibv*~Ol9ec`{?VY|rmIHQ@PQ-_LS#~Nm2 z|FL%{K#0!oef5Z-D-`!LQ|wl|VdHP3EnZ35-jDRR{#wW4seeyM`yeWs_h%7_<`w|T zemhm{daeY0lo6RyUQvELsjsP%1l$L*AHuffQLy3`&v2LQZ#JXC*qG0!px(5VcEd=- z-z5h5cN?#dOW23RCxr%t^mAHj>ezVV7NVwY%lgAElBb@XT_b9uYjLklp`Rz|FI1N` z-jqGZCko$8V0R4rccw1$UWQ~c6G9i<=C4}`(Z29%P}A7^#O6j&xFGEB*t=6Z#u7im zoi^O%VI3W>v&G`f)P8wu1JLB^Dr;;b07tp;L>K1NWXn4u9;;-9`6YI-pvy%3DZ&V) zyVN0d;+9n%F@$&BrDOT7QVnP#?;D5G-gXL)t`ZET`FFL|<+$&167qYaw5Bbg7_QRZ za=t0Os!J7t${;po#~b9}A{Ke~FD8^ke6qX~D^?&7!RrQ)K4UhDd7s!K?uWk-W!QiH zV=5daDvPbPY2Br{?7N?U;-+H0kSD|~wv74iHA&N@mgqW*cBQu5r-+`X?#kgpjf&tq z#CwLFJ`(KNkTC$FGs1B0&T$vBw_{`r8|06J&p2F(42L=d5BsB8l2 zP_97r*Sri~7l@|3I6!lF&TgC0JALW9s(Jj&knOV{Wm?!vc7Mr#@51OgOt$hr>H9F4 z3GpxJo5O;MjI(ak$(E~t&{`7agf3|{!&YxKdl%_h!9J>%S2FgI0O(7g=_c%n!G?oY ze#nap^Y97b&lCL4?=j^;pLd2^x^f5DOO&-ETY7A-HB3!4=1=x5%@^Oi`&lv?tyS~- zU8(h{-t@rRr&dFNS#0nG!a0C^3)|p&i84X(S^MyGaG^}&=jd_PDrSJ6msODap@~k(2CMwK`kx9bV?l;Sh0o!;S@)K^q-SG3iJKLVZzFog35Dj@& z5)C*RcX~9Q=3l>BminzHP%(!y&O(BB+YwKkq>!1rJOwtQymhAv6!8Aa31smM0o-G7 zD(8I#UXwAZ!}-JaU=nWOhiDzjIrCy?u+d?rp9aJBw`p}NGyOIHP#=3WRwqTvv3?5q z#SjP&TkZ~v2{BZKkFRE!-Xp3EPiI&>sZb%`GD>d0V6+@3GR-~=eF5IVSM6h|r>s)9 z+JfbhRU-2tSK@xqlSfH85%e_Q-`85%(1HVhIM!IMs*Q?nb~Ron)_GV!ml~kt8&{oPK5Q;;9B3hCA-hgyI?cqK`yUck8*> z_}mx7?Gw=U8Snh9qT3Z>&RgklYW6!-1R}abb+e2j5Lg;g0Zz6-pxl>VV;--|?hwZ8 zi$MFR!m42s7OA!sE^1TCB2)B$n*O+;C=8Wm(?@zLC-oLdP-2X)WTJF;Lr4KpT}(RZ zOWy#6!uQ4XsfyPK!%lmYP7)#{2ppi5MKrY6W4}ZT*Of@$%0)0iY4SZLL5#X$1I|>F z`&Kv`qY~H!vytmF!`eG>HmB_hG0NwKzV`k*5)#hT+^8zxB9hykbAhgLUUR^1(UXMQ z7Ze6r;oy-=g_9c|Dy)ecX4gq=hQLgi#6%|I{`_go@yU=|CRb*2%^VsH6FM`iO~nBT zI)2H-aq_vN87)P<8Q7}h^8JJIrMGFrm5MU$<-0 zgoPp=5KCF@{{rcHO6^-I>Js;UW;>;R0i?19!w9X@yM+%7ml zNc&^l66!10M1ySmiWF=KC){T*yFF0N>P@oDR$Gs1?kA3yK7qfk@vYFR{xDwE3hCXZ zNG9eA{v4_BdfDCA-616A%YLR-EG5R?F(&e7jxW7T(>g?W_joKO?>LPeB3aM3gWl9~ zzu%Dk;4%RrNBXQTc61|MckI16!4D*~k|!j|T-L(K2?UIg}GIzz7SKisbz;EFz z8-T)@paLn3n~cqNLyGV1J2WC5qVty=O)ChDa&bsi?Vnv82Ta>JH;an+Aa8RG^z{Ky z20%JohNXwLBdF!ykkzD7vHo2>kxal}j4x^}i5z0I?TDaZwV4&dbk-bb06Z~n1y}<8 zKQ=G>m7RQajm12^Apiz8aj`GUM*)1;=gzr|>4OaX5%o;GiUkEAsZnKWb24;`h05R+ zpCP?p^7Y7(Co zu;*%#c__Z~r{OL0KN)fs3wX)MnzbQkLxgysoXy_@Y--+!L024lge63MHem)lVDXC87gp=6x zFO2)0_X^Y*vy5Sn{%$Kv5HhS6)9k74aH6Mud>?%NUexLdS9#Y!Z0~}>@(`6Cs#ds6 zBBS(us0U@WjNAOWh9vlPXBEBMu@}RzQHd)8Hd})nga2p80q)q@MIwGhXMaFxp^KP} z?CN}CQ09Z%KZ@6CD}3OJ-RfE^wqMl!LAjX^ZTt$k^4F6nahQxAiy|WY0=TRF3C<>W zhyZrugfE0R>{XXWs+N^GA%Dg1k-Cx~opaRsDw?YEw~WMR2ce&|kyAn+#qPA5% zv3{L;;~MRYeFDc;iXu;`i?~qFXR13B1cNuiB4O+f)mevG>PG_-Ue3V|WedgxxLu*F zg-fjVAe8SIBF=J3tHp`zw?qrOfQN+~HXLP=aXV2TS;}3nuiB(PTU&Hj44OApej>Kv zTvVg8|H!i(@&4uK5Z}v_l6Zh`EECkGZC&|8T~+fhJKsjg-oU*00a3x2*+{}|iy6KB zlycSUhY)g0ngYvlJ}76+I^P0ZlQJlz5LZ@P(u0l$y^=>^3!0GVbF|KFO&3;Synt$g zP#g}b9ie*D{&J7>@E$m0i>e^oI2bSKwC_Vlm5ujhE3Ws^f7_YyZD^JQoXyqWg`X{| zYT{DPK757q^(Qf3#^>;;Il5_1jOd2L;r%vL)MGicUjx%g^`2zbzjwMa|2Dx_-?Jjc z+>r-C3qrn<0YEt_@EzVN%t%qZMZdP^ONve%+FJ1i;^M7aph0AzNEJ_7mXt^Q%!&OH z<`f?1KZFq6I#7!`U-(9U?c4&*+^T>{;5hD#Ne%aX!I|-{+PQ4{BJu+%VeJSP;Vq-$ zbcLM_fa&{YsbR>5$cES?gm`CZ0IWoCnZIwQ@*L61Xt&)coNrneK46@$sMC(wkO$*- zo$)o+|7P-KI>J8*Z}x<3_Q<#%GTO;3k-0yS+hV}H5qwS=@&}9#?Gf?XPSX+A;;u6~ zR3aXcpT?K^KiH*aHE+4I4GyPDxg%c*<;k&^f3z6-l76PMUdoS^h`W{6f%0A#5KFx_ zXcOxnM!H~Ov(Sit5lD9Y7*vg?{V1xKcgqJoT?X>S9y`fNl#tUd4=ZBhhDR91Z!#fA za_oXe^Z0Z-%_nb zEABWM21pLwN^2J(d-2n4s8tX-vQB-@Ops3 zrRC4C<@whB#ws+t8PO;{51|csaUx}1z}2(*-C2ey+y>fzXFCzpAkoE3(Zp<%U<%Hc zZUZo|zNr1F`gY}c(3kSd_4kq>$X|XHiVopqN-IQfw3?eOUXPJ^Hz>*>err}uY%|B;JaXx2sz*^pA7rd5sHCXgF z>rXu=C#x`JVZ5CgD%oMoK7DS?9omtl`m4$BB1@ zRNxs#Y3+wbC+=ZEn9Q+r6imAKCMsU4puD*1uyi=FNPTm}3lC5*4O}pE=(i*qP~y4r z85H4~6N9rworucBZ!O>O9T*k(lHK^OjW-!lXx*CpVFhEoWKXHqh0x>}*rAh9D>Fq7 zm(qJ<(xTqn8w^OA!>N;9=A(H@I*#u@Q6{AnA1uY#wJh4fq z)Z7BNNNsUBteL_+D7tp(vlQlEli4Tp)gH402}AhVv%41X@83Z;=fOg4b<*3CrFp>5 zDU$=JL11p^EB+>t6K~;O*8S2a$B({3MYec#E$M6Ef;W3fy%gh96% zQ+H3&VC4JZbcY~%KF-V6OPdC2`gh@qU-HTu$cuhRj^bb7@u$c6kpQuMTnj)(E|%*f z3AuQbDdjy(`=CHPiV)?t+ot$bG$ZY`oO~L(^pJ0&;IiUpbgD-QL!VwB+bu%-CU#Ld z0;>Q2cw^Y%rCIvKCcpZuNW{tO602!691mz{VL`?qg8oMzlCTS zw-&`Wbpuneu*D|nKGv)lbjx!l4w=L6znwWaU#|^%#i7UozO6%t)oBtM4B8$oQiPGlog=DsEO55K!_6+&Vb% z8l=cr1-NwK6UfU@utYxVFL+pdJde@+J{yW`l%w+<{g25c1elx1 zUL7F~B&1V}SW`2o_PU6=_me`3NVSn(y?1mHXy&acGUi(DQHmclQtqu?@X38V=owfO zz=4PjE#G}T+%fl!c5U3!U1Wry3uEdJEl15wT$)zC-$~9r+2Xm}a*5O?0}EXC6-SuD zKMUa0O!A~Sp7TM=AaE+YKdkWUvBw|JDl^3d zObSqZmxsY5`=7+V-2f(PLgieOLu`JcW;?EZcYK+?^adOkou}6-?iHUcm?HO?qeq+P zc0eT&Q;ctsv!s|^x0gQkLidy!_q4Gr0SY~`>sYo&%?9)sB{kawp5)&J5h*q*qB>o^@9fTDruLC}9rm!YuUzfXOb1c_e z6LBe0qZN(^vJ1X!p!{c)kni~47W~m1ZbKH>f@SQ1EqH{-1G(ef8UDL&gUh?3Y8+p; zX0Nl;u&;l&{ioZ{#iitvCN8Dk~RziobjXR$*)o>{Najvhq)&dgI~Yi>$5 z5PX5|N(|*=nXnrV+uaSA^hPRLv&HtBp15ExZYjR3@*yvUYGBR93C<|@fBqU6$?w96 z9EoIctAu^a5sJ`?DP_K+!n~(=6U6?k%4>({9(ms!{Hm8=rXs)|2gIs!!6Z5;6n0cE zbiNxtn4f{eF#A+Zl3h}&Kfj8h+(A))$!;pJg{PRqm5tYYUC-px$^dR6kTdk; zYn8N71zJ(cdg}c;ASGWE_hOg_bp_cD9Gy-l`c7;7V;OX%GQ}CHG2{^~mx#;)mlCQC zMSL&|ZwOXclzdBZmgmpid|wgkiEJ1ebK-q~?_l4Wf$;RSE-6kSw?dQniFpFL85+rK zlhPsC_iB9^(I8oDRnja7p}tWZ7Tuo;b^c3S@!2o%a!^rpp@Hfi@#EDCl`r0 zAK$+vRLoqdXM#S9u_jwt^W!bM+AQ{(QcK3040yOWOuUxMN+L87#+rFc82i(F{~a^1 z?Gr*F-rXRs^OB?bE2YiP!m+AbR4pIL-F|STC4PEy&8rk96ZUd>-pHw z?ZlwQ|7Gki8L}%7Qy;U&pnJ!*`1ce05ND$S@)gP0f@BqDIqbYsWC~u2KsKCscF3-8w=OW1Bdh%TZt-p91o ze_Nz30GsGkY^&p=;!lXg`g&=iZ$zQ2Gs@LZ6)+sUw8VB&&!bzO)dKQ&?Mk&H~EdLBrlv$YF_fp<<6J0n=v|KULUX<6TSC^fM5TIi;&JGz`8`w=xAx)vN0)NM3+_noy z*liyuUeQ6fW~ptG_&+k~lZS-#H^HMprxR0(cV_N9M`0ca*?zJfcd$~?fXa`y0zzF^ zM;;&WXF~QVFBH)V^xNfVqZT#2k8!FeK54PC-r{O5!#gm20P>@TyNu=A?1tJ$o?%KR zhgS9|jZ5FD5_n5{QdWg+Yn5f)S2?fwQu-0Yb{?-@b?MLm5+tq3{rByr?w3n4!u(Ez zUYdp&=@B7vA%AA(cj@zjcA#owv{=*JG{Inpg|}_fMQLOl=?&b8CG2t9BJWU8Zz^w)R1{0KeX0fjjA@e#^oP7)f>fgE6I?5pVwO$3;ZD1QJ>m+W5<8T+ zbZUx%{?MJ7BNX)=34zSGX|kNGkSRirx@AQ~Ml6xHSsQ(y0f;fv8;YG3v|Q428rg_m7$Tq2eHaMY|vdO=wqx)v$~&omI)c z->(psDBCcR;x!G@Gc8?G3I>6@IOMCTECWq&>P~HukE6>_mW?g82X&opja6*mVIM25U{kCxo1G)Z>B`y1&_($IRaZLW}p=atR6P+aBlJ&`N{>SU{X^kQGe zf>z)D7OHZ-e=Ldgw%>gX_#31?Eif1BSDg#TrV#f-gvs22eHOeUKk7)P-cCMK;2drV zmQ(hM8t&J(0^9OX(!2ndS1D5Agl~^5KRW63nictDM=K6s5(b?P7|~`?qXeh_&|8daD`kqvcG(P~Db;4A5`2&oMy02&44C}qZ2?*v`e47?v+Sef$)oP}6`xZEgy#s41hAy_I_|w4J>?%n74(8wTRzo7{F1HHxwI`Uo#Ve*gIc1c^xAysD zRl5A(%<&01dbJKfaVH&6PGY-h~HuQJ@U1^qPo+ph@J zy(bgKTtcWkgBi-0YJjTAag#`(72C!Hwfb#7q87?%LxEa^9^gzxi*+kRzT(R%CWvI3 z5##~NfDl&`{po%|vhn$QGn49Q1h3b=-`wM)wawK7C@|ioQze!$u6UIfQxBQHyXK+G z^dH*kvO%VqIt#8Lf}Vf=#a8Z9k<~Na_ zLC`Q?QPZf4ERhCBcvoHu;0bcw<+?CM4h~mToe1WOex$~D74CKE-QVeiG$dw~(!+|6I?@2^N1Q4bFtk=rT zU5YhjCC1iZ;UT<{^H;jhwmvCwnWZc=JS!goQc^plu7I2FUo%4J4!Y~WzKWnpC^swe z@(N^nd;Pi?mhCA#+awf>CK|NBkyD5T%2B?PLkUbU`$%eo~wiQ zewFWNzt?Nq_R>ffo;45KoSV{L=E=2$V#NK(_MyAcSQ8_>;}Ni(x;)|KHPV%qX56w{ zs9~iDWud}mc->Fxw`wGv#yi7$D|!XSyRG^ph|M|H&im5xyea^{hKD?$ zSLoW2skt@0Jhn>YfvdXa{(iSOHP8}!5C}nKh@VuZaE!4bfnA}t6g-Q8V_?iQrGL8QB-L1Gcoor~_S?{)9}9sK{ncfc494g|(} z-uIdFp4WZPxSGru{((2*G?9kUeAPPzvUDeFYGI393?V7 z{-Hd z*L8d-b%VcB%E%ZrJ9gn|*5dZvl*FSp|Lqkzp>r*{;OhS0CH9SoFDSL-H>@HSz=nW( z1R-*p=o*DT&&}Vo6Z^Y!ab?nv?=^hf=rG}kI(ufJGQ#WA!7%&6d0!i2TtfF?WNQ9& ziJxThTX)_OQ1-k7l{Q`n~5!YVG@?+U(9!kisc<7qiYD(YKlK|{2Z zy~CNZB< zMSnlphX?5FTjz6&pA6;x@IR~cR|+t6*9oyB3tB(}Y2rqIcuO9Z8K!7N1 ziZb2N!v4ZJeRvgWLrfvJxL(wXzaEFmNe z_0nBb`}U8x9q5U#?|OMa5v~nBGhgwrG;R@(G}^F`Y&4si5VH0t28^|OcK%swjTt3A zap5u)-kA}czwKO6AbpmQ*#Ey-0Pk!F^%tdOVbO|(8!^F$VTc8@ULC_lmE|$iW?0s_ z?()su-vlz8FKhRQkqIx#vQln2uMTy9|ZSou@Gg#jVVq3aD@_Ro!qX%E+x6tLh)SNmF*%(z8uuRN#U9Wg1tJ>s&yK=ME2f?pt<) zaJa$r5`O{x3X*w6eZO<+u!)zK9BQQ#Fj9-q@87e;nIcA79d2 zj|OdebM_>pn3Hv8F?##_iIS|D*67)@Vk)lRiF}(U_c+ zc@|f3%Bylx1Mv!=j$SC(aj$tH;$bd_Ir?omWB75j9(m7t+doX$ry?gu`-xk1r@I#@ zt+$5B=W)(S4p0F&dj|b-O!n})#ojI?ykvu;Fm5ugC5p+x9K2b)fF)oW$#m0Ecw0Jc z$r_$vxrdDBoLabYzcaN5I9gX~ky;ZSG$Ma;9^Ll1)+N*s6qIcT)Y0(O32!2qD)+s` zfQOZ#hUKhzLU7yN1Ing4k8xU|xB>=9#e23CM;&7a-yEAHDUwBkZ?^j%wtyAyja99) zx0|T2wO!+lbhhxHi_4Hs!VoE0fH!hV9ll7wYDMhThj;aH&)k>c3+O+^@~MM&Oy4Sz z!%rUF?KOD4u4eU`pUWZu5(UV4iSrXD7YW1HGVh|BtpkpMjM1G^aYai8>U3Ux+J_9S z9#gmHD=`y#rhJS7H_DdrO2Ym(%>%-msI!%@axz`tn;uIx94*}T|y##`16`t zi^XGdu+DHIT*uMYd$Alwoxe@8*f0*>*bsILMAwMe8sntEAN!1)d1X0bfW^A0ajC>A zlymu&!EZklgN%-b?bmC}2gcmIVuNEOE{&+3mZ4s*;^6uL(9PgUikEmw_J)WDPi4R= zsJHB(i>~dk)WH1m*vxD`9%C^0bGd89y*9%t{^3PT4(&%4x}l25Ul$Me$4KsX%Ea-9 zKY?GiDmtv{Gq5J>E!I#~Tdppm%dq%GFrq^ll;jNe7tV$TCN$$Fn`FD^IK79+PsLc)ZcLv! z<{eumg+fZ0ZLCIr`2#)W0GzC}Mp(#9-_XbKb^}JyADd9qXZ(X6ic5(sXUJS zv*X5O^5=)H+{iSB&Rf07<7O^gF0R2%TCIU=EhTHeL(N-Wj7Lf|6A9l#&2HV5|3K|? z27pV!twD1wWm_9bA~IrSFk>5LKtXiEeY}wX9y40TqvdQ{X>`6UrX7=Q*&& zese5#(eOz~)!c$$^ciRBv0T7PS|j3oKXPODZd*={TPg6yW&)dfUB~0@tmgd&p5KTg zVdLK*)b~0mRF4WDQ=dQv8YJ>bN>kXeZS``XnbG`jb@oWMROurJ4gMNQT|jY?9#gCWPrE&u_f*9 zlNO$!=!Vs%1fC5l@z62qmHx~285Y189;5)|l9?uG?fYGlG`-bQhV|`QJ`S9iBc3YQ zddUm!d6p`jaQ@$P$aWk?Y*7<-1slSgyS9t(+TRF3cR&w6#op%MDJOe>FSbuKIWUFr z@I$;szM5QawL7(vL%J!Q&-Tz23-Ly{Ua21z9r}6}_v&(Yf(>@@05Z|+(4cRs1*+xP zzQw+v|FNQ2xOTSx&mCoMv$_eMM{1Xv9;>`sS-p^s zSn`(mDP?n_T<3w)kJ5#1qEIj2V>I}tP%RUu)cPd6jEk&#r2o}BKouN~s+A6icTH?3 zR6skURAC$q8JInM3LbaUQ_7|OpikK5oA0)ti!UFSki(jQ@aotY(-@y(H{j*uglC=m zhz|veBqfT`a({x6oe};?i6mdx{&B+hN60e9ym`jmzD+uHP$C<4I;O%h--YI}nV882 z1?z!+DUieTPKTl{@3`|+WNl}29xUUGaM}`z+cUi&u~75wS)gc=_c{a4i??+^nW~Y- zwSf8$<*T$fAs@}r&oNi9+q<^Y5}eiUIA3u0ps|SIV^`Jt+^9A@?(PiYMq8n!^|*-l z?q-1#_g<9;S{dgi#`{!KE9)X8!g1$p2rqH+%_8;mI+fKfgBAWtcz7(-lVg|Wd=iE~ zS6qKb$Tt3sGx;IKwO;W>pFq8WZjpja!}Bj0R2h&-3mV$fGJ~F|>^|cEA-vhr3XHYx zb}l_!tI89tCs%4vGjt5D^uy;cYR4B4gND>EXuzWwn5;!$R zy97Y;JJ7!jszDh_JR(Xhdg<*co(H&})ZG#Pyz$)1wsJy7D*m6tooEnYtJ6kMBY{d;06tq_Xw@cTmqt&`HpIZA4rcm-i1UUvwdot@DvuOmFHOJthw~3#M^Gc&qU%di>q{b zY|hAeLA~+=#_PZU`Ss>Kz#WH(J7i;caA9P{7QH4rF0Z-~LTzYV(E!Ie@Gvw7 zp!<>L-0?{eJGuPlhE)fZbgf%Ce>cEOdcv{cFGVA1@*nEh+}{MEjapI^cDKZygUJ`* zG)uG|^95wsv${Ui6F~A9*|N~!R$MaH5sfrhw^n@^!&T)3mnx~5P?qT&AEUM3ZLe4| z0HX?^w*t17sg~M$W+4)C3BODwE}Mnv3j8XMv1h#eCN19bv`iFI6F5G>fQ#gJbn&!u zXOP^^xKqBWjO}ixM-6=Po4=+RbN`s<3MQ>(cgtpVVtktO-v%9@k)%wt6irk1xosDu za`8oBlb^_O{noI%vF;Q+$pP`tE|X*zT;Yr1sS5pdKPC=$Ei>j;I=#`(P>6iM?fcPo zGo9~JIgL)HL-ewf_W6u)~@Rk>NI#>fcd5{C(&@o`sf7R87UnvOJGMYPAG9jo@%OZXIu99l;<(Fiu_5bzJt@F zj&Y9XKSb#1^BXkiX*IA>`UB6TXClII0>|Zmvb#WEa`Hp`mv8uAe&dSwEs7dm=)+S{ zTI1Csr_F+z7$ELj%>!{O0lix7P#ZL;O5*BbB{l5L?eo(Ho)}Y|M$gftfP;7M+d+^Nji~QSUmE`<{1|iN!ilG36yF*c0 zEz3PFM+_L0C}XE+<-@V0+F%7$FSqeg%-@f7K61G3FKXqb>A+9dW4e@`M3V(~bQoK4 zQkHcVQ)X3v)oa&oBG86?p2R1Z1mtC6RzpN`%C%%sT&G#zG z)TZK>_&{#!-$%8(U;bDiOd9by+HtFI6CoJW6as?@6Tu)t7M&=*^gGV8*`8S3J`u`! zqrD*irC2n#iZZomMy@x>>@{!?#=sIqBrgI;Z|%v4g)D9yvsPv;U($tUas@8b4kZ~$ zhVVlAdhp!!OyKcRZ`^_h9*`t*$e8PAt_E7m%fAcpp*#5k68}D0^zFaI`xkD1`$52x z5!8eRtvZlv-_#?$tLOHo-em9a7t7%GTd6yj*$6$ROZ9L?d}@Vljrd9aus{TPB|*Gu zN;oOuKi^DUP>fv>K1MLSqg;vAT-B{+#MSBjc1a#lF5?M58?J1jv z<43_I^aB6-l=gWS+I0lVaq_0zT9Vv9s>FJEC#^^rsO4WNR=eEy&K8_2V*ElW3~VfW zS6}84A|w|S%^|L;!`MEl%O4q8$3j(rvQ?#x8W$z!+g_p;hpILn4+>5w5GMwFF(B;VCjsG3L=B+;H~_G{PpGa&;(ZXW_P=L+O@^AOfj$;$jq`O7R>l<9xbx zB{MzUGGAsv-Z>7C)ZwuUbC9%sFAw11Cn0<^qv8`K3)qq zieLejV+PgL)uq?m=-*M=?ME@2)94nImc}E6`)Ict zD>Rj0q@y}J|I}08_zHTR@Ow<@6$Y>Y#H-gxI4@wAl+8+Frfsw#Lp2&e0V}U8R{nSB zs7KmO+zk|oG`c|Vd^n?52lUR{T>kn~>_DoTHU}a8act33^V+fklvou1v%|;)=k?eV z0=)g|JfE1(+9yH$aBX0%_6^=7HFY+S@^E{G@W6xy@c5$SP*%2;FPhRf{1Sy`i@5FY z;6Z+YYM;JpKuY0dq~EL>U=HVwRIngEgw~TU3=Gnuq}aE3pU-ZLC33rGyLFRNrTLGJ zBc`DhaK5MKCc-NJ-izjMN0Ls;Z+IYPJX+E_A2P00vv)KB$kC-)SCF)l{Iq3g9I}<PrCH$n;~RY!!vu~qpGv{`zl}=PY#H9%wRSYP75isf~iiH zs-N938<`+nW@IcIh91qAiVm~r_q+uX+a>o9-&Gb&PHXoieFC<)hm!}j^0xR2>&9lw zxgZmc?$5X6lza+%ek>jYuPSBxSx9&JDUC$rNCx~L*ySkR_@y4Q0 zj>+)i7WUp1ntq=B!TT3y8^^aVuV2;fX=xA+gq00AljVV!=}0)CIne7(bFh3c_tMvk zjC^XNB)@KlQRdtxonNc}!zvSDeex;+ta2Q{Dt(m>c@u##BOm+|rysc>{@qEc^dY4v%c*x4SE2xmW>kp9~PKy}pq z_C3~fX-dYTDDbOhR*#4O%0BSe8)Kh(`-n)Njq}wvYz2?ZF1fis8%Xk;h58 z&yM2?n)}PX-bcgUM?A2iL9wYtMRhiI%3qk|#eKP{`KU*V_MYHm{drLZ;zxOHSw=NZ zofGtkx_8WzZGtDYv^*5=FzC{@q`f0jN*D2=%4b#ctt~jp)K77~F_T}=CqHbNb*J&d z&IT7Iy(fhJiDQbjc_$FAknVEf99&!u2Z&_fU^_asW`Ey5k8Nb5_jmh4jEK39Wji#4 zzD2xkRWIu5CPg489|tGKBfmfPAxT>_$+*3HYWI2A1`;e@7qfxo;SYPgS^)@Am>HuI zL@Mj=KVH#nnP-Mh^%zQr-Q66m`kkGft=x9H->qW5-k()<-Np5q`@K$JGq{Tf@j5HT zvw|TN|5d~RReboriclQ@J!RAxqiP^&AQh8#S8Zz+`BRBQujy99o-HzI8$$n#V@Qx* z;zQ$`D7g*8Lke9^uEOzGu6=ok8Dn{246I#kU*Cb+Qc>w$=^>UTW0V{7^{ zE-RhFH6MAtci#Ys+ao1aaePjYFr%oNh(E$ioR@T zj3S}TJEhq1xX0HlG^mnlBU*I+B73}b8!s_pyC!Jjeu_HdXkjgiCI+SU-8OzjKsG?T zl=`!E<&s(sI^JF27&ZwK69@|u;>Iwt=it&+#mLeeo5i%x5koA8c>x*W!4=WvR#LAK zPd1X#IMLsCc)m(8^;aj$xRRoYb2Pkasuwn0%a(^Pu&@S4tOm}@nV37@|B_@+lGl_R zo;lPFKl2HrST^(t!#k8-2Y}w<&OvZ5-L)fUMJhe^CCqd>uijpz6RR2FF; zPMEcYe)yujV>Gw}!A&6h!9D8(H>K?R-01|kf=dhTCI`ksgC;A0yl6Ubs4)0Z;E@&Ke~78lzXo%okw1^H-@+R$mN()V9_n>6 z7Ial&37$*o=!5p~p+){|;yIeTvnMR%$3=npvv5RnoYyt~5 zb^h%pl>Nxh$z6&f!-?s*E66cLG_Be&HU>kr6>pETAXrV4iP9tE0sP_>?77%rn^bbA z+2K&^h(N#1d$W9FuoxS4bl+2bd}`eEG(QkVjt*qH_AcSnt>VP*vN@(YK>gA;9F6iw z;0%wJQ#MACO;O$a*YU#AL<`Nim=H1@f)%?8vX&gYfemCiS?fj#XlTZ-4xi7GwZCi3 zQFK|Liz_JW$!|XCK8*^{^4)Jh4&=`Y=ymFm9%4!)#3K{E@9AMD0#v>oXVj861t@^G zqXM+2s>7ned}4TQr|R{g)%ZmJsI;Xuppa@8z?T=%UP9f z)-{=I83BIxO6?qK9Xkhp8Hxq-lJ+}TSmy$MV8!f?tzFa%x9v(N_1x{g8fp(rmMe?b z(%+r6Rvvb>{x48KItBbIS|>vjYWewJ;PEAL6G6_n8s5X`G3sr=jq%2my;FBfqNaup zHuyU}mMRgXsyP@P4GM?}T@IN4NZNk(r@X|_GVBN2@_ECyoA$RRgb>lM)@}bqzJ*L- z)=B~78`%XwzDw}E$4pJv6GvgdX=|-;UN7x&5rb7e_)WqQxV&b=71jG_Fq9T198n-1 z@vPx-e}0#OoSc^@;;>Uk%&XH^=ot+#D)~tSIgAn49d5Xm*V$?=b(6FV_<;B}>OF=E zc+}%9`5-=ablBLt3IOZ=7YhO>y zjiBApYys|4UnLDC*UHJ_?X0rOo2TQQx?Xq!$e<4IsxDU!ML>oCO}D4Ps=>(`wkUMb z*rU%j>b(#85|fdEL^K-dnLg-^y1^a7L!&<%#j$Mu2KR3rl(mTl&$VgdmKLThhxan# zNgkxDMi{*U}tT8CUsPPNz0eTh<3Nbl>;b2=L5R8~Fjmx#s9KZ@cecPQ&`-}VD zb<1zeDPj*#=0dTY3q#7hsEWfGHXvwp0M4+RGny5P8Z^M}C=vkdhy9BWUAw>GF9H5V zF{G}2ZnVi~HbKGQLkQs}{8{(kBS{7vNt}O1Fd%(Ezu?kK5jc|gV=&;i|BhtV*-ei|r@6QtMMS~7-&oo2T? z6$f(qEC+Z7Y_uMyQaUV{71+=eboF~e{zIJeV+M|-$V{THf<7&sn%_vO5L0Ai{8jnd z>R-l@_Lz-cKQ!!NEr-Cmq}!MV#W~yk5d#F>W_Gy(qR47Lu!%|i(@EXmT(#7VrNm15 z>`+EgRg*U}(i~It#-)n{H0%D#-mUS;mZ6;uss@56)IBJraNal#|8n0~e+xP^DcVFN z_0DIAOA=%)ef^#LHMA37AfEPqzh?kuxoq){s)dKmk#TOAR^iAN?d0kXk4;Q7BN2`Z zEydlLTF0e&hEQzeyP6MbbnLdP9cH2_NkfD5wIvy^N_#icn z1_fL-nw`;rrR(x6WCHMcORxxElqzF2W_yQPGy`&rPQ~&68jl~aJ_)~o#$yU-JUWz) zc{6~$b|bvAjiO-(3Tg@w23mWsgxXOkge%MA}+qshi8bTi2==MF)JheXp%m9wgsV-)7}+ zL1kh$6}N33{pn&~&p;Ua!|MEC_RdE;P#*kfizqc7^6h%qvxNsLMw#K4+@H zv}lr{v{R^8i8Q4#sqv8Ay3_)~d121*&r_I@ikdH|kBa#3Y|X)xRd5gY+9k-^J@l%z zx3oC@pByFKgwo*sv}$rkYvQ>3RwopF<3H@(@WpY9zmKj*2WAkrs-Qjj4<+)=Gc%zv zvd4Z(BgR9QM_Q}eC`<8Cm8Xq8ZtQ!dJ9aDmT~$Eu zgX>enpR9?@08NV+@=q%CS%XpFYiy5v!;Q5)4(!C?Q3$j}kl$H!VwVbY)5fb!<2Jr^ zM5D~r3de8oKc4I31skwXwa^1o!WaFQi z`K#aHpNS}=2}k~&ub)6$TVDm7u1er^xhgFY?vHf;0bX^AT~}}qtJt@mW><8pr|^-s zZsdVocS~dPaA=ObM0u{>F5*r$^Z94Si%!Op&&qx;&H%C4arzq9Tlc6>mh9jddQ7Bn zt>l325J4CL*)cY4-7&BAyYv?!VTkR9S~6ljQB#o-LZVIvm%JCj5scqWx51yt)D7STQyshft<)$sHh8 z{smWP^%NmmiRPfULDQTEW`Zb;KQZRI1O&|wdM)s!tlF5XSG%$CnCm4|u)NRB!)`>n zKA-%Bh=g!^hfTa2@hbrAB``=$-~r~5#MP9A&TXjb*Ar`X59}|J>^VkrI;#{PX*t^5 z3b}q`3mnXihBfwuiHN5DWX2dE1ynoeQ1==iRGL*EDj`3ecST2zg*~83la3~0sXw3l ztnisoIRaNFRH+>?kMCVu+UJbzO8TyW#zYV;S-5VZa`NX>{nuC&a%-&UFDlq>imA~`ivTyo}+N# z3L#6iuTWm9LD0TCSSJh;w`lzERy9ywEG!g307zv#HchSB0bptnhmTEbe%LFCGvGaU zjiemLgG_hPcSeveRxtL~0@KEqIF%BPFPbUq*Q3(M79mp6%$BukD-pmb4Opro86aH` zcEBVKS%PQ&MnWL8a{eek6;|gM$M+A?seQg38PB1wDODRqo(l7oU94k6r^G(!6fB>`$i zH=v{-Ot$Kk%oY9|u}pAI*W{RJZ?+6Et0K*wMuJqsIY+<7-fbw>_Q-jqmAnzcCDzs2 zQnct}!ry;7^5_LNE(3YjbCRdA=m8v&S<@{;51p1aOch8>Hk4|6NKR3lPaGeijRZ;6 z{j5&S(n6JX@D$(=oR1=%MTfn=29;ggkgYV7TJrK#Y3N}7s?*2GC(Gql z80RHE5wN3Pab1q{Fz(}xfI|Qu!lZg&a_w!0a6_e|bTcOQR#+*1&PA4J(t7BL4( zN2zw!3&4ndWtmCZ$Lj{ZI;iLKR}YekbVX_#p_f=>Ol-sJcG{KgB>CQ;3K_`6mUR=g zsh$yt=;XH2@r7N9zU42BI4$5Rqihezs0^7j@$Mi#=WZrtYC51boFj{co$d1rJuCp6 z-sZI8AGFhd*$+nYeHRX}M{iIj*7gPEvEaKOhFj^y{ZSRq!bK9qzKTh9{G%Oi5`>@L zf7hZ7tykG=>2_;Tl;~f6o?0s8#wr%TFnQj z)c{%ZIQftC+O5#T2h{3dfb<$^0{DBI^lJ?m-xY#!@Xns@zJg~K_JJuemy;?NGLD$IaE&zRZ@=P)>Kgn-K}1u zhcLqv@gJ2lx%fN)KN0O(PzeqdZAIIQ*+x4O+fY`Yh%ZWKvf{8QFEYA0bC0l;^ zuByjHB-*h^V{`#tNR}S$fpspn*v^^{V#?EQCsKUR?EVaRYb;~SCM$dDpyc1&HPUgv zF*pXytpC2DrJW_W;Lb2fXujWitEBpF=!r;NY3l1z(WmUTC-fX6tsV;JiFEo9p&&|{7^JxIxPw{vT5n&|Ul82>gSz7)^6U`sE z-|KIUk2*01y}<_nm>6Ejn&{J9R!TV1 z;mi2uyrxC9G0^b2cHDI6riiBv+0IUKS>5h(?pZ5RZr=G?(Kd5ZaBfwhz~^c^R>+iUgBM26ap<**hRYm3g` z(EN%E7d8e=yX6^j&pty6T4uh3DE~o{hKy7eCR!rb+rO`qP zc&h2r->rN7mFytBz-;=+;}3GfcGI;AAA}&9fn;=lihNIrVHO%vF*4l-o7=) zlx|m!?$0r+QPpXRQ_f-ldr|4kh8?&aW9;ZWsV+@E+VY2M~ zw$Az|{KTN;YY{mIJh@-CVVl;Je)_MPo5%bU90AEO4r6@@P>-HfD&Zau9Y0llt-$aB zY>CR(OX{FGY|pm+?xQas0+#KVUCi_PP$nFYGqT|t0rwrIo6*TYXV$u!ZR`7PH0WzM z+ynN1R4V(|8u5TtLP#S0(;JPIZHb+*JWx^MdBtS)FRyH=6!I7JJ& zA{=lU{4}67>lC?q4>;|~-??G@F=zwJu`>Knd6p2zh&XtfoG`P)eL96QL=lbRzW6ys zrbz3ZVWZUq%Tt+17YW+jCR*~uGqo6I?8vl=c97cfw<-1WKYU+)u2!0jeC!bl-P=I~ z@>+c&ESiuW_%J4ncix2>J1W_5HK`^cEkg<-V!NQS&kf-8)8}xI)kvg)Bg&uoW#4H) zuSkjIA1A+8^lF>Kh~7^h)0q*_S++;^HD98O;kXuK_$zDg7VR@W+W+qedWQ2ta)92y zpyXMKv(GwFUB$%FH@{X*Bx!lU{BBnz+`fSEEkE?Yhnumbk6brARh%UmK&p`cWpc!s zs0Az`8FQIAbLHL*Hq-N)T@GjKSM{JxM@ANCI~$T43X&X$1*XI`#6l`xiTbcxC>diO1zR>QyW=l6N$rHeKa& zoro-zQ%FR2;c;+*l;CTk{c0d z8t9S_$RLC$Y%|QXdSY*! z@WZ}nr*zMbQw8k%=g?qtQ1s8-P>J~D4_af;#|DWo18&V=C}1JMbZO`KZkA2Kn6Y)Dy?gZ^V72qzqA#!BaL#>&KNmV zk-|>PtK&u_Arkx!F{a%@&Bk`{4={S~oCIS_oQZ}Oq9bS>a{+9kD-eB~{|Z%&p~s;Z zERUjnzwItzx8xoaWe~7@rte$5khb!Xf@^^f#oH7w^ha_KS;eicb|p=nB{_KaJk#Uq z4d9i*hZ-*)tH05;6&grHAI}ZAoemGeL$$F9jito|4^xrHlEXqQJyoQ|Y?d z69CpGLCV$mHw}3O>iYXd&8~mC(AHUq58TRqAgxG)R;2aei8VzF8q|1T*5iNt*APsn zA&^yoy$$eRSPWO`y(8Tv39v6#UBIeD1@LdRzS%W|=A%?Ldlj=#yH(pbC)c42Z16*! zKE(?SKy1K0ECIHXFjq{MoQx-7VOjb!!+F|x$;aa1YzvhA#Xd6vS7Y4pYPw60XCpV%>Qh zI%hY#Gv;cp)w)BK4A_)AlnSWd=DCl?1(LZ0`%SVP$n$n;WAmveB39gF^XM5a7I zh=`op0M)i{3y!)YFQ$CI|M1MmTOZ>5+7)mKn9DF?kKcje;AQ!WtUe3!?FBL!bCV5s zaZF&lpDYVzZY?)Ay94Qi%HK>l{!$CF`kPIag!YpWh6Se`k;wQ9Slh}uUKzEP4+51tB;+TcoBx!k=Buc@*mVyRl7vVC& zu(IMSVHjMP`p=%5SLBtL%G5G%F?@7-LX>lXU@UvU22=$A-T#XQ(8>mx&)-eZVOM6Y zxB~j*n%pwp|1wsl{uc{?3v?iw4+?s}t1x^bfjjwd=`(1r;!;yYXg25Rsw6We?{Pe| zF(DRyx$jPKa~sLXc%HFVlcVU+>b~Y|d4gnL+3!Z4CHM6i8yrlp(+PaN@Bl0BC1A7o z-EFRdUVXCk(99Bx+j&<@(|GwMjKB3~s?gowx;{q)lt+$@qW3~LI8-~2`u;Xw?gD&6$w1ZNd$XSaua}A5fjmr*)EkZY7>ix zdpePwEI3d*)AJ2t_v)Cg!C_AT7>TEt1e*6%yU;-p?dvwqiKlDf&NS-B3cF#J8N;66?hIdRuy43b~9v%9FnS1azuh z#cK=M4jcKki{CW@QnD>o0boVg=WyyW)?$io*a>64yY)Pa5F7tbs^bzoChMz55ZnP8 zeklI$-C8c@L&lOE0qn}l#N~}cRN(gS==&F+x@D-%^KjnWs?)}pl5u+|E!kvT^WL`f z^N{)+5@i?nu}E(F=7+DlT8ax*o>j%6!n-Ljipt<54@R+ipm?C55^L?jW22S~MClDU zh6*rfHILTtDP{JL9x%ivOczRqb~X*?313d9IjES~x58}iWnN)ssF6IweB$ZPfNPbV zZS0;`AI*(ezz>rX6qx;{g-K6-ur14AE2a3XJ`Lw;Ls+f-=~I zo3yMEc%=ROfvk$C_Zt`2Rh>)3kR4>1S=VU=_K+3c4=;4Kgpjzm=4Jn@OcyZL=lcJ3 z{@TD(aKow>06YaFr0Z38+7}33<2vHEQr$EeYuX-bjREo~iZXu)y*_&R_elqC))2~CAZM2LsP~GpRpAUNH)FW# zF*0{{L`uu9mM-2UIL&L*2O98Ogy?KAy6ewMHU0DjL6ar(EJSnxp+lp`OlMRS{%wVQTa_)M^zSBI||627cp0#yWx2yh_7udkpvd}x|qsPG-7v*7NyxxihE+2XYpsu#DoX%8f9&GYc2aoSW0~EK0qqMaA=fk5Jv)qTe)36M_oc?*VgbocQshqxgk()C-X*yQlV_mv>e(!V`>? zgWjt$KwWXV@bBRUDkj$4IA|P~j0r1&8P~jFeZ!auh#j$Ge6eWM7u@~%Q)Q{Y=c_Yu78}t!us_fk zccB>aF6|*H(oXNMGUF{5c@*t9tv6}kKMv`>Y!sDdrZk@9ERC#685>D|@xk1RBC6GU3mduMn70kw zgi)2&qiufkXX>tqS5{dwP8wTRPwFv#@{LEAm{D;9vI(MxZ;gPwd!IW(E6}& zoCOE89e_ub^FQ^dD##veXqdzM8--k0TsWTuAtz>DHtBxFSkg&FHK5o5w~hAckode!_)?iZcw1+ zuY2G7rOy9{3mYyW?Dqd=0U)*Xq+2u(fBnCKTL$0%JAK+SC4?~S4gM!+NC9vo4g+%O zIOHm^1Kasj_Ju;%R#v`?b5k+7NwurP6X&Af2zbEB{-qCWz0V!|rJ!lE+b5X~t89|~ zilRvFa)IQ7Fx(vI{;<1vyoczr*w1OWoUielZ&0NSJIX^pRrrU`|KaK^qpFP7XiYcL z9UJNH?nWdP6p#+-?%aT+qyp02(jnd5jdXWxx?uzN^PF?X9pnDH?T zLlirOCA2Xrk&ROV&418qxy9EoC1{x{_H43=0uUPpl*#w^s(BM2Lh$@=X+5kO2zH7) z#=DU|mmOO2p{$d9+u6$g_R1&JbdNiA)u0;2Fc~k~zx+JTWi9!LqZVJX|K(6ud3s-5 z0`KG2e7G{tyo#Yuf0T{SQzaaE-|@*KoN%?P_O`9*jpo9s)9L;};vXSU^^|n?5fOwR zbmSvMrytZ*P>JVE1#%__|A-o3M0>e429k6V#y-6hb^BfY53-zD7Rc%8$g|7)1t~VF zHK{IZe*#n!v2^~;9-o0{tjoLfODEqB|MKZKdbzdNbL1LbuO(6Zq$5ALskm$rUEd?6 zZzzAB&p!wzMi>tt0lwriux%>McSG-1O7E5$2To#)$T#7pfn2hI3~dKjrGq*0#!L}F zmPbv}hR+bc5{&ByD{vC;|GAoJu_J39=Ndorg3U1BTRrKSqvbnivS`F-ulN-EyU&tq zB$K{(0t)alpL;4_P8bRTUQ_^>FIM;BOND-E20G6mHrL0jh#Q3F0t>tUeS&K-Hpq;D zK|L7|hiu&KD-Qv22)Gj~uaXQT_jj%}+SbH+^G8%z1PYzSO47=hgSA z5$o?WWJ$ih#9{#+Sr4G{TQm^diOYU@yw-$?3XkK&9O*FVE9Ocm0NXl~xgD48vjH*3 zT!jVIvTuCPVkex}4X@b>C{MMAPU2-s&f~HJ9Bhw%4OE-;6y4;la^fqj5ZC7Avij*y zB8SIoja0>+M||=F_R~y9m(nOBv(%DpkB~Sdt!U^jB?|{OlhG(U}lfb890xx&;TFBV{sd zzuoX}tPZQ+tTV9VA@TbCGs@l8txSA(T47#Ol-;?|{EI(fGSra77AHW-@u6rYX%Vs(#O(>%d zH~o8|WyRO4!(U2nvLt`&9PaOaRIhGKUYJ`sX$w1@tHEa}(* zDzzX06W9i-6JDW@rVc(o*GF;ok1cjy!PThysuPc0Vj}yourIjUIM_Zkkz)D;S%uTunqt9(mJ>ig zucbaXl98+_&%UOBO}AM?0Zpr+d?#?3(8+v~Fvo_gUK(D0%f=kFdK?p)p1JY$C&1-T za=O?uqNy{HeKRoR#9DB7x8GyJc%^v}rEYq=xD({pVC1muVbwul=VKRRy^tZ{-K8Y^ zK~iF%LtU_k^gzHSH3<5&ATeU!@5nQ&a2-^Y;PKP|m%HdRJQ4hKcSH@*F->XXE3OYUUT( zML1Y4${-X&BeYK3?=IBE{9a?G)Q0`3vWa-Vanr1of8%yI-NX3Hdfxv)ygqS2p>}Jl zGyMpeQQOp-k3xh&Z(eQ^T*%g6V{)j^U0LrysjqG{jCt1cPE^ZopwlA`-AveXKHzt; z4xV`!PT+KSJ7hYYkGUNd_4+<$Y==xj4kijp+deq@i4tXD^A)+-PAR{($2c_uB@_mj@ihC)Z3f{4jySpAeQPyZtYF~Q%T|D*C}1G{zMj0GEZ zV1HzW1SNXNL+%jP6T83bY4N{M2y=KoStoyatZa90^l`sc6kgk`kXW6XC<-^1c<@1M zD7$TI2Vn}5J-YPvrZm8AH3&zT=0Og*rg7Q*fsK(wFMv1m-jDqt2`20N;q*Lhs>h@M z^DVi2!ksoBnudC|YISMj0s3D}cyZVuQ3qJmWB~x?Gd_V;0RC!o}&lyj8*e6Mifi^sVgLL7lD?j41=l^?i^$Rao3^dxx`ncedB8Ts`bu*1%CXqXA_t$v)XY9n9x<)AHN{q*jxzemz>Oh@_>4chosiLW>!g-p!h@nd1lO*`&x7fm=JdMi|;vJune8w{Caqp`a!1DeS@Q#%{AzdTUH zKraB^I-Gcl!s%{hxeCn-9BR;Gv*#Xk2Q@rHFR1fEGUuzJ(Lha$w_ZN$0gqB943Mgk zxh*KnmA@sxnh9WUg1=C-;s!5OJC(Kf;m)?{QRl_!gkeY5`Fn@krl3K z?Z;f+ckE0V6c)nuoa+s!!7>!$?7|H3c~sjU&OJAmG&t0A9O z4JfvDXh9nO|IfbS`nM4k1=8Dm!jg4Oh+A_axBHgZWOH0XV`MkZk z5mGYJA{ugB6iN{OTVj8BxN9kFN)amQm`R2o#I`vdJ0xA5+B|sSfLRgLxheSqyXR-d z!W%3FS183ZGjjtzE5E!l+lyzJU$V*aDQ%AQUM_99HDI|KVsP1Av&gEwg0#f=4*K7S zv9t?utpfgUmTbeOor~~qKc+eK1qvq^n6txD`q1j%Yd;~C!i|^5ELzMMxOf~|vn1nF zv;wQZBvgf@fH(;f(XRG;?!;?3xi>38Su4>{y@ncOt%B0$e!`dVJ_+)JKjH(iK>J%Z z(4dle^Niv(ab*hg3E69W>Zb5RWTkWE27VRS0jcMSMhADkX ztGlSzKbt^A5}FCdhlN81k`tPc3^8~gq+5(uX_8Kn5d+D)?Ixm0!<;Mctl`W+i&R)& zQUAAS2hhRseotSEo|=^JA}L5KwS5^10%h;^^}2s@+YlIVPxmt+q0LsynwCu8F;MAMCb zOGE5Vn3I`>p3fr#N&CccsPJt9swbb540LKVg8Ni2h7Z9zLFsi9g4RK*$nUF4RCUq9 z?lA-|BN6&ki=lPzsdj4wdW?A@W%Pn$>ZhBsZfSB^v$c-wHzG)#Lu#@Ng=5g7u}F~R z*>8*rl#jtjMb7hJK2|>;Ka(iDV3%74K>g!r{B(zXC#wZrFdjs}^C?zo#9$YpV-~bl z9Zm2yMi13*XQWqATNUrbC3v984S2&EW{A5}?viEWoh)J>E)6}|;6I3crykUx90TFf`C{#q)eAr>Kc++?>LA$n% z-Ty-E*s#S3gXFF6JZkO$v?o?8`o-6?&uW2y{v(ZhJ^1I5j$IodpK{%d$I=N5D!baU?-K z4EI>VL>RizCrVXNdJp?CEO?4mw+>H>8Ox2F{4V4~mG$1y1yO>UK`picPB>y8sFM?l zpwq+G?%(`&SYB1k27_Tn2F7oiCDnb`i^h=|#rbnBN4%;TixOL$wlMgo`HwX8W!{m1 z<)wYC54_^tU*_lF)cp7tmc;6U;kCAAb29PHE;+s~la*oWo{>v1E8maZ!b;!>e3x5H z_jLWV1|V;`V7uDuAiaWRTFCT{-?SKv7f*_{F1Q<6{TxSgzPQkIM?P^8QJe5bu_6|1 zulV|{0Al)lQ!x6RUWz{2G$)j+%B( zn?KXg6~Tjmbx!mBY;`v_JaY>bk{zQy>fMvX=Jd76sY+ihO$5tgmp2b0yv_CgYj1U` z!{hf2h;-uTnHUO?W&OCo@PsC1qnO z*3^}3gcyQf7g)_fqfpvRq)WX0{==T-krpV<2f(HW!g&tKaSAIk~KWzjcEdi&1LVDP{wqIkhp<@mMs?PEO%r*0VTdzhg;;uC3 zUCA8wc52zc`b!5uw(?C@f?3cHKsuB_8{#-wwpE_qR3+@H%Ep&f#e0h-W9x!3>k-0YGKg7y?=gkt&PpHydf459R(aj3A^vDv<~SZV1*n{;c`@CCMK=_sIr^ zn|C#BNRJ2KY)M-8N64=)r-lb;%!&8Yk(&m$d`n&mYW$Y8n3{~b<}*EjRGz{jf;Pcq z<;IY&{}kbN^f|p5woqfHKS2YXhjMEuXVtb2=AwU`ApOGLGBDlGs$@xWi0Xs|8E2}< zoo#Mq^D0b%7;sION)GXZMw|10#`p}2kRZcpZO9v%$)Ea$&L#(K0c~LpRRQ8-sxmv$-|4u0ca>RnL^F2sA54{>EnRSxdFD{#E<;>NyrYceB!GCOjoq;TZ@3PWFP z8eM-$hWB`gRek3vHFjywx=By#sH>PpC*o4s1M-`r{<43#tJl?JR%n>}k!N>*nQvrz zT-SDSa6xA^wQL?YFD4;hbNwEp-vG6FKKotHz<(IP!QEZ-mEPk16^SH^5ii=`Nh&JX zV91aWW}ZG^@07-Ud|14I5heCqT4*_^}8)~xcRi>oUYwrKu8vN&f&~q zl5X38^w3w1?2dr_eah*~Kq7AV`vhn%(d2e}&WgAmW4u~~z{l0M7y?*f6ystyz>_r) z?(xod1MYEC5b5Mre;o#j9eRaN3t*+h**9~^S@yq!yJH^QxmUqj);ApEB>_kyTM7b? zq1ddW7)Tbi*FcY@FI*e`#ySGw{1ZzNx+?x z*=+C}eqdP|6>}LGRa$;2jP58SAQJx9PBpa~43;S<{-OdF%|#pEfv)vhrVSw%j&gEyL!l`Kir>}#;RE9x;DId3vpGoyR!6ai_-IxK z&J>VM)AT!OpRMwsn#5ALxXW4%;Ka@c;tobHBo|>#T;N zE#7|ieO>IK$|`IOV?-PYYSe@g5)3Xv#w z%e2vbky?4~2I1`DvS&T~@~;yGE{RILS4J>8D_{p;Su-jxAr3RgeN*p_R{Rm>xDT7@ ztDaQe8{$axWLDw9@lWRZOelOj%k&FC7_)u%zQ1mFdY2}thyuElS0E_;V=>+mO^!Gk z7!Io))qlYou|{cHCO1!PMBiAKM(tzj-{U#&@$$1b1db<_Byv0&_au+Z>j5Aft%^E2 zJv|a8dS&;V4R!o((iF_O)KDo0`xU7-Sj7h50R!;hc0+;hY}5&fPlwzHo!HvR;UxB)z11C(D>7;o;m z{=!Q1?LO$osmvvQju@CfN>}ev-ur-w0^jSt0JzlEvNhOKt!Hi!v$LpiLLZ~A|hwaUT*?ODs39N%|ZNpAUoBu>dd57umeR9%g=Xo z&07;L3?UV$H5tV3>%5JB;J?Ze2#%FLZu(#u1Ej7A>`Q{sReOM3Aq?T9a^>a76^h5$ zTk4V-U(_4ol_aM$LzN^1P(8wPg951+&mw{?6JQdI*1@~ICyyuP++<6Wecj7!)Aw(S zv8$Vd*uy$E+gK((Elu&>)C^>*TncUinDDQJ|0$7?e7y$#x$IXRhCX#e!iX22ta%pE z57>x&9RBy+Q$;$rGUWgOq$}tLmE%@z6J`^gwPP^iQWE=ckGIe*8Zi%R45H`TCc|NR zoP?)d^CIi8_F~4hYrNs_huS?hfZJI?_Vu%FcOO`GcKh#`b6(54Y+05CVTZ-{$oTf( zD;uHBKbDGwFDAYxNU> zF|^_96=MQPh}DPoP4{AcytlyPZan6$%6>=xvC>z<0E&8DdZHj})#<-STh1lF4mk`o zgARP=TwOq_=IUl(1GG~uZBc`| zt@(J=V6z=F33q2MGCUJ?I;990+CAqK~<8}x4p1Sc5Z*rx6vB0!_*qa?X*feOb=T4o|K{JdIs*}GmiIKie z4wCJ-$rV!K!8y?Xj6bP%zWwv%tGU~$_*mFjSRvh;4^Kl`t!p^!y-iAa3B^1V63pDRuMFpp-J>PDo= zsv$>01T5jZh^G42GI+`;_ zc9I!n^?ySyH%Vt2F!tW%{Tp&qYQ3`tfgv{?c7{^fUe%J@@h)f{M4suH~n%)2Uv0fXiuY*j~l7QT1y>eB^}{!DYLb_St2b-~kZP^WAwqCH`T?b?J)61n zg&|SC6m6ZCOO-Wlg`G(81Cv^X`+Lw%`oK!cqaqaLxYZXf<2Y-*F$d1u&0sq*!>qR2 zb>~N>U!oKvDv1XYK`6XJwo7&j&b49y`y+i~MY2-Sd~yc*G8hHeEzei#>%?4K*X_4n z&J_hjW*t0wsqgPZ&{yi&JSC&JZ(w5@*&ANS9mYFUqKZhE_l;SfJ^!4~?U4ttDMoLi zV(-KCHHzPs{Z6C35Pbww^3wUJ&Q|QU%_-0dP2_OmN$`Fm|5m;dZYYU-KEMrpGeAHe zTg9eH^ul}6t!5qxvBC^wgoskozv7iPt?i!{7b=JQ1t{mItjV)LNlzF5T6!dy)Uso3 z-E0+6U?0_uR4Z{Z{O%T^vSdwASXEs`1v0cw@5WwwyxRi&H?s=x8gDf zOEqs;X~jXHa2GtNEE<^0M#U7&AcL2iXPZ)M%#Ik zlC}Nf!;z1vaG$h|y*pbR8%W~J_!Y&-X20G^3N%*97n2im14(D{&B-300KG;jMi>p~ zJwI>AB3_RG-2ogx@k|yKesrxJkBWbejcv@y01|UrTYy1awa5R45VWr_XP z@DwtB?8oeblxc-@{uAm&G^urUEOB%tFL}q}lw?LoW1XLq>E4_|aidzI8wbNsJgm{U zSe;hTm0$j^CF*6*8B>CK2?%r^bRyF%{mNO7LQFXyWgE=h4-gyvaxD6P zE1WE(PtW$nhB+M&v_)IK68XX$AR7$>D%$S+`wiajNR%oyAs5}-5b#^d;tLa`K^M@; z-QC`7r+dmHtQbKUDB;Ou2*+f|_5cFpJkId+Gi}}Xf$!hn@dtsv^IXIfwe%=8=5Ib^ zkbcaisSuP;4Ju?J9++1Ae3#ksqYT<8nI7h84h{$Cn^}^TnGDa#9}As>@x@xADr^A7 zquXs*n7B-ix0>w7uii&rNKiAAm&+^k@O6cUFu2dvU%#C<wf!bmri+D6@JoBgw~m+oSbnvR3OCb8DuEVR6TGieIG#_&#~d%`uDm8 zFzxseTehZ=`H{~4aBWHh;tM=g{{%voIM`Mt2(VC01cCzuLPd905E9Ql00g~HR1t6* zZ{Q#7KW!!`)57HW@hP$|N3bp_sX2Ir22f$(9;YyYPsxqav3}xee=i$`2b#95T*t>s z1mgq`B`O~ApP^Yh6%;1li4Fot2*mljj zT=)+WGT%BK2lwQ>qZv0bStS81+&FSQVxm+qsz(zu>SM%ImZSvWRb|YsjQNnWd;stU zpT94;;ak!F3gpXnLP+kMcG{xOrpSauE`F}7cGPH>;p!O;e2YfZoS&EcI(deE@HUt^ ztviv~lp|u?aIh&)WnMl|5auHhwg(++q@!vf18fLzn*{PS7T=2ez=~S(vqDWezM#p) zbERw+wd)U7je@jpb4@2;Y`fH)(#mF(MyuYVCeLE)Dt{|5#!*(DVL$ivTWx&YyW|Iw z3*dY_mLYzPiL3bexOAGx9xwIC=X_o2bj#9rS_sY(R`Hl^c7HHr!HK)DbDs48dyXd8 zv#NvQF77H{>083A>RxjYQ|4esXdmavNBPNHLz1!!Ui@mP9u??tV&5bS(CN7f zBM`;qji%(=MZ8K|>wkN1OF!e;NyycbZec@;udb0R@VM9w`{ffio|q?)@TCCi5wHzQ zh_##ln1)He<~Ef)++k_F=zou1{O=hV?A=rewP^j zBv7E-D(MMbU6}}$-}^Wc4lVPA?IB8*YLZ$f_aa~A7lc&uDsMu^vbIo$H|vz*86F@s zw~jWH!0)U21NS(e^tw49-URKQXaM23Nr*>724KAq$@LaMoz6u43(OjQ} z(Tae-AVXl^X!zXQB$hW?Dml_t7v(V6_?g38<3$gsK|4q22l!f)X<-!T0#!fILZIZ# z*^v{bjQu1*g`3TkhLVua1r(fUT~V*45!1GWt}&B3Pfm(P5Ol=Y`Y$1iOR-TsYKD?$ z#GFRioY-xPp~liI^Z}`*5azi@G-`sjENb(l{c<9UUESWDl)93nF$`p#@uBAhT=p5b z=7BPo;%Y1QuxD*jfaKiO0<(e1Qss8n{PH z{K>C-j>KtC2JbV7#;KBy;0Y!P@&~E4AB-n$zdamuCQ3F~iFHNNwv=N)1AvdZ5E(E? z+C8m&NJOAMyZvt1C7pffto>yvMS1uWAHkP-ApUXEh0T+nGvp5$)|oCgyf!+0GI7*c~JkeEn6kXU^I+-BN;9NpRBLW zjlJ~S^SK&Y{ZaiB&Ij>8N~K0|pviYJGnY`X3W7xS0;&gLb4x zL;VU5wg0=@EARtG^oxHZ`lMHz+SiFro-r7S-EGCpGs?B`v6f+XG|CFd&kH~ zezEs^<8!X!rwz>6fYR#T`KI-=&y4*}tr#S7KV_3YcFN18jQvTcu)lX>@mk94W}EBk z#=Req?k?%>amL~`{9hr4rQ%8yI2UDxrL*Z_ZqIWzf1B*Mx%gsdkj)GYv7nE8l_LFS zbMDGwslr!O(G)*8Ik67b{^h9wSly5XN^Zh3sR3@BoE=&?@(e&`kY4KwX{%hwq=R95jCb_?Kn3b00{R4JXc$9(9A zC)?v2fc^D$H~&|rqr5%6FcAXf?ca(bN2+W0)L@cLTi|{I&~3ZxU)l)}uhpKP)%s(@ ztub8(9_tab`t&=#_CYNT0v7=ZG_DToe}ZR(8O#~?zc=SD@aB{oKlCF7-ke@Y_o&Yg zM3XHovFTU+VK11~qxpNu0!Fs2(Nkk#s3twSNc{7dC?)jNn+g)mpW?m)UUwwQ z{I5a4A0~=5EENXeF*3vP63~itBXNZFzDvKK%xZ}D+hW#1(=7t%8its^5D_W@GZ9^l zt?d4^ZfYWt72H7f>WIs>Qa6}PE~ctd1qbf6&fb+;-G6s1={JSYZNN>VrROkiZ*e8` z1D26efj_}YMcg35(*uTq*&4(rPS;g4n|#=MVluf*vWyhdHcwc&N3PsAO_a7zim99? zuo)6m-p>GM8@4LNczYqaXp@O#psz*Ke6VYd1tctj98vDZ68LzI!m43zhw--e(@8G% z#rJ^l8j?VZ2bFsge_72UrXKwUz9a*&)Q2T`+y(28D3Rbj@!+#NwVfjJS~iIk64yt# zNADOvS~U^jSS=j8^DK)@b0Va|5D&|JrN-7UzDWl)0JTHj5OZQkM(%Y{y=mT76>ZbK zd1Ytr&m}QRpGJK%<-J_Pp09hkvIAJ*wMAp#nrRyCAnr{LJ%!8_CC%TN5R>A&+53ms z^5F}?!X}uON%>OK(1qi!e1dh`*7U`53fzBH7TDzDQ5jk^lKnwM`9XtAkhF_3&Msz-YCAdQ^(u7BH@;g95= zVffciBx}GxvVr$B?SDEE;Or%v1au-(V0CC%?c$R)4(LRQu)fs)%n)Jp3-*W*b4h`a z8+qA1)M(WhMB>|w_BWFgEgXvp46Ybo&I?#v*|H`2@eZ_roe27Y1r)X_no!`~@46O< zQ*IE?@3)!V@et~aVg08n3X|h7cz4G-;D=vDA3>bwWQa_6MLo1&gpVqAwNJWJ*0mLm zkNNmh^`gv|uV%rbau7}OgiIGk1a2__Tv;M&e>e&WYHOQp86)k339G+$SQ$@09U5A) z@eo{o)}%d51o+0N9fe&0vN{0c{&vy-GshhHbS3Oz?9d!}Ypwwf1?wIEf;+N0n$sKY zlK6_FH;alMmY^4U`!R|gfyzzfPZzu|Qv{;#gg^icCV!CQYUTiA0FJE}gA zlbW>Z+ag=09-mjCRihXU)J_1gs6;Y_q|tY$EyO}qHdlr2h-!g*gjW}$iGsMq6dE{C z-gYB;33-oBHMmcMUjWYyBe3cqnnbR!U%)h>USgs$VV~{|X-ny(eAOj2ZueuCeBd1z z90&EidvoUm1Rb7Huklz{yXYnth{Nwh{YZn$b~NK6PkK7KiLIh#rN1pmAP|Oz9uc+1 zF~0AvL2O8ILQT>Tb<+owoO||F-gQX8uN|ZZ)hu;8y#jdgMn5+-h!sp#J=oCHuJ0JdyP2Ph~6=CgBugZG@TFZ|%OiZ`?kC zvnodlz1?-yQl}8{`WTpyu<`;7;52-rjB&%ZnietK=2SS z@ZGn1mGir)W~?}TF5v$}5gv8DYhLG7YIfjJFUKH+X;bQad)PC`RaM;?q;P=p754ct znlU>q=RE8#-<-zAhV%p3xT%6NODNv{0zHk1t$}2b=4g!i2Zz0|nx#f<_GLzo-ws0+ zaKgZFQv=sb$9Q6m5Hg}-oRx7P!ZT3|F8I8#=e3b6*>AK}^bsp%P*khL<%tgL7OC6R z@?Eql02~D;EMp+>Hit=nKv5DouR0x9F{6qcYiu;qKvT;2cbRL35WapzgV##g(G#37 zaC1z2LNC7R?jmdCf7;c7t)S9?jgU+h6XZiq?&#{)MDylhIncp58-fxmrDWDtAoS^= zzvB^?3OqmdPy^h(y1=ILh?u@^i#9TOM_!zlo*$Er{8rAe*bQ89l=k;AH)LiUNfqt) zc!R=yRCm$D86f+9f)y(&fRPg%H@v)QALAY(|D*WUFfCv!-(+?_vwT!5p(5NaGHT)T zKbyWBNK+#YA9=z*cHG<;)E9rP@-ehKi0j^I5baRYmmk9Y*fu}%UW%@{T`U5sVqY## zU#}dJVjVHBL9aR5-Eu%$TO7*>8M4TzvTBspX(ORQBX&R`?QJhf3GQ7cb_M3H^`JVk@ky!QUuE=Nx z3tp~kawJvl7S$v;M#%Ma01nQmoUi?SSM+psmra85Q=MTVOVUOD#Td;FO`>B866MaG zZomdk28F|BqnaEFj!wAes4ss=k0p!8ar}}k>OeNfWaaa0o($n$@0W$A0Ntb!JjzbM zC2bEFZJra-e=pvO&7hXL(eL3gGdg3DcCVk%dF9U7a&=@|l?14K3Rz|=pyyEu@$;>wOKH;oT7}Ti?gXkz@FS`2dmd02o}e0sQkV5s&un|^jxe`A-9!%hc&LRk zOp>Kcs&pGf`(1y!nOv0W&Ky90MP0Qh;d+1e5)j8iZ~0eRk>Yh}kh4*G(!%$)nwPL8 zpM`rQ33gpuRTWTBGJHl*6KkvaCXFR0YHG)s6R-nJkDt@7h5bkCQjAO^aHASA4R^*+ z#2EW5E@2`g$xkQ$tZ?$lez0XP0UbSjmC~zJ1p#%LXD=t0Q!MKMCFNh=2jwlT9L@d$ z(vi85k#!H+D$pfj?f^Oi{1a6c8=nSY*4+MW&If_bIdl5t6ZtI$^phFTQfC;zH+d3@ zcJ((}PTB7Uwj)2^x0PdhT8wD2Dh$dy+uE?Z=i&c~m1Our)Y0sFd-aI(0pRuXHbo1SoXUUG#{b7wxp{nSimR@ym$xC9R z{nwR1&`wLdHM@s9(0*+!42mLA_eA>Sxa{9RYg&0aYe^1yNs1^Bi8s8jYgic_-ksex!E;dehN=R zBVaRG26!Y)zA23P=cbA7$~)Qt){+_hriS+?ZEw;D?uVzcLuyMp8)J-T51KoFXdPge z?V(A$AUrNQhaq+|a@)%*pMDJ2+q6c@)+8VPVZQ55z-q=B3TmS*1T$g;jKkxRBvZ0j zP|UXnuELqTgclS1+i{~6+1~C(-TZ;AgezswH+WD93Cj<%-y%hSs{84ipa>HFO)wxh zu3bzlHU9Nuv5hwH=LPL{1>wnNAOAKD77%{3qmk2RVA64^!T1VSe}|Ohi485q;uk55 z?tL3?7gW`7JEd%0RX#C4WhqBy8uYCaizR#60YMT*?&|x?tR1JSfnyem7=Rks4Iw&0U7ddLk9Ok_~n!vZf3F$o769?@eb=NCvDj$4 zkvt-_z^r^dsbbwuR=~LveeE0(>AU5XPgTHMHmul({AIKP=b9#`NYY^B|S3@ z5N>JJYwG6E`i3H6(Onj4lMzdMInktjY359clH{|29vwR!R_z96v|=-{hC6;B@6-*) zOQG0Jg3I#gOT$P@11LBJyTa|V#BiUe=bTB>{Ovbro*%26xm22?QkalxS3V3Bt~|gj zbE_qVsJ)T4z>N$f<8?tf+#wbUAcms*3^yV@&Y#V~HCKQ9yHD!=u!JJ9?R!KH@eIk@ ziYZ%Fa@^q@SXl7s@jRCn%0%b#$x0ln9Fy{`Z5vp|y+l!4U2A%s^p|!0ELn*crKPM? z=!uUhM*Ze{NUT!?Ta~!X^N^&ZTJt}ctk@Ny;^lF&t)AY@7hb9>LG~A#+_5h| zcQTpljjh=+LQ>Edc!^GjT(6B=O*R=YI{4q$EO~hD6}No`E*!wa#EEwBzWhXrx7mJW zxvNQ};rfO2*x3TG*ZVgz^i%fL2A0dQ*>9@!U?S+lK9Bgq0rDGAmVz$v8k=W*jsVG2W^vICSdHdlEQHDH>loxV-l=D)AbEXQyKKysvR zEk?XPEo>ZZ^gZX$M?Oe(*uU!^lL=#LHEsBjbQC zIu}6=Z%b_wtNjJZfsljWd?tc?oXZF&qafM`>SH4DQ$Tgv;q#)Yi-gnJSu6I3Vg5&} zuyGty*j2CWNFgC5BOL^8uX8*?Q;+@yDwq2`QB2dWL;AKK$!w8vts!@x|3u>r_itYe zcB50NI9QOqgM3cTmtR;XHtdSupDzmlVn35nEyDav0{F}|*w)40@l2cIs2$yim`|I@ zhkJubF~EZP94y1tAn%hXeE5`D?=5=a@f5v(^p&i2AYYOsn1uE@%Y?xmQB3G^+xjbU z(3R&jlR%9}nTC=YhHg(2rRnSX-_mly0?S+WE@JEqA_re&%T8P4@1U-FG`OR^g@V)eiAjFl_#n5S*=QTZKA}^;PDfg(Llxxs= zPv+n24e`1}AkBW<8mM%D=>4o{gMLK~g&~ReZ5mPG2reBLG;m-CI z`>^3$VSY~%rQh`d1~7xJbTzMI0YzJdQXEjrHA3px*tXAKfReu6F{cwHj;2@wsVj{e zVJyZ-&J_$@XC-Yn`l9zv$Yq^xFU&8hZJM0n*{6&FlgYO8w*tE|#1sN!sT~YofUcsx0PzNo!H4g z6tF#`PFH;zSK3@^L_Lf7CNr2DP`?(%u5(ViaDE^QCEJKHMmH5*NCv}kKlg_HEF|I~ z`lF~caW2iNcCsSgN5tgeunw#~&KXD(eI&HbdIFM>XRGn2|=nQzRq?JUA;kb9%)7miub}(J+w_YSPum!ed|Xqr`-f zjKn!c4`yBwo(-lez^%{Kua=*O zc@dS;G_q_-gtE7koDEHu8(i=ZLb&a~J4bcZZK~9F`M)fH?p+i$5}DHwJ{gzo=*eyx zrw$^Rjqvj4kQ5>#v~DU=8<2Ul`;mtvnfVVynOz!_&|GDq_NaeskB(5cjtd1BeZ0`_ zCD6d90r6$eRyq&6O3+EE-QS^G>8H1`VbJ*4$43O=B*#rDy6C=uHs_R#|=SJC35Y*J!alcC;VQ_}2G7xwpH`chegb2QHLKlF76i<`%bF4qg0k{uy{ zO9uov;M$tT4I>kN%81&l1sdYrdl%TR#Z5Jmjq8wvrQVTtKTD$F_%+JOJS|+CHKBhu4fe8{+!~S~BL2NyeSq~+q@V$FK z#`kA!zn9zX@QQ5>d$QcCcZ}8rNg3!DO2lttpay2)0rq%6UD$sMsKKypy_@8wnjtCr zjzYO@@`8oKvqGgN3Oq+|O&Cx3rcGfk%w@x#e|&IC{<+wgCBKalTc)08!xT8iG!8IQ zKqkQ6rb~Kyt>l3umW70-&gsMnB(88xqG6@G09SoFibas;N6`QVwKW#(H|q01(Pscg z={k_cqXDE`K-hg*+-+H(iVcs*fgHE)jC=kPfsNoEy@T@}+Fo1bIiLOtqs7qvlYCn- zI@TXbGoss2!I8v%L3Df(+IhVH$oD#}a-j&n*Sg-@d$R6`cbTup!IQZUlVsm?VYl9{ z*EIgM^4$C?wZi*`K66jFFDydj%+K!OG3&W#ce738;^!`(Z(y(Dm`0#K?nqi3j~MJF zchYlj(3ZtYcDFYcU!^Y-dJHRr`=v>BT$Au z(+4)gt8%^&yb`8r{l{;Y4E z%db$kenPv+ii_TerY~~5njYnHXHJ%*F6V^p?-~QIwvuhKS(Gzq1O>cQXEpvvVFMmw zreNI=vH{H!dEAvcBq?<0hO5BXOE7Q`Z0C>#Ty}TH9?M+}+*X-RZ^&PH=Y%E+M!C_u%dh z3GVI^JOp>|1a}W-uC>ppe_!l()*SG^b%|}UX9o&njcfztMqxZ7Vx>w+MPc0!A z`;H#T*Wka77_|MeV`Q~<&@E6`||WYZ^s^?BZ@SAdcw7NPotd zQIh>|O}5m*&ykETfP_kP>u_~Ov(@1kdj2)BW?;0(tXkq!r*7h!bW)A6mJN@oWNL*e zO`zlSxc^AwHOe%?lO}zCJwbST3U9yo$0Rj6oYG1^{sYkp)IwInmlZh|?QO5Fob|xK z$41ZtDBaon8pQFokzj_Dp8pIyaGQ1@>W)J)nw6b)8;|%3r7!*YAxxCKqAMUpZK>7j=ho|Z1xN64)*jPEhgf$bG0+y{rjx=|0Aic3$JWsp%z;R~S*6vbK_^}9}7le|pGbgzMVmL%y9j^9@`K zh>b>+Ac;#E)l0fykStX0@Sb;LcE=wdc>7?FRg@J^{9}nxuFLt~^M+6?P=wjv6SUk4 zF9?B6cAIM`^pn-Z`^}i*ce}6F^VrM*pEG3e4ws;dy37?wfjkRc+xoWyxt3zI;ydf^ z8yeC3CM<=)O$;t+L4+Mh<~G3S@pf;InmJ!m7d#|j-5e_SlFSJ(Jj-jX;~`1yX0APn zs&!kj4-Y;@4;YRaE&jL|wn(Y9^`vP8egEA)oj}~*KekJ4(O(vcpkB)KyNg^PTNVTg z!h>!EvrIK{oU^00n;dXq5m+dpw_pH*^@iq&wuPHu^w*6J9x!u0Yj|iiJ$2uISBrI~ z=V3Lm>}R=F$9sk-v`?{EqeRU_SG*nKMVD|gT*;+zTAPXRfcmB^YUf8V{FA3k4j5G` zyHR#xS&maJl`U_DV$D z#1sF?L@HPwJ_NDpSw6YoqvIX%UNtkQSJ;WZu%(fjJd&|E#r7%0B91s7_2bAV{jkt_ zwM19$=lBwjvj}4Tk5htA*zG4>_uO)P7@7EtZJ`s6|0LxKze$?;Q-pXQJTt$LJKW#~ zcsRzzlqhc*OR>e{Y2{k0cQ|5^LW~hf0t9u!J>1T-CjwtK-YmSI=S)~ZkHw(27Y*PQ z=Y1qHrI^)-`0OVi=vJYj(?S5Pjb+N)@*?l6pL>ySlEC_ISRLc(vpJt*r4; zxW~o&y=SkVm;Si#RWDHPYJEk9oA)-H#SQA5<8 zo4;as+nGrNAQ%=;FJB)!EX~Ab9^`QA$?Kc|?T zJcZEOwSp!S!*)8g6z{B9_%ML{C{t;ruV*{v$l#~c28*G z&QcsBc@UA9eEm>{RARIA=*S)xtbA^T>Kj0h*{p6$x%`8iv5}^)zs1U|I;Qk@90AG3 z$0df~(nf}$1Dx7wd%r7URnqJ6y~L=$s99t-uI~8if+O^(I_{{=$*}1f9_=nZHgqPl zX6M}3Awt}Wd%Xa?7b&pMDbWmXq!wN;rQl$%ob@84 z&==^$Y?|tN5(29on%2f8F$mw>7trq?Es`+inT(pG0AAC5^6ZP*9aCL$oU(Y%Vz$wt z2faUXTHI$xo}z~i0n>UjBLU(f`6z!pQ)bK!EF5GnMt31=jCotTI1ss)>eU}p5+XWA z#XO5Pg!8;PH$Bb5Z?wna$Rkn-*uH^o1UV+|{^CkQN!&SK$6UR^4ZzK3H{7TQj zz(=0`^CaM|~^TQYJe!x5La+xI{-hZ`lPtF<`5A3Z{qS(Y^y74pXG4k4U*9U7C z0}tL_lMfPl0V==-LSjTrz@*RZhg%@ydcJcD*oiHr`fa!cKlZ$X^GFRjDLaD6wf2*X zwHRYxE0n5ISim8>M{;#NRso{G3Dm*8SCY+R{ zYz?Kg7e?H~x+Xl`hB{CRe%5#WoivJ=h`!yBL1Km}uh;e;2f`N#ss${X=C5TQlm*lz z9<-J`x=1A+WObVzr9aAPzt(OmCBp<@H*O?SP_KtH7{m&{y@Jd(=LLreV1`!kw@m*5XG6RMJEHx-{Y(3~A8UYtKf6U^czTv4)c zeS9f-p34ic79UzG_oy>gu0|pqXCpB_7;ZYcnN;&6n^;;G9WbF=7QS#gTHcTPuej5L|tZne>xQrr`PdGodb^HK@t}hf> z*xvnF-i}12VEUva>h6-U8;p^Ql)>s{zE@sf$}CDd-hEgf-8#19iUY-}5a) zr(B?GI#L6_4b_FlK&I>jY|%5-9_>DmB8^^WH4)4zn%|uPW_vc6=Agg8X8G@;0RW3e zG3QwG6OZ-s#yW@_GX_Gyh5r%<4}UPeyQRN1+kdp$+eUB_Z@&`1a{a=WCq_`~Ec<}_ z7kE?xU;nz@LjkP7KyA%{74#F05&QhOi=yqPBVVX)I#-T@y{rpp+}Q~%37sXToVrKG zYD=|R_A^|y$%IFi(%*~OP&QJX%!I$X(7tY7Dzv-x14y5@Qovxe7r6AV=_i2#Fiy)N z+sCn-Tkskor(paL44ph=j&*f`vD!qnVC=>dn5;u2isyw1*WQ9mj zTPe{IF+KM(8S=wfXm#2};jRnl4BwfaiQ+VTcxSCF?Lm9wwHSeG4#MZ98reF^ibe3N z=2Y{xn}OHsNT2y5#~o}dMf5hFV7V?5&vR&^vXU-A6_1tZxB2{wh z;tV*(%=~72#UX*|QIrx*;exnv404?8;-LZ@E*5bNM zPnSF<%PHp&-}}ng{^V55Ow{)Ltm+K3?s)*n9>_f?2nq;L)K+~@Bzpk^_in6yic#f@ zC_&j7?~KAp%2BU2pX>d&7sOtaAm{tNd%|%a4Z$W@HmeN7+6FnH9?qm{ZcCEyeB997*b{PQ0-2}vG<+_ zq~mR9ulNa(ug1o6IO15vl3Rhb+`C^HRcNKkrpL!C{Cd)}dnC94C-^+Ofj)$oi~T6c zM$`l#`&$6zneg+UD;y9ID%B4Eqzg`e{J8a?qy>Q-nL52YP9(xn; zsM&fx_}(4Rwrv69BLfFtXtG}YUQlp+uYy;TA0D9Ud|W!ygUYp0x(}XEE!6R}heP(; z?ucRF{|nhV2Qsq30FKX)%{T*E7}V03njNvi;EnLTMfIK0%BoSk76bdAXFq44%YOcz z>r_sdu_47I*(oHYgsS-a(ll(Wdn-EiVL{B20aXwCD21HJNC(q{6kWH~)}X2yuNGw3 z1K_z$4iji=PEb}KSWM6A6zqH9Aj26yetD1=;E8abnC`@X=Q$A*EEqq@_~eEDrJ^4n zf3}lvc1o2GmE<$#nz~6_gnR$qSMd|dCQJw2FTeeCDFxa4JgHzK%u0h;84NAQ1%B}2 z2jx6$kONt+01EtjkV@>u)v1@B>iri5CS(%l6&y{pRu>w(diB<8ol9tW{wsAFqO|;hCrwE>YH;!m=0VZmLu7S2a zeek&?m%hUC`mF43A9zFFkX$d__jj}~-Zpcx2~!fWhWmLF*(;;-FE6fdPidbUBG~T8 zL-u%7JoZQX*1@u38`p&i_khuJw~VY26>WU(V4QLw(%g~w2nyFzUS`lgahUVaK`&U_ zGz2^Djf&@@f@HSnYo(EwA){jPKe5bR2^1Rs7^)_~cLUWQL`L7A99HFgcV5AA3k-1w)Qpn zxzhLNGM=zH9S7UnDa_%~HGXL4;LRVuH0!&b-cBGeoNosgJijCwu@odD=+2E#!U}y2 zaXRPHz$N83!NPNGP7!d+51|S^_wU;-ybmB%G4Fq$9p@~EyzQ%RTBSC9om6MLOjL0?f z&S+g#Z2H zkWf7E{opIA4_aLqf>GOaVAw6vSnt$~`t`T&V1*aK1m6mWmS|sd4&>@J4S%nB`=Xci zb^Av8Vy7ERiDF@761SUU&CXB)lX?EU5x}G>r^AV9W1|6G+FlX8+^Oj#HY`6RVNs5G z|J1LrwB|V?MMQ#R?W55WcSy7}VBg07i_UOJ7A9;cz^cW)oY5vvF^X`cj@|3hbw*q3 zHv@F#67g?IJf1XM(eKAY%g8LCXud*-?l-j@)AtH^vyTGF)%5Cgr(pBcbd{)JR2kks z7F|~4e-ekcA}INWV||;xQmnoMRd}~ObZWPDLJK=0lJ-d)bT-!vx7^KV5_4Ek^xVj+ z9cbtOFzX@R<&zFIYC-y)Wk*R>cZEosc@4BS0KW$oUsR(gEdNlNxHSebI)N>4Kg8*Z z7)iBerXLc4{G)0MR^)r-;ZwM!s;egJ^E8kfv=>bIx9(4|KDgWtjjC}!pS;3z1lu=) zp@^TEVQHQ>-4)RVed#!qi^)NPrTaGd+x!F8ovqkY;RbbZMmwEsE0 z1gmFo9yxezy1-%0#p>BYfrxUDv)w!OcIK@A{c$yZ{&qYu^EwIA4|pmU52I)l`ICGb zD|OBqZhH5gcP{}V#uIVwd~VmDS#^2}e~6g?_ua6sh_-VY1Ls+pa)FYhYEjdgF&2WO-gRtR!gI#R}RF;hg+JEX`#& z;JrvH|2iqu?_GMz!^~<_IAMO6EI0@g9v!`3ntK3yA<%!IG=CH%AO{W1eXNn9fyx3ctd>Ma7*NCGTf=VguhCP^(JZ*Ok6RDQFr4%a2#n7dVCiR&+8hvJ}^^&)z zHW(ee!w0`hGdXQ|v#u!d?Mmo@>#Hl2!vm})efviyaIX~*NsaDvG`CO-Cp##+>4T-efJ{t@u|>AV*Iy^j4!X z2}kcv(0mU+%Fl#`V{a}ee}@?;^byYE1=0th8;YN$e_v9((In2#Q{ z3r$Y69vlpsjhQg#PEKZW8qcSSp0RSaQ*Z-_i{&A`lrr@XDld_?hpN^%=x-C`;esd% z0bovlHUj^{_7P?=(s_Y3$f!AX{5za)958jPhz3i-M5-_GP;f>w+N%&U&AY-$e?DWe+&5Y)-4S!!gNN9f5*!sl zkh&QPv>h%WjoP_B=qKLZrXKjQTNHMQc-(cdCCAf1_O% zcG>8Mgr)klm>$$?4B%2pbp~W4x6n_6sW6+F8H$}djVmn%yyVosW0nSuj%K9=se3O| z+CMSEz<%BT(2&5t+HqrUusLRrc2ge|z!i@FcCtKlTD`#;?`o1_B6v`F@2=uz={KEc zpTE_YjySr!7R#QZNhX#wDpAk;B}c2<(n^)$qq>?rx$=i2X~__c`85C5{D-iylHKDA zV$9%~?*Od@7@BxNZvZO#r+~mh+)_ zNyC-aJZXU@U%ZqsWU1v{3+Yk59BjQbCs*%r88Kv{N)v|?YnS+O-81_<5kml4E}6Y( zwkRuX9+uY6)$*xG&=}5kOb$vaiGSme?9Iyiw-4A#X4LjWD-1(`+ z_Z=yeUT;|HFR4E^?t#fT{_GnR3Pcy?wR5Xdv5irF*mH9-SO8}mAsJ9_U%Ry)-=lW* z5iJ9A!H_}w4M1w&1zf{3FkAoL(vkr7Exr+&Af`L0hG*a&*ohqtqZotFF;>Fl{G3V8 zpxCXShr-X#W$aJQpGlar(#gI{7_WVO1b-9^YaT4E=y{P3*i|BasKi zykOY%NCpRroee$tDtnBaM#_SEPaj>trvQsDhJ?s{K@C95RKI z1aMGmapz<{(7=u!0l=j_x#^=L}rU$?kfSNCP&&;950;N+F z+j82G_PDrnYWWM>HA zlb<)o)BXtGgCTfQ_MXB4y8%P*QAu*V!-%s*xcnjcd&K8WgTH%#rrN_`01gmj?EEB{ zUD}*Zh4}sS7%=51$j@#k1LT^+Q~%yMB*q%R(EI#%ERQEbj3VXsVr^7w{ zV1zH3*6zaM*8%O0p;j}_Wt;-FZ|_l0WlGTakmdp?fM$z3A1nuD1f+j$JuP2BZiddG zc78wv`~*>2x~k*rvRHkP1;SHjoOdri z{D-SJUV{C@;+^=XV84xIZ)+~wE0i&9{P`v1XlAIgZ}5OM*IEbv#FaPDQh~eL{&xTa zgFjn^7LWvz_Gb<pjNs9a!blJH1gW_2)RZMDSX&^yrIj&%A zU~wOGRYP^Cs1GuG4^rmyK_l*_-xZU^eJX}&_wAs-vZ9OyvtsFPpfQs$+wL+7E(2sH z3SPHT$ImZsV1`c&DLsNxy_T}rN7`KxghbT}By;yvInR)qp@o5n8v@Wj5fiF^ zBMD}E0S1SFZZpXGv3KsG_OI+$Rj?F5O=?ZU)GTLFjcF4ZsS`#P}Jz7H7XO zZc&X{N1g6zii)}0LwG$mrUJ?Hf$ixgB#hs@3;Dyxslt1UGp0X&8Q}0B2*x~9)p|2W z+l$M(xyx^h7hP-I*#rP)=f=_-E!c8ivn7kd|dV_vbkc)yA&nz9C6?9VJ7Zp zQxvH_C+-+`3cpbn<_PuAe^wJ6KPa#kysh>7*Ti2Vx!}-n#6&*Nwx;x}Q(Pi%!n!%a z4<{g!G?4L!?Mw%`IKxFd$*ord*0$F&fc!v;c+43$RK?YtB$Q;s)EkP(6olV`s>F(d zw2`#NO!ZOR^X>+xpgDi!SWHGn@x34D30Mq~+*1IiPwkTL@3LIJ+3DI?dKfz$o9*qG zg?G_O#4>bdQt%AQ@|u&#xU`5L+bRvld+icZUqLM*LjZ<*i8;xx%g%bjdz~8JVAkC7 z{qq8f!U=IZyb9wr|4`CP!uo>=n^X$GmbmTF?oXh)1I&oJWx&yjv>}e2PAu`LvE(7u zXDPwaDBV#*8jine`Tw|s?5}Wy`*`6dLf}J~hRbz-jQ;b+GlIK;S_;3JKic#_W+`vP z=8gVIqd@=Ngbr@9#&)GuNPU)-Y17GR-T%%EicFN@eiKMF@16U1lnL|-)ZgL}Fp$%C zkzzk~d#{qff#_;y?%5ZydZ0@T+Jm}Qy&b1f9XrVIn(bApxs1X%JoplJY#O|tPj#k$s_u{sR zKk9Ci@;4;v2K_h|jN9m*u8a?zE>N*;Ciu$DKkCyv$|YM((uQpi2>nVQAegLL@C@^* z*q^iXoL79=uHLDCU(R*(1u^~Oga=)@#2(SY(daI|F&JRK84k!;p*iEvGI2c1(H!>B4Qgj{^XHoMDuF?Bt$l$8OQ`#|7XC0O3o0qu%i!yU z_IHai^A{`_n3`c%>J`;K)=u0(9R%__?@99D+VUlWZ?e69W~ded{~^IuqBLa8^l;SG zNO0k1z~4<3xp}zf(NvTU-{bUTUx>#M=%O9k{m%h=VL8}V9QHU_vibBj?t_~dpHt*% z-U}v_Z)aTsBr$z26JtD#0mGGj#?hYx6-PD^=%p3Icnn~~Qc6}nA`ebG?p`-@vHihgA(19ZK?+2lH5{0+8d40O;KP+eW*YUkM77-T9=!NEAM!j2f@h z9(NR2{#fw?*@0W$ z0Lmv;jTS0HQiA|?X`%w!W>=Cz1|N|nWCl%OG_dq#hHtjC)?K=nMTxdBB)ieA7-Wjt zPR9Zp@v?QB+qzNQV zyohVB%0QI%IyysbI1lXJs2ksJY`eQ(2RuGt8eEzG*{B;|GJiMO^W_sKQ?fEdxtY6S z z?5d*&Yy!&Q-3xbywY;#q*$aTP#;thbO-4NF*R~;JQXSF#_3bwbWPZuT6#}Aul0b&= z*`>V<)T|@&P*gKcOvF*aD$*klN$d!w#rp0tOOSL@Kz=4l?d=>N!2W~HzjsEFKJpC>?mN0gX(8VUYJX{t5gyKNsgbV>TO&r>a zZJZPxtBmGn-Em!ex`L`4d^x(UwiFkOCvkDjSGvmm}e?K&p|8I0$}?Yn7}vtb_W1jDe`w_YCpA3XA5;m zGUCVGDjM!B7g|g9E=Ec;5-yJ;Ayjhd2uV2nil{&Ru?*Ed^$54VCszpe%zDQ*(5qU% zF<{i`+NBOIS5_;WSUG}?E7AE`Y8JZJx62sq$_g`XH?f#FoZ+^!l0GE?Doi1Bs3Njs z1hy&Pf_sE9B5~wAWy`*E#jPa06A!+H*-#Z0R&sz9X;D~ExNt?D5r}R z$it&EY=ZBwU)3DFEGti{3P-YMfk;-pNGQdHqk+ypx$8b6^~)CUfS6*Y`EX~Q$#w*w z+a_@=aU1pgHr@?z-`Olk^%=#XNf;2}yY21J+B(3Thg(HcIw~{JUZ{}e{=iDRp;;A2 zEYE&Mim5>DNU$1*7Df(BK(ZD#$U{q zn{36;R1M%+^wQ6c(g^y!k@u)YGRz_!XA_l0UgnY*6fNaGzU-%7?&QBFbiMB?6Ecyk zO7%zFC0qc4tJncqo*5E>PZ7~$(L!&MBEuD(VLV+y{mgqImrZQQ4-D3CrY9|j0sC4> z!XH+t_9b&erZ*At5D*#zeE@&=IR}OsIM5Q#Bb+?^3TIur-1-ekKb*6%zOVG1>#dY) zEE-iW&p_WNW)iTOCm}9fr?q)+$E%mO7a-_=n|5Y(1~B;;0fhDipB39O?*IBP$h7kj z5aJP(T~}w6pabK<%$DxP|8{l(2KoPMNLv24hQzo8x?_VpCFIx0p9K>3PUmCL(O{Z< zOX|RI3tCHPba#ZMzju-N%*^>~KLy}#d3%X@vu=N>r_kN>Ir1eifyoUFh%39G4o4k! z$|Xm>})b=6bK2lhWUd^oDxfF??y9{+_48G?^|6sz*O2VuPLFI;O1 zDG=f+Cy!i0iqtS2!WD6+?yRyf;fHfpi$j8v9aOIQ!E;Pv=PD-&7|Z0OFN>=thqDD+ zsnV+JAfG=lqqj3NTBP-i<(E{iDwcSC{21_p$lr~!w(Nuap&#Q9;nm}n!P2Xobgl8_ zK%s%si5w_YbRhg0h4vDy3;&am{ah%;3d=esNxc7KS`U_&s!#mKz@aGnufWs&fCvl% z8wiQevo#(+snufi?y4PMt5=8ygx5kVqSrf2k8HBWs>s^D=3y%2QZzX$oz#yrJ=aWK zBT5xk81ZGe_4tg74G}}mUD0kLZ0@`_O|HWvjN13}5Yny$>JtMFBB3q0RKEOfSHl5B zh6R<6W;UH%a@Jqsl*)JH-&ZjO-2wQiJkwKqKC+m}dR!}2ULj!wcBPa9QJlF498OQz z%1e?%=zzTK<{x`@h2a!{#Nlk*4Nz(F+rSkTU`DDGrB<1;GN7)CHo@RgQ%xn%>037J zDbpc1G}i_@d7$FF+o_u=`oiPjG`|HedB07L5_#%W z8#G8@RI87Ohw`WR?&fjfcyxjef7TJbP7*WpW5+bjh_SxEmqe(i1o!|Mojj)9Ypljk z2`#3Y_X4crvb6M_=-DXXf)^e5%;}LKqc7OOZv1fMZAx7;GwOK9Z9S2j8KH)X`=fkQ zy(6m#>{VF1Jip}=>*p8u-0=0HlAkv-;BK-R^8otFVfE6zD2`F|w&D>^Y{xH>al&-e z_VSt$=3L<5jqIg4I)LX^OlRqm{cZ!iShsqBcs`RjI>S|N8Uw@k(L{B#i|!qs=4<^0 zt?SCW4UbAE*#@fH4Vu8}X^1%$Hjd!lU=7(=e5-NxY$beP(j@T2L!BJ!u<&Fw0 zu3UCL%0kFjD`zAP7qK+1+UWaX53(UyKYIAj%9P&1pFeH;AEIy3Ek7Nd?=am&05hMg zDOu0~Y`xj}kVXbAgp)qT*^ntf$B zz`vnCN4WW;z?iN5pNs@`*)81uWI#Gf;e%E$pwP}M1pm9-!?nn}-{>#m8S0*BC@w&T zZwKgVIg~yiUV_1qfvKsir5*S>%@zBKZe4_yQ!~zYedGody~z=%o#CHvT8!pNc*NE8 z&;fM=3Z(oT*erQLzjj{9Nm~te@2VMUm5X!9fKcxlW>d@msUhel|E(c-jraajL*N7a z{r|a!2!zT#w{SSv>qHsB_MEFaiUem;kV+rvYY! zWUZPV7{+GT*7-db7#1vUU$Lb&?lb+-w1yH9dW|;X2Td2~U&EDe@p_07A8m9W68xXM zarzC1F=RdAZuZG7C}UPhrJeZQ?p=Sd3$j{Y0%%w>?=_VgJ)FC`d~I|T(#qJnWhswa z=Dapwp21pRgB1+kkwi_*%r5)0FiL)h-x{>jz$IbInuMr3x=CPvt>6O+@Q_Ra1@iCy z4pBy36DJ0K2AJF=3MdGcb zgtB%0HR&YfM>sNoh41wqp=v>A&K)3h$%-Lt78>y8cZ|a(oY=tkoM!DM&z4Ol)YuPb z>9UPqx;R*6s|gMWg%)<0@7nJZteg9!ve~X0;F;wbCfy6=@Ou3LT)Q+J{t@@e3>#Jd z(*LlIYk6XWa+(sfo7~I_e1WR!luhGqj*k3P{=80BTN6h=hiw05*A{dAXp)u_9_Qbk zUmqM5rFO+SK|G8DQU6hF^McCF3r*2EJ8k}f9@ilnXYplus3Cr33olalc%A=+C~SA* ziYDgP_{5dZ1cq|1y%9jx2AW3xez2FCEI}Pk$(1w<8$1d5W^_*?dnuT^Puea1+e#Pu+W^1FoyTmpIM<5TkNp z#LBG5P#r>Xawl=hePCd4HEd!K@LN%LU^ov9-~eS+|0+mx^W$-k49Lb>?e3(iA82ez z46980l&kYLeO{w8Gig-H2l^`&8IUGw91pD2zI~1}Tu!PP zDO;+7J~4Da?=lS?!}FmW=Z=)5`E3Tu?LJIVZv&%FdyzXQ(BshoLd=Hs0bz(7Yk`KX z+D+UC&nDAi7y4qS6b)?>A(%n3H>=(0M!Ezz+;CFoW-8h1#;{L9OX9u5{{U}*-Ii!x zNmeK~mRa=l;Pw11VKI)*H!7>~vr02tiI2^-yFnZK;99*OCEXl^5fMAdr?XVhR5bgK zepiwI9>fP?$Qj$$sXiYvE?OQ3=SsxJ0tVzP<2IwAnXqx_ig%)vd07u+3kUqjr9JQ+ zd0>L+sYn$hk*tKu?1G)pvmg~u)8jicdj?oTxZ#)gubKHV#z&_1hb}>H=fI0`t(svL z@7v1|;b829G*-!N6xpcRD4Ev#qYzK}@&UA;3C2jNop%y3A(e^=B(<%#fS4(gr&fJC z3c7=B=gajMle!Z9om8PAGiW0%?JfTtc$8MWh1+CgGUaIgLxI#>B!pZB5|1RjO*paq zS3YF)vq4|rPHhduu`lTDd>K*$JI~)oT|gqOJc=v~61F1&y|9Js-6e2#8UH=Ib^rbB zX7B%RXBRMy2W<79K3Vi^Aup$8JFuUhBTJ@b^jHX_coJX*3=uSR^%EaxhiS%2lif+x z9z*}LyC=*`8z6@4B1}8IT&WNQ*G-RkUDaT~#9%a-M|@Rl6{&U(;}JFKC&& zDc$uX$_Z2+GMn=Yc_29Vm{tJJ2;5mQdKvx)iS1LlanT`iyUmzH>aX%XKOTQsJG0@U zco5v};e<1Z*d8`KA+_7Dr6B}QIn_}V2L%l00|G`LZNVY??MMMfrf=@c7kG>yfjC5x z_?Gxdnb)z_L&dXt)l8S4?lbh>anD?f;6NP3Hh@v1i41Wv)8={;m1QBml-PM2y-dkr zJvl-__D@thaumhDhSn$|A@NO#lzK-+$-!(>Yp|k|d9Ua7jE_6xyo+>0^V0V58fSe! zl_YC<87?4{DW`c(O-{uU*~?my==Sga^`z=lE*Eso{31~d1w}#3x__ z$1=gkQb5wj-}MW!Diu8Ks$YL8Cgq>rbdP1Ux-K`EHntAC)(m8PK1Uoxe6!RZ05J3!~**)Xm5}#~d{LeA zJA!2|7!+v~3tm+5>0wDgH}C{lFfaf^c;G1(4gB4KoLii$6IZREcoODZYti@+w)(y` zWnj`$+lH!fqb~w}rNMYwkhw{RqcPrbDC+qQEHI~vqQC-*t4LZI`-ak{uLhsvoIE3Z z?I)Tor@^BgJ+)Z3J_@H;tp)(%0nVr+Szxy@M{_UraY{jXaUPx zt96Ud7n`m38CcLY-`I+u*C1yP~$RKInzGYJiS)^IrX1j z!D681Iq%j=%2&`1)y%{?I%%AV8XM~pn3*!!moIp3i-qk-fC0V8LT`*pt|fv;zx559 z)6VkI_<^t?IRve~&|+jf0oyCBz9+Bj1ubZ4P~+@cOIYudt2}8Wd_iFY{_x9{S_4Te ziUpupfVGM}7l7vB7Cg`~fc9Ir=uyUn2$GI$f^CQ7L92vu1sA;F`z0AKEJtA|qhO6Q2;059u}tpBLD3Gh z^zcvt^G9QMj}WTF58XcvHfuQJ^;aPyYS{?=ZG>X$vZ8b*xD{IEfeERByFk+?XW-Fz zt%L`Zl3l!vGU^XyX;u|e9UsO*r#egD!+L()FqM;p)yWimCU~yg@EOXXk^@bXM#9PZ zy^4S~ZF25DOF&6D1v!CAs}JkgFt)FvLVHPMEa#QM7b?-aHp#fQdakF&`N z>iEcf`+|JISUSV6^0lKx3uPF;e*N`E#lr9>F3qoY_~6XFJl6g3jO-m*zGmt7i*H9s zT?pasaFK+tE8_`kp8FDvtRj^qjFl4Nl1yGyz?}+ zM82ZkuduITuLM`8 zr`Ztttt_SGr@K8;K8MkIa*BBKifRA$VZW#`#_?fYV`akErgIv}8ihQ0JpSMVytjB9 zSO*Erg6SyyuDD;6M%qg+xytQ|+oaRl5tDOnjpg(Vo@iYb?yh4m+a|d#G$hYnO9&A| zd?=2FAFp*d=?PJ4et!{+VoviU9Y4YLV&ie=sV4xj3fP2!sALjzs>x4PH18478mhs7~wp}&Frh@!M}%pm8NHf1?e+Swz7aDt{p@VzS$k_QDs0A)PzNQAY}1jp+I#|+CC z*aM3U+F2nErwG`No~*ScZxO+iUup3MX+GV}lRmwt8Satx^Wt9EkHqd@ctaHm0x^+1 z0;3?=WyR$euutNPU>h~w8vCglU z+X9(g687di=zm`5n>z)RUtQrFbqu@aM#X4wAfxe@bVW)9_c9W`sNF5UQ_Nu^wcTr? z^BVglYw(>B3Y&n4`yn#IiKx)x6ID%j5cqd#;JB)H6eA8qRyxNI-e7=7m*SI8h0JI_ zE$^`dcM=jBnfo<3kad`T^;I5PF0#pNzq27VE!S*ASnCfz1|y%zfaJTJ+TeJ=fRRMm>?af|KM;~}aPs0wMsU@(06uerD z{?!g~iy$R)Azq}b+&4)VOtz1ZE&+4TQ2ioC&$`{W#&)B3YO7FRg2>j~YKXP!Z;_7} za3D7I9^*nU7SR5c86;1fNj)-9Z4i9?bR(`8| z+!r>E$?%DS_4$7+0M;HCyBTaqGpJz{3zp7+_{y}jMEkpSNNComsgt6hSQ`9*uTg;Y zXg4#WbfVD%6dwp*Ihyixb4adS0+v`l96lTms$9*8cE4XB)}-D{7J?|dCc+Xs7tX4ZE)76(l?d-J4BR1-V{?u z1Nzm!_bLAO=Qkc8QMd24=t8iVF0Dv<_)#MzE-0=}@)Pas^;p~!VKBi8Vl3>_OVA~@ z05(LNohJBfuP>nscxvirJ!xlOQI`JOgAxMU;Z$@|R!Uxc`0R&gz~4mRtS*O~mvxB)3#C~doV!cX?Q;Uw?O7#ntQ zHT~XY*HFd`#7+^s+b9I1jz@FR@n|2kMy4`Js_hGpq}u>*FA~p`fXGQ56wAT^so05 zezwD&u_;Y8XI$8>oS)Umq<_UScT|Q|#`@n?$yoBAk!c`gQg(N^?yJG?ajNz-eciSXW!a}qtm-eu5)K>m z8~eS7P(Cl02|jw-TA@q=Q!!&zKz|#l<(j}n`6O`v_?-(cRv3Q|1r*D4#b5JFTV<-E z9yN3#N7j@`N0hH8GzJ?oB$!7-SyE!oEySO-7Pn5wSb6s|x!kSemn<>a!uquCuHDzy z*`D~^#;C?+S(&4+6w1Uk4@h79Srso)^Z0=tA6S~gTx7god5{P>Vz#=`@S6{!BWWvf zup7*1v#ET&Y&q^$`TBwzqPBt_kTVL3S$Bo!1;ph~4e_u2YPwhJi{P#6%}fgA7w?3S z1okW23@wJ3GELrbtHEUPog|ZeCwZ4Oi@`t5@=V+r0Hb!lSc=x2d#@I zaWPD4fZLAunG7DI-N)$dNF$ymZi8hV`d==S$Q!6Ew0LgZFnWxBQ5D~TyhA(y!}HC( z?!A6)D`CVli?J3|5FtK}S#c$Oq`iOkO74O>J%&|(g(Tv!Q6eMPB+R?y=Ah6@7S-3S4I3GZH4xs z?|3?st;RPev-pE?1=F2!tel8-T63)H>+IUzE5wcthNjd82UrRVDq^y`Sj}NO!`f9f zAO)^?mUqA*TYhzuOT3g7sPK;uum$ofK0=d0<8Edgk0KG6+80WTy2dIAtRW`jDTT3) zM-}EI)>W{7+plS6lgT1{f3g7Q*B_|?P4fZfS)@!#_xKq$Pkbv2jF3ge7@R1tUDaKS zw_McLym8Vx%syuaIjo;p)DZl<+a>0HQUD5eQf!Ni6HE&bHPUaK_;rBmW zRb!aSiWzYr8e^DM9mati^P;p+?ZyuW$g{!*Sb4@_B zG@80ENQw0UnnP=iHt%sH+`(5Kb5&6qn1qNIpAHAh&W-%4Q?Qbbqv!LCQi7#cIy9&j zu;>)Sr*=R}pYW>uC>nf5zCQ|c)r+r(;?$Xcdc@rB+5;^J$~QXN6i8S(wEtn9*9G74 z{8RfihO6G1LJnfO%cW*wRZ0w_9w5z~6&u%~6eB*Gbo_#+ZTd^?Q!*d9c_EHk*-nJ( zCEyt`2Nik0hRgKQ0OE})*ceTy2xTjn2mC2~{WhxV61D^0_GA>X3-P~7khrCe z|CAtiasP7(V(fr)b4R%8W`7`Cc-0)#qNQ%%JevRV<0erRIO3Stkn*qKBcQfn3|5iE zGj3As^l9)NqgKW2tE}e#w%g*Q2;F^99pGVMz4JAl?u9;OVyVSQ6mKMZP2^Znx_+AL zd|RWH*`sptx~xS@u~Rcmw`C09p)vAPnpa0RYP@3h4$9naJRqP9b{geS%LB_v4dfz} zBQVd(+++T+{h{JDE+Rq#W7eqRsaNKcK)^qd2yRV}+zm@);lRQpxzD>8Pg4Gb;)7!v za%Sz&YO%Ce(?W_TzT$}F;R~H>UjUe-QW}PTnl67GXnHL>fHZGz!p$3a@*6eEE!{z5 z`q#leVX@wZNKQ$e}wJ^iy$|SmO<#od>N;dVDkHnZ$q}%KDN1y zBL;Et`!DbTnJ&F2ss&519XXxt2E}=~hdyXD3(;Chw+nca+D=#BmhafVb;nM9SOjcb zUEt)2Hba08%CqKBzi*qp>6kXN5`&~!h*8>p6mlq zNDC(%8y?VMQFK*$0$D>wFN9IaRsyabhSK>=!SU8;aa$<6L@w77G5e!IREi9rR0>Sm z0Ky{|M;2_ylln=2zp&!vp0Xp4X2WAo(Th#3klrVada;>~GP$CSkm6HN+2uch#KM4* zYmjd?-yYhZ3N>05+TY4F+$**(#tattJs`yki2|r#)Bia~+cqaacc*JBf(^+4Tm?Xv zXB~Pj2c3Jp%dc3_8d1^mU^W`F=FZe{gp^nFXqaKs0&K~Pfghawxb#RsY)U^{Ych=X z4Z)>xLyr_XQC?3tYzXT`UJS)W#+3K}(DfExQMPLzr~-n3fP{pUba&?<-AH$rv~&+3 z-5t{1(%m8<-QC?iGy~`H-QPZYpR>O2516%P%{=#WU)L|$G0@72t)$NAad@ujtvcMM zv@?bJKkkz&K+LT0k=$$B%6~R7a9n%z%4k&HRm*>RZ`v_k((B7byHPX)*pGAugRHU} zOWi%|qd6sWu3Iq93HCY?Z0A33M$<=)vy|Np%UG-#`dmi)h2h&RetBHNba$l_L{=Ur&P?fnB|U$l&`Os~bb$0F~yoTu2IcIn-?OkTs9 zRqH1f$M^k-6u#}m7kkhM85o`+gS%?C^&;}|Tc92+LPQ`}^oX$5gT-+4BcQhu)EUCl+iMt#i}l{MG0Tpm7)PI< zk>T)r2DX?Jid;HGr>n%058s+@3tvfD1QCF|hu;1=X~1VfZ(oV}6SC*>@t^AuMep># zuEW1G-~VzQy5(T*KVhZ$7|z8Wc23^fZ0tT};&3sxENHrN6*Y^6GHi5HjT1jxdxug3 z72O@?h?y8LXs?ACPTu$wjKOLCrf55G=F>z*)cFNZvRDR&p|kRdYhOL&;cL*d&z;n` zNjxKWgn_=wsni6ojQx4JZOvGr!+oBJL^g>2$R;)Q(*57f>iZB|5{r)8&r$D!f! zJx+V?)4XWBHMhU*H131gLwc|}*_2}4I`|@S9CFf&Y>V9EFNO-K!+_-_c{XQUNP(B_-Ms-v+S%?O@dlkh_^ew&fx5WVI_s&PDp8ahL2`C$$fXVm&~ z>kIxew(^>G;@rjnI$PLI$1O#&~Hmdxb?r8yJiV3bKEd zKR{wU5_0jt==cA|GmEg%teRN{!+4tjU-$_OHnLkk|i%XZc9{51w^vC-a}_ z?eF8tkA0IUh$^pcXG`nmywr|WsI;&G9AFs;5UaQiAt4_}TYbC&rZ>4M#g4yf^YKrK z6rRcwu28{qY0mpA?C!FvhVj&Ew~97g+LW^EDkH(so7Q$L{_6nQ zeS`Jzn%`6_tXBc{iA`cYhtd8Qo`nU2%7el8Xvs*wnXlI;+WuZH=(mT?y1Nc_N2>P zph?Rb=2*<0hGcvLC{>Oz_I(qNh~<>BaJmyIE(vMxvcDt8*bgw@Rr_Phwf~1 z5G7SGZ6?uk6PyHMYnq_C zMP?;pE^L;g#ixQ0ZzLY_4mP*2aATZm4sP~8`jtf)YFHZ*d%q|kFKra#^#L+4v+<<_ zti;9vuTnrDdVVO6`y&szdml{$R)m43sw_-0)km1@mPo%QBl5zQWND|u3;0K86u<{N z_qWxP9~6>|LI*$6Cx#~&7gZYQE|h)Iy&;z&vP<%atdC3@9`Ep^-Il48EKI=xd_dz= zR}^Li*p||Tikj_%U*=s^ zRFMB$$?^#37lop=Lm0}xgpWOBS0mO=9`jP;cUvC|Giju7wf6OK1jr0)f9za~C8z1d zr#)SKzSwmk@nhs`VKcAVeqkP^Ed?se0xgU&U;k-gm!Wv#PM^fn{cdKa*(6tEc`o-` zwlshf*S`k71!JGl4knE+h}>(@PvaGq#3r(A>`>uU8h4XTOnhd8Qgv7hl^40wB_(-D zSPo1!8STss)%X&ehr!!4P>p;+G9zPXvw6hzGvD_TMnB0uo^;t<4a=|24_G_B3cd|@ zn*8d>hCf64qS1Dcimz)K{1|0wVFIhOf4TH?TTL|}g}SUQj24Wly@wemnp39iT#17z z8n#K6R@4}-XOn46PpDNPgAco98`E1zV*~)a#snePH6pvifYR{KWDS?@Wtp#<%#?Y_ zts8IOhcR;3fy?X_${;UvFMi)z%$7R7)B<-!p*+5?^F7bTR zkBC4LAqppC@NiQ~h`$R~uC8@4GTsaYwpG4dgVg4?o(|yIW5w9F2gfw@`10=ALk962 z_~w4w2BFdQfMM5S@g435be-KAPkeQ!x;V+doclnm#G4J2G51dZ7Wgr(lSSa$3sm== zAd+-;c!lpUNV`BurP%?1YKf>RNA3e3B|r}o5a^lD+Ks2Dr$*EB$K5v_ScC$+E8e#& zQv$ckY%9)lx>E!3RC1XaXG+9~5M6N#1HICJz2V1XR{!&c|Mc%S{Qr-!VDf^|ZA3}p z|B5yt*Dxvfs*HYw5Z1Qsyd8SH;5gOT2|YO&pvtN{gQ%b9uhm;U-n2u9f3Qti>0PBB zOt52r-t-ySihOXz1iHJ&De!|*c<$~4@4#lW)iXS;^KX|7oB4T-M8k60W{flnW*tZfrl$dhr*&?i zQbB2U6CJ2!Pp9)B1R^zGzW?rUQm&Ar0$~iQ1x?lxrU=8KZ?M)6rV=;qVeV5!6W&nh z3@1MEAnsv=>x85`A~tSM2cUM%CJdrb`16>zuRNCI<8}JEpWyIBM3{6+p`?7Xkk=HKOx2~$L|5|!S7n`1C8N9$7Z!+!dKaUFA?5~ZOg%o^h? z6DpMOrI1nvLWXAP*g6ubB?pGE0Ru3`gBdiY5uuijTCf|65;*C!rB4o&O3IJIy z<_k6Xv(gCEH&ow?RjJuqDU32@h}4BYCyu*PD#)Kzfq+-nts`!@Ind7pb^9Rr?&s=P z{dCF--Lkq5V^N&nK{$=tIsljC1z3CZO<;6on*NZ$?r)9S%)pMho1?v}Dk~OAA7g)c zor6YgEmw|OOLE#lG|jC(V6K&?vBmP1)9T?c*nI)ojz4veESYUA`-D(fiZeBGIztyN zWG~r5hQGn8%Yts)yjs2;A{VXRiZ6Cu*P1i^n31zzioD0mb#Z{|mNy$+~^U|9=;{y}xwb|F+Nt0*h^4w*vcP zVRZZ9B0`uP_ODIbKrXV(RBEJt=cO|B%1x3KV)&cQ&vo(?SI33ia==Az=3GPq zS{MI$7wlBp+SBd<4tN8nFqp{WPsi91<@iBM3NNuWpaZ?Ym=LKB2=5fF(*-h{`)NYe zPmQPFw3>d-t7D;UiTo9r7;5A1Mo-Q@d54>oL(MJ}nK1HnDZcRLJ2+KvO5swj#lg

zOxR(L69qU@|sJ%nO@<5+UT%c-8M%0GX6jkDp^D(w9{<_e?{2Y}o zYypg?UO+Au4wLjXsiK+P=5^QnMW+K14Wm6=>I%sFI2(G!G5%X&{mM>#z^{A*!Pv$a z*KlIg>l;~7O~SCb4Ucn45^Xlvc5;=+Y_D`teZKV!rh1#R*ZRSg%z7&QmzBm)9kxcmCt4P;3#%&bY+1$~VeQ-lNh(orPEO(7U^d0bxW8jVWg zfBFV{j}`QL7KYk0N=$W3#8aWu`}}?#AOWD?9+~Yn$8DbMNbZB^-X~5_J3|0;9+4`l zPZXN|xNx9DksPIXK{k3U$$HD?6I%Q|oI8ncF981FVj&qOM;2U=oUwSM!52K(MyXd_ z9Y*)IxYYS9`0ki)LFtXmCEIOhr|SwPU|`ru%_4qXoiX*5(nMZ;?`Io#D*AbCnfQ;^ zFUR@f!FO!Yp7XmBa}kFn)m6Wayl{d=g9tJ9+lWp#D00`tVW5zDpUl-;tFu%fpNrm4 z@Axt7>Uy&Nh5=xh10RnUYVW$C^N?Ggm)j&EbJl3W^-fp>)OqFoO3#&}Lf7^q-6`$0 zhuH(j!4&uSK0Sg-zr*Qr;6dl}YH$&n&y(_0o&wm8*ZVB3$X`O?=QsxT!wHL z^D^^R*6t;+QK9JEI}@#UxMNhiczzfQ*hHu?_B(Gw$ADi0u;N68%y2D?l1rmjG`mJfA zjLuky00}N&>x$#HMTh@tCaj!BYlqR@dpa6a&?F7tjXnd)0&xoGsN*UYUNvZNJF z>RRwB*I}C)2*%brpLgUR$%Ts!L!{9_%1w?{nHR>$Y;yEE3a)8NrbjX|Wg7q_m3ub*l!DRKzM#K=5UdQcK5Cw#3`sC=%cPv79eAe6%+1xU_Dg?#tV5 zU}*@O5sSQQ&hP5|AepW7K5n3x!gTvvpnAcEc^`Z;N|$Uky+-yxt`3!7G)Dn7iwnz$ zPJ`i6zy~aWC)`;fP#{GeFjomw5*H_qsvEy-z1}r^k}}nM=XSDDpzuvk*dl`rQzy8_gKyQ)}3KP!vX~oekZ#rgW;T! z+-|*MZlih5O9OY~r?ZBEfW#+G$NBno)oeMK?dnq+>&HNWE5y%F)IDIf&mO3ulK_^f zbgD<1GHp>7XMjC+TJC6a$0DZAgu18pv**MT2C(-c7x;2y@5A)T1s9^SUxa<;Oqdv5 z;&dk8Tn%$G&Eo{}gu2MN_-wk(dwSGZYCo}69@e19vk9$m1JPC(`+Hl6PBPj3MODL& z)CoHc#l~x1VAqzJ-8ka!Tz9EIa9#X=A+1beFrI}chjctVKk}PgtIO+JYJ*SjuLH7Q z(X0PPa>ET}RkW#?3;?|Edt*zZWuB@LC|4a_FtrW2)LQJ&$qq-)CqkZA)?bTpw$+K z(FM%%WPYRW_I#A%OH9`foANYAIW}m8T6pw7Ztetq0@wDK(z7zXcQrkkcf0)jH41kk zy!AUBb_OB6Okn$m|>_G>@EX$ zoT<3)h>>HB_d8_Q4|?MtQi45=oKl;OvCHiS=IJcshkcewyI}Upd1y#;_^DTgq`frc!A{ z>#J({c`GA=eX4j?!BRCO5#Gq6iyuNDuRq2|IjmHwe5=Cn-Ci;chHDtu>tXZPDvRWM z>w%%~kbVpI9%FB3gfO8A0MT9C?dethS3M0D4B;pYx71CG!x&4HbRD=6FCk99DWkQe z+PC}Pz8=>{I?zb9`s4j}AA}b4cu`#1HoHi|ZuLIZhrPlmBiEcsKO;rx)?JH1)5^X5 zjXl;Ur%81-n!QJ9?zx{*!<6?VwrQ0aPjFK5KyDHazxT6UhEQV#u)iHae*T%`MY)gK zD=j<_i})3|OOYEv)i)$uc9reLG|tc5Ugb??rQI=juj^(i^ZD9%j>n4f#{vX@KAzNI zCi*yk7~JzZ0&g0cNilwbq1Z;%l_j+I0~1mJ(h<7&*Mkrm+<);Wtt1YSa%pN;kFfZPQiLhK=_xaoZ<%6 zre~gHYeS3-{VE=oM4?Wv`%8$z3q)b6U+|{-;GifgbM-Q*QMU8Os*_UyGA`0kH^j*F zDeh$`xl;CJ2bMTh@NPmu{^ct4ug*go=vVxhUhOjw{rCPTdd2khKlg_Q!T;PJE1jQ! z^YU*bJ`ix9-`?C*WhZu&k{KE^1PoefGYlp5*7^4CeD{93-Y1IN_hRnrR9+92An(6V z&bNM9S@Sl0@CV)bAN=s~HuHGoTV;V>w!Zv^q^ftq`>1;KC0WxyYinU%VT*88$Y%RM zHWUndYx5$dwmHB458H^?hNh#t<$G2o!*~Kw4vOjzvACmI?#v!^vUCE&+W{em_m&cDjX-9D4wZwd$pJk!^a1)p$amYduiLs9m*mhgtRSX3*IvF#`0#^BENmj{Qy*UU_vF0IuB2}~_M24{lU7XW zGWH*^RmvH!y3^<`KjZm!7aFhowHyY4!=W|sE8^F7|a|k@K*X?_hkls923qBbHu4xe(fN-aEzdn zPZzJRwmik^Wlu#~`enN!LRBd63Jxd}?AKrUJzMeAl~AkXC7v&SB%W{@D}NEK^Bq46 zcT1uyWFfyhR_L{auL{e7?fd=jsgl9MB#zPk5sdcMiP+hAR%A|c+4?PE$>iNQTk729 zjo`0YNR^JE#59I?c+MkqZ`-`<`n& zP*lu)v}w2p6o=p4)~SDVawno;O*Py{J&pZD0%M)EkJybdGF~+Ha8Af1qEZN#{yx`v z#2J|$hb0Hsl|E1iUFRiTgU|hten$&7@5x;>6Se6^{Gs_+W|rW2PPA<2%LOQ%2#N$G zFdzWgEI_E-{Hw?j8Sr1yOz_Qr?^qIB|JRNM9M#xyE=TXmv0y}AWs%1G(Q%!k5scNQ z%}1_I|EtzUTlRZGf1r%#VJa*2`2!-PvHiqmis^ZiNec%0E>lVWAzTR@Y|fgAHuY`n zF~A?;G@Z!jvTUkI@CsC@;I(@-75fN&4TSV907MD4Ow*?hjJ!9!zUVB*#uB-mVq%)K zzIgnhEwl{YaMC|jvW455?Of*i3~w`f3ge)rsc@PV7!l+nEaXwqM(szix-c2&X6oLp zB)ay)+M-+3h=gbEyEbm)8rNiGFy+N@8OY?rww{bD06TL}-a`E9c$3m6_Sbivb2@xv zvLhS~w{;a0^AnTgR*fk5fL;AQsNh1dbj3%mcFl8uIzW@_k0R=G=Yak2In!0F=?e?N z&MyD8`)h4cZ=8mDp0V{mL3Dk6va(+^%o8Vr3Djx~uZQjF^^KU&dmq+ zmJLPUXPZp*s2K>z>`BV~N>yB6hVeDtu*yD@OFoAKAVhrs4;zzugaf=hr?9LM0WhW_ zm6(Q$!;vkTM#}W6=oILbWGUCLu)L4L-*=E-E>pBUr41O9%WJ;Nw4olgxr%R6EFizH8r`O;NvdlCC{#(VJLpg@CN))_I`EwuP4Y|$Le7>$!Km$FUL)y>0?H&%Yo(~RI&cL^jc+h?PUF~=>10}F5rRg^`V+{ky z?{SIC;AjRP$orww+w5WZi(m_{3v;$oz6%y9hl|bL1H0#4yFvxl7YnC;iaw_ z50scP{9`;=`43#2`#ukGmF>*=^(5xD@qh^GOo18HA8RB9gCqdj6m#(M*XPD zaiP0G4mtl4JytdQhIvjIzPCS0yTN$k#@V;0<_Mo0dw3@Fl@y_|1QboRKO{Hkwuc!s zk1kdy3<`@%< z4p}ucoRQ%(k3g>HM^;UbkZCT2mM#?HY3%@Ydg<28k;AStKhl^@xW0_m&jV8Zt zYl={^4T({KD5=egvTBv;asBM9Hpx(eX~Y%+Ij*v9KNjcL@wnc;nX(m5&u{p!DY*EA zJdHN;X4HEcI{bMAejuueTX-=~HYONGB! zop0~>%WLT_y-e!64*JGK{MF~={338_YPL&JRnY0bGE10D%RnmN|*v2d< z)?kn%3}MMZ`#=r#;dhJRsn*Bb_mU8Dl$|ISVU8wgMr;+IL`_^~I!Pl*dA#r?<20J_ zyICjSWsC~y>`nrjBmjMSXXHNwK>b2J z;Dh8s{g-R~tkcdHuqVsJBqp5>>MjE4?iVEb7(MUwzwmlr@vUV&&rR(WPE~r3IX%qSWkjX7n734~b-c31R%bHs*{+4i zeBUpB7~ZpX!dyWSRcM74wsV(B2!n^c$22aQcfn79?V~?R76Hu)5$BpDPxFkoEiEk* z&KRC3{B{=V6w5BCV~+aiwny3p8#$1^gJ(fF|3XT)jo}+B zK5c#*Ec~W67TIOJ%tP#xQikaC><%`cZcKw+rPJ1qPQ{HLS;F76-uK0<%i7xQThORa zwf-$D=MNv`9PdbW$}KLP?MQ>eWc1CzFWAPyytH^Ij{gmUA)C|qgfrnc39~kR1#KQ4 zvH&yj5ZcEt1PLn!xnsrY(fp|3AOQ6 z1=k(RA4sMeONx^5chRUFU&ylO*=(3%7c)C&khY2dV@1>calpCcP8rV>kIvAMTd zB5B)$n-V8yG z-(UNUb9#lt^yx2Lc(JWsSou8VTIkd4dp!~9EekuC_E4EtPxr+#@QfeTobI`aX(@wuYcFtnU?8wIdH)L z%nG3bZ&JnZzpNEzJvL{F)SxkSMBqn^PG_nBcZZL`z%B99`lH6fjy^+_9q4-H06E&r z{h`}W z_Xie3kp;FbCPhvDdUeBE3mA-&M8w>G;978%vyk0NYQ$xazgL88n}<3|slAI=%Gj7M zAv&aRt2r+FN96ZFdirT(xnT9S--g}aqi^R18^oJbYd_;LVRT{~tK)fZs7*NjcC~AW z6-|~ZMhFBBP{_Vgn1n_9`nx=6-+Hu!M1P?_PQK>T*tgmEmJ;PTESLqH=Xk|eX1Qvg zhJ@4|yZ8YOzD(35MQ*Bjoj!G-T7=m6_Z-Hzd10ne4^7&1b^{!Uw8*9JC2?GKs%YNn zVq!!8%!l~roThMtEP#=#Mr%Xz&#ID*7V?%XKmIvcKt4sqxv_y}6Ha}|zI*bLv`8?q zpJc+(M$IYK2Qmoh8f#txE8_;>4ucL{p5h6;Ut(>L9+Qko_L_HdBOO68C3)}Ep?_&? zHt)n@3KEAiztWU2{>a(m*qJc?#-J_hB00pxDqEZ2Gl%i~y7_L)hd(u6PPdD)tqR7& zg!URlYO;3uS)Ex>JMgCp=pO%k*ra(XdqB^`O_;9_uB~aTw>FqX#@B?f1TekPrgwa` zAbtsROnZsBxtegOWa)o;dy)J$3E09c<}vs2btf7KJ@XRfaxxLaZgmC>)tV)H6ghV8 zzL*$G471AAgq7a)C@4eT@Ovg({#CjkB0|)UC~`URO!&-gb_Zc1R-I03ZU9-peH~J~ zyZ+;BDc1k>MyQTnN6GFjg~)d$K<_W%h$;p4D03GMj91jF!wA~QiDPX8CZo0hwpxT z;$JNHlP9dcE3#ZCkqyN4EEgPbsbr<>fQ(7w6-|b&gf@IS_}uQSKVMixZMs_F$4GM< zR>GPXYE66a+SG@6Yy`>s@>Gi0o8u=*)d1^eiwhp{Ml%&<6^gT+0=*2Ax^`br9T=ee z+PJT{lfG?WfS#$D?db>PRVwCNcE*ckKF|yHjrV<)eYf{r*R&~dv7#-a5jY_QHvC$> zvSU1EVx$62xWO6vY2 z^*`Of9_!#fz@S8-1F#yMVhh(gE61KcMZ)m1B#R$P1~a9iQU|m(&yFzSdiR)4Nd8KQ z7mbAq=`FNp6cTT-n;E=@{63k) zC6jC~t`0As_anMKEEFo6{jvwaQ2chdL>8%C*f0~vRNocA)L!QyABd%M`=tN8qhHwh zdy4kSQK7=;PclmT7U5YHpd@PEBl4Ws=afK_P-sZ+{kZ>feJg0fgzmj9)g}tj0}3Hc z+C-g}xKW`p#{Zm)boc+_Hzm&geJ-9&ZT`!F=nB&=U}Skv#$V}De-6|*I8CXlLJ0#b zLS9yHJNUfshoa^5A1;%NUao)I$uW7}4;AV^qjmDP?=aYXzI;jyNBf;Z?3y6Jeq9Ou z4U!{%n12!QUf;_4fx7xQdob-iM&T!KxdIulzRlu_9J7O2Y3<^pSV{h)?)h8CxH#6i zpWKLS5@Ubls8{iG8^rJ zi62P%cr{~!JBbtE0GHcd4gYo5 zwwvjPM}m%DO;W-tHXXS91AM8ISmZidPhz3ccwb)QQ+$+h=x2{L)ws(&u%|zB!T=<+ zu|noZ#Z03j&F?%#=ip_FNbjxtMEW{3s~sgXY0p}S@gACuf4(hvK(u{(`l{0~CBaPF z_RX)=f=%aMBBIGUj`7>d4MZpTx7b=+`mP2s%SfoOuZ49sjb{j!3TFbPR^BwttDrne zT+q&am#fz+#?y?WYa_j6ImO(cg~AVsE2v3Io7$?Y2rY+HO8xBCt@F6GqnFG5n^JBMeqU_EJ5=79l-LhW?@S`9 z7sy*58=^-1qE#0L44jC+6*ap7d4ExYkk45wFyq+CqH!{zCmN1TU#QJXN6xW$A8Gg< zlkQG!=>R#r&xe)PBO-!Q;M)~fg)@)2R!YI2mtpE{M!XK&Z{d9m&l|X#zHLlG^aam< z9sDMKgh2kpuMr|b7`8a3nSP?Y`-ji04FxiIRO+1KyD%n#(pY# z2cY5}4aed3TP2Fi(0W=n-l&h_Ql;Oab5(08wJym;LGB!KgkA!zWHM8K&*EZDm}}>z z?IY34mEGh0!7l{jI_Ggh-NqeCTYutQVxLXAsWZ@1$-%AQ#lpdOyPZ{*kotS1x1MEM z!KIbDmNvMg?}os>q@l)Icr_D`Cttt+M9s9GL4$GnB-Cg8IYd-Cn|KEhZLet{p_>y8 z%-(pH3o!O)9xe@gq%Nee`%=eOEnzE4W$s_7yu$20Bl8{}L z7*gN&;(3pAn$~8eM@*V`Z<|yQ=YUxVQU&_r>X;DJ;2u;_SS**>YBCpS^SgSWF(`)M zDY#)m5!~*Z%mfU zEUj_$Sq&M3l~PXAnkqfK!7ebEr7V~8_ww5v7WzczFrb;YuP>6VoHt)(y9BBF=}(l+ zz}KwudFwE1a!7)94Kry@N?a?fa@W!_MSfvev9$KA(jRe$5wg`W4HzgbMnE0sn%^#5 zED50JJ&u=sx@t!s>0#YzJ~XLLh8an_nreQ#id%6R)9T#w-R_axDhffZ7En3fRBQSB z9qqNh79&y%;2u86X&`2m4Kn$((fnm~sAlyLCS?A#3$?JRaq{R)kg!>eZL^ve+-vyQcM2+8MC}*Uq3BLo2iy_Qv$PF!zc3lBm|CxyT{|a~iQMNp7asUSaZ4od9?)9D|2r=oOY`vdpu-t)1%VF|4qlybu z@80P?!vOWvFnA$MBwuXb17a2wnWQTwsb;t>t;;skrQ^K|s?2o3%TNV5Vy`>Lsb8L} zoEhNtNI*_^B)P0@f==XmtZW#LKYciq#YirHt5C@HJB(E+R%p2NQ_YT63vCO!TC0{& z913Dg1`78QTy}oLQ?oE-Z27C_`B1VcMQzv&rg1o4MHAj;j4}Dgby|ByT+L+b+U#Z3 zy0R=*U(y>rLNSN)o`K&}=#1Jhi7Uu?lY&b#e2T3O2d^1GI7#Ay)=g|N+?V?|H61A0 zY2P;Hny_GRHwRs0u1)OBh?oGP3kX?17gqIw5%^}+dOS*FCW$$=nf{9t$xF8V$O@1U z@@PfSME8Hh$DwOB<_&~#H`B%i(1lcxhRBAc!qDWU zGVk_}s_t|5A!<=e2YTRAc>;oB6BzF?#*sIc*`j7q`(*FMRB1D6u75WL)K%B}VdL=> zm_J^3QoA%iv{9c%w?Kl`i&A7HdlEp`3Z}Q zHDlLMl~dp7kk`Xxl>Dj|#Vq7}qk%x_l9)R!Din}6h`BGB4Z5ZPV*3Dhjz%{Sj5oq^ zVb$BIu4GlzYKQ$RVx5O-yz?sKOjd#aq6ac>94+UyG5&+i{P>NCPRmZm<7q9^`h!s( z)QFv~+i{QI?|CCS8o-X;qg=?i{c~8(-3|Y9SR{7;eOUhS^#Gcve@8U{g2;~i#$W^n zY0XXXE}PpJ7gTjdDr_f;}J)}_rEV&=GsS};~;-o6Q`$ndwv@4Z=0|z!Kj3( zO@+ge6_En3P%JVN1ZXMMto=;LG{QBNp~F#QF6TZme8sf^B8_mATeeX5roWEL1uAz zWxLBU$i;ON`+lK%bx9g4g)k~szz>`P6a=9-F^x(`4Kh`#PKwpQ zz0WxzG$4y?f;idu$ZA*0f3j>iKELZrto_M0?I`)mA#6Bh znP{G~ZlrKj9jU3?UkLu$AG}Yo7N%h>gZtxjQ{sk*t-k`Ol>}^9^xLItILeJb4?A=@ zPWEpd8pKkaV}jKoT#wdw!^<$dP&^*O!&E8^J1v3(w(>Qs4|R)9`JZW=qi9~QEp3zrmWLyZIi z9@8Ce#N6LLb>LEWjXXL6?lV~8Ou?rM1;Aog4gat^@o_PE@gLiH$koUHvYmGUg7|-I z=PW=PIxeEq$lJAl-59Y#cF_@9PXWfEOgA?LtDKChEjA}V>gM}p7QpBJ#Pc-_S6~;)f^oHZf6br&E&twr%4`T!xq(Zu3)KZ+Cw!%K^X&;FlM^?Fx0#uHB+sCyI@;PRx7t z%~$qNi0w9?pnzV<+OoAm{1d+0Yaf9m17)(5Udsw=WgFdDvgPmw06qm$aHQ<)6tL~- z4{$NjyQpb4qFNbvOtOv=s)19|T|y}MF3zUpY-z?!ZjVTtZx9d<=ydlcG5P7Iwe~dJ z9gAH%_k6ZEA#dr)hf+*$!|{H52E0qMiQX=s(~32#D*0;5@>CCr%^DEv%xO zaM=bb!ERo4D~U@I`9yG&ihm8>&PzFt5u%!{C^GAb?C;zTW__S%LT9kbF501ytWq*r zD@`tVQ>zTqPK>A--^zrnf%zJL@6bV1^U&Fr!H)>2pQFf4V8VXbFyLa#w=*9y&A9C{ zmloe^(eS+7n4$_!)zXRojVr0%(`wWO0$ zGpj|v?V@W}P_JrST+?6{!q+^kPCgFg_0ceHT$Y^)!*~NSvSsy)#`M*}EmWzwwgNa_ z|F*vplP%&Gw}-zZ-9c>@^ceDoEP8%w?{>}S1=0nJCd&ly*e6{MFXJL;3*n+AeBKWb zc_vI%bwE!=#&Tl}xBHJ4o@ImMFUtC_6@obS|5_n<{Z_q|?NBFlBoM>bkjTAD)ZjWh zj|#&%+p4#eLf3>RpT=IE#tK1Cc0Sw!*VD>VLouH^k1AR(zV~n4WMrUqp0`4^eNOkR zL;Dc)p_Y%M`dPxRoZ&F1$3ZN%r^SZu?*J|xb3f~D*=b+(3a%w@8m)oU_WT?^w)b)W z+C}^EtII6h;WlQN;}R@z7T$Zq{ECLvdwvj_Cqnn7I)seqaoO-$iX4 zT#@yoF2zGNc;??_A4p10e`wvnaxbEjgBO+^qjG;ex}|dY)g0sm3u-=VH%~);<%A22 zV*m^z^(S|~jw^@r&|!o6!zbYdgKYEGHs8rm?!FI6+8f2RBH6m4Ge?Rm zl5d!RKxvBHKVY}-tHBLX5k|i<`-3TV%ej&o!UFw*7orzp;R&?Gg2Zx#M>I>8Z{L=PVm$3}5+1{LpgM zzQntQlwo#v5r&Aov+j?LRs_~a4~TFVI-~w#;)(?fnEPYj5OIKip9ozPMW&)wu6Yb! z&zX(5o=g9a1hEyEA2n-^uyq&ce=0gjy_^bFj#p>$45dywt-&llKe5)3;O;|DZ_&}|g>BEbx+0fk007;~14cl+yZ<-+PUUT7lW4RHTC8P* z`tc9GISbzgO8*k!v1*wjo&txZ7DO-CidlPPC)_Kq`NqF*NgzOIWQ^7G`h!PWn(E+3 zj*nvxnwYrCM#h988Y1;=j+|VQu&ZHUG_Pn*p> z06>)4UH~%JaZ`U&knZ!)Y=sASNF*%R^}_x+H+iE&|K%Y``nQMVmdWS;>k=~m$BM5kW6k~_J?CaST{JRD}z?eHpT8`__cAj-)6OE%txZr$i+ei0n$IfJ;a zdCx({75LfPZ>aS6+BZK`3OPXGG985DU{XRTS;oqMe4r4k>?Oc%5C1UW*#-PkpM{CA zTPqC>)Sme31?_QVqmYj1zq^+eFF0j>F(`Tj|4;#u=AmB*;eK5}Qw=aBvXU591wv9) zSj*0LBagDK);^bepK!$(VGZ8O9v%gTCYY>66=PJ!j(GFsL9FY!Ds9h}GN9ZX@InHC z?W(oJel-Z2!nT;VeI~&7z+lW20&1b&d4g0F`)W4(6N%J*@q&4N$m!l$6wiFqww?37 zo$qL0xOuOa(CL0YjyE2R>YYeT+Cv*abU<^v8YD~00!cc#HNfm+GIo_N*UZlMdm!IoJ)u24ES~u%cjJhdR3&dJ#lA>>jrY+ zOOeIEyTvCBHg%3c1&)6-cBVHGL2(vcqUNyCj;ff{->y^@2HV=DB(uZsbD~%`3|+tg&5?(Sj43tSsr+Xt@?bI%dhi|4#_{~B_@h;gJjCf- zfAah1mGE6#r3O_ppJxu<96$O_>arK zJu_DfDMxTLXc)mX=1w)YVc9-li2{@)8W79=;-gUlFqV_ zMmReXvp@>HTO&+Ac48#~7T`^UHvp$WjO{esd^`C-W5@+&6?b_>4l4O=YXObXg=H5o zzxKL8RIr^d#+$)E1{^Gw6&zsM6`N(QIUzti0tdvfR-&6wNEb8}=nqMWm4DejIOXhM z;H20$kl8M=q^`|JqZPJbonArH20vTXy*2(3sXO04%G~`?4?Iq7mAwVTo#^Ct`{LQ` zqAQu@>u`tH_1M7T@`J52@&*@fo&)+^J}gna2&w6?-7z!uz2Bc#?$^;Aj)sv+JPbBq z;^zXQRr%e$Z%Fk>!*IeF6F1@S_P`Y`f|D_S#+2U47&k`bsd&HB=MrTKW z@HdV$UB&ZXE=ysK1MyQ7I;+viA`$67|61oG$NU8hnJlLmikBWiw0uy{g2{T<>UV-elzsjfXVIZ z^S{!A1Tgo9^iON2k2EK}4*EaaI`bZm^>>)sYLAY=JxIg~y$ApbCIHTPTw^B`2n1Z9 z)$qJblkC!5B6T&7WSF-lI3Jy$=)q;Om8kd(6x~gn4d1LeGrtytkiMMId}^&9$S@N4 z&};Gh$u9ew?XAEt;}2cAY~tRjJ}(}+_PT;I(XvS2m3W>affv)(*`NX3Lv4kwp#Xn& zI+Y*-FukAryOB?)4C!H$t7u~5E`o<2_ocJ>Tz`#N|5+M))3=dnGbBfhE2`&qHu(6Z z0cJZAE6wqPx5i}gFxfzl;^KmuA2}YktmRhBb`^kN0o&Z2BK<~pzBCQPXpdlzAG0_g zC3e&snl#}!+DQAj-+jfi@X^rdW^1)5I%A`SDd)~e^{D2^&kn?|PQ4J5Mcn>|*9j)~ z9Pfo`*^VVi#NUP!X^m%6hLHk-eFf3ZI9Dnpx}LP*ZtVd&Ogu&z>HQ z%?dIRE-_~`q-5ZPk7>0e0ewk^YXL;ES5;L_)!fyM%wY*1db>O(;lBL39`cELSTAmBzB4GBZ<$*)r+=SR z5kUi;n~9F*-caaWFG@|SXbvJPRy%Q%)JR>tq)4KdFpr)9M2#ZX**hAOh8|)(By(xx zPxr0HK7G4#@TdkNyo0Jb7*>0SQY@^)z0yn7a+NMnPDeebrKpGOL?MLfW#r5JXdN;89+r!mA!)ig;S`O%8EAip8% zMAj*OElfThBM#*|<3I986|PqM5IdY*eMGpr>a>77A>wPnwrK3WN@CwVHqPn(z^OQe zg5{K0W`yVa;2}ILQ5)6;UxpqzlzRe2qbjN2d8}j!JW0|o zy(w^1)vrA0`yQ)^1((6-YYYwyVWr`}#Ok#?N!WU$W*4d}?AeANH>EIes`!1-q_R@) zd3}%9U4VC7=4!_H?;aapAnB)crV_M72etG^+sAKAB>Jz+xH3hEbn&s1Bm zd6kotCu6s^xpKSu2!l3#)lWu8(_092OMddcI8?jFORbD?4g9G7@{cTE@^l~szP}8J z>wFuD5O>micS-;L-7QIhTTx7*^R^f4-`vB!k z;X#HzY0DnYE}HcLf%`~Ar1q@NFMLdtNWMt z{T`g3FfAK&vzp>sl}i%u>JKCGPNPaWm$WYuj@3BsBEaSn7hV|HDjXAO`O+B|sdA3)`5cOC%F;S3Si&^v<4=?;rDraIJbE6UeC_XaD;ixWVW_W3NanV9ttL*1-gcX+x_Z#DKHt_% z7Cxy^ibQV$=08Y3+P?gfj3MP3h)b-%&qGfVqltbYjAA z{}Y&r6-}L+`l;~8f1SqoAY&Acb_3tmT^jeS=^t6!M`9C(MFq=pnR;H3W`fQ+e46sf zsKQ_3bvzA zVpW#;f(^;kE^IMsk4!JNnyfVVZE?MPweO2U`(u#yMm{Iud1Em}wVD1ae_ejh_5N#< zM(k=q!)M=QXlk>)*+t5{;lYi56L#;@|CU=d z%t-x$b6&cI)q7ryY-;cY1U$@6fPHl)X6eSZ=A^+M*07uW$obbe-q~{Xz$ofbyp=36 zfExxxzyIJ-#*#2)X>{o8bm${V8VMrZB1PvH)|seB#wspveNG3^_C4-k?wW0`jl+c( zTP1jGCkhEMWh^~gg;$7exehl%LB*^DPFl~Z`WH=i+lHZ~n`^!34P!vYG%)bM-U zZI@MYb&x-JAG_r|3APg0zK)dV*C{k3@%8~IFx{rW$j6SbBa zG;$dIr$QhpvqZ+aqJJ7*r&;@#-rO|JEI&9CU=93Q+m;niM&G}TEeba!Flt#;1-i4T zeZ&!YDmR`8ve;a#{=O7x%gy7Ubn^ya*nP2thODE|wMUI=L- z$9jTSk|1ZY=%)~&e@K;K^;Nj0De#-#WD375>$xUW$mP7$4wDS~V>17Km9+Zx&ZSaU zF}o4+K#{vMZb__diGOG{42!sRM($n_$sC`L`>nrZABB{{mZvlL(VjQY*maE&)^@MX6PMjKdW>kU6*K_=eoW0+MXU~}74*iHgg5KBi)$Ne$@hvuPnIwuSOJ;$a? zwssdcF^Fm8M^6uRB;oBEf6WR5al^}YQs#Zmd_VrNE5<-Ex&Nnm+5hJ({r~LlcA)D= z*VX9BL-)rn%=X5a{0cj0D6KO)Ipus7+<368c3W7Gs=O$TijE)&v} z)+N)%W;oPpJU!KCKF&CmjKk(3ZgUCu^g>NBDuWi9-~=CM`Y-Csafx0zsK9E2E5}A>o9Ab-#*>v92kqbDgglqw5N=k6qDHA?3#N!5tg>~OGTWej;6 z2F7nj6V8d~(bfJd4t5!Bf&$_FhngfL1$`3@5!-2nI7zc=6x z9)$l`X#Y*N4E=vM;Q#T{x_!yMO860?!8F@!A)=?~t>vWQG-tPjH7lp}&FwRuZS_i`3H+` zFX7s=RgA`1EDmB&cVHW#TS8i01Ra(s4D!ddcPfaeW!_;)vi=p6E(B(ADR96g0wN!; zFDxsUrIt{ln=QgfW>2dnnA675sr&mqig{O|#Y)NQ@~fv_BD$;sijOMxqsqa3ur1-# z9PW?)5)*d?scOzPAKGcw4hU>CkMG4+OQrL|FVSKwvoEDt?-(9XIb7VNVaI;3E(~$7 z9BK$iR%C5yt{(ImwP|8GlPR;ihUk4_qaKWZL78fd43N>=H{!WVSm;6*$D%ntOiU36 za*U2YUYR7#Am9H$3qsX!-UE*dcpFax%QZBRi>}fLg!A%a-QuZeri7{28v@k(_saE+ zaU3RC5Yr6{kfN4hbGis`jwKKB-)UGbEe;QR2XCYoA@7Gpm(f|_J!EHkV=*MPEyPl% zzvWRTvp()9gIYd}`8b0FKCZ-s)=ug=O>`8=&IwS1%o^vXQh)Xpk4;D0pY=uGfIeHh zN5b$?+4r>SQ5px90zX6vfX9I74sxTImm}o}ULWl7fbj5UWQ7JbUvHZyU>TAD*wA5k z$B-u@7BgycG^qzqbdzNu3zXlB`80Hdw)N?NgkpBOmOO$tw}(@)^a85!wYRcNVSfi8 zL(&;MGFc)ocoqY7q5QSDkjfNLw_=zGNv`*E{mVUJ-nRW8_e7BWe{oOzQwo|~XXxB? z7=~EU8TMC3MCIg_fUd^?p)i1Y_@*tBjgP>zSa*i7L!V=*^gC9XHEww@C{L*FOfh~j8Ix1US@;w+ZF8H$vI!anj&1@kgC zMPh-SQvxqBN@o1Fq~7K%I+YthOG(85x<#~)J>do?e#oDMP=1ka$FkPg4oSDvI>w}w z%Y&}*0=`qcD>NajVI~OIl2~!3l7?48S5Z!ka5g$JJVfJUw*Nw|oGhF+L6x0-PJSnQVU;cwx553`NlbOHiAj_M8>$pd{DW5e?G6|HQ9 znkqlMT`I9aXno}v@Mh^XXBy(S&MP^m*stGSS+D8l2@__|f}#vUyK5lK8s$Qyd3hYAlNP z^0X|@)AC9=ozp^awso2bAF3hZ3gqb92Fxe)P?jBF9QsyvmH`Zd;7&UY;-=eeb~>$| zW2b76MAhqVfD&xLqz(e#R{SqEVQ6G>JFpA*-?Wp2D$b!Cy@nDoxCA@p$mh)O=HxGwF(xIrp^qMBI8xW{kpC7YNCt*APDP{RHv#leu2 zlx-*`xWZPF)_f11uLvo{S!rzYk!7d{jq!4?;rB#NvSK>Im(ethRLir%U1#5fZk)Km zccafPCXJ(wk&xUEO7Cf5li5MnL4u(eF%TncCQLGaHDivZ`YG;6+=!k(m;GLFna$t; zuyd$COWo*nD&xe}&{aYx@)G)f<=zjo9LGf?CA+?N{bq37QfRH)v^a-0FKLUuco<_5loK z?82lVjC2((OduWY&i6BuO1qO9K&>Hm*d44v*jsj6fuv}2ZTS?iY2CXDY*M%W>AuSM zipK=ou6Pn#?|SZ(Z0Tmegf7m=?wVhE_#-=S_L%8F15l_1t`iQ*&Bcynt{CR4oky%p z!ew=#rLOa(AHSX$K>%d^a*#-|s8T?H?1zFOXfN^&Ed%=d0lZVV$)2pWfgz7yr35e zMHgJ&*xF`-u@2?!{Z2_EcSRy>;j>bs!O(YH=AeufHo@;9=81`C8; zGxdG6*@Aev3gZabey`NFLJeQ}T(VPA)OW3t^Gf@scH1PnDyM4W22fZXm|9%?)Q%qB zNffHR;gvcVokbS9=n1LV4dLLrFw=2rw0%TXD??DA$0DuF6Cr zOBkePbFiyWhELSfYV_UPA(Tf?9nwZ@h1!WMbbw>SVdjs3@m+8IeW6Hewhz z6ezRqr+v_B_J&!s-YYGSbi5vVb1`Zug?W4x0uq5Jbp4KmNWgws<@EHaD#gsTa)!Qe zSd{|+mQ~W~|EBq4_xaW9id4Cz-EYkMzH7KT>`0JETyhcv{K*EL4 zt|3%!E@KNr>Ew6EDG<#uE))oS-JkC*!aUxTZGaV)Ilb`jl*7mD%6$Y7Dz;?eP8)H| zuArgA=-mwY=}65#$Y+&$A0{zKr54bcVa>yT{l1aU>Dr{*^G-rIe82;S3B?Qu3`qL6 z?nrHvqO%dn9!J-K;T2eRm|40Yryvq;y`WgbNw2+#-S5<&u<^y)=rhjM$M#I&IW$Jo zD-#g(2njm%qufukQv6;gCEn7229}!)U%n}6Dt{}Bzww_~BifydHOcTF(Dzf22LL;l zE76t(BePI7m-!NVVdE4EGq^EBS@vi){H*4X}^k1LjO& z1KN1WzV{bNTu{oecHspH6XajBn~6&$3;Q58J+Z&{N(g%EjWUJZh5VwMj}FnU$c-Pv;uzQk$B zaAzAMsbj_f^~?K-8(YqrbGaB!KTrH`dF?w?=cO)2pVtP&fRG?2AsgAzM|q62na?nw zj^y*c?Y$)q`iX7|-OPS8MsGj`EJV?^_z(|eANuI&KygaY_z0gmy~O{X%K%zWlC(sS z+wNvuwVBUUhjY8wHf3a2M}YUYw2yf@>@gKUy-N}Z}Z-F_9MT`c#mCNXDT!_5J0j4F16y8hnQg-{%>Nh%C&#?*Atm360y3+;2Vg8N)*S^J@qNc9Ru0uT&nMu(v-J?$yKqQ(lY<;gZQ_?t7^J@C5=KL3^ZT_o8GW*9 zFipa@kh3`CFfNyBPgR=5BaB|$8P=?Xz9N|wwqLQYsoY&QT){tjbzLcyR535ZMc*_0 zo*~v5hzyn192u0$iN+3R5Sr6dtMCTku>j#A>?4VgK(IdkfhB^4YL?oM)JGR#0vok& ze8bTXWRQC@?n+-jx@3p&J`XNhjiOnBZ=S!VZeYC;$<5FTh-5r$O%8M@8))8@(Vo!0 zmuvkUdTQ%5v+Q)?ASwGq(=$REMxMgoF&o8EbZVq>L@->*36Z2;%*fDzLZe4F&Y zPbWbYz*_pB)0y{wPUjZFB;e!x5%vNY@!C90(Dxr#1wSX*>?C`WOR0(#w>8{2b+L}{ za>FPXyF6(_f5%Oq=swi1((XeFwUaXB#DyA!c?<>C{Zum90Fkt+E zNkaS^jfs1AUozitk$J(Xt3!3`$7B^pClhM~Yj2Uw z=YHUt4WOXkVwL6lOeO)vAV=1ccSc!x$*gQV+Sw0Jl+N}-PBqq(CTxRV==gqrorC); zA`*7uum&Ro(?-crI$*;30NDu)x;>`Jbv2-`^8QNHi*n|XW($vzc}*uQR!O^1beLu` zCu*4(!7TgZ*Q0m_NlD>8gGbIG1LHlViq|S~RGuM}rAz;<2t| zM_Qua=j32lne4k@G$!8{UGniNLnN2y#0XJD1BC!CLHR|6RqL{xkylcTAn|XKRFR}8 z(orVM_zd8~L(i-* z>yLnmO;o<}Fp6;k9=O4t6@RuRSWJPA4a2r-arTLoue+Wun8aXn#= z%b9xXxo*YzW7LKS$w7TX{luF7=^?&K78JlSr9a_;^j zEf65!kKv~+6+8eTFR^O~;oJQPs))K+mlX%ZKd#TNfx9r*5%TGuuw54$JQ8G1YmCb2 znyYhu0TPUx?v;-ijRtaqsu#MJdNE9#&Lqbb|eX4HEz&e323W3vv_B=`N#w zP)pI0_lbf2Ev?W(DH`IsRCBl~xb$m>AL|cA4*qotz0O^fo4ER@y?Y}rE!CTs#2zC=Tt ze1HaPh|@hG@CO`K$*{65yjuAkfrtYiOH%8-wT=%O%jMH@9mUexjOU;`?H*i62IA zfaJoT&*P9G$W_I67OHUrAmww7uLAtpXd+g3o5kW3ni>8B(lxP#i9eJt2YIU@5twTX z{up$9Q?vQO9w;rEfbVhO{1i@s7XH1v!wttu6>^;hk5nhp0}ys>pzB)FBmyjmb@-<>KyOkbRoYg2R-kWp-4A z{V|;enDBCo<@XYrbj>KOZ#8!wMui}k>2hAX8_wfTm12@yoErY%Ob{`%^_do&r7}l$G2>5zhtb zAcmcieIM)ndl^Elr|g#vLDmQ75{mIEQg8>}QJfQLdLn8?BdRMh`y#$?O}8){K@N|d zbs3{_Me9OFS}vNtmK@br>hY$ugJYC~0q#BuVA`7U*YzzL8d^MYs(Z7cn*=jdQYYcZHh|_LdWwb@ z_D|F*t`%E`{2*KwT{HodDY58d$FP>EPoQh>Dn|cn|F^SY20)xdWQcU_ev=%guzfVu z7r-69f_M7~NcKVQ{mpfY>fs#K1vE88O!~{WFkU}~GlgRu*Wr$Vmzr}oAVwIle*;ts z0W#xGpoC<~+=6+G!w+>V{D~#xqUAz`K2uSFzHbXko=X$1dOk>KW&Et8vVSmn@{a2I z(A=tk>6aBRFPHDKC)TtZ$9F)yq6_!Z-w-TIhKGnu(EvBzjQ6=@Zc6cv1ySDGML^6P z>IHW8#SQA^*pB;F5+2=I60_)RgMW}GMp>vB-;X$cI;Sq1#(}=xPMCw4(FMo}kxL@= z^dl6a)QuQWw@vY0B9A$s&m6BW;gNb@V;~2$(y-h}`g>L-gazrMX~PiO@0qptU%X5N z_WIyq0HEDmO>`O40U&x{e+vxYicJQtR@Ymeql-qAe?r#FO-rzIJtW%pR#Hv8l%k$R>|UqQoJ|Z9_ix+0joWQoA)AwH_dBit$c!-JSwtvig3_2PPgu-n&P()7Zv( zEjp13bn_)zDS>CXNV2hc=+v0hh81tVsaQ8$K(=+??DtQ0ENPO316L7B3_D@5fGV|X z!ZS`=TIC^Ueow}#qKQ=4#&;#R{A;RlphHEqiciHjp(KSM>D=L(4qd$9`hEKQ-YGgs zr$%)Qb0lTO`~(PQ^Lc!R%+LV=f_UTdyM;u}EmAR&U_G|!a!wzmT$X(c1638y;YNwr z2IFCoF4$sHuzs?GR!;gt(oyAdF_>0i>Sihhe;=jBn-Q^p=Zj|G7yB(M%Rm!eT{6J- z2m%&J&E_`qEoSPCCH3^Na_5^;VbY8HFbxuBxGyPXief4okO{%5W-XQPKd7_gH#tGY>b$@95 zEBtB-$PSSx#Ux6Ed(PNcOv05Aij{g{cd2TV6gqKML#(~1-FfYu+8Gs~8fTN~|H&xu zSpaIr%O9~=65XRZ#Uwx_cXU3+VyE(k!Ecxr*=)hh4zvP1F8A!8LYv|D=<5f&ub9p&2IrE@$ zC;I-#Oq%uF0$Q!BM!{yErV8+D$IdJt5IF%HEBHIXCK3|0f&|Pj&vjXgt1!(fVn0S2 zS>uqTW1*{&91lW)qt_>hM6|dP)6cF})4l|))t&w4d|D`C!Z7e04}E{`AERo=DY*O# zW)_jC3p<15M|JQ7NH$xlOF4*nsZO>fv5J96+IjaB7bttv)|!K5gRVTr{H$~ayioE> z%%a1M|5)+m(81AgeMnFDgY7b9e>&(eSyj%uRZ)9Jh@2DdbUY!?5?1tON$71pQ6iK_ zs=>{ld|gT*pU;_ZsBg^pfITKq8R^$loFF047%6ix@A)Gh&|oG11(;p~ZPzBpnp4PW z@hP+9c1!KsG`crMc<=MjwaTjtkq*(tZN*3f&!bQvOxTkOt>xsb`53jJJiH@+l@NOD|>p0i2XkJ;`bNk(H2lzT4>H7AF`8WMc`RdCDZi6!z0iN$}ibL@&k?aO}dQ4i|X^U z(s6O3&c`0N11;Os!`pfZKCiVz4PD&72UM6*1_S8({vAF8O!-EU z8FfYu+?p{H9ZOQ{Biv9+pzCx%jW?FM`lJ1E(s+00pK1~3pE4275AnZMi=>p}16$XR z^*+$uWxE@q(~fR=ybfeslse~PKX$UbjV?wOf1fAJTDxjX)3#oe37 z#(~tUQBX0t`biqAc8eC?Q}eS&1h+LPpP_OSOOd#?^>j9<(hOTT(qD-*8J=M!6gMpF)wWv+#8V@j zHb=Vh0VeZ3OAU~Ck4LjR;GQ2Io*7P6zj+86y&)o(gPD_h-sk3}A4n{msdP(ppa7dD zJ1gIeyNtCr+>!+uiq>Dc)6LHA(QX0Z1sVfD2{h&tVDg1nIV;x$j{)9i!Nt8dx??=~ zGZxTbk$dIZf)HqGz{MNdL6_0>nfbqEF?R?t2g)d^3g)^Uj=O^`U2PJD{lh49S-}dd zR~L^5N1iU`KMZ~^m&Yhm^CS0tGcG1*tePk&3maZsFK*an6RRgnd&HByhI8Blm+3;B z71O_#JNkx#T*zY+g%v9~iD7;-w>3A}t2I)jpUhK^f;D`1ez!UPDJG&nY&@SC^>Ws< z@Pzpd#2tEUwor^$H2zv@7;A^<-MqWZI2ixYhya=Y#&xuubg-=}Zxg)1U*Bxr@SUwE z!Wyx@Fku;KKK#$AfZ|}N$z_Uc6Ek2hz06u4pcMQmA1R33tM9UH`~m;h-mOU7{bMHm zk_3#(0)!hv!$4PB6tsMyd*bK{%%d1Q)!w1fGEq0w8!&E&_DJ0sOyKP^WdVyPpkfCy zjOXPYxEf)8&wJMG0v&#ql&O8Ev?TEuWd?KRp?!Q;XSoqC`1R(@Z{V``?Zm&?=jrKn z(dlR>{r+p_Knpja&`W1|jxIdwSP1sT$rB9r^lLrk;bva>cj95XIAY?klN#-)Y-gJJU>Gi1v%jp%VRgva4+G-zkd z=P@Q(=&^l_I(4)*-}jq$zMWkcd-|V1L+-L$A-rl%BfAR}`7u{tpYFdY#6n{H}s( zJWeNxGZ!y%CoaXpsvSJ?<9O)&4}v%Z31*MmIV7 zeNxI!k0hQd|9zZwHXnGkkSUzjs3O6H_MlXH!~_fhZwQZX3hVjOEYDQlPVwt_QN0Z= z+jMEY%x8L=SpBW^PXr`6Z5iuK?2B69>=QCbW7gHgr`uio(|ljnLiVs`JU6;%hNpm1 z#U84{hkRsXdJX84kNbx(q58?6)<5*`LO`=%fXMg*kk29p3VWn2N?jVyEo+%69MT^p z8VkQe*!m(wUK{1xEFW8`g`(83W6^+W-(=b6M6q>kE1;Q3EUt2{2Dn9Fc&Cvjywcy- zaYLy>)e^5j%|CwOd^)S%S0r&s^u|iBb1MrLY(SCuREMM@(6unwZ6&QY#EV@8KvQ34 zo??=vJT9BCvc9S{@T>|_!xt~2@HN}0_DL&tNq+N-==fD-=3qfIBGhWUq|MZE9Fz;p znF;+9&)1b-XWG99zHIE@Z1EUSOvh}OpQ=oY8ZNzH*1tcHl8>#g1eZgwAK7IBXXj{F z$JMY6B`h8-^lx%Hgnc8PmX_Sl*#*(|6+L5?cp);2y-IBn3$CU3+{aL#BwWJw+(k^c z&8V=Aqqz^L_-NHUZ6U9ZCdthDF5l%pJhfe>dP z&i&PgYTUDXTSNA>_!6Mi5DCP9TvmT>Al&PbkNe*NAI;|%A-&Jb-o>@#f;yRF=(`68 zy*n5NqKZVz5>SL(6b}^l54cF92;}4Tz?|dhF8S0}7-Q7iWuzSuT6M=xSLo8!C9GYk43M)^zJF3=}YL z^XeCwZo=oGX-B}n7?4K@iUh_cuSbaJ$zLiZw%qoabSKdcV6=LgWq>a({zhnc z7Ea97BgLstjavQ_u&o1BGwELlLf6(O)w63NWjMpAH*5Ds38nL^(X?lTu^Dl>MOdw7 zHs8k(M<`b;vYF-iN=OJ)N67h=N$hR(CNQx9V=zr1;W?+Ox&fz6C1v^YTR}HQp+4!f zMcC3I7anJY(~=5Jb0Tc-2m+5=2PON!M|v*EQpbMf)7R6S0&D|WTcP7`cBLYyQF#sMuhh3;L^tp7#|~ty zYvYzCBmR1oF571kH3Dm-O7Q5YxqqnV5lgl&P2T)AsMtu(P1NQ-$6h2Viy2G98}}U* z^}9Zg@Hl^LTT*PD^UkyIMVbQ)DRwMV2M?lB`mI$8DoE+#K$?7cl7*5O_k zFQeAZZ+Cd@2JiRy#;i9ePRcqD3wBlvo@RHfU;pTw7iC`*3AC*XXne?`FN(=x)P;QT zKe^Mz_8YteXlq~KS9@b*6|Z5up7wn!ArOOxdzj(9i=I@W&X*>E_6z=~uq-7bs2Akd z_1a;gw~4)^Cr#NJUmfpC^AD|2OV}A?MIJpzx7Z!k%k94Io=y=x~Jh;dL;L)Q# zx_gnGtIqc40RU_cV8mbj8=uFKJ1&68=~rI=)u1U{uamY0@Rih1jde(~#W8>>eoM`I zn+M9t^RnR^cmILQ*}G?{;hW?&FbuE%IaivW5>xoQD+w6522LjMP^EG`2IPyd0L3?r zzvxmR)MxBPeOVT_4z1(cZ&a6+R6j!&@qxKAZ_@GlBw@VByxovXPSSl>AqtW3V7O5z zv&Em4rDMfjoloyoCqH#W=yN*rg;j12UFm2-b`L?H-Nx%-56Zw)gp=JZv_pU8ybT)E zRVAdh7Ur0b(K(kBYGA~om8NMXvpJ&E_^kaVQ*0RpJdR)oph4Hyo9rYBvXu$^i^X*g zUUKCi2GpvfI!oo;)tYJc%4t=h-`2QlR$-R-wTr9e%Ln zH&Ij1{0*5D)_#1SqUE3Ow68M4{V&uS`99UL zxwUs#yVe4p2|VL4M7=S@U#S||odvdPbxYvyl-rl^T77Ta7C074F&Gyq@Cuf9nnEch zF&DztzF+aF1wRjAWSA*2+eKLGeH3xL$8tf|D1(mDx1T65{$HA-I*WH=KtAEcTL|`& zMQ5Da2l;OLD6l*4lr(-o(#YUr` zM^oUkx#FM$YWC$6ztc5FgZsuetA`|epQFpXw_apMp=)S=>?3yn0)UPDaKH2U&TnQa z*N&Cy8e8w-#^nLlg$T3V_xOv=U<06W<;;&FD#GJu~ zzxQA>g*&@pc;8f_*>kLL9?Hy7>yGQC+ek$COLA#Nit zZ^VeZq##Zf{b;3+6BeQYU9S`4?gh%6+RT0>)l`)br2rYPxLPmL zF&2d9@py0*;qixTVf-P+VIn_q-9}zbMe;7HP>q=0k)w^aS?dUwX|C5l-2YcVQB~E( z&@&5IVG(DHSlXZCd-=eGgr%q5Fg|A*8AAhJRclU`FI0F#y)>#13I3JGidev55gNpCh^9L1% zl7HCV!(LawZ%Lv&15URmkg(x%6P5wn`D5$y5GsHPEvB`?XO{-wHKt}0y@vH!w5ZB>JB@e-|f+2&Q|nZ zJB9AscU}$r{5&u39rfihYrDHP_7J)Ir$GK!d~ZQJq5kVZ!*|ao_BxeYioy@VuUFgx znYFkMlI~k{P$FX+iN*q)I53rSU+^&%$YB-R!W$Y-org#Z65&P(0@Pc*RmbUfTDCD zS@HmSRP?!QOwIx#S>&?UJkH>fs{FsZ)Gi@=QM7i` z+M8yhn(WZTN*cx$sLF<~+ex)es0ss0v3+1u6lQXE4wbL#-0=)I9{cb8o&IhEVa5xN z9~2E**|8pCuT)cUf2g(6HS7>3{D059&M-J{A+ztB^8 zr8N6DJq-(mNuvyXlNHm1{!=GBRntU)S`S9C(NX2uK(*7yEmRw^$IkMXnt zJiVtB7{0Zklz=Z9HphY|rR7u#Q^tVTRKAmeAeVWyrdA2g?7)vPhWc`;BGX3I5^Z4X#@ja8=&l$=dIl!w zgIs>}69SyiVu5$iAs*}GFV#aonJ*xGour5Z75d|0tty^Q~<&yJD3 zYo#i{CZ_**0`AZ>GOC)-Q4Y>{tKfqj7)HIbp56;wM3t7?Ck*AcQN{n6`Rc_go+lt>RV zv2Ky}@o{q$uno(&RA0EQD%u3dx{dAoS`l|9a`iJg`o6}gkNLwXa) za0(wkV0k4t*0B_RsF3JDz}I1j+cB&EZm1)8_yadQHhnPg{F%8-a__MAT$<~|mTk`H zYj&wAx;$cyXnW^?n;hzH$CUMQ{T5lYE7+JJ=oOsKmU$hj_&i6Ef*|~77!GO?PPtcBm|Kk;aT~FLueVN+vl+C^Z zxnv?&y&jw~`d^g1nLHF$`GbIs$=gRDZHOj<46QL`i{Op{&zwb3*I3)*vM2bSIZ9Y2cXTC-A#+^R2-jI2_bR|uA@J(~TN7Opgzz6OA5VR|M5aJJ}qIsUwi zdu_*vD{PIWS)Cv6Hr93PGG(hte@>fWYPl>ZHuFWdLj$5xl#w3)y_qZbmODd3ti>$D zcX-eo!|8JdgXiXUsQgwN-=QIuIfU+4X72*aTOU%p{dQ6GeO|LB!HN0UQWBF+^^Z8* z%?o%oLVkG|dBSy}E(PPzbe0GCT&oawJJ<_FAw!2c3PJRj*U9Wk^KWO;3dtHqOeEjj z7b8-6O!u@7t%hJs;4WP-Q32w!*i%YFtvcxxf4<$%H*19{tB2o8Wy(w5hb(94QM7vW zws1S!XRJDTjZ{$ubI@4WXImKdyv!|e3Y(vBUiETpo{|REQt8#_%3scIA-`w8C^|q8 zR)3(uj43P}8JA#JH%)Et(UgWv8lj7Nj~Hk={N;Pt-jS)^3|Loq`@~^v+7ZIE2%Osp z)jfZ-Mt;rSQtLaQ@pVr}A$ zYI;(KoOjVR_zQ8Xu$?Q!Lrn(#Zuage-9MQmfyv?BSeekDu?%7VmkSIn=q{Qm%^`VV zA%2uq?a~`|{I>`chE8aO2Yso4Yhr{lPJpc?pa1pxgD0@1gnl@xc89`d;-< zLK(te<8aso9N@2ZUwx@Y^4~3`nG(8YN_BXErJnja1KN`~UOlzsa1oa;+Dd%(A`43* z^j^=i#7GjX%F?HE`&xDA2fKP!aLn@r_#VLUUPz@U7{D==BRu>WP6vKsp;%~Gyx<8@ zgff35N?wZ1hyyj@`yeu}WC8Q*eq5_ma@vOF1-%xMTHWwf_8#zui8RwA4^&vl=+Cug zA5vPp|G3Uc;2qvja9H@w;nxmaF9F97QPIQGE!cEpmlr7DnYiTBC&x#9%tYc03YVJc zU4*Sw#*;#PY0$#1G5s#Fg}*7*AJ$RlGk_I4{&AmI1nQXq_mi$v{@0#x!`N7=Yj^GE zDWN23Jjs(V?g8B^j)CH8KA{={{~Bcu7vJFWLEI&73}3;C8wM?+lr&~!piI_|Zo=E4 z-drioeQ8NE*|)wme!2caje+(noW?pft(YO617W$-%yIFCP<8%QreKn$pZ*lkG(k;) zI^!0Ux;WMWZ%#9Ryq|n%?X)RLa*u455nLB3sY09WI|W{of*-sZRx?ACZpj7T(9LVG zM7fI8Ta}g+Q&i;2u0A={d)Get;z*nLImB#{HS8zG>7ou!Vs|UdZxb+Dof`Yy7J5gc z(w;V+&DMIeo*-6ZS%04T(HV=pXM|{O;+DL(9@RqQ`TL59QU-+6g*2_$l9cyEKkO&Z zona2w-T+64rY^qy8NB|k_I_-MvYK4^Lu()@`NR@;)`>Gb4p>c)ywa|=;P@?#<|2_F zgCrc{LcvcU7v&P?Up2t78=8JSvzETlV}XWqY~#cy?To`hg-kScMDQd|xaN#>#Rtr@ z0y%FxaUKs6n{3Q8Y~7HS8aeIzCxQ#N69HPHGw?Q`RfIXLbsk0H{a0?_TspjXOF0FW zETFiQq!RvWkN*3+4`H+JuU1Si@D>R&fzBt$>U}KF3I#w3B;^8uKZZp)^sWFwke%Aw zg(NTrZSyu*ATX8%7}GO}{@4SX`Ua39K8iZ{&7MM3bQtw6{$bk;ylf3p7Wz%C!bRz& zsUn{=VUv#n>OeufV3q>jHT>uE-UsHKhGK^k6}3uH!XH-wIl^ogc+~?9y%lV6yc&Q&$L;#XWVJ* z)7dqm@}||)QkqLmOt_1E9)fs(o%ED&Q#hR}_N^~se^WlXf6P-jO3}b$Z%R_M$)rf) z2W=C{xMn~^mH->Wd`SYS8{y5YN<-(Lsc`Mi8mc*!Z!_KlALS*&NVcKYJJO#_3Lo(G zi9Ztg7dR&}p%I&`_(N*)jX)cPL zioSRMx3#y5r2^td|tkn|M!Jz3~ zgro$MZRpXnnJ;`6xIfpc?=alM4UrbkxW;^yR|3p100Y?~{h+WCQ$T5y3d3Pw^^W1t zO>lLwZELRMbgeReYlYUBu$m%B}FbD=%pl8Hu*G@WSufy+9XJ~Fb{jA z$9gVQ(shGwd4dO7Rybu-$gCh+l2umG)~E*X>>`HmYruNVrz zVfk+X5Fi&Yl#&SKffaZ**zkuH-VMofSy^rix73~2kek|qN2R1Bpk(rlTHEOHSb9lr z73m9_Q&A@@b6_nve#1Zk#AV>F-6?2-$jb#!@OTjS`~LBU#v6`8yS!&cc^Mgu>nmv} zq3Pw3iESF+sZvxfp|{%@Lmwk)fgwtyP|29YIdkq2X1eS`2_tvP$ZwX5K_4HIwR1iXKU>tb+pfd*PvH?-NP7FYq%sM$}7}LPJJM)FW@mojC4QH;=uL>^MSt!eez0~fPY<{rNf728A=fYtX48+xePK8y0yeO~ z@d~u-xd^5d@ZSL>1*SE0Mhm|NngA+$#~}^N!-cke1wr=pj;A~7%5`t{%MRARhC3!e z$NJj2=5y+C^S4gx;~vd}JnixYY#F?mT2|BK5BKa6)lToj*YmG0#}Dr#Xo7IBab1S8 ziX3jCS464ffYL(62P&>IN{$V;!|bNbTSVtipt>-dIkexl7BR8vKiYoGsRaN64fC#f@OYkw%YVhFm z1H17LzJP<-Q7rncAQCnE4`NX3mCGS^D7`G-4Lx$TV1sAUZ8;o4UWVo1*GJLmYEMZx=Y}*#dV9 zaj-LWTTkLtq!|9Bc=GtfvcfD@_X?Ms#tz)IJ36L6Tk1e6OIQctCB^DA3h)(zYa=j~ z#5~eym1M5BA1n3E%n0hKZ?u@;Ol+62CMH!p(FC(QwuL zfPJj4u&f~m|7<>l#OgU)QBUD^QQoxLW_=t9B+2%dDRjm=<-jrL38Cnr{g!RmWmtn4 z!|K^sSVnsi@`l_yoegW(cJ=V}j!WXoB)ZU8d=2!s#c5Gk*z8O0svo(&Z*hLO zgdYhQrp2dd+|CO2`@Z^o$Mmjt5B~r}lEc*6;+=lTg!I~q4Om9(Ls(2z;j|*!YG;-sxDKCpShK?{B~%2F-hop zcAK$8*Hj6gs$l;5FKDJq;1W6Mn(|iMb3C8k$!AkdOy7$*og= zigYY(#FT3I)Vuf)`0q{5=E4zjjeM7Y!>pFgg&S;(bSy8X=FYBEW4NVB67<{Vylt9hz zv(~G$pLG+gu=i8cDQg{XyvpmTwzT)@Lk0@B$X% zE#Fs0$3o;khoQCV^sbN5Agd;165xJ4_&4|SBX0EHw*RD z&|-fr04}geVzTY7ACrECb@5C_+1C?7^xM3RAgzyroX@AniF)(enFcM(5<#LP5tQi# z&8~T(7whmju`sR-j~~VmXkL>~V^lkR&l1`S&yq?k{>tV+9{HXu8(FTuMeTQ4Gk2+@V;wlnikZA67V`0Zc0|eGypYci@;M0QhkZF<21i)$l8a@b4;oW z#@*ToZcy>0P%1L*VuM!Syg_=965=($BYDRwp@e!$uk%|fapwfRo(r&$o;KU3N_REH zNqTUHrv@P0<@8z?jZwz=E*x@mEX-pUh<>0)Rs}#D>tuRyJCJCtM*6`-UqM486!p0 z)th|hpe`ixL?@f?w8yQ&BkD~z9qdhe0 z27ei6f@PC0q<^wq;qxaHs;+?CrZ`u+tUZ@!jDT4S!iGY<=!~ZZfA&$pH)6N!Wmz(9 z<8H?yHErX3d~CO>?d2r!Mk<{Z~}2EZ*aF4Vfc8{7-6d3+S0&;QIcYHTM3^RmxB_hqO`9d-3d?rZlBu`?;Wo4HtJ~S?`%5KG-nTehmEuQp) zZnncNFYnH@HZT_EVf@zdFTv5_ZFqZ*tjW6Sd-jzTJ2a&EdqI08>R^mC=iV4-`psa! zXt(`LdFn|W?++EFN5?T)AS-Gh0%A?+SZn1+t{S{m1UVHZsMppw=@Qa(Ras|BgPY8_ zN%ITpy2ILLEq{)B@DC_7j}=>L-8{DHhnvt+6x}j0`_u_d(yjiiJjEx4Ui$b%T8@ZC z)>uWVyS%A|tcX)HYN~K5tfl@w*aQ3Nc2JSFwH1TgPXBjDr@4kWx{Jid0D|~6C=I&n z7k+C5!_zfphOB>QHzR&U)EkSdl6)e`Pe#}}!`V|l8p_|>} z5w|Sr+aeA%=x{>qFO#5zat+~eqKMbL-0pMy@nqY5ZZ~`kD5o|6JvHt10B>`6*xWEz z59seEAu0Ue4f!{cd>h;d{9jt-VV_ojg>%T%;e?`|1?s809>Bt3I?KWwV8J~7UON90 z(d>LZ#6gMlmcjro*Zs}s;~K37w5+!T$vOzLaal+%-BEyqCLNn9{1R%QYi|gj27rw2 z9GN_U@iVa2DQ5|*@vsYA{x?ig=1CDvc?!(Z$3YOm9pQTW2=*{pC{RA=>OMVLJnHly z?U@3)E8%gl9u14`BFluz43Dao+f|%IR)Y+dr%;aQ9h5VnyMh^?l0IE5E85{OULZp& zdZ(go=#zgllPwSZ`1-9`lx1vFsP=YY+>a7L_btt5vL2&)eT3aTH~;lqTU?scRq4_b ze8mKl9NTi01QHC@3tPNJVJ2U4Y(Ljd1iU+J%RrTF^ML^+385PQD2C}+4EZ7k@-i9G z)g^i1PP_>?{84i#*sL&1jSsC=la71>@GkWG*_l&tU=V5`U;Op8$szSnGDb!^l9_!b^3ZFv~FnY+(lAv%Q{qF=ZoG9g#sU`6x9Rn?lkX)@sT}u_nIrHjNY_vZ5 zl>!;F_VsuXqGL6nYk>)^#U!zjGQsy3VLt!pHao$H?39(94|blIk^U7maZoE3E!lq3 zRhO{RcLoQi!~9J8zlJXM*j8F)K}-v=*61{KKHhWlm3S^6P=Z$n0Jwz3Rwc5qqRTBcP}r;P9p zLkJmi%}_>!(a(puMYKJ=e*LQEVX2@_A36tE`v6=rEyB;z8_Bh!XGm=M<4q z8+05p){5nzsHpr^()8ZivxWqAa(cR~E($Noic4?Rt4kLGx`uSNwI~l}dqz?#uX^K> zv2|dQTT+K{BVeQ?W?h?egb=~Bo{=piXC;kKR2fxQio5(uO*{K3cftqj{_P8;CE*Ar z9WL~W-=>m-jcou=adgSHG>ePI*??HPcx%Shd@=}$go!Txt;!s`xQNk%UcVWiXs4EX z2`wz=tqV=^wP}qC?AKqZu!;Gc(b#89dP|RlI-U~oa3_25N6%f@3yA3Zvf^OhG+T0$ zq;-_MGvA9?m(lSqKnhxQwQ&3!^L!sUOFbEN9Y>H!(GMdEthq#jz1lK8dFUneMP;+C zNhl=MC#4~OFbEF?FsUHrN7w%<8FaA6{rP?1o^r2#d#RaRI5O1k;9aqiHW|v@O!XFJ zDcZXwV;uO;mf@(n_oaw0=0ccUUnB4z%-46yg*_jRq`SqhDst-w3z6>X0@V;!73gZ9 zPTO(MEyMM%R_bf|r-BSUxA`F`eIUOJE@r&-hLV|XW+#E@=hi{~@{v)YF$CoVpssHf z&k>;V1i$ukOf~4iDf5QEMs`utBehg`%a(NAbd)amtTwCTP+DC-cOW)nwrtO7+l00l zQb3{W%B|#a*7sfW)My!#hO{(l?G-CD=WlHQDou$C>U<3U&KvjtGnUtarhxyuv+@!a#yB;PaIapp*^WD_=`8#eXKT!q=Z|)Y zuHg;BpzqvsO2_FZ;Y?_NFhqxOK&J3HqpTI4GL!Ys?^O9Ux+LO*{=sZ4BkipQzNpyy z2CEXAhHveb*}`9g!0ID3;bt0@z!W)>ZZ}RTAqR^+_nE!VMSW);^Ji(syQV%nRgC=s zjTOXF+bQaaaO?3uF3&Ds#gi3zZ@W>g$VmbjF;o^~_~8POSL=VJ#up|i74YjRY=^CG z!V3%i-h~rAt=az}I9CQ^$rYHA-2$1t97`U%=7oL`+kt08JCgtfkwBeHV2Kdi^#&jR zb=$u0Aw#XNlz!f77Q8ELsm%$Q5cL4RFd?FRs4=D$8UG+ksz(B|d13rwsj$0G&m|nZ zu+4C z650ui-^TTGECw*5Hzyl0RC-@vAASS8)%hxrZ-*`FzP|mNM7`|?EZD!33BuujPbQUM zUioJ-`HFZ7e}xb)yg#aaLT0TR2~9#z@};qEsr{6I@>S$vai#oYL3Bw-k^7*G(#S%m zusGCn5m?;T0nF}ijwwFHxrwIvm^rTiBn<4<%kBzIEb^t7+@W}359LZb2Wn$t*39-Z ziHo6_q}{#oci^Q%$$>N?WTgzk401D%@Lh|)LCbrFsa#p;5$8ugoa z2-dH9&^e6&2F9E$tW(}w`X=B+y2PTUZxMK(dX|e04kg)==6C&WNXy)UGm1|26&ahs zaI7NeY5nbZI@e++HMM*6!JPc}_$wyJRf2UR?8K$t#+XUA;Y|Q;4MbG9-42Yj+e$FB zYgSwqZ6Ly<-%x+-M2cqKYucB}j$M7q=Xm)5{4Fw!Ta5y+O-{|*kK^t>$wMqC)#M!G zA{fwwJ8OcL5j@cJ-zWAhKGD=7lxeL*0JHxv54uf08|?7*{Z4zUCogC7s#Z>&3ZBrz zv}yAjaehX@@XkdjOUa~_%_tJN{??n`n=h%2XWTP;iK&hvPy(P)yyG%s*Sj59x&a(A zbRU+gny+cKAg1OkbQ6|-B{m_%oPP8Q!qf_Q-5}t$fXjQ#ety%5|m%j+8K0rJE*-iUhaf{jnq0=J4!pm5a1vItMv1o zM?_^YYY9qZz=!bZ{=k9G>UE}SATR-^CJ@Wh>l^(qK{`^sv@2VVlA2WiY?uhrNEOwe^P}n zazDh?jp41N)r4B7fq4rg1`bbWm{v;*jd@{xgmJCQGdBI!1vLW~CQaaG$5wl(Es7kcX{EAo;k5QWv3IM72-8no)8M$*TmbUQizMRF8B^E5k`8 zqLe{DlhS48b2NxCzt{ckYKf9{qE*rIw`$556O7x)5{vF9oR310RzmtZ?|+B)izJn? zotI`aq3p)Vfwi$|Mt*a7FD6T{ggU(k*GFTb3+Zo z%CmKO(~*l8_w~CLSKqKFU)^m!C5xm90L=8nx}+*p&PPdn7Ue<~jh<9I3OgvhTfZT# z2?4Ka5}vo$98NI>46;l1{SDIPVD&-1m*VBMiC$A6F1Bv1dl#MlK( zj0k|%E@5&$b-3@Yt6*=kx7R${oXk$D$mk&wO$IYnB{p^T#ZW5s^IjV& z?c30Fh#c~Fq?)?**jK*zZH%r+*3t?n#oR@yr}Op@2G3hvQO25!!TR8h0uat&<

ekbDXn>cblBF7xD4DOR3M%flf7BQv+X_ZpyS z&}x$ToaFh6W9m^>Jkq%QLX_(!$@#Dd=9_h^4&IUHQMo)BXf%A{_d5zsHFf@V5s`6G z1Jk*~TKFms!86K4qa_3ZOo_7XBb(7NQVY0=HjKr7+~omH82C#oSsA6yO%shnaBhRJ ztgZ25iz~H7l{Mf%;g~X82_$S~30Y7Oa+T12hXf&A_dC;(zSumE6t8&79qyUk1j&i= z&Th`FcF@9~NAndZZM2>KM=>H<5JnlU5-j&-cQ>ppJ6(a}a~M_~vdZ!_ax4`cG+9HK zpnmO(bOcBFocRsbm@l@)jc9=mFh}^SN(;QGU_2B%f#wIgOTZo9zlG8eng4}dEjdvW7Igz-1&m0=;0IQ zb2+rQpxc^?=F)@X5Ks_9M&ma$y+Cze%FUfitV^-{3q%Vvpw|7YqwC%K$|}6&YRoYV zGpqR|7#`Uz?bHG|OY4x_K9!_L&tvbTid7R@|Yrw}+z!yzpN31^WBh{OR()5)nW9^WX}QK-Uw-V-KB;MhlHG!n~Zv&dx|eC?x|>Y8zP zg7D5wLPKg5ki`-Sfx4Eq*oV$l#*n1?wiZd9)jlI97*PQiu9t~`N4e_h{P8R}RVK#i zf&u>^j%q3xS~sW+o%r#(YzBch1ar}D+K>W^bB(4N!Hl2p>Kuv3PAeK+lGEoX8s2nc zNN-bh-*r@8T-c=!&YxgZrPi0oe_j~rrNOqL*6n;7ev{u`p2$ypmQ&5%34bb@%rU2P zG)!J$S6Z%ECI>DR=`o^z71Y1w{avU*(D2YjZE`#&U}@pcZhFm6t(DHM;H}n9y+@tK z5vj00s3fU4W~#Np&M_wb0)+O(w1_C52YyCm+4=5Xp{*j#b*326J^Y*Ix8s(EHacoq zG4I}6%=)z`bW5;5I2hNn;z(S;fin*HFm}yskgiVn>4}1LmLsYJC%%X*3(SK(TU}AZ z;sz$g-)X^U<$tDy_W%&^f75~xa0CI2lxqKmFEDPrm&%vC2pKlN{KT)IpZoO-ONIjr zZSJRf)Hh=iY;-XyImeT$Cw@w^F=v+dksA-kyB2P`YUK z{IU39Na^wk_9*Ug?loe5A;R#2sRd(}!s9e&Z)vOl>2_~#B;@$OrF10$7mzK`57N#< ztdiAg6JJwv5IJ`Dx?z_hL%2rGH!N2l(+COPYkIDwi_$b8L&3|?JI_dQ(bXrj1PrWT z>dCBaZt6=0C7U=BNt>kZNz^Qrf0|G8dLyAe%=A2!o^Z_FoK8nB-*Gvmb{$WD1xb~F z_-2M>@&c*=X`a3x|6l~}U@e^gf+nDd8$g;m}$Ja(|s68%GZ==eNHkzY$^6=Q|R@WUGapUuAcx-nNv+Ds6-Z ziK6pY_1Z;MSaiAu<&LhsHGa}4SWnHD(o)%QzdW{4={Tt;97qHGF34-q_6i6vb8wcz zQS5fr$mF$tuKK71XVKT7SblD564(jOW0$WpKYU~$er$-fyl)`I&_w04uoUeB!NW91 zuZR*lX;hu>3(U-p(v7okMEv-)n$@iu{e{*jsD*J#W^2-m{J{}T~ZmTGPROq zZ$qp`Kgw;EyScgH6#}d`m=D`D*_vCy4H8bmsfxyZhz-)BEA~@OXg$^|^%X>Nq^h5@ zG(782Bwl5!hnMlN2>1w82ip5DrOkR>nXrJAKUz-_PAvwK1+^kO;_|{ z)e%hZ@9Nv69?n11?HZW4f5v56>;l&?;-8XOJ2Nhbh>a=fMMi#A8s4j=G4fc=1e~nc zb{gR#i9J2gkIgUSUmt04!rF;{_?q1l0g~d{pYIpzBtF1ZYKC+b0j1j^`lS0I-4t*B z%{K)wGC+qr;}`(s3y?&Yz&{FNS8iFi0lN{)U%QcQG{je2@Vozv#;2b_`7DSr_^Ry* zOs@PQ_=8w+Y_jp^UG0LG%g(6M?(pIM6&vt}F`ASDUp8*+%FxwO8NMD!N^rgJ2#?Qt3@!oGjPE@^_S@=E1n}9u1DvF`%8sWshLeX zB8=3RH;M~|^kc?>3%9=Tqimap$q`j&seX z%>7v@r@Udtk?3NR)RMD0jgBa8*I4eCRCjFn9v!Gdzq=S+&EALMHYzuyd|vn^dn{_m zcbF{fe@6?Zfq*MIXtnuDLwuN3Erh08>tKt&Kci2Sye-Vtw8`Y>1c<6V$N0?P0fo(Oez562spFBl8WIr;!{1muS1Zu*A*HhH0d@SyNu&}XtwVACLfGYE02v( z3M!T;{9gMNr$vC0ld|)?GfAviJHAp29vKgIBaX?gOKr44VeORw$;+vQGnWk1>@OuN z71NqbTR}8a{`)VYP(&aJ|8K|u)QFuvbRy^2Wcff024+oLuY#I52joe{FC+h)$r9{|XS+!p~tIWKV&gNS^WU|5;lc zxZ6A@+anQ8;F61n?+&;TjK)=*)cQ+Vo(LZUoq7OJPBU5jE1^ttkCz~q59)B_@?F?J{-iZ8y=RqI@53cuPSpH* zOjzh0j3qOXFj1OG=1!tyi$(^U5s9@rAFym) z*Di6r;L|X^$jzDHnOL+^7B)m`TLeN6m(J5yw<+agPDI-MY7Z2ATz}7T5s&Y@r06{E zx1jbWQ+XbSx28jUFlV?-22(IAcdslr=bC@SoFK7aObJ;mF#WD5aV#*tI+cX;$Yu{& z_&dYzxjf2Nnnyh5bp+!pj#cb}ou}>DI}h-j0@IBSKlN-Nt?8i?Ef#`0a{m1Ba8%E* zPn8~vUjfnXT(e8djCwkp0$BW$+Z<>c%RG2R^#HinGmte^)T2AspR`Q!FubwaUMnpp zsxBNTDX;g~6PmQ$P`IoT=<~Fh9(M{nY&p&VSJYnUBVkpu-)#FK-*p#9>yND znyT2kMZFo>g$*kr(2mLKQ?4ZHpCt8h81_d24kSezBv-&FLZ9|KWOR=xjvr_7k*FO-dSslc zPVCd*WgDhT&xk2HEU$hf0TK!W$)BY} z3Ql6XgVGe+CW26m4xG&2(BZG(g|pui)Jl-ZHN&*mh3cZE7*d<9e*6up2f|5S?!8c^ za4+k9Bi=FV_m$KH<^rsfQqLyYP5kQE&5u9Uhy)`m>)P_Fv)?-xID0nj{G*r8SJf`Z zk!IUtp5gUVM}g1ePxsESbP0`Tf82YvwB6<$x1XykxLPq7771j7dcG_1I8qhpmW|}K z^C6DIySnYLoeM7$y;p9fSuiAZX(>FSLDBHK){cH5^c1-GzUhTR&G5qeM;yP&VSkqQ z3#m&AEx>Y;N$pJ0TmUy$8O@es1=`qM&6L7USUbzI7KCs2vyO zw-r2&gMOW9my5PGj9PTeZSx~pp5Qw7z<5y$O_;&1#*U2KCa@{<>ACI>XO5<&xRIVTUAbMGMKSnVsog3k=p_%-T@ z&9r0v3Lto3ccD`JJ-KFYTRye$5PzHX%*sC~)1u@6Wu5hM*9)$ceuOf!5fysay%C}&yfW0rKmO+&;XabW(Q49&|tx*^%) znQG2~+-rjJBjwbmlK#=)k!0igOg>1}*<53PwdFF|bCJ&sLJWjZQ)kV`OTvz;dpR+d zMUAoH=r=k0BOs~4DmJH3F!|0Ik4E2ivnubiTB*zSo)&$XfSYxh(vmSL%gXYvlkg$N zNQ?a{UjoEUIVXtso&KuTw!*CM3P8#BG4A!C1>W46zav*Cduhz8 z`W4I6WkzZ*AkbFF{#eN{vKhvkKx zzqqbADbM|gzNc^?JW>|}^YA)HXIH{}CVM?Q*!e51 zg@`VBvsV)P1}1*0(npm&|Kj!q%Pcui~y!`2;H8-Cm+NA4T~L>JZg&-J~*q5~iTL-x&qb zXQTMZ@Ml$rTBsU?bP0X%bkl+EvXMEi#(m>jz7pGq+owc=&$f;7OJ4s`?r4^D(Y>`s zYc|l&Pqrd$7}a}WIwuOyH-r_5Umva3u9YsQMqlU*RLG|xk0S}q z!`1Y~4U_5Qj6X!Av?3|v%S#C0D>6g)1k&b-{?*a7L~JKZ&fv!&L*#}nTWgjw;OzS0 zbyKWmaoVZR;Ph8;nY`KOIJL=UEGSp5ak1U1c)>$&lV24O&snoX_DbD8;98g0g!AV9 zoHXVsVIOzc>zOic>yHBKl~q)@eWU}tD`0r}N$}QF*4-#c(}k;_c4F2uOLCa6e;jLb z%C@GL(Fq?$E&l#M&9CL82T#g`JcIz&*4~1FfBvR{IQ7YSJBaw%HPqM2j=Pr}fwznD z<~hs!9}Ae;zZS3)aBTjc1?=^Iwxp<1hWw#!<0a2++IkhIQ~q2|2{%;kg&=NM-6 z5IL%O2!TzZw;1%6G8laq=1e^%PUxFV;y}01*jU%hujsJ#B?90c_=WoR+9SgVFjwkL zRk3n@#*g#1!SNHQlEwO|wLS^&P0BvzY_eiaCWs*WKAbaljIRPKRMG()LN9Va{tD-G z{^UTb+0atpuDxa#t05byFM3^|G&EviV$)v1a*x^jjYsZB+=Xt(bqAWM$ZZFXgm{F< zK;nlXNVk|JGA(RPW?66g850V5Wz`><<+k@$4_8EX_Qx%c6)lj;_)RH*rMbhCbO0a( zM2=gkxcq|21zdLBeCbgwwkuig=r)ck=@88+!evOlW6x_m7^2Ib^kZGV-tcK+@UD|I z8ARtzURu$b@g@*EW=1}Awx4qgT}~}6NJ1saiPC?$SO%w`JHE|Z^#HNpISNiVGdO!1 z_)OpED3@2JwkZzW4!s0l0~=(FfNh zdUA$Qs>d6*?(wfbM({t5#J&ILafJKNyFH5h<-crwei!;JK`XmrCsWp*$Njfrd7 z^=0b&Vap|f=_d5bvA!~^adZbG?+I+4z}YJapz$%cel)3$Mo>9SXz!uAuvgw{9ogih zcL;>beb-wvTE7nJ@rcG)oXgg3U1c{`CM@Z7KkgU*k?PoyVUtfF%Qk=`>lx22Ta;Sl zj`+x+2eCA7yKqBnM{T`mJ)%)TR& zhdw##>@^T8dCZBy^uoxUj6;d#Tl_xl@cb3+T|I-?z!qNITfCOZuPB zf7bNIr2^0de!Lm|h;}6Sx61p`_!*nmrU@t`hL#DxW5#x3%RZ~KN0kJMS%KSDU=90V zT#T6v56hBXf71S9tsY2_Y0V9NxgwgYZZYmMF6&OUM)1nYR7WP5)-gwJBglJYW!N!j zuPKzQo%dyYaVPv7p%OVX@p!gOG4*p?t|e%f&Wqq43HE!GcKA%K5{(%Vf<^2il{82E z+Y{L>Gn2VTny#`T>jJt%wzWUIp%6P}Grs$MydN$BeEvXg1HZ_h-;B9KV9kw|>geR- zj#1o8fmd}iD^fYSOR3Ajbu2Gs_VBYui$B3<)Q{h4OGfYD>I1*s^P2@>@b3hy62Ctd zt3gPBN~-rN&z?pbH@GC+&OZV0Rg#%mOkNU?g$~$M~Qto%@o?@^Qu%n(CKMBKt>Dz=l0as*%YNd zDd_LH-_-)smcFFP|KB8Fv-aO60p9=E7r)8@v+bvJ;kZ>i;wsP1Sr1IXkNfMx@(^wG z!`e^;Bi#aVH4GNEK(G9y0}Z6dFUJBKjd~ykqnO7Z2AyxWnZ*USw1WmWh&|ug{7z)4 zyzS?2KVG${K5K%Ln5dAPXHJ+`A-LwR6lvGb)Uib9d)+Rn(;Uxb#l;w}eN6GWvax=I zrF2Wcig;kva~dztP2?v>mi;cWc@EPcet_+f<18GijkPrrAg(~nW6U>yIN(kD)q|@y z$UB)Mq7Xr6_NLad&^n7H3bsj$nX9}dCt*GAL9O7hfMg9HlNI|1${Q}7ZPNVj^6Jb` zk=sTwAd1oZcYdd7p62F1c^eIP5;Zr#tv}TUlZQslTK%f8qkYRF6os77sl6?cbwR#! z6fkY-q7xl~@~I%j?QTfS<1g+84|NDp$*EVU~0Za&@$3{oG97nUMS;JC?MV;{ppe zmlIqQwg4!EqHntJ*=N~yS-mnW*(lEMg#xBu{ZrX)lV7LM!aVXCODY?d|lh)fc8v(?v7lXfpom@>}}N>?1Fukw1Ywa3Aw@nug|oGp;?r#*)J zklN(J2~FIUC3ACxTN&JY_8=X%2^h9ISQWx4{3+TGTi0{fKZozef9riU2YpVTGlbz{ zCdu+tyYeXY9Vymioi;hOC@{3Y8Zp;h3u%f>FWEAL{uh z;ipgNf1?$WpgiTTu%+4b-dXfir@yiEX5^le=xW~G-LATN|+Sm^-Po@pgO(_-3a{{r;$c1~Q(A7MTh$3MgsBZZXA=|r}Q377gQoC932 zR|O&ur{}Vp62GDtMgqov2ERfx9jF9`RLnm75_|PQi?@OLBH-hgAp1kDM@>bvgSU0` zn}XTUj6&-XeHMbF9j>E}mQs@sx{qWJhr45A*FI1mMp%*sLvBpq*e2``)4A~I=Iz-q zQD=t9gmgJmHm;+pu1hDCou6Dsw_{$KLu7p;%VQDPBO+bM80Itdxe|yB>jdl9-D+8i zj~lV*@o+P0+USiIYs-|mKCa>v&tA`YHqM3t4)rSj0pbG{ppeTDSsS_?VwMnjU@#6W5 zP*Q6|x_JVwLL}xAKuS+;i`Gub+huB z_?hqPk1~fA3fhlRm6?IbzYT4dy*TQl_qDrQ?XQxUR=@yM+LR*vB5)K~%K)nBrt3DT z3K;^C^OD^C40{viH^Ld6&eX{9P;OCwZCA>y1V6~yK9}^@BO^< zteG|6d_Vl5IF7)<9^1Y}w1&SGbTMZ}sA%r*M@XBw52nerC-FYBYwX4mj08N{Jw2$g z(jPtv)tsACNqu9kLOXzWwl>0)2Zj9EAqq%oZg{1);)^3PAJYt5EGwAbe@DuTK@;h- zU!4B+rjbOZc0}kG|Kvv7nR2 zB)2`iqn2S!&ZP8MN+=-WKDzwDf®D^{1n^BxT}l}YE^Z`|LRRz*5J_f>c_6N!;p z8(xI9kQzy=?Fk-PNA-BbW&{w&DRf-YSPPGMw=YzBDmBNF{bX#gJfh3bln?LA&K>Ln zv-TyfT);FZC$MAti%tDrAg2tvn}D6scS7Dpc?IL>aiSJhJ=i;;p`Oh86dL8+6%SAE z7Rs(E7BmPg zcc#TnS5hVV$tAF5Q-Y0`H9iQ#1t%#aM$h`p``p_IlE3PW$BLevq3V^d)J|rpe4qKv+cWb? z)1r5eTNJ8{=PJN^&4+p8+PDklw?a(t*LwGdDa}mYr%o0S#Le$$XPuQJolHHC_ljVmu9fUC!r6BCLkRE&JT23O7Phd@EYZSus=2Tpt^gl z&J|VaZsK&q9C4YZZMB)-gBN_%kkn$SYWHY+$Hg?#y#+v2#_QNg&x)VT6Fm^}eZEAp zuFLGN8wHEX0-2xgP}om~0>M=wE0R&zvZqMx;$|0sz+CL(e60aBE(IgY@QqZ&`0_O`r z^{)+*p&<`Z)bXq}Z4vE)E1DJ}(6vCLR`0Fe=J0peN@1X$+~`NWdz*j8`gmhIZD^}Z z%8xSZ;@q%}t2ED6jRA>IEySB{mbP-4FnH8BIqce`W8$_VBPN%rKF?nfwg^Q8@B9`| z?3wNVfpLg8v%GU2UgWuNUjPbMn&so%yKV8g374D5Ui#01YQOg(ni#aRJ3?~f-(v=Hon-NG$*bJ6t}l2=Ga7_1aLkiG2F3;5y`X1%n^WV@!y9b5Ii2NiM!hIBkzP$S-uO(N?7H#IIG*y>y=@0#i{&nR6vW7^80n8o|G7ST0&t$574Fb;UxZS(mVif_t-?n(i-+rPBK{p~bB z$FpmlO;H2T4ugP-X$H9_(|7j=7}$#_C;8dRow`0uj)l|K-R}JCU};>j?jcYS)!aI zDu4Z^>VyMaIJgyB=C2Onw1R5OhspU$VG1|YemvM#^%Ed&uZQzb#(j)3)T@8Lr)-TT z#T$ylt*DB|LjTD+Y0fifrPDDSErgEZ6wd0jYM&Sk1iEduawn$-u+RA}R5D$oekmU7 z4j1}~XVx21Gt*nVNcTR`)qLPomSosU$3Z3zQ@YQ^*t(W#l)z1IW&LLWG_P*Kl7MdD zjSKGX)O)u;2x{@jIAK&oYL4De_x@mkmYX38Znv^8M>^j};suHl(0g_}y`afaj(XYi z6m^Jv-)pt}EMm|;{X+~!K9lC%A|x7_ObT5E;Fy?Y8*&K}3u6I(k8 zE0g*yCD<0>yQo#Zp&(#x=UdFvfU}sgO?E5fmk#gTd0$_hFCbBnJLu1}0I7rH=l>_J zNe8pBBj>i2raKfhStPm)T~#7&S#25`lB;lMxes?KnimDHxqeIIoGNc(L`LkX5lEP0 zK*T$teK!}@KvuFdRa(a2fGFV4fXetlKex$NRDZW@A_&Z*Yu=C@PPH(f8Aci={!BSK zX@`sDI8`JSFS(In`@e9{=7pyg<#$S;J8R<>qkVu8)Z7cmu^*(+BY!+c2e>R=AXG-W zCD1RJFf&;fHEYf9U*^luXQD>~sxPE#a%~uhAMADqV&_5uefS1o7GU-?e+J}~Y%KYn zn$-r4s(1bL=@js{6&$mh9xE>F^h23E0v<5ziS@?)KkYvJ-*%t--|c?mKkfe9Z3V!z z`!K+xOqbb>1FhRuJ}oSla#OvpZF&A)th|#BsMpmmf9!0!Zf`bPbs>owz6LFct}?dn zu@TiBKQ#`*E@RK}ib(W|e6WJ-lIeHGpEZ@QS$pZpB{X4;9c_ zQVF!sPmX-`Q+Yl_f?o-_j@?FMhT!wxOWST;;vM_HQezA~?%%cZr0<;F>Nq7KJ*IcZ zl4W{{e4d(XZiVkYIQ*OY|ETMZ=?B#bw+3049&=ub~PLL7cU;Yr)f< zVagqbmRaAWBYEF&5B*%ojSRJ^D+atm=DUR)wz@4dd-wIB`J4l%zc6U0Cw95}L;roB z;T_qv84=(6m4=L-C?uK!Xd6r`SJ%|5!)P-;5D<%1h~5*mS|Je~+z*iBQ~gAIeBI7ZWkM> z3Z5sl7@#`q^bHSS$~LZR^3kq7fVx37G366=OW!ZAMO911F|96o_YZI}8KOseQN<({ z(DcYhpdVq^p>(!ld`>%w8ie4wPw+=~{S;VY>A=2}gJi+oAQ@k}3GL=J`f8g|-^Q~fN-Qtv=R52qHvdlCL}llCiN6K*f#-h;EbQig7g+WG6xfZs z3Ft@Uub}-k)M_2|*_Rl7|1{(BT!5PX zZv1HE6d!Z%*WZgEtR!(YCfLb%tWEW|79XchwYJDNiEESOakou z@q*<=+eGd9V(QB~nZbYrCL1g7#&bIF??A`_c8<^+5MQ-^ri+OBwUzCpY#Ra>6WX>c zo^?B2TRfTD#p+byw02DL!_!upuGg{(c35Vb za?%~rN+-&6&E?esiW8>*Iab92I3E(dTHhd16@*$#`wAdK>YVCwW$?njD>PX;{ zqa=@Op^mnl9v?L_)P%SPT?f2S5;H(!`L?}syA+rD83&#KOKt`Z%x&;9xk9x9$9rzp3{hzof z{nuHccaWj0wUQO_>ppe8>A}Mh6Ei&=l(?My8e{Z-{Q`t8fT$;}sx6_j9CA!GhxCgi zW7Dh#G3H#R93d$asDiK2Ofkm3m>pPNDPr72Z(~{lX=$C9U`Q1jqV{wfD~~nKnLlmk zfjdP@uvXL(OSu*Al?^i+&11J|;^Z337g3=gndZ3;P%yzF@0-Ts`k%gD2d2wG;tt`P zCZW0z@Qw@PAq(B_md6IGFYcOILVk-XDwMMd0 z5M(`}EMr+%&KAd3hiLP-M0U+x(88$kc7DGAqenUdd|$Zu^ziX29CYeJ*6YMp zQYP6UVAq_=G8J#~V)fOXMhYCtW_X%hBGSXOweRpUXe##|PZq`2DLg^7K!J zIAPF+c~I#Uz{70wqD2Kb8J*~#CIQNU4vc%rwD#Q(6iHuMamdGUSHoa0iIGr9F=id( zek1Jj=}%{XZIu_u$`+oQrcy)m{UIr4(5@75w{Jn1%9`sh1xdRso>fy^T>jAa?YqTZ zzwzmU%W&%jG5L~1lmCk^o;;csg6B*wu*cb)GnXZXvx`P6?LDek}|6?T--ULvxa zK$Kv?gEQn~xzZ0`Zlxt+?L4QIXj)l8%_rk)!j1y+6~(FA_wN~}JHmVXpjIBwzvL~y zWn5lkUTx26bEObo&stw6RDE=yQzlHLQSYNvyHHxN)>7YwXLI}b z#Ue@UlOSNIqYgOef5befwq8wl)!g()}OxQeAm*j5!=vz=-$K8Ev^@f^H`4|&q|;~N)SFC`RL%O?^zaC zKz?}iVPw%*^I4;UAD~q!0%PV^|Kb2-Y8FwW65aR!&G5v;wko{KVY2aAsR^iv4^!K< zRfSni_5>^2Qdva-E{z`gA7pW#yF2^4es5wkPBab4f_9jq<5z0oPxwCeW5RAAHvgw>!kE{jiAXgHL$zRr$PJUrvuN9J)^$h@_ zh-rjPj}cm%F@&T*~W&+s5@u%d!9{d9NODic zq*RyW@B~a4kWS0j2|&AZ9_mz=IY=<=(iAwo)Ja$Y>y*3?ZMne~4AfsKRO1 z*m4KE!I8Tk=3M95;e^=to>egpUq){-0+rQKYVMlMS-FKLbr%H0-iBpY3$pgT;|bkF zC8K)}JPcKS4(@N>1|L?^KJmhoA}i`pOHh>5ovslrGWG=tVfOM2!t$7cfHRwPZ6T& z|Ed8iStQ{X3kd8N5g~?+O0+j8eQ}mzu)iXAV>_tP=ffGXypB(&zY|XxwpLiKa6H!= zAPK+Um@xy`UJy*lCXiWvfxp)=zlGCJxn@p9LwoX0((Y>Vl!P;i*W1@36rTT)v1IZ+ zz}Qa!g)N9F$Ju0?V}>wpG={;~0M|0&j&>gzz*hwLTFj(0J03o>W6z{Q}qK*CzvLhCfSi~K`b}yDXZdc zhT~Z!@BOOw2{9a`#B0pkCTg?Z{$H{sSl%wj=ZU5!XcX0kNsrloT}k`MtC+It=k3kZ zI40C%cjK9Dnw7}6)z54MgpuZ4gmOzOPpGzlqP}o}zDjp=0@p^4Pi&2HFpaR2zHTGJ zEFi${=SB1QYQKiK(x?Qiw+EP@8qk5@@29eGl{{WqG@LTz+pKX^=|nNtWmzb}xj879 zE%$^*87?|MA@F=#6r`DS(`u3R&Et8GL+_!2P%)%-qNtAf$520DU_X*3P+|z)njm84 zw_JJ5Vw*O4sgxG=#0>z4z6}a}L8!@ZWS)#{%w@Nvn{k5go`Y}}bh7Suu|Xm8zPoYr z5oAHkH$!QN&p$A8=6u}hss)^ITz;CX%Wp}XpMYcBZgOE5pr3cQ@h=lj_3OBK4e+m2 zN>>|E7Vq(d-ucQ(<2S4<=K3-S-sF)=V05}akT==W%7bLaL^Ja3I|-hq&xnZwOfDkD zK2c63wZ1w$F9Ku_hIx^h`sskt671S{Guc8Cb=P>eN9IP>hpwCkp0#WdnCcn9?BON@ zC6=ww!OUCH3Cgl@E0A#`4F*X+j7Va#f3B|gC@%me2sIuDzfU+j7cPyu-c@N=EG+Kd z*5=IDD&c+BeZiVENOG7A2KxEk`S307oAeG9w6@OBdzhcNH)JBSxB)9uSEI5l7N7JC zY^p-vb0a5H)NdFvq1!}MFhtT(gmf?W2E9QZ5BIqNM=d+MW?(d$@V1!21n0!?PpU_< zW#qSABGm!aa_?i-_YBT|p5(9p*OMIW|IaXj2W)p-fW6B@xj-ZR>!o0`XglwzM;e4d z*h9{ZgB4|m!jo%wwTmI-ixuFjy>pVY?t2~~3wk@h713%r4`!0S9^$e|L;9Hv`(3|+ zV5C=E*NM?;%mL(DRS;r3^6IRsc}*}6g^kJzl641g8xDVzaBPY5i(eR0WhG}Z*QR}C zE?68Rnl!GKN5O55+QkA-4)oEZkGqZu34w2CWIVX=*DC{Q!eoapBzpr8+NBwPJ~E%u zuvA=ynCv1}*7`3J9he>TNjfcu?7evJhA@Rc|9;V0$p8Z34#S51c{O;gs#{@SmYWQQ zv@7tc7*ofvojxzn%sQ+sE#5nJa=Y%DjA(py=>H7a!U_Cv@dGY-O&~Ss0XdDtrNEp; z)OJ7DYkADUnd&+73)~>>aKo(-xCb>V$k3M>8RkBYhT9!?FFPr2?4cg$M<44g3?_62 z+%~MZB|_1Ljx02-Sup;kXR}l;L0Q!2sM6itvWk}iCEw>5n#U&Q`N1^#rB5NjwfKxw z4>ssfzdi4??t~Vy?}M=)ql;*VNP>J<-NG;QuF0c!mO;Yqg~@{M8}-|Tt0w!!E`izR zXun#hA$2;6JTsV_$SW!OHfdINcW3Usa}T{l0UHUcTMFE{;vUS7r1%Aes6wmZp1IN9 z$76K_BEyOW`gh&t7QSs`8u>Q;d?Wb-z&XaJpFz7jAQctS#U>hZfa4d2%u^l7HlHib z3mSKdzbA2dE0OQ)j?7D%_qitkN1~GO5BQ$Tg7okkZI4IOZ=XEGun?f>%0g~L20+?i z3rsa_yRx(A0z*)IeZSHBZ#Y;U?9_?BgD%K@o|&8MTVKur3<*lYj+y=u@0(YKWXKdV zF8jjg8RW7oFVF^PxP>e?6X5Tl1637p6uW2t{MX+mbIb`Eo1$Cq89;hvL0%U3GKWC@ zg@<<@5ARBUvT8S@Qw=d({$RpMV?jnx4uyie;e2I`a)Vfu#X&xG$d#|ORXvHRQu6rNWrT+L z95nBLF70D8HaDU^+8jHrK1OJAsTo<)kTGhs3M=odKL_$-UYE%^a%M3j2>y`5Zxm{H z^j2T8{T`+-$jUJL+<x``7r+s1;MGhuX;;W<6YQZbU(RxvoaEl#-so$nFvI>N zo`;P4B3V|&cztV>v@!J^|%NzN{bdkMU5lc-JW zP0U{4lu*Mpcm39mzArpW(2>ksQO*T;)b4XoOVITaRVU`l4l4&K&m`}HKMf(fP^dhb zhw5&oviiX_Q6rT%)8UvAf1E(e>xE%*!KMY1(@k~wnqc(O5@id~%#OqTs!NB_*3l3> z5OZZnufcDbRDe)mxW}`87AEiG6u&nA?Mpe-!+7&ejLi4iAj!Wu!5`LFGH@bme=+o% z7l=X;xAc?aG-tR~9Q}ma;Cw$s!8a}?hlFt>N-HT2uY=Mr(u6uVR_!y=*A-@=S=jVo$P>~H*Pfk~rV{IpCx1JGAEPRE*9Cl8LdPIJS zuX)UbF-0sxC{jXCH3%!FeMJOR(Lye&0e}c+13-UB^ii*C<^SM$8dGPsuZu)yCDW-Q z)Ea7-eY^8Ux9Kj5r@9hY;1zRRrH}-YM(JZ;|yL{>k!UXJ_}aMf{*cZstG$-|E}?{DI5mA21~CUofNwFo61BFa*c{UohnP z%QL{{PlRqWGj;egpmk~!33pMDnLbFI1#gDVk3Wugy!K(+P^CavCHe*a+RpZ`;DW^a zX{h-r=Vj}pFk7fOL}V~SHJrgxJ0XRt$iH|5DSPF^`U~6~sG>$T>^oYtQ$nr8bPv(i znDGYG%Q#U5Pr0VqNkBn#zW*l0H6LAg-sSfwsUrwz%*wK!;|KxF{0!A5MM{KVvg~)V?@UC=u7$7e>^qrV?3tp#t{zHN?wkDxFTE5B8JwrQaqUn>0iC zHN^TURcPZJxJ{G+-pk0C^HIZtjHQF*-PQ$Jmge&A4nC0qFYGg_e2HVP*mZxOHTKv0 z{%t6`tsl^BIUp2NBO!y&BZ(b7A?o`lo+BFlLE?Qv%;3;iR`=eryJ=Set%S}ouhIIKHc=wGbah;9|{zlWJk{TLBX2$Ci>`MH`s!4Bck=#+Jt zoJkegqSEA!A^PLfGxwAnj2=`n|J!*G26(lM93xPqQU4&CszV|`qTehU&9xmr55z5* zLFv$|*!{wb#wqDy?QPzATL11V{h^!HV{Wv?LF~zku}TqGs|ENL@}8j9|RCLmw*q%7Jbx`bw3=Eq0?xOF% zvKrwsskO>2yD!Iluw^^shou<~Jr~t|jRt(QfI}`KPM6qqJ7C$YSaa$~J;{%;|A5K% z51cXg?*w55z`y?sXITAbsO|iV4|9?FpLzvnW-jl_LE4E#OAj=8#aQ`2RU&NNiV7qz z?QGJJp12oiQBOWVd!G6eL*Fif8P#wXa)!1opTMp01mTntB5pl6A{n7PCNG05wv=ZZ zUG@Ck0^sJ0`0mM8nytS3RNEtPeZmkjt&0KMQyAPrQxkk-%#cRW<6~v{#SLK-x=#O$ z*^tc+R5^n-Gs-Gr))yafng+isYr`3<%wdYF53oAL+ASYU4+6SFKhMg-oO`YYq+BUH zpEBI{{!(vhPW>x1{A`BoY?8$40NWI;6Xn|AIw}791f9RB3U9`|!A=Jk)pPTf0Z=~W z2$}gSOl=GKMDZP>t9PlHeCSpv1jz|~XQl>B+2gHs5gPRe5U5I@{i+(~~{ zu+1px0t9ngslhuU#q-CcbZGRl znEpD48uSTgJNb+IrP;??vbZ{;>B<(%HHdLC;Gl&Dl(YNYR*Yiw8uXh?r1TcLw@??@ zcGmK?ikVO4r8M-pgSGx1-knd+UOZpWdzlTBHl+f7b$=Ge0(vt zlpb(oDZ|>_N8?iizA8JQ?0LrzALRQsJyE{c8|3sTeCqEDtJU%xmGdxsg7don3aI0x zw7fVxsq%3AV2g~K@{fT#HP-lL7(P%I*NcyUvjxBz%W(wA3-}539?{)~(Dy;WF(U`w znJMa7z!R`lOCpFBx+?%{ceUlOXG7<++P#M}uyBJR3neJBB&oS^=q<&goe}339$X2} za@?nGvfq*s>uOz_08)K70r870XofII=U3Tsx#)mc$J6}zqB*r?a79hz_aYRNumN}e zGiV!f7uFCK3;I)wE|~IP-w~tXoo#mq zUjWJBFeX>I*uh}hHnz%gG_7-^T7jyPnl$&@px{`{&(q$F$- zfDnDtU3fN1=Fv2!5;7nl$NC~ybSy7syoP9P*0<}i(MuKZnJ=jLux!A3x(B=WK+}Zu zQ07db78EP?EWC!xzBkk~KwhS@TXxq*`aXh&N7DmIuu};@f6*-nO1L?5e^~AYRpS=1 z^Xk(Fp2pnB2&!FLuPoIV=AC}bFy&;KL-Why5eI~8*CB-=F@U>Q1!AZ1yp(C_yEDLe z=k#Y$Bri5^Woj+4A5uXiRn0BVg4(Mt5jUiqZq?yDLqv#^Bb$3A6rGJhmkuW|jJ5;8 z6jLO2eo(-RXVQClI6-U;8WrlYo)v&pNH1KbpMdrx2(Q1C!u$Ky%?|&+-a4}1umCV3 zO2J=0FLyrPMu%yI!7fdn%MP`cYEr=?Uv-49%(SLA3Z>Vm!juCRrd~jOz262BONuKtN&6ZSmIVtm*~D6@fJ5X#Kq0mph(LsGrw}9) zoJPU2o~=!|JeQ?TYY|T#dX1ic?~I->X&L2UfMrw zbTPw2n4-+lWI;yN(4?A@BdI-KVlpAX^Lbf2>VWhq*K;U~_3%)|S@2Xx@*et;pK>xy zQax>W7%J@%9Qn~di+LxC<*Jd78%F>cw`SSn&oJxol*WUFkrGscLk?4+zZTkT{-W!j z!tqZ3tq8UazhG!j0sm9MboQ9Wi3S@gv@2fR*@KW`=^Y+?V@qf=)Jf}FTY9eW<-w@% zU2YAvn=0j}+}8pTBm60Z4xuC_6(US;o^uZ8z<~lwn zXgnfzUg@(qXI@R$a_@V1XW()G&Fj*QOI_b#qqIwVqiL646eEX*!7~dZIFRhv-ncmU zDXUwRWkJfYck%+>+1bMj=vG~-P4*8#)ydFp-pdZmlbVHL_0!8R#}h!g6{IfS4gQBK zh6%Ws|K*CIcKkP2%-8;3u9zJp0D8$ufl}fQo2}}RZ{*v@{qc|G zrQZNs7(lpl7cll-A@Qr|f4l&m1`S2CzePW0-tR?KpNM@AXjQu$A#w5J{8;S>-dL4z zP+31+fOodp+OA438%WDcX2L{hl!wvfB{*xLCgE)K#L0N4o>iX1!8zDyx7GU>vb`4; z3o3Au5IL}n(AmBoc_?TWeYMheeT`G!qBy6&?jPoE5hs6O8d+o7c{?v45$InRm!2f z{09`R$M@H7r~a>i`w-#h!<26<~ z#Yi)smZEl}3qc9Am~-}5FZbm|CUoSS=wjBmC@LZeis&E02x}#qGA=u2T0G$3 z`ZlYoZ}~a6M#L%b&h31%Ad=SfC;dDMK2d);EyRAE;()0Tjw6v`D>(CsIHpHd2`q<* ze7B3gXNlK3>dAwWDP0-?{p1Y_^HGsH&G;E07uKSap_@m}Q~S$86(oV0;ey0ZM}tl8 zOK{eSR@W2iBQaR72b(eHEe>L|nCK3z;CTB-rNHeCz*-+e@lu$_e3FT zTc02+CX(|W18#qRlp%@yG`5w&Zs*r7{g{JaRWr&Q%uN2|rE19G5I}t7BNSN|v=ilT zqO~%i#u1(=Be$KcIDDv%J^$5fW`3i>e}tyVNQGj3HS9z+*%}lPh6!r4t)aFwtzjKM z?NUgJfNYTHoN9W{^*}Z@T^=+SLtAO2<%!5#|LrDqDbP&7BGj6 zQDXmi3eJl|d(y`XXD7lXL9c_zc1^C6E9f--4B;1P9v*WwmvWcMYm07L1<04-nbqE) zoEeq6mhJDJNV!ZBqSint7|J6t?Uve7KUOm8iLK?mJ8>iecX?Dfx2r0!>jB(kC@Amz zI>j56l9gXvP>=?c?IJ1wcY@?OP_ezKKgJ~+v4f$N;`F_GfN5%`m#-mz->Az5fT4vo z*$b<$;^5V=#C@BEt1by;GN&%`*UGW7A&Pg3DRTY>z1K7FbuD;2q63+DknQfTVkibc z5l`+q>t6_)?5F-}HrDf)Uw(MP5irJpBL4uO)z|SW8q)$nKLSW19ygg%5RuRCKl^GC6Imv1PTV znc#f#4^hJgmFWrqQL-0;<6fUD3BWpi#+Y(YEUu&;=Ty((pAe~POJ}`NVI<7&S^9vc zeRw$+r#%p$5-@~q>;&mUGUvjF9oe4$wMFr|ybPxBQ{v>PkUO1nCaL5aEbQvo0!IjW zFC^{lPx4eg;Hc3Iv@mCn-%UZLx>syKo6dREF5PZ}CN;8cssR0lpC~Fu5lr$FbTzhr z*A_dK{8{vgD$h-?k7P+!Ll!Kw&0b6=iX2pXtFlMg3 z-4cxjOzB_8609VV^0;>|zHbK+fXfApd)R1ODN|DR4R(=36Pv<5)*nJVa!mG*rfIZ` zRT}dv9A^(8gHIIS8aV>%0EHI3Ghfi_@t1=80UM|v?6=yo(8bI4+|Fnt^2`e3Uqtma{@6 z+ovdiF8p-;7fJ;@4C*gr0Shii&Ixo4z?DcG_*38xTex*L3_M&ffUdr4wC*pvaaU~G zWx>;8K(=lY{QTuU&1aEo0?5JR0v?;!o4ps57r@E_Ts+p8)~mtu6L?`4w&l}0UE`n; zp%y7U-8=P!!X(~M(e_%pWNJoo)wNb~fLCFg0(gwIkk)zj^N^MYXu?X~CXVfOZy*sY z15P{0btJGp$9+a5Oz0gQjnHkSm)5J4y6h)TDjw;}d^Fa>?T6EnA!;|uM-;KI$L$t} z=aRU$(R(PsCyt#x=y%1~WZy%~ctJ@5fR3)-2g8mT#7i_kbI5Zy1`)!OXH4KC@)l_Y zCu68_9$A*^dAh{dTe#_*!i*J@xa3RB39sTz+bU=G*oWr_$4pjh0h|mkf=AW(AqN2&GMpMS@O-oHAzSh}D zN?H=qz$G>8=tG=Wo}($q9{WS`)ME@tSlq(|Ph8Gb*%M!JuFT|NyA_OL-67?-i4^YV zB7Bypu4KU(f=P6^A-Tz|U%-EoSvR{+!8_yc$7TdV^|(JaGoDALIiSmvD5j7WbSzu4 z!61YeoraKj=Lhnc+n9k?qK6%M4|$tZ=*yUog4rNizH0$n43JAcQ0J)yHDzT(w7d!s)RdzkS7kv3ZlKVfdT^XaiP&rg4@{S^7}CDZG5rEUHQ{}rh-k9 zLmEhCCeDYVs)!^`LqB-~YthSJoqQrSN>GDy$jnddl4YEya%ivFEkblUGsFyGm6zY| z+(1P(D1}XOGjcVm@IXmxYOcwWqvW!--z+Xelqcv5ia{Vag2`wwXJ9QT1GTR|Pl7=t zK@+Ovz%30^KKF{&TCnkG0&nN1{`Lg24t_5AMM+~gX`1oDp=+yqMMcB}v@18|spnl^ z`V^%xzhWAwa@khiIuBXhnuAB$ry1yNKP7=4hovXH5W`*`T`E;pRM!bV{mgq3cxX&K zDo~e0IjNsPIWesIf+h#RRttZZy$(e&i9owLR?*j0IxFGRaA9#Z4F4Y5)o#3a2L>!5 zHG&P@51%Bidm8onZt>~GFWg`O{o>=Z0re!uLSPuG*+Rs|+*x~GHc(F(@}ySMVSP(* z0xZ&dv`e8Ib?yKB+OnU4zjhOFk1k-r1gC^oMqVto5m{M3d@}{hPRZeL{IKCJrOj@| zpqs16_`OeUsK;Pbv8V3Jlrc>A>Qt3ke;0sTa8`E{Y%*W+n*|Me%lGjAaY^j-@oFjNz! z)O+XsBOo~VcTzM1s^k9(2(;>y{(PzqZ@Er&*ag&AnJiC zdFBJjZ)zxT8E(=e*2>Fagg{eh{V1$S7&yjrwp_}oSi2-waU5^Sa10&BpxxQ|a>&)$ zy5>g!+cK zDl1LkcwHL5Nw`}B06jAUB!0Y$s6Kf$jtM!1BbHhtd}v1Ap^x_Swe?XvOMgts=@T!C z8_bqlZP>o)o&ePEYGiol!O~w=_c+g!CTC?)mX5=$@ioR?mbV5v+-%8BY0xN)bQP3L zeyh}g%;k@W_Ci;W2InUcPuv5y zOQV{82*e2*g^uy|9C1!2Q&=I!r+RCIa6{^-4d5H?KAk+QEPN~;V1$98G__K}VQ%U9 zxkmgGG}reJQ9Fj1(Oyn_u&hfvq%^#g=L{*pm^P$>s0go7Aj#wU!@tq62Cp%9O|BZsgx;>hzy#+WX(tblG0O-xmNR zfX?0wbaoiZNe_od;vP(uaW4)k#(V=l3--gvQ!cc*A`6^m+xfWa<#XZ?sjXPdfwC!a zaY&-SS*)*{CtXcGw*o=N2UJu)}$V`bNoQ~xK1oWSmYPr+1@(`^@GYYU>)Z3}K zIu%@7Mw_|Mv>0oSoraZ8nzc1ZK6wLfXDl; z1^Z_<>E^Xlq{gGAI@`*vKHkKwlDlY@V&H-$x{;Y6-j6}7BQ!r@Aa3v3W4w#ny8@&3 z_|L~yz5;cf@)R95&Q~6KLv3-(TtX8gs!!2;r>M2CZNNB$368vTtZ+H*>lr%Oxp`^9 z)Mi3|-n;jN{hZC>mL08+oR0u{1wlnN*?U|g{atpqp&!ksTH_bq4S%_T>IgyHUN!sd_~SV5b9-il}d5KnLDd_az3-8UCm8s>@@tpVkk# ztRK;LqI;?pUDuFHJMPY>ZrywjQkwN1+VwVk-%va2J8nb;o7UQ%s9}zF~9M)Txn-PA1;q;rt$`QbzN))1bf1*YELn%o!4Eg(v4Vy(0PppVS*}DyR z{L#4&i_@9@X2(z&&bicOf`HLA<$BNSU>$s4OIRk7`7AFyA#D4i22HK)5%z6UE<)-# z#kMbVk&EH2=ttvWgRaV%EcmjTB$CTo{tu@YD`k|#$4={urKVUZQs^1&OND4zkl)Xx zrQnqtsUrYN%k-KbVaj zj!0nw_FY84YU+<{z{kc-aS0}oafkAw_9>cFE19<+uqVVeF!P2&R2O4Z%K;=`h~fjq zx%x9|kzm9WYZ!kV##+;E9=wnLgUaS#l@hANjpg5Nd_XtIfV)(H=v>f9|{Opa@M|I1M`?&Rc;4B>V#&PW~ z7@8M8%)sDHdWt;T_{&}JKJ`6^IRdBB zCud-R|GQqz0Jo|CU9bEufJyeB^@^$Te~K_a?a9x#OU9)B6I-K}M)RUV5pLn^qr8zr ze-exKoQ^f!yr<3K0szF@j1UY0L?l9QTPJ&0i15yiAJ4B@n%Ruo%O$3Gr}xXxpvhLbHgoM z)ra$YpsJoLV}P$Rrz5@aX1a`kFUUgP+3dSw2Zh4hLbyRjc=k}~d=-MFo5An?n<2J3 z(s0-pvbZuq!N$Cdz!2`^3Yj&$1M`K--65)gruk&afN>`l0~>!qd?9hwTKnRfQC0^kPYq^^Xh| zq|3y(;txM2T{Cmpgpk%?qbj6-{3$*R$E$t^L#}v3;Z3J#cEXcgHb)Fz>>app-mk@X zg}1*1O|B1gUKb-FIsZlvh^0344;u2{&P5@wgu)1x66}lfks1hQ={Nh#Tq^(rbykC=1q5gTL8Y-fhq*LtOF!5~$RDl&DvT|{p*YpW_ z#M7POKaeq)sPz~1##bnSV-E@j_zVd3G8bQ2FS`PBMnlf@t0|}Kc))Ki@yz4D6&s(wNS7T)7)Ds?JZ5#Paa+apu|_cow>;mLkOvOO!J?j;Bc?1uWlbYl-_F2+aF}WfCGE6E$Uu>WVOmtXy!eUa z7g(6MY+nUEigpvte}Bu7%@mt#UeKVVJ@* ziwq$UTeh_u5NP$wEzEk`bK3jZgw3@~4!Fsr*Px`m02^;}Ei7PAs4TbJd7MZ+m>D-C zr&-sDxB@YLQK(2N%%qK~2`k6$Rz{1R^r?ml?ZkiFFDsS_eUJ1@fz2ZI>j=?NGK93- zfKG9*DZDdWusLB0C0XPJ9BLiMyDyEzv7Ooawwl$o5BPaNy?APV!I+}FpyjcaXW1dU zV3yEEL!d@pst9tZ6RL_`L$QEvOBkNnr9uA9#G0_V%1s9Xr>H&|K)$@kDD**f7H}Fd zY^wb*-nW;8nYMZp=Ik3id!wuU|va4CPY z>l9>`09`Fwrpf4ylCnRnXqRo^ag%{Ugq1fD(6`U*MFP7-5Rh`-e7jiwrE2C0{ z{2~SE&SSvga3N%@Ppy`G>FY42-^AkSD2%62nc<@5ImhId=w`Ldu^|;J>K1Dzi-=b& zx8R)tlR8mAycHu40(7&jz|~(8)Xbngs47H<-2Ad>?b%+R;foUJ+qcP7J?QoVumge6 zoBzM;K*T429moUktegMDbon}xjqg7%IdS6N#9!!j8_jXb>#O!^v+>gZm;U0{@z*GZ zSC71G+g)F)tkjyOEK^pQ0ovorNVL}qY3!$}@jMEw`wR=^?46tJ`^i+VFW0|&k)`Ox zQ0o9N2$;CAktv#YINhQuN6LQQL#N?lRgg$2Wuk`Ud-84zFGeE=v;666O!|#OmakwqNk&ZhS-KdJ<9?Ttra$vHS_M3cCnf_!d zDLd=wi10J41IYQ;pF&P%Y}+OYw#%827$uU;JP6t4H$j2y;lc>m?+m8y~DcNF)ij(B>ifVtmyQ9hSFp z32KQ%5@np)LghD}+U2N$kxfJc6o7X*4u~oH58t*YQhrR7?Muc{Rw|xmJEJArmXOS2 z>bW#kn?04*)y|~g5kj5BylEJ@=I!7+LcZ`n3;W9xvqhWKdc9jEWo=33EM+rkUY2pa zg|L!kckI`@#GD@rEoZOZjDbtJ6)NVJITLR1X?TU0`TgB0O>JeqeurI;O;+Jq0Oh0t zN-VG8CDm7QD<-+S9Tm$_$5pd3!x#@7~WVp-Ms@R+K+8b>jC0pmDJ5T$S z&QXSgtA+o=*I7ozwY6IsC%C%@3&DarRRm4&1PugtcY<4RcL?r;;O_1&!QBhD!mal? z_ulSr^ytz5_`9jK_j+Z{XKtfpRNWQ&0lZ@GFksRO=&b>4>!RF0=TmT-V?TmP^q`y@ zP>CFAWLzuuzWHayD*xYdRp0-VtDXUs?Z0wW$O|f9eDQX~g=D6ApYoxfq_s-!hI3AwpNa_Gps}%lPi^kPz!DeB93B~Em&nAn4>_XXlk}(u7`fDBc^1JUe?;JJn z>^p^S2#DN9)hl4GsIt}p`|((dYl5(es|TGWXcbL3m!=hyio;LmqmCOXt|&9u#awOd zWXbVR!<{PcgcZnVR4*dk8hm?9YQ-l#xvVm2HCY9cRaMMPY*Q76x8zUNz(Q6g^W+d` zan+}5UE)M-k%Y_mR&BqG3v3$k0Rf68uk+6j1j<_H`-ln(p)EP2hxAxxX?WV_%e|KV5&`JNz+JKn^-#=u&U{ z^zYe|{QsZ579mpL7y^8ZXZj9LLtEXaKj`uG{_X}>D>S9|K{jwXLu5=z=auI**d(@8 zQ>P6^yuj5n@3T$z;~yJu13=KpTA=j232p!cQR;@c+AKzL@bOqTHX5l$yt4LVkrk`g zJAa6cZ519hv@8(3X5`=bSPj2Fyggg*n>aba%mhc( z`3_UfkqYLI@^7-Tsu9VJNsGo+qmy91`NygwHD%dlG;i{W)g&-5NFyT{p2V_}{UQ(xrT`NGawUAQ(SqE2|*e6a& zaJXjFdTYzro4X1t&+XJmXt}()#nbIwlYgY;mb3Myzle7ozq)8ihvX^)x^KZH=62DtI3yQ(PQ+@1y+T12uf`1M$RX_6^$8H^-pSQqphzLBgzHado zp?1*i?osuQIuWAfVA(W{7$GfBbcUnAG4f6SMOgYta-)AG{%!EEV%-30E!$h_iyW$t zk|N8KNnuDzUk&9G!>q~4JV@!c27%O+2*rN{6xE7AsrKP=HqmH?sn)qo4u%_0h{_D5=W`hq~jjS>Y4eEPY&lOrA%l4HdA-^AsO zbO%4K?0T3Az^K*k(Jv26uh6rEwqycB2P7XQx9wBQJH~^J&2Of^6KG;5lb3@_u(f*f(CrZJlpoN@>cfNQ%vNe{ICqux%x3BKU=`x$G zQaMK7KE>Nxk82!`(iJ(kT2L!tF3d%Lp-~o0dmaphkNpHYGQoVOj#7pE@Et%#ZoOR- z^AB)z;s&wqbPc%-Vty!Sy8~-{Hv#3Sm)rRhEu^4A?g7&NiR=Teh`sivJ@v z@1dI=2bjkOj966>9u8LqrQb1CH4b^#Bq$HnD@;pZ5SH~MEGU|xIluWS6OSwPwK>j@ z_-&^7WhoFlumUdvn5BAuL+0OqQjc9&+_GwHD!d?OB}XaXPLGg2FJ2dO^*3m{oH1U4 z_X4zqn+}Oq-1;qPU%sK@_fvUgV%7)BS;Brk3NPV@sCq@Cng&k-5!ZK{OHgfTAAdh- zhDj<1ENBt?xzfjSgY%z^LHoZ@_PH`hYf6OPb(RR4H`7}Z#5g0LS_ZoWq3R-LL{6)b zwjVaVY)6+Wt^pM#AyCn=YVRe70B}R=-meAszb{{e0!4sDfV0*31Eayei}=F-Uc^KG za}j_0zZdbVH^3r(1>xaR$g2asOQjq;&&tZ}rovG{HdDh6S-Aw;X-}E07SkDxs9mC# zelm;3uN-kOO>`wc`?NK*X|$V+C`mc9eMs4M9BwK4r?Ekt@bFBnYYM$|F8c$C%}qDh zv!tBGd3hug7RNp4;^A3n8UAUd8xKONSZqyE+BIk*S-N*e`H1tbIGA=vp5VexMQ32{ABl1%cNE;JaP(n0ra$zXD>f&k^4&yJ z&0$!wWZt-4cQ&Q^@psVO6y@1p9#c}vhmdJOa(Sew1P_oxc1J2Z4v#E4xz?)UA572Q zPR2OPUsSwA#$hGY*|F7k=HK2ctpta0dB$QBu&`XEJdcMGLw~>h04!sdZVCag@Uu0| zmFdTbfEh7uNft9kJx|nyp|OvcPS#E1Ts-70#Osq93apDe$lZ-4;=hnc!nOYP#YnM| zRuQ(;ISYZ5?9h@ufNoMT7fbFJatJ;$H|bAudE8In0#a-V^Y^?{AywkD1YK6}InQ)D zhrJGs*A-uL#lQ6V^}_3?h>f}#p*UZN=XfcPehkac9Ylcws$z>}GzPmgYXrXXfQ2pC zY!g#Hn(Zng?{W(Yr3Ayq0r&!9OI_vpPKi6tv)Uu$` z#t-7L0RLo%dT7aB=Kb*&XVS8YTa$J7MY+t3na*6Tg;<$p9n1&F&FW7BUmgWe zJqEP@L|OKx>pKX-q5!6nU&8^1ovYXs z`s+BA3pDpf3+exN>8kXfrEA6il&(7>D}XeWnGXn3W=<&Z87sMJY`Vn}M;z9&9G>-d6~#pTbCvp*XGEP$$`6y?u>7FMGX2 z{@KW?HrK4uK5SK;jjh+#tithn<@qsI$)};T(?3rVAV2j_qKjID9HUx|2;`m6y!vj4 z{q?V=Zml1FH`IRP?KOWlKPkWa7{0Az(Fs}R|D0D_^~Le?XY_t?aWjDE*8OV%fYF~Z zCgU8NP%OR4z2@mAjjDy4-FySoZrDxB_IU-MaliW~newQ07$h{g%W zH+!qAZh>Kq(grFiS}F3=_IkkPt()Dld<;gF;f8imUdpBXA;}+L>wODOj;q)hsgz1i z_U5dg1}TF}K|i_Mp@!OIj>y4WzkL~}flSW@__j!~r7wyJ0|`DmAqdU*{F6-AextCK zWnl&xN4~^k$y;IBf1D#o=z2C_2M}`oJ_&O#Qp?eF#lPpo6Rfm%@+tm+JO;S6=ZRy5 zos+bdF6dxl-b8N*oM8~Zl^SN~c zR5tWO$XI|NrOhV>=v(M>4dGTxPs0`~TnnAQ{d2G@_$(L?k^W0@05A*xRj1bd=Z@_C ze=81Ira4- z&~0~Se+7OOFa%I;9kv}%lH#TRMIM1u_Rk1NTju;gmS~7l_}7t@^u2~zPwt#_)LJ!% z?Va0phdx>|fcJ_r9=li=|28bW*tLs`6h3KXjWy7IjA!b5Vdp9_iy@?U>3AH#fJD}p z970Jy*@8A}<*x7f@P@<+^xOW4P?2rLD02*@-EB1Bw?}p4K=pTVHGcet5rL{yNv^7I0qEKD9BZ4N3u@(J6|SR-h9-r#s|>|{Iu&OYf5DM>iuMguea-VOGSC?!|yz`9og zTEJEnE@TbZoI|q)@E{-q#c;}B)+eUy)+&(gJKOu_y`aDUU($?ERZ}3E!L=faIy(xcINS3$Ww<@AX3m@BgT~(o%q#gE%mAAl4~46lGD)PQF{R z?9{*7+F(rm2Xn@_lo|Ao+N%=zfzR92L);_V^dH7OYasp(RalEWqW4q&S0_PSjD)J= zV|f$IEY|4kcny3U-=}PgCs~y}A#q3SuSfY+6uVDTl7twiizI-Zcg+T{mzh=srD@|$ ziw-&AlKf;VSS{(BBjS^s)>4O;V|(a&_1~S+VL3VZ79bhvbq+6k?(S_wfLY%n7q=Dt z<`%dRRp)^;1o!FKO%BnetKdM#w={EpC2BvLDY5XF5V}Ua7oe5SAbi}0o3Bll8QNt= zW;ZjQFq6Q3Q$+Wz`(KP6ekL-x&)|FN0QZddw}U!@@~qzFDgYpXH*mevf7h;CZbXlubj32>4~Cx%~ssm*|2 z`c|}YK}Bm+Isp?OtW4qI(&n7@;VzbW7*TP+s*1F`^h?qMJZO4}EhpbA3h-w8gdw;u z!i$LB{~r7HkZa^YfKk62?635mW2~g91_*d4j)t{uEUYN(9gMCs>rt#V7;`Iqw;gRB zYE)IQdm4`yOZnJnLM)Qi56Jfh0ec+f#6@tR)LSWTF@}x|Zt4WI_}G7NGs|_K;f7`E z-x0R>1cj8RrmQSQM9P;y-h%Lg*0Ge#tqTP z5_R2M+h}E|ourNgs{)Y7eu1eDQahQaa8Yvtmf@qW$O zWP43bIR8M~!@OzoK6)twwoX8L_+ENswC-EK6!Nb={@2|*Ivg&l-+zNX_mY2Ymq-N6 zda+uKgWhj{KT$@a;Ep786D&wcT0aWHF@N1g4cwDi?$}`*j`*Ekt5wHLHL%GhN~SY_ zrOP0QU$zddM2m5FLjj%@XXs!GXI#6QDcU+7^>%6gs8hn5ceclP^cSUhyE<1hxawEx zLcr#GKZQZ(1O7}TX5NcvWJjiPOkGTR)<`nV;~3fj?etvu1G_KG!qA&dV?f`cdzmP590W%vYlp ztC3YiRnRczS#pj=pIVv8J>^t8wV&fbrGM;#hPZPaT>sjidWQ7l?hW7#SC#}g8By6* z9YUWa)Lm9#2B>~=xcrGSsOwRD3Xh*E%wsMpNNQSzYtR#PZS8pc;5RZkym;x1Qb}JfBO@w8_Izl&H7O5;9!l1lo)iP#0NIG-mRF9$+DP6q7HM4ug*7Mc|5z8m&fq0PM z6r?qEHE#f--)?q0Zh22!GKPt_jI?n~&9L>W=5YbV$#ELlXGP)mnX}0W%sG5xQoRzwcmgPLnQa>MCrFgfWdkt)%`{noVYsY5#jzq_b!A!cOdlSZsp~T zAG@dPR8>}|_PL|j?EQDG0Jq3Wkm3b97iIe^KH%THKxiKOQOFdIM7htCNd2tDm^W{D zELbv2j7(|>OpS&3svQIK>ph+)6^{^}`V*~!60Ym2alsf8w=YryLMs|wh!8w4oalqK>#{T2q7|A22(xgHzz!+;qs3o z3lG&I>pFP&hkfkdZ91tn`)A#{&6O zvxqe$LJdqrAJpR`BiZ-E4W%(fB`w%mX?-mNv>Nrah3R#&bfk^2!jb%7=99~3Ulwu9 z2@SWt6|l-iHcI-T9?eE~itf0F10f3V&(liACj*CTTH6C$n!pOrN9Yz@Vewwlh5TE1zjHy9dGxVcjnOi>V^CJn?+&jpgJ}9<~n|M6-6uoFds)PhWRjbjN}= zR5D`QIE({a*8Quiwl^E%Pq=LWG`oJn^Ym)j6!e<6{KxfFf|$>P=`|1?PzGcL5oDQs z&VIdq)qA9Rx$&ufR)4)$w7ET91wyT&I^HPa|ARJE?D;=z!=snCUceqzaaVV%Pv!M8 z%f{!X%%}D_81&G8v-^5#Ywh!B`!c^w;WK}p?Nu?}`s3NUy%&4yQ)uBC84*LDU`eeB z&P}fMMZA>yeJJB(6*4etK1vP=I{Opd*U*W4qRGPIkp!!IV8#G$agGyKFX-&Yt#?3;QX!N&JObX5eqzW=y1;=E`+6`Mt(aN)5a`dcWmb6bX%*afie;;%#Fm zJwAg&Lbm$LF)LeXQj<60pB)9-mkJ}SpX|obKYh8^^NPb-RkS)kALQ5QR($I6i-XqC zT25NtYXaG61Lh!T7Jc^{o4KO)yQIOa6JD)MW_3gj1;j88lm~9z_;i>XL`IL6gh*F!{@ZsZlS?d{*PQFADd6=;C* zlhas8VaVyV39e&(B=54IDWmW*QK#~BjNyt2WY9v%J+|ZV(Bs)ZYyN6PIc9_kV;V|o zbD@rAV<`*qev_rf?(4;QM!05apcsGt#%-yLWQj8vp5G%YVei+gL0DX}w{i;-v=Zs! z89c{p<1D(aiBe}Ut#K&*AztXlNAJ%l+dx0H++#r-$uXkDq`0b*gVrsts+tOlR^Q)J@k~)pQe^cZNM!Q$_GDnK-495tZDDbns_~pJauSo9+8F>IjkMlQ z8SeQ6Sa}d^_x1RDc5=~3z`{*_4dKC_qd1!tZc$iJaqSfG^Cp$PDqp50lt zrGy28Ug8Siy(4-8BCwA6|K9qsxP_IfZ>z1I?8%3|Wx#19%$E1H4_g$g^!vDa?9s^> zq>+?DOI_RF&!2CLtP(fq$qY2$9pj9Xwsnj*5>tYRq%>Pmu62X_1X?dYDaV zbz;rLSJ_L>x|*Neo)GtoK|snck0p3O55l$I^~&6?6)|mRDs|YaeK6CxeU|^dp|mb@ zYw59z(XYI!6U#FHOZHlM->0>-&7ub-Pi!S1tpqfqGr`V8V|S`SmUH)WSd0t%M=VFm zY5m`KiLd?gu%sAk@BIRr`)GRTjwdl$MF&D%<{0Cwk7MGWXK5U>83LRpY5- z{c0o0!s?W3mOAi3b&jTT1H?prF9jz=9S^%FS6PqR+f6Qkcp8jM7?x&PKzI^g{rW3B z5K{}N8Ff7nJ$>MGw<;!Y*Pi@NxImYPbd#V}plN{{K;8ucv$34L_e4B^E!pcq2T&Tk z_9X+qeFq4HG_Lb3AnmJ*AUccU1kGCix{n|j?0nG{x^;H6CHiVfH~BgNdZ;#jnv%EoMn9AURX)Gi zGFOm=HYbOXn_f@o>5@JaFvc$@uZUgp_ql{Pmiw;x8O4-f5%rgqCC=4x#5K)kOjeVK zjS32-LUAmHX>-BL3@Pp*W8hW_V-UrGn-_&gc1LL2MygE1W5{nu9?8a;DZUM>h*BtO z=%}B8gCe0lghRkTL3V0?fMIrmSUT$cph(ANFro7DZNP$F=6;%*TsD{6%Us($+4Fv4^d7%gn5cb85OcXv#uOv&!DikySb*o}D{z6l4&=LLr+~O_WlV z6X*AV0XT`Uy1?G0!#R@qE6U2>f^n)9@>f)Sk*#zqiZGOE8GR+SPZ3iBaP{{vXsYPG z0&3uq2$H+Ju4_ju#q|M7NGiC(5C(Gwor6w&_IFf(9ZLC8tsx3rHkwMsm}IfM#0q)1 z6%BN~Dxa?yH_yhSq^vsP(YqshXTuP%9Xd~wpS`bNVrq_e>ZFpSWrNVhDf}_g{tx3N*+c!&Y ziD&igFBk_I&0UuaZ@dnuAC$dW@@eh7ZNbzX95`=6&;TLZnW%fN z$fWKiij%!_ZC+lZ>~e@WX&%@MD(d|xxhyS!1|54Zc{lME; ztWwZAwD1b!fJUT71@bg~?C`m5XwW))zPQnS8CA6DIG<&=)zzS%Bvbq|>CEm$a{vO=LZ;OS44%*St{-(e3r+#PGYmihp$6sR$h)@?@gB9m7>?-oAuYStksu(pBp@& z>6mH69v9UWfO}%u)rphK?eOfHEBbRTl!6O^yk@mNzTCV55A6wSY`#A6_rZx=XGk9P zH3GP5YCy{`_Z>f6J%H$Rt*mN*dmyqgLNrkqIFj|U30is?CZYt^SRMBwfb(a*P|cD> z!kEUhZSQl&ujY6d!S=o7ml9{;&A-}1?-gg~-TR;qAb_Luy2e+p``Z6n|J>Q}I^WO% zSgFiC&I1ui3QQY_Xg^xEpBw z!ETJ?4dpyhjj4J0L=Dx7DvhX_$O~r=u$k?9GX?lp()Pr2m477zywK7U|4K${aX+x7 zx7(xADYHBm)@g=47>D{eoVg@k$-VLRrSV&1%k~ z;W}v^T7YE$VLkay`#Py9GBsG!qeml-n%E%d)_auQXJbduRbO@Hi}9GPMC4>%XY`zp z0sUUi0#Mn;T$W&x1~`&C%0v1bOJ|Vzp>eCr|H1|7Vz;pryTDZHMAc57jj#Xy*`)Ug85kONZ)V8JM0r)k}u88_~~HabvLWbp3{9) zZA#OP9|Ga9eB!iow%0;Oji7$I>me%J8xWE>K!r3Er0c1XuQv99jJVYfo~AJ7E|uSF1=H}*cPL3!X`A%hful1i^={BhU-<@) zG4`uG5)YDBEw1_j>z~U|>Y+>>>%Si|%?$%E;>2W#Nj@N5aYB^OO0)_>+h|?V`5CVs zPgx22)l~{rQuif}7jPIkuUd5bMQ-yS&)Wv1{}>#a!r{1i^2aZ2F{%Jb?9R=04^0Q* zuj^TId?L4F2kUKDeh04JGpLZNpW#-#R0NXLL8oR7XJ`=9@$`(B+x6#w1FV-j#X@#r z;IDF@tDA$#i)2M)oBr_3IeP7WJa<~?MG+IDZHuws^{_{wdi!DfL5$Z>_a5I#WQ-rL zly~Pc^0NF5Zh6{-C>KSeQ|3{_1F~t)>N{4?e%&g1Yn`h@k0RZ>`*}Ig?L*eD^WA0d zq|)VIemwB>@Qw5?$2yBuTLSG7>&0ZE?3p4yL+w9xYqeL3H7o5OZPuA({#NY9+qD(bc?<=P^7=izwWLpzFvSlCrwc2i6~xV zO(k!QfO_+SyYqd{_o8S%)x{4YOG|MQ{x2G1W(~eX87hjx_dC#y0Z~zryGh2vmbG)+ zA`hLbq=TIiMS1m7-_tZLNRHV~#yxl57atnQU=%fS_om0G08>#3n_fPT1{Q%+tG&Jv zISWzGW(34(Jl?AZev@pf+QoT7{aq7GI$woP+;rjip*B@C_$m1BBp817a_0<2d)!2_ zBEs_2inl?qP4vF4;1_n_fAEl+^X#si#*$kc(eyIT_oG)B6^P zg9t<0N)?qMAZw1a{Yv)6)75IdX!onIP6D+S1vx^KDhPMnIE1W2M!>v7sk3=q0zc&e zTKXX(%Hbw2TOV#PBw&ryLcGgzAiV&cCbl(%W*5@4E!z+03;>*T6BbKrmT3_t z;%Q=-hPzuwBssHlEW6HeQ03m@&2ci2S+QO=QPx`T8F2Xrz6k)$uwAq>Anq)2Yg9y^)SuA__h~M1ya7GqveVCm#DHY%qzi64Rs^k~S?*~@!8)e&EY zeZiq%Ul}Z2#m&;vNX_kfnw1d6soA1V%L#vStuwo@rH1UcpM-i;jitVa_;O8SUJT=u=9XsW{DC+$_|hA}gAu!E(-yK^@^7Cx_2-6`TWPGm&HkeLjla~s7TOHtkD4r}Jod(-cr;gwITdzYXnU2kE&Q37B8qIqlw-R1D~5$@rj z#CViL`PHWNJo_`4_YMS51oNKBTtx#!5h0=p*8bG1l14He%*kZwtO z11PjlFibRjw|{tW>}Fm|L-ulr@x|q#0_*w02~wDG5YTbscd+hrK7W~f{U|`&`16WU zXZ|2hN9Eu_(SJ>&)T2HeOsucxG5UC1yCUaW#ANk&S0#i zg{Z9gY-gdUK_gK@f6sUR66KGKo1G*<_2N%%?c9= zDMRMxi?DG4YVXuwzjrhwNJBX0*f1CjBmN2$p?=KBIA~hbqd5DvH$FN@fqkz(&(u?Y z@8GBVHIqx`>F~x;=NZQImj~jSX4Kh>TJQ|jBUZnu=P*>M7Tyb46@#dk9YsDXtb!w8f{P_Sydwqzg~7k zc1ui_Ny70E5yoCr70egMIEJb7#*Lahde}kjVU8N}iMyK^pROckNmz>Y89{L;p|_?s zdFN(HXR1Gq5XP*(i05NKo7I_S>hw`>@n9$4v6vf~Axit}Ap>G`mu-#;eC`O7t4<67Wc`n?v-SP>owW$g0{lZIdIgm(&Ug=EYp)|6l!DKf{vKj zm9TN&JXE>NBC|>mxt99c9ChXSMujSC&;3N;Q0SfX&t~u<^D9>pb9ubSP+Ro)lRQb` zs!Cban}f~GuSHyhwLa0nzoFa@<4%UBi+$EKGocXeb-8&kjP;`LekQcW?RCco;$C&l z0x|<@jT!sjT8x!_4n6^1ToU|ApI6$MfM{Vsk>^#}8D^gs_?e64vs6rSVJmjU*4U!( zx+~9~T077phCda#>zcij`|2N?Ebr4<_OvL#BUN^ui76>cIg>vhF& zhU#ULY61T7{y^P(SG`d8v5ra?*6Ygk_Aag`SO^V&|96WFpGJ@-)~PHu1%{Bx&*0HD zG0|pp1HOs#;T{c|akvNZXa(2RS2p(Sb#tysc3rmOsNof@bV6yJXgfL3cJ}9vpJl6?L#NYgvQn;D#v%y}Uk2S*bj41XtA-m$khpHdc! zc+Oq=S`&eSwR<>@Kc>fd$Kd%wtsTnLAh7B00m z&6sNFb=F+!mi7m4?0 z?8g4es$&!Ry?4+w;n)I)nWYqeN}ot@`^H85TV7Xnss34@z zxtSTIGWA3i|@s9Tl6^E*V|X&7n)Cg*$kd8dM?*7&*6V~vnn zs0Z&1nXiTZiUYgH>nYv^W)tcF7wITidTl(*yB`%2ZHFX?2I(+HgnH!p+PFWlSZ9fb z$+v^GjLp=)JIY3SHQ_g#-zdu>LZgMBP?)oI({=8BQ6a%r8N+qH?a>Oe(X9AS_1EJ< zQSud!zn6>nUKCyLMuJBlU)tkdji&=RwiS;RDMh&3Ue<&PTWm!vY)gTViEQQ>zOC!* zs)_*~cuS-?^wt#g^P{ax*M1`L+qjx83s@oE_bGDqu_Q^5Yy_DRHBNB% z7b=Fh9QmdMRUH1`zN^-MyaNe#-$tXzPkgE7Q3ZqicqYrT>M}QQ16Np-Wf^Y0f9_Tn z4)8c7j>NGD+9N7$|JrTaD8@@2GG>%fRvv(BX1#EnG$C>bu(je$==!27*Z{euU90uK z(osfM!yaUR#6&`PpPq+`oWHzbi7*KA{pGb z9o#q}bhMycmw7H9%{3Q4sX#rWv-ycs$ z=;mS;7xj_cqY!=dBs;z$#u)b5 zjXB%rJu1Z3X9l_ql!}sk@LnHSyb06n#>dE2Ul}}xM!~j-(A#Bn=+_zfBV0E7FSf1l z-XUv&a1Vb@Q`YV*n6rT{ZQ)X|!|#j#diQqt&8IZKmxr$nK*6~14cy^3{wnzQzYcUM z$=#H3CmKY(Xu{{EiX|Hu!S0bjUYxMk=PsVxJngBPYmh@Z@E#tp+;UJf^qJ+~J(gcr z591WB`q6_w?}?J0hq8+#T4t|5*L0Y1O|J81?4Uc9`cYDD4!f7Ab6d&`Sf@1vmGOi^ z4J|}d#@7xW8=|<3Vf3K zlCH&Iz37y7`>c$<9e@)ZzSmu*be!ctl z%~2wUnDnWgFT4(m$KN@z0l|%C9bZd$V|Lf`?JP2}YLpbhf+~DEv&u-pp)Pg`<3s$k z-nb!G|46|>`fy&8OhY6=hm8^0p~eeUE}1~E`|NG&51(c49bC0^Nc;#w9F0-Ebps#B zIp%Uh+CCSV&07i?VdRVU1}Ov$Fs%e}&nbjOa4sAxsm6U~a2#?jedv|QJ|+Tnf2=jf zLvr7wV^-nD5;<+*h4(V;9`#JO+>`Z2A6aI8c*VW7(0K{t3)%pwf9HQq_XDykD7DEL z{Ods&A!no<+Rn@O@4c14AnT)SLrp47{(d1)i2N_yT8XqM0>NpkYB7gK)$Pa)%J(zh zH@+N+HZ>ZaISP8v&w(3+1CU<{Kb||%1+7Mr$&@VezIhVwa3+IA6SJ-6dp8f}dv3Bv zda!*7V%>D0Vs*tZgn@oP+H7XgZ#P1NAY+zuP4a!01sz=0`L2yu{`14^IxB-g4%qC( z<|%b`CVFF?|I88o`KBIc!s1U>ECdYh--rYC;YL*=`^j^%`wXj|8D7iDVYk|^4;0NU zcWxZO{kM5JN2LXuVQ9d)G?+y77A5TXKuG~?ZgL90hgBV^J6DEEXDGa~mVgMQtw$0x zI8fk@d`!(9YWSTqxod(~9uLpbqfoV?Nxa5s*P_yNW|FP-E;G1NRihN4xF%FRU=5KE zz2WH8+-g?Q^u#aJP;9n9lUsnCIolD#Nvpe0htw@TakAy=OW4?KZIqhBL>cmzYrBH! z#1Z3IF{3<-UK-6KTefUk7yRK$l&l?#1P(Ek`zcWiM5v(}7&J()-7S+1aoPDTF0Ny# zC3R)U%3H{Lk4lli)PS^7$?gNQpw<%Vs(L8x=8)P{cOi@2s(05%IBALA8W{E{KZe_l zo=bD!GU`q3tT=&g3WuSMj-f<+Mmf;Bxs4NllIXs*{=i z(Q~8Kugpq%ZORCG?bBu|u1RHZ$NU_403F)QBlS75yh3qMu};}zv7z?a{**E6PK>sw z4aegu4juze)3CVev(4O1uiMJpKcbqdb`CEw+tdgH-cTnFb7YWq)HDDNXmCIJg2{Y-v_3;LfT}$Q&p^G+6P^QCl{` zr5Oyi$r6^%nSkl{-hZ#@S$T<*Lf&DuW3~Bf=%9{;e;7PKR7iWXXt&@UyTLU{A8i<^ zOoQ>>sV$=Ez8NFl8F|{ZK?HiS>@c7g?GvKYH0a`#XR>S1IC^YtqrRwS zT^}KzKo3`pTSy75`fk@J&D@s@r2azvv5}d?1a4?XFh1X*Xbt{heUJ<+F)o+PY_#iy z`;OT2V?i$R2M7FfdK(z(UxqxfD+tG6sXX8Q`itzBOGS5tfS<+&vE8okFsuGlHo-RO zeEkIFk@~6CNGkD)`;emekCj71VN+J*J6G>?zqNa@ftQ1w7Uomur61v(bUm*xAW(SeqCT@ z=KLQr)qD&KzQN>oc;c}HJ<|x3X+e8!3nK}EQiDjKX;-O{j52StEu+kqJ!z|fGX5XS zp#dYZjcLrS={=a!1m1cY1@zfG&w^{g>?3Zf*G1IbCs8We?!dQ+zSv9F2 zFoyJUoIm2SsYx{GmfzVSa0~Gur=eS0A?PH3=ec#!R&}Xi^R|h>8eAnm46|=1Me<_C z6k>bC@qr207@qxegR86szZ%wm88aWBKB(eF9@$@Uw*ikd=CtDy7uBIodCJ_cFu@an^xPadqD14Jm_ zUlIsW&)?_sO_eSaMuScoDy`OH3`0?IBv~PeryXA>Vyq@o_m@co&pUdnW1?$*z5WF& ztv8h7-@A7!SvTWyNQ|ZHHsW$d4T_u|Z7L6*tg6Yac)NrZ2}^^t`#Z)I)BK`{B;9Qw zhBJ+0U9E%F*onpXSTu(+By8dl;xo`TL@c&%5nq26;_K7tlO55dnR^}KuxA@$zLmEw zveZ%;olnYiOaPE63)TLXPIyEh+Lras0CJE!+5Sqhz< zXTUlnGS1fF#=kMiX!|i54Qr3uUpAav9)NS^Ej&;nU?DfYYniQEdEEi9vGCzc$l&bV z)+*e*-mDCVM#7ePV@G~+*-e4BK$r0+#%AA&=~Z^50vBKiE|eJFb^S<>v49z0WXD#} zjev8Pxl%gOx88ft%f;g$6M#FThkWf{JcMMtAH0IrB20ANVjX@26N3oC-WK_xH$<brz^0<;oI4WF~l`TptB1H=KmTSkh7zg`MB07zMU+;5# zPnADx*UN&~){H?|CcvqTt5$7$<*X!}To%wogRl}=TK=DMQ5)d$lOj5a!u7%jQEIzT zU7uoMZi|1s3ze=~72)ok4)}!%!2){gQ$8~cs7DaJ_OahoP<}9zkH&lZi_PEH$xlD< z!&cqhzkHq!iI4g=diB5PdaJM~+b?dE?(Xgqq+w`g2tfq|1O({@>246DLqbs+hDN%( zyBWH>rMqE2{=aV@?ROu{0drk*!t>nsTI*Mf739d)XF|JV1V)iI_~?Z;(ju{xY~Lb# z88%W~;+!N}2vQee{~%L6i|9Pto|eIKtP`kIR@?$-)o=E=_&9~&MdAe!qZA7Iu(D34 zzd-WgS62u;F<9wmpqBBmSx>7bS!m%>RF9k6XdN$b6#%lddQ<>N1#I4bd_mNWOf^hG z$GP5NZ$sToS-4I1)b&vP6d_<5^qa^VJn4`7YN~<7wv4Wm9+=fY2hcK33JZ2Y$rVP$ zt!W6-bZ{_XT@dDBQtQ-8Nyfvhgi`)mu93L^6Hcrt!gcqKoT3((CZWGw9Xyxw7sW{_ z6tSk;rAW>9%_Oz>mlfcthX=?(bjqJ=wO_A`vUKs--)1KXRniU#fmR=!7C);jFWdPQ@QGRkrT;h-`#uEw zq=2u2n~9=`gcj@&=`5CzKS}C?PHNzu_PaIP_kfjH78<7}9bs4==p{8}8d!NDbDWz- zKK^0zb0=iSBD4V8k7}0QnAuTaL=4=m}9K2PyrwrDN1o z@%B33l3LN-jqda~oW9q5s*gf;(P`bTZ-GnahXrV``7>#vOj2a#Lu(PGRJW~u&rWrE z)JY(@`?X_r^x6)GA_BD;BJ?OS!b5lWLrY#C`f>C#)B2S)wcgl|K5`p9oJv=6rYJhF zVN*$Iu>%nf$rD>xqGIIdUe*|zVP@T&5Y7dsp3Y?CEczxCC<*JR-Uhv9zEtHK*SWzM z3}ekM^|&Rht{$W(bSxymZC4}Mt_rcxMJfu@dObx%UeEc3jnb~! z?~938Rfh<{o1x5~>-weD^Ks>+Y;XkqZ}Mu(Cm35RU$K769Yk8h*vn!)La}o&6LzAL z61BqKC35~bl#>?f*67O>WOqY9rrDv%Hx2ggV0NZo6U>3jrL3=5vl)rz4{i( zVw7)<<@6C67x-r@_T)?-oBw-0U)FN%&bS#x;)5z#QVdU&m@tYlDh@*#d)BCaEyDd9 zox$E2$QXiGwmm)F3`GbJ_IQ4_F$apRzsuuZdyqSO(eQWbjEutDr=b=uzhWwUV`7r`c+1gfC&gHpD*P7#OH@ zi%b4rTt|!FL4tga8`;H2s;}1q$G+DOb}MuT8yQb~B~~eKL8)Kgo|C~$$&RX7Y44YQ zJE8VWpgIhxO9)#DM7SSPp2u?GfZ{5vA9aif9#xP(7lDZe#94^Zw;JAPGf&SH$R-qb zCb!oPVhbI`4KP|s`j;+sbOmOf8x30^((qIg_TeT7!o1rIt#z&{{eR+;?X6dm%PUa9 z&4Q->q6&-!-#fXY+yIl75mP1$B0DKHG8k!$aeSxm^=xwR$ z$;XD{7_2cY%dQV)7Ro^iUi+rC{_pV1S2`pH)?Id#Xc>*Pw6YMn@g(f6zn;u-la#~H zA6rK_CB%=<>EpR(Y_?$V$-W17q;`e1J_k|4 zeh{SrFbI&CE|>fe72L_Dc$!MIBGM=Y`Rq40+We&LPw6f`i&X~YBe~=B4CHI{ zzw!I)iCC{7tS3C%C!+1|)J$D`KawJbPg+2!cu8M^BFYScmzV}{k!~B?{vWdHe*nQ+KWn)+{c6`MNyy=YV1wCgC|-P?_X^i;|FiqJf;*B0Sqnik@d ztGyY#Zy(LKCh6gC8SAROcpU~A6I(w-xASF98Ez&`r>B=ttFbXP*`VH;`LjTzFTBMb znIxt=5uW3u5~|Jh9X;3Px6gUgE26dN2Q8joV|5b4h;)?D@6C|L1Jx-X4HXV1^0JOP z`}(;dC;9KEOXcNHo&Y;}>c#?7nb&tEKI%{^{v0W}Jr-I9>@3{1$XMaeL@~OA*Z$Q>*Uq$M*7PBYEcQd&bg=Y+#Sf zG9~I6!iXI|Glzf%86V-7y{U6!r4z}yvo1OGf{J~H)h&wCGoZGMhXp=I^{XFIZmiAy z*7;#IL6PsCQ2u;)qzaTj-ZLMS@VfDH_~g;YuSMVfq3pwV-J_1*dR={jC<+V-!b)W|4kj)EN?We8F@6os2^_`#xnOd39N$hN&IkNt0} z_cX!jA#|tXgG@1(#v*isA>YaO*nn2l%=a5-MUp?m7gh!QK?Bsv5B>ZQYe;oHr(;xQ z1sJbmOwP}U19E1OQ$@aaj}|C6P9~j8SAz6?ti|?6liLGLEwEQkkXp#|Vshv&_XNnO zkm?Z?XH6`g6t+mQXP@l12slt9yiXXZ^nKKi%Y0*;Ya4I85waaH&9aSwmv5wZ!S9{v zKg?;e`oG5YG6b)O!4s2n?q@Hoen&gJ{1po9jnvjMH2Z^&4(~3Lu5YTFwvvVi7yb94 zxZKdMO8_IK4XUom*`7(Y-*-w_-O5V54;G^UQS!dBl$@27)0AQr8; z8x1bx*OYa}3Rt?fRT^xkZP?b0A4dGmUh8=2E*VkD+dRr2t_Yi2L$f{hqMU`Fg6eB` z-zHopjx;lBy9pa_zDi6|v(nZ>4MNfW{lgaA2;N<6@anB~SY5 z7sBCA6XTaZzl9sJ=tcLc^u$`=%Z8M6iIa7wl^zI^06!BhL$wJK?5N-aiVrJkFpC4L{MGU<{N1xlUhB+&8mcA|LBCU zEPpOf+GQBwTS*jGxBXY%R6i9{Toe@6mLF|0wbZd4$>j)2flW#0F4q$p54jOD5ceO$ zN3V;M=$a#HkTc`@v%VzbR(mk7e?voTJKpulZn^gp98Aek=<6LI-`hdshq-e@0~Iu% z2+FF3?=2I0n@L~^&UNo^9RGJSiv0iFjCFmeUsLz`wt~?m3k9H3u!^$#<+`WXE2R0Z zE^Hz1we>*dYkJPwS21!#X&-efMuiuFR`Z`G?g^l*S05JYKGZFFj#WDYl8Nw7MZ7mt zZ_+^}>$ui`F%Nt%Q}rb2xDzX4<*M)(??*Kc2PCiGP28L zk+6-4j7hb>(UgWe?nrdz{iiX`DUr6;cISv3Hu}clG_S^^eab&SnsR+f7Q0;wIT%S! z4X|sI752*^hNUq(kk?)D_oaNc6yb84x}dUbDA!%QV5FRazVaAr6_(s~LN5>i=Htb%=76RfJZO=M#0(o#0LhlXbapv1zLvQ@lsmU7re1TX{yM1Az9r;A95ei$=BXmGhPESZnS!ii*yEIQull;D6jD*<{U^7=*J4>ZTwD&c<>r8vE~up@QlMRA&Bp?1o5i&?%*%gOY))J0qt9tFP~Uf!|-NG7c@I_WUv zC3XbTR@Wg^{YYVZJ#~M7m)50Z$(xH@q&Zb6078WcocGItG8An*63u?sWwmX6;Ui&L;#6fs#PkN2uIO zv4;y5T{Z*mvvJJfQ20~8Y`R*j3F)=(Yz7UHC+rgYMF4Og;ex`f?T&n61B=wD$;-Z`-iNi_!G>-rZ1>RDZFMv?u4hNv zNm`8H1~RD&9EYo7H^R||6v0vjq+J5yIB|>w4sh(i2g!4S!1nmppn2XaCa0oLJHV#3 zHBndaU~Kj_q2&mqk7Cb|DUduot<)HmD*=-&@^q*j@ij3N1jlFYkxpA&cbq~r&QBAa zJ2B&JcPYc~NX9zGQNP{iS(DK4n&;xNA72MmU!neOhw##S2Jw0(7B9#E}B{Uf+m>$#I4({ zAZv@BaLK5%t2uTRJ3uLUYhv=Dn3MP^-kX?7s@)u$fz8D;wi6PRQtEAi(zh#m+KrsL zlsFR8KEM5!FcF9VG3>nb!a6@6Z;jUTJvk2Zthy$I%de>?_|?nde?@HoQFMZ zBvpw`ij)M<^g?@kGgkjX;5^d{#Q9-ca%kQ&6Fst$$5ftdQR7(e&`*)LsYk z2Ily$Y>RW(KW~=BkEYonyL<&=WEF3E2)GR=!oQTzjk8m0Z8%; zq|GG`*Zp)FW3L?l=i)&~0owB5?u z#7bIDEpX)sAjfpE8W1R=)do5Z@8hVeEM%S#6_xVb6XI zdP}AnZ(2|K7kO|Tf2V=7lDBlie#ESlq~O-S3e?!FRYE^0_nYDKJ7z+z^=}A`%Zwfa zuZ>4}5nj__D}`d#-Ac_ot*{!-@z%!*>VG7{fn%S*rjSHylp!S%WO&V}G@;*jVJx+l z#y2;b=9dSEPK(T*ztD2KcM0@hZEU{}+r zxKg&V_nobmaIs@#*ei8z$O5+@Fm}z-!q!eWpeM-2oyWS&@SSyu0cy2%y_TW>@fZ^@#qN9Pexe{*Z2OuLn~JJGuY3BC>tLij4&&- zMXVVYI}|-U^Jf<1+N?=`q9D|62EVM&Fj&Mh0FjkDCX?Uq`f^XRWe2mVVy1Lnx>dA% ziHu4`q}@Pbsw*}52*)n%Blp+O97Sr|>Cx$^;K^y9M?Xi~7g0m8A=(#TxSE29N8-{^ z!?q^EaDvn#HHCJa@>7XwsP)SDTorMzqLOHs+#b&-fgX$_4Gw5V-BlX5c13({Q6bU{ zmL-joUoVop{s~IG<)1UPk!tK-AUC>YU z{Kpi3z6G)9r)1ge%=~Z|YR@GQIHG48q*6h6pKTmj55m+SuB%1BEB|u;DMri`$m8Ng zT*lZNz5+S#nU>~VeK8g*%&C*yZgD<=uTn+tr-B~%14}d4`wldZCg03Jp^?a7BP%cN zY7B%sUY)_6MB-T7N`D;rfjw$+8LVZPaw)sA4Vo(_BpTb;iTKG<+3*mnX<7MnAkS$W zmx#qwM-fNP5=hX;*sBLMo`rJ<8*xPZwIBp-uXEpv$MAcjufd&#Fouh9p%W|S+oVCQ z5ULAH9x}V##A?;M?tmYf8#>SIlZEPjqArui=-H4o-JAO);}CwL zX8)E}l~&ZY3!-)6MJ}N}f{O(AJ2v#VfaJ|!14?6y;x9nWB^$nE68LVO5!7-*Y~a|1 zCUmcXQpbc^owwsoVLgLzAFW5LMUH}gtw4E$dB4eGbjB}TJZ7x|n^M3Fgh?}Si=L#8KEs3;*(V@fVg$D`>)p7 z_cLTw0P0~kpR@AQXN|1UJ8O;u?VtV>;I^`BQSQ^UI)nLPfLqGV2F1&hZ3EG0pZh`+ z;@SAQ5EKUCN!|$fh?{_5BQ}`v(TaYSfdrm$1*K#o9YyCr$>{_B{TKyZxzy z7~?L(`AE-LJSl^@$kuPI4HsrY=@~RnVt=7#0e$eycvy#xzOJL!vr7nlOUSFh0Zs`gvh`S$EkpYq4o!dNyQS2>%WAm@GO?g>3#E7b1nLA!V$R_ zjNgPYz+qJiEkA4Eb4X|u2XIkRT!BN1sS3#tKlHDoGyg)1Naz<&`ZaPF)2;l^wK$kZ zAoI46M*3Q2b^pD*l8O;O|MxELfJ`mw)@FYipfXjNd|{01gRi3CTayy3Dz>S{3_8_N zCVrec81a8BraCl_R#a)&!$c6#=3}#h0Kyq8bLiszssv?}0v#jk6O7S+w!!vHW(QbM ziGqa>;y>VgFyIsI=UE4EK;U6UKh=bg!hR9^I0YQt*KKD!Z0M22s7Lmp`JpMz#=H!x zNt2+niTmG}CXS1EhwqtWczHD5%VY$!9w^9ixQ1uazFAcx0(4DDS~1*7|9htj|LdKi ztn`l#`V|^_Ft7?*)a~5H2X04feF)fdx7lA(T+j}x>vhgcp5Y3@lH1^!4%|gS4b*yu z7@JWa6hcMd{0|`>If(k4Lg67=aN{l&uhcb?WJJ-kbfM@`UqH8xaIXbN zdB%-8rkv>@5_aqK#rrX|4W5lhfJ3hjYmxb;;PLdUX0(Ye-+)p3biLqBw)sqgh;LMM zfc}pWt!tKc?Ny*ZAOU2kERvwbssN_Tj+>SdKY{27hhuiBCSq-pE7jMCKUzZpSJwLB za>2%a0v!9_s8*ig?BsxG@EENSSrGp+#g-NpUAsbKoTe`_5~cN!iwQin8wLda9gE3j z&6~G&CY`5~R1I)LVvhfge)Xby)^vIaFo8ozvl&AjxC6uS^$w<#o223<&luz2y|0K{FHNgi@lX@ zcMYPwgTjq_m@ia^;4H=+eI;dn7T=f#%Qjh$>qBAyVdIBIQl_SFXI|4p4D{~oWIRwR z)v^tL9neE=%xLM^1xQLnK;oYm@XP}AeVO0+VUr15l=YRidyNi8Z6q+#AC(c;?*D_k z!2bnzJ+nbKIedIl49JEHmJdk%z6umHdl+6x9yn3@NWCsz&-TR%IL!~9r0&y3b}>_OJ*HkMNde2^me#{@(wS5DPx>Xn>d7qwLm{c z^#O7SuUaXc|2GSO2xjjVzgLJEnOo9^qcui(>FIF9plS>f6z8&(_da>>bUfI}$8;lf z9b8AGEE8G;o;1cDe_Qk$@vwF!-_`p7UifSQ*PaG-OG_9FA9)}>PN!GhNzyP9yQ~0s zBk;RI3hr*wiN&yPo{U1h!?mFb{mIgX{xoD!VnbiZlSYE`s^jFkmOBIeGY{zL2lbAx zao~qwDh%noM7l+N2x?%736|mEXGk4FCEzZ?Kmm4eevpQGgITKE*%&ip(0yN0O*qhm zsQ6}0!^7gUu|cP3Vzfa4kIuv7zik(GPxvCZ@qxke6GT~C1^z=oj;NZgBlZ`n(jv2Y zT%O296tDx1#*?DI@6*;b9jO+v7HI^P)c&ye7#Y(Uce%gcGr%ay%)T}KEb;y*pTFEQ z+Ef8`y4W7E7E{)W*9pxq(|9V{w;@oRoGn!$m4G|ESfO6HG*f4&!NQktuZk?JVPzxC z8wWdS3&oTqZyPrR`)Ju#hj?nhO9HT4*XjPiY>Oux?Q>q0 z6F3Z#5><17#_leJs-i}(a}&THE@my1iZ`JwT7aMkA$nBhL71hx7eJ{dh4lgKWYNr| zJM9}T?!Sm4ga0nO)djEc|Fw05|Jl~XAc)FA%Z_gsqTTN9X>es(hz4YvQ)6M7U)vn7wQ zERv@qp4(JNI88Nl@M^(~OYJf|ffg;tg?#2@gnaK4)9@rV8>oE^$(%+Y$M#@9c}Y78 zKctff6+YAZRj~{>&2tq#9@IkCa_umbj)>ukbaFnwLJbHQL4;|gct4(s{*3)870DyO z`%dyr03qHBl%6d;9*ok^yM|x$Y}h5NvA-kozUw<^Khh6l#rS9jg1bsZUY-c0eGcW> zD4{WYLNnM2O(u1at z$6BkV5^4SEI$lk$8fQhMAW1}MFjR}LT#Z0G+sn_nsd4Y<*2YikHbP&9!0@LF>k#F>$ zy|+728-1!KUpw>>=8&1eXj7J@x)sa{#ljxp-1yib5#jhjdDKMG-J2PhU*>dKN|P#U z;+x=q=s6$>;^Zv#M^>PsXmxpVnZ_2cgy{y(0`>NnDBR}BY1BtRR#rfaU+)QDi_z}%wWOO z$ZMyV7{-0yc-y>WX5zxFTf=)GJ0L|#gctw*m!peQs;`V)v!-`46I0D+bMf^^)9`Z? zbzyMcz6jsLTLD>^_4aY*czGZ<`eQhnKdqLMg zeHV{$L$4sTS2tqv#}^1V=m%H@0i&c4tc+Mun*86C7O`K?h<(1iZ}J(2C>>Q?BRgt+ zMrWjY==z&J5IHoCJNiz65}50+=0+ybiD1}`Te}M_(RZ)b<9GTOA4y@ZAbDDSUoDn5 z@M#M5Sb$tEtzAiwcxyv_>w9Qsa&TBOcLO! zDeR_W7*hrQQ4yEN*W-s_E_@;B_q3G~LkzX(4=o}2i1N#w^ic)gv&FJ->@;wUc3I{) z{~Jk*YiF065>$&R4z=@5&%JA-y=0#oo35W46pH-x$x+{sZ;MKkwX2W@pNCIjVH2qo1S>2 zJh2yE=nU!H?A^^zWPXr&bLfeKtp^1~Mnvb;a6Kx8*zk3>ro*SC&b)vx&56`ud?@qi zxJ>2#Dw^-UD|+nOKAGcwk4nv1$+%BNL}4@N?D?lxX-rIr4s^%s=UrEV9c!>DN+uGt z);mkL;dIuvsRnXWb!|ghg*1)qD@2}=o4E7#=lK&vfE~A?q(i}h83)VSex>1G>=7{r zX_l5{WTSY6(~(^!GrXUZ_A8Vnjjf^9D54m9HzQq2$u^gX4VzPa#L?c^1y4@8@#zYa$yxP$bxq=L%`v56|c9Iic3* zq{hTWkHR%e!pmgN-)o$k6y)8Gt<~ULB$zSUFpm^D#bPLZD3m#&Li}qLp1PH8^ZM7v z7D8M7V%P3ftC6j=18$fAVK_Ad0jdU!BHSWtj!>vl-?K0{#PMNktu6pe(l8PF`v|b}?Z= zflk~Uou*3X-*g-#T%^ty26RmV+Z{&h7J*9B`W2*%Uhpkbenf9;G*u=BGNaou)Q;#t zlsRq(B+YThZ>vbZk9T}^Pyz4uvj!A}&tHgOWZXCO0@7#$rxicR&F#XaTaj3ZJ5Zyn zEv4V_4o++OY_<&2C-XXpq+0%*B$~pG4r1+f`@0!d(h)dKbk~4qdnc1V_8I2`pvY+g z+Cy%Ecw;B-?*w1Y*DWxw6%5 zJ|@{d3XZX3#wk;$cY6Xov^B;LAo#J&tT~|;>@#xzE9DAC|0RnuKz50e#pU!WI7LOF zH4%TSPE5?zE>i~XpGL*0OFh}{6J$#U-z+&#y0<Exvuc?uJ zHtlJL@}j`|f##D8EC{oEA|C22Z0^Nw*Ly*l)al0M7nQ_>r_}!M74FyOn=>iBLF=@D zb2H_2XwqE-YbR6LMkW@uh>VPsw2kPEOe99mt87NPQPsB>vCV6hZ}D`6FZ{9{&q%;g zBPGG_!Iu4`n{DA4*sq~FI3F!|<}fg-^y)guLn6lz9d28Bh@3#w>To7%ab%5ih1mF@ z%u0<>RRp9w=<0e;(rah}vu^i%X?A&Lr`uK)_5DU34mBv^XDoTr*H56I2w9&;FKev> zX8C%JDQ~Eceq{8{lq!)Ys4$M|GA`YJ@clUk(S%PM`jS{Gtoc)Z@ebqunO}BS$B4k> z*m`xbbo~~u5}6P>zZH6p7pHIQb4V8W*@gNige1O{u($-KIML_MaVoIbQYso!~IP32b`LFn-rD z(;MT1a-XY^kmtNRszl1ATaI~*{4kl#IC-|&=Q(9>R3|6EHj8i{8(Sj=RCzc2{}l6= z`A3h(b6;aBg_ZB)cYB+)Aw$U*p3A5E&-9+dS<@3~o=#qTz3%t(^L0K@Wvn>7JWV$F zo#{Solyi6C zG>{@5GifXA7jtN7FG+1TjL3KmS&9r0qlw0{($I5PmvJ}hPz}iF+@hF6!U8?4;PrUa zP8<}^;L)>JGpx}f>rB$f=Q3I#H#cD2m9IQLjChNyMyFCMQ7 zc%!OsCw;m1>%lu>Yb(dhuhA@YR~%*?mqD7J#6iBF>J^P3+)H<`9g>Jq6Lxi*M%wvL zN0@+rPk_4Ws_iTi*;a7*%TUOXi|RE7e@!AYVO%uD4NJ?qu<3fhPi)h}Az`AwgXY}| z(b+DH+%7C)oy@xBfIZX@VMFLPK*1fc{ya-=6W z#}ygAS=OsH{RYcXu|khFi}!ZjWiDrHbHJW z>rs|W`}`(|O1}PZ;*B3gumSv9{%TGDk?3V`+y`IXGK&%qziWnb|E2cAI>&d1??|9r z`_xt|najH3KY4f-*IURQ8zQtA797N?;vn}_sYILjODOC&?21M+`V3aqP|CbE3c2*< z`_sVA8tQd89Y8fV``CZ|c-zrJv5U%e;cOE~x_9;=smL6_@+IvQ>TdxNSEV2f3=~X@ z$66h_t!|7#!MELTyDJ$MlT7AJmm#oHrN^`rAB+1z%~n3&P0Cg1`X9CYJk7TI=}8WQ zyTN_vh+)HwEhp5#y4Uag?4M|R^S`(yFcIvo#n%z<%#|9~;tY;36k=aKRrg49IEISp z$F-m!(Pqs*_HxhvRpM!$Rg%~D?xa;btvsB^-uFN!AJ^|Ra581}ai;{?g=qda%?hB6 z0$hkbbLP-C`2Pv)h+#Fa}OOYYtR!`JtFnyPMgOnJf z1d`^zWM#XHE!kJ>?lcwmS0&_`gR&%ALoenFcJb;ix-_TdPw9fS5TQSVm$3+Sy<(%z zhB+fM8YVI}yM);04vo>lw$_NhHH|P z-yFi=M)4)TkKE>{-(GUXq@1I?!^!g@k9lyw3vw$Pyc0c*bL37UaIsF(# zJ!Lb=_+g}&d+-Dr(S%O6StOZTg9w*%9*loB8IEOSFPQZa9UnJ}$nfZdpAE~e3j+0Z zT$k6O{_PlhJ9}Bgura+#vl$y(k7u8tK{~bt(O^ooC}*TU9DC>$-$qr58kQgd=BsxI z%;oc0`|18Te@|tE&IND7xf&`6vA)b+bZ@fq&0pfx) z9-M$bzb8c1M@PiadFFm(qX{Iw$=c{6Z)|ab7-hQP*__FsrihVHVgh+?L($6|sE^-^ zai%3Vtr|k!-+jWNmK3dP)$5Agc!*4hkw7^}5?Dae(#iQyTi22lfSi|(dL3cAPnz)0 zLwbJ!q|nSO$O5c@FML`CSmZ69B_cOyAcFS$5PbN395L){H(iVS>>}gk@p3Oa=0nEQ zp~e2zcYB}B%hsC~d#_!w)q&4@Jum6W*6_Z{Um7zZ|IW+tf1H;!W;IA3-H}*p>-9t8 z5MfX0yTk-O!*3_&s}CzTd8`>;PF{}}G0I;bdbkx=?{|dqQ#g5X#ZTKW589p&CKp$( zLDv>solkuHza2ay6zY90GnEzHr(b4{xkm!C>8!wPu zbjVnA6VSdR=XK4%Df`ia(P0fGF%c;ay%s>4ZHDUCkOMZ8&&l%4@Tsob|F(%2Q1$S3 zAOBdI`_dobD%o$G^KJC4bnOP~ybhw@R-kP`qgDiM@^@dI-rk776wE!Ib8%QqQY8Ho z*Exb^fJ+75TS<1T&T+?DIv2z1lARc`SG|l*?t+iQ{%ic1mizK)asBss=Ln)eJlxI| zJUORF^cr-vIUYXhLG^?G!dCd}x$u-376%Lx=>b;F?r+%Gt5fGm2P1@;2=ly-@wRM( z=tx+9QgN9Zv>~CDo|WmY0xQYsJqLIp=Zpkoj{L|eZcK7cYK70I0Q9I}eBAy!0y!(f z8<*R-cexHs6ZLEPO`3uJDA{GN@dm`VBh?uviuSDE)(0&@MGQIx|=V&iI7=bTX8b$LU=d_H>MeY z%D7cFXzmt-(a(hB6*FzB-kp?+(90VB=J_Nv_1^YAE)a(_guERAKiurlPJ2vOCp3P5 zw|BxB!_9Fwc>gmA>`W8A7qGVSd-N-^UQRYrFGN_RNlV(>OVb@?GC8bUtpq zIgz|Y9+)6Au679J+-MtURe}FX!;QcE2~u}qaE!5whwd$jqdDaU*@TS57^8@`I+)Cp z3`@SGwB4obPi8y|yj&6@Uu6Jm$5Z^SG{3rfjd`!|Q%iVN#~9+aOkNX=uj&{uG=?fJ z3&;KgQLg?AM4`pli=thHRrDZ!b2qjZEmW$@IWEub;(p2ngU(cUznLOJZ0;FhM&(xg-X92z^Zf|M$r+-|XyrdoSWyTc%dbeDp zf9dnt3Djf!!ihzoEWb1tUW=nq%gp#J%aT2hj~gRdgu(8(pc;>nSrxAWRT=fU5(y{+ zq9gPnC%RhlT_>~-ndM(2OPSSu7)|yujajgC3ge`o9Kv+(WE#m`LKya9f{;QN^x&5_ z4A}xRwzwRxhh=bu9beDCMd9B-DZeDZy`*fKE`#XQU(%ILlG_KQ?|;)uu7)L4@;@N%!5f$>~?4}DpG~$F7hIX%fGoRa&7B7glYpU+)Aly zJh}UNGLxIzrZPE*qD0{d5zxyE`)pl6z3hghh+&EyOBibaK{!;Cof@G3%miN;AaoFb zq4Ahg@j=3V=0o$o2+77Emj{nrF7-k+hhHWFUwL+0wVl_!n#`-T@-h>lxf9QdkC zM9itSWJGe8fXiG6@^nr|ix5w8RQXQ47YWVf4Oc;NE`y?@f(X??EXwron4$sF@etCC z;bL-fKHB*jR}&`a^fL-xf_o53hL9Gl8@T(ad;B#rktd6EN}r@yV$&1fDxM9d@MIGGNmxtBe!wYWTeTB){wrAJtvkiKmbwA)+ zaLY~0Nm?|u*eBhS63^?$yM6bsC%E}QY*P3>$7%yl%Xz?!a-Tg|kh+{SQnv=-sd3qZ z{GUZQ6%c9ue=Wk9{`%>dA(=KaSdf$B^I{%ga2Ic_GhrCcc)80^9s|ETx~%%%oRulG zJ=c^e=O0V-p!3>)eOR;&u_1C<`$7tiI8spd_4GQ8dEo|#$zy(CiM<%#UI#r*F%tzg zNyep|%BnKqC!R&MMJIYlG_h=#&?l7T#u@4L`G0Iv={9H2v{XPXkdl*6iLDK;=#4w- zoQ|Ej$GQaH)dp6)x6Ew%qpP-=FH#7P87cR;lzvuozCxb!n%%FWyxo)YLzR zr+=W%MQU+sU#B>3!t0lp=l<|1g;edZ^2t?SX!Acd8IY+QsgI|V>W}n4_YFG}!F;hV z%QpkkQ{cqc^U;N>39M1ZXUfn&{>p2i1?MxqkEV}N8nLn?O?yN`c?qJhGd)vAe5VSj z`#k$epw*JUjJS@HRmb`iK@*Qfu1Xa@^djK!H%NM zkiU0N3*O&sCrRZklbtTJpA$EG#~DJ4&)Rs>*0CIWu*;fNH>)dsI!}Ly`Nw6F zMf!TNbF(;6)!5leR>u7wO{Luzkq#s+nv|#g|j}PwM7{RtX-n1bP=zUJerNOAW zjcaziDrEC*(i>YNSYAv7JT_CfpwjRskRIyNoQPldzc5UHyEoF@W#|j_dionALGtS^ zhw*yyHAuV-Jt$&`+o#?n2jQ7&rhnB9PYFWGDIfhA=-7U&cp)KQ23{{L-VX(ZF)xLq z%dhJ4dHv9LGGxZ=5*NVIj$Q~-Vzh?(=beAv#FLRJgvnVUq%c1Ulzk^W$e^tng9ctl z20PB<@o9$A?VzJ1k(KD7s-Aj{v%~2wFgP?nnoXh-b76CXDHMB%Kg;3!%*%)2N9vlT zvbg_x=s5qto##(;DHTcM#P%wbKr99ld}Q}1J5?ZIr?;vSI6l_qoPD&L+}l-ZMOl_L zsM|gmF6RAOqf-zDNRsb)HJs%GquJ`AvARocIsK#gt3@lbz8tjeJiRvl!=STFUa?G^ z_4M9xT5z3GzIWhFb7_ecqS_sw2wN|L*PW}IFhW3-uKG#6SF{&Vxrt<9?yj-jretyr zBM4hYxEIY5j`)i2EBr(^uy?T6FRokwaXA63hGbquh_SmwL92saGW(}o7$m;=h7_0% z_~cff-=Ru~uBTvq(+>4DuBME#7Q(!e!V`5gg}D1fl)8~eFWicC&5tYl zgWHjuY_%x8_fZ;){D+1@<)clAk_}4Hp#qXLQuVfosI^MM`y9O)_R+LA2%@tPWrKB6 z)N>SP7Y8V-q$~oRy1yq}*1&X@UW@UM;<-=cixQeL(hYyuG*wV8JW`5l{}OPq{{*#s z`y6J(l10iNJkm*GoIaDJ?PrdGEBR`CPTV|I`pvqZxfGYMB?AzCiO@*OoKh;s_UZ0p zEV(&?RemOQv33 zGj0g!233G=iuz3c80?Q0yB1BK;m3dwW8NQL6Np_p^9%dw*oU(0bkPAH*9Fx5Jd8wv zXb#3}O^SLDl2TZwKeRTRgKBiR_TZB+4Ql#_&{3$pp1p1Jim8IM848G#<40aOn*Wx9 ztO@pIH&oRjK7WGf-t4`hOQZIZIS$!7@$_CJ&T!B@+`=ffW35hSIHHPkh{2qpiKTF5 z%y81#hAX80WUW)UbYV>G_3AfQSd|t=sXu$v!cA7ggHh8r7)c_woD3-J3^&#aVS6qV z%kuNj%5Si|Sh0h*=uKu|>~YDV)I1W{Q5gZ!6z>zn@WthP|CL(^Jl3p#pBZ*_OQ76* zL3yh&cVRqvNRWm_7SB7dRItog2#sW0`4vUNFNrCPf#fP?T{uoJmqiwEAnv-_5+>7c zA|FL-;+&t%E^NW9NMdM*2LCtx=N(c^j`=`aST#bU(p*2nJrL-6rBDyY-B(Tv8n^Wq zu(sE8ho?SB2VYI8O=`BD6O&Awx za;ZFt`}MX9-C&Pfw_fkmMtWx!|dx5GTST$`JH(Ek)y zzyGVmJgGo-ojXFf&&U=Zy<3@J*CCSR$WAt;gxYV1&AZ%>`)Isv?!QW2y-V@*v+U&K zEc58$u(`gyLs#I>@{c~b*7|Wqed5t1;qaG!EJ<)5xn;7}{9g0<_+vz^!_pWum`xmg*@cy3Idp~;{*%+hVb6(@gS9ySYe#f$X z^p>{MYr!ce(ch5>7DQRtpsfRocQtA_Pe;civ7*_o#^1cqZ&B@n;S3k7A8P?gff}%HczsT@f_R_&>-QX!4%VDR6(T2Ln;?u(yBzqr& zPigVi`n6$yvFf%do=q&l9eRf82<}m0TUO|nhQHr{qqWUw`j9ekq1*BC0{JY}E6VX8 z?yrIE4R1l=tmAeI+}_jWVh#YP%B^a}Wq3`#U-2!k!r{A&T2iDyps(ZYw{S;}FHhl* z8ci|ZKi6^OJbpIuZmuy4koVe+-(N9JB%CYrsVW2F=WBYEX=9 zRg2z5Kbufj38G~xd+g_30H6AYq{62`Pt((_B>OqCVZuQu-1NmLaC?B68gb{i`aU68ZZ{Vrg4p(jmOx=1PVkB=G z$EzXWernJ6w6_rMjZbWrc-ko^KVWRhATxPys_{&T;S`4F*3!J^y@2zyg8;u%<+|Wu z-v?%Wd`hIVpqbRogV!t9sT9L4zsY{)K@lw8}5;Xnq8)vxO4Hk zfFN9*4H2lRTm7xgkX#t!{6|b*eoSQL zBp3udmCV(7MV|yyGQ~;J48~#?;*DK^bbzj^i3+yvFnQm*4qq~md?#<a8mS%6TeAMmdp_O^99+|6$$c`$1-DJ%%a?6H&Mg( z4wUYV{^6FuzYvL4P@SgooVJrXz`sUo)VLu!lX*Z*uE>6}+N~q*pio&PSQ_Ws9xg~it{}?nCyKq{?Wp;yo7bMao zj}BqFXvwSY4^a0Y;pShox~lWeHVpy2gd`0YLlSi+2o zq(_|>)T)-W#boF#6E#ttq{dzCaGbknTn_2$QSTSbw5uHlzAMt^0s0LFWb!Ij>pH+i!M%AKt;QS;#M+#;Tmloh(BTXl+GV$ zfNXul;F%#4yGu3=yLO<*lkhGbbv-T{kQeQ!l{VI+VsJ<~soNV@a@|IO4`S|**C95Q z29A;M>mvCN3x7(I&Nnwh=PriCa<8NuW4*y#`3K>i3||3`2=u>PpNq9yBZnJc_|FHb z0Y0KG+i%CD*0iMh?OaDJ0{{k3B!il7ay(m1%!IR-HT&@b4zCCE7>K%@=}N76y>g`L z1tzpTpZ~&)dlivPT>64g+aEmtzMo8bt$nKvWy=ITFKp@ep@dwZ(Rd|rF1qx?gJ>VC zRlayfu8q?78zr_~W}Ri8wmqC4^h6L{SExgSGfBqL*IU2*{Rr>C_9RAY|I?FF5GMg= zou>VJP*~6$Foy{*_bn+61phnUS)rj2`6l?nQ7x5M$cbPyU0Kkup@7AcrX93DtYB6p zDJQ5PiM%B2mtgooXb`RS`?oF+9U_|QaaAfYaq2pTG|;3dO=?I@BnJ(+nzFJMY|p;E zz2)`F)YUh-+ZF$I-NucK@}fBc4-@83bW{6sBBq*rLc1Q*csAoBVq21T$(;lmF}?ZOaSf*OxU*4=^qwZBqQXwSOml8!H~?cD zBTyl8awqj~SwSh6m6tF|ki%7-_$*-=vL_6LIq9bp6yz$U_{{306xAYLb&GBAcL*o!>L;{RsiDS{kWy z|A>~?efY*{UxB0VSsto0!>_5>((4h?ln|ri6z(|l8S(D&16Y*7O~$bla9C_9$S`S* z_V+8O{_CB6uok4#_MtP6Zo_kByPpS=#I^hbI&sL~?kbdRWM+LsLT%?b8A%rnrOvlk2bR8vUI0VUPrg6C zNWt%gL0}2EFvX^Eu$4i@y#bfS9{_J? zD@uWK*%H(teznt{@gH4DoZn-+if7w~0U#=Evk(Pb*4`mdOX0lTD8@5z$SYscrqp2L z&;@1FTy-Sz|4yJh-X;!T=hb`L%rg~25&9P2Zc&<15MC)l<7|9=cb=yv71ko7;3{-2 z!KPq0scvv3@5!kWO=`1T;|_lD)p)B;90rt<*YG+uwr@@hMubPsdVqAT@GXT zzPz;!7LJDAX1?xjsO`ix>sgM6!Mu$ZX^PHBsjWefuos@%X>;H!feso#*d5!4?Uw&e zWW-n38inJ{0M5vM$$PKEJhL8Q#oUh+Nvb4P9rTb}w_mR@Uod)4On<0imiQUu>ybTz zJ1l1Z3Km3CkpH_QhUaVB?_okI5xX(=-GW3V2|Ov21l$wLI1g*&Z-KE}A=LUsxRSgE zjV|s@#@ugv2)PWUJRScGtAHnpnD%*`!hUcyy)#}dnaxf$czlcV_u{n!^~;QkZ*lfS z?$E~Bf6VGamwiYa_SwW}_ zry*KW?S8W?Jh#SfG(ydRyme%LqX<1ps;uAa7QaT3o}*)Bopz&uY9M|YuMfM)ptQ~i zCa9v4CBW$NjE=Q`Rw*zMuvafR!@04!ZDx1)FfIniw>-{2jx7Tdpt$|ger`SUkK-G! z^uucNJ6nLpuLS&k5;WWK7<>P>Kj2YuOsDggtKXyo!P8ZF0FZ~eZ=k>VBZ^5BUH&g! z(;}Gi?_*l^^x4z1VgVZMT@M`Y$^99@-#=pi)2Rc~BG6*20E@~0`)s&T;9hd;)pDS0 z=>#KqU}RY0s`38SHQPHsfDN%Yr?Q0w%r2$U1)ZQge04s3Y&`hP(d}}N-M-d-9^<%u zbLZLq@Oygvab(;nt?zkI<8&L%Kkf)akLam0PJ-Vb{#~&UNP~*{0g2rqJHL(N?1SZy z;e`D}6F)TA^m+~HRcC;ftFVpd?laHUH3ogRH9t893e6H@LP}UVUcZph;qrGppHXg_ zY1{>hi%VcIQ<)D=kt{2|-kS{%Rt0O8)G^pQ^M5#iJgGg9->sz3XaeTLPd)T{M@_^N z7N5GO+$+gwA*ths86&NGO&>?`P_Kv42uxlNtB*`3ay%@)DBEnorOWJ}1(Xs1l@0fH zw4*8!Q{J@?Ecjq;f#a`zNX0yJ;0nF4%m0#tfPbo~&H1||)=6SX(f;Yu49)(@v5jsF z`8Fh^w~u@uJSpa7QZA~39TLtTK{oYXwy-17P{P@r0>dCL@fQsNl<3PZ%_Gv!$j0D> zH^Q7U$6hzUsG`@mYy1>4_;-A@8FUm+JsUV%f7blqp}ZfcE6ya2DFyjvE>4JUmyga9 znnotp*9VI3Hdcz>8&9XRMEr<_AD;@rpzKZ!>*NiBNX4P|p)X>yc-79tJ+%2-l_oV_ zkF}Pxon=-daf0>@@bciWNBVym0!#(%FFGeor?Ypp0+~N+!(@bHuryeaQzTG zD+}ioOv*P=FCTR95_Yf*N-lU)YY$K;jeVj4hJT8thUZfuAk4PWixCOX|j&=4H5|ANI{+=8%> zruNeRqV^qpWMW_CN4O>N=6l$b`h8{~D1v>rJxL%q-fU@nt(RiI{*0^sBflY|P^q4I zXV=D%tZ{lOE*>;R;@!QOZ7Aauzkpqz`{{|*GlUWzAQ0aNZH%J2$Dd@VaM z<#*f1%18X)Y?g}VNbBYx%Y_U3Po}s>-FT8h@NDcB#*KZ7{oU==%-Ed671o0N!VP5~ z#4HrIw*3U=G~>v}aiPy)#p z^&0z_+$$A3GY0VSGrX5u?z?1y@XwJBL%p+AU| z?YG12I+B0;q4P$W7h=yhZD;<&H!WwrDfOm}3bEtP_N$GZ<&lmqla5l)_$ctgbL9JJ zs2sx6@<*w8LM~O#e*t~5OLTggBn1(gW+h%$y~RpJVS+F9H4=8e%PbXc*H!AU^B zi$4}A<78aE%=2#c`67&Pjx1`#FeEVHy-M|E7Zm*Vs8mV<8sW2Slr$$9qXc%DbZ~Js ze(ONu-_Q@DipJ6@*rLdm3;+txB`Jq^z`dIf_a+2KC8FbTf!VZKb6H9*LLHeClQ*1g zJBD(v)88OyORenJ=nZjr+P-EgOUFQe2<8=|paaGh(Z2RAvZ$mPMLV5`Y1Pc(QphiV zL#FR`6}%CnpUS2)pQKL_;?(Z&>B|g+(aJO*=(PfVeA7?NNN&ne6Uoy1lZSZE+$Kld z?=_t4Z6+2b{2OmD@MMxMkzv>DWnrA=-TR6lftA2d)w7?<#XtBwr1g^Z6Ycv&uwm_A zf1%xWgBrk-cm{-?@{xWnADCWZa}zY?#bZA6eKWX^xXf!zJCR`B8{6%}F~j}DJ1||U z;RSqgfNx7yuUjuNC|&uUS0a&9?{qi}m*0+@b}9PoYiuR7EWw6Sbo(325u>Egoycq) zRij37of)O=d#DZ6948d_VZ_rnf^952%33WU|amXsp>c~GzQDieby|fQFW;!}!x=;J? zV=QlM{Z|+>f?e{|c+Sdb|J%?l%Pq2Vap5rT)0?wq$aBO_Z+j;p*O~v#A#<+ey!-CK zrAhu-*yJ6VmD(hCBV>#e>l`H)`mnN>%Rz;cX7B zZrek1yW%ikS=8PET5~C7qOMec1m?bKE#f_=T#I|2jAVVWDyTX#fe|m~*fqSiZ#Jw# zcec%@3zCP_He%~f=^45oBH=1kHbmmH8tsCS5;Z*gdJj-gcYX4W%os3X>1mYoNd*jc%x?b&2Amr4!P5xQtac?fYJp z`cujlTwHy)#o9uRx&&P8aNO?H32f8J$ojQR$zR$t z^^lD0NekP0d7xW~4f?`bQ0@`RG zJa^4cr*yt3e8IQ8ki?Dd<~M?1e1Q8zW%nZ#{-*nG)JM;#D+J1@Q9v8A03yooQZU7x z=_8O&oGCa^3ePTAMcoA>ENcnM)BJjJjfD#KARDd`?so7L;3cFk3Kr#(k&#X~uG>8R z4Eyx`ow_x&|L5cto2Z@gTnz9C4<7S;|)2``2i z8Zl6a@J;(9>)jQf?yiJ5Jg1$Gq>er#+OsRx((2OwE|qB|s5DYk^)~9-Q3lXT8_fOh z_20!5UDT|qBf4yctZ6GIgSnr!6JBv7`;NLywLrcKLCrU+xHu|Y0Yh6rgVz{ZSIH4Z4E0UpO#Rf>uR3@ld&nwJ$;H>p0%=zdb?xJ?fYOLhA}>Q{hX? z%iZHm7Sr48a-}fwvk!bY?8B2m$G5n--0ReekIK`k{)aco<#*}xT%gBpP)p06#F-7h zxz$!orQ=tog@p>p7@+1X{-^U21$=1k%d@hjZtS(KXo{lzy3x+8Hx<&~nIR3RRV*v^ zO3l5Pb?Ccx?szTu*i*MmCJ-VZbt&45Nr-693?L@u>7jxN*o#%Ct!qbN3c> zAd1U_YJa@7B)?(a>K;5J*Zz*s$cx!#3&$?qOA$Fk#kA*Suui{t8>3Ap*%s#LbnB4i zjRjJRuEGoWFiUQIr(Q;e)_iLYYH(%#r@Z=58<*SqIfe18-E_IqCMES8UkcobNcSbkYpvlnsnnY zt$#$e-B$o*&3bUJ0PB1G>AH>IHhaefA*C-*)6a<*+oU&r`PB7IR5Lcg>jauH(dd_- zPN7D9$U${YZIPM32}?dV$s_!}5XUoV*1<`OaaB0L2nw_?uvBDB)Nf!^R+dGl|a`qvbU$2+>s*MAXD?1|h)HMI@k z4c(VY-ZR!6sW%1u`aV8vDlmcKL>_Ko5&MgRIaVqlD+D9kKRHu@qOYst4&O zzx!$^aA*WL8zbIt8C@3a(4;tZN+ddjtf#12#nrPoC(L}M6ip*wRgj(?xPSDnCkn8K z`e-q**~PeSs%Y3mhsZ9GIG-(LFO`B7uW20Y5#pHj$MPWHw$JhOj~b2#nM0@*ZQII3 zH7&kTG&qZv5`83tH2AVaXJ+T<(B1JXk31fhj+)9!r6}FI-32m062YlzisJ@2ok-hC zas?}kxcJO0PHA7N`;jB(ow5RP?qjHf(jZRfgD@#c{Q(8gRG684*jDwmE5RL*`*N?@ zDo2cLLSareBfOHr?Z`1Baw5$}ndJTHLT8$RR9fVutFVzEGWI@=s49OKh@c8(a5?mLbQE@wvcQJnDST@X6i7L{{ zjc_CoYj`33`?6+s)!4g-KBe+P@d$yYNw=F1?HE zU+WiqOf3A4k*aIlT~@NWXBL1c;g=L{_62{RXNXtiEBzSh?h@{zGCm!ZCRg#jh=Tt} zh~2U4G+0e)8Nujjf~!<|fCdz>JLMWz{E(AjZ4-w;ZrG8q_X=h0Aq5qJ6(c~4X3fn5@ zuL)L0JT?TiOTc2~PCC*hVq93m8Go_B(HH5buL_j%Fc1V|rpcLxE>UwbuW8Q~%SS zXjqV}${>bq)kjy=L*9+iH+s5)O^1UZ#98e;5 zdYkL#nUbw>V>7zGSFaIjHl8O(^hC2Bvo0&}4*Kq58r|d>F5{c#LM~aV%LBnQGMDO( zG)o#H?q+;0iMv19S+iL@t)?8~sqtfH;|a{~1<~#!NcP^c!{$@M38(C)jaOf`?_!4I z;EfL6GjVjQL~UB(=FqCgo7?)85=BypB31od!FS3!vQ623Z2gT_b%$n zUudx@@k6>0iGTd6sFARb6WC0>IjEs|KVo5WyTLZ>{-OqPLy8!sH3#BQMWK@rG2q|= z?G)*M-OTQFq=bTs7xu+ifEVJO6jxJ~siwhjz4)uYp}3j$ZPEh7Xoy)KFs7(LFOebY zh~eaw!yCOL3ns%}m)vjt!lP7ZBL52Upi#OzmcAkhYEGY8r}lizw_ar`y|OcpR>^bd;7O)2*vH^)*@!Yky-bxEUT|chf{mIDH)y-q=|lGW_Vo2B zeGsWtq1EAIMjQjQ0Y72A$y5^EN45f9#jH!AFK_0)p@`GP#C;Qf)w6_`CN6o(>PL9w zO1H9LySH+v3EG65yAzK=fz68pRxQt#jy^qUCH>M${vA!i_YgzE$T+|EPhA_xcqQ914ryx8yTYde}f>L$ow{j_bP z(K`?d>`ZT$&a>Xw0r7Y=*-~)=6KiRfz?qtFl%I_)+J0N!{|_8ZHMc7613ME`h{4!rMM?rTDH27FC2A;4b6j zu^Kocelha-&h*A1nIhl)J+foN@W$v}t3GX3fQ8QnVzP!8G0IxY{Nes8r6WW0<1`TK zH4W`hmTL#jjJ+S-9eu(PeX{VLgnxR!>HCbgk8NY}0W*DIg$h|$=hl49-acLc$7UH7 zV{_UVz^{H5zPFvU;}dR%>U+e+NQk|7_nAOxO0IM|Mo7+}anhA}yCVin6%SvI#ghpN zZ?sVb;B?8Fgv~$hflBGGk5%7LwO|)nexbIJ-N6ZXJ!OYr+FF~FWThFO29lalR#J)=~jPqKi2r(nO@Hh|)SOl=}vNh<7gt{Vx*=Ma~Q zZDq_}{oWXe0g$M$$I_d`J=cqRFUy`JIltc{`q|sbjeDD=WyD5ZbqS|8)LOv>gA_I3 zsgXMu@~lKW@s|&9ibK4Q+rogi1uIiQO|w>(sQ<{qwH|;K;O-5BWXM?UWTS#;yHoqF zKzZj4+UTTFlf*Y`cg18o8qP_n0uI%I~?1#aC-h zp5*Z9bzq9281C@f-UE;rtbM?e3o6xqeP0M%`?aV=fg*e9`Xh@_6}(5o&RF#9UUq;V zmhI@hrWgPIAwiN^;7@x;wds6BuKuoDV0Ghm*Q4fa?6$BUjQB*DY*X<&9K=&~gmj4S zX{2b9F*G?>*_&w@L?C7>!P38!eWVYZ<^Kwdy(-g$e=g)_|FF>?*8fq=u|E=#Z8?|% z=4Ne|%TQ)eq7BBb>XI7XdkP0`ETIFe6GL$5)iAZ>h=;j1<6|^Cq46!C`(Hn&OOQx0UX!vCVY*ndhen zn@`qjBx5((V`tEyRrL@vNJHvpTbhjA=hrYsG&2~VN#)CwD|g2|6usF~$0cpOz6>go zWi4N$Rvp%K2(|6;_yx3+iNx5A3kl1LnRHLHmw?^lWtM0qHJGwi}XV zPoF_V%J2Pu+`v?jrx5O!tAb}XxsUkn;7+yVbezL183^$TO)3Ls2Tn^^y2ZdiPpLvjMV1-9@#Fj@72qQUiJZh_jA~s6vRK)}bT6;5zT13T^DJkoy7$=N^5s$#bt?#S~ zVLakH+(!E-a7$Yk%qii>z}|6^B8wR7!_*smT%Tgyb9|%>IIbDyOphe4y-v>Yd~%4! zvr7zsPnHw)X#xC^Le9~CzA9bSVi!UTjcLsZYZ=l)j#)D2k^0~rO9uDX;F(^gUsjTj)ltGjql-LB#@^j1nqTTYcj@3L;(^cN z!21p|N)&S*#l9SqT3RVhfDW1WDlZ11fgjyrW9$q2R-8$(yyahyc-@A>-Jg3=zIQbsf9d0cp*L+ zN(O>A|5=u$5%u!&!`P8ucczdwS;AKm=u{b8rPp;}UZ<%uWOP7!@tb&@%%KjtqK8|+afi&&|)(P%S=G>Buw|7eC9}_do z7|p&W_ziSoL;Hgcc$|J#rhJ*f11rEW^2YeY196>Kggsls@h|l=>2d`>91X9sw3kry z5br8qL;Hidhg*PsY0C>Ut32Ay^&QB4Oigaw^$j&zcGbi?{aySDx6nY5DL>(u^4R1{*-`V~ugbuB8riW=3-baw{wd6E(A&O!S?A`6%IrPR6X^3pEeKpN1+rjhM zoU(H1-ILm#mpR%jPcm9&PdIv}#g#7LQU6F< z-Vbhtea*}C>T7+I3Ug($tMKjjXTZ&UIiKd1Bg+3g_=Rv&Snm3$9#G}8o96a{k%l3K zIjjpdM67|G2Ft#E_9n2r1^m;e#Tkq$MUIZXGS;XS6NZyV{Ll2Pp7i#@GRE^MPJ@?4 z#@(@s$*sZ)Kn{n}n=;(`EkaxEx@@zEyBWTUWvs1nWN+ND3LNF}S7Tz;EW&?{e<=qo zC*y|tEVV-f*255eLJ58B+;f@gV;V`za(Z?eM1LJNYXGO=ZB-fIrE}bAehO6flH$Sf z4(c4#CL`NmV2wjQ!GIqy=l1nJHZjXedYyXYz15^HKOPtq$*davSDV&?*EMQzLC18|Ue-$V|BXjm6xXVcI1C@a4_Px&k;muG7P{hz| zf!?Wq-1@(S%L3mY9&+If6!^6!sKDb7R={R@+p+)w*_VJ8u|qGB^ia<7WM3#I?(akU zxHDzI63Yki$$waV?cxSbIO&D>J9%YmP6vg~?Mg%4f^X~>O+VOQeg9|Op995Ls(oG; z?(J$^FzkDel#$AelfBA2QBrTENlYNjG6Zje9d{X+yujflE8#q{`32YYeF^OJic2OS z#pu{#ntaIV`*^45?VnM(D?i)I&{)%~4L#mXy~ZFYwM z*QQM(*gTtw)cJ#c*M$Np*PrrRvE5*NDWR9kEJ31~zvp<(&i#nzzo>uB#qH}dlcjmC z_CFySs$MYPzCFw^; z_P$GO=*o5ukIO1@#>mL$1*uP1kRrHGVI*5_-BKOvfp%u+aJaIG5N{9b@_@AqJMr|H+%u@pfM zJ+-@mNm@?Pg(v5HU;Eell-XekUm^#O(QZ0`1vzMO@uigj(my1M9Blk&+%3Do#rZB- zsMXSYi%2_J*-KB%P^+!}|NQ^~-U8u`lLzMhqry0e5c(4rn#-DV{iX|@YBh7o2zvIJ zd}wp{pK1N9&=%vmM_>feK{7yrpQ#~a0TJJ={;z{_UM|1l8ThoO`Tb zcrdpSK_jq3);THg2^-rV{}KRZk5tdp)1^rc2W}mvxb}K^#yI)H{n_rVF;Zd> zo4oX-sL~kumt@RsG6hLGR2#k+8%?Wpj9Kd=BfUb!p`6*awZD*Wln*9f2IV#JZtYe{ zzJhJFjrFgopAEpZB3MD9V{=%zN1}b+_m75JE>*Y0F z4aZg)cmo#8ZK^STh3KI&B6%FF^QF zFw+mx)RsCs4|2MM`3}-%?+ILIW|-Vwe~el(yz3uGr8_e_;#BQk_B`VrZ-D^0hRQ6Y z6GyyFe;FiY#cdWlq@l!2BD9CZHArkO#pVTz1Vt=qXpG|d@tqTi*S+V_s)v8frmBP# zE0=*Phjivo3a|ub-O6%qx`;L7Ts@uK^Hq=)16(^S}Pi zas6NVd-W%&xLlMop(X8y6yef~*>>i$Oti0$P z$%y8@CrL4-Uq=dUrqIYD{_iW{%5mcoqZ`HUw3}~#C%@37{kVT0tvTD1W48_X<7v3( zGxBHBKn*RL<2npTZE6k_<-cxkICzXZ$B0XMMq>u;qRq)8HCNR9x+`GhckO4Z>zjIA zKIKyyKSm`^lA zvp#bf3PL+}X6_wdPCBNuU3Uq?8~Q}V^4n9i3QbpG%HpplKmYWyPNeLRiwA=9BmzI6 zZdu<;C9t)v2+(?ajcGcV30~uE&#kY=j*kyTkX?|?t^hveWGPN}twvA1JMusTec(+S zAJ)EO8S>@9N9E%srd%n70MduG`j&$XK)fz7 zFV&ua%0%S|V~en)rSe8Rb`;Jfy8whd5A+_p)yMck3ptSw4aYTl>`uLZI~G;_cQ!C3bDih+-im78+gQ(3|X zY{^k}10(s36%@Dwj>UU@20hOwrB>ckPPe8M%Dv=EQUB9{C7n9`w_0YN)bW${0^A!H zxAJ9yG^Hl4?_$c`VNy`#kP7m0v*5t~8I-TBTt>szYD2kdmGL-2Ip-6{92>tV8%tX5 za~1Ylg1tYO;Pzb7ZUM8jD?;mqK-`-FH59fNz9C(|Ey=P(ZmC zld74X-zJZlYdGp@YK~U{76YJFSj)qXX4=d)$*~eLz7|+n#s9D}dKi1%i(|jq^Tp}| zwcHDSg|UqUrwo3>LAKG?Z0C`c&JlM#IOIA~?SVVW4x4KdcW?o@OFAkWJvq+0!*Cr& zQP}|vm_4iB?K!v1=%oM7T^g^(hf7^c%2>U2TrJc;F@L>u7*`*L-ADe4Xv8|MGv{ti z&-Mw+Bz0=8F|=Py52Jr?bgs#W?r0Z-K$MlN5Cu zYcQUEZ~gQ1@t!ZFVa$6dK(`6M)aslj56T_{}m zXqTS<5zK#X_7iOy&|#7OVQNzDt5J-`J1V3}Hlru-lv$Ob-T^>|PT@sM+*stmK=4Zxw-n_fe3A?wn&|5jYQOZHz#5@n`m$;xbgizt zBN|Bvt83hQyvPHxc!(zgt@uR(7hG3lYWxv~*!#2yKtkU`CwQV7>Z8NM=Lz!wpNf7h zv>zWV76lP^31Td5y0R=ZJoBB;EK=Vt)`5aWmo=NEKn&Z=6*1tOg6Ug8|*-;k9Z*oS!C%rr6vegYx+qn zI9gx|f+_^isQeK!gnl6zSHp?5;Fjh-rrtC491!hQXRh4^TeYR zg#czCf{*!nJ1Ruz((+oMOe8(xwAmOH0k+M85xOaAz^Flyo1iroxE^gmO-}_g9ZPV! z(`n&0N&V@#e-xBOn>F-0iic0*TF(FS?TDnJ%qW#cW4>Miich_sYw~B!2JBj%i0^} z_2No1UZ`pQ>7lNF(U6sNJ_w$xUkjN4du3EP?^Scb0O><{?^2x?qJ+IofkU%E5nn#{ zxQif+%i_3rQP8f(fc}#@kF(&i@#3l$1LJYr*7iu2Lm!81<|E&2iS|d~z6V>b4fbi> zx8cGjY@|6k$2!$*KTgO}>HhQ*-9K3-vFwVNJ3I}7$w1E|8K}`&u7iorR@u5zLdUQ( z4JMq=GNvHGV+d;HA^(HT~?-yHf zt6^iQD;aUXDpyKblzWU{7I@W(Z^MJu_F!}U>)Uz6J0Z6`YZCPm67xtIa^L7xi|TAt zK9srql{LkU+ppO&pz=+0CS<^c#e?c~=7JO1JCm5Mj^9!}f_MCEJ_a;2g*F*3wK??8 z)l+p0u?-nN-G7a=dd^Mb-2(M4OGrId*=OLXXao5M}_0l_Hnw^{v zkS8;r!;#P9vP+-GB=vej&4tS&9Oo14m+xLe3rEb2x|lKd6G!R$KD~jb$!(93F<|Qj z+f&gG(frZngbJk-W~EXXRI8JM`DpGA*fFWqCdCCcf5c3~pDz#%bML!2xh#nG9IXVE z7o+G1uDbK31e<4_5e4N^^%aIlr+N1%3ZhZ_)337aOxbDVw?l$il?+SzR=TDXjQnV9 zVP@X0a-dcS^u8ug8Y@aXA4z)Cu>3sI*UK|c3L5kjO$vG`D*Upd5 zr7!vy1l=PO(&>{o6}4(tQxM@+}-_6+b z@5y$Uf#s%z^p75veqap?5XUY*4wSgQ&BE0xNB#o(_Bt`fi$ZqtP8|Y>5DAGpWe}cg z6SBe!q$6_@xwe-+IO|M5=0oHK!0*D_gH{q!fvV)k3pk}B&CNI)7^j*XISJWENcX2< z0@+@gs#$$85%F`I_sXCS5!EDZW0#6F76pG_DUiNUA2AI82Vw+db^g%r;lvgSqY4=& z=Z)^2+>>FU!Kr(0%%Z!;fWY-K+E4>3Y6dVvPW))Rer<~t`3-z8Uc)|Rz$|Ob zL~ifPgw86r{=#ubI?`VeZ@KhD!j!%(%Twh|kWX&fSbKjJ27@W*%QTBAO^lb5jSumS ze2cT+4VC8kP?>7Xe0+r$=Ev{kM{A4=@XoFPBQ!(El`BS;TZ8+8m!0DQbGnU_*K=cr zF|^c~IPhs^5beIRu0VX7^*2!g>%Mbt6AfjX_+@Kadpmu%b?lK$fbjEpq1$<5$t z#3we+0(GG6l6yh)A3CPNIvE^YN+^w0k3cyS?FG{T)E7P zEFGeR#A4$X`g7#vj+dEmuEXn3SSK}>@VxgFbSA5tHPOq++Qbu;7c0JTHR`L#B|xJK zrfO`^bzfLsv>|2W-)2$mOtin<@Qc*M4rg~Y{5z9_LMg>SMkbS_M}p$GOUNbQSoh8Q z{D*P8ZYR1m=;MOZA5)}P%CEcCAJ}(gId+RH5ydi_>jZ$ae$R%}Tu3(X&icDVv58Z0 z3MF2&)GZ#jjkPy?rvzKg&@^}S=iHx1NX*rm$2pkZ982z3zfVJ>mC9y9JUAyjsitO)|B)yTr0Ui`j5V&y8vU09zOb?Q@l=#@pR zbZsf3I&TS-FE}vE!&!&{vZL*zxR)jS0Nz@nUB9)bUv(0~`YXNGPe;egTwSQ=?OJE3 z9)mFIMZyq*dY~4zq@5hy-yPv*!Hptz_dx!vQrP9ZJJs#Ef6~LW7|*is1rnmeaP&2vq9rj6vx< zE44>Kl4HY()~RvB0;q$=$**-wHP=Wo5fy3Ha%H;2cFIemGdD<9;p~Tg$04-Wx8r-| zJTLVhI!bj9`M&&|w`!ncFofq{jb`X{_1ePJKfG9;IqOHq{O+XQ5kKg{gQMgSNWdv5 zu4T8RCR{7)(?FYmRaku7k#ovxt*U`c71dopkoOKmI#1wQvRZ2+x(^&gA z?+{umNxJvro3n!YAMpX0q%+d9$Khwm+UMUt7fs9vO$+J!CB35nFZn0dk5Ye|IACbv zF_HFvOq=QR!tIan*GWG~G9$Xp)jbe$S)GLYU2Op@!V?)V5&vJINDid!T!Kbj^jh<| zBU+Vb5x%AO)x*ji(j2M!$85jwpQMnH0~WBUEtoAObT}cIC0ENM?X9=fOxdr-?v`R5 z7)axIB2AbS+o1Nk{zH?R!CeJprPlG3liWRyBhF}tVt?;^qWi9ff39v-+hG7*Y*fSA zuyQCXWJU2P>~VPAY9LEO1H|@|%>y~~NmJb5VLM5&8e+&gYi1)+ScoxU(!L|{G%Hg0 zmWN(;vHv)&VZlmUENI8BON;70w5f+|i|zW?<3!y=g+BUJYKiHS<>Kd@h&H>3_#QKmRG#w$1IWKYmL z(kq*uyonc~dkAbP#lr!q#n}X2VGuaR)+9}RWLvy)rmKu?fGH&a-h@IYx90iUn)hG zClxt+<%fR_mr40uzm!?`P}`s{KF@ok4bkSi&~fAk`pH1cq*TEtH`;us_x2d1`iw1F zJzGT8qhRARf`zyu_iy6pI#5-iBMBm%&7b024}m1YA^hlAUYlvZncgHjbrJzr5g2a2 z0?Sgu0WF%Y6nB2BZGB`;l>3_*A_2{pZT}BjZygg?7;byx6xZVJMTS>X^ z6DZVP-XQI5N11GYNleTa?rdPh+0@)Sq627lCe0y|Cd*kxYf7s$`MjjgQC3?>{MgI5 ziTVatam`G~rG%SzbkQerM63GwQpdJ1Cl8#+4 zqRm#|uRT@G>LBwY{E0|dR`DnO%~tg-doE;e>kh-dz1(k8ew{B#4O5f@5|A#uebHua zCUz`GN?sxXf$yhopD4Pwo-qrSqj_;hofEf&eYV2O!`Z4{hYmZJNBMQfPsxamArgv& zf_nS7D@9P7QG%uruY|#He#2FReZG%G*JH{ENM-uQ-2M#cy1rAtE0hs+9@l%JI{s``x@?4fxypsO<1HBZCvZ2(?@aD8i zLKn)1W?kR$YaR#?QT+}qEwn6_ zCybPN$a>Z82SCZy=~TQ0nS(xZJ^akb^Y2kM00L784NPU~VHhCNe4FY6ZX}*npGq{& zyrt!Kd{7liEiyOI(8ZgRAzAA}$wntAgH~@uXhlV^3?1bnVu-0B)-l_tMy15*{xc!X zEtUIs>rG64O8*B$wwNC@63=d)Kn#0-pqUhARjaW|{2q$B zzupf!(nq#7hZY9-j}};RxgBJQw33kK$wb!R?B;DMTeYn5+(4|kYdur-0NyO@U08B; z=)#S2ox#c0n;yOxlN6C-{r3>qOYn`}^{gsVS4m=jah7C6lu%aJAUwgi<7O&~?y1o8 z!uRfSGow;PB~K0sg1J0yDPw%bZcu0Zgfj(Q)5)art)r}77?wi+-8+mAS07=Y+2`~* zNmej1OdZPkyym3iz4sepPz33)E*nJaDY-`bgZf^~(<4bP=LbE>zyI5Rc5-NXDkc9M z7-CYJAKMOo-|&H~YrbfS;Q;Z9ZHqYD!d1Y6qjrd;xugq`1+a50l{%M^3*8iKviH3M}d^gW8)E z(;@d0Ki&NPNRjfRutU`3%8$*eH9hSGdYljO`7?01E=>Vov?7=hBvf>;XZLoLY_#zW zr5QmHX`Ok|==)$nI-9<}1uTpKdl2Wz0)O7INQ3CMW?+F>AmD|jkAr!U>PY+0^8k}6 z5EENh_c$oNJ&Q0>GC=-DI-B{5WT|2OO{nLwEotT`=E+}Pf^pZy{E$<=IX04hzQ^09 zMHLI*A<`J|VlGLZvKO00jM-Qov8rfu<(?JoO>k=w?%@lLPQ7&w0$eKQOFY9qw3>vY_ykEBVt~>>|lW$ukh;X{1jwI^sTg0 zl89L{vjI3Eh`2wHCi{ickd99|n4gA8)Ke*fE^@p&8Ucw2FNXe%Cj0v1d^fFMx@ClD z7?^JwucvukXWgB#oyv#ENOx-E-%*_5s{34-E9m?UY;%}PPLQpxAoa9^*R{Y4wC6U) zimfKP5WpJhiD9G3Xp6{v&D8IrM}sEE&N0(l9nbfa(QOu8OmO5SmsWdZ*nVHH%Xs2p ze;kayo!^V6>SKYc&16dsQ+a^P>GFTMAumIYH}@lpwvfWddFltpvCN>u{^H$YqH?g( z)C_&5a|)|F525vy;%O2#S+|ZsbOZP2n#AH%TnJoW{taA+JWm-j+iHSv=0!`z(z2#0~)GBJWP{P=?H(T8zOkuzf`~4o*upLaX ze8fdYYS9tuymEpC6jpN>)F%}>?t78dsLvB7Q-X)0s>8BF@win(bGh1J888EJa zGnE^H{R=H5bki2NH<185e}}R~Q?yIs39nKNRf=ey80uKFTqTFU+U9@xNzp287=oMJ zz68Pw+Kg!kJxPNzn2p^t?62puVw+Sd1`62%Kn!&br# zd{eq24r9eoFvVnsnLZh@HkCV@VJNo@#;5lSBZAkoil>5%zE|> zfkD|6sG$AgcC+C%dNFvL7NSm|myL`s#qj!lOyHn2Ybz;3Dfclt#R+x{IFSI&l@YLQ zR|YD9knb{ws-ZoCFr#TVa1S4lE$1N3|8W%M|JS3aCGKc+?5gXx?Bk_|8sbQVwZcR; zI>NB@Mmgf^Td{o1IDPRoLwHfhlijTIrKEL7taJQm!Fl8_DP>38>J}Y^-|e-Ot9t1k z$HiLZ3VQ2K!^7? zO`;4UxJ7Ue<-&I|a6l7Ypa&a%+CmLEC2A0jA0C3lkXtK~U)Mo}OY%!(1ESvkG{n7S zo@zOQ{z*lm!2BE!%CQWtW;>kPWs$aP*eob(s5iK+H8-+nnaf~I;10Lv8Ob_~$us{h z1KNyY9M=)2G@^MBx6NgVUw37HN>^b_^^*jSqpa!IiG@)Zf3)X^IYXWH9kxn?_AUF$ znN(KUBeXL+x!0Xo2aa5Sugm7z|5~h<^1}lIPw&WlvDo#`oqfpt{?5&D<}m1~lTshN zEeHP6?6lFPMa}u}%kb%@+UMaUiJv^YCee zpaZ5{BMn$`Mg#kFS^r{kM@gLl6A32tO@;ZWYFN7~L}97K+Qm)yt+do3%!T3mKbh}5BC-OE%`weuR7-9xC57I3 ze+=8|$Y4e|hEFnn$~+qB^wYo@0>ozyV+^;a(uZ**`o|ZM27_LQLA#Dc_@_UJZbI_m z%jHjRMW1z)Y0X#Rh*BN)`_G%hA;bLVT?0$=t{UM@Ig?#sZhunFr)}%8k^1x&xdO#B zQyAqER2^kbAD&P_F+a_w@%Yc?6?$X6cEvRC*hi+C4t2!$(4-wVQQRs5M>VbK*O4y2 zk-i)DV*g{u8BaPaYuS_G)uKD;&_fa7c40yq^e; z`gfcs;RILj)=yxlJPr#mGx&P=K_ZlEm`^V~G{(U6G#(B^dK?#3^PA zpXedH)E@M5f=6X~NBqagC1;Dvh-i%o@#?nYHhZ|^Wjvn4QS6umDg@19%+L>kV8<+} z_(*i9dRWMgb)0owB)u+;v4SoK{eM4AK-P5IPYhn2njbRwsdWfb9yxX)c3J6Gx8m)S z#OojQ0A`Qp(p>8hpev=yo$tlYIpN)uJ9-~q^f6YjrjCO03FUnY<9kOt{xcU>S%!Xg zSkSJ&cRQdpdlWYocG(xN=G))Y@pMuQcDx@@ew}uCoQ>T6et?SVcwe!zc(_`({M$#)b*j%p$>6i2ZIoMq-YKeO z&aZ;~-1su!BZ_oOb)h<7m$sB8s7b+^qt00{PzS{q^X`UrMU^!tD9-&-0Pp< zLlk9lz6_jfhZhk7d8RO4Z?P?&uIqb~EJO-KqjfgY=MaZu z5BQa*81%Zr5X)|J)%spG+Jg-Jq%hz2? z%Yh<%oP|A2706Zf>?b2xn=CRD>HyzvMO zIA`mm6M-!yugB5no%BQPF2uPAL)Ik$U1TUY%ZhY%xj&+9)lSR3KyeNmJx$U@l@vOE z<6K?vQEJ$V)bnP3V44ovQy+EDXHs2g*zpC}5RC!ilF?(YKKyg`l!A13G~0*oAOfh$ z$W>oRodbL)YkOJFKe6O+?OKW{*Zu}G(1DI772`ldng9qstwBl zYdEdKfSk@OE{Uzw7gN2KcK2~^?k3VmDPfq&r2$PTqKPdgr+3{-{I%`BKYmm8-*p|H zqI|r&sD16PWL5UtTQh2ZIetC9=sASwo@_ES^-H~%+cv$#DC(!aCRg?jaXNA?ll&PW zWhuS<^;;*n<<@1%LM|!~U02I>n(4@OHX(-puuW`c!7El2sMl<#I}>9Oiefb7GIP}w z!g-CbqE*J_l*VtF0Ccxj_?cD{8b{?C#F{xsfH7r=_wm zk+8AHM7f$=05K#h+ii} zy(>jv-FH1n^mHx~+&!A08HL}q7Ci)y_Ab+G8k;3IWXCh`+MdMVYLL(T5I~6Bdt25y z{Ux$`)JM*y{yZ^I{AUj03yXex2%?*qffd|IIBXwho_JL}gKBS~e!~eePlKMeje7OZ z9|;uPr z-5Cd4IhO0AgL&Q%n(LiQc=$KRF3xlFpJ|~8Fq-N>?pXQ#*9AHjO?$HR44bprD8EPT zpNGrTo2_YoQX&*->%oaX%_Ek36wj53FOb~_XOYJ0n8r~E_MfWUm7)W=9Lm>`{?ttW zd&c40*ESC}(0QJJB;)v6)@}sqphw+{45Yc{7Z4V_h3JSyaV$e#qlJg{ zIu65A`wbtbFPMO0R~7M7%C4Nrc7J-yfH`9Si1ruW)KtfpKE_l>FBU)~CUoLEFtm>a zNmKU9{2{GwY&##^!I-O9f0rV6)qOpa67ARi|5K;l5wFK%zC4Ymwxmj)p;m7Ys=oNP z#inwtObHd-aXtRJ|JGZ(j`J)-xK?|C-0|u&+z);!@Ko8lx#)g{h68s(|J%l<5QUyD zw$YE$ysPi!k3NZ;(ZSnk_Ll|O4fqXUS+j8Ey$cGB!R&DlNKnpwJ>u{+y>B*pm;uP{Fgs?PkRf0kWIa)wd+RA=;34Oe81kl*%`i zC&kLyuz#1Jt0XNglIA!cy80E5-@&5UZMa@xFLk)7c#Gq0%vt-zC3i+KpSy#_uEz#= zG2DF_PugfXGA|^y;RMfzU76^GEJ8BQ7%ov*>!TGo2$E);7c0Q&mNkQ%NLE`v5Ay|b zclqXmIjS&KReX*`12K#XYJw>7{ikw`%7=9A4npy6ol38+u<`>W30&T`qm^!PFU5gzAks#1G(&b?AHJ-}20ak5KxaigOp4A)tl?kZf}XOSMeh ziNtJJ!n-=bcE}TDD3hG3{j91sX?gaOt=&OM8CeyPrIt5%)(A1-9xy(NjPJ-LdK5`K zyhT){;~zn`>67YAp}ZJ}i3KABAF;o9VO*tUss=vS*z<3>>%sUg_Pn|C${L3gZio=c{OczSN}%3KO_Cm5R4V?|QhT zb{nVhcXQOg+ZmW$u04N>1J7X6A~D0juzvm^EusE-3P(IJU=8nJjE}Rkxc##quH2s8a*0wqJ+vA;ICbwJ}cq!MNbBR#nHj%Ez!jdNyc!&PL`bOAh52 zj!z5ZYk7u$@Sq*n!yQ#3uX_-q_S4_1&AxZR^#Mv^JS`F8JatU@VWv`R0p-DIP64}C znGdXPhD|SB7iysAM1U>7GnZ=V2r+u;1U*dbU^u>n?L37>H&y@aa27(FIN^M<{{jQS z8Q#(w<#6=8xVQ+bY_7?=9o87VN`Lx37*pY@f2z-T=03;H7H`m+%dzp2|N8yBrS{}M z9Lek76Jf!ct6gfWjn!eB(UqH6qjD;(8y-U)Uc1dZwfBCpScrKJp!rUvW`U@ca=juz$DOK7rx1h!zLNq?L3< zuobV8;VhIFAwH6_fj#F$9{5SJ|KO=25=1XF%BHN}QgT|Q>WgNmX7y|Lqh%mdGNvSF zvc$e7s;inG3HwsT@h^rf9aD$+?)b_tJ{Y7%!F$f1_4_f+EE1;FD_%UWw` zPV~vK)=Ts*tomY@7COME)#LAC%COLlWt zSf6?gR%(Z(AA|;-4f}6(Y6mengBOFh$&xiRAG!DQs_jdPAzpUE!-1WYVJ2Rv6@hUV zx$GGeWzI|vB)`mxf_-T1cT0KxZV|mhhi{`KS9+?6AVO-5_ktF>bdtczlXPtl3nH}c zM3puyOXgh>v^VyVK+P+>MkdtKdh0)$ObDHq6G1){x!LxOMRXkVig`@A$>0-O z(K?6E+oNIqG_|naeKVdI52Wu_TFQ+WtWXFSJ9BfKpV8$dO~<>i8tv$MFr^geFk^q) zpC0ZcK-MXmGd$ckAF;C!Y8;eSoTrKQ?kA6ksgZ!?-t*2qhiL871BaiT*GRSC=*x#A+-vY4`R*JMg zUB2%318iPXm(+R&nt$!p3#RbYMbNZuAMpMnb-VmBLDA6l& zjjKZC_kU4MiqOxZcQ5%*SjX0ShSTnr7PPF*HqwknJI;(=Oz%OjE2r!o&;I^jy>=G} z<D&jOd9Y9sBha5>My6ZX93i?l&R+7Wbo$&ks9NuNM%G*DL?0{^8z^9k_>$o;k-0 z=w)B(C;rVNwXrbps?(Kogjs7fTTy4y^0poSe8U!-8uS{!An)S$&E@_WSP8faq5~uJ z^~$MHJ5U=T0nFPeK7gHealLg#x?vwXhnbY7D0hfYLz9W`H^eIz{UW%II?j-T#l5C_A!{_0o5pswZoo5Zx@RW9|99?I zA5PAHc2)Z7bZkIq4JiOk@IcV98(e|Ulfu&3ves0=Ze~P0r8u6Tw<#%Ar9Gr-B``et z9Ox?z%n!|60h_ei?Y+i}KCZI>kgc2W!qHirX_+-cAi7IeEsoHMfkM z_5eP5oa&>ZeA4zoD>1UiF14H45${%8k3@QqqUbBtM?;tNIhq)~lNOxBiJ?6-kn-L3 zHT_fQIpXqM8gtb5gcyn-|_h1R`|mr{$F0}=N5KKoO$t;U?z z8N!c*&N$U``ux;?K2n;@YH9UY7hd+HkcxtIhfpz?&meL%@BKXy-?w^wI{EmSZBFBR z68bTwq+huPMp7sfwN&<9b)rap7m1V&`c1Sc8<8l3$dE8Lt)%`4_A73Z9P=f{3ZY%; zaZMC6E6NRR{xphTL7VaATlR`_=9L67EP8E(_XmSGn$(eBXRa$A>oXc+VlnOr^1qPj z5PNq`GleZ$X1*>`)mN87IAW@wabfzbDfRb@cS~_m6wnvlC_ZY6;hExI$?8Y~(}w}k^}(O_Y72f%b2?p~6yejpoz!}E zJb3mr6opPhiCc6>eBjcHqmiX%cCj48@G{EZbT!=#jmtR2L7NhFxIAGv^2-DST>TVy zC_cBxw!`WJ2zB~+1ARK1sf^lPp$-uL8^@G2;O#l~vf!_~dh38c4!W!S2rD{hZv)v( z=R+YcJpUk0{K*JV#^b?P1;eLLqo=HuUKhN>;bKo4JEy)=dS^>vTEm}KJnwE)zXa^@ z`3FE3my+_)kM8G{Lqz`rg_^|<|8nAnOqpfmy>WA~eA!s8<9VcZxIp{!y2i{|aqjT5&v5pkfAjM1m(ZQxYtL(} zufyT5y%z7zRzt^xwD?gB}x1YK;y!2R>u}>`GLPv#)-!h4~O2tIO#maW^ z3C$*=+4+uXSO3LY^SVYbB>D*mzF*i&5l*ha%p8v~V!nGKiyVY>ZINYaD z-(|0<3t-m!^R-&tL`$9MH)t6T9n0wbprIEA~%=MynUp?kex z%ZWOK!>Zl)c&4&)(su%Sq_WcE`CAG_)bFSY5SLT?1{QonNVGcb+_joE^c!mH5Yjq& zK97zAxKQOh+csNCGCb!yyX~6L8TKYeg2y}FCeK#+R+2&Ef)CFd5+>X66q$QB0_j@0&CD=hYEe&X!Q4K zzUfICMh4w&>}0-->YYnncLjB{I1mmE?yulf)}f#2uPyy28xr6JkE7rD0QF>JK&P$`f*v+J1&H|L4AXBDu6tdy&9h&x9*#f ztk9$nAfbFEsK^_>_9Ucb1Y6)`S4cX($-nGhjsSIz^|T49b9U;}nqEm6Y-?II?P7?b z_01_U=iYvZ#dP8Mc`)56Xl&qwmBw-5<+ zznk#GcUv3NZi|_zC*$~lk}f03mK&a;_lGQ*qtqWHw$*E+dc&)ZK-lO)h4S@vBL=uD0Xar(PQvBBT*6muz`dJ{Ez=lUww zNp1sr11@c|es0H=51MJm>0AAR;Gse9DgXgrm1pKYIm=$|qp)lvmJdf2@fYqRa_Z`H z`l&>QB3w_b-}}GjOtQ_9+!bxYT)k=vY$KR<;9VOpQLZ$_84{~@;rDv z)EZkfV>b*LtOHhxAlsaxBV<~NRL?GqtU_5tdiCZVCX=b=kvoffB8)b$D?AsU?@`mO zk$5qbt!hZ)R7vPej%ci0Ge4huzCVt2|Jzbz0oo5PY9pOvhIDkeF2c2Bf8wm$X7Tl{ zFVDTO_!0eS)MQ4l+%eEW8;IO(ULoUft}U>iMf#?NTM@ZZb=Uk+}f7N;`e?+A5G`iZp`+2fpRiZ zM<&L?u%{g~VaCTuxQBvgl&h@@Gm;+`C8UD6Hg?6CQ&zz^TUH;2a>+8^A=9E^kRy*-h_W~}YV`#)%J?k>!69*go>uIO2U^ba$E z7HXa%+$UGy^63WxO-sy&?yT98!9v<3_uDQ zKNASKyZ$9#`fyX+2McwT>mdRy*Dorg^$%#z@2S=E*C7e5Y6Tm)^amAQ+0Z?b#@Z+k z97tGTX*wK#atf+kPzO`=-0)QA2E;|}+lyG2(d+xdgxS6oNp@^biQeo_E1zd8B{C|d zBOKY5t8pkXic$9|Z4DQk>S=fuBKH(23Dyg@5-S{s?+f(L zU?ApdBG8LWJun*q3t33PC1ROeA0En|{4{pWH^tXmEbu@Uyu)49b4xnhp6^LW9W`-pPo*hK;bRBE!mw%`A`v-zilW%0qkh}98})0$=eW2u49HMGS0(*rXv zNi9!MuAUgyPBw?q4coVC4_)=%918p)Pj{3+Mt5hCLM_&OUr3sZ0jiB3b3#cqy4${R z?RYv(Y25vnO9wny;*EYJ^*)?&Q^dte%?`F z!z`Xrs$UFmL^B!PR}h#n*N-y${1Dhh7TU`ZZO^>btq24+R|Fb*LE%2pEEGeqZ|(cu z1wJm}?!$(>0u2sGs-8>}aU;AJ`co0)*T#*DX_m@qN18%p2@&^QHZg8eOn)vf105K?$0H zqjr~w2vTu7D-n9T{DK_vCtI)11XBaJ8fEmaQnhTM3xvxqf-t;&+q*`^`dwqj<$;C~ zZwhiOGL(-5P}9AualR69du+&iQK1Mq>r$zacmywqF_7O#=9MOHQD@_0|4}C6e=`}M ze8hbZi=SZ-rKjd1yiVcIUKXgi;Lf?qVdLFr_6-+gf5Abc zfiT{{pfICF%TjQcE%Q{}A@v^oTl6gKY-~D|5Yz>zZrS~U@{p(sC+_miS= zN_Q_*juYE94sOeZo?k_J?}C1WOyz-bxmcyOqZ2^|24@fU(ds8xem~`bY?_qw5|VLt zd`{XRZm9t-mlltL+Jq+2&Wy)4-GurXB~atVEgl}8)9M{*1^iKju;D0!P68f8=SwDsb|F0P;!T& zG{AXnd4@X?55U!p9z2+GJB)1qeqVICpH5=l zCBz@3$Rh0Uxnf!PBc(XG4hy~5XqCxoW-ztyUNedNHsd_b8S_s3o2c@u^c_rjY{ zp$5T_go;M?+*+q)&k3~+7}m{B12!{E4+~6Xit==+NkN_WCTP3keSCDQUqR3F;f1^- z4M~jryf}qE7M_+`ay7$LMO%hXtKE7AiZ>&B+<=ehS}$$Z0tDbeVE z&9>|^OgsgS?780z|IxqMGUAer{PxEQ{1;hu7a;sVTZ2Lrj;xz8@js=L4u9Zqz>YAZ zNQy%Z6qt9=#M9k4Ic!psgVj6l&g(&`(4U^MAZNR~LF2P;=4|}2RrKo+m)$qAMEAkr z*}@P%Omh1kd)HOrK#KE+ea}EAwXrK}$lu9^2b^vK8Pjg<5_>HbYZOAjScN1+%CNJA z2f6!>?)?}%Z;-zKMjfS)j4%Z~l%%UWKJ>nJsH`ZTge@)Ks1c|jG5LcPd{AjkXqqvmnvaEZl$D^x4e{>4yHUs5C8z6 zkxaAVuRHO;Hq#rftuj#TH((E3Z<4bPT!V;%WOBX^{P#2sz@UZ(VLHB613=J$ZbR{S z5$NcSBEh&{AB_@t!IC8(`!5jG6UpTHbeLd5R2H^T@Q0y^xG8=qgR@5&up`y#i2I`f z^-+Fu?b7(RxgKb`-Mme_Z8KzfJk1GPvR~!wWz9Ahe5D8rmKoHEt{Sa`!L-B%%?H*f zset!m$EGasL_qTo{#8liQ`34@vFzxFq|cJxLp&l}i6@pU-!MRUso^+X&V1fPs8E#n zE>bjHK^%PigHP=WD>=KGKayjsrKv-tT`O4DusH)Z8o8R++Ty;&*mNs5Li?p^u3R(V zTKs+ntXgQNrL$O6z~+@clhrKuG~4qj6mH=WlM@oWZ)r{hq2R9Wb;f(l<0Hl^hQ0|IEoU=;M6@b? zo~4kgoio742f7v!pslQ5Eq2c-+0BnV{>D%|BY;O*0hA;c#G{=SCPayT6 zgSUT$n1Fa?>9{h>>jF%`p4HBFw9f(uiDRO=(bk%FG5cjkQWrkVmn0^Iu|$Bq1tRVU zJOpvs9aB1wEQqjzhx~K@6;^-}G7Vb)=giT{#l2n$tjtB@P7TFxy+%3iEKN`d!3CDl zq#@v7xMs&U*SF1LN$`G?nztz5z27JB(eLkdLP?iWAi&Z_SA5TpOYgU{of)#R#JVo# zV!6>!y@K89G_MkL);~(oWD(HlzbN_rYQB8-U9Q7j+A>pZ)v+wT-z9o2+q)(J{zSEY zUs!?#g{`#dyJDZqqK`5jET70_V^UPIxAA}4k|TYPQ&)3c=R=7$-_8GM%!3{tNIa$7 z(^FhtY4Snoq<#}lB?|Ir;Y`P8`cWg0g12xtgC0epbIVM9;P*`cWq;xy$#Q!CZ5-bj zWl*BMh>I2^u!)ibM~32Vn^%E<_d7-Rt`^(~m!j)o>;7`c-#vBKQ)8?2CTYg|YJ-JL zQ*Y%D> z2_h|rn|*;%dyGCc(yuobQB~IaShNl-&crwPS|HY%bYkO#wO%fAfQ!WLB+|S;KB{<9 z9Skcyq7A(!Be%dro6dyKnti72SDU2>^kMDLd`av(S zf>&sAvd&b>Sy{dwgFzFT9KNITN>}Ss+3njAk3dt61)`0o*jYme7Af#}Ih`sa!J20l zwr2hn9x{&$>rYr5I2g!&3LpnT!p})@(^$Uc40B}dX2k7D^OVnjMy0~1iVzUpd#Z@} z;|uM&X05-9zXiSCSexp`K%=HAVIi<&9F*?t|5+manAt+j^2&~p&*Xj;_sr!9(_r|!f3CO ze6b@-V2<2I^`q?n>*_X>0PD}Thz51816t0HFSv7dC(Ez)ql!IaG#) z)KkVBZs3f0Lma`!QI4AB`oku`<lL@m0F%&B_?KQeJA{RlU`O>d^T;ZHDeJM}^!B-?@$M))m-ETgypT61bJf zbyxc#^jV`y;BT^4Eh}DaU53>d=F_BGE|*6{7I*9qfo0p!L)8RGX75#~KoSh1{JQYu z$_AwYN<%TRRRWR6$Xk;dy6-Kl*+#EWE?h7z`b#lw3{r)x^xckFI$>nkG&dv6d3`Z<3mN;F%C= zU*mmUb+T;Q>St}U)ZQ&60g~=hJ+B~ z5F6fa0lvVMT{K!R2RU|9Jpk=|lL%u_O6H_r@FOvfL-?*Ao*CWQ0Y3!Xt{Iveh4H>` z_mbX@%F+A6PCq*Q>JtUE3nqT=ene`7DY+-Wz-646x%lFC*DG=aH`6tkSHx0=K}_@b zluFm`umeXbHOSdrUh8i(gCv*Ex(&M#4)tZGB)3r%(?0^as{~Okka`s)y7m z>`h49HIsj&O22rQT=)-pTfIIYoCOf60@D!?eeC z)2+-Gs(tYrhVS9am+WK8FfIZkXd(AfQpZJ)r5f{ z?;$V!>X?z@clK#J*5J&__X|%KTg8Q|SrA4-4COLtm|lON@tV5e@FK6OrQBhhe^nB@ zB(8iCKIsGc(&1)0YXzw{Fww;t=$VGJ#a<4%nE7h%7T6Rk{7Ex-t3Xk_EQ3PG&#ZNP z*;?CVLeY!6A;@~X^X*Amwoq=W-^GwjacdbMtLCyI#eUgN5b!%k(YvRTi>_J!#_8DjeD-FOD{rN2i8q8PlzI`XF9Nje{ zuk=m0GdzfDOYzH=$R_85rv<3fySVb-`RV4eTgKA28<8@SGZ)A9*Kmk$mX4Z=v*8R6miR|E1#I-VC-n-ZG;k_V=JaGrz5DGwDV&@nqV7qCa!lqRf<4iaP6vNO zj86kG>7}tV#hI4Nq`enM;yQG`os`esET1zJwmkJ}t{yD0Db~diPE1#|83pgR}jZEaVyE|{^lm>o$gGnFR z{ug4PEX)5@4oE(28NJ+GL8pwepKvF>vUq(F`P_Cs5Nbm{=Bx6%41trW@qN^j_SZ+z zSGt!@YY(m6j(=7F#PLHAMDu~k2BE? z#P^b*ytp?@oaUX>U#QFdX!fe7a8PCKq))Gt^kyznw&G%O}P!XrT9Q z49GDV$I2|&JVQ?kIs{)19vUvEqyNHrw2E4gHnu~&x}s*R=U^exmY2Y`GE`WTrug1= ziSYPw3#?-AD&;YoXirg$Oo3Gy@A@~=RiD)I4h=)98RWpg&)k3ggMySFqx`RNhh~^V ze>{3s^$?OfmOESBIoUAlvxeGDsW8eE36#s4sfz`y+BU<9>v+Jll>1N!%}+Safn#^gvUX3Ivt9cw zAd?5#3C%~+p6~aYm6$*CgGC1=kvw(=;{P5zA;X}5!697L$?+ebg({e9h5eCNYYXh& zj%WX@|DR90JJm0LjM8TDpw2B?uq#s(+*|g9fYou$w? zFcff19cfNsYkY7IYS%cL{yh~U>H|!)&zoZamVT}n^8B>1KQrven12}7+FZ!JOjk2W zu;Q>C{aazRN-qDa${^0Rv#UG2Za>!q(3(t%c=dRiXB-9RUHDDU?n_eG?$0K@D|?FM z`Okk`dopd-%D#>L(Q{g2rTwIEQBx8qD)_T3;EJ1Iya1t7&;KW0clfT=0ZoKYWKi6~ zrPU#Wc2e0{Q;%_MxA2A3ZUj7?6*(x*Y#M9HY}vV+sdb^)eR~oQ%0$vn0>vgu4#hId z%7NrD2n9%77q5rZ0zNfeZv@90WV@AAw z*gT2s_>);3xjefPOaMOMLV6ewee&1+xBaiz^)^OssjU~mVAo)x49ZPn@FOCct zW#ZqirLEJQH>6Koq5j{`a69y=zmq;Y_F)T*{t>Jd9L`N0>BF*MGvzbdp?D^K-}TIXCo*M@*z42aev&f9MlX#eBdcHC;(tFx|9w}^ zwSM{qc!gW*A-XA3f}O#`3QbJ-{=Bz@Ui}`|hHLj2=ea5)%qw&%187|W@y#HsqLfAW zrM+HYBQuusN)8w%H?9x?!HtJ)gR3PyIB=GKr8O_n+k%q#!79A;orfDK2t!|}s=#Nh zjo{PiiBs{nA`fS^2WnI(mWntC)Q!=KRg4$YufNkhD0DNWc)(C%cWH1wbAF#Mko>w%l)~-G27@3KGd&0rI|dm5=*v>o|;dq{u>DRI7$L zFq(*wOwK%Oq+3N2#cP_vhCoSn!hF2ZG9ltf7h>@3Sd_aZ(ki4e;3V3srle6$BO1f%@?vfBhzlRP1ZX;xD*zlL}2t{s#0 zY2fjI1`pK~^3BIshd?AkZvx+oA+~e7nm6TjF31--3t^pqn9Kov!i>N^zoKRGMf=nWRvu{k% zk0yF#$sxQ&r5FLGuo}Tw6(qeV=E^=!j>U)j*i3yyO*wO2JlJb3T@ZQienMa;$?^CAw;#q-1uiNlXONXU< zE3_DzUl?r6?pV+2!K;?A*~e=DW8CN(!5i3HZ=Y{Xb%%E(DE-X+z!#otg1M~+LN~5Dur67TKe-!w)NKdFSgk$_RNkleo2xKBPSzuDT z#5TXVPzg{#k^XkZzMqx2quOXf^6osk%li~vyK6b7TyF`v(@m}_jZ#?1qg<*J6+mpD zzSX+>;GW<8|55dg!F4rU+l_5oO@lVJZL3LxhK+4BC$^Kuwr$(C?KHOY?fd!WeK32@ zyas_CLG;N(KR0aIVFb5BdD+G8J*0c`ZoKGn z?X_1CA2#hC4euFI#d_(`qzeA1IV}Q{F|T~mQ>Ho148p1gfx7hEyH{0)B8MLLX(r(d z930A0iC?&Ig*El3Jo@gXYL1hzvD@(kBQ8n!OcdefvdMM_z_O#zI#sEPRic}LXJ#4Z z8L^xlDNJW}-q5tCIL?`%Xdf<9Ti9F*dQUsKW1yFxKz7Xu>}})a@l2Y%VC-;^`FuZw zfWSmOM@pVI)e4`)(g_GmEaE2S8|A1&eMF6jA>)7=tI!-lu2l2p{q>YrzaThh55N}d zpXbqx2sOn>G#f^Rl)MY{p{f-`UXKVd>K2W!Lzipw5tHtf<+vNlR%%e1C#>$d^nMZ+ zxYhyJ&qiwe8=70d;4)8iM*`Yo(Y#1Xpihx7I%7O%1FpG&KykVl!9pK=sC+`-=h&f7 z9+FzxrI%NHKy#4q7O*xc^O2Wio0j@6KLa}wOrbbtSznD{hCv{?vY(vw`<|k*LH-xA z6Te)nzAaU~obn`*82nS0f{tdOwG%I+0YAh4kE%pE2mt8Ev1QYJXJCBCpZ!T&qU9E) z{Ne&3IZU5_S?}VtkF1fMU7bDR9l-kySy0o@k%lD(=Xh5D@)JwIF6#P`1#=2eY!aPZ znN~oBUtWNH`t>hW4)2x0i>;hYb&#m)6X8M~|~R2CIvX7r(P~myHej z^NnR<0gw-bZgx3h*}tE*XuPHvB|i6O%a=!v#MR0RU2BDmwkh49cd;ASn}djmk2kN6 z%c#}NkH*e*&}-a>%gcNvs9i^U?H%XtWhchanAf9)?{Uw|I*R{k|DNjOJpHV*<3+dO z<2Cbr*ZE;*N0(;JWR)ci!J31UlJ5s)_qn9;dWa#584|cmA*+I-HVrX#pnTH%>7iHW z+Y^ky+Q!F)z{bY&b7Ny;$34|5$?G=3>h9<$5yyqBwd)#;_P95R z#zYvaYEeH|TQa}I((%LBnIW$z1l?jcc}B`V+pX2n+Hnu4U#zXXkN2ma#q%`g^ZT;k zAogmRX{r`exWEUSgG&0vc^ZD%cp{TB+O4boPC_`}}Jhg`io<>EWJkEGTs~U8~V|(*1=IS0eLEI>jv#8i%u$ zJSG8q{sWr$UdSW~temi(^+2ltVHn8>%2*KVNR;5((+E7z%T*Kc?#r^@=-}#pE|r^{ z9I~lx-9C)u7zFqh)tXaX`uMeIFg|xl5Ll8>D8zaf3^wQe@09?AGJ7vy8P($6#f3An z>&wgQ;rq{UyRSQ%!+LBeN9g*=GutPo*$~B^jc~FZmVJ&5a_B7R?8?2sP~79N*$_p}u*&@XT6$(9@T&K6MDn5kvas0M@V51`x!&-lt3FX%Xs%g57;KG@r&hTz9^RAZx(;K#_~J1*2MM=$}*ZG$Vo56!H~fs+moxnBD6h*fCYe>ehpqxIf(s z(OeCzB-mRgU|==T;tdLo>qSkRX{mtel=-Nf6T&*EpH1V1VsC3N$o)*aB6Q`x{mYkz z1VYWWz!Jhv>X@YNDqleTql9TtdedF4%DaMQp>A)jo#hP*>W^X4Qn?<=1nrFxo($EP zxBj8C_)TaPKqT6Qr)j|aS-R`IJ7qi&XZ2X8e+Tl4aJ}Ee5B`WckHo6rI}MeC;Id#q z$FBp$P5qqS4vw((!|CVCSxUJKz5CMkXPQfz8qk3A0%>Yx&LFjUiFc$g4Z_g1Rn6@t zxSFAA3l-0oTJox&wUA@Vl_v4Og8o|T(A@3=KddG%jDf*?11>##9 zh8LgB4*8u5cB-+aV&bThFnZ$G&~%q_{(4fPhc93zjIZN=n)6}xd4XO&@|Gaqf<)4` z#j>p7XmFf;hHH-j_D|}p4+6X!;L3w_{m<(S11iDYWk${a z^I9lFeC0Rl+D!Zo#y4?Ko8_@!X#Bey$`Knm2h}g>IlZ?O|V$y6?;pTXL zQSA+S5Dsv}@@B>qiyt=97w8`*=F_E6TNK~z@i{EtHTOmpZA>)c+!`62o&cHl%5gqR zkwDx{g|H4Jjdwga5QurdLvq8~zcNW#B}RS~Sate3wfW-2D=SMVbc;e>9 zha;b$-!x?{e;>(AFsH60AO(Ench<&mI_U0Vlu4C`ufm(=V9clNj3X(~;)45y1|z;z zpg2|Y>>pAu97ssx@+e)`p`6l$<~=;kIRRF;?GAf_y#&RF8kj7Gjk?5m^7oayL3q2^ znOF^o;CEFR0?rF1QISD>k0`V284Z1Q^0lt-$GL?BnPZ0qoG|twh7tmO8guyATbxVa zw)6GUv&n}oAj`t;!d?AOc#EhiLn{(IEtv*1p)g4(QJ0X%nP-;T`(Vy<(h|K0T2cGm{J>C82JPgi1fc$qojo%&jmwUNBr5Fe znqJK0?2aZR>|*z`{9N5QD%cjCdn>jejU-gl%a)=@VtP}W}Er|2+pr}_wkipR0v19KzKTe7**;)7g8K6)#P+ld2`QPK>oXGvRwgt zhW&fhBuO1oIjU*i0aIfWS|44REqf00N}CkuEuQC5$VXNoONAJ;f>C?lo%<2szAKYI zF1gNrQUt4OXdBl(7cbT7CP#9RUOgd&i+86j!LZ$9xN4h=?}iW}t|a2qrE?tmf%}AO ziU}zZHZj#E-phDzi=L}!I5xJ*BHO2z!t|ryX)Ch30z3FUaN+qM{vitgQjRx$t@+p2 zx-d~zeaGIT0VDBGABuvY0}X7?H3N_;_eEhu zI3k*;*?h~7VA$_Fpqsx104|K(j4Gr(RbQbTuKs|goDUr`Q*48vceuDvV8aosvBcG% zxa<=OJdaSTZZP%zZ54%fBkUK#o`N9hcV`m*Zhbmon;Q_3(Xf+!&OEeK4D6s1e7pCc z9(S8^wk>y_z1$tuHk^ulU+Rkbb0ibFhDUfxBQf|T;ijnSS5YMVkt_Tg8vOBw@ZSq= zX77<1K{otSN@uDAON7z$(=4P0+7>$fg`<&g7;GS%h+xg6d>uwg-RgWbOYt>RFY+BK zUW6kOFZW`q>&z@7mF}1&))(%NbuDu{Mi60C?g?i@FjI%A5qz`iLG{L){WvSJ5sXw~ zvYFd$W#vFnpcy)jOp_>JO-ll3*B&;{EV6huj7P*pYMf8J>KdXGPRlKi*?IVX5caz z-FFF9Rr8ekmt?fl8|&eZwv{W#G!`uWv86kMAHQB`ZhyD-Tc3{?#U$ zw||?Y{k}rb^+nbjdVGcc-Zi<-y2!~v5jw@!uZwz+7#wLG?C_`9u5nsIL~I>i!E;h4 zyQZ9aoyqPQ4|$5OHN*`yDRlpLvpndAptxSA2m z(45NLwK#YBvmn=mJ*dp|ohj1R`>97R|L(nJ@1Zw5Ie|z0Q0iTkN0MJ)It*y>QKdV2 zeSMcEBZ6#fvS~LJ;3nxW2khAP!J=BC&-vLMR}BJQWx!P>1fbCcl?(jKMbYn-Qq3wV z<)%Y8%%KDRXi;je=YOVwZ+Mq34gX97ExW2-ER#!?}m$^Q&a1<3|4{W?t7VPl~|mypl= z7>?Q@iLjT&PH_wOz7=K#XV+Nr#_X^pVuqSM5Dz35c+Hje0&fq%a|r&t?&*#wgr^(} z0k8Hzu%qb$C)I;-;IbUOR?OG%fOH z0vc-Sy)SmL#DHEjf`GYS$1=!xzrxB#Il4`PcYM!3GZ&ou*mTjpRQ|q}Xi<^7LC9H) zS*ueFtuLAb>uro6ejFwB$n`q!H+u-^D$aWr6dM=h_y7sj1EX=1$`EOpxjoFn{6MU= zwr6tW-xh(1k);zhD~hEB?e2)&?>I!nZ=}19m&)w2-{Z&DK@=wzM4(Z#yX;)d_77SH zZ4n`C1hcTOu|!m%1_wT8uV2O$$j^PElKctVDFUwKGh(%(8j6r+#$#Hp8}8+es@=3; z4sbs>{Kq7oqdckvxM{JDSM&*UA&I6XaAt8z%MB!mnLEH`lA*?V;w=@aKuO%c=wTpD z^jgH5Urh)lg4osCV6J+vA)klAxviSGGLHB*JN&1RzLI@{%GJl^bo_QIQJ_OYS$Fu| zOpe=DlnVZ6^?rEp!vYus7}NwwG6hkj&r>t$xtD=d3ouH1tSN;8OPcS{|9O560D`Gy z+N{B4;B+==KNhYgIB7(<(a))55+%VwO`r7v1*oWA2sWS8f&Ecc_sViGqRE2)5AQ=m zXC}DV+SpU{!&Z5Ns^?TA!jX%TVAL;0=1pMt6Jtb}F>$B*{KKEWHMKahEB#$^HBfdR zR?Z$qWWT!ryk$YKGlCZ^FE1eGK31)FFWywanq$FHM$)kd0u2g1{vFd5lWfLwG)o4< zn8l-NAp;dXE1w+QismeUiyIx1N0+3gH}bmK`)3cSoOe&XE1juXZRGFU?T)D9ph|8*L{GKy|$7d!)-(YQp8|vHb&3ybM9B6 z3t@vt1{!Za?9``|YWu|oMloC8LNfUyz}5?$UK^oZzk9sFKuu(V*@ajp3nnd&ZPnJ> zX{(D!XjVq0A&o5MvR8<8PAKP$+29EI)yaayK{R}>BSUFCMpr?hK#59-;B0pA*i z_oyASWIkG}z2Q!bc);J+-ibpQ+oAYIj7@8I-kO*3%U z8_o^cbINQ&z09xf+b(RbD!z#3Zco5Yfh6kR&>u1!zZO>6qxwua`zL#;6fO;xtG(r$ zew(RF!n>$ccgyuHcLQrM^Dtsff^-ivG@Fb-Q&mv7fwk`hF0FC`vA8x%2H}}rj>|v#UHIrA9@870fax@2gBP5X*2QYHDLQnDKNE1lvGe8cmJv0C zOY~am$Oqaxr8YTuvcckkHk>T??f9D7T=cbL)m!&D&(SdEYx|QVq&9u(|692M3AqwvD@ot zG6IxSG@B;1o3XsBIdzoXxIier&(wEv`^s&jKbk|UZ+wE7;NNgaVO?ABIvmogv2`7=fZ37@VChhS-xo}hOd1aW(2 zQ-jq1S+-0gG?c3X>J}e;@Ptd)ji3eJ2t8G`m)`Sg$ARgawteP^@rfR(DRV6z3CkC{ z@>AE|lrK>1RS17kUbVO0U;!mmm@41RmcgK0Ea|-rtdsd?Bm22{fU(k+4#{vaQtLB5jz_2?-L^7D?aKdQq5u44@PK~3v%s3#m8}GC zG2t~HKu{DU=^Wx=C#H(%*j1>3->i?w?@{kYhV-!uF#|wiT5id4AzLezzaUaAV&k066@@#> znzMhh4)8MsJ6!;_mI%>IaIRRuz@>jjujODB=1&dUIhCKwp&LUsH%fy)BYLQ91@j$J zpy{n~^T`Vm?{@p(0xpW82iO4~b!UrR7KFW4+NJHMnuuCUTay-S zb#gI!1I(lF3Ityz0!!TkNB;<0@=8o|>ml|c@VZS1eCCAV)74)(g{riBa-gwo<=mTI z!1G6DvUxSo2py8n(^kwH@9@oK%4VA2&|0k^F_ell=6WPEzpb*05_YTl2S35JidZNpDl8Ed@AB6)Oo(@B_!rRm;)mV}1v@nm))K>>|I4nCDiR~ozpN>qPl8QYhJ%U!tc^X>!8i??92I%?2RIY3G3 zV_WPOSUYv7VyU@#_k%8{pF^3x9-PUl=zM2z6osN z?Q(<6DgXPeew!%f!1HTm_MZk&Vn~&P6R5EzvfRMB>zJaeW`O>bd(qSptM<$^K93Ex z{)%~C>lOLV@nwAQ1JD`rKM#Jy0L%CB{XWMAp-zcO?1(_`fWUWCQmBp$!OWZb=l>~Q zC+Jr`Q=oWRf#NOX`B(9}u1Fd242WBf6>*M5sGA|yCu60G-shW>IUEqpaO(( zl9V}Yc7(2FD?6TzZ<(Lo*GqlL;-ca27voxZHU4L|1~eyJm_$_;0r4Sx-$YCmu9+Pz zRi|m<{2UXl%+R@K$2=9jW8>-ghuJ~b>}aJTK_yGvN=yStip>dS&TsrpXEZypz`c>T z?y4wDPL6#GM^{Kbx|=3KcVbmuVV zWcU?c+o%8C@?8F@nxj^$&4LMwx2`<_P&9a>;H0ugcr zcI3pNbKoe-^+eC4N_P3UNG})mhNL9dmz1fF^In9G9bEpI?348Kknz{7T{uV20`AWz zK~@ro1@7g@TQgF^Nbm-O&NB*3;|E*qwk=vMxQvbunxZkGfV{caAe*tZ~NSAEB%0IXV_N$ky*&+>Q3C-Hp2^^ zRAbg+!GxxL>bc|G5CU-v4G66jo1(y(u0W?_;m9J#0EIhQ%yX(E*?>PW%{C=s|Kjo|iww}S#uwC^a=M?9zaY)@K zu|>?f!HnSA_7$XB~>>9xJ|NEuc~f_#RGCh&>zvZjo4EP zB0h~b6KI!zG38@|!sTv+yPY#iHJKh(5DB+Tijn`IIYdGeb&!w&J=hwI2qIZIM&$1- z9NII!LDfR-dgissq!tn@#ax;{T}v<9pDzb>BoD>%fjVi~$EEZO3wmhv2UUP7fEGn;RY%?PnLD=h?IR z#m>6+mvfW`mkl=pulSByKG19bKto&Qzwi0L;pY5Tmu}cUhnsZ(ra?9|ZexUU9AqW= zO9Z##wo9NUG+}wtZ1>I7qo$O^pg798pViee4YU?-)jZx5NYW|#2e1TsySuQ|ebU67 z%H(x-#grO4nq*P}7ob(2^0znn?_X`4%3B-a;N3Kba6g%B7F4`4d%TW{6qfE*=CrrkP4Go@L< zh9Y%}ke!LFu+OmZ%wd&br`}!AwM=Cnp;#$cdMZ}}n?uJ;)36k56Yg&Cbd=E?(i<#l zdT-7U9K=ZYxylO{=+~P)^^F+9FTD_h$rI%C*EGOJxK4@MkLm9mmYN?vudbF9nfB88 z+nCCjAz21+totDtHLEzOB?ivx7=&D`ygn!wauZ+)x2q#+_QRg$6FF&NsDX8$7{goE zti0m`y6r=+9&?Zmdg7!CJ3wY;rq?FeI02Q%P6|PB6!%pUIrVD=D1Wnr1tfQQR@z@A zCl-D|Fh}J+*R?wlL+)>+aon?U#iHn>*c~UpP($CdP4zNOW{;%eO)!3UNX*sOmvg)l zS-e%hoR%p~&;TD;W?6ys@vL5KcLW_*$04_F4T%pcUBc!I1kZzWANqG-vHq?Sg>f-N^qgB9IKX)|96%O+T zS?2vx{4b_dA%PaYs(pCM0!ICthO|Jrxr$9HQgE)G`G^uNkrB!&hx^(0F!|==gXu?V z({>O_|E{_cDd1fTvG6bmdOmI-P8-3AymTrV`aZQDpgF~wzgvn*%?EuDsla1@Gj4mk z(xJpAWmb2y@>cav+P4yQTe88t5?9*i-Qy5u71*VF1PPH@gfd~hMfu`y9!h@nu?_jk z@3_X#OfBiXb$Vc28Qc#^L!txjT0|`;gQi!%HZ<0g0Zl{!UKI1&4-s8>fdTeiec{1Xb&z-Z~h4I5BRI@|#Y-QBNw) zKjp1WOWa`m?5Sb?iV6JRk#jE!FD6uIZnU_mnYiN-x!QJwtLrKY3+rkXoBR0dOrow2 zCP5Tiz<{R<1hXE5B(mc*u&!HByIXD-8mt#^U_$|Oq{<+gXjIs9=r6BJ7SmnA<;sC9 zOaA~@PB^l#s4~-3hkHY=DDFkbA^zUH94kfP!W`BVj@#SEApK8)|)>6 z^~=VY$|7y8A(7ltga~Ww7v${XCvxJCFyX^ARBKFwzdGoxFi@?+pXZ2%YvP(My80|) zxnM`S`oW*yw0i;;wl@}8j9qtL4jYK@4S{^;6=LU?GUV$t47^Xsb`ys3^$6YFy`3WR zHwRTu!hV@B2BH<=>H>Mg;$e0ZD&w~^&uBltyeL)p@bmg0=YIq8=tbylwujq!l_kFf z;9p7i8si_4rm?OBj65n0PiDO(7bVqwJs4>`J;Kq@76C{o${GOCJlE@aAIJ)P&jPZ0 z^<;aU?|S$-{-#=^R>k47s)Om!Xtn+a3yAmGOhkM{m;ulLJY4{P`VF7~Ro>@EffqN} z2i3pZGg%j*9BUmw+$T*=w8%h?dv_G5%@c6V=)9Y^0nSc|8W8I^dDP3rXoU4qo+!#t z%FWPp+!8HP2|62__qbGuN#bv(L2uK6+LfEF7z$aN+Y$Uy#u?M%G}%KOc61Vd`Ug@+ z+v0<|?)kBmc3iaC=4&&BXU9@eq>;ghH1B9}_wbK~Aau#`Cu5=@MdnAl&H~-w7z||reS-)b$4!1-m`1D5t(S*VMY%l4qP@CIiUe3 z0Fpubh~wvFUNiDNLNK7=69gl&$a)}`8S^(%MGW=xwG3a(fg_@@HEr3lpvd)YWD@6i zkV}b3>xm)eX@pt_Q{PR%b0)6z43dg1!LU-k)GciCmM?D1b5TF8lU-PH5)f(8$EdBu zOBBD;uRf%Gxn;8Kk9vdo;=Xp%a)5np>cF6jh)zY}XeXzrUhM-Ypa9!}pr}WQHkKQ2 zNJevq)VIq(L*`X5yO}}x4$aK=OO<^xIaD6l!JFYsqKNsuuK8xczaz<(G<4#WEkdCa z72ejdpWm%2=C|>8w(ObRl%U?Ald`)Zo{TNS@FxO=Fwk4jTGJ#c*-!Gs*4Kti%Y11`+id-g# zec#)^OWwpq=ugm?98X7vSTxIK%X4?2tm%QJ19(3cfcKLEp8*o9&5w-_wl-16tdefR zx{&x$2qG~+s7B5t)5cu&@8{CqxJx(upMmBA7-%wpfd&=IvCrWW>3t2U3vA6VbT{4` zS>UiRH&Ux`?KKVfhEKrf0`SrzfO2Hmw*L|Q`_}?2ZSH>mo~nxR9?vg_yi}uQBAau0 zE?!EikjCHujz++XmW>WDol?Hah3Q9pm=-}*^DUoc`t2_cp>Q_G&s@%XFS2|Nt=%I^ zfD3vts^`@&M3$vy2aY!n!WLeQQ&U6F{)}WCHjiO%?_+^&*hJDyVwS&Ps@@zsx-j|+ zaq7b(7B zN=+SEIjSZN*?T^#SN$m4_>S;Z5c-8t4}^lK8%Ae7^YMndQ~;&KE;yy95WQP7+B zWaJg=`H%Ar=MKFtuAT^(6&G2_vE_YHo`&{JB6>K$!Uy4~4B6hA4S70(XUUW}4P5TJ zn1@lqpGsWl3czrBZJAHlME#c!!XrF$aDP}@ONIV(=ETobIBU z;Cv&}Y6c-+y?=;O|BSfLl#OQS>{{h(^i@tIncAL+q)FJ?^(6G6Y6%xZtY#tc0Hz7J#3*83 zphQWMZqcXxHa8nWzTHVuN1+9jS>z2(y4U?Rj+P3WAQ#T@md{5js19`aky!A&vMie? z0sAdH0N@F1d%REqY$+q^EC(c@deG5=3#ujj%eC+e*}wqad2HFd_P-^R8hEZxfQV8F zP+%Oo10u>pCYGOnz_~@P8(q~brWWO5495+dyBXWa%5pz(c)G1F&XrfQSf*@HC(R(f zvAw>&9(q**31=Til^h+StO>SH*Y`;lS*!dEWBN_UvQRt?^C%GOu*UHd3WaiwCOqf- zS%~ZRW5|g!c}-6te@b648-2?@)gf^-;2qgko}eTKia;2Ls@0fKCsvMaMzDS@KV;#f zOKCT|%Ou_bY~AsK9c_g=h`&%KtUG(^mOWEYf>?udf>I{{XP_%@w_988f|G`Gnz({2 zmU@`6$aSQU-;?NRIw^QDAri{Ji{11HJ=Z}SU?CFb^$x(`9uA0A_{gW?+E7i7Ix9#F z?G@s*l2aq4rWIhwoMUQIvmU~W%bhHDDU2etVE#pq_B61?Z75+u`Gl`!k6y_u2zWr) z)1>lfL$sq-%MnaxtH`p%5q-0~03W@{4i6^%-B?;G2bVf_&txj?AfnP9K8VlUU=gnf zJ?ewj<=h%LHDGLaTcvK#BJcR*Zw17wo9&fqJn}xbg^Ex?lpU+XP~Rq#T4$3lB6EvY z7y7XO8XNy3s=juaODL>5NGfexw=^RP;{ai_hu=D#|?hE#^lZeLX#9! zyn`1JIP7;MxKy%&ceYw5qsg{bvqWcFV|JMhI4}x7D-Muc|B)jf08gG(oGTVQqRlcy z0<`>_fNHSXfApdAWBqLOgB{_BoF>zOw1y`@RKWap2}W1N1Z%3$zwG?Kg&m`SCN#sp zkUhhS~I{ zcLadDdjL^qfD(kf(tvzIh(vFAw{<{@NTK)YRX%ibYF}=98)==b*%ZKYbM-=h;k#-z zB8-A_*&n7LJ6BPQ61mb0VKh7OPo`051>z`YT#J5g#6=0q`+x@W*1*!e(xNdz{yp^1 z`bu=`=dwO#FS0l)iE_oJ>R~j~g;hV0BOE|RGOh5m>(Vrq`urz=516_VBi~w@S7ww5 zs(<7#*w~ei2`5h+e}x$Cr2P|u{kYdX6{1L-){sR~LP!q}TrJB@SCW@xQxm6qND*9x zTV7_!W&#`Jhi}2*Z{OT58R>l{jO!7TB3H6BSH?DeCw-g^RQ1xU9HZ`-M>vxA9~N~ro-9mQNj@Po7GGZJO0 ztjoz!O%MyL z!}jBfoOJBw8N=&{zq~Z!65b%)(#{K;NJ2>jd?u(W)lTIp>=Eyi!ADR1@)D|voD)QS zN;dQUCbxgngYt7T?aq7xt-IT&#-Bw~q>cyAbSzJ>xAH^Q$YEq8Yq^F_SY#1w;!WcZ z?YSz}ipXPW#_8fwI|Lp)j1^1caKjEJAO-hF zHPT$2ZUD}hK~RqNs)liCoY;-ir@kY~S?U3o7%ady)=>zp6z$zKU z0|>M9U<~sS#ShHxKQ-KlkRf5Ha;<&oBTPs?!B{=2VS0$zj^RBp%GBC-PQ4!JMQ&J7 z@TJmd2~b$P?vE+Mn{3m+TYhl(W|VV!b1Onm-?&|Fzc{J#R|Y#pk`VS(rA_e9Xj7Fp zea106_@XA+cNJR@{4f-+l6yM)dY$`!b^dldooKh4oi_OI> zRV55y+ZXXLe2EXJFQvO=#giK{JfpT@HG4w4;aMf+9@7R{2;pJf74R7|g=@Vh2yKyW zGhbl=Y2+?L;|CBATuGb7vf{Qi3tLp6Yl9ToY1?A8j^Nbh_3?fWAahn;53`xpmF@5O zXX`FrRqZzutB)o+F6?D-oelrJpT+wej(B&XmV>+JSplPhCnL+xCh+G+EYPXW)7vIQ zubmAZ$64UmGam=q+V3~f3-=dI!1D>}w($;K3Gk9-n;Iw74i8&ZBI86I^uR*Uw6#>- zXjX`X&ZwG;kKnNDIHup($jcm=XR{1gaK}WNas+!jx56H+dJ?z0XHisuf?3%YcNX>( z*?2^3I$3(XF z&55qZKB%vGIq|J%%_s5$7wwrh2n`A7l*^dJ4~JLLXZJQg1RvJhzUz8VPP!wR!4lUE zY!`8%hO-dSs2>N}zV~7Dni5(*<3Oja=CO1Ziw(@=U|snxhqZEC-8!uV&$<&3bNO0# z1b(W8npEWz_>&qx7~F%dr8BEQw)>hz!mOmN8e1HlVn^&bfwqb84=>3eC(VfNZ&YWU$8F(k?&d3NZyQL~y!iiN|K|q$(3qyW}&#zbFCMpR~OD zx$f7v<%(IU#ddf)axuxC^_Dm_s*^kUtMC&(wC$ktdq6pVAB7QBGnI3XZPf9(KwYmq;2aB3LNa~xUm_B6X+xc9+S`6-%+5Fl06gFY8 zbc?t3UQOaaEiZV;UruM3nn@YePtyHvaJ! z;QSA7{cjh&1tcqZKo?c{r;A>{VnrELD zpVc`VDvv#MsZ=os%Zp4nAW@$)@+2S9Xz+?AR{}Yb^QYB7paQljucr2oToM}_Pe5?& zb(XqHvITcbMVrObLgtIxMZdB`z>N*#c(G>N-Q5F&fJ9I1kH6(yD?WVMIASiuke$;o zo>y7G)@Pgxt#s*b=jj z%gQ*5#(MkvI!&gjD%x7zXhAzx;jXE7;VEZ-_5IJG8z1dhfahd*vbca~gdK(n!}!NU z6hwq_>JMD&RP$waWe_H$GtC_Skw%3G16sL$k(_N~g6!}!O+lSPhM1vpcMR8ts7 z)4>6T1%&BuZGml+d6To=vn#Tu$9WI@5|#*0cvE~XcHqOD*2bY@%`k|sqDm@cB2#bC z`uBH9or%>(!~2Ge#}J#aIn6PtHRyINv(cd)k%@=C{_H}O2cY%5MFAzIB z3rm@AJ2>tkM=vA*6QEOcF6)q=`TL8BK2&3z$RmsoZ)4PCcUB-A_rMX`)GEf&_&DSS zQZ~XDqcp9;+^cl+%Z1d&J$>6G9;%y_v|0x7p$N#wVelZEy&vB|a=?{-JC-_!g1%wN z`I!8fEUclo21lm$w>Ld%Nt^!wfB3`FK4tttUci+#jLas?0=D4bhgDJgPa)aN)DAQb zj5k{(NBZp?@D|KJGqgE%5egxpdf<@qdgncAe}Arfdr|~lX$xAk3@f0koFKC5qDuah zLySG`LW#iWWdZ_5-@91Dhk3`Bmq_1eVE63>Qo`FEAffQ8;1FS~LJ>R$c8xTPQum=2 z_`L!~mk?!|Fy-y_M3`V&PZ=DG_We&-Z0<=?9z2n*0^O>Sm_A4fcAj`eH8ztw; z4$nL4@IrnS&;e@@Kl^)(Yk0^E6LuY4!pBLsNref(Y`l6?$ImT zLA1Ai9~a!XdM3}r3%2*Tgy;t{1bZ=#3a9j?GS2I3(#^j@P+D+{88t#NED;LgD>9Rg}c-QN?yI3P9lzdab3WO1tgJ;}Z{e30|{ zOt{MbZgweJ%ZeWFl|rxx8{81i$Gw>Y^cFG0X6cEn zTECP`qFTsYk4Wkp>P&AVA&UW~OF~$)0#8oZoCdJ(JNn56o<6 zwd}5Jy8Pf3M{C|+OyZr0Nsct*+Tkb5(3o^N^FtoO(Q2^84N~JYX_-{H0K0tb3Ey@5dB}PV*zi2oW+qKP^QkN`%&-P=U#p1+u{8C$;)DlKEoyYa88 z{Tw;yu=CJ)pTH)~U2X;zfWJUAv^EgnEEok4a3G%vt{~m-Jbr26(D0>gd0DH=b4XI_T#RKs7XfwuX9btj4nej6zne#>(Qk@j)N#p6XEaXV{+J zwD>M9i4;x=IrPHlwx)!g1ip-)gz#UEgL1R;%h|Zql^KbLRk&V4sCh)v7NhNTxk6g} zj?o#=+98PEXWQ7(VF|`=1nEzMT!CoihywHw3VysI=kzWMic;FIJQ%Env5`DSX<@42 zAX3(d+XZL5(bWI*0uUZr+wO|0RRQuUfwlJVx#2Uj`i!bpsBHcXr%q`$Yf#L+tO3jC zfoRpMu80`azs=}EPF3~bjlnq_24pP7^I32&mx3hpS)0uP;M}+OdE%p~JX*E>ui9w<)H!)2%EOmlR-INPcP+p@>&w z1{iM3nyxa&W-8)!72*C8r(#;QoExvHlW|2zQ!E0XXZ8o}h+&;sn@^k^imr+mAH1I5 zSk-N#(*ruL(6-BmnWD{yPq=ZbvMWxkk5P7}bsgWO+-Fe2#f(~sh2oYPp0{~{*R?@? zHY+{LdXniPKPxOPl%p(iD%t?aA@cZuC>O^M!@)@nYyQ-eygnb*pMQTb@Z^~Cef&hq zvxI6e8R5Z}OUD-WhfRnA%jh9NI2x~F?Fl>me{8*FRF=`Z^-Fhm zJb;9Nbayw>-5?;{-JR0X(jnd5-Q8W%k90|c=XURX-v55bIUgK;)WKM+dtLLI^EWM% zw^EmbW6Yt}kFCMP`^?&^K#gCUb7q-}>k$=ZjN9VGkey&5^$HxfFU#5dYyfBl!u7R``C7a3d_|2dUt=kQih z>EwssS8x|}b+N$g`76iOB2O&|M#-O;EZ99}0BMcy5%|Z^9fUJEK5noP;&i#lDr+sY zKI}f}%wUIY6&LOA>EAk*Y{wPXJlhsH%{i+f45`k2nI)rox1Mg+C)W}j!TIPWh z3yta|vb*7-S}p*|I!1)cfSij-X95xj;&ZTs{ zaAx^e+ugJa@c)h&&)PkjATWl1LNw?U=5=}5E<{)4*X68wOFAY`g$sbwg=;AvdI!*G z#BUAtc4-<9WBQ~($^uf~lTZ0w+Tu!nm2KWliC8Lyxt*wmPg&5akb~}xhpv|w!t*R(OA+3Jy_gl9X?X4=J}0$Ws#)8!sf@p$jrbMmWGAeO znYTr|j9UhN!`|YsUA_HSjSj>y$^L#0`75>?j=!noDlDPSI?oiVKNlfOm{d31Ms}^s zNBXU-8D6^rl>~8?|8NAZFbCl4-e<=9H#s5VcT3#;1u|XmJ1^V!N11;$+Y!d%Mi5Bs z`HwRqjNPpPdANkF;oyItY-Y3nvEtrU18zoM^I?2_kxQd%lB9Sq%3$V)Zst1yv_ZrP z4x0xms9VkaE&B~o-hS|)!XP5ElQdMgMeBlq3Gkg@{%h^?ci=A#a5parGcjW_R*!vG z zsIVEXTKW~w18`S4$PvD>MfqBR)#NgiXFRIRd2^p7#@ktM_x0VZN`A>n=!gJC@_7aH z*1Y?sA%P0n2~^@Mx+Y)y!?_2raL6FZaWqWhdGWuFIsXFSmex
t*0sey|&ONHsL z2n639shS^%!11KJWj0ibx3TZ@@ev-Lz^`v&=zw@tN}f?gguthmx)`riy2NkhQd^~h zNO~7*8%>`z);V3iQFy4|q62>S002%m7WS41@pplqcYTO(Z@DPy!>+1ybgEmJ!qD6? zdh8flf~~QcfW|hKSj;Oz(&v*_9dib=Dg%+kBC?nlK-P7(Ms?+-RIzo&#K#cAKcCel zl@_-1$5oKb%s0TYn%UIh3Y*2=g4>L^Kv=J3tfd6KG=1*ip?Q5Nc+Yc|gfysgR3%hz;QNq-tI~^ zY-$3md>*#QY%e=+x!&pgECwb#R+|6M&iUW=`AVPgN~;*S{~N1--x755;Y%^d>|F}= znf=K3JAD86YO+EE_H~acdn#XOwINHR!$X{gT#i$t7r%PsoC0lah*vhS-(qG7mpI4hjf~3XZqU!J&XagVqBVs2=4-O z@j^ga_-jEto{*L#aPTBcHi4BO=43!Wt7@}}@wUFh9?}5vOYoFGQp$%{6m!yKWPbZT zCD_W;aTsrbej4_#!9Sw+%JF0JaFA%C5z}DQjn$N>4g3$J*BjRYsDF}SN3C_t0_NkE zmJLtoUM7#BO--8kh*b)STRvDY`+Exn zIm(~41^R!3YX7VSC60OF`@yy638W(4Q3&OYV&jvVi%2c&?cpYnDC>0Rb;2VT4p)B$ z^2^Z_?heNh>P2VH1!Bsh`@cd$YX|@0Bo)3;h1C7o8TzF zs21AjV7eP#gWVE3>2_RtsuY*X9b)({O2)IPeh9F_O^d(Eg~pTW?;X}FUBOeoSA=Q~ zrFNNI=Y4VH*g?Qi#B-qn3$F-#K;*sGd#GC(`oK#ICa8hpWMWj9VB*4`?Sgx*`TIL< zqeWTd?|a7%@ME7*6G87@r4OXDw6oF#V$i0X|H+?e!ug}KCG2$kOGhUCd$8OA#2F}t zUACvuLr) zBx}j`DD14^X?0|;+882F*us?;7pP%gN?4j{w!CYpCI-W~92JaP@DW(tDZ#pCM)nIV z`9t6gF?e7GW1N6MFGpKz%7{F7Rp$Nfk*3VVXIV3p_7f7CG4KTx_%zS6I|IlPKsBRK z&_%Bu*Mh2{yj}+@{y=6<|+jD8D_LiO_E%pSZ0$6d`Ob#tpfMO!3FKJ)gGv)Y`5~$k7hO>XC z3wVtN&MhE9Hao9321VzzQwldTKjV=?1w_(V0pc3!Pv0C(?ilf0vxBj!6OZ$wL9llv zm|#x@++1qe;&tHut_w>SV*kiOe1GJd3}m#d*k6%RdHbiS>ZPP_?eh3`u0Nd5THY2L zT8~kOLG$cuH6ICjRMtTNY*t}&$hRGU-|=>7|2F~|yjPgN&v*R6EoUS{gpxF1(QaMk zHuw$ztul{((>DH3c()Tkz-yHPhZFl>baxfl&^bbqw16MmbJ$&{vMC?2OA71X)C~}y3*Zd)DL^XG0eOA`A)#@dtab0FHYvE z(1or)3RF-z>Osb+3{v_~a{{w?bV69k%BArW7EqZ1TOWuMh|<>JgdJ)buDM!CU;IMd zx77N9HmB`Fl4mM@gAHd=rV^p_KTjA9_c^YH+z~kD&@BV|W7c||&6}nSq8_^?QA8aI zlml1P@SdRbsm+{utlU*{@TzkZ`WwV}$+GFjOIvI}YHyKkD_Z+%`1JleehF{31TxTxFv8%fC`ivp%!x`n zcH&|a0y(1N8J8D!RUY>Y(KaDkb{5p%Bl;mf^2(A>W7rMVCRZ?4+`0pvJUb+U667== zLB$mz;--l$SdF!$!Or5{$CQMBdtMotezIG~8kr}FKF-~X zM~u(?8eSxGB`+mxML&p{3SnPAG`$krR*9~DR%Ock=SJ;N5^&Np3@#>BN+>BxNCkI4 zQ6`rw>4=Q@dU6N`DWVs|_W`5D;uvy6IIov|s=TGvWpBb|Fab_!YrQbvPS) zy5J;&X2f~@dzzzAzzpZ?3pSV#lT7SbGj>(-?}?X!xU>+avIciQ(pRvmeTFrAqlE~0 zMJpxKsJe(Wgg;a^ED%Gx`5(>1;AWMef&))j*_4K*ievRF(CF?mrFQ?}ZIiFq2%u&l-(4fYj-2wVycBY}8(*Sr* zk~BbbS)CjWYVh;!IFY*Q%-P%*cCpXNINjG~;Pk&+h^g8p(fB9M(dF$Ir^E2g)!Kbc zR>+h*zgU6#B~PA1K}Jhd`U_s<62aS^;n)=rzz_siJK@^X99aeOE^tjd?o>oz`D*o4 z8GO70D<@6Ap|=C0BD8pXLV~GqNF53YpFd6%=}en;Sx%xWD;6?k^9yOF|D`m`Z-B>H zwocmgE!S@iUR^=(%Lk4A>fI7YPGODV^u){nk=AHo1_NLv!w+=-PS5>H2d~oRcvZ?R zeUY`rcHRFxw-_eP1@!}h)}R8izA-~$e)5RTMtU&Up!~R+@|h_|;Ft{Sh-UWNNu}|? z`zPwZUeeDY_D5Vx(;rqRtq7_Z*>PW#lsS(VhSBS6rDZ$F zF=>O=&BJptPe#Djo3wcXgQ}|{LrPZe+qQ%?Gv{8UwX3r8L7vj&qR)|lyrupJ5eW$L zR$4|{;iCgkxs;j;A#9KX`S#)KDEb)>AAXPrjq3Mh5*e9E#>|*(J>;EWf)rPrIUpVB zV&Gd=G&Ie%=RPt%ZKrViF>D2^v^<(G~-Ozl}>mTP1D9IC16>2 z05~W8VG|@yR``l7M3EF_hZGFz@N zpyD2c z<8ITQ3+NP*VkLlM_o;YIpyYzDxfNi~HQNE{9{@|&)%C^+jDHgw`_kyBV}*ocrqhTf zREt%qz7SRqrts~*x=*O*-{VIlbf14M@3->V2I65uSLbl0k7lonO0?rI8Fj4-ZJ?rl8cItn=S+obpcSsf&$plifXy*cQsS_^M|C*mx@ z9^|iEx;%VCyr;XHNn|D?s4%8_sPui6EHw8)6+Rg_NX~s;qS|{?|FwPUPxdLwMb|+oWl$OF+>TwlJhdC_HzCx*`sFjvybR#=!D@WxXX&cu{WB!IYhIG=&HZeXFmQ+!xfgD%);gkVEh`7;yU3 zHR8?61}VrFqhj7;ymGD3d5w;p(+R`Kud-CWpw#}ld*LIW52iK%Hdi6gKn)X+R6EFr zEVGsx*28e$i!(PpkGwLS2zC36?2EGro;Kl(Po1WH;J@cvvDR)|R0Mwb!tZygN(Z;P z`I|=Aaj&5F_Z;Z+plth~EdP5UOR+LpWLU|myf2>{@{m(qk8EHzP+w0Or?dSa0j0rC zt~HB7NvW9q4MT)P_No%O# zV&<#`9VJ-UbM+906PGQY%j?@loE!igCXkD?NJL-T97mu&K52AOU+{L9=zc5hsfDncm0 zJ~xo)o%xj?c+uK#g`V^#_A%IN1v=4YfW(_P180@fmrFN*I_G)tM;0AVC;?+p8-&zV}n6CM-Zxu~_XI+-gkrP5MYsq@PO0!lLtb z&624wl|uK=asz*^(!jWn`X&tF@R?oG&07`Ml8+5JqgU7~QHBMd*^xpr1Z~BS^O$E_ z`Ms)wE6^y)NH{x=n`!fe*O>mm@ZFAsElF|(vE)01cAg_)zhBNZyy>l%L9~$Rg@=@wj9u*yn0#R=0%aFHSDT#d9SC-wGy~a5~)U*ogI5tU2Jk0fs}hR8A+YR zWRP4HS{{4LgE%Y36o8x}!>)--r?n<~h#&jo!Z)l586tMtqeVBR^tS}r&h&>pbwhD} zZ^Wa7HE)n=>{7<~Po9ZCMKgL3Ib!#~Kk^mwt&CczkoVs7Vibk-wT$pnF-~p~Uv1b} zYmmrYFV-}pg7 z$P6#8uVGt`18jj3+En$U{ts#pG?_1AY5`CNHhBU28=g>aO29T@e_{dluJEP(pY<;Bil&De4m|a}=zKve8T3u%hv6 z;5f0lnt*8t=i{FX!nwy2UNE>WH~Q!1qJpSY&~V zkgc8VCzkxJDd8M1$};Uqu{Le3fYTZObd)g_R6!d$oc5dxg~^x+#d;(}NxWpWn=jhEKOX;ALL0r@op zhET66NnNNMi|)z~ar=sVZr9HkcY$7c93nCO1n%b3i*?AXpW2HZvkvZ87nr=F%!oTY z(eI$e;R2tZ+{b_w(g41cGx0!9B#11?c@Qq+lf%hklRkl*$ea$yt6*MYcJOcNZ0uqq zW;tQR2S$F4r3EgMTL9{U3k`g`-YF}i|2~!t*hu?L6Uq@avvYZ%9`UYNh&?ZZWUz^z zo_}WB_8zk2jws1}W~WwqX4=foQi0`pJ@^pGxNm$5>}7!I0HDI;_gSe8*$Q6*oQ+~q zjE@i)1E?m}n;v2>jKHHUwBDtzJBF=1=_t!?1$tH&MPXLgFa!Z zM-SZdghP)G`UN7)HD!^8=!*dAABAf^m4mhqfvr=Fx1!2Qr#NooJ~PSxMIaoDark*K;EVL zUGIFEYjMD zo)kR>ATnPV@7k0{JgwBM&d0q<;x;BpRL`uw%y!eS!hDb6f9j9h+_q*&B_T;U1#(i9 z93&e7di}7Ht|`?bdrHCLJzP{ac9-qS&$m8Km=PoO&ZhKA?5oBU10+v&ry8PP1Ki1JosDv|C5yi0%R*D2S z-cVZ(iS;pMyJIQ4l3c2c7mhq84`NKL(Ir7DPop17D|d)7QX~FK5O## z0)uThU`SyG!ns0#{P)XO8|4O%Py;!ayy`mKie&+YynTRy ze8^1<6E-;+w!i=99__E{2OLBDl#}z_`yaiZ|{J8$#vUI_3%x`uG zm@Q?FPWkTGwmZo_OEtXiF$7w^9{VZJ>(CpB!@1CIX zW`Ro6X2>g}S6wshtC94xX2}dwo>zGmTGpvmzf)P=G1ffdPR**3Yjwyjk>C(@mOD55 zL`T9El_bbg7sI`4PKj*_(#_Vw1k~{_gq)eIX`{O;`fgQN7HmF|g|EudaQhXocQl?v z23qj0&CMf%$R9^^jn6GP1lEXeHkFSH34#TVm41(EyXC{R0_ndQz>9r&UsdyW?jDGE zxDvKR-p3X=_=6rI(f)Wt`Av@h-(lNDz+C;0WWDe|bxq77kl9AFZC*K2@h`Fq-C(sA zX*E9k=8`+mcIzOAaKlun%{0TM{~mxG`X6#jz&^13?|xPQ=J8Ni*S@4ok1tyGai+s) zEyet)x@T5lS*Z~}Y%GKjBHa;7a?{ZAYl>IWF*5bPz*-2{P5zkynj#qUJOCM1`x9TJ zN5S-%b*>3oA6(eGmHI&Y(0HlD@UV1BhalAK z8H)p+$_5T+g0VB2VdwRDWZc4BQe4J?Q`$l@i^5}@OKCu^!U zn|OFPVoLX{QBD!J`=u)HDP`1tipF`dT^huv=)@H0tmJ=eA3Wfccsm>pHe$*!biW+z#jO2Zk2Putx^fNRUnbTZ%k9{Dc9ML^TK|04>BipdQ$ZE z9ds1yZ>d3VC&XLW{tV6WwXWBt_|E>RKy%pNT>!>j3-_#N^tP`JO#*v2hW#mgYBPv^ zeIC-gexFAP${p#M&~LDcik*GjqZouq4~?jX+Gh+sNxa$&2W0xTe%U=aYhmH`y75pdGw$xu%r3}ViEo7AVy%ErFb1eB&hs~-rZK*SXh+y`!yn1eqHFx* zQOzr%H>3R>iUPIK3}qgqddwv4_;RGs1@uj)jZS~ou-HW0-r7DnV!^z)L=nsL8au*m z#Xjy!Y0o?nF0c;q z&~cK+_l_Eh^l-*{T&!c=7?KbxNwStz3#uQAkeneIxbl7G$VhU8)z92;jm@?8KBIyD z(O2I{X7UA9I5F>uAnA{&P*C-rNf@=6L_)KIRIwoo^IqAH(D%)I5wth?;x)m;64j-9 zR=FADR(A;FF+=7&A5_dsLQaj2c z@|@m)Ue4JGISD&X3i1@;&ugxMCr8!r?G5L2#^PikQXiImy8f(K;YY*s2v)E5?>syd zAn8@%%o|+2*UT8tQCQV4R!xF%gPV#HSC{oqy7&E z^p9nwB4Q!%Mjs%7Z}jTnK}j=6`u&IJU1v?Z-wVtxXnNZb-zm)Z2+I5U{DK#0L|ae< z$!XdBXX%^yB^5{1thy}$G_5Uk-1PK)6yv0Y{V*8nSrBLT>2;HbnoqF@GY4ZG)eqK_ zh(4r0r6nx860E(NUa?$!31^{e(ORCe7hhK=^SnMp(#4a+tCADQ$ccA9&o@p=>W|Jy zC6pG~m{RRX7AQ3xMZ@(h$hzV`TD6btumHvr>7}zA{u+u!k zBaMftXUqnv?(j!XDtIYN1vWVlldvOz>QmfPN(t13B{xe~mBk2Mott_1N_0~vR@?E0 zFg%#^_J7+b#y}CTAIxuRh)-@Wxu{Q7#hd1kC0G-b1Qo7{#v9*&Jku#PQlPl$Xqstv zH;2}beWm+JKr;@kD~%qy3%!PGO>(4NsNNoQy&@#i!joE=8?zf(vp-Bq3coe8X{WQHf`NC5rZ>!>D9Vx>X6e{(S5Zc7hHn-TeR z71q;~H!9(;G*Fihe>WgT*B^8eN4xGw;{6-DEb{OVB?P=8fK;XC?kDg4ZFZXJMOJ&< z*^#WO?f8(~&x~x(*xjPwj z2_wTGKdf2};Seq~jnaMsJ0?d9X;OqU`b5iSmycY4cHqZsT-)cC(DIX&8-Z}MvnMY; zFF5v(phUk%f}5XxLC(x2Ch~L6fz!l8p(r?K>ijLJ^*I*T=G8&|$|CpKi;N zOM>^6`=Y~F&jh_idMk@K|17#~Zx?qS$2WhO=mqV3;$Qb>PkqDUL>eMabp#UOK#O&R zh!QO^C%kHgvxhB<<^8D6d?8pOb!t`QZl*j-XDRhqi4Wy7l7a!x|;ZlC)i?YQ+4j4F)w@ zzuFn4s#&i6=}sEOqIUayK&1+q?VIa+M-My+uZ4&HYZmv}NZaw;AAj6uSJ4vx;_@0d z+pYJUF8c~Q@=Qm~fXfg= zkpMlpR$nh4*Cz~akx71rr^3v)#@kuGDN%YmPY;))RH?;#Q#@EXAEdqIKcgRw4QxVV zLOwx=sm$7M!S+pu!R9+nphS5>ktn4%12u({*?zT|{x`q0q0={ibP#{wV)*9DvSA3X zpmx!u`ZDG?c5{5NU~43jLnjvCy`9aRiGA-}B^Illh&6>X&aJNRpgrc(tHW z<}by-w(0Z@g!3;kEY`zj9)^DTzNn88s&6cv7pxHaA(>&UKDT6)-aRdrxsA5gYE&8U zVCx)BU%*R_AKCm-f4-X4%lI^?Vc6ZQ(n*<(Kare7ISd}D z%z5-Ei(0hc>)?|$Ls>5z6X%)C7J99AJfdS$_ti_-Go(0Y=UHasoRnW@w)De zBs4Ll#VwuN@`#DK5gG>n5z@*0NOU(qh)wKzFbtvMD=S>qPu@B#l;&tm%5+7c@uWak z#Fsxs##=uiHci0FwcplC^l6I0d8;#R<(U<@hiP!L&}! z!Q*CeHF3uhV|yx_xDNICN-YQPWF-5vSK|hmq9p@-=kh?f5BIsA_|W3wG31}oB~qi; zz&>_9?YR(C%=jy|wfKMHrstSF#6j|V4vF7`)ig+j0MX&)Z*G@I!15tqISi20NV`}{ ziR^=u3$2@y;6T0mU}$H^x^RVm1^u2+6IoXm^u967rnDjW2v30hh4?{29!4;PL7ID2 zK^mS#KG5*tZN9RJZDqU7W9cE=g`=OZzWk?JlgH6`N?U`w-*JV2o5ybibiVjm+N{Vi zy4Vy9gggF{Rk*b4vmv}HFM&ljc|IHXa$lzP&3;bT>peB32>>Va?g799XjDWl0knM7 znw$hjE8=%l94vl9;tU_iEuD>cAGmvzGs0E&T8l3;y)P8d?@`V8v-_?93r5LjGUirQ zWaYtaW--#?QRp(^R=ay!DPsYueT`L^q-l!}XJlf>)9mS7__6=y#pwCwCPes2P8+%l z@Vu*db#exeTY9ncY$gysp{?2erq*%yD&${+M0-()=ZKxEB86|u@p)!5q=+g3DBbP$ zeECA)k>Uc~+ck8~_PXQ`-si>fUbVC+%RVpp#i*VbVyq8{#b;E`dnPU_Vz75MX+WV1 zgC0~$y6C`*w-2J`ZG@oNW=!2n0z8+i%By87OZ3|TO=yrs<`6!f-QrQ)6qWPB`W2Y8 zudYlc+?+(oS|m-f?d}!_3B;7gEi7u4#N#cTONNfcWm@-*N^)&IL5ut-I|pv?V`(bsi5ggB}(f^(LeM$PdinR7AVP5 z7M9u>5T(~1(u$c@TPwd|EZLd79%b3_n;OE`Zr)HT0_)@>fcyJI%cofXG|8L=Ego?j znE7XJ;_d6%MI^eMcR9$GTYw*h1`?M>2~G@?0S^=@mlH#txzY9U(;!ox4I)18K(#_* z<> zx4>dYopF@uEV4e_`bL94LrJGsd4+8%Fs3v~y79g6**N#-ytr}pHS5F{cKdmGa=e(FVnVls9%gdOeux|k6+!N&~Ga=3!0v4ud&0u=?n%@M{@OL~PW505lKx`^Clt^XpK$=v$Yj-q7%F*DaTP&X@D@a0?rj%=?`hq$tDD~l0-)&XcRU1ENFzj@vP_Q%rn z_i#6&e%jczz!CgubNPQR(*HVw=Rj3b9dHCK{vE+#;0U%rJ{Iu9S2pu=@ z!iGz@O?YiRZ3sFj3=VaCJAZwaX=$F3yGFmS{-aV8&3h#AO^{HuE2--y*rOd=V8W>@ z%!5GBJs)}MOd1nI8O5TyO(|1+L!wE)KWX_@94ep@SGZzRRQk`6K!X7?T&zsq)%ba6 zzP#fG5BQNj*ylG#2e!2O@LsutQx%I9|BDq(b{*Dj>d`Q6Wsnflu8BA{&5m#0`m9b# zcS?k(;=DuR_+hV1hG?x>%Xzf9FVq_mu)%mu{_7WBrzaq(`C9(XKoK&?T4uQhM^>ve zD#Y?ez`>{@-{>hnJ#@32jcQ%1X+ym+EppFlpXQMymRt7c5@f;RaM<4T@^?eUUp$|{ zjO*05w2C*PAq#_8^j3nNz=rh^24#iLb6pZux5GXkM_3^hlI)~Jmvy~_MkJp&A_2)I z(G*t>Qv;OWd*e~W^%6sh3wX2BmGZD13`iA9bRQ}!wNFr{%`4(dvIp{#eta%ol@+3| z$Ytf7=LtJY81eV(;^L$I)UYkO+FcVwI`J&g8HFOnGFhC}Y=H3eQuk!lKA-1o<{(Pv z=g+`&wDnk;)@RZnet{Yl4MaJXMP{I$i30#Mnc<+E#0bqSJ&kndGnzi6?Z(P*I#3vs zRoT_^@2maqu>Jdt`)XPA?nK-JQrl5i;KlE_A5PmyU^F|SBfkj-A+>-#9_JoM>UBm( z#=HO=*gLX2ET(wiW_8zUHPbPJzsN%&kG~XPoG>*=G*!)RBj&!h;Ie`1Y>NeU0!N%t zUl}gwA3!-R?re$#4cF3f-71SonM)&ITt?BMzMte7m-d+nciy@_h9HxFLS#&H^g4<% z%KE{@6A{uu#dqMh5Fe%|l|u&q%Co(;n5=P`AxfN@vY@j6slG}m_g_JWH&KAQ;)Z+d zhs4h;ri9>1kE?{1Lj%yvxDf1gk`rGBD0`km0+!VMU}RokgI?I6Msv;x0yFJTn=|Y` zTN#`29HY1{eZ^Nw#fqt2f5g6mF?0-}-|X7{v}ct|ZfV26tLjkLl_5!1Mn4J! zU10I;7N&iZrOAik4zgJ(<>h*4xw|=P`@WI@6}+cxZ5?`K&xU+f`Dr#GS6N_~XyzJA zr6y=Q=qJIX78FF>W8HWRbXu4!X1j!AZ{`=|khRxjZv%V787W+RwFLzB&K& z0F^5&MGy`LL@W`eKRU&rF{9Fs~8;0)ID=xaa8AUB^$OS z2$bajKsp%jE!&fXaz#65TH_#|NIk;v-d9bs2AcakLz?_rgrQPZsA@Hlv92$Ch6Sd;ptLituX}peoP+Lqmx$ zCtyg{&9@L%Pi9pC89+xRYTNoi3f|OSKK$oVm=p9M3-{_~$(%QW2$AUPJExi7mO1iPDxo6*#a zvFpm6=HYrOo&=RRR8+0C-)b)6rAbB?_rQ>Q@bueqC9i{Raojz zzjjeQSpiRu?*5lgyPpIkJvsvw3hebOev)s)-c8scrpXf~XNbcbX?h95y;P^Wfu!Pj6Q&@Ak5&(+MAijZ zWhloB2wCjxf4+aI99sdpGBbudxGkcOXo;K?hLfVUc!WVNg9oe{(W8?aci6*Mi|1?Q zMcaKVK{Iy4y4+5Inamhwm|ayt7wBV1QkloQ=Y|#HNW7%>@UNlHo2T(^3$L17Y~0U+ zVNRL4%NMk~h#)IHW+ZU@HPqBd0!bf5_~QV%!a~r^xuJdqHFdvj)JhakAA)VO6bV1^ zi>7huA|ZEN?RqJGLw6oNK*IC354uwwcO`;Z2%0OtZ~Tlsyj^3bQ`zUDS(#LHY3e-4 zNqyWmWI)vGDsq11L?-Z48OgUs>>;Wy%v&Nko|b|=-oaCzHY7P#gPO5Ue#=Kk&; zr(QmN0Q_)|5X$w-Q(9n#nshfG2E2sA^%=kQ4fGA%3IDb5&tl(OsO{*r)JidR!Arfd zA2I;ckzDI22qG)Vn79;uM`B&-I61q_(fF;;^w#t*j^pXuHql{lw)@H}gKqJDF*5jr zu&eY*#uNzC;BzYX(;T|`;P?%MUb5YBwGGfBbHFh?1T(Jh4)z!O>^izS^XO;`vMpqf z`%`s@6$Rn{&9aFmf(tGGQ@A43-WTD%c4rgW-7tC(;72A99UuCOVx{vUjHn3B+XzYhgUgI=$M9mN@Q>z^8d13 zoXesp1?t6^;tk!nPTvi?{|Y#JKD;Ca@cF}SCx+_Dc>;ZRVKOV zUfZgII6WtYiRUW>$q2IZE9T-oYr&mxo9uyt`^~RB3@4q0MlbfawgNyLFZM-6WF?E` zn@9s^7$kziAF7b9(?FYFE}mb3=`&u&zLf*fUgn z!BE`7I%U}%X{@x();ml)dmY*TeLYITy=L12*W>SP;Cj4&#e4hO=5tDx8qw0-^tu^M zrssdU(9`U@rxjq<7S)u|=YJaDrhSxg-ISukBTGx5%a>v_2O@c7Wd z*X8Ma=WnMW1<^m!&3hg$wqIfH!&_^a69l2_X|vSr8u7O&VhOU+0A%jd3JS@Pqy-X= zlIpX3bNTkQegQ-b&Q%cBMp*H+h&gLb3vHg!rXh5;2%ic{Gli4=eN#RXjTJqQ2z0mW z0S(V5gE>1ScDOY>rl^RES=mC6s`sArM{Z!z0}FKt8lhIhuE#7wTwkdzSUnBKO}1LN zSg}%W{z4bLE^nr4Ic+EcD-TNuYl|9Fuk-e^jlhNwQ124Hb-uR1( zx=z^Kum-JVmHjx!7ZrC5JuOz6M}G)lDQ4W?qk!5pXxpobV^X9M;2~RgeD8`nC;eB@ zI^GL3ocs=o@%&I>4AytFS3}F&ry$vA%2Cv*!_C`;hy6~;^(G@DylLC98^N6XC(E+6 z_Qd^cgE7vP+NKKu#ty8`8@xg4rc?WWSnt=np@h_KPIX}tM= z9-f^m?7wOxfrrENfuYDl%hBJ~LP#jZ&46}pM>3%h*mLf4<8b|yD#Bf_7s$8< z=j3D)oz`<51x(#9MZ!8lfb#?ZYccQc zAyWYNh_oz1)`HkcB!&-D|4Yv0Aj=2l=AI>*!qVYLaS2W|%sq#Z_ldy2AI+&_H19KZ zu1L>M&e@uMo^YXfr#lXl7dv~PDRRhxFyy>_m3v|J|78Ji)t=dmvk&f#dq!LLwAeu+ zhOPR#9zD{6|u+}>YFzh;yez&{zL^#4QPfPO35)aWDXF?E8;$DsYO{wCo z-tbGVq2V5HSL;z4w;DPZ7)l<*_T{bdE(DESk@!({)gblTy~AwZQopsft$5w*FY2$- z&B7%6DrN5sOt1q_)tqKUv@CtTz$>!lGCD(F-p|STTumul ziebf|4cG5nZWl8gY=yN~>FwD{C$`#-^+lgtRZ9Sj7T_5qr+b7ova-}uFQ`X$Lx~Jn zhF~$Tdn14VQeDX!inkhs#!g*$WuAddw*t2OA#+nWO;!?LP3h*jIP?M z>@NsY`EO1_dQ+XC^5ag{i1?&G<7W6UZ1;dILkjY3CY*B?ute7dGVR2MquL*Q%A|gv z3R%zXdCdYI1RsrjT>f()&j=qcW&lXWIk13R0d!6mpbHj+GfSCq&$!b!L=sQqkY?Z9 z?;T=_Z4f&3lT(b>tz))%1o~x|9-tH(KWz!W-rUUPzH?7VzvBWJ*lzsP5kS^V@$}U~ zGjbhKs0?f0j=8qFdIn)Q*gkh95C%v1;C*X@wcumr-nB0z^zTh)d%niL?y@6;*}bRh zFg9f~g&;>VSo{n)%gkOK5%J^tv>}3{WcurL0t>$+><4h>yM2l=qn%roZ{Cl4np4Ot zt;J439R+h`xPOT1E&d~uF>A7RH!UtGO=XVqbA<@3Rl}gvAVR=|0mV7#Hp^3zt$wnM zt1_{JBkA1Om%w0lqx$Q{=y^-D**masT*y){q&ds7o$+lc9ilB%*6AE6M`VQz8){P_ ztBxvKw4rdyGE8|`rsyjq{dp~drqA3Y1p5mLfe%qlvj~h1yzR5BF(?t=_r&x8FR`F= zRAriJ)XPs_lC-+O)Au*l!7P6ODJkzss!9=UBkP1EF-RR?zSvdxf3s(vPED6&)GTRJg79F z8L@U`b|QB088zGXJS6bwn6b*|0;;`OPRk)QJG{*5RwRoTpXXtArIK0bQ|u`PXcb?f z>&F)4dgnDFf#8NGLsh`9f%VOC$>1rafJK+sQ_pX-X^uf6QY1^hREAcx-*VeBd5Q81 zsU8?2um55aV|fZshF-Gxibjj4;P^^2o3KozdznPxCevX-jm>TGnI!5Rk9K z&wO_|q=KP<6PNp*wixkF@jg2W+VOtNO|9|${m=yWJOkLdp@C{O37Z9r_@eB|VlrYM zpq^o5d*i<){r?sRx+j1eS{AsW74Lu>I&@@`ha1*)SiNWQ_6YL&x6~@TXRswfW4_rY z4jMP?{A5QjI#1hDbx6qtU9Cq$ zGF}5iRe#og)Z%z8#FEJPso6d)*Etm@X<%MP=Ki7#q#PCROS(A%%3W%N!=MO}`Tife z&N3*kZRys*-QC^Y-9314*C4@N0x$0F2`<5cySux)I|K<9T<*%*XMc6Sx^;g+Q5B%V zT)k#@kMRsttLpH0#f>v@QWsd)$({mjMjVcilkV56VW)jmQH;+K*%W;8LA#bej=ke7 zC5&EWCzkQjd19cl$Zeo*i@m{w4w+0$STkCbbwB;74SAj?Tn$QjgIIJ%jcL zX?J~(ZVDXtwj%d)h0V+EDhGkitL*WOFT~MD(!fl5G z3$w0fA;0@jFojA~dV&V2oQ7*RSX~(7E4}t~j78+^1C@iMbw&B6fjJ$MltWopzIr|H zXnWIT!{*L_d^)~YAi|T(0DB;iQol3BCK8kE5pl>3_cQi&om}f!9mH@tbEm=mXszF` zkW?0|?}G&n;aFcU6c7vUT>#-GI!v zW6u!~g#YPuqJ(qVk1>4plF+%wAbOAN&X*pez??Q}yLa4ay(|N7g@v(^Ygda#?(eM- zcFRwYBDYx^9E!6e9##)d@VnPTC%q(f3q(^NiEGcD0_U%S18!|VhLZ`v|9rYS;OKgz z14KbDSH|h?_?Po`)wX9)w|o>|{r*?kubdPGeb)QGXJC~89I4DFX^I+U-L(sC!rdih z15~ojtTCnxJ(Q$N^L)~j&>0Ay_sVLxHG$m#3}CZFUbfOu-XQ@Pou^j>Z2&dwMP69! zQ}g#vI}kkbGgIv0J=b`!AVIm`rdC`jb`j^uKB z=8kx(j25H7T{uqyVCt&5Y#7w+!n{%-<C8Wg2Ys)=W4_HJ%q-tFI-b zK;2r_K=Y?L?r`_Rz}LFwH6(t*$ha7!`OXP*8B@LHO8FU-UUND(=bF19_l+2Y=_uQy zFf(aL*Ow`p_sz=_=of?oCd5m)yQ9-W4oYJmzga@?{|reoxHi|*omgW{WkL)Nqiyy! zG7nbLuXQIp9ONR&p~15wvvl3B%^9R2Kda@PHPnRB!PChuU(ufkt*RqjxM#q`+hbG=B}-16hznGL^txl6pD}CJgsn>FF*K=JfAof8k}MA0s*~ zcwhO3YP0N)w`#`uN10sO%z`rRz83@*xvtyFIM^*x^{=1ZHKsZSJg+&lxB4If;F70j z2bQjfIg!qn!D4wZgB=r^r;8wk%z{?|M`w&27p7W?79Lq+%8yZ#Yc&8k=d5musp}0G zoq&$J-f7?Hzv7YLhr5sWcp=Wcmdw|gB0*h@aN{drABj!RQ^bbOxLdTKlH=zK^y7&Ch8O4Ty*#ju%{Hjy8_ zA3(NzH(<_v&Wt`O;^f&Nl=+%jww8L1u=ha|Zg*H82FD>1CgW|x1zm;}kKAF0JrIuNtdz}@HvOW z-frQ!nBavpYZT(L9kF;bWPjgUOQRtxOb!`E3E~fpL{j!iRrX6&faC2PJ-fZLgkZUu zf-60BQbs!@8@YF3T%iM045beW3K2{~z7cq%5|{X)VSG+@iir-*bA@K+c$hg>9aN{9 zH*=+dZ@2tKMZa>d*BRoz(FZ=uZ`yU%RVZT3Ni)^;ixBBfOdylsz;w$t6iq8SWMSs| zKxMYF#k-+oUnDT6~7DGlO34z#;gs|K%>}%{s(FhylGV7G0ca@>viKp}5KPp;ErW4HK+=vGCbd(>KdJ zlc$>;Me@1z#2?q737)t^jV9_tnQoA9BL}kj^+2YGIJd!U00hyQ$Oqg&OOq|uON%^s zQZ3|@m>wa~5H^L5QQ3Tau#9bEjNxtG4JV>@ba65T@=&Ownfr$(@AT z+7J*|n5{jHWd2-m$487ASH4)~&O5-l42d*rzB#lRdw(3tF(Q8HdjI^G^Y$ld?C(af z7Xetfb?)_GqKwOpG_bc_KLn%p$EnT9KWYAchx0c%LY-bm zJI(|mZ^hN`p%AF)J8^aQxv98cieiw34!t)YfBaDtjPctWJ)i}JqX^veaUTY*$X_t^ zwv+2O-PICUDtF6f{(%2rcTkwn43=z0RXorylM#k$Rwb<}iu1IsqB=<#NX5-Qf49H$ zCl8z-s1p5KiaY&ax59KKmENlur9`pE&w^9Vy_()|E;N0V#W_DE*5>3)>CfkQ@9csp zP9VSUlR=4&a*ExM+`~#-Rg^FGaRl3Jr#i`V0`Om^H#0D2@cNH0SAl`) zb)A1~q5Oln@Q_qes2!3y0la&e;gTDHfTMS*EHsgqqq;~hjL&5 z%?>Z(QSA)adf*_VaoTHgX>Ro0c^FEX9*_esAyjQLF6MVAs&*6r?qp&qR^>#`5xjFetUF)uG)QI`Vz z{!CK5CY-Rnm*l%7IKdJfO)xqsR0&do=4Hl{sn{3T5@8uu+cn`nv0z4=r_PRO{XFdZ zafAC6)0Irw>XH!ZUg{+w<>q)Y19%Ru4p^9#-%cD-jZDE_IST!mjTXd~H80pQ=TChq zxsKl8Zr5mY{g8oY26R4^X0w!|^LF%pFgGS60>E@q%Ek(0;s()t)9yX#A5-r9O&*H>7PSKJ#lx6@P1AZ1n4eopX{uv{Xq~=u9Z$_cJOKi31Pc~ zgh)1fMX&*bumU7hS*#mi_46wzZO15`a>id9OBuQANJ`;J6zj1vPPJH=r#89)hEu@6 z{*J}gFVmwdU6PW{Vqrx+AdN=z@Emcbmc#_#L`Fwsh|GwCn9YfhW6}1|^qu_;Yr5_s zs28bSUE`ft7B0622-^zA1>w4hn)PA43=bWWqFfd|B;P{7`2q+%VPD_x@A^S{RL&XB z{x-yF{Ss@4OQ;P&qrJ29Ui8vx>^XX?&5uEy@PiZFB#hH?cg4z09$>HRhSWc+ zV{*J^(n^j)c(4wzb0^YKc~Q zDsAyVW3If4aU9af1*fHOs|;>`NUK=(BaNb=9s@=XdISXd-FZyL5`L*D0t{)#wjURS zDbZTb5+=#E)C{;{Dm%MwJQV-@S}!~(C(J9$_Nn?I1L?5Gu>-p%mNL6zzVG?>RdM(# zqum<<<*F|-6e_qfJ0m7o9gI@CR=owkc=D}@5F%B-?zOuFtfiO<>A&?n)l ztzLk=3=B(hFb26}feSLi3}u|76~Q3rz*tGsH^3aP?TcVU8I#7OQ&KS#%15cgKHgPM zMuBDKZ4a8aqWX0+uvg`L|FI*d@`iX{ztSnscu;>!I=z=d zz7xCnS9~Rq2nIsg#<|pcI0E@RJ)w1a)^v0Fig?QSWa**58xF8&Ru&AC2*A9+$S%}r?!*@2SxOIbxr0nn6zPQiwJ|CNQ_9;DH(>;# zfQ1(v`@z*eXD2JZH;?Zv`ejACJbnojlXf|uJkqlBxx-zimW{`i2gMil(lEwFRf z>Z>Hal|t;A+Wz|Tr}!#gQt&eY^Lg{`vPHBMPbgQ=5U6j_3A+;PRq2WEFi0sctnHLG zUO22_TSxYYM5HxkFJ?hf3WvmtZ>%iy|IR$?Tf z6cT()c3{bXan?R4OhM{+aS3M=f z{ZtUZGb>(ZC))=s|JE;HX;8Pr#R&sC7(M(g4V3cnA>0R{wT`DWI9!^4F#3Bm+XEY^ z;#9bOCyC7{kC-8^lc@Pc&vx0L^FOYMZ6>=R-M&x+x?1bgpm^!(qlukxGjQQIQtX!Q zGPMb3+poc5226DgZ2*B4E(*}kXrTfs35qS-PRp$%ku8h&29*J^`A+=A`p8A;o~FoG zvQ#<@+hqaE=)|X~M_ADhT*2a4!O5m`U^lrdp}bhfqN;Xt<0ah4pU~(n73Hnna}|if z27mwb$@>X^Y^6rk;2XeLOLS<0&r6O}u;^~tp~+XhO(t=9DO-9Z`A32X$wK6!X$lWa zrV}-Uq_N=7;x+YKxFZ9?aY8pIcFEq!atE;Ywxo$+RH@0z6w5qNcJ_ODQ*3`junT-dbZei({O%MnA7jK3`Tm{ zpTJ&|#=`u7n7bFX)qB964osx`F&L&cmJyD9KmM-xcSX&s2&9q+0HyW$b?`iFOyXs( z>;81Gc=9)3O21DCy0-z#I@$!R9M4^Euh+kUEQnP@QKL*>H)Mlz zlGU6UXKz4pQsqnaDl0wF#XYo*v;yK*jw%6`m3ZsQFo%7ZX$h@>wjM%?X^~w_ZvS11 zOPMcks-WF@r@%*C8wb7eDsq*WEZjzrdv-eKqCg(IQh+P#H8Q>GWCU`^kp$;)+l0 z;kcb-$jOk9#TOoEhc$<9GuKrJ42=)uB_F%jqpys^tIp5Tsf8b>MxGlB%aOI>Cy;aowtjz1Pir)8;_oF;!JzFcO-0(Ept70RQtBtG&p~&8(l9l zdN#=r@&m~cPfBR4)&6Ack%%a~v)RLyxLxjy5h1Vk2eQOskC3Bp1Yy%r=kkJ5Zk#0V z9Hy*WeQ|@Zr7KT!X{EYa>=ZcfR@Ni)!1QXzXMh{sp)8;)`;s%jn0`0sTit-v6lSmE z)VIw2s(uTv0@;1Q=d4~UX?c8lGoQ!`#Ht3g-aMTG)C~l{C6eZct(*&x$IjtgR|z8u zKiPMe$4;pk3`O6)*n_}*ft|*_Z%Z&j>boxUUI_VDu-BK#C864XPHpB9;=@<4F8{6? zoM|@-XA&OsmmQMQt*Q(|-e8uZt+$LWy|>r2&Q3u3_}bT|CtBq)gL6K(Pk9#3&!oUj z4zre5=kBVo;b!YZ@EUB(oC`dKB%UB$hz-I+u^b)+?4+muwN$(JSc+I`1rhFqWnl)3 z`c2}3E9!!n&jmsV$2=;6z&}Z2F@eL0iEw|&i=b^~TEOH=xlN5;C&Ih7D6l^%HI^Xz z+=AuCE3hB*V8)N(Y}LFXsDir-nAJ!Dl^hBA38WrKvr;S2G|mFKMyU|FBkJV#B+ zY`$VzOku|2BT@reKIRaa2%X4w7z;|rXj-^%$P}yzp*Gywd`MpjYK@2I=AucHI%Z`` z=W(bLxb~6W99j-o$T%dOLPO#8QuIO+9}uSlk+rqZ+;GE>3*DIo*2YTx97F8=zHxpo&6bn<$x70wc#@kda9FadL5cvgG2nRaqQzO;K%ctk1Fh@g(M^r zKhJ6KS4zW6@Lbv4rJ4kJj}695_?1{|Gem)Jtq)K|P~^Z$Y#jD%TaICPZEiM{mwjDA6sWk_C+UX7;#~O+rsc$y@Pf@jje%UZ)$(1?$7S`b(TXpsV9i8(E zpq>I)j=gaZjt?@P4i7fEhV{-J-p-!kQL<7kzT{isR-`L4yx`8)6PRdwjK}3nMG(YB zM$=4-)}If#9`rX*z;&ar#5~ z6BB&z47~hZwMY8E`Ip2j6UyyX9gF(!_@vRpgWgSt%@=B$@EDqi9d0GQ*WKodePpMu8rkG$jjdOoY#kp{i&aJAsPsv#l49&+qN#h<2@%&&rN2j+y8aAG z*Ec+3lcA1ydvW0W@RGB5u>KhXgC_RG7*k|3 zKhk9cocZ4-zkLrE9Lcj(5RtJ+aQL(>qmZGFjXu*fIjNCZ#q0G!wj4$|A$$XCxW zG{0s@iY9+8_K3AfOmWEOIq=W&15+3WEk;9gFPy8TV%T3zF?=uUww{M8xH8! zrnwoJ7QX3CDBr9iY~HFD!&J8_KcfpN`|`%znkSd*1ub>*!;s{If#41C%f((W%i5N& zF4*hD(yF|q-=n1;_-~e{{cCYAa3NusUJ;6G)FB|pTEl;3610|rPYhjM3r$~<{l@MGj69cq zHvH(;o9pz<$>VNOW+ei)0T{>c{7a&K)4$EfYx3(%%}|+sR)prCM&cJ2#={--H>}ai zYDoo4ywQjpR?0l(p}cGX!UuGy+d~5AFn#sP*+Z{JK1IBUCTgA|y59P8A6w9wKL~D? zS+I$Zhk)exp62gvoiW=J6&UsRx|oFZ?^AmY=&}(7ao+{OH|F;#6%z;?Dnh~1fmi6F zW=L^g*2jV&|D-d;Jwq3F3$Q|R#hh|5MRGkz=d}%$X1OD)b9!*Opt$Q^ks>86$VFYH zo|fRn1|tS(`%GJ~hs&$An8h;MK*Hentfti0McV5@qF^ISXQ>sc2}PVpdxy4#x>} zt|M&NSCuJ-Y)23dddWnPz9!yKPVqJbBN#pabgRC2lxtB@9aD~A$N1W8fB&#V?vrA; z{F!l!KdB@^G{|ldM;7Dr4mYJIdId*3xcEqE#_d2C@OSOI8_%TVQjxe1hj_f?o~&qs zmiDRpQFGT52I`gvNR`mNj2wad<+_DlT>g#3 z0UyPTTal??we;f}p(Sy{LUwyf-x4a*C;JA8>XuZ;k+ksZPHJ*Pqp~-``Szg^IIHUV zIH{*S&8*=4?oCxpx0*knM_WkWi6M6eYYYy~a;mSsCclN}(oD0FsEfY$UO$k$TL6g= zK)5Q?j<^WSL&j*0)hzJ`O9kMqADrZpJr8^o%!(08{inRP-?ML5LHJa4xTd?50ge~O z@fJ{SF40x}SkWp3S}`wkg|V>u-_E9diOo*O!h$R8mkCJNQs&%KTTqhi=i%GSNX=om zIgG*({ICpCqS$K4AikLG7Ap7 zoJqe-G<^{|K7kQQ{%%}mM_|Ta)aX`WH*6r<73k+H?BGtdYPQZD93bvgo|RbR>r+-jEp@X5wJ#Gy2k9ahVm)vNW z-Ug~gwH>@Ga`iE1WxFM1zNU#)5i?eKD!eQ8Q|l6-;5aWnmK}DH42GN&&xe$u=6c0R zm*`Q5GmDHL&eVb6;;~_CgwC=RHEzGCXIq6K{ShEX%F@Rl7?p2aQ{}&3DR%-=R+b&$ zQ(y-71nC`Z7CZ5Zu6~nb#!eZRx44IzbV%q1RHo+OK1bi zsTc4`XR2d}j~4dy*hD}WKcU)|am9=(R&8D^0i$29D@Rj%@R+>OOTj^q2z!?#W^m`) zP1f^tju+ksp0TFqie>3aSGLW&VRnODO$J5<% zCWo?fBiky*NdJ+b!1W+|mQ_$!l;(#f(?mo;`n;ZWSHlFzURY~q<`W@VIM+1G?!$YR|7PXqK_}y=cp^`j z70DY4h>4)k&*n{*57rCO7z>CHc6!8ccE8jm-@&u%H|cYSFzOrSk|H2=m2Dv`W#;?p zOm^8c(GEzjSs%z^uXC;FxqdRP1)&toEnR+>7i_|YS=|-20E-4x$+&o9kQ!P+cxOUG zw7=JEXP&be*4(oKYUteP$osrc+w;bR?dXOpZ5t4hMUDjDbVZAa@|v!O?s)*0MddqD zVl|iLU9akn{q<_DA=r*p`7@T~k%oJ!`;|-buaa40uu-@J@F%-+z$XD}eiX#-5T1qO zLE+87PRb_t%SQKhl&4VK#Y^T_eoKTPQ`?x-gR?YFG{8SaUFwzUq=5iELbf6tgTP-y z<^W+|W}n#~4oK82mAEZR9^>DYfYagr&pR8XG{BSn_qQ%FmMBXFay%< zi_+A_SYX8pX@lGN|9q~dJJ1miniDru2n|z z?M_)AIeJQh=NcZX48q!rsU-j>K`Lzy;69B!1 z+h%IccLpCRYxkMeqq4N{Rdd)eA_g1J`H=ReawGZj88izvUtBaEZ2Bf2+0u<2S*2?z zUjY#tM!>;?E#F+?U#Y`2G$T}1G4x=*vSaYQ0_6LBq;vUx-QscmQA`t&O@`PPY}~tS z1c#t%fixmeVanB$=y~b#dc4@luEbv{FslA@52O`8hh03%VC9^8H2m-WMwj@|zGhK+ z-^8jH6=7V;2$X1+RpK%({*P%uOgFZh}xBEDx6gxA$TG*;wgXv*$UB;9^keislKrNF~bzQ_yxpT#@89+ zOL5fT{y=uOre#}w+lyL|c@F`%J8wX$*0JbAhRRM})M*b1sCalY;^qZpK#dzjyuix?2=FFtGUmD|Pk=JeOE*N3V& zD+H{?sfhad1M8yJ&DbIt)2&xoYzKm7>ij+@!&Um&NNB|yuD)QM$&2zjTDIbJheHJB zyJg_MzpxgU+U7aKd=z#ApTh0OTr=lJp#?Z@%L_zoVk(F3YF0$;$M=eTQZAw@wkP#Z}V=#W3DZp!EP)+ zNQm+LskN+GzPrMEnSKbZ_s zlu=6vsgFu?h2ZeW1S4iZNvC!0I{UGT)3~rk%{@Z_BT~qxIY3YbhlAdWOf%A_^Ifew z<4i-!N}9cLn;^-O?}wHB6B&F3d=Xqz2rHz_CwU?D1oZQWhS?(`)t7f0;f}gy;%jeg z!e0m%SB)%dm@R0&;;2VPW4CoTwxrl$Rp!Zy^gFNJYDqv2Zh#r>BKuM9d4@;EC<+Hm zk^}#>dLsp)<`6REWXbXJ!C7RDJ2j)rP~}M9pG+vwL?oLdFky(r0;7($8`4#9UO%T> zTI0;xBz%n?mqah17(#a%&Mn zbU6vYoFo(~r*ynG1Wb5@0e6SlvxJ34u@O|5qKCGg^C6lje2hnrLt{q#2 zgW5l zq$0V4>Xt0@jU!r&#}$@$-|~Y}*1qsU!^gQ8TpH)N>dE( z-IOv^L8;QibR>Qn>beXZR5GHYwmO{Ysr$#3g8%N{ynv$20Tg9kwSUj>!9QmhP2R`r zh^eSbcWC*~UPqKYf@c-49bL|k3*tMqGw|f~<4bCbOSNk1>{!3Y7_BE@f(h{&1~B-h zua9?Lf8fK?*m#7AGWN5*IBXtM{gmN-W}^vM)HxJ(D`0$JtUF&X&eTh*`!)_!1Sm*= zfla`d>0S4>2mQ;)mKzTvN;b4VFHT*nGSA;~s(;u$sdB9CV|IJH7CoxAtQ;cI&n#7$ zt|S)c=-O`|Gii@Yl@3b?J>Y5JXWXtYRJi=nG$+shc6sr0HBjj^qpnsPTjopi3Z?ft zNh4dRjW4k8pv`UTH@71ku_0lW#zQ+OJ>xQtj@J|_vU+qW9J3}+-f$x!lh<^zUHj9_ zZ}fhaf2Iw6#?l_LF-J>i1Y|v?Rdf58&oizN#eDowiYr1Whm_u{YMhy$1D1n?lUCNutuD$EFmF>5zJNH!ME7}zhCV`a zmd>0jyInY9^IF16cXWJ7MFsQs7yK;gi8unt0Zm3K+SFen-oVi(5i}$g_RfT|A+@#V zCs(8-!qmGFjn2cL6gv3!A?%&iR5*SuzB6t>Y*Htu=H!b_4GwC0EBq=Yxtx8s3%)my zl4`eSQ)_f^bz&30DgN3$P%!_oX&AnvIWH_L=i+tRc;|qA~7`K0e$8Ze%$!`JUxGMrMz!?L7v;-y))BgG`tC&H00T?Hs(ET{#bpe#* z8z1+(<$p#5j&FcQSNU%*w(xH+*7maa^8fP^K`Db9vK0qNf|7=IoUK7YiG^qyvJ@N+`+zFZOiRE}fc1*H)#}?Pird z`4H=e3_DBzKgmdp>l?J`Gf=AbxBUpxceCLetaL==+)Ck@os~ZpzLy3Rd;lG_dz}HKfdh~V$_t2-9u)R{91?V5F_^4^#ZG8%5xlQp9Y>}P|3m6n z0TB6;z=?Nm!U3?kfKg)!-GO>i0&K%*VlR^DYi!EUQ-$y~7{*E`tZg;1NGsWCOx@@wR=3YuUI154v-dB*vt1dN1ccxh#xqng6d zp}&|KpyfXMj^GT5?{e66ubB^r$mIrSR-KC?O#{lKZC#|f}NhQ3#rnd+dRu6#y=c-`(A*1u$p1JSc` zq(}1Vi-B@>@Q)v6j+|VEVV~MDyC_YL9(0#S9g^VZOZxk^#dpPx2srj9QIOgUNM$SN zu*sy(8~hVBgf+V5LfO1a#Lz*usxv#M_;2x-oNvwjB8;d9XdP4%_xnEw7`aPr6L_ci z0Jj~UxZY8(tDwvSi%= zVj1!>@$#qAZ-#y%dSO5UJm{f>;5@Hy?qT4gYZ2Fc#rY1g`nt;0a1~&hf^3jFxAaQ@%tg$4S5KQEQ>E~=tao}(V_8|FLIMG?AvHGA5h8<=3B z)?esUwi#?^LS~w`x_SIvZMuPVs~?(ju83DK*EA9O#IMC>M$Tzp0`*5m2H)Q017$9@ zEX*@oI?IAyhUZP3S`UIYlXB%h{~7IV4&#eJ(XhEkTER!P%3*fuJIx@~qREL<;Mr?C zga=-BgDyEt(ox2UVAdsup09L8f9q~5M;1JAX?gO^pjPi%L)bHE{N!&L7L|f6?XfVw z9sEYKTgreCOV+{{%0QdCIseyQGN-}wr7}wEO9$ME@<-W-nM7;%w z=S<**XCYxK2xe}rQS2DYg^qX*Rqkg9f1D)=xogkP=@Y9 z(?q3>NcHh~m#7iVP^Wp7o37OD7U(B~ioaY2ekwiuRfS>@c#07@hYoeT6?XWcJtS9BhDEn-3wtAm*kh)fFE8!n>*EhTXSs& z*0T(+1*=r!;4-2eAD^oKG84l0$aY&VGXdeEC@nG0MnbzQFA3~>0o85S;`ZVjUZ#J}n7KAPX?7+}JOUs@`Icl1J=?k5gK5aivNl)I zonj}RoW?yT+}q)fUYUq6Q@hR`%i`Jcv)rx3h<$&hbx2kbz<$$V1E3=T5h<=Rf~ji- zYom{957YU2VZ))8)ibgG_Am2a9+0{=a8il+v_tIz3ZtCZ)(bOA+UNYWW6?>J0;-ta z>Hjo+S7A_k(iBr@ip^|s>dh>89xZkwYJ=@AHmKaRNgo6nFeHJvb^C2`@OVXqXpjW< z_ZM2w^1e?c^F!c{O-rzR3J)`!oK@ILecYFMX`SkzPDGw_84-*JlEFcUWcCPWN7?nd3>Gc=$Yvhhvjh%Dq`GP7{pP)%! zOTy&$6r8_8RS7-qI$%hLNG=w^#=IyBlo3fQ3#pKYsq`j2{rE5XUOg0Z#~ zVhD`K^SrJq4=G8`gskTDtU=udQ`sjKz!43v(y*l62{i7+amt$T_pIx z5k#I4=yOG$1AsZJwH6{DHb$5Vqk2M)u zu~2BMBC7R0Z701JopT3nZ>7EpPC~B-alcTlMoK>e*@Qz0yn?kFf9dWxDr6U!?|vz~ z<5cqMR|4{YAiw0YJVrtWvIQgc<8OOybH@HL@}^fNr`}V+VKgMP^uceL#x@a(8LF%T zt?m%A7Z)W1BV_ zAVIB%=681Fjm36l&EWC={5xRYKN4T@yZx%x+HF$=h0#Fli-g0Ra0`^=S`wmfC*#d# z2aWd6-C%HjJ0kEkAm~LS)tQ(R=eXEj4OarJV|QKYCWT~Vu4byrfG>Ns3McZD@u{8g?Z6!Cth@cKCy0l_!Z;|1rvJ zLI4CW|GyA98$f?R3?N5X4E4#5D*P{|e_ajZJi`mr2wf>`U`$MbTLENJ;MMvL3%JI< z9~{C6*9#t^GrJ>-Z=j~WHO9eT7URdSd3cMNXs2gS#&xV2#a~)fRCw5g$AW4jhy(~f z{6hR|rB-)}3(c978V}9Ue83x`_^Ar{6@lAx-)i3F{N{Iyla74L zOC){Ki*^K3)H%@|eD5phcTuYB7;HGhp-~5ssyJfFz&9%{?#ukf7Hu3@WkLXflgN=~Gbf@9kTNmrM(HuxD!4a&9MIL%KImxmxY znR5eEXt|9=5=s=+J|@DDbzn15v>C_!`iyN7L@)P*x4S&efosC;?*@3j|N8v)0FHea z6?m8=&Zh~V!KrIHYCJ8(^L39lUy!JA7EztZDa=-(S*Pi#Q+%LJ-B7BQuR9W>_C+@A#rEmvqZRUC=p$^$>*bC!g2Pn% zeSF-qz^6TVQtsN1AjZsdM1HGZfi3^C05%eqWWSnjB?r-k!1yGub74rBEHVXY`f%i;EQtCiUF}=>HY^zy5u*ZXsA&$2tA8-#X%fc*6(2wnqrq z*N6K6zb;o4!~Qzf^z)LJl-H$z?{0eM8kZ_^osFP9G0n-mo$Q#e0#w`P3!fSp(5s@T zijr_+BKSyDX0X?4xCfq_u&y7^!&dv_v#$R{BpHnA~JN2Yy)gQMFKAB1fNWveEK#ya5FDR z?o_xWElqzusC>N>$WS(cj-lW$%mF_dV|Osz10-FSrX8j^ph!r%2xDnH3Kc#X-2n(( zmn8&rlOct$Q*%~T*o^zL$e$AVSOb~+ePW6^4bfJwB@HnQJ5Gl86m?a+Vk*0^Gt}h$upVLGNCOWULUe;Qh72T2;b@ z2fn z2Ni*$!h7d~EiAz*lR<#(I-C31sI_m?g+BB%5}{qo9CN|?b&@bfYR99$4Hm?Rk(=)@ za?~Zn`in0>s|60D;VM@=vn{szo5FB_BjN{Fp7SQXgo&Cvl|ZVN52u2SC#~F|07APr?)KGBmz|{v^^G_r(WAP&cj81hCGV76xn!zq*ebD?m8Cx=I zux?g3!8I&k-}d5lM!7T}tbqhxKty#o5hU3jYV~z?kc==aD;n2F;ZlRp?3?vR3g8+H z2CVSjXNLgaFVG(M-qdEU{}PrAk^3`{#?tuyN1RXS_Jr4 z=oY*?_s5`UN{E3T(DZ1L*?!W-rY29BX6CP9Hg)D?Le6q#0W3u@fXL&>*2zl~f`LVi z#kS87JtRB0iJjjpxcNixInQXnQtFdi%;zx=HDY^C=H=5LmmvuN{gx_tn=}!8!xbgI29<};6P}qY+j=S8tY5+EXOLsau$|mt zxukykOf&TbAR`spUI+ue4DHp>f}_RI^yyu4`O9n>zL^K_(;WL zTHJYAO$8U(!sBKO1q~F$T{{uZ;tOm*bbb2P_Xg?xDbf(Pr#I(WkUm~8Ez#j1*HVg% zkJ+fqEH~vf`aHaGfKlXFHFqL*BPZ4xSl?HKjb*_ov(k_+i5G$1I?}t`BXc5n+HN<+ zO$f5CILxGNZ-SEtDNoG!-H~Dx06(Ck9-!Qp1~UL&z6i&Fw)($5gZ=9rl9yrUgVBWp zv_(H}5j#Mq^6J`nU-OT#U^@#K^~3(Hhv)y!Mr~dK-~Yd}(U52cXkVDv&Yp0BU=RXC zOC&a;$!X}Wr&VpqJVg6--o^`Ju9{opi{#&g;WGa>AOq6{=~f2iB4}=pvO}bhTVLmZ z4R%-QfEC5HeXozYA{UEACyT~gDBtuWxyniBjbG?Aq{3jC??U{n*# zV7~f9EUNHaLCfF=yD2B>%Yq4#S#r)`t34rH-uo4q@1=25q|LFy`c5+-c}ZrPiQeF| zhpwEhzahI;8Ix^;)`HN+nwMP+q@NIH!{zpj=-_0~bTU-fau|z?7o8+hVgnO-)L;!0~s@B~v_J^*U^T+-sH>tv4p-YUW^iXH2Sq@7zFbh&iKZ-1B@hl&|Lv-hnxt^&(BkytWCp z>!PRp&Ld?_o4e_8zuoXf^pBm$G?!a3BH8nxM%Fb77*Ye(uQW+fb0eGkkRgt}I9)CAKyTKD&l z86SuH%#`~MG>$c^VR$x_opX|dAAYfUy?z^zbY4Rr;yAbfS4b0i*@=i>CMOk*15wg&9| z9F#E_L~TU;bT+5V#G@~Y!gPn0R4t+GkKtb5uw_@$up!^CJ~h*Lu=0aJghA}+RK8i? zke7mxKylsP3RdUC?j3gGNvmw1D$9Wt1D;(;-y!Ihwzx=krk-TXj)2iAYo>E7D27o( zQ@b$YlQH=r+lTR8z9>Mh;d_`d@_*=h>!2#bc5hS~N$C!0k?vkJ(h^E{cbC8dq@_ja zZt3psu0?l;G%UK#J@CsjFcRhdYlNdhOi zW#7>|yD5~yB8OQh1v?h3ojc zSXxnKkAJq`zTPLlq0=FKulL6mhrF@D6k*n~Y&U++Q1Z)#r=`=cVw%D6yLUR`fn>=ZuNwM$6GBS+@|ee z1HzdNu{ZCIV=kl9Cy-^--=$oUJ({Ti3PuULx-0ko#mQ6#TCiJCSV4hj#Esr0A!F5_s@0unG5D{oIqUTO%x4S8rVb zTXJmqNr(|zI%4>c%5%^#XN-j>AbfF6f1CrBg4;q%OvnG;M+M+srC=ngRRh zDod8~EpnX>Do1o9`Nyxfj_n&C2Tx$0##ikXYj5gXpQ1DpCSFb{nEna8DDL76G&6wm z6cuD39!3A%=e;rvYgGBPi{9ojd-GAN}eKt$rWHaMhwR)cA~6*IqXq_Q7B9 zU173N3C^753H|D@L#@f#cTrB!o`rLV5YfpP+VpIlN;6;0NN?)kuIR$T0YkgN3Pt5C zPQNnCQTP0WKPM5Y7-2!rI<^tv!1WJ^ zmrWVAt!&Gxo2b}aYE1Jpbty;GeE5UpJ3fWf0By9_rF0tZ zXI>KRo!CFb%i!(}SYXqVm%MO2@x_fQ%toI=-ybw;@DdG;r*OAXB!Ax2=9Yoa@y(F_ z+0_8UCJFJK#u$=r7z?J^5IRr8M~^}w`>-d%ISxqKK^=*#Sm-rVj*3#xp3h6-;DYq6 z2Jbi2J4UY6u@uKaNYP>USC%8nqiIjR)t8Xa)t+HW&reTeJ|3PpzqeZemgmm3j{V2* zF`s!ydf2!~Ev}=XaK{nh@j4HA#N*BBOJsvk^yCjAq_4jQPEzVdLuqx{M3&~p*4ZCc z%9bDvzXjrEBGcBuQE4(n&*wGLI^u0tqx6$N&LfbtWMT|D1AwujGyqYu00TA6_-VWO`(S+e-5yB^K%d5JCFV z0T>^^i)$#giS9Q=fly2Dy9_4`6mT&}@m+a*&fI%Jq=i<0g zk?f)DNcvXFjWx?)_ydmrw+Xlv7v;6M&@nUupcFI?lsY(Vwx zLj*OqlQa(q8}|=xK4=22ILrzjE4yz>=S;STDKZ4xooLpKq`V+`&#fz=PMSKWP z$cr4obv#T2iJqWOhiiaycJ{_3+_(8G7lIAO$c_#6$njrGBfG>=IhVBoP{dR2qxbJm zywr~0-6;Q|*%PB@dGx{%`ie!ykTpUzMx23uA08qwroX8S&c| zb5Z>-v&?M>Fi+a0Sh2>qCmYJM;}}0lYk4HTx2G`N@zQ$clYGYVC)CP34mH`>)8(g& zZhOSaJ60VEv{hm2^FRXPk72*5^7t5bD^r-=gho^+LlJ%Mh^J=`iR+Hnw~}1gtd|cw z`gxOxL+e7h)4P%$?-GeBRspSwr}CSxE}O*$JvU0YlR8U#HkRkEbI~$}g1Qm{14~+s z0@ywA;~!6{z#i2bzWY)03GG4hllswD4<6{kg9Grl*v=# zZApe({Kl8Jwvcw3P>-&Fg9YEN`89;Mgt@W|GB>)wmvjn4OM{p$g-(*6Dv)sk`|#t~ zpE8~bL@VaYN4yWSjnij}#^|D9oFWmuGJ8QvdlHmdIYI!)R*ajXEgYk)tgeUbJaaS> z&>nao{SiPWPO!G<$1j>5vO2}0dFIjBiT!hWn^sz%mZ)pQN(xlpSupX0J9P-&)rTkCZh<{2@?`Og zySD(+O7U;US8`fvC_ow$`XZv?DXY8d?)rldad=p4`M3eZkkqin@KIC3M-E}v9xr0Z zD|(^5Qb-K;RM>cv&?YN)%-9OoXY9wzT%8>E9W|Pu92ot3b&YO`e~&V*g>3YgtL=zX z4AT?#yLJ<0L)#iFndn+*7lXq#ZSga0PP)n7Z)wxRF4;mVDWkTk#MKZV{N#9wwHJlT zV=j@w1|m;4Nqc`!`>WgH9-uUIpmPULBWhx@fMS%_{v_px{h-_#o->bS^&_AJpHk>bG*2jiXlH^*OUr!jgea->mtou_27C6|1M5|%rYTM%{ zf+H3N4=b0228+Nm0MJlDMpsN0|4Rqx%?kIj^l!Sa{Lgf+i~I=Bi*dFmFL~Xzx>;*- zUmQ(>ww`(a4P&9+tmT8v#)kGfE)!$Q>+|c??TEqitO2v%(st!jL;N(q>yzBWj2QToY$`D{$g zKsdEKw!}Gqv2zUpMv^s9W@xg)Mdon)Nrg0CK=(&#OQqE+xk(Q{IkG49>8XPHGp+z{ z2}Ru>OOXZks^H@mMd5kTjz%F56Cc=gWIQ+7VIB13IA+cUDV_jJk z{=aH^x>KA+WwpD)uV@{!Kbe>szpTEAjW1?oiy9@fYniX6)rJ$!6b%*M&OunZ;&)yO zWOCulkhPi2|P&5`2gq1U9-} z@<&AAV#^sx!bwE4hSozbgJD*H3>rXRvirsdh@B`o*j>Bdzh|q2Ve+SqT2*YjG6Ri? z^(<1uCkzde2^z02_}`FoEyiUQTXNxtblPfnBLEy+6s?_SneGgURt@s0KdDgKr1Bvn z-!1j@RE%-RCk@Azui>unM3iGZ;0nb3p+|_%t;%tpTq3{$aZk7C!ubM|T@AR*k!1TF zx_GonG}ilO#A;&IL+{&75M1XrGdD8h&NXc=*{4_!WPjgb^GP|0djQ)sJaDQ0w~U+) z7$E z-M=XIx_ii5GTtFI-ra zhSPCoshPFK9&{PX@O>o}y_36O zqzO=TUT5uE`cw}W1c~cUqlF0+o||6Th$-3eG&3kW{HodJ&Y|32mo|NEGa%fh5%T@*N6 z?G0^aTrOB@2ZpruoE^VHV_qAdu7Rxd*6;LvuMZWk)?U}M8i|FUTbsi&Q5(g)$a$$= z{|fVu z%1tFVyvDS77|owB4kPThn;KNRi2WQ#Z}Q@TfA{t~CBO!=mOZDr9Lp@%$N1us5I@`O z(=du-`?mVOFY**B`}B(j9-h|F-=D_RU~WzDar#W>i$fH#$@rO$4eh3BeloR|OSH=M zoDR43`2C5)T#Ajt#bD!|X`+XV9_h0t0#xk=9+1XYcm$DgA*PppR%_2c*)^XPM+jXF z3#?f4l&|j#F6qB37VEW){S?0?5DeH-9Z#@ur&Va`T6fDixG0W)t51j$$+%;a8|BG1 zrp9~(9D>jS8?dYOQ16en?vTV8qfwD7N@T!CpSA(H1CnJtKXgynBe=dyD=OwQ`BBxX z$gZDk$_(hT1SoZ6DM(CvH%}@G34S6OSUh4 ziN)7z1bv_TjVViw;{60DWt5MHNRl(Q1xs2aSjBCQASP}6%{%xi317BuMPenuyO|yV zI1_x$?VMSf2D@XFNx>uRORj4%E=lP~@L`#HnZ3t^97-(-0Yff{_44SN!S>b{NDaT9 zNH?&_+JjJ04wx{qzchMEYrz^(X~#3$7Tb}Ro=YqjPfVmL$*I21EbWzC+FqH=BzZii zT>*}yf*%IkGl4X!A@9bbv3AJilf@2+f7O$~;-4Vac^CWCVcN-%1uE^KF-HXY7Nt@+ zfA?p@oAfx((PKHvb!n+tbv`yLROzd8lP9tP8oak_`wTk zsU%d+GI(jIP&o68LpdP&`84n%^&tybiLNXBd>>Lfx^O-kJZ(W|)RYwk1qE*;A5Jt| zpP3!JB801)2gp1W3eS5{GEEn4bWjhN)oftec8yQUh%`AX%?-yoUpTYQ$Zdcu>jwNu zVN4qsy?N}8N{Ss?T~~yUYs}uOhPG^fcoCn-C%W$?FolE8&ezlIn-2>P-736Sp%3%V zlTbL&Ib5S(H#(8MYBZT(h?$I%_QlG)IMO`}7&jYeTe=l#l?42e4y;&s=JRa`deou8 zdxdEsHxDpCuUE-RD#N)Ph|ruh>OAX=HDYoSqi4DDC{^zis}s_ceSD~_MknJewejF#`zv8 zT(nJYy6M&+JN#_SVF?FwdK@E2WJkzUIWrU3F6S%xRB@yl)0#fiSC+3R?P(9e*|_n1 z5juRU`y>@ucX|c;(+-@)#aoLs^C87#o7U=cOJ?`mrtYNI>R>ti$s>75*#hZl>@)<* zRTgif5ewJ~p&$9yXl)eoF$juHDG#+Qil*4qVwdp@2MXvv;`%`7G<_}n=Xu-)v7T7U zdKOt*O5FzwT?}&WB)-R^&TOB<5!3o5&*w@*|l;=C2)!Z{wyoEIt0vgELcB@BgLwsm39tw_xc`}m%H z8+-V?7W07Hon_mZR5|%!I&r5nX0?@D-UNg9kk{dKC-cerN1vOO$zKjeJ+1mw*G~${ zEbjf%i_B8>vX4qSPnHU5yfaPRA#Z+>kZZMs=KL!phNQsCvQ3L|ZrqH&n9^@XeGcf!j+l*@pUIYd&iz7LNgi5GS^S z}a>sj+I&zr!*E0!O0GE3lcg zmtDWI$7Zgze2_|lb0?*D&9AHd8n9?35rHlj&dg7`K_9KMj}&O%dhRtGDi|hkyLtwk zn8(78fX52cuM$WvU~(?L8`f81(Dqk3$;`*_>_ULjXLuTagHFj54p8{5BsgwjGwYTI zkJO(_1bB-Ck8km3TJnd}Ye4f;-yhG-(NF4x%)x#e>08qIug`r-z_W$uI_ey3^S(WE zmNz-@Lpd!t+|MdgRD(w6_Qh_EGC!i~6xKE0!Ay3yq2t-k`{C)<@0D6}`Dq6_((yC` zB)RpvuDZ<=g(%;Vim``!x2G|l86})@{j56^x?I>V^cK0SI?Q+!5m~(~xCJWav_w1n zE3qnqh5BRI(+}w)2*s))K}-rHGrIJZ@Wx8U3ciuF303zr3Z$@+9ETq)O8BB>gw4`^ z{zv#H|D`Bw>!vcBsK{1k*gkvnv-qeZk@Y$QWe8}czB_-UyL0w*Iu`MC;HMh*6)gy% zcA&h`8b;5yV0)(~iAIr@!i==WN>${N*{uAm6b(i8;SbML!&R0u4=6=K`z>AAeUM`b z1>>rr4verby!O{6H3$1*$|wbs1Zduab8!nsrPHam`t`l?y?_7jg(iuscN{+!^e!Qk zb!h`{e2%j>BBjuDUsq5M^huLuoC!PAN57h>w!@6})}VoS45sd;oYB=bbK1BqbN}`2`1wJQk8PhdMj^)y4Lv zW(nI^DG+lR%Gk1|O$&C-N18-SJB^k{omuFHT_UJ!(Pl!I^u<`*&!N{|J5&+*Z*az? z9qfr;$;B&AwDZMME104fHHV5mG}z4YAC6o{J9$S)8I!;VJiyQInbT?Uzeg2w z_zMY4cY0%t0Og!mG_YFWH%eO$Giw@pzgs;Izo(g6VfcC3$8aDqU|eU=Q#dar{m#e5 z1mqLDWL6V;Ch}D@^rXq6Ls0l>@)>wJ8x-7j9GwmU6Ak@a)s$U$ixEC9Y7T+A=>E`M zgWqEV#NesVK*8YUGO>{2Ws@Rf4O+mf=&|Ot?>fTVus~o}UNV>%aY-TZa%k}~WD((N z;{bTDUoVTZo(-%I-DG$-@*KC|Hrns`q3f~`N(cRlXVe7|@2 zwbU0(P5zVLNAqdv7Mvg*1Ae(U%vhKCR}1gE-9mtJAYUal!_ESTJq#8{KWlAaQwz_%}qvs9;>Bw@dS! zod3x=$|eh7ISTE1jlUj@Bu3S#C~YC*CyLvyJFrc%GBM%DT!_|fZ9(`U{A1?Zf^9nJN-~-^4+&kJby2qEtz0sw*ThM zI}c(EG%8f>iPWxdy#3pnT47C#nSC5QKsHaeH05u(Ds=Ez&X#1{qgWHcBNrAQ0?CV> zqQ#okx!C4?!8cX}Xo*u=YhxL_y4kmVo{ za7MhmxDA&vzjX`yz?Clej5a4aV4&iR4iK4tn!@mCYp6pze<$r0$8WBuZy zDN+9=Va`Cya{rz=I6ySqY5^0BShl$3pM+{#>TfUKNLph?e3{iXp7bk*XhOGhJ1ra2 zdZ@+4h+^e8%QKs3{h-c~qkj34-AH4Y9pLeis$;7*j`9$~qS;z7U6_n!h_?C2{>ABp zM9TAz^L|he6!CJ~G(Tf2w2s+D&6G?T1OD^pKbC7_m^%pF^pn6GB)7@ZDetij9~(0} zM&4a>CaIS^mm%dxR$GK`4WY)eB`d|&{3*tyPgUCg*;KYNd%INe(B+c-u^xDs4%Q#y8j!Vt1w<;K=Tn4<>M}>?XOc`6;@a?tAoNWk9Wu zJ>${tJ#N}*Y%y|9KgI_m;GtED;D;gQdSjL{A4H>SDUv7E0?Yp_rFdB>oBZbbDn9E^R-iU>H!aC04c;BxFRP?7 z&o!a47QpuzS5alcTM)AdHuKS*FEcIX&>mkRAX;y{>&JN!bNm2+SHSwdV5?l!7?JNK z?i^PxN;Sb8Ba0r~dvS?Wbze^auxO03-;ITz`BB#EaK+P)GLLaH9ZlVR$exdNunEg* zb!K;yc(do`7S!Oh$>Q6Anjbfri2Dh&Jy^$-@k-zR zH)d=Q+dYUTHNMyRpYrPib$_9C{^d3p8iN6hS^FA~$dyqwq0y_aZ>sLS{c^Zfmap(P zMw2=3K2G~(h+O{(EdV|AfKtW{_(0DGF)s(uK+V^*TdBfKVY@S)W-L~mwxjZvV^&3j zC^I65)(dHGh63tde^#33xrTN-R%+m{jFb%D8?8^6iU#+?I1syGDlbM{LA(IB$3)w!swSu5g|1`{0Q@2tPMJG7x->@5xlQ@7|%oA?e`x9e^$tTBQuHf7TNx(N+N5j z<>s`FL`Y@h1~JL2I1nBy&ZDPI*_JJT%MEeb+1(t@;5A*r0*uygpWF~p4-$&cQ|D{X znGIz(kPRQ%Y;(#JdBBleqy9NP69X)MSQ5@w%~T6{g#ndT$7H*CS2%=Vo^zn5M8Vb8 zRZ1>*wNsI#xRjmtIIpwM?I_LIo;dk{k5IWNf4g$AhJqNTIBt>U5i8QX%x`dQtczAx zQ`AB@Z}t}=2qnl{&$D^1INJI$32h)*I5J8x`VXh%-A1LWq7;+a)8R2&^xTu^XQw)4 zy#5GWY}FW?;B_6qp5=EO95?BK`8UKsu<$#tWS?+)4c;XoB)V#bCkNL0N^2&cJv=C@ zGU|xGr+|^yriy9CXHPzeE=-aO_hm;-)$~vLdIv#B{Vk6AF^3(mUX9;GLLSE z&J2Mjwgy1}OYO<@=|njIJ(o8qbwGpz?E5!Otp*I#HDgb^pYA**y$L6B{grUQV&J`G zivrN=6{sPz!uP}m;=TT;FU07FMAzk3Jg#$*#!C6{j|DuOtpL{vS8*V!44?#izj*AN zV|jDzWqA8}Jj@t?zX>>}Awbu)Q4c&1C!-3>yKscB{65==%)k8CZJR?YB`PACoDTpl zoR-#qU$_!@;KH$FeH;g8HXtq@UV{g6N;(ejd{YsitiFfxcQ(_&_B%o_Y3Abw*AueuM0B&qZ~D0WW|yaT6Trwebo)j3 ztqj&a9*zcYe_qeelSPGe5r%?Z9X87_->XdoC{MY2NQp=BhKJA}Q)-Y%K?du)Hhd|l ziDp4JiR%voZ>yqW+(j7~-e29utZre$(Zqe~y?<5l`V(5lB;z(i)}@c~TsnMVR^@xp z%*b~sKR98ZxloyRCfi#DIwvbSj!IW)G~#MW(4#ulQTz=~(iA7{tFWiaQWWLZX=m-8GeJre@S}5>niq<*#oh=SPiy6?J*lwX4kz z<)ReO<6Q2lc1Frr9noEdyiWKBxJ!M8KZ_i9hC1r3h0~9EZj@a%y2QAoQv7X>7ZnQ= z?BAm|#SO?TNI(>08+S?YA zR)7}C*WX#6?ML@{8~kaemKpmtx6?Ighi4*(tqj5SqS_xQe4YEgk8`li&LJqnF?FLw zx_R2H#uiBmGiy?7O9BoXh}o+QJDILRXp@rC*D$exnWNRcQ4=+Yti*X}s-#U)uL?B3 zBH@gs3>8h^=eNLiVKc+zRUp8`rs_ zzV|sZDzX-ycldR#%yAFBS5p=arvEBp#!9|Ld{6B%6z;JUtiAjxg0vI07#s|iRW#QlJa&}vPQ=qH)P`Z zcwz~1@T3Id@y>acH^?A=?cOi+dnoivX@A+_J?~w?140Ds9xic|m0lmxIUz^jEds!! zfCGFMVADPHP)5%>BNG}>Z)%P9d-peUxVqmN(iQzc9?lEqxc)sbhAr2EJ%Fz&QGn@W zLHcDQ?bo?f=~q#Z*G!`0Q0HS(8tK~mdY!_Z-{whbpa64v&j(qtd3Mk*S0Q3bm*|4npRD0-RT zkGS!t4Nftnnr#x>F(fmX>Z?$RE7(3uroegvC)y|HfjSNw^rx<_#~Wyl>|nn%sNrrDSHBXqOlrU;atqIEMZVq^HaE4AK4gJ6*bF zK6$~nzF%uJX*O6FXL%irkdm)|PW*~KF%1Z9zJ?u1Zxke9giZhEZcYhnp$M*Rpw%5W zc6+BweL|bVfg`v5eC!ea;m@K9B#6u2yQTc2I)5dN8w#hK&qKB*-(AVP(GflM@-jHp;&p@A1n6%7MVs{q%V~k96UwZf-m+qT~(W5OoFBS4}hn6+# z%BHDYy)XY+w~+P1UIn^nhx|AkBRDoZ9;)$jZSXqVKH|57DZ;V(G@SZb^mXje7j&(5 zlbE~ya?@}@b5BqZ3VK{TycnQp05Iq7;vI=CjI_r-v9#BMx5Lq7gVEA`4SAo}DH`5Q4Fe7~*9FRnK z6W&y7NuxY0nj}9gJ%V>y&q65!yd97gX!rInQ)-=g*qH4ix*BOW@j>W0L7h){(VS>v zUt^+&6zBZaq?WAoXE82{s44=}ap|bMI%SjLIAt{xYV6{hRm+uV{t3ad05Dks%Owp>MhoL?sCM}Bb#D1T%uF?K3x-@iCLI%7KMU-}&3=Xr3J=*ig_0gN zem3%r=;WzAniEz2O=zY5NVrson(V8e)PR`n8#W!uQJYqcX(Dfrisr2^VJr3q^i?z< zvk%B$vHWfZ_HWLxKXu+n!m%04=X@Fy{s-Y?gRe|bYVyh*B zc{2z0!Lw{{bin5K4%IXb)tiXAF~c=#`#XhCAQxA;-bX6kk|>;-PA0EFWJf>mdaT!iwUns^M1bH&K}n+Mw*14(+dmzo>uk?LMdLny>p&^gU*K! z*IyrB*`5z{z%wWZr`$e)5gvH0bsO@MZV_Ds(IQVxG6n0;2hWf*;q!gS7_fhzc(nHb z>5hj@s94VEX+E}J`Y-7C-Ao(@j=X`4+7}OWdGQ%+p(d z00AOUu~|4+A9uH0U^Jh&F|P68Zhu|KR9l}tD}sqrJ-_$cQv^;F)70hJDhRyd(T|ORnsj;eiSAM=M;1iGW_7ZfIET!5{m`*JJspCOT(u!`1GEf z)?dGMEk_19Yc>zTGg=&BF(xPfB0&vFuEhvMR%%EcK{uXfRh0f1oj%7sKCRiOvHOM2 z`xd+1STtR8cbg_d1Qf6v^<>uftGQo6&Vz^C4RI22nCYo;bQ|UD)1|7O)La5UF$6|W zuFN!F6LYK)M|3IvmmK|T22(lPJ_uKC(`41_Ry z%UUlQ<1C?ORB6x7s!!$w(I*=0X<2oY$}Eh-tkP6ikr9~cKr1@n1UwQ@qa+=u@cOyv z>$og}vt#`$xWwG}t4LlnXswvQE3tf2pA@uXm%%R(VKAQAg_-C`q&_)al4FN88ExlY z*4${ji&`&Di!szxIQpy4{$S~vc3CVmTQfyk(=t*U84bVui`Bnm#0z+VquM%ATdqBS zOCGtD+FM9T7`aZB0-l-eshCQW?Uj4@pX?)c>**yI(DhsBgvgyJ?&P|F@0~;kcN-(> z!EE{2`3VPZ+w79TH zZ&>?w1YJD?6ByJ}WW2nby@DV9YIIl|RIk6j+$x{>>ACe=f+*X+Ioh5aQFQK`~&dE^R#sPA5!w~?Y5wU2)(uf7_9bxRF)BQ*3m;3-eomI z*43kseSC|<`31TGL6f4azf#fA-V5{)0x1MNA0Flcp-v1a&95V@PuA8;K z=b9&ThA60<{^1F+bwcL-%7#pNkgg+YTw=23r4_TW{dadlNjbf1ohpg-MSQ*nQUjG* zz*Yw@aLz5)qlp&%)zXcH1+}GjsZcVdr7lTlG0Iuiw>*00>l9y^x15k@`M?~E(O!G7 z4SPi0I&a%@dM~R6kSbZkngu}|lq(k5rKzGMm3Cc!Q~%>bmAxe$O!Wlj%?HxduBNUg zIUU}!%4_YiY)@Sp(}I;sU!`D9zS}E(2Hc4l;}0abllSxcb-Ua&n=DcSm|ww!AyNcQ z;vn@L2>5hBk=t$SA(sgqdGR*|l0B4DW1?bKzKHk?U<{uFGrnH-h-fz#3L%p0nH!6u z(V`)RY2~wnr2BOn4+s3=xBcSo*e3lAF`T078pTPJc+*kc$y2Tr5nNx*U?UC^-+a9@ z)mWdPqeyOX)T{W??5O95OCm#vE_i5ll7MmW926Bt;Y>bN!K=@{?g1e)e4sUZNg zpa6Uhy>1PdEl1tjC;xlF9^}jNhWd=B`^}Acf zsjoS|h>HQ+KBT_Bct9@HDw1Ae3|%eP?myeU|5}?a_(fXmJpf6~I;e~n*$m))q z5W3QP%HOxS_&KSu_%qT+G(^53t^f9cWe zeF0^@&f*t$I*Bige}@blX>mbNx<_5j7Pk|*?%em$bnu`ad{{=Lhi7lBZ;Uu5s$r<538{BTPN~059Y_WA)Eaj z7gdE`h+kWvo3J6nd%<~4=zy;ILc3J~4*~jB+cg!ev-iGlBf@w;>G5zofAf3Q#aB=r z1)X%;Py+lcuM?im{T{IPSIiS1?5HEZ+1CM>-aRz<*TuftM6kk{dda_h93AC^pIuOjk)`n}I!_0sR-@Yo(d{*q5XRpSM z-e^kP-tK$h%Ygs(^m{ASDX6rt|FaJAC%99eYET3sOKjf6RsJF0vK&QV8K z3>jw|-X&!otGZZ+oB?Hg1eR#@rTL7sYbwct6Pf1~T(pJv7b?c6iCnmKTTP`Uy=11N zFmXDCwg}!gt^U!8VcIb1h*7*Pr+hKNSCKlNvT7HDoc%p@OL0T?%HStm%cHfA7;%I2 zJI8VgNe|x*NBuOC#QndDmZYx4E67I+Z5}Oe0@td1`P*D$_t|r#+ zqSgmt1tN|z0c;X*I<_1BGN|_3vjCfan{QdG1B&qoOo()Q6CYkL4bIZZA0j$ZFeqB) z0FCS4`Bt6;$F2&U_LwDY(N__Hg(LNOU@U2Jo(m89xBvaO_niVVm;X#A;~qR`N)&)F z205&-)w5nVm-X3=Oea1umiVTUBiKIRo?|um`0xHH%&4v#zh8Zh(7Z}xeTGsUWgj9Z z7j3-II*(qHt5cq(Nv_HY zZcG*HAq|c@A!g5BWSdwrZr}>0w1c*7c>T6S5Z`3o%I6@Yf>wVp)0`*)2z@jqeJ+nh zSDl4&)jazy-bKC~;Rrzm)i`_po(Q^8?JU!uMm7N#@-6&e$b=~?v0jI?&%qDUR`Na# zR~bR+L#STOk;5-*T~AB(#t<&j+q3m|s+#&B86yD(+)Y?nV zFoR!k@XH#V!y7G{zBj{>v@F)@$Fj%@F8?s0U@s&md!c}w`wcCnNy|STGq~LR3!5J3 z_|m#pW~H36v_IL;SECRbrK|Pkv$bsqzheeUVJ;f6`%amos+p36SY%4&Pdj3qiiOdH zPB!s*(7tDWmf;VWOs=&qZ$vwE*KWDK_$Iq~^~u2sCqc{>b7Jr4)spYKgtqUNF1~BF zf}j2_m~g>jYq@~HJV*q)Kl)Y%6Girc`V{oPCLC27YQ7k5gAh;XHzfJSr25NZWxu&m z?LazXhmaE^b#L5b!4$aqDz=Z=HQU*^aSZzXfef~^-1n8k~Ka2;=*Kl2b58R)r`44c65EH#De$ z)uFg8+rX);IFWvT35|E~eTFVm0GMC}uq`gTk_MM0=3PVxr?Ti%wE35@U)9&iCH-W6B0wL3 z81)*U)q54?pp^(p(o?yq%YAk%s<}I-{0@!5Fy0{gx^T7J28_0Fm9KYT-ZGW=1Ql(O z<@CT)R)~l>ir)j=hx`0=>o~Jbjuw2CQ~8 z4>z(WR?|w^u^h2o?)Q}l-#Y1J4jFE9Gs{~0L|UjEyKk_kY;q0~JH0I8E8hELoC#^H z^oT-QD1H%R1mQ~bQYDBNxnaqDF~kWxA+Y>DJi`d*l_s(U*{9bO1#o1&QZYKMeFj8! zqX?(o500WIt)(|&Cy9)RoT4xq6u1tTIE}TqEZbQWOEH~8;3jw24qf6zM|PGjx7b}u zFWSj=fdpHl4$BV1mN06HDinJw1)`-K-x_Xio||NJPyES~3IwO<^M+U<5nGfA89Nf| zZEQMIMD3p{D!a!=@Vb1`{WY^OSkN?i5e80>SOMXvSVxs##l@Ba%jOm<7A@bCI)mhD zot)mF>lPY&RZ}8JX>taIz1> zygis}SpR56F0V|Nm(;?Q^)Ep_qD>MC1_El}fj93hbQ2S7_-&T#Te#(>Y0Y6d!Xx&Pf(?_x2bc)Rl0 z0x5jCgh1l93jt}}#lG%*W-FpYSqCC7tL~MB-G4nz{v)h*0Jx=KfLpo;7^we{xkpGE zgCphs>TM)MF(ldY~+}*6&_dZ4$cG!OFQ;Vuaw(eaQZk{_78oR%1XUlxj!R z-&4P5x~=;coxDJX+#Ag%YdsW5Pz0oPd$)#f34nI(g5|;yPgp(P0R4Aex?E&GEv0iu zBhfyu;LuDQv*J#M*LR~rzpEv<^Jp%p8*uEjbLaNOX7d|BW@Tq#ADo!Jyl?q&`rxdn z-*oy$K2R7Avf$v)>^ZnI1KD+vvvj@L>+zD&@e4nQDg=TRQ4V}KMlUIE$#lE%)e7hQ zt;J}Muo3eS;)k;(wuSGqW)J9n<*QJY2@*j8V7LTFemC1!1ZbpyAeKH6tF#(ag36c= zsn&*DNlJXOwf;a~)0C5lhb|eCmqCWNixz?Io7T&k&=@H%5|ANjKefB=8Y{!(nnE>X z*)J`XHhM$ALl>#o|ACtIg*o$a{L2Bcnt+D_qojNQTS1U9)3~_bF>z^NG*Fm$c3Was z*RX*?)I$AL#MYpahny$kh6*iTuc$JUj#dRP91kG@%ef3EBZo^M&#R*__BLtL&EtBO;OAS>5SI@ z

cjx_r#q-Ypg}2*CSw#x0x->5FhL3n?+1!1@YrP$|~yWIl{-$BrZ|~kqe~@XBe{mjKw=QE|<7*nJsdwS5w9iby-mz zs6pgJ&<+b(u(Ze1RHNvf@2||=GXEEV;8+jgo&*@5bL^?aR{!zDV3CVn9Ei!C@u>Ji zys`+t6SI^^l`4QbpSGN3*f;IsdnX_0w|jnM1;qZz8)IWYMb1e7|4ScgE^6QfJgP1J zk3N)U4Ve_Eg4$l|JtZ!!_^5edTtR{o0`!N+Mmx4l6;GtA5!#tE^pW3spI;5;X5IpJ zlUFCE&C86#8&%Quv4|fO?$k&I+7dG>ONx1f_;f#c-Q$R8i~33TzS}tqxrN={ zba!`m=R-FVl7f_UcOwnbAdMg(-67rG@z5u`PUf3q04(+>zZ@^ zCIe2o%C8^msTnLfdDPFe_6KHM*Q1u+0h}I-&zvs%*C~M#u`o^aQ+_~&V8q;>@L};d z5%eRc*Tb|l<96Vv%$xlQnCJWaB|;#Vc2BsZTM=l(Ac-KwzS_j@Ti~bHBQ~iY&%?Zc zT_;Weq|VOiYUhl1*86dD9X;bWQ`Vy%WX-Vr%Gh_VK5V?7DA}e6tl7EOnMk||)C8%h zfi#qqurk_vG-%LmK(}hP8DwTxdGM-+g~m_YRpB)Of8U~40NE)AT`P>G#xdbO}8VG~6>hp$Ux9Ll7ma^xg^Q<4;eqB9SU zu?kdLB&e`%IN=PtRgt0JH#m6Tk<4&m?;2GtFfDnqB@Idl-gaghLP;#Jv@Z-e6Nu}T z*?|nJkBK8mO@AV#K(Eo>YKnug*dAfLV?vFV)ik{rWVsn`WW<&+jUpi;WnG+Y?6mEo zEd$G4ri&VTl@!wXZb1=#H>^$XDIlA}lK7Z&vRimE`({MFq4f1`xg+OnUOaxp$QC{O z;h0>Vi{|d`TR(l)QNS29N1Jnx(aR!;_&k9dV#m9YSL<*9TV^v6=L+O>0A5Zq@bMJW z|AY2dVIWm#HiKM4Xtz_2J({S6@bj0^q$hr2e?YuZct9mEBpB%h$S@lZgM7el9mjEE zZ}y-m|LToe?27uXIGg0UH0re;cpKLO+NLhs{Q7^Ef)g?5Cwxy}DRuVWQtDGLu1h@9 z0p7gRF$W5+fTQwBV}KB-ZS#^@^j#(9j1tP|xXe~{WTw$FeoerQ;FB*5kSPTlP>t|T z0W#&&V5wu_%Yl4fLHZ#$XLmq{0T6jukCw2fk>Lwg|Hn|N?_hL1XREyFb zyfEt9ZxS&L*ECM~>_88f86{7n*BqN0v!gJ8aSttRQ0D*At|*f@kKDRc>5Q~yX9Kym zrE16ViRfC-QkR80WMWUi0LP)x3wb3vF>{3X(`Rinq!!L*gdsBmlKcdP_8pWp&X-@0 zm)j4tP!Kr1K2lD~D@k z1S9-z_9Zdh;klr5_@OZ29p53Hq|i*kzNhv6M7|HyrO6m-IG}+MyYJq@tIWlaH*c#s zCy=HqH8^nS?^9HdTwTxRsCOmTVp^$e$??X`^7n7-Ehb8L_r;7x?Nn+#Y%EDTQ_6r} zDp-r{t}j)H3?1~;P}E^3+1_rOg~~?k%tBl^w}(W`o+B0xlmi@cU5W4&OYa=yreD&n zv`a+^XbqgkmRKR@VoYou^r5H^=%XlY8{tiPp}3a^{0YFF`tp?NnCZX&W^J1j_rZPJ zVd`C*FvK5NpesdJxYIY{I3rucXFhWOB~bwB!Wrs6)4-L4GXeFdNQ6&r58N!1wYT zsC^)Q_`5-4Pl`xpITYAw-NqgZ+7jpfmPdZQNjfXX+F8#m8l9NblK@hyHi8sgf5i3a z#ZD8H-@61hmNkExj9hX>#zBW6gm-&HTyY7{2}b7ypyFxamq+zo5<3WO2hbtI-xM)0 z20jL-ioNe>>3wu~hoX=R&f>0Cjzy`AQCN#J^J-==u)&=;j&8yB`!#L{Piwyj`~Vz! zyizmUrV9?+?SVscoT{7#V@x110&SeJH!0W;&0^Uglf_x_ZachD{ydXJ4HtTVwHb;( zkXG*orqvi~F;z~jVi<$9fAz5?WIb$heCd%6ZDp4D6A3jrimvMxm(;9=_{kID?;fkv zf?tT)P<&f6tl&8EcaZw;8UxGGL^uaW9d5a^eWVfMZ&~;vm*vgRBS1$HpJN!%E(ul@ z;;e^bZ+gM&SN$#YUK@p(6@jtE0G~NZ!diDYeD#C9(kxOrZiRX39TYzCp{uQExJ^PJ|^olen2R22OJdyxC!z08yYKo(t(j^#T?LmL5hhs%{BrqYIds_yV5%%3hDH|W*fnL3fyR9b&li`>L~C2mBR zMn1S#x(9%hYqR#i3MGJkie3LBq#uXVac!vRIYQK;gU@$(XH}ISD+Tj&y>d)!zy`#S zBy7a-k8pGhUjl4)*n3F~=T`&v9P&)O1@U6BFno0i^97tI3@*;d=@_N0qG65bT`*={ z#Rkh{Kbds}3Jx_X~J&5fCUo9jJW)F!byzxx^{ue@O(bR9_lo$3R%rgMk$1{EhhUmFBt05w7K^#L z_y;vXKTtXsItI|Ch{Gj&gG{xyB36_IB)DV{eN{Nems{9!hDg9&$~Aun&8nKw^$#`r zIdZGzYB>HggF?RZnpCx|A~o-RRw_Y2XQuKD*?xy^vY1Rmg(t)rd42F&*6W4qWYh2I zOT%x56Vw#f`X+B_KViF-Y9TpQBU$;!IG;)Yg?GblWR0ZdnG=av=~Ez| zPG-=b@4Sdqd=;q0f45+t>i}6|ShtB34z+w`@ zGE(``V~$OMChKdorn0H((Nn~p1DK{iAXgwC`4iGkbPR1A0mB~C2o+ydQ|!N@^Z z&?`V9ONi(H&f!)86FHE>6%9P|(ndaL1ikppK6NV162Z(2!q*I79U^rM6C{B>hb%Ge!5^lmWKmL@z}VoTL{V8*?5bye4JKkN^WX zRnWP$AZD@5-;TuJr6vFOobvomqbO*PEWI*7nJnF^0b{h8eo$L2SHRg{S;Gsd({0u> zj+DDl_d|LnTqL|HwzDYpr4fnhV3tDjZ+u0)`S9_H;{pnP1bbO}&Psw~^z33p^Kkom zS8E4s6?qiFS%-Lwin{V9R|O_$*MK_0H+Qur*JXfP6ZCibjHT7f3z&!yn%%RTC$1s7 z-yixUo=tm}gESBIBq73OtM~7=!_&)5+>ip8cgd@Ob;myk*WWp`eGb;mPd6_9DBf_X z>DAnFU|A$~jpOj=0ttQu<42~6vSZdBNXw!EJ?;yS zXVeJ|RGZB*b;Icw{Xf|)me`j-cIUFr51ng6h#SwBOi~SpewPGyDmmzPsreh_m!4W# zx#*wR!yXzH#vyJuS5?L*^W+i6p(n*+n+ED*%%*@mF8v1@w-Jg)81&z-D96T27Wm=s zW)pOHtp)FxpthBqV^y{16>4gSQnJLgAoX4POw=cX*R#O=`30*!4y+kwGvE&}C3mYb z+Oh46v|pbO1vJoHQJQ9ibXO+akOnE%y7!!*23+x`AERJrO%g-TkS6`3W>Mu(mWoUZ zrmV;-I8td!3+eSOw8Mf0N zdegkh&!nf%|F;D=g6R;2MhffFwJno!D<>>Q&*2!RF(Z15QIyqTc#WrNtofA-QpM1f z)UDFvv;xcQA#}t!Qu(G<8U8?ZVOZ$M;rAj%T{|k7rQYVyWX434kcJU2#W6JTR}V1& z

0{*=l~TxV9K3$m5#|VQ|AM899NEUht%#f33rbNh$uyyEV4mS&S%R^f;Xk+0zl< zsD^9p(t?wH^Li+esCR9CZzyNTjR9XpdFSyJmq09~3TQ&N?g9Kgc)(}#Dw7_leg?J( zJ(}VkgQ5d&b&RA>XzgaQOHVL@br)RLwveypE;;iY|H>{-;@mmx$iVj#ed<5EO?9&* znl_|jeV7n9WelJg8MOlLg`G428_H&5tf26uXk{px%w)jQH+G4Bmu z9fDTS;3JRIwap=yO;F{F9yD`y?n`)B%;syd^-8Cf`I?~HEcyj`;(GEddCwBef35_V zpWQv({_p`Z(Sor%178y9Nrqd#jONHh(6g)@gs+C36<3UoZ|QR}|g`GLtMC)NDUe zZf3mtQoS&E@;tPQBDLs5YP!HIyIKakYhm4Nt>xx1hQ+Zo=26m1EHK<#m@|@S^`YLw zzfZ4}&MW?Y38OPY+UzEZrKTiZYMqKj0gxH!r+5*c`2ygAvv9n(0u1a z9Z>ZGcd~9v|ITm=G0}Soncqt2iXo|N2HMWh<~{a^4$8w39DM9fNG2fHAZZ+=z~W)N zz5QOPYpZ3-pkd5d-bUNNrMP5La^1A3a^wVzqn)bXdT_9n8h`cyOY8`(-V0NHF7f01 z+dKRU>?T|F8yCJUe&x)z*qY}Ak!w3{xWj}62S7=lj*sq)i zhrb8q|Mg;w5UBLIhtY$Q>H3D}@&(qdW@P#PFzpDxg4fX9^YI*+wAB7$7bD}5|IHT> zKLdSIG#I#%8FIc1ARmz10Hnf1o8S4x5<6K+o67=lU|jf=zY_qh-f}JwJ7C4Pb^OmT zc9#w5_W`*0vj8*M|2F~r{g8%!d%n8$%PnKSY;BxX%w&b=>Ip6+oE$DIwJnoIGhxR) z|L952Q_qsKLUeGR3CMb7xKpotaD24Y+-dE+lyMQvmP1=%t;RbawYS>O`7CF`7hgWI z+!Ep2Eoca5a-0-k!w+U)zf=!xqVoC1>-%7he$EgET6%{j)Ghhi=uCcen;W+`Z?7(L z*^BC}W5Kk)UG>>P3DNfAK4h^O|EyeM&12D4kNxv8hv{*WC=< zRghL80jgQ_=E4V6@jCRPeI(stX#HV!3EDx{+S3t(R}v^|4pw`X!OA8dmI!a#D>cx6 zbIpry0CRAD0GaddqvbZn{P7G_jxZHs#8zEL(2h};_wq>CfY_tX)=%xD=_9WSDLa;} zf~l=*LmaL+;K>6l^-@$xOlsURdNmZH?KTnC#=fKKa;)b|-QBrXd@J!=H`-}o=&}2w z=;V0Cq<&`JDR1fWAmVeW=JmCt4N$x-U8%|4d8-tzBaRQidp?*3hwSUTx3b^8Hn_cT{qkAd-iu#8;h)TN$vB!%ydWpr_)Prtm>+6?R_uhmE!R zetp3P!%BY#CEL?iV&!xP#J2HL!9I4(i=D@2IPdG$sBBc5`)a@_M<2UCu_sL2{fm_$ z?R(?eq~=*~FGuslXCSkjlqH?TzMj}_>E2PDx=>VoLg3s24M{}qqcDr}?WAF_8YgbJ zw?zbzeDEg^0T@qgtAJb=nsgxy$U8arO_7d4kEgUiaf9k`xswWyvBT>49c5=p!ch%f zN?HnHlP)&ZVLA3rywQ3Wuegqwk#mhnE&;*757muI$flQ3+Vz}Be$VI4?d0=~Db_F;7p`NE2e%H(T$gZyY1&?S-TDOuex?!Nx|#MC6uZ$aF_73NZs2PbxGVq%@C(s_0H@9>RIAV z0#k7ajec}vsn!Rs6oFt$sw2GRqU}bA(|4~V?!Pp|kc;RfOBzE)TNGw>UcL|F;-EZ= zl+xzkb4{}32JSm>nA0)LB)2PBM6TAaw!Dj>w4YlF&ZcQp=CykD{mOuJknI<*(ApHI1NUSv@-7-D2-UQkG+o~vY2#hpDKM=T?)?5ct@en3Y|Z{>S`{!8-$493tycW^ zkp<}I?K^;P4CJ`-U{ZBpM_x;-5zZXkZxKEs*`F&)viOCp;zK?-y(aM7HO}9^^`4qM z{jBADdzRJFpB#w4JiGl})4sMu4d@aKCl?@(`{9ax^%xIAl%~QapmL`*0DX!dffy{b z6~C+zH07)2qOX439k=g-Yjw&YQ7Sze>**5`9uaJD{rJ4>VZU@{GV1wiy=S7{N_r24 zpBt8-lH$mFMO||zZ+D&J zW4M^8eR)d66{U<&zxDCEOq;4seVZPMAL%*WnETnvxSN(f1P32APzU573WTMMx*jOw z#si7(a*5|EyFmgpoPBf+lma2|_Gu#b>8slllAYxLzc4GXc*1l(n z4dEhGTxQ^x5H+`>_I}Ys=Z4y|`(Z~Q#c8v}c-VSR03W|6KEw(y8+j#}Nm5d58%xbN zncq8s)2c|O&k$VwL;itN;xyf85y$U5e-j1DMEO)e7aE9y41j_eYyS|yO61?JIxFJ3 z^XS`nMKcA!DJZ4pIfAK3da%vyTK9Z+bg$_pHjM*#@*`m1SNiyqb$MDqW~$`ZeZZg7 z-$>G!R1H#TZA~E`iJk>1F^R3#4Hw7l>2B_)(GFXPq3qerGIXAuW3Tj|24-?EK&PJ)?3=+%SzW7p#9josg;5G1pw|G)tB3lgLQ zVfsd(;at=U&EdL_gP?dIW1Y{#0Ae98J2tK*IG~nlUqM>nj&}<1Sa@`Pe&PT`2#tHJ zX%41FfdpEebGqCU05-u!3hz^mH-&z8sgwUdkQNDmIROpqUd7aauj)1Mlb?YCY5@q? z8A7-6U57`{E0?8zGxs`#Bx(PW{Ib5oV8s~ zf1%j@g?H_f3wyIvpHzF{di0QR7-k!{n0PQ!Jn3K@i`h7n)l!)WJH~M=?c-ejIGn{F zk>vd89evq63_L?C*J0$eySS%@PvZB?N=nm&nZ%aU}9GR z>ilAF2w^vmxOwWr4JT|mlM=b0sQW3e$?u}S=kSKk)_)bgv9~wNq1>FF+E$R;O-Lkg zBIWBHs&|{VRN8+2GsU}wqxMlf%XI}ksgaRzX+qb?~zt(D(P14h@w+hhbh1mOGlFLoWgX+IhAm2 zXypZ|?{A&2DWF(nhT{+kl&(Or3wb`?X^Z3I-y0`WO)oizy3EmY2!fQju@(sx(W2w} zx3g75=w+idQz_7N0n7%cmQbJ3>^}~Mzkl*lmln(c9g+iWwVloWcGK?oDcUiyOhykK z-NzON#sG z-BU&c4woH`Z=msBieb{W=ZJTw-9ggzUI99GN)Fer&5lN8mxok#^MwG&vt5beC3Cn# z@CHD(!EtP#5*uHCDlE0s{)v}AKJ_q04C?$S^SP*#GR-kTK00-mUSjGyM;iIfRf;%d z=ijH6LA)oVivGUuKxW9a&QM&A;Jxly>E(66JX1j$j(Q!+5dVR`jfDfI_k{UN#^`lG z<9pm^yJ`io69sbLaR?}67@?ELj?eVTPKR0IDWn-(D-DGsYegegr6|oYrQZeUlc1S+ zW;B+3ep)@cG22n9{$b>{d*I|lOhPxwcxNy+=%iIV3wU`s@TQc|O~xTfP6QJ(eTU284VC4F`13EN>@bw(-el>oR%_acVl`P(D>&4pW>h^}(=4=yfHkb&ze~U`c zzJ*77Oz>>?H!9s$k2AbxgOWdxHTyQui4AQ@`MKAG<09GtY8VL3Q?CiU-rR5iPM^n( z>X1>O3x?8Ozomg7jh}6c>cSxu0Kn;Zqg5KQ=8&(N*2y&f3-?Kpg1Zp`q65#<|Cw~k z@U?~%^u+Ipt0BJ9OH}- zQ+%pJ6yAV3_nHuei&XOJ@v|8!wEQ$!$U}>ck{7sm{w7EE*sBL$T`vYg-+?J@xC3`F z5&W8BU=@y3+~$)4&!MG!OH^?*GTKldiCz@_ zlwbK zh+y5=Q}Ce6dRwN&?ODE0xE?pQvZXUSYa-k5x_8LT4F$a}YfrUCPQK^UuT>o`b4GZl z+_`h1>RYMm;1AV(nAHu00k%>U48+;9-l<7jWVpDUNDr)=aRx8$evEo`LacYgQQSba z+=+JhxV4{nikhC~vJ{(2Kn}JH#+|wx#eD{-UixWjBYCEjXItTCGqKQ{$nXPp?GCpB zMy7T=^Oh95=_}#}0j4PKY~fk#GQwZ{J)t@lKY7TAGlrm)@5SA=%LZ1hKit_Pe-csJ|i$p1y@@u2R zYuRihq{-8l1=?A_XJ_}IIOUs`Z7mpV*qPnpG@R8rv0X;u=A$Fea8Bg7ge<6L$2pv+ zKtJn1GLz_P=)df|&yM*-KZUHd8@@PED)NXqgeXnT*w-Kvm_#{3y2~9rCsPc6a^HrI zd|iu~#P<;BI=R3Fo87Cvz{Hh6Wy$35q;%AC z$Wh>j*z37g=9oGBVFFQren5Xwa7MOBHIP}_1S!}}_VZEsg2k_i`=jE=-?u%tlXU^H zt2&*8iAH#a2#WHKAGhe0Iph_~jbwZh6%G;z%f9}^geAES_akS|f}ctgtRaYs6y!mD zB^gOzhTa5Z51{T2-#%Yc_+5)MKAFy3eJSq4dTUfcs@%?iTt0d)-uL#HJ0h*~@t^OP zsuY^5$!7F@_D~moeoz}$CU%|MR1%-h{Xho(-eF;h6gibFiVe!hmN6pc+ig^nkHmTO zs)sDYfg>C30Twg+0NjF8VT${xSyO;kt-!#S@*tc{D)EtDFFd=5*Nc%&t?mRo**-@& z;x$&}p}zI~UEd7-wK=f)@KXk~Hn)?}iVY3^B}_TuaTduEo%A3g06w zyOuB7h_(x&7jTH5NFu-aWE=~yjii|Z&TS^7gAIV|aQ}#XaNg?kbP6Cb`vIQR?;H@* zA`Z;p?u$EVJ%WMUFxuRo)g{+ik^4VqH>F)KH*Px*rH5K?v+zYgI=|r|=H&8lrceQ% zY5x2(2e7X7$=v+@<=<`B+uKAyCl=t67n}I+)URzLc@YA}xDLaWr}tIN`qx(?4MoGs zRrl#ABdOt2uo{kB45-T(75F5JK%AZ(^A#|53gS$${zT1a#~#!Dj!=ZG>>fe17(!Px zki()OPc!k(TKFmV)9UuP^>x=!Rl2BhFw4aU2(Ks-nZ7O0= zvTD*};YOI#KTBCvwLnD!;ZBWDARjD{cUiRl;h%&@mop|*BJ|XPtWw$R;Vs}Kn zG4U$yu#lcu%>drheKJ;2ob%-F=lza(yeD>)!<3?`0G^G(*O&^Qe_q)p7+^w>3U}p_LUJ?2b zM6X9zRwA|D@@*`H6T|;f7{Tx*da5BamdZW9r^sIw<}-zFYy1acT{79l=)Q_d3dsGM zq;a$(BY?XJKiZ$*UqR%-&(rb1!LSx&weT?0@Sgd8d*zeS$-_uDtC_4;J+6^xLDBVx z>Y2Vedr)>fLfUn>!=r2s? zt>Q4&^Q)E6#Wc6rFGAAV4}*iAd92;Q0^r*<*CH?$r1VI9lG6Kkq=o$NOv?RtCZ~aC zS2e8LKy&+ohi_M4&%zh|6Xbhnlhm?3EaPLqL|J9*_q06l5%$LC{7u^Hs};*8*PviN z@i5pqrt*%pm9E73J<^Zd=-RF6rY($sNEJ|B2caYU47%~dX3ZuRTd^|PH9%UP8fq(J z4|-2+a2A!SKkdHX>;E`F=s#qQvskdgkXJ~)WVc8RfAYA~0@!N%`75-s{l8_HCK{V| z25vQjV7W$+2N`-5FyZNG3ivP_PXy|fBz35{`E-5xwIQU6MTAN@#V~LpfU>*483#+U z!uRRDJA2T15DE*P{2<~qZSe5mHtpcn$TfrnUNf@Sp*Jcj%r}kL!aoOPA?76X7c_t5 zapHl0;sI7F5{B@z_=4XQb0~_kJYQ17(vbpv^U2kw+`H9R8>SXa z?VhI5O#ktYyRc*r2TIsA#@Mdvb+)g@6g2Cz(t zOH_P#mTO`b(iAd-{W8IYrhicJNoqImH32q*G3v$W!Kk?b_BT05pU=b2u+W1B<}Q>v zq-E@H)PuW{4S5};rV*j^6RMCE3lN+pPNGeT<%j7Z*J6H8Car zZ0nu4WP{@#sYB@D8jR_uV;zmliA^pPfnJJb?UvOE_*3jkmOxSZmmV&kTA`O6udy9! ziN63cQ6X90Nqyg@9P@zqxzLJC_-HJyYs1Ho{LT@9^@=6LkQNt2{EG|#;|K7vH-K<2 zU?s^$eJNFAao@6okW~bpU`@fU0XM)$6oNFGH|gILY&!~fP8AGrR?*l0)4aw2%}Wnb zq-$L^{*ra0zcml{ZLdSen7d8>JvQ}N!dk+P)w#bFSDSp0T??QSR0KMx#HQzhE%`o^ z%vPZGzVSE4+gm^uC43scr|u_@R9-D~ghSBNDS6OSDAsCV|VyK#zzQ=z$~EB;A-wc{r4tdP8*p z>WR4-s6>~v%?^MvME?3ST3zPstO{iE7D&gB#5( zjxDNyF9+~8N7RC>1ag>v3zndo9lZae5ga&%_72~qJWh$T(ScA10b^(=mC1by$)4%9 z_z^D~g;W{&C8TEfQ^r=ZW*U!@?%zR9UvJ?BTO{8(m?ST|`P1kvuI%>G+brSCvXC8^5NR$bf`{OCyLBN+ zL)ALvl3?9H4#eLRCo44|TiDw{ET&EF)~9VDD;E~nTM0Itp0&`{CSu=e)1K{}g%lRk zOyy2~zr%T7FM(!^h;In(2Y>v~CT!Um9z4)sICR&YgZGVQZdBWbA~X%%E6ND1>h(r15NC^a-SvOa%?q?mY!xGnTD|w`1N!GJgXXFe-5J-|4Z@65 zHqB)N{7z3Nu#<{`$Y5ol1Ff47l-Y*iimh;lti7)AID_@dtB4ovkxI&3eftkfI}5Tt z6<~xQP99A1bDxu;I#48aDb?v;bT3v(@2_>FdB^aD&Z8c8%xK5m;WtsB-??nktGC;8 zOCc=t)@DYR(N#(WpiN5|AdNHwOdk*-RW)`NQk?wMD*Mk~w(^;{2lI@i6VO7-cJlu$p3)^t~Rn81TJstW*0&q}K^AQrp$7JjzB`z=UDH`wLu4#7Hi zHs@X@INaH+3>t+G9QjJzLS+^ftOAH5fJ6%AT?i85oWL=;?J#1r4_az?KNelNnV9Ep z;mLU0!Y~mdPB?aVl>zIfN3AJd+?yu2<1cETl8Phl(G7a8jk5|h+l(+;QrUtXWekC^ z2yYp~57^K0v+#bPWY6i^_=iYyw=$dOUE&AHV0zr^`k{$;1@Le0?uerUudzT;VOytv z^#T41!YTYDX-g0Nu1cpz|iw@WZ+NIf_q*y!O^=RK?aD0HwL>ZUxl>WRlijMNwtagcwG ze5>$*BQgkZQso1M6|h-w)IQ819_=A5-40y5Ec0I1I%X@a{dJt@71j{6x1cfQ;M4r# zW?#gVd`~Q3p{H94&w|-6`fvwx`w{Zzaa z%s#)t;72y_hQDcG-K+&%l^M*_X$7kV22iJv(byZ3@tGGP@`IgdFlIlF^9(z~q@mPa zR6IS{hO{;*?|A_RZ4p#!FQWwpVcTQwdJqeCP8peFNkuwQ*8S(P!XN2khGKZcpgY13 zR2?CFmImDb(E6fx=!H)Ln=mtGn^QQH)n^tA5xX?Ht==*ydWvEPbKTGOh{=gooh=4g zi_H5FK)k5=yl(G9)Nt=83cMU5s6N5SaJRic_3(XtEQ)pTVduJFe^ zB^g9PVw*m;Tkfp_0->uCKh_*qec$I2W$IkDi>=RsHfW1Hl;poE^cRAD}<)~CkWe!nx1z+lNs}zAk~Wp3)MDoaQ?e!QsimT?OawAv_y0O#CVmOR8q3q7B`~Y zV|(Pu)@gN2cgCA;eYq-=BR%n$Mq-?Qk_g;e&q>#Ot&f)V<8v>wXc9>bw}5qf7rsh) zNBNoR{&kDg58ZklKr&(ZSJ!0~>5Tv2dqNQFuVIx)&o*a09V5%Q7ON2p>3yVJoh%7h zU$k1_yJSu?7(MVDs=%Qxp-77xTtw!w%$J#2F6P`FDlVAJT z$JUSPKQ_~r1JGOGi+bbHfeL$roHGEW&m0 z`?@ys>jq;tq+RJ0>A=w&9mwKiAMkAeWn}DwZo5@nF=sohFWofLb!d-B{sf>tTJj_S z*k@ps8_k;eSpD?j3pNg3Bb*>v7~tdpgs>aCt%^?dmZ_yJnrU3_tJrOxPX{n~LdT4A z(wddaD&iXwlBb9_fVDtNf~pyRjM2o_A-&)hXckzp>NvKywV%&r^0I25yKGfoDwqI&UiDTlKcml-7g@oc zRLwJ(xs|QXQzC~{9WO){b?f~!MvwtS`(d)W_YxoN@;7$!YLTOjkeI2#qZQw8^{SS? z?s3$83%Ws?7gvKp|5bEf1D@q@f6pK-VKWxsf_j7940^a&waTUg^6e)UpcEcbpEVkm zUJ!B#U+Uz5tNeK}IbucK4}dm>m;#XXj}d4lVLunhy{{?Eu@DUDuNEj}kUnfRE}LVZ z)J&SqF{1qzm6!Gzo0!uQLRGxq_rk~42TC6@W@2OenQ zoj>ej$mu$|6N(PV)z-#LdJ}3Ht8lCu$y>Qy1aA5LZSlDO$1VSt{Q7_1@_7N3o`W4{ za&ENObhJ-cF?7wwi|%zC!5$tWRH$M^VIO4rh`A0LAEy7Hw$Ut2QnGToAXQ9Y|e-H^5rDp!|2qm-c`0H2ap0L7C*v+~<`kzP# z`)^`*>$eMuJIz>SUN>!)Vcbdm#XNIF$hshL8(29i7C%lD7W_YX=vXfSM(KK=^4?gi zX(Rj7uo(Lav~GIw+HDg9I^Yx&_Smc=u-=I%I`d{6u86!kWV=!+TbOCS`rqG0Y_0yN z%sBix7J*GqRabkYIZ%-vN~_qs-taurtO;e+D@-xB;Le@FRJ?hzkFj8Vm)JHh49z|{ zu4~W>`{jF%M1W#ZonifUs~D!r_+Iw+IaD!r7WP+OSPj9>NXmj!%h@rFmGVBBq>}x) z7~A;WfDrjVCkqAWg!?Gh!5-&gpA1^OzO;nKjUJ)8X{&-~HYikl+}{5zLf7MX`YB(S z_f5?;QIjNIjh{T2iYa9lyWp#_ym zj`<2WUKDfEfBDR4I40Y&?|y)Zot^(7THW3f^GcoP_wuMEh|eb6p$A6g>-yBizBvQ7 zs5+&tj_VeMdPc~whw+@ffZ!wLb6C?iX!CMx2^V|yQ5($?kE7neI{5OGGP?h^l#=rH zI%=rf`8E=>3zdxRS&K9g>zXOPKV8CiS8}}BI#OzBY^ds}f@l}6eN>^uN!p{zBL+g@ zvQN);!()POh~t}j^8tLqlPMm5e7dS%7B}`~r8gRcyRq1qJQ?Qtw7;hFu=!UJQ~zQt0GltNmt2;THT^9~>%wk3-0w)8HTyK7g~Z5orN*e;rSfB$aXfJ$TuXFuGY$yK$ZpO;nR<=pSyK1OlGCxT^RGyj`)67bF|vlL1@!*fgj) zyGe^6;hZ%g%Fnj4w(U3tUSlaCeFotA{{Cj>ilcYcS4!(9QhVL?I#W-02Bs@^-_qMg zAC~%Pp5D>Oy2;7)_j+YRZAqTwkT}XwAF`A!rUvsQ8DU#vtbln-vZa#LEyS$*Ns%8* zPWF--xgy7vK9|yaja}PZCW(@bG+jKNRDD~VpVAI_p5aA+h?Y-zZ$*n71NdcZN`fG6%U_P&60EZ^kGr-vviwwf5C57UyduX`8GWDba-ja zuEw#cQYjP}IU$~c2`}*q5tm82o{~hkbZ3yb1HZ9XDx77=Vs=eH?WkNYtzmQOsVB;c zKw9IfK;R$2Z-w{qBwVcbHcqq3Ohdo3DcwW@88pb0jD$5WP@zdh!73<6&??gjwYY(K zzwFeOlzuj;&SXcOtcE3=lFS}^Lcb2`m&3*t`q?0&<=JOA-&=$_&b6^tp}(fg(H%T# zr?Korq7&ce=JyUvWe=BCN^wL_gEh?{UA`<&LboPnN5nk#v^@-+-Cqh9!w4R|urw(% zKg*}D@2nC>c_&Ct2&?G*XhgMdHJ2W1gpeQdPKuW_oYN;x9kFQhI(L=R=HurO6ipES z^1Aaps`cmM`V#Ib{EPQvL)`1a==1tJQN)`s zmtB6=UUxG}&dkp}zla z$`|Vvx63VbXZIbwId#zLlQj~3HP7P3$5&0>dpe~Cf4 z6V^SyM;VFNMC2e=fcmj9XG$76hc9P-l1Q%K8udA3zr$AR0q%+RY>G#JnM-qhL|5{Q?JAOSyZYna&Kp zcY3}Qn0oy0^*V3BC}=MfAY5)Yo*!T^%*;e&G7=ks9B zWRXYVDu(WEY;%Q3?bc|b>*jfLWBe7PZ(a`N4Sr4BOfQQ-Gs-qQmhy!HZe@&${sHsy z=QG*UMdYK2PlLw^K1+|OW0ujF`v>>s{;RU +|5A9VdQHtD zXb{f1wm(s@I7{A=SAHvAP^+(rwZdxGaponB`Q-h&cqJvuO**r}Yic6w4NdApH`R5= zF4iUddgPJ(_8|6hxQk8xd~nryFAzwkeXEXUl`)-vbiKY>e7Zpe{6}kjsR9o9=q!E} zTh~?gTgqtMn>5|jWqPsbSn=oEimLtHz~h_&;seE;>xiz~=i4yv_(cEa>MqK>rmvXb zZTU=O$3&@SkL_@7sM8|WDoQbus(o;jV~|tTcgLI!;5QPWtl^4y;U|PYgb;~!Vk6!N zE33?K>`caHiNB5RB0m!!G-JM6pk``DHgTs>8qfL=rtbYvwx}Ifx6F?MF5=`Kt0TO^wB9Ejj6Mv}lj?M@i>~ymDyK%G2C@zMlm5VWiA2 z!*vc8Pt!4)d?b~*D|zaLJAXHp`(!Zkk*5h~9<|^_RfoJl0{ku`f4aUwz%{CYLeF0@ zq+l+^_U+K}E=*%z%0IYan;e*!A|1MQyzyKy+|YOBgpEo=%re*^%H7+G(bFqB*m#SI zqC|~bT#5bl!JKzOw#xXSk!0w?pDv!ZSYE#4@Lpo7+Hyb1k|XoxD~K}3s0W+Vl|@#C zmeOZqDx*}UqkpZw)!&p;&6Qi630avVwVjUn67y!YuMNC)A3b}%t`ODxZS0mUL9bIn z$5Txbxxb8ps)X3G{5G>x;mh9xDDkoMmBVZF4mD z!fQ|6Ay`kZqcwRyCp&Ur>Ez*tNv1jBu&ut9mRjlY3`II4 z?rd#X(OX~aYiY9bkPD4kDR)Li=nr(bY`Hin+jcN$YF+A7yi3%sOrq+CedQC?^8YeC zrPY!sD)@3FxT^mGY;_h*_P?%ZYiqeVKu+*^1hj`^M0+XWDT&wGu`Y=ec$wWU^8p?M z?AiUCt1vSxoJK-M+eu%vWZZ9CliM@tnuzXzw!#}_o_&4J|TD)$lIfZ5;wPI?% z$0dF)Z#?+kr?@={wa!?+t?Y z1MP3z$D9rjstW7O#=NG*+`vfvP6@DDszJz4%iL)nQ-h(b8;`58q%9ESIC^su6-nR<$p)_AM?ucBm4-(=CuwvoI z((}UA@fS9)0ylj7jt59e*3Duq7gX=7HVquGMkHS|Y9X8u_D*QaU716Lk zkNoM$%t{feW`G<9$rKHz!Ch3VGPmSE3H79fri!(_zIT9>q|m2Nopj(>Z|->!C7$xl zN|LM?=X57L;)eW~s8ijJ(arL4;jX-X-^fZUgV*lOnBKHtJPoX$CVwWdt-~QLqXV~W#0kAzfwoMnWxJ+W$gFA;x62f<9(@#UXx-jnq zZHHrR8O8xOp&QGitw6S7t1)h<(?^HZmMY)PVM8sJ%%}T{c*CdE?OD;6s_kb$&br2J zQ;Y7P+}%ozwfDN!AX?{pbNT9fKW4b94LaC;S-*ISJT=G!?ZCb)rL{YGbD&^sQBwJ_ z=(jbtZ07AIk@=0wH}1DV#xA$~6NV(7Xx6=!9NTYuONNzOE(t;L?|Hu}&#~1?jJd4A zz7VblA3nMCTP9h?N&0{3&p{h9n3sk`!K_+r==QDtak9Lhxm8L^T-4+EXkYy92)U?F zdDO={6!aUk&m4p%yDcA&t~5D@)9%> zw4m538?yO2bZem9b}nsb*!KJivT5==yv9#N@m-u{N7}VUb5&GF7houM`1Sio4cpaR zQBky;E!{r$4O}F9V5M5E4msp&#thIG;#?~Q zE#j5$l$l#_9CyeoS~Ii+7b*H(M1AANs3Gvpwvn{8l+?XW^1MA~WbY8Q+Ayn%HD$sT z9YQlNqG3~>RpjM<+LM-af4rGchN-)fT_CDGo??;p}5Ght^e5@s3T;;BmyH9uLkQl(HF|e7vnnC$}xpEjG%PA{wXhv%ns!8p8f)JVMBMiC=&eI7!hy z6cvax#zq4r+dp83vu@Z|;WO%T?TL*I+A)20 zdO>K3pV#qOQFdyRgnhnTM0QOLY1MADRCRzB?tZgEcldXN!aG1-`y4>d_gkla#`g;i z2Ku0@)%)P>jXDn#adNMxfp#~+rOt-P5X5^-kf&as#Ebl?x0Bbna*Iz>7|}Z=zM-$! z7sr$58lu4F;r>`5f3JIw)yJ+2vX)blXE+5BY)u{qhc^}c$yK%Ee+--R4Vi=@%>)c9 zmxup>GCfFV_lGnh^_R!~J}&p|uSX6^?fgx-WaDkdp3Z$mt5nOae*X8fhOc86brsM1 z7ekD^-0;eio;`ttFV2X_zie3BD)s#P-wkt)UnEa9qJdy5vXsv&lA({YhCXihhobk1 z+dtdy#+*-Yj<@MwzO08c;0Is+5SyKI5kJ5ajS1Sd#B_VR8LKH2_uwRC#$z3YChwPs z;Q38X>%1;=#u$G>>EN>skS0A46jh_2yR&Ia_qDi3UCpFoLsyC!yyE?{5QRk~=Nq-|RX&sC%!FVVpFNYR zha^t5!4WgX-Cq;Ov);ht5q;T+EC%~)={psw6|pSry@>Ia6A8|RQhdL;&HXUBQm0(V z`xz(PnQm3I-A%r|88qkWGf({bvlaybj1zJ)je#<%E9e+5!71~z!!hfQAB@eIWh>@52^NM^9b{+bWEPDZ` zRbYBuiEz+%g{t1k;of>v$#QL!&rG1f@@0X?gLGEv#~9g~;$gZB{^}t71KXu2TNp)JfK~$Y{;c2n4Pw-x!#3YT^aXV*yAvBw}YUQ@%!I37Z3LMuW zUNAVMJT#lJe8KshG5JX=8mUBSLO1!jTv%sTy0Q_u+S86rX6f|LUE>L`@Z`HokbgGj zjxH7E-}9{1+TkopqXm=wPa~$g^@3!2VCh!3IIP16#K>m2zYHI6?JsHH#k<9|jT-9jb5HxayqjF%yXla$>;JTy zY+2Frn-@w}C#uW8Fxn8E5Pl)A0NFggy!BlZ9u6K(zWClr`MUK3@s9H+na}#c#cBI1 z$#AFv2$OfM%6%g-h06jf%;B43bj$6_0Jops4J;P9@`jcWzh%eDR6hw=2C{0{c0Efw z{CZw?%IyEVK%%mi4|y5^>5Vlo82CxGpSFM;?ia}XeC~5Ad~Lk0emZ7N=_w`-oI7H=QqBJfA-8J6|lf>zu59hSjeSZ_}`R zBnl^@?N0}WN1gt=ToEE!!-1^8@s`bRgklqAvLoGlhgc7724I^ z^M=b1g8O7iu-d_Zu0cH(66(5BjJcS<7o$4**9x&^Znw~*&`-tW7g~1rYjQks6fo>l z_yNqI6`yLEBu|hYy*X7^TT$;K7$?~?uTquqxh@w(b0o#-3z&g)BD(_i0uAW9Y)dze zwr3TeZA5KGsP;dJvo9_-1!k9-mwx46%p)fGGl3D?&D}zEL!9i`DgO!123#%-hfMz3 z%w%hl{QG+fH`Dpu*zneDz?@`E&f#B*J-B z6+6K-5s@UXcmDid((;YaQ~1wQR_t58?^5{tIhQ< zNQ@ao*=*cG6v!LJXkwPnpJrkDlVaz*(k~%0E7}gGdJrxZ#SgW7r>N^)9L$%bP5Q-- z-Tj%E;X=hk*UqvX*Ixl~NmcZxu^9Uz>DTULz4GrC&NyLh)O1kws7NS4dQ1=qQja+}1(4?2h)G*}+X z>!yF%qmqzaTfrb_)BBxdV3cW{S}!as@;Pog8=uqrAonau7VE+lf%;a=pTa-xEXBnD!UldB$^wq9 z1;giF;H{@bD2lU=1W0v>mXFj_m1Z~bEK*g^D-EqsqlDL#9Ep3P@T7GWApQrO?d?zK zfLQI10_4`o`0r6oq!0UGTH}yi;$t-8S*l;P7Oz*#w%aaZqL@d^iI`hcUQHC=qE_Er zMB^8dLLl&YzcbWSnOhCNN2YDu!ea45yW*!=Bu&tb6^_MtR9|vsJ}xn_*Ii6BT6Qlc zx#l$HO~c%F_xFY+S`kP)wnS1_xqjRo3)Q1I^8EZAty`hF(XuuUQCX;XsG>yX4~G=*P|U; zHMk;w59|(qkg6>=Ljp8Za4l}5HQS9@?wpCX&9Tm5HW)-$fw6bh{%TScg$yRl)UD79m6dvybH3(7qssiB7S$gaMQJF;?+&6M-+gS^nyeRzQx ziQR3k7o1kIzYRXohmhyF%dg2ky*aO80V8H2lNYc(K>q1Tp{b2$Bv~#>6RN?Jr{qV!QC3SpF$% zbC;Sw{9*5h8i2ffNV}?k(rS(Dswi%+;;Ej`vASL$(36OzxUCj2Z*1NMDK*(hn$#(BMu;ET4_7EDGcpvQU>8a$0U0|5= z5a?EyZTCY;(UgZlAt>g!GRus^9GX&aw+`IzXNtMCQ38X)=R5^7 z%ig3cBf&#W1CruK>(rm_QKf9qqaT;V##M^7IgdXkXcB~{)7nMDsP%pcoy-}@h;WHZ z9L5zz&!wc8A{*4)&a;wyJdhGYLr~Lso0|I}Yuvl&W2!>%df$U4IkmD|5~?%^MjiV+ zE%N;XKQnl2PP?{-oha@1XYIw&fJR&5R!?P9+4SG_WQLX-&8FrXX$}K!RXO82#C%C6 zh5byu#JCrn;ITaX(+yxdOLr#7_jffT5>v~rmPtSmti!-Q@6nM47T1E-mx<1cwe@oh zH3_6ma_%K(=jO)8u3x>%0+b)*k1_e_9LO*~V+jL(CoY8u;-=Y6fn9H8>>-5Vxlyl^ zE*M78Lr<}4Z7Y{zvaC;ojvdO8-7$o`@WrCR=C%jYk~Ueedfui<8?_slJZS=&TpD4e zl_};up)B=M>hswTYtlcaG0Jw_%?X9+4GISVJI!^(829^Nx;N^6giUJDuOhfxVES8tBJ=&M^ z{-j$Ht**~kh&(sn+-!1lysu)rL7>QF$8cWgExflP#Bkt07o`*4ZI&0Sqx?JAUdoWy z<*3uKhZ}q_KX{B6dQZ8?OXd)3kXiOY39>2$`+TSjIA>G3zwxJOqlL1+_u@EmfNTz( zS+K6>kR3hymXF@`D*LVN@y#&s5C(1`dDhmE>C}vn&X(#=+87^}Veg$|PFxf2for67 zNme<_+oOB;Zzf#w4ZDqjm@Ynjv-N|G4QF? zU=Q_cZs-`!yMf2hc$Ckl5Nu8Yo*l=X!}=fK@TV@e`P;!Ko2GJq63A>f&Xk>l;yZ+5@~@H7 z#p)L#o;@tOK71zLS~Aep%Gr!L8{6sEbQ?c}1$71)GO>flFpm3%a7gnyoZ-h_F4K8V zB<6fdB&ak<)Ml*_@(|dLbf@4KKKKfzsY4Mgqx{3U?)JTf`>_ZRQC3mch5zPmUjw8S z#f;diH1OE|3HG`5G&@@^3aslFBlTNI^zEK6ew44Rw&FtaDK`V;K||dzWY{M z=qd&6Iq6P12doclE5;vtA;-}<>^&zqz(U-`eye*E5G4(sThKxu_ak&#-8_~b-!y)M zKd_yfh%KU7EaG1%{Xt{>2rx7o&Lj?yhS)HX7GSTyg;TIXzg(|m>s@|;dE{>b`@l2- zd^x5*hZcTX(O&s1&J6b7i>!vQf z*p}%OWKZ~s-urYesn6>Chg-Z2hwGe6LH3W7If;I58izr32_k%Pu4^W<_7yj8jqFdq zYM}&#Vtm>Pt$W}9iK#7*P5Z$qvH6STHI_)yJ?u`m3!sTy<>3fu7D*~6yP$ORU*}4T zpBfNo`X%Fpw4VE>+T@tYa`9z~Binmoy7(snPUc=A57W6C49+=RjvR#1ix?d>U2)Ex z-C0Hk_I>$oO*Y5PH1+@qdKi{2Ws@BwJ zVI01kH^PuFe8NB8v{(#60GFWhvCf8sKXny zqj$3efNM@Wc!htK8^6$oAo2jS2IILN4SW~6*_&dv%uw?=fsme!t)t=6m*-r@nzZ!C z`;?jkaXjh0i4-x~sPj4#pLfeN0dC0*q902f#S=J~8jeOU5pEED?P5a5$s2(~kQQhe z(XK-IzWy>xB8kby>Oy~7n-ef_ue`A-O%xm>--tHHb?bAb5#Qs82fJyeLs| z060ga0e(Lj08(1+J#8SNkAxmFF?K)=P&L7C*(?kuMKm+)%2QUzI05Kom@^V+x12+5!)60Hv9u-CqPH?at>9uZ(8)hNj;&Q0-xa-RlwkGV^GPAy!=;3KO zr_Awf`*Wx8lvno`f%ix&{IX==i0X4hlarWsb)hj)o32Xmx0;0`T4{J*(L!B2?MxWv zd)xaVWSq*@*sS5$bg>UVpHq@uf1q`05BiCAxeWXbVX7DBu;+4_)q2!}_bl zj(pw-*yYCO5|YyCdK*3oEOXm1)nHcIFBdGdkHm!`q(m4ruxQuK6AS$Y`z`s%p`$4t z#D#1XnegZARI0EgnzEiexUdZrER5eBeHU~#wM*)9@q^6K5_s=*Dlp5viN8Mv+e-%t7Q`*JcL*yRs1 ze(kXx-v5ca#D8&D1th^=DuD0NExZ5-k{Jo#OooMz5u+kRi;8F`FEp^UmPySYVqw>4 zP+7e=_ntvuv2x-d+itXWRSseZkSWHp5X9PqysE$g>>^9|%^kmWhUtS)lO!XiGF%bI zD&bQ%A!0A46I15BA*^KT+FK{E$#dJktrVB$mzZ#>Zqk}TEf#a)FQ!yZ;VPa(4NfJpbFJPK(3qBL_K#aM57 zdiJ3UZbHhDA6FpCJA>SfrfIrAWD%(5tq;{?Lt2t*opG2FA$P1vj_VxK$-l%ZJjFOi zDob4A8V?E&Am98dTQKt`wnAwbE}vvYyV*k(Ox!-FS8Cv<3B?RHV#-eyVi5ACi~{K~ zqC7h>t!dGVGy)37ZSx?)oQjbZ8UoX%qEonoq^*o*vvPq01-durd zh<>SfcKo)~PqbID++1@7FVNZubjTV{Ux;LLoTVsANL4hvI zRTuP~%8#onPUrUTl=9(KV<5HO%V;u?F=bo82EZShW%`$tu)mwXC&z)E%iJ@y0T4!9 zhW*;S0fdEtH9*d%En<1gHwe_GWQncyu^mGH4))jq;MFSNVE0ohOv0!G@}{WD>J_}V z4^EWj;Js9vD4YVK(;tFZ_bRERZ`>VTm}Ph!{XPkge?eUfDT6O8DEh10_D!4;UGx2j?}5sN-MPxo zHkmbeZ>II{_F}Ydhsp_DqVx7*)sop#^>dC#>J82-x~Z<}g5@$>70+BCaAGCOyRY9& zdGAap1Ezn7js4j@i=+l@nlT-WrG>z}bw%GB9cCY{OyOXHI;AL>JRqOsP{!`k5bCsV zRlcc5jL;PTWix}~hvEt3W&bJ$&bx^ogtzb(0dm2100M;zm=|m*mOlN)5{yCqye^?j zPn}h%4n>S~*HC`5u!CKAFcp>)#v9&ci`#I7RwT4<$!6t^xc(BBXNR;|^QuS{eYzzr z8D878%pLfJJVKhwC&q7XK7?3E>M2h)N?-5tVhC}V^RCE@A__)tJF^#F(a-4SWECE-1YS7U>>s3E(OIj%h{U;LtSahd^|y1G zchoYYlE&v+m=xH*;v7)BkDdBFgzYUWKyn#Rdd#e@r_sY%-wLzXLzJHM<7 zi1|$rfUH>Qcv*-*1Bzi!@Fzt;$vQUrHQC_|?TX01%6IF7zs0?zHk@CWiPi54G=k4e zE;tG6-l8I z!KQfL79ZFQ-d&7y_MB6eTcsDz`?FAhd;*k(2N#U(Px8ZgksltzueuBO5uZXRSL+;> zryV-zz2RsOQ&t+afE~b3FBgJY&z755EVpN>mLsD5__2%=&c(U=TJ+Brb^A*1&|(Ec zpP*M<<*K4@IUYqmkMdn%s#3*f^W~5?#><8931m4!^-_Sgf=dnFYj_=(Bn(>tFQgdN$nM^Gz{S+$hrtQta|REd&vK zYIzYV)*cO)ar%%r`BpX*9~yrCpoYp1n@C2Z3m~0v`&{mm=5fsU>OukT*81Y1ofLf{ zQMW7Z;l^sR#`{yTLDojT7xNkDp3bP(T!+;b;NMPE&{GQVSS*#)_@g~8r>|wEb6!q5 zp-wtya8imvwOZ4m^I!Bk_8&fYs`B_sjU*AS);|Ra+3O?nxu5z+TIaRtWdCUJh1skeQ|9Zq+wczo+rQMJx6#cX*k*J zPHll+q>Z_hu3=~*7TEj^(OIVYf{rxD((R~Dn*R3=f$e^-3cd@YLNW9~%?M>HQ-op& z5WWCq|FP2Ry&_pWy1S$B9JHyTP9n)E%k#)n551S^T{BxN!+WinJ+#X2k95qL9PU7p z&iyBC*mQmah{p$5Hz;$+Ugs`eE-+PHgl5`$xpa;lAhDZH<+?tw!sz3fVy9E;yWHiB z{}S||!J@PgDOec1A{~U`*rE;0TRR2T|ECEfIsMm!Igw)RUEgPCwW$shJuHnb1RnSI zM($}5$L+*HUd#(U-H|9lc0ygi)+{SX$?2zy&K7bE_L>qx&0+x~=K z)Hfpq>&GWG&ps$MY+45XzHBVZF#Sd)3P*k{8Z7?Q!4nm1?z1P=?gA^!^f;r>=kgn2 zsEH`Up++i&1XE=p!W~}^_M=^f*<)013wP;8vPPTV7)H3k5Pb7AhjH$LW&?CuuQt1$ z_HX`VmFmx*kr8qhwi_i878~+Dv)F{)TYYPk%!~w2eBhJVuzLJ#?1m=d#M>j1=rYSZ zQr_wHL{GepZy6j7+F6mF`++E2f5)1e=6|<2tMyHu6%t7_-DwR{ETXS9ukxM>(>Xvs z5SI|$5Kl7Wnxl7<3Pq=jC#_H|^bfSr^|jBBk0>UcAbur-@kOf+ol`brL$Q^v8in5v z$JzrJ*{{hlc}`P<^g2Iy*Y|M|m8cGxrrXBK^0`#L_b<-XKCnsjiBC(6IMF~2eT1?1 zP=@+=JOdxEIJMFr5M70FZ)fJ}T*6vwr^3t_nfig__?BJNWJT*k_+8l>#UQ=;@I+HRm`gjA-Iq(8jTgniB9OSE8dm`NZb%tMb zG*bFaol|_u0dI)FRL#kUwU>#6rQT^LzD3`r< zZhRgmeF&X-LFvT%QHeGXS2I^_Q!S@*hz3D1b$^=SBEx~YGQ^AZhjO0tyiDl{=DpQ9 z>>YScX=0*vox#1V`ewwf6!bX+N8;LA!r)_`9Aq$}Q4_n1BysneGACr(253$NG*fZ0 z(8UKfj@1W^KF&k;x^bS#DPS^cW=r3#_I#SM0K=r1FlX|$71T?Ob{E6iwo;4aNq zgGnqFfSX$B7P{%RFI*VvqH;;}iKMYQ9H*+tKWy%#VMdB5RjP_bOSgRVN)8F%H8gWX zPEJhsNS-~He@g?vmpyu&t0a$4`%I;yRZ5?*OeWw-{8#3c-_D;o?1s*mt_veSq{%lf zwe7=u11`p^pr_nnA5QQ|q15AK8jLA6vq6I#FA$ale=ZFGk-Sq7aGg~o(CH+8`oHw| z|J`Su*52|$&*82Wl_1K}`COMtnSvieBE8!y8mi?V0#&K-eiKBGg!ol?{9FhGeHqjb zm%OSUS7||bpcQ@W-Ch_L{nK)F5t>xO+C~IukAQev^f3!27TW2nH)o=|P|Mr28)Tg# zQm#a``r&4(G+*(gjzVLxf#%v443Kq%#B`fe*5AFO;)PBJGsjGnOpB^Yb9EF!7EyMT zUMF?B-T6_nHFmazws#aUpNpl3aZ3RQF;g~QN%iI}yp}s;8(YiN02=$k!Z_$ddBktn zNi~rd{h!C zZc13F(X?Vo>>Q1I9>F3auF^y7k3dKm=}+-9U~K z$njC^p`|*TeW|xqe(YjMfO29V zEM3;K!*V1yw7~pu{!>bjYNhj{td_h(4)G!hqnAU-Bh3g6f`T!R6zrE!lJXyp865o6 z7Gj0*$o#s9-|7`>s!dIPI6$QTiPO@vd}{K*8b2BiiP;t7JG3n_38e3|pQ-BH>#MSw zT0hwgDCD-Ogf*NwhyuBLDj-+{{f-|Y-p)S2Mg^m{Lsm}>qU37LYr3JLnDZ4s)c*m~@! zZyWKF?`>@aS00U0Sqo1;f?uLp{X|y(*=du#0;>2MgywVh=JVW=;qMuC$s3k(nb<&} z3M)B)pZ_&pwLtM{HeD3!;`=`eQUJlij|8&uZqPTc1^{mL>VBcA0E?_nDTm69;^wd1 zVXvqA&q!D5gnY%%uCp~^;$lO-i_86{Jc+HnpDOmsB|>ok{}9RgdX+=1M`{M!`rX{x zP`%N8@ejLO*s3A1gN z_qyT7_6s(BYR(BwY{ z*PyKx5fLgXP;L0`MOjZhzx7w_y(Cjn3=9o-7aCFGaeSWsdL>AK=$jgmyHqp#>hv-Q z_%KyGLUHO!j?nhOI^)1`=CA);Sqx^=@1C|9>z&gOTGN;Y8a=kAuQ&l^*kZ-5Kt?G^b1zyTZo54TjR9jT7!`e(p*vk|>9?i#N7PdKNZW|{y&JBI63l8JEHIb4`w@{r- zm53)h6fkpSb;6GV*?yG`GnEyc7_jRN4s#it;-k8eXbL2jsqXX&<4?f{5v}!&`p7^o z(XQ^JpHgaa$tH1j*^9^*!~Ah?5TsPSdT8O?x;aj?iT(dlr}am@VPwICHw$CkDv1sI zhUQ8G6$OSQd?s0*8t7EQ&nu~nnGu{VQ^`C2*+Puz8npu(Pd@@v-y+&>N}I&10C1pi zvmgR{iS!SVrD&e-;s&hpGQN)cAt&>2UW|DIo_kw-yU175t-gQOcPE&5pRKMDOWl8K zU`nq>4cWG;iq>yt_F@8jxH2GDngwi1BYojAY#^LqP;FeNZ6|LnfJQ`hV7iuID)O`E zW?^EFJDpd`jgFX;=?ZYpBgnr0<>33M2dwrn4Syz|0L}0u1)a`kEiOy3meN z15llzU7qcvQTIAUd`J38^6FHtiMFWHa|W=|hms8~8IF7Uxd~;}+7x<0+to+kIpuWw zW{WYsvc!VN)Rk|SgnQ$LAdAj-Zb;judPh_7-``(efFQe~A4O5fv3!a9z03-C=BoHI zt?d4-4Y#a|LdLFfvK<+6p*te9oJ7jrYVz9E8u@uM_jw`IF81@S8lX^jxu?dXv@(@V z4tBj^>ZT-;mJ+P4hkxLFg0j^zBYOw^E+&o(&!glNl7voR&K7+l6R!VRJd4KTH7gnI zY~+cGeqU8ogb=~N6^DFD~Xw1_z)5X z4Y9SIqV5l)_Qo%qn;au8esVhGcORslS#oU15UUUw!$S0{v>l&3+K6v@Khys>T;=&t zNan6uqwjh-H!s~Y$owv^wulVVyv1!Lp-3mTY#u{?Tn2A5uKK>^T_Q7J(etCV zXE|%Ik0osxoOpIz28spz(|@Tng9WDXZFp?14h%4NN-CtZ%*S~5z0~M8*HQZ>`%Kq=^YGU5c8}UYx9c= zDn$NL;v*K>{Egd4pcsELFGTdy(r!=5Y4#^v3~+)jfjd~Xe>whb^y1$yjmE`Cu|2<+ zJ$-({Ij53E^az|Kvl=43aIKA%Po0|{H?Ph|y|HjC%@~Y5KhawcidbNu>8To5|JGl1 za)V=&>T+~m4H?RdRAyz>>m=Muj(3E0--API<|q6t#-E;tnqxcX`#lDP(qAkPC$1}A zI41#Okh)fUtlUx2?`KT{igC-nlOi~UthYQ5Q-gHJWg=XppbXACwBWKw{+_~(rDD?x z{+xhL^9$QWRmZ%FnJ~H|UW7FIZMq+evERWtsre@yD?;tQ>+{$nq>E(T$&kKJARoHC}#s8Te1h$Ljc6*6F zc!8%jP@sIHuW^$n=gdECt#LoI)hLmo9Z8x-tG?iS1fc0hUGl0pLB8S>2d>A}GbZ__ z{ztbKX0HU$v8!USy1D--FUnIIfO}AiaY+`7HN|N-J0!XXxo2q}qDnrH8!sMIW_70- zRj>G50_cA^Xl)mm;rY1ouYkcgc>~LZran3OhR4f_zP@lKPanA}UzE9XvajfXvg!+r zvA77Nrp;I>+qkr5uhVhooexLc;X+;HFfPFV12xxx=OdqeNBG2hS0#rgrQvW==Y zdC16;RasWZqrZd5tUgcka;WgCn#yF1Dlr;cMaQa`ASds#AtX0~WKApm5OVali=Aif zrgAIuQ)?)+dgsRWPNe;cReJkvZ$H)=D_gln^yFilq*)`*kDnn3{3V&tlMEJ$XQhjX z(aa1V)ma*)@#u{}kyDdO* zImE6%J#k*PF6rTgi7Azk2p!HM$8Ki+*cn=%V0h=%RtR*PO9p zYlc7j<{4{xoo>aWXiu|=80RJd%N%fY!nwQdB2yMZHFU+p*4I1mFuT6cn?XU8l zYp(Fh!+wnG7x`)e*)Eucds9T+1@O`r16n{VMvkTK`fk( z#=NjHI_onK#ApNe6+m9*llm9X8W}79UqJtdhB#Y%2jE}3QX)=3vGF7(T!4J_t7)$H z*pIZSe~!fa<6Mp>@ln#V4juraJ^R9uAYWw}{o7eB)PlkGG?6Fw;Le*aREwiq`&~vG z(>S-R<|`ZNai34Ef8)zKmU=Yx#&f(C;ezgPH z=y86AD>5WLF_`1~b+*nI<*DP|<`mbwVYez!*3aN)SFuwWT81?Qn9y^6+ zo7{-JD1tHGs%imX_dg(bWWhtBlX{Do9+wfvlbVb>N8N6vkrnU)4r^<)YT_65F%8cB zO>!&T=;EO^+iMMrGJ39Cru#YPX_Z|bM);HU14o%a$bJfJfPbKl`ZTO9kM?e3cav!X z3@>oZ<6Cfy%QvA^re)O8AtehA?Q%!O|M*w^{;-#(j!GutmBE|X9slCr3EMX_JxU{dPGxXjHlo(zb6E8ti7i&x^mgt z?B*ZS=k(22Trz!q2*z(E=@PCs`QB#gytSOhp>$hr6A;U|+_T1Cs6U%;1<**h0$OOl zO=UclHor1~t0uRh^=|!j#2fO7--9}Db%>}c*8?jSwa6|k@-Le%2s|EE$S_-@-PW(m z5K>XWNoT~CcP2JhI@EP-nEh7x0mfKFFr?@(`|5hxZ8K`4`fBqtjp}l-k3|Jps#*7# z6aL-2&^iQf8Ytj5y&g=%Wag~@eR_vYoKQ$|#!7R?q236P6_5c4>wit6t#B6W*dCiZ&T$=D(3d# zWn*C<9Z!n>v8>L$ScAy}fO0g@Dg^HqFfa#qk021)WUO19o!&qK%^cjCbl$K*t?_GA zDep(lVs6>T$2vHq&4<mQ!||!( zJ&oE|hFJ5Z+(K>a>}@()H^d{g&y}-?L}a}JfWtCzhN(EJ}c6j(V%E5RhQx0D}6`E`ZnE^QE_Qj8SI3^Fut?3Hq zae>eBIdg;5rI{+G*L#*)sCIvu9*Og9pe}V#NS)GvVmU|s1a@ouxX{30#v`Ece{ueR zeATxZk>T|U$NyD#E|l@?!{v_{f)TJ1ZV3ODik-Y2Ua7J*Dge>ng@2dLu_tsbc6fxm zfm4=fki?`LSPBkxKN5|`JN zb?{!(y6WQ~LzfY~qOo?kQJg%TYbIqjpW{JH6=7xGyTwjHh8G$)-;^`#v@JUgi;R#z zkiIVdN9p|z;8Vf7GsM%%vr=}1Kk1{M(XPB&#+(3NtG^QnL%)Or-@bdG8+%MSs`G>2 z!TiVJN&;yqDi~Ygzp|*;e`Qfb1Dv>WQ|>Y7mgC6Q~(rbcNOd&dr!%mBzNZD9QtZx_a?*o#JKubZtQXtQBIgJ=r6 zlsCD-PV2$U)X?(}D0;8D{RLu{vo7h0I*zu5hhQnjdUEqtYG>;nf8;oH#pEVtQR^d{ zlB%jxGseYoz@XSqLXSJ+q&bQoFvJCfCj!Yw2r86_);8;zW%eXA|Ei1z= zp0Lf2OfUE2_IV@p*sw2x;GSu)_HIeqpXLB<(+FEIVFj%5lz{-iY4$M8_2pvcO}WO`LfubBMY;1Jsi7``^iZ-1HI3)L zH$yX^Nf^QCI%^wLYnyQ=8u&AM->EL-D+i!#dq)ch(kuJ{5chHQai!K(tMk3(*ST?B z0}RUQFveUWBOh2l{FuvSAQYW^|3SG0%`EF90E+VeU<5#L_L%@Vl|NgDrupW-B{L7M zz9ANV6rcPqk?GOkneV=k(D4%CMhQHlDr1300vd&{sUT@I9h7aJ6y;fio(q^XMR9 zl6t4kb;wfIU~t-W+f4SaG~JoaJK@Z%7X$&I#w$G{24u;a_C+2)abGCoUR4|fxOOR4 zs1)z&W4ZobzYVhHn7Xbv-AlmJjG&ly2`e1d{sRgJ&a^^asM{|hyY`dH+@76Mo3Ni* zFtV$yJ#3?M<*|Urc&N^J$F~`q6)@3eXOw))K6|GS*I);idV)@ zjL6Y$cJ+>^lBT;x2)Jh)sXyP>V-q82D7LtA5YMNjiUqPfQGMmKL!eA5Tes9HBwH)9 z0r6cb0RaB`IA}@x5d3AcV|SBLtIsGhru>&hVf9&Vw*(mln|zO#mAra0u9;PO*N?s~ z%!;@5lu_NMyikXw)`Dir<4vg#^(KBSf9I_aP?gy|+=!(^zS(qRVwN4y9%@iQ-psZuvs^}A9fj77V;&9Vg;cDrbkz!R3XubcGh$nPsF=Szdx>tRYVX? z^CL~ba~Qz@v=ZNe&)Tfu@+|**NzR9URmPt}qEkh_OSSa7rV_!L^vK*2b)gi+8|F0d zD_zbv^aW$}%Aj`@Qw6LQY90+VvL?GZC;$J@^_D?Z_uu+I0s>oUq+?5mfYKe( z4N}sz=|)08!mV^mcb9ahpmf6q=}qS*r5pTxxX=I0e9wK(e})G<*fTK9V!c;f*K1|> zXw_5K*{WvGR10jMKS~L$fd~vOAt0TJ1_lRx<^Z1SP4wfVPg}zXgRnjZFG0z1FA=Z} zgHSBlg3c~tR`owo4$dOJf1BcOhvT3TF6XRkpf>5NcU@)bc5JP7RXR3cGn#fCMRkrDUT}nkO1a&;c!&l z7q`ZrRDSi2`dOwuQ(odFE^(|73esJ=M_9>~_)7E3XRB%g4j484;zoAjIr23j-=9Vl_Oky$=QP*ve%?Dlc?vNUbdO_=lH|1C zFY*$XZo!_U{+uk|0mRLp$7dK1>$hN%8QSdI;i(mVZsL7t#SZ6uM(ti}gxm;wAeE85 zJk>mt4{xEm`xaG;g0Rut(&gV7*}3kn#&E%;n;{tdQR9*%TuRBF*Kt~>fl zd!hFN4{rBam%o;!TY^K#wZS;UdO3FhW3 zFPKi_#qHIdUl73cyu?sLr?@SYAfJ)M2f0P`ZC-^~%Qf>joJb0+x(h^3Y8bzb2R+lt|J_f* zV7=`{F=RcPbk0dM&jUv@UUC2N#^b;T`4hr{&~LKyX?MHB!GlyQfJ({BO~FBCG$Rb& zC<_Gdylf5N8v|^&eZNGg2e%c%6|n0-hC;z1a?O~E8XN&IulJJHd6FZZCCxkPWt$m3 zA9x^N)P!fA_smCs{!%1~1HHSMP!ehbFb|4%Xo65tGCxc8AF8Z&SyMPTiA`O?*m5&)Yk+#Jv?+ zDUnG$L&qtO-meYO-v)T9*vLpRcyY~Xw`0e1e-)0`IuBjo%qEuO)R(1l<>dOAd`Asbxl;Wq`u?+m7)&JL zl5QlrtLENhhI}A+)m^EYJM@vV;eBv24a9|q$r~upMkMRDU)q4q;sE`ZH7Mz)j_66aSZxI8>>H0~ zs-)I_{SMj_^6zimRkNcZAOBM|Q^Ym8{jY?c8;oqg<+$A5=yPAXY}9@u>tEyZHzDrF zN4rL>#T5s=Q^Pm`aJ$I0c40|1)jsnX!m{tqZPMc) zCau!%U~i~M>?;pU?6PN*MU3VKiUW9pE&&f+Y@-Z}be+Qq{)ct5zXv6|xdAVc3`|Rf zV}0ON8EoPS4>q)GP)L%!p(icac26E~Wf;#8Ps$CPXTg<~iX(q92#bO|yO^B@3;Hhw5u9qj5M=`||5mvef?Z4epKg|ermLVl`k zY)a7bi%+wQTvEiLJ|KKa{3Ei+jsH!v0>f!76_szK6PdPzG)#?KG}ul2V%#jF{IGh; zq4Fmk#?2OdDXJ&NPX(|dx~s}V(y(sbiUq8)2u+G6&fk&bIBGd#VV{$#`%bnDBN&_P zr$HFlhW+L-n2GN@i#2NR@!mn8E8V*9bbiU%E_%4Dw$WC&Lna=$#ij_Aw>`qU6i)j@ zf0!6`L@T*C16d;a_&_P!SojEUJfiA+O(!eV-Kh^Fx1JH!D6^S92$UZb$v_x07OOa? zuL3i(|5SmQ1CN8wb6xrMAdvp~(*e1A6dG^QVh?%JEnzw`vGDbDuzq;GF)8-E z^$Vr%9+Y;eGH}0S@xPi3uu59!!`cwo;0$j(Q5*+Z{pv|vthU6vUb;LJ%OKTr-T1Q- z98duf2f^zpFcge-?ccjz+x+YzTPn#-M%eSdHiv1Q$ zI!$ewfTMb~X@a2JY>vX%TJq2O%5hQT@j{v;ua-^h0=bobsfG$4-E=dHZmjDz%Z4x= zsSY;cstJ(2Bok`YUzt=DoXy9H;+Xig^cG<0ypP4k$e8W#A zt9mIx`&zY)ld;Y z>e{uI#e+w!?8}+m5cBZWNX819&O#+TZV~RfuRqJ1#aR`hvO;K80Sc&!DNfY03))L{ z_)!B#98pI~!pm=_fe~!3Q#;h?t5h47Knfw1Zt*Xbj4gwPFeK)hTF%cAPd|)4Ez!k{ z)FvQUVWy2a{^c%aQ|B^*4KKf@;LXq5i-Y4Nh+mQ+0Oe>_J4$Ga+M1nAxszJSC{_tz zA^N4@I!*Jy5aLADCCzhwH)GC1wE0PFp=8Xcf zekcSUjgRJnAQ}eK=Es zl{LCo0)Bb#9#x9`epiui!1V>G({tjzmQO?Qbe#f8$dC&M2aEtg{7ro3^_exCBK9-= z9i?{&rqUe#l3Bmb=>k#08S|fC9nn1z4Kaj_`dTJ-`(MG>1mG_RNr$*}^GQDfo&ymf z*Co&@EwshP!d=QAB(ZeXc9J(5^X7SJ)iNt=Jh}nE_0+Snn?-9>voNi@C~x(hN%F@P z02Wo?Fj%}e<2|)wFo7ZBzRYuvtbv8g;}7=tREMS`=9u!?0x)KBIPR&{^_`!@lKZ1aaVTZ*}Aw`Z!=vXLwIsTU-UfF z3NiP8_Hp{4#KZqr!GOtN(0w);{nnGcI!5sGk9V?hda27Vwv+-XX_TG2JJ9mPM4;{N z5vgDoOS*+-TVw7m4qHglvnQnaP#c9?bt$VjnWZP?sxNi~iTm>Y`e1Z=i155WrUk#5 zk(F`+tO)t1lV*m24XE&!`CW;S)*4#m4=M1(PhpW`4dPg@!jTfoqrmX0YF!OghRCeX zlRM5;6})_9UqF3KX8yp?gJ1R#V(3$WNzj3xVRRtORNRlui(AkCJK9{l+t^5pmSB#e zMKI)|oCIp)j92uoo*pfGmxkP``EvFC#rDuano9QH=0xW?pqeI;U2UUzo0nM%iP@V5 zJW0_5%?XeD6K>!wP<@wi*R=Kc0Q@fl9D3(J+rWRENKR{D_R1`ukIf%X`i6qV&f;W0N>S@LyTsZ zkr=;97290eQh%r6@0mnh9cFJi9DrTg~Nz!8@wD5;{_zs-W6OQQl8p zdst5M92IBr+!Y6a!|Xw4UKsq-H{aQpK}VZ8UW_cC zagp2By>ugqTMC9LX5z{*{jF!Vw7TGOIeWfchSBBC(y9_Ek*Z9=_#|#rUW;K|?~(Ui z&RZw>y|6a5#Zm)m^ZvLq_Kl*0YT-B-Wk_^l;YIf>5h1d&Q#)D;caI}Buh}!uqwTgA zfPdYJk4eonfLq)%N(6~OBJDywsyq!@Uq!b}N?g9j1*?@qqflFx#b4uUMv@iSyRaj4 zVj=^+;X+hO&d+Csh^4EzTAAPvBpp4Qs{!^Mh{ap(r^FH0|R(^vVg@E&<0;)x#=pU zWrIwQ3E!#Ni@#$4kRW4F&sY18Wk&%}c373Fd`O@9|1Ud+gr-EGQQ%@HZ{)V+_HFx~ zisfHUHlceVReDY{iQcV6q+>Vd>nM0wndh~KcX;Efeiz~1{{`2v%NB#-vv&-Oo{`Y#r|j?*HdP1c=fQ00UtzE$-0YSle?FN-U5Dbd-+ z1vN{zm#>QTJd?_fjv=Rgm$ed4Tc~rKH)6|*Ws55bRPslqo0{kg1p4>2Yf99ss}QEd z-4L^O+x5o%>6W0iV^bG(7QN;I+1=}C_r`Z@^mXtSGfT#PoL_5nk}Cp^*Y6n91!deTUz^qIm`JyVKQ#JpFgN3)6^HM2n zPY_AGD_Prbc0~+7d1L$pxbw9DuvO%;xl9pGuNlfcD3yP&!0KMf{v3O{yF*=;OaG0| z{&YDpOMJ6om{0Gh7@o0Zd-4e_HEH_PMzkB}UOO#)_-nc~*4ZbWPWmYK>_+czE@pjR zzj8$dfcPB;g@mlFiOoXETmlvQju*8%3%O zCKD9)ynXkuPRO?Lu6<7}GkNiLbt-&S*3{;~k+UK|csWH}tl6D-uR{nb%5OBMw(?sr zGgz3U4)XRBu5M<_JLYgv9D5S{HY^;eOGrgGDSNfM0MT?o@GPk${nk%>gwB@}07>@K z*#zqh+KHw1jcs%aS37BnpuRkEw24Z4+y2w~*2pHG-)Upg^35=DVx`Y1VOh%6>SpKE zN3*Ibqoq9bZPxjpaAzRcBLM%zpVMJRK&bhDF8ctaeDk-D6F^(oIJ(UaT^d`K{R7lz{|u~dx_-E`|icZ zY5HGC7V*}c+AIV}i@tXT(?F!ZIKi@~=X4!5&$13&K;1yq$MXPps3dgZVq!%z!&URB zuQ$Tk&C@7BQJgr>Ustm{W7tPb`W2rZA2$WDR&z#SG2gwNBDVk(k`!d#34ZjFuohnF z%Gl;7Ek$o9$>Dz75{ueAG^GAh?wOxAIGkeSjY&%t&WmWEOH1NTbX6rQ?ydz^5f+Xt z=IV88GUwy*eXqEy1)^)VDwNBLf9P|rqt{Gh0k$_BDpp3o4iCX{yNL;Hwl}_%0 zw7|_yc|Z#u8V&4lC}rP(mqz(NS%7VQ{Za0ZNHT>+fD&2qu|%Gn42`Md+PUrMv_2FTwTefdizm#6P}?pLzRZE}L0MJn>Cbi^)CpRCkzdMb;- z55u@4cTcwyvswa%wCG`Cz{-LadWeV}_AMq2lF{?gkkLp3tp^Fv4`Z314>&qtrXT3B zu-T()m@$aF<7K0kAue_{@M-EHL(JUay<_lnkc%}NwzPv& zHC!k$+k?w{C-VO|UdusS-IHa;4J<|vx`XGksv%@p)~SAvPdYk~-3FO;HilIw#m zDJoJN8P1mt4@80%i=#%A;Vs|X$`yN`Q-uC9H_AAV>ZXcFyYG)F5>))MxQAGp$4PRw zamrRT#H2X`e;7{?=g!rv>aURgZBaH5glc0SCBErFHUxbZNrZF_)1EF(Q70imtJ&!b zSY^yhB-PCiT=f0H?e*Mg<^(|NJdvPOlnoLxR4io;dF}TE@^+S#+TXfvwZuIIY5do_ z)kKdD^QDM-J}tXK`vF_)fAZ&d5%RGUHpx}iG&HNTAKjgG`|SJSMde?Lh}W( zD0O?=uJtkTPe>x32b}C|Zy_D{eX-{(zwhGTd8`<=iET%?&JaktAv_K?z5dU>5fVj* zW(3zcMi$qUw-i5_9>e98nq#ryY<%?_@%@2y4XB*jq)PkMhc-0S z8h_16*Lv&xi|7>BlP>vpOx01(Z6L2Kx$H6RoOWyXydakLHMFt;&D*$hlUAp5li=?a zuv}caH0sgK`?k_=+1paiRAmYb=I;BEGWn)}Ab;G?+zwC5M?TVY{zs4l6){OTuq6lP zB135t_gIe#B4GEOi6$=WU%IC6AA>jq-$LU3T8!Tmw9P*fiHer6P&jd{41Uq*(kUT?dGWule4cHCVP;V5|!ya zvQ{%*M4B_}H)Z{7E!-xm2sj!_nqRj=JyTQlud5cZk?8XcaY{dSV;@U^Fn-cDeq-a} zc+{eg?SgWGf=77_2vdxI)rgK6`Y|NwU^u6(lBVIP3Iz!wG~8tGl;pTyk*IJ&XSyBM z$N&*t3y*#9hN*J6gXnHbKIFszcyQ2E5COONgu)%__hV%_Tr_p_X0%53K5YqBgIKDJ zrc<{&4UiQ-&d^^?(-_e>f0MGz-o_5}|9Ek_Y~dq(_ROy~xADj#^}P^9o+u6mnl~=S z0xx+*YQ_7B)+Ww37R7>VSl99;9!-l3u2t=D9> z@@Gjkf^3pi(RO{;99N!HBF_v({K15fCo;5=Lcw;VYMjmW1pxEQuQygtmV}%4xLlaPq!U9T?xQB%SY45-fM1c+D^~TKMh$WmF{`W z5c!`}{O-9Y+6F3K;pWE8c7_V}C9GH?Mn5iX_BwFEIzZ|6*0Ze)*r?s~0p?dHI#{T- z{2)nKj;R!8@$F2(5s~ME50Ex3Oh!Ke^X5K0;CtV~-3jPpWA?wxhDU)LXzIk$<-a9D zmw9!4h@M{1D>!G;?DU1#5eYoiG^hGD(i9qrI?w`E{U_F33|Qey6` z#pYc!=*&ue-E%m>Av5hjzEz;yzCg6kOhvN9w_H-}idyvC%fSRAUMl5YP0v@$aRxHh zetR<%9c=XT1E6%6;e!oWq~%N3UKiPF;lIYc&J!wS=Mm}~gv7fahQTN1Ea{O3bd|8v zic?=sR@ax|7cG_8%OF$AuMdsUKplP3JJ@7Q8M`DoJ8PIk0bm?I$`>ACmm&2C%|_w6 zbzVpvC{;x!ioX#FHrs*pWFQqlOG_!X?CJbn0J$Oiu+d00gu26()q9G)UcF6oHFe;= zH0_wDHVS@ElBP8S1)&~q(d#Y>aMninv92!lj}qQH*kzwGBr;(ittSoyw3AqM|0a7o zR;WrPF{&=bD*!dTlpM7VXICN8WbPK0`yH}V)paYEx!4)Z^=AP97JT5xcl_h1p_F3Q z|G-Vj;&N{j8~RicZ9tH}xU7HWfNDJ%UHUWyE&aI+FVU_#i56`qld?YQX|sYV;APMF zq=77AHoH{#du{is31!R$@}elcbTwM%Mox@+Qrl1Ny?L9$Q@@H2DzIsSK;>(zg2baP zj@5n^=phdbM7|O=5H`_}MKooC@%2lAz;kJK5Y8l;2ZX|2@X!0{DVz?rIzrCAS4e<2 zF978B16lz%GnBf>OCjpMU+tzk!btbdtvpdfN)2zw$I5NDGr_S_qxfGXR7OyEs^kUI zSjI0`vCdwb0!LT@9GLO#m2A@G80f6d;7?(bLak=nT&B2_q{{=~E*6Oz2V&S&i;?G% zZ1O**%-wtfK+9?O9}ANvCpJEV#kB)nS7a;WPWosks#_80DEUROXWVA%P+Odsk?37c zmVw^^;OoEm({}AwlA@$n1ex?y_?n9?aY<%vUYJY~jCHB{HT79BO0!rx`Y898 z4<^kwP~aAa1oAx~H|p$LJ*?lRx!}fE-GH-0L57pzPB>azuMs(dg>o$=lWGoQj)G{x z_z1YmO~(htA=Dj0AMto#$s5vG)tW_0iBq^2JP`&NW<9KfYcYt=kpPF#wQ)*KD}y(S z3)>uqzpZU$IqZgT70z@iI~(+p&CGD1CB=yI#ZG@Uiayr2-}fy(2!?=dey30;Hx%TMulMmG1CE%@=VR7jU8k1}Uy@H=%#-nSM(mjhfan?q z?Im=%X4EHMM!FJ@mp7hu;ma=#yt73VQC!H3*rguI{`J3DD%XwMXu&Q`*%{h_V_KpS zuSp<33!*U9qrnK28!{E?f8F2{di3>vix~MO=z(R3yCYmF28ot+Dc>pu4?7JX6w9y@ z{t{PGod#q0tWEW@Zbt7@<#2}Xx$pKF(nk7!-F9o6G5Tbst({TgyK6pIcEds)g604W z9sr(_(f;c;$4TDtrLW_Ncchg?Pxj!Vl3Q;=K%|YV$u@Kz8u)_{9U%0){=DrhOm&=5 zUO2c$Wqs)w1;h^Nreo?jQo!Lp#}_{wo18aXYy{<&Nc!em zggZvYTxC#PE5C#)V1tGa>0hcOeVVPU6R6a7SwP0y{R~EXn-<9#PFU$O6>TBgggLiR zv{)#%{QN~1XEva}5>0YmO`8wHOS=-=_Nksqp5)zI)e$=lCb0!m_A%v2O1~DGij6+k zYoUakahHY^qs$;};d()XvWSgVL?$)Lp%09J3{s&2`oNX-mlYoYX1juDxfWGYZEYzn z5Fq+`PrmFt4p(9xcRGcmPU(C9`ftl;gn`-o?}C?sPkRm>Z0%LDHyYjlI+@rU;!q3z zgSZiIU$%8=Z2L#i*M7HcfMYUQAAIQX0hg6>CAUz0MmK8ieEx$!uhEJat3p2u=548J^SDukZS~`K@4`H68-zlU$Jv zA1oRgC?SgXTcOC68q%Xj2^r7?DWOJQ^r@%RwwWg#t#R9icQ^s=@xJ_6^%qnmV12ITpiczS* zupeT!6!B5-^T(UYky==hO(!Ss!*e4IcOl9hVKE|nL801cU&C+H=`LIkSa*hoEPj}h z4Sf6Mytn7}gIT}|nL#Xyd4%?yAu&GYwWQX|C^U(A77mT0t+dTZHkL&kX4w0A9(^+f z;Bq4-#y;S$e_KcgV&b;seq|chmb4qJE~UL*oq>sOM{2xnf3GC7r%?Qz)Z?{D=FfYN zoyG%8v5oO3BuFU4t%82|rI?sPDCUIlypm8Rn ztTfz;xDDjwgL9Z^lmDVDyc|i2?)o{I=35+%s(*C|ncWQb*NN*ySBFXZ6BPccb19@YJzn2uy&feEK`j5lhd5?XJ&!PoAhX zrI36KZ*P1ase|-JM#eFKH@;VI`toa5B>&A5#E&|F2YgAzhI1TF$hJx|xEt(JfQ5;+ zo3pB8nbX`4!MwoNM<*;%Jw}O$Y4XphAbX*&)yf8-(pnw5)iGIvi#36@xto{s_Q>WQ zF!3EF4+q$R%yh7OG{K|wHfE5Ht-Y2u1!@(*$=Qx@3=7w6_Psnj5xZX?PRjZ_;l%p$ z@A;pVpj$9&QsvJm>5b!FwD$fx;RHa6DEo*i(yfdm*?#y}L*Zg(2^3n6zQEHl8u_Cd z5Yk>jZ`c`O@VOH3QTf!X7`qFaN$3KGYRE)7R&L7PrBI7fklXdu2W|{o*ZDW4@IuQ z6>W43oRGBRt)uY}i&wwcB>L%=I?*-kOWF3=gAV|E;E*rYnZmc@V~(lQu86)1!BN!N zgI^%8AcpEU3;8h~On#hxL_bXh9Nxn3l?0!XfGBN&0}mf~Uju(a^Ty_b4In7;fEFX`*i6dvon}anZqfcJJ#FK003Ee56 zWJ6&j)>snTb_U;bdus?kp2$B$_$4cvFIOI8oh6E^N*u}!QhFvVZ-`1&E4O_n`}M-} zP3Q-uDYXvmTouM-FNeGffu>h~hTjrviPi6ffzCe3VV}_E8jLk3uvHASo8oA0%*St$ zSCK9>Jx4VcMq}lA3b&zY+YK?4myq95mJVja+p@?g;!3J*)}IkCO6PYp*k5p<5q2b; zIYVbj=!0s0>Yv42)+X`%e45;Jljbt*f~)p3obPCPm>@w>6%p8G9n%b!*6 z`B8uscej#+>lLx48~M5RxiS@iqyVJar?k1MRo&74bGgu1FgQ)phbQ?gynT1JME9Ia zcCG$v5663&I^PduS=`gTq8wV*2J-;Vk%AAn>Tt=&1${`dXbTuJ*Ad{``*oZDAtDsM zEWS)p70wLQ7cK@sJY{9Il&$3dU()POzVDCrfgq}9M~pFz%X;mnBTlSN_t)e@>#{g8 z{m1Cow-ny~Ge;=rxd0<}^$G00Q>fb4vdaO55$68{be0AnmX|e=Gw{l(jMm4GG9vot zc;S+;eLz1xhtbA^+1oPKCW)_veoIyoJth$ z!%APxj|V-ON_>_i|30m(c2=`RfoiwrX)cxoW~76FiZng>aZayDcy+AP6^9X#yd``D z^+qYIVc3MbPofz49WutKbVMXWLml4BP3*e4e9@1bJoeUff&8&dA33GlnrqWPCGE~| z{)v=Ld&BVbPljkOIl}2{ElFx+h}64%W!=lEeN3id{C6H3u|qVa)X8z5h<52D_hktX z!ZEC~T5w#6puIPJYopr88QHcQEfM2KO;{hez_UWmC0un|v=(>cCJD&a==Vt59Mz!> zX2Uwg-sGpLAfNyc>3ywzw|k@e)4rg9k^)3?j~T)s#E2f5rp%c!we_o^S||$~DdMSm z99{tbm@XbIFug|1c#Zv{+05A$x@KUSU+!VUrP17WqIINCU53UH8bVL}@hXyQ`MdvT zdV_Z0yx%&O+aq{AI>he|^2EDHKZA?DcLNZw{&5pue%cBoxUT@q`gY^@Im-6=zY-kq zDGnk(B>3Y{no|IPS^?HM8(cRKCG~% zYqFS4TY+<;*?_v89PtzQMI3?fnh`zE8>;s~Xwu@A^E?I?zl?uY%v1&eOYXt8< z%{ZPKD|D|9d z>lJ01J#v)>^!))AitIoeK4`cXS$+xG66{hnWzve%T-Ve$m#dx^3=Z=yp+d+?(+9Ms zdETbWpXqe=ysd(}zI18Z4$-kd?$hGQu0wpEqbw(AHOWMIA1o!RnQ@0? z9R5;%aFfnb?8f39*%76Bg)bFgKT^ftFXgms({Q)Av0+KA<$lXOHlbXuCBswe2D{8Z}aC9f-UFW`*lZIQ5kRDy2ng{!j2=4L_;p19{+1-)v zXgi-xjR+4^D0wM3oB_*4$d5ZM+R2qD-(_zR6`&j^pxi4JBntfOa5c!-A z)QBn28{Y9XoJfgBHXzLKYW{J3@`!5DoB~A={Cj=!&tw^>ZXZ!CMF6VhF-n2)o@j>H zg5jWYtMpPd-*w{Xr?^O|uLrQ?gY|D#b%)80EeCyaKuSEG`4KQwMBD~_*!V`>%!otW zZNXtxcZS3js(y;?fqvJNchVL4w9gQCGvHYqxUX}={R$0mtpE@XLOPhQNC}lam^p4~ zUX*M)&J?o05cm+UZ)hRn4ZBrTA=hs5C0rbwOtx*Ts9X{Uzr1id$*tQvZMMO=RAG9- zps8#&kxOYHlvz=UkK=I3LGm&0yX7ArltnNeVKAYF&KcJ(&UJN8XbEKKv*{Ep0MnNl zHi+v^?$ljHtp_I#{r++-9r!275PuJtA)Hx0mO7y;?D)vQ=mu|;4q8OHf{u?@Fgryf z8vZQq;LFao$vPy)r8?e_Ayl&AoM-kaZFZK_A(<1IAqhntN>~ysHayVul5<=-Ilq#Q z)OPvNJx0iCtyq%tF&QF^*1d}&@iyhhWjaI6i1?RW#Vtgu<(rToG#V0hq5Tqv?CH~y zZ}q4xJGR6MYQmSzz2_Oh(TVWrOn`;?+hHw)nL%3q!$Vpfc`o<-Qb#(&f|3%hIt?2h z#KzCw9SQvvHd}qmbai>+!IwlJEdr-n2|A@4H-mTGW=eSFg?$6WUUjP4|Mtx5lguLb zs^+0&ntZK6D5nWZuhf1OgPIV0F88?K)$0sgcY%TSi(Z1tY49CiD6VJbBbQWf%G8SV zsHdG+yq%rpywg0?`{M`XBWb5>e=I;p(+tG=YoGQqsHhvP!NRHNg+RKzq5pS4>^Zbz zaJKun)OZX%rKti`#(z4i|L~n2D^Infc`vX5d_bUwN;~-P9;!_w%VDAW)Y?HrA|QT# zoN0+WH@#r5dz>#Pv%yX*zRE4rx=V=a%iWK{V6|6+OaF9EcOi&qO1W%eTCJV2_O4sl z8p^C-J{|Q*HYW#Y-0piu^Q$}tzTFL?EuDw~&6hk-QGcmA|CO?v@4m^m<_0~J2+8HB za8uq_5OQt86+xa6B=^C_dFj#WlP->&+#2N-m7~OCWgq@pwpC;RgZ_4P8L5|JUad~R zDt_eOrp`V!qI9wG0j{v!mgol&g{dOK$xKcl>>I3Jvc$Bi{lu)K70oys~h+B3$jEYsj3$ zP?(dL;m$H{SP8?)8{>Hii9%$4M~=0t=o(huFFSxQ_Bd3)HokSBX0+x$sRFTl9bNc4 za+7jv&~@5OW<~l>BIE`ryQQdNds^X3mz{7w{xg^HYFs*Ol|Qu{REo9eqvhi``8|d+ zcn;D><@Y3AB0~+}pU{V+!?dBS724eQhj*k);(v!ZfgVBx7G@Lv@h}g$A1m28=geAj zB=GwmFy28h;LZF0^u=z2|C{jB{vFtVxa`&b1E3^0{l|O~9wRRH;g9I@ZXe!R`JMG_ z9JS$63{C2sck7JLeRe>Bt2DV}kZfqO#5c82oo)t0bhglwbiI4UCRX$EtA4>e2#c(fiE2`ej=hY z-q+6(otdM}M4&2V_p_B2R`sD=z2DR9T^aoiRo&usc^g9o=}IAy-k;tC%WGMD-Hihd zypYQQ)a{zdGQ7SYJWt-0IVJJS=nK|@8?Z`i@B7g^QjY>v3&(bg`UVRWjN1KnfP);) z!L!QIGoRlV+q9qwS=w$rl#Tb%f4fRcP7N(;UbhKr{u1M8<_H*n*&(?b91vH|$N}A8 zERH;OWeix@-yGc{IjfIt%LD3nxOR^03BNXzbcEISUE;@a3PexwowwNSJEMN6WE*#o zNM-G7ZFE>&>hA}U=Xp@j8Xj6prkod_*zeRM z1}|^DfTJ9Artt$Rs-L=ACX#1SorLFq=<3d$rWbJ_eHBW=M_Zrz%EvgZBL30qe~p@eoiK#;4hhJjz-fxevwwo} zqY!jSb*5~D@6=kOdky`ird9lz1ucPnnEZH+AXh&P$N8!mC)_#;N8$-^LZ`jv4!D!? zGb%cy{bInN(?TWtcY@)Jpv{&?&_2SRh{|;jn~MpbiGN?sJ=6Xd*rx1G6MFx~v*p8^ z?xQTYJ#r~3FjrFi0mU{=lru@;53~-Wxixv;9u=7Q!vKenH}t)+KFSHcDWRL*1~zg-(jZ=57LUb-?r3UI2&z%fb18-!x0~#Ac4QCzDR) z{^cv3$R}{L7mI4jnGCO}xk*_HQzS}aik;?zd2am)e(HqL8^nlL{-EjgEG#Lm~Rd~w>d9WpYK;n<^p|0allZd8@s zSg&G*A@NFE?u$p{Z|@;Xd%NE+F2W#dFAnI^?z{04-PICpv29(a?$pedx?THRvwQS+ zzm!NmvAlKpN5O<&(==fv*@%JKxHeRHhI@3SM$m_GPFL?sIhKR{ioSM$c%_~3^(K>g zwJB!c+#zUlK>UX2?af=b`79R^FdN3PUg{MD?#l~_wuHn+E&N}wAJzwOi!%Rsq3Neu zT$6b;IVdB+n>C4|d$gN2S>dq0IWJE*fB9YhulDG7176P^wMg&E>X`Y5#&o@5nqpScu zH*@Ho+t194JzjIAY}(JajmzrD_k)Y&^aeBrI6eD8dckWL-f29FU#$Sydhe=8^&z5G-&}`4<5bZ#f;f1=Lp#j9VW?X>tFM+FxrT`?kCMahSOi&ql|3e#;z97Rb7e zBHsT)xeIOa<(K|Y6w#rIoz!ai;5Gup&!f%daak$j`;F)=eD)%gLtV0cJa9%{z~7wu zFjrXNVj`>7(vuTp!M~c6!7xJyLRXl{Cbw=xXrm6$ERi7&u-wGP=YCwjVZ01^a?-x^ z3PsVoqagxa{7KQl3ge{Z4&{Mge{b;ns83dhM2j7XWp)F;gia*Oog@_co%A{z_2e4; zu}|u9exufNzD(1X^hU>TSS>QkSAh};reQM$#CdcMXAj^^?(xB_(!Lws{_>7={obO}uJd|K81enfhTE?Cwqez!3QYVd1&xoDcXX5aeE zPZH|sgrik#OdyQck!6N&yPgwBVN37kEPzdpVC2K*Er7+^X`&#tH)w^9}S&4Ioc z*wj42FS#XP>$Wd+$z=7s&(`7-22L}2wtD)=sbb9OZQvt0g7S(lQjsHr&YiX&#Cb)FF256K3#u`fNKP{33 zJ?!+V&TtrhQN_hWzHcr45nC4Tx)`JcG_QT;J^W-?0G`?u>kK@vko`MLsGcT1n>JqW zTbaK34|IVN9^vm^LCPgv2)T=K{*QCgld@txx0UbrX(PEt$54*B? z5o;SM4%<6 zPq*==X*#kVrvXaKEiKV_VK3CsSN(i39jjKS~OO*c3qKRt`RqA0OG)zfz`8-r+` zy`59d$A6#A(s;lmDR1v1b+&VIbf`a+b*Bg*U^cMM-Y9+QA&fou7;=&Ynxo6=rlWdb z))f5c>;GQzo18f7UqSj$jgW2vRIdQRhaC`)0R*3?a@pYawk+-z5Uen3L)NZ=v0s&4 zAFY>ut2m48Z=8q$KlC9SfW|!TQ2|MXU8Rq?*KO#s_($O?wkZL@5*kVwWnu22G+tRu zMw;U~WoPA>)n?T(+e2-X%r4`h2shTsE(a_(Mi_bHtKON}5_`qb<6n7#T!bv$mp3gq z(|GpwH_jTu3%F^5(`x6E?$#xl=St2`7)$Wuz_aIg<4W0lmZ>$|P;zZKeO|NI2S%I1 zHlg9{j`bWl8fK0mr&`wXs=j4>`)_b2ozCqd0d^ky3^hzj-2%N=!fb`ptNB7=kfq$c zHE-CWD_S~i9BZwyiFI3ablw(^H)nl1P)R9!Spqp@z4QCbLBqXgzmHPj3`1|mLS1@! zFz@k;ZnWFO1ogz^O90YI>1h+}Z)xX#%@P)R#8QDZ!w&dm*yv10-wgYqQ<9BP)A2eG zeqobp<1H2L?`5mj-N)F>&PkhaBLdWdqKo`y{WKJ#qv? z8Nnu}JY7<~s@bqnL2)_-_(w$W3qaz+z9c?|dV`2&%bmcnEwSW(@KSPlO-VlU1GUT9 z?2CMYn}M_L`^`40g^T&k#E6ANvOZqFlLj6bfchNzxCE1x^4~hmG88?oj-F?_%sT+Y z3Zg7zpwx5fj(EgJ-5$i6CZO28eLS(kLG+I}EMts6=ifL#@G$V9bp`-X0kGFmrh!BX zs2AIS#f_)+O7$`2?YA_)Qp|&*R$Fa!a(#Uqano+upkL<>)>T-)r_Fm7+ztdcztx0& zrXT`d`MZKjR$xOV_|JoI4rp#+r5vEB#I=!)Za(byCHUTH1)ldZ^ZRv-#yw1*T<81j z*Lj`&NEqV(+7GgfHl~V$k$wp<6EI8>(~BzPv*yFx#2P@tS|Uhv?kmQorUdok-P7qE z$J~`zhbq$3-olRaiDa=!4MGLUUq2aj2CC~i6X4=w6`1NR;~=4zE@9k8ykdk(macj{ zzcfATnw<6CZ_%0@y?|)@y{Yk)nq*%#1;b}~G6gD{9kTOM&dD88(?Me4GpN0R;08yd zwwi@bVKnlv%if7&Y&lR0ejx*S6_QfFm3m;i{+ z08aT5S|{rt zx6-GanSd1F$fAVesJddEVZm9{qt&x5EGGL9MFORKa9egFG*^A}NQO6}!Z_BL zLj#_+g~24uHM*}sTS)NebM*I$`}qbv)&s?7=a9}!p8daz$ zvi)Vq@mOtA=Fr*B1JD_#32__1OkKwSz8BSSpX*2g2B80&Ipu@~g!E{nk021|S5R*N z4Cm)I`~TQF3#K@`Eem6TKyZRf2X}XEEVu@DX(YH4AhaU^YrZ0-uL90)aEg^P_ZCo z`LVUIuf2acf}KDfw1Ia#!kHdjqkvO0a%sFpOaI5E>9A@~^4$l@MZ#mH*vzcq^YVe8 z^E}n37Ze@Y16N}XYpc|4<^t$6PRs6wY96sw5JHW(uyRADlY}C-hEtc<(sdAVwCSeM z?`0vj52LNeVUvYGO3h=@gK1iX-_u*$wY(YE^%% z8N}EcI?PO6gx#3A4v~O_xrjBy>xDE-*gUW}#aK?2m$EYR0>19SfmGDGXjPGq6O~^i zwU;I&2#PVv&%UrApO`qb&zHGao0o!73SJqL4PYH-e}F9Rzq_7o+Eca#vg0`?6~;!x z-W3(GScAWI`Ocxid07$&a9BW?@L-Y}$30Z_7e%L2)da<;HhfcKG@?n6t^%iKgIv06 zm<-Wo*t9U!ILL(5b+z*@lZ~bQXa34xe&Ee=-TpsE=THaV^nE(BKN2`F z>ZaDro0?mgzZ&|r4egjI`+dbhv;4!2JLYruXqOM4R`ffbJAoEW-tm`}b58Iy&R(ps zP2~kHEyfr)3AI;M?qD1n5C9sb&IA8PttxLCmhxVmy=4<=twTz%=a^;aD`HIlfJ+@9p^eK{(*$62zyL?X=<_yGaw7~fdO{$z3epS0S02(pdYXyB{ef(W|#x)-!%CdM<9Dq_R zx>3pBolKfj#Uar-8L)vR(|wkZ3>}g`lcB;qkOdb6q#+KTLXGOMlwW6-@n?&IqFc$m zffyx4Kn3@>JU~Fe^dkHz%56J0Cc@*?Rz55Yul{N5fb%Rwey1+imH~TA+qA)~pLa~rAfFeKC{2N>zpqghw@ry-`8r^jwuGK}!Fe)|tC`!b&Nn55vS_P7XRN z@OCWP=Np#(a13&e6BX=DDiq zD;*X}2II(iR<}NRZd*eStWM(}J`X{HKoRlZ(uAisIWI%on?PK~n2kFyYf)%1PaxMC zXEPR5H;`X)`zg1Bb$t>EXnFnb1#j%;1~3=@uh03VWBA`E-_rd*kGZ=opv(Z!yTk!4 z%BG?)?79i7+*f2ED7>JBGPR1lwr{THQs|*>D>kI}tsu8esptp%RvGBa{dp8%*xGIZ zJTjNgPw;>_@-1Lwb}r>YAd^j1Q6WQ=^crPksxLIi6n$lWVz6kfzCXPpb4|DYEyc+W za{Vl0spwesKHAAZUbe2KVwM6KdmoSEESC*?kN1>ZwLJj6>ZrOpi_i+IkBA~)Nr`6j zi4GrQ$^hivUVfGddZ05SSIC&aSPxXmY_Po389)a{f@K4Vz)Kq62uEkSBT4rBxBBup3VoGxNk(c>|umj zzAac@xZjLo4)U|P>sAMD_iEB7+FSpX)g~r0$AnW&v0pc???ICo2P&E4DYI*!9Zoe2 zdO$3`*hc`&?{RXw01fxv2~nw4`=e=p#@>3I6%JJA^tBG^|C%*Hz~9qP^fQ0d!{-DC z*%hb;TDMYW!DFyy%zq?*8o9Ia>9Pw4Qe`bkCm4*Tek0O{5GbX z6PDEXm$J0oEPC_Z0ceM4&j=_`x((ke^aYfjIDjg1-rUI@I64Q)ZS>Jw(9z~hsb7g} z`B?u}L7Q+=qRMHJcoIQp|9ou=KIctkuR=D^D5<~7$Bj10prUPcI7wM_;NtX7u1Yvu zW#m|?S?A67==T`QxSEfd!Ve|nWT|&+og_LvA&!W{3D5Zf$1ONWN-0%ECNyD$$Lm#< zJL;JFL=<-#KgtE}0Lw2PF3BKZ$~KH8zEZLJ9=nnqeeMleG=?}Ip{J!&+jh zLu?(d7}W^lFwR#^1bFTnG``K}9M9~Y(cUV_MO9%+sh$2mV!jC%#iUKCiN&BqH{`!m z(+1RlR6(Z@kwrmNM1`y?*DjZ&zKbNc&3Vv26rt>Qe=`sq0ZITvp=?e`ZX;BdN{k?a z>QP<1pUSG>r`&U-n36&*nGn!O`<_@ zR`H_{+Uf^*8>#7g|KwvCg{(Y8e}aA}PZC2!*aumuG5CXzFl?XNZ{>{I5iGa2RYp4k zSybvOJkA%#a8O}pMIGduVCcOCck<0o7g`R)rIa;FLf6|NCGi*o+|Ub>aRACJ8c6T+n)8~EeYDF#LoU2-vfSiDz&D(Xn8Ho!|rb}>TuI9DgA=4cIvd)$H zPThb3T^M~F&{J?UX!%A@|G!9Mf)p1zXi6qdA259mErPm4-W zli3yy1aYECcg+#)O{eGUi8&OrfYod zNK9%MEeEyTW<;s~E99p&r1&b9InI(Vr=nd*Nd3_sYrT4tzzv+lcy^j%(qovF-NxS^ z(QNeu$ z)eH~)^Cx~*^Y>bIsNi?$&l8AN2Z5?&CUV<&`IJwL>jPy7bFX3 z?!rn#Vu+hp?cCjSnJgPvZK&Q&24R|GKcU#K+4hSTZ|WoK)b*6mKfJ|pU*bBVTd^hm z5xSV~E6InW;GQlq-@G7=)Z2IhP?uTO#oK?;qRV=!y0TY=r{|i@r3Ufz*XnA((-5Br zc?r%>W()N*s$V@ILOHSQ;epLRHt9tFe&d-9`iAkaW-H%h ztZ<3gGBzDe>1&wMO(sr%&Tqe7#(G8v4fv)_r2OTup&&;7fXOsWvrmpLQt&EFdkz@; z_Rlc^DmxB<*+97Wd&U6QJ|68307&ud6XjC-BEd(oaFtWcX53?h&o}80*epIrzR^5Q&G%UM8int=sQh zA|S%K&H4lc<~q4)#&foa_NXK$I6r(=u}=E#O^fVWxOf1s{b{BxG;V2T z^X?2sxc}=E1LRElY-ip!KB6KnD)UP{!C#|EqO_OB1Cpu!ml=YzqmM4%z+%ZB6w&mf zC5@Z-r-)tvwZRn4wYBQ5>61dft37*m+gDtT`tmC{tLff*V4E=FT12w5UlqF^eyVtw zQfV|PEjjD6r&%(+o~eFlaZ@{!MeT{V=wkekn?th5bA1G!1#1Dx_{m)zh0@eEr5xR4 zwFUJ=B;GL<;_t%MOz48T&B7R}-9@?!W)n_I=krLp`Y%sJ*n26SI5ut8b6oK6#^j)j z{rI8@wOr`GOMkfqV9%PBy_L`^2Pcct8ui*u=U#S?c2_qhi-Lh>CC7AH*|ss_Z%GRV z1@d?ok~Xc1S*;L~8+Zo|?Pl}ejv(U z{ZhMfUeV&r0;I3Lnj$Fg)db#w0P-aWI8?X78KRZ#`m=@A8R!Mg4*i1PsOE z9H_RsOlf~R+JEUXj3WtVLttx8|FXDK^ciQ^qo&+_UyE%~oowb!$NGol<8;v%U0=zs z$bcQmm(#-FT6_+hETGE(9|W;?l`gQS7qRte&0qod3!$RW zfdk@Rx8Gyz6==)2z>s~Wz_Kaw_U@XXe-7>5^5Y)9F!L#MFQu<*k9JN2I+CfiTM> z9Kf0Im=NKxj?pK3Ffa2?S9~2NTo!9uB-oH8RIcPz+8z4c1ixhdC8YH-pXNZFSZ-Cl z@et{d30q17Nc65#y^C9ilwJ8$mIWAkM#@r_)cyYab4uwrl!URiqCqD|{tA*+Ie3iU zsOfkDJ26+2^^?k(vjC_!{M{Kdx>OCS3&6Rv z3gk)+;_s0t0>t+RzGTO=<~c^trL44*uogxWf8lLa&O4~fmHS8|yF2q1{SKd;4VfXM z)y3ZB@%D9l*suf*K=yB0F0P#b;MxS$?TxGhAlSY+J8d@faL5qNA|}53vUt%7YN>75 zpHl+NohI!l&f^gLJ9$kYt2J}(2Eb7DhQZHaehzp0V<08yut_0N&k+_8+l|n>B;U*y*mha^8KZ@tUj9Q^lT%~itgsCd_Bb~@6g>#cTj_a z2$SG7j1KEsI@BY+9-=wv5Bd{+k)J6Xty_OivN^?4*{lDOIozb*0XQ>sbV+P4wLPNm z&vam?#%}|@?O8N?+9Jh`V7TovH_(C)fz(^puyW=-KSKSA=s*oMfD`KDb7?W)XU@15 z5@Ax3d(YSyOBt*Bt8P9lpV$4}UX07HAQ-_N`=7d?+oYhssvPV)ywOBApY{V{XM&=u{6G|LS@f1`1d zea~BPe7jQ2NHW4HAhJpi8>((uwpg+$cJ)I;La)K^ep1~RukbWnvGYKBlu2={Lpd(3 z#-ZIs_s!M~gnjPOZZTHk1v$O1t%Xn$nbQGF#;PdoAGRo(?aSKkUH4zBo4$K@S%%8o zvwHa2#ZIGkUK~vubYOiCGH0|)!A~G&j8lA~3*fRyo-oR3Jrm*@2)xFWiwQ&73@Uwa z6g0+T>FeQF$Mxw@MlH-=|@f# zp&zfs_n83ae_XYfvMq4ml6(i|yuwoD`~Pp;+mN!?0VsNafhOw`z?$190*6>2F2c8E zw>#~CSypWuSr{_Qq+39wPJS?=+?QEtm}ZLwJeJJwOo9K>eW6IZ{sYX)U!MT6xsn(1 zWVWfUc@-+X8vKmJa!CB7)iI1=TVVlb{Qb)emit9wretf@5yWs zupD#LCsNPj(t^$iK}BC^Mc;{a?s`H!y2{T`_s}f$`j_~gK&ah5AiUNi>Ig>=@GHK?boh%&XkFEPegpW|0F;fRjz8k<$Z)zC z%E#y>RTV(5SQIsQ1kk8)kiX7a{q3P&HbcOy`9B+7&d~l@bD;pb2H;ts1Uw6#F3;D_ zFQc7$N+*w|1Wz{)qI7Od=C3A#D49EP#An{XP z-k*FwEDg9AT7<}PWEPRepf+1OE!d)|fo}OI130Y_l*1M|5gBDe1_!8`@yoPn^5Rf* z5{dW_n%rn3&QZ4`j&+QFtlt$#4N*Fhr@oHHr(WtEI%-0HobY!MpJ9Ku52DXo$F#%C z!1UfbsvfOzA?m%2UxwHfQi9rjY%yeIk1~kdI7oqMAIjaUyl49PNFO(^PrF=Y)w$z42Bqnun^I_2SsxySsPkoH!&2vQSe|RjZ3TszECM;67cUF5%-~jD(yUE4g za{ws-vp6hj_Ge0^!4>=ZbWw*Mk#1MjQ-9mLD#iZwi2bS}3)1gS;WeuF3p6gZVhS=) z9OoSQCV--rEc$nM3wlV+YG~K4PGjXAi4n&ynXeK@elz_U&OqX9We!-$@+tilk+pyd zt;GKjkzYFm>i{##(!WkLKPynJF&g(KUi4%?o6qQiu06=W^L5dum$1}J7=!|lE&4j* z9io$y%}05t-`yvGG7tw$!^*6)|5&{)dh=q?j~c+z_x7^*4LE zUGHWL8ZMLV9{9T#Z_W_!%@d7{s^5G6Veql<`xM;e81@uaI0XD z(j2saIyQG-tb?Gd3cIxtmigdvQ-Ju2lA7Pd!HKe_>*0@o!b&98LPAKWUf#%5L4^rc z#x~-L2w*Cvj)lRg&&}GsIU2C5mDZ1C`KA~qw-w!L=vy;iun*YBuRqRul|ZCl8AVZ% zzerDe!+nc(8@B4{;d!ACs4${%l+-@A4ufo+y=EWB8?SN?RMbIfZqJPg+{#8nu7bpW zHD6y#6r2u1k5>fa9t!OLcoSf@Pxa|sihtp4^-s%}R_%tZi2&YlJBAjvJ|5c<@_@Mn z0yt89o+&n|rfAl!oo`Qr+zk?zTzXb8h-WF)oD8Cr%A68?O=dVkz}_!;kpO7FAPeh| zvZ%YU(0Qn?jE#?~$?X?SC;Vl2ly?I)pjP54SrvbI!31CB{ z<0&I@a(y)uyt(Y67n4x>ZPUjzMnhbQ*wr6-HXG^|zk~tAKnplhmq42>H9<1o8;9gK z;b>PT+%u)wSC@wYYP7b}?N4S1bML{$5dKP#skBkc%{r@&w&>>P9P)r{8z``5Bu2g@ zZ_CAM+X!8HI{a`4!O=p>96LK)&Fj#f2I8T|C7%Bi8d*#-MkF38Doaa$5zzZJ;{k2dW8-8G89R2Q z{eydJ*?YLBVL(~P0WcF_ib(EpN;5D^xoxRG8BX@?WXZZZtAF!>jDgRw(LW$0&Q{LL22SMBGJ%)1hYgZ^u}v?g4Wje?S;h!Goj zP$0aO!UBJ^iO^I-UxKPAlcI>~#bz#Vr9nhoI1iboZJc#Fk5`E%^%)AbTPtLG9i0a+ zStC3ORP9vD5E8$c5QMFPqfR;egTP5OOA!M@RV(T5hy(yfPGAmNau0vcnu5tzOM*~O z*K&m_P*vXuHSS(O3?IUhBFN9FdnxiEWABQ(!3dIwhNJ2<@R7~Wcg$@eWT0`^5~{VD zn39I?`+2b`=)_qk=bZWU-=f)Lv|h;#jL$$U+pFd-3*707`+R$dxu<82Mf)`Wer8-( zesD-xdLoOI`irwG@(sP!^%|pUmh56+{&vSpNM=pO7ruKV?R%^f33DX^B9S1&7;CN$*vi}xpe^zW2%>b`!aNAvf;nTrQYCZYpsuE_Tm z+jjKXq@!lcRH_!Ra_OwCn5pC3{)vmpy8*EZ7<4?{!0vA7yeZGV@ta)4G_jpIRmo_6 zM4=F>4e;+6u|!{VkY2*hn1;bO7<(=%ll8}VNTXI4Ce_CWVGBW?3Z}WehZ?lts{5&eiu4Fl>rC!#8 zo8LQf_QyVO7T@f1WGfP>PVmf^h+__$$*Tf9zs3||V2f(=w}ludF1ce$hQV*BQ8=!jItaoBwIFK&M zdqEcJh&6Is{XgzFBo*rEy+tBqB(SlsT0d2MP^5*AeLH*q2Y@f#8mn^$1I{-xo{TJv zh#O*UfpMX6LO4-Av)K-1YKRtU0lIsiXV;rA`aOLhtgGn50p0{LA~I+CwU5oM2D4eV zhlAOqnwnT{FlrPK7uAVMk@>I+gqav?QvE+cTz$%MEM-HO$ok%tFfJ58CzDZ4J(Jlz zfkCj-PY;4#j2{(R(q+7#)h$$7;$?fOVcqC$rb3Rb6IC{Ut3S#l?;z*96vA16ciwT^ zrg3#dxpjif;e@S-O2TlvN#0n_%)2Gxi&fRLU@Y6VlwA^d*9kL;5md#VBWVn+G}TCB z$^UA^48X~vi9PHF>j4FpQ(xqy#(P~(rN^czgB7heKVToSxOYG{-_dwdN+clNc8ePTK zhFL^`AVSsA!jhK*(38rX_04OWAp&E{x4jMfySLbvi$2}CU~vjQJ3VI zCk~qd#uO7be23X^JvFW)Tq=1ZKvmNMN*E2M2Y6O;wog#OBjk)n{?AloQd>7p0>cBM z&SheTSaGumk+HW>IRI;q&!}}uuGpg?NBtoJ%Uu~Pwdi;vg-P`4&^(bP%olm!YbJ-+)eN2@P zJ4XH(hkoan)-bQb=8~3j4-vqgz=%@*rNNX-)>zkz&7uUwkZ(eOjq5DVHfNa|TMFTU z?HX<#Z~mOsP?ulfhJ+@K&66~LJBo*V*_9d)7+&j5rZwS}ujNKNn#HEnIz# z%}cSot6q5<_QaOTr-j=V8ozs_2B@OISmynA9Sbz*hSDL)K}G~n5iM(%j#iyl09beCm27;pxq zRx>D61g`lRw-g${kN^fS|Nm_+2fn0059j~F$o#W=^Zs|>Oc8i^Ze`y!|2GR@07G2} z+Li&rnjX9I{b^CYRI+I&RF7%xgBp&MsY(IK;L&(JgYjybp3NIlH6LvMo;$7T?kxtX z?`5SmuwWiGx|frO4giK!XbunWPNnCADyUy<_&cO7!sc{(yW*e23UV)+f+hIpvg9v!t3NDnGqIrrtQ^LJzy& zX@YDO7ZA}n&*UIg;abx$YE#SI{}5}Jh%$G~J#Lck-y3SOcmDP5()KpP5Op=>k(0jD zQizF=6~6xu-F`FaL(31^yB*&=R@m>ZctkopzJty&xgOG9R~q`7coKrt+xHO!fZ|lx zGs?IUEy_30)kyxnUTrK(PSt`gj=sH6pJq}eUB-tk`ypjfGdj16?nq`Gr14q&$c!wX zws0dVV^7dy;QQeeOeM~@-SaX68J21U#cFJ>LsUs4#%o%$2-VzLSk9YO90-{%F6+|~ zS`xTj2i2)o;p{=Idcb*AM-O72S(4#L|DZA3Ldt8YVv$$$-tjj^;+ly9r;&2&g=?~J zIxAU&DY2|O^UjJ^ zl1I6=pAo+R2pJf5*v!E(sD6$Yb(tuhSpLGhNn--Rd*j1#_H%-3th&Ui2_nFz2>#Iq z0L*)3XlG~~!IC^&B#96vsSmk!U*N83f&sudZ4L7vD1hc%_M*(3|h+l?hFLwoMYr^!F4gVvFIg#E6#P0-tYS zbusZje8WHZ#{T2U7mmXTXtV!LW1dDJ{Hv{Q8=(a~_~h4SmCSFRaapwG3Xkp0$NQyzfc{na>?IHFyr%b+dYI=bsUH_$0ma-Xy$bMbD$=F7{^F$ zs8L=0Q-p3Do~xMyKA}|xMs&2H_@fp-omNH$VahI6knLTaoFvCv+VM2W&R@Vt{6Sq+ zE6`t*E1t!;ybq^Cf(AT}+gQ$$Z&gdw`i=aTfQyEj2m?dxpX(*xU%;H3`$&}d%^Vs3 zAkQy)pt}#I2DiSe$=>$_N#9D{8>bYTvdq&WVTqSyp{zDldVr3&o{WwRM_aV=2Yx9J z7nCgl`0M)+Le}HLu`P1S7TbOHe~5@Z4%^G_+bd@Yy6M# zU)!#yniJ!6o$zYPfO1pBd}N|6yPXL*jdfYVMBQx0nPI#gTt$H-bkL)UrO@$R+_8I7 zV2=BO_^4?#5yDvP^7oRxQqY13;*Bs>G-Uu;`e`08!#2W3i>GRS`ZE=Y3$Z? zK-%!xnDgOb$16ePK3F*P>_h+8B4-@2z%*E#?Bp4|EubxgSEhyIq@s;z$bvFTu&8q) zTyD9{RGaPVt?|x+g>;tN@-AXLVB;~5P+*we2md0#;V(&MqSKf*=Skf@U3c_e|IwSu znJ%JSeS8O-eyq~R&@y;Z6pc$WxOJ0zJfp~Xj! zGj$>npPNCrq9&E?rWOLZdCjb*NK3r|vNiX(=?>B<{*o*&qGeqCCq8ac&Y>@Td%s1$ z!HS4b5ZORqhB_Z(wmES2UiK}4yxudw6q~Xl9&x3cuSOFZN0#>F=;n6&bI+dF32di; zEgfL9`F90lhX)`nBieVIv4yhEIOq$uP8cpqukjQAy(BQ2958PXTK+^P|5JK#5_^Ln z@F#&)98igCPTKI)+Lmt*eb=*UNgFaBN#HmFp5=jljqy0v9OS&8g+l6Q!Oj<1%X5RCbc9O+NNPpke%`oK_1mlJG1^ zM7l*B#AHC$J5Tp>&O^x~TFc%1S9Dt9rL(&u&cHepR22253PHp)?p|iud}}LXrm-n_ z7&*n!2|JPi@49J*nu&wLSzUiYxGG4Nt>rFhsUY?|zo z*h7OVa@W)io2`ZR!<=BKm|Ou`*<0WRa{D3ng5;yQt=X%$9I>r&`f)uTy^Q$gGh@!1 z?Yyygc6hpJpCN-9hvA5MsS=4pzg;J_L0I)H#Z4FNHP+5kKQeGJQzag7>0pmQn;{+R zH9e%mEn(!l?w>nw;SBhO;tSM|<8~1THvaTVA5-Q@enu6}=80)?G~=kcBl%`GhrkhQ zT$`tBzC~0!%+cbqD9IcpU-(}LUYFut>6wju*>%Mux?t9<0nvsv+uYP>NkxLP-1F&3Ik~FFk>Emo8)*LD z_66^!Pkt`V&NnJ>!rnqt*Z!-*0nZBgw|@e65$=-`8DGCn!O6KhvG?$UtR#v0ZQq}R zd>`S5Jm_6Zn?4ZDQQP3pz&p9Go`Y{{ zq6BJ%KBc@|5c@ShJ~YNxi8XaZG&g7&6clU=|C`$-m*$B`S_ICHW=_fH_^* z;aznKa@^CQ73|gY>_|`Xdj8!*=2VeJ9oLi2@Hb~|m2s&IJfySLP;gXY%#`}cH}Mtq zh$x=8xAL~VzXlOBeQ;lC>y1)A&kJSEE%X*O9C0yDMt(qv!>4Gf865@;_NzU<#It6x zg`;^qd;40xgM>-7LTvWubGCdS+a-ao)!+3^Z3Ute*5u3f@o{*ho~om;X{!7M-`7@7 zVwD=&;)Bc)dbZKcchwko=+WXh{Al@u7^PiK2D^*eHxIDMj_Yj~?Y80>mEz0lNewe- zj;Xu+Qf?%Cf9lMujo#=UsaJ@;&6{H{;jYjOGi>w8=K*LDPcT5+igyjrG4h?odt(gk z!R<(2BWJDH>4Z{Yy+7X8!0H}FK z>2LfNs%65g-zZj8eIarWD*nouq)lVoOLCd`YzcO!y@}~df;`8-N^nY@jI#q%)$X6( zZP=Y3iL^rCaBh|^(`1*Q!~rsH?mORNsC=V8LLGO0qN^Z_FSrgtv&c_Lc~WsYgMk@_D5VipZJ`tLmsPcPmwBE z!RN?S<9?XPuD<@r1zAg^_Z^k{O9N?3z>oDxZ@O4o72OT?SOq=jlX{P~f}<6cp{rtW zPm4g_Iv;>uY@!0pD$kOwk&SH8-I#kIKsfux!$+H-!uAaECtP5HhWN`@o}uy7OsJ=f zFh^W@+VT^M(cQ@Qfi$>w>HcTINcwRRrMr_ zx0Xn^Z_d9n=O!^IGQTo@6JyJ`63AtoIBlxTwaV7vb<6-vkmk)>)cRkI^W5PYdE8i* z;|#Q?f*6Eg`rw^EmhbaG%3a*Sl!4{r5n6Km{0D^>h>Jr2DWciQtvRwlKpVXs^J_{W z8^dDI%@g5uJgY*Qlqm;Eq7%D7@Z1T)3D#RM*%X9l=8jH%g)tTB5qc0~lhQS&{*A(b z^vM%-ggVG%6J6SDnO97>xjQ)?z%XXz)_gq>JV2gz+*QL8rU?C z?q&WJSE{{0vlH^Ak61E+#-s^_q;UezXHh09CczNK;~AScnNYr=&*YWPI5`c9O?A!! zFXa}}8Z&sB@(eP0weL(iaE`pm$-0y;CMaMjK!uzcY^)Q6u)dl5dRsa-{-?@vCe#dRWsMifEp5Jr-`R#hp z_N%tLYj0e#mruL_zS$4nV8b8P#o&D!v>oTpQ8!ZNjTrDW55}3UiwM|zFt2ca1$d1; z;FhW0VF6K{drCPd*ysFpp??32gaTsd%-u|x0A!odHDHJSD9n$e$rX%cexfRQ*c9=J zuE*6_i;Bj(yR|>v5{ro%Rq4+DTGbPl*Pga12i)9`;MIX34(%uJhNgX1k`ekbfkgQ$ z%*dp;fC{J#_P2XWayo7%_$~LR0J9WxyIAB)21%0fcPeX>mBn_v_!+4_x6#g0nfMhI zxGZ_~F8uvlRvOFk1!*O-h1%a{QZng?*F{mkICNY=CZc$cy>ztE%(xnChLOdxxkPt8 z$_rl&nlS!gB8B<&)A;BH$2ve=gl`XNQ??t&vr0?owR$-P_Xw2_^ZWb0Cc@Kv-k;PcnRCaE99ORzGG z+!P62jhi@C1VLrI#Ohq=@rN<)`qH5y)pnxSeDohx=a>r0q$iq6awLDK{wmeI*WpCe zdL(_nyN!(t{Ilzp1p9~^ZV8WFB2+P_^PyBbfn~YlDDxi?7Ew^eB-`iPp?V|m_pdu+ z>R(Mzot6*R2?f`UZiTAJe6%7PH&J_o_5l+KMRs5UMYdN9O87Hl~WpwG0QbExccNBtd3vGWlJ$9XTuPwN1n2Iz*$#5}V>A zn>a@UI1fEZ!R5S>T_2|_L1Ew2c0_kz;wGE` z{kU_ORpt0Pt2GMn$ewqyyxiNY8X7+3c6REwTobLVGzGsuTaK%d54(r$k|7#_Bf z$usK7aX-6kS_?aU5Xra=+MLeNN>TPb?LY4YHP`D~^xyI`KdKO5F~I85tOM zcmi_8#TY5;rPb5y=elt>->-)Z&yN?8qhC4=Kj9~nx~y?<3}`v}w*6SG5gG`2>I@?; zb9mfd-oEL$%i3OS1byVn9xypmT&1_Kc|NIp={v8l^s({082LBlO7W zClu!CM>jOnteA*}F1D*v+G-yw=G!xIX*~G__|W%)8NwVfnIZ=Ip0?KLJ=)r&Z_9&SmI)QdWSZ}BHb{G%z5L}KZ#Ilmz(*3 zKnL`)`@(PfKh!^8Sniw-z7hki@2Ds7DP5dZtGQq=5IUPB3<3!|^+ysxRg<6+O1Z$A zH-6c(zo5TOFv=~Q zylOG`Yl#I<_x7COevT<$oXHqIAJuq}QIFQ&Yt6CFX$S%VD~<K?%53y5(j9EElifT1&Su3TC((gVi8^_3x2$^SQ7^5nx z2ih!rvNiAgnqj4fx2rsdq_x(ps8v#op41~5OiH3I^?mXs%ZoMJD^2JC=0 zlSY+zkRO_-ngOlpmR?B|{Ckr{>S_q+tix zD=JOSfsLB>nM|zb^*?vZKGvAJ;39wMup8m-%pz$U$GNLK-~{& z@#zlj@`9`^@FMQ>$boI0gjP~t=ybg`bDF|$s-G#!EB1r4gx>*_AppGs>b(K)!_2^Q z{x$>7o<4m07i#vVEeXr?q zhH~3mLKnMwi4g|IFxNlD`KiZwq`uJwWeAki<};vOikcMmij^FN6wx(m{Y%7q!6yE* zyNU~}SW;>T!FR3w4}vFNP|MjRI{~_7)12f+L4Y0?{A$sxR4$$~>zpI|q>09xX&vsJ zMlL#7#38X)@oKRNw==E?Rvd%Q`ZvB@F%OmE-asB6M)fXzU-_eYh7^hkgXf8_Jh0{S z1V=NLWvE%7+bg#}&BfXcm+ktN&h-nBr6|mX7GaC^1g|c7zH7=~FppG$@TI-6CVsdU z+R$AErkx(5y}D$lJmLK*9YHA?7tD;$Smj(i)B28VYP8uSV_Ou8Q!PnYRc_3$CBud+-yk*X2eh>?;`yw>Jgb%`z3 zMC1cbq++7d*QP9#`d=RZ_9(qv-#qu7bF7HQQR|B|K01feC} z04qknM_O>F_gRjw`CU8se&+l<>;)ZQz8F`XYS_02__hT}IILd8@cr<%5v4u4_?EAvwg|?Dd=`Mn30e7_F;Rs_O$$Q)~LPV zac#g*N91}vgCu)>ef^Fw2|s!EEGih(!X0$WO>g~?? zP7ZKwKCX#K!Ss;i?|$S9t>~|D9NVoIM|uI6Ol~vDn^TJw^+-ZW25+L?cS;NJR8PeV zCNop)U5a{(`XuL6KCc5>`4ex7Jm|i9dpquB&^Za%B<$oEC4MFT8l4-`qkY5&tFVDN zdZ>BaY4?iK|GV`Mn)kJ({tmZRVx(MLpWDQ6^(LE1eVftDp7XGunnMfZZ}INsQ<_}g z)?EgC=v5K^G1j11k$Zs?)UxHP*y6%Fb|{^7q5VbpfK~>5rOO8eXAdQ$*Z=3O{p`^X zJLw^IG@W0soV66J)R^M0u%y{WYMK>w2W`dc4=Eh;7wo2c_1>^=0-BQk%Oj$p*LZEr zK6b}~&I#X92@LYYIDww)Zu$M=Px2M6#GE^VFvlLj!A)2vv1&b!zlFGo!+a?)7*S{s z^BCj`TNhg!qv|x#-umJ|9_e9BJcYLa1G@O!c%8#= zmWIBB0VToo=O_UEPO6Vh<$Ihtu-^FjUQ z-}*J-?KqruhrO!pngH+Y@ogY3n$!E4qhiax&b z_Omd#mu;xh&75r@VfSYsJh&|b_1in42=HaZ-n&m680l#D3u&qOeBS2Q>Zv*Ap}5aG zH+JITi0ZN4_z{wYbSw8jtX;Ad_i|Le-P*Lifw5BSz%n}Uk}bA= z+d8IC`CnwcWmH_-wlx|gNN@}87TjH`2m}ch+}(n^1b24`?hxDw?hxDxg1fuB^VZ(y zJNMq!-oI7+C|ZND<{YDsE@xHe;;)Twha{`&p*xVQBEFsw^i}3efYO@@>f=9Od;GhD zh_&C+$?uYIlf}1qCJ5PcM|R6?8??=NqR4Vg9HZoUJd$EvsDh$PwUc;}j{Wqs6uVaS7PNWVVm_tUqv|naP=pf8*Cj9D~ZbOqIl@Lbar$2+kd} zzCUpx-s7E;6%H76d%}~P+2oB4G~aPfg_hCE(}Du#$XL0w z;_~pUp?9qJANi(tguJ+-Yaak|4%3F>Y9-fLzqde|wK<1c-tD?R)NXMD>ujnu5=`cw zt}G)GSfxLsHAnw0!_+H#D|g#Q-})LEYi z@#>szCL;jqXV(_)#AW!>u7H$JN-a9PbP?0_M3eK|HmR3; zFb7i$c(}ijVD7J}uX=9DU%M|WZ=z=xla^-X;)1^{sxgjPIrea z)W$g&rX1%I15sGrn9QVO)Y{{5VA^IuN29}AUwA)bfve|VBW>hLO1ZVB(+ z8KFHOwv#^QH=56WYCQwYtD4eDC8743LiqGh^bd&YPpKNo=EW458An+k*>LZ!(dTQ# zi8&Ge41f#?6mBv1L%9!C{#qZiP~DrN04&nRiK=WeKkxG@%Q2OQ-iQWFn5_aag&TT4 zE4?F(umQ63erL;Qzr1xaPLjhtmqxw zv^Hm~N5>eQI%b^9R!&8vVY{Ggn8|mfX_og#*Z@=>1(@3Z=D7W6sqAi3dq6=Mr(1Vl_80Bk=VNXL=# zjcaR4gvu=HR5ePn8T`Bl8$G_=H*6;IRr9SiP?k;=I|6co4!`l3(AsYu8pW@|nPu0Q zbGNecX#ozuUfJ_Pe-O4asWd5OTDQvOcwqZe8+J2JqMIkkNodCu7=Aiw$|^@atqyY^ zH5p-$n4ilQ?U_;+QLt^*N3JXmDLfo-k1+@2Ve&~!uGK)vXOL>cybKiP!qID0%{vC5RC z%GkrG*?6h*g5{V_>+I!^cd!$0e0Sn2hU%Bb2uvI7fT$E$YuLR+mJo&e!1?D~{tfO+ zS+|7tvKduf;D?q^#OM-*P3BnSkEGU~g>50`qK5FntN=m2EJE^$y^jf@2_TXbu+MH9 zxJtUI9MMUz><>&=8u-pn9cv#H);czU2|pf@4J0bNo?RDo^q${VK@T;k686OF{cM4b z4+)n2Tz0$Pu`^%&<+A(tOpN7O4<_>&AXh$n1uxu{16o;R%N#6%*^)ikDT{Hg6;s&5 zS=h3dgAVx5aWicTM5?tLK||Zs@o_gJp_Jn5?dC%&SmNo0NdYzC7z@E9>i3%-=yemo z;%^&oXL(A4g4~Vqwx>ic@@swOM8Je+JW@z|F|5+%_c`xDD9iSz_y5nP7N{5vbYptQ$Ea#7Ercoo!)_a8V1uv5E zngAr(MD~=c5&p{I5u6)c1pR%~OSa(;9rFog$M=>h<1xpL!<2H35W*r)Ok33HoVLEK?sGrt_@ z=FsQF@hLV&uPE=!3~3-0P6I^tcFXFU!bRV(OBjH&w_R8}%X*rF7>O8{*|9fI&v3Bc zxDcO5p8~<9CtM)U7c;HQ&ZY$IIK3kGjGm1Eg+K<_@ct9wR%t1kVmF({9qqlE;uEFy zSzA+Ol7T=&Nm#dRsxRv$-{)0H4_?x8SUw?=EBX_N!u|R9!Qq+HEJq^E_B1$I+-E9J2_! zJXoMp>T$-#Nv;C)dE7F`x^xO{pX@EAn5R@k!vdYA;1+7_(`S7?_l=O9n<~IYdQ}^1 z|2!rICkR!3FOObBY94hv3UKu2_*C|t*pGG;p&apgC|46}Uzn=xr3%rBG{PCqy;bHK zQcVMS>2{FKX>>HIu!p@@JpZfL^JU_~Q`DRefjIZpuF92QuBpwVvv%%1XwD?_j*IO* z#TDg%DW)f9@n!M6^luJ6dV{(EWk7>r-3a8KKZSmp1p}BRsRyzT6s0#1too~K{u^{6 zTPhJwM9j%HSqYtUR$*hTU$WE{B|8BI3#2w1JmYGdMpq*0Z7C5eE)}4h0tPlR&yC4P zgdt!2r|FZG28Z77Raz*EO9_~@RZZ2+bheo$={zZfI5A2ZW{!Kq4wI;dELSgUGXlZV zcNhx88ns^WsZ2Lg{kxy-o2p^!=bU*`FA~O2b_c9i#65pIqqS?RZ%prc%k5rzc~k+J zwnK`e;JrqV{yY<|!)CJ5#rG;X#r&#Na~-WY;yk=D#5{Ynb$l$;GaAT1Qec)cmc+;8 zckM}Y14^-iAb)D_dwUgH%#Y9I!zi*9On!FCktUqVEG|aU%!^0sGB4YfgLqJ38m4F*miyVigS{5XfM4w(szvB*<0OsQtK?%KkNY^Xt<+n zD5>DQb%c$g1|6D{W^ay%%wSoD51Hm<3#rLvufg$DMl798xx@9~#Y2tU_G?2Im)I2>N{J%xVnxGhxw>OjWZcr09X zl&A4K?HPjIP_MxNWsT8F_JsKNRivWj`{3w8fzF_FIXkytPaxtoR#7Z?0Ei_LaPy{) zufSPQ8R-diZ&X zYYPycc?2!L3Q9gtSx(3j5JbVXOYRnSZPHM^fL%>E{7 zsrkjED@7UVySzc!+^chqJ!0}N*p^Ll`TGPdr7!`zCZE(!EAhX?NXTN;pv)*zTu|~4 zb!=F0d3tAN##FHP`NSwkNZEe8aF#z8B*qSozyHfXh6hVKX+wd%kXGV{p1RJ{};z-LN+2U1Y{*@%GXrGKeKUu6PkSQYT0@`y2S&Ti}Q`X63<$W-r z8Ial7AH@D3_3NuD9^|a;Lp4oZzMPlGEMlc9uIzZLVu0%T0XZ z%^9{!dkRlpRSvI9vYoY7*(__ow+a(b!*bc@$Omc3=Z#WpEQW3+NEtH?yRtusk zdF;3*e`%RYEuq_^Mm4o0*28$9fdFO;A|fWoB%TdAK-xxPY=~L zT+qBMl@M5WcTctId9#wax`Mfw3b8sPt{QPJsTST(X83xFDd0CPD##ip;8Y={q)$RKiwn*#mE6{9(y#JRbX8j^t%G ztx6_N&0#dMBrytK`_z>b@BmL{sX-Hpu5D@@c1;ZL_oDeo(Mzc4LQWyVEsBp*x)`v^ z!O-57J@p0>{-zu>;y6iBa<^=b$?%lJP*f1KEu%dx^}Xhgj&y{a^s5Wjf(-Kv569;< zw!)edVL|oOkan9{B9P@U&EjFBr3e-xTK!6~C70edMa*qr?l_zA*yHrm1sCKFxTgTC zFR5|PD;O~b%LSUh!!gSXL(He9wT>v<{c+Du;#tcEwRydWHghYrdT4ymv=Ty<8&t~6 z517nP$CP|v%FUs(oOdgV%=DG4fClYd*K-1b;RqYvhxhA&_|1%Jql{CY)N!} z7#<-HOp4EKM{?ggk?la(_iXt)GcL7|k}KF{3>~Wx@B4`0t9$iAAPYfk!)R9OPSg}9 z_zwkXMG{Lf zzJQ}BsgdAprg?U4yJbEaTPx3zb>!-r1GzM~la~>|Xn3;=lzymAK>e~EVlPU5!BR-p46C^p! z?*f6qd02k$lFvVw3c6%}cD^&K(OaH@<)=m|Pis@OG%|`V)ci`Hgd_4@^=JO)YL_vr zQ)(<_Q@Wa}g5o@zAFRj}IeSwC`&B?|@pd>-1NSHcooT!fF<7MVSt+RAu$IfOQbFtP z2tg1-LSHsVK6(-8)X6t0yn%vO2YMfu)csrw;CbsWpwQjx*W5z5hj~a%Kuf%$?bOx1 zncDlw^Kw9%40`NcW6_c{es07SsvC$v)5H6;*+0I1!34hVy0%3$MU>?zjkl7}O2m(2 za8XR#nAQa7$V(?@EFRT?z_wKr*hn-k8aLP}{UY$H$VnY`;Yh+J3dkz2_@_dp#=M0^nX}7K zn$;9vjArtl8FSJomCO2PAXO600PYcrDyjkjGojd{|2;Dd)4?ZPI=|JAErcXnL+RZ~ zoGqv*rv9vWUf+)AO3mTuIoMMrdag1ob4VLvLQf;8wYBF4&_?hp@#C89K%rzIMcqYH z$UK@nSv3s_sn^SO(?}BpBneJ%>;3O#sE7rAHxg}0h*`tAzgG`hDJc}36R`PQe8Mkl zKwpbG3MmKMvmER_Ga52j>Mht+G{ExLSv6G!QtNEH%j13RBRAQT_`G(f-KNy?hpv|A zQC5nj$E~6^luD)U*WtKSz$BVUbKrY7jU}Ki&8a>tWzJso(`{l){52&RTC?2$G|5?-_juK1uLIO;j08*du6WrJ{b{)@)hlFGaK!|?o* zp&q@>8f7Khel{+%cuso9D!gLdTZO3iL#Cy!cU({=8X_MltI%j56NWl&yCTcZy(u#g zY^>CihvGvOjGn3)MioxxEmcg)tL28#X3{G1;dsP!wkF-E3bF-PcyNGajw3pwpZ7q> zFxx2D=jEvSpF{nxgjf_TA!Q$p>@4i#_O}Y4VaI&c z{->Au2%PmgH131CfOSy;Fjg%!*Ua)ldltVQRQatEBdw0|2+t2_fqfrU2e47(L7$`) zFAL#43fQz*+0eGy? zG9on$RjJgNH#a4|LpvL`K8T;N$q3g<;`Ln(wd5jLKG~*aHJwyS4TU|G0_A5U07({Z z`;?NXSt8H?B(UJ51E1;n=^6b_fd2h4R|U0yrrlWH40E5086$=>%5{q0sp>Ml@N*gr z?$Yj+-uy@N%9CBqor}k+tNiat1AvD0Ld{BNQe9tfY~b}PlxXSUdrXHCBeMGlq>r{~ ze)YY)4{XZ&O;~YLH?xhYmeqlVmD~!qAfrtLvjAWBkXG4t>80<%kkrbRa zNj5`?mqM4iU+{W8Cd__v(ZMPa9#J$$2}*{T4ig64t&3gba6WKWqK?gNl-W-}~g1>G;j$6qes_*Qm_Z@;q4qRo?8xzD68P6M_-GcE3?PM#(OX#tLG=nHb74VdOsI zF=E#iL4e{O1Ng^D=Sk?G+g%*li9WlliBBj##@YY3`mnI|1)1mp5!i0rLt0mc+HP(X#!vl>;Ga7B3l0p zV9!th&fvv33kzTl&mtZ=FhZ-mvw;1(l2OG1!aCwh7%<16WCgKc#}pykegM%eHpf~a z;+6xJU9O!V%zfaxH`+V@T$UQ*m^4yL?g_K#VR$N8v8D3n@ccb8V8CVmj~+_8{4lIh z5X(NJ%I;W;Nu)50SJ`nNkm3V`@ZlKYP|}Q)Hw@TV(Z$OOB6)Li$k)wqD>ggu`K=Nz z5$pqrDv#b(=pOsQs|#d7t4G2CnS3yDoQ^IqES=g;vdekHPn=0m=_ z5|%mHeaL{137UHrQlwO2@!|m+HO~;bYRD$r=8J~1in%ak_>P2|LBG;a?M^T___p^4 z2aE<_IKl?3o0qa9fLXL={*)c2p)S)$pWQZx3 zanMF6?`I`P5uM*~k6N~GW>gS8AbAl;C_k=wgdWFLlTV8+!l?=2cnDO#0`4 zP);GWXUhE*;-~wed$D~PiQ@Fj1Zu|7q)6pUl!^AOI&?eck1v@BpbC7%U#O=nx!Cv_ z>8AQO%S1B0#R-~5794HIJu&^lJsI&aGDkjld~vp$lyca5rihVQA<(g@ z+(?MkrOTWty&yro&`K)~%pG5s`R26Nyzjq5pJ4{{H6rEkYfKxTl_m+&2pg+p%LdJ0 zjxwyh-6Iy$(o|=DPX)McXJIl*YG&_mq=^D`?B#tjS$svbvduSmNEMALWBGGeB0kEa zD~kSk+KAly1V=vhK=|WkEIsvCrtrjVeI4!TT%tei8wjR3OA=zgVB}N`+21cQo-mVx z&I!d&3pGl1lm0S|v5R-;6nad=lV0-0vsu&2GT1(I5j`C~U8&z|0XKnfK*cK_t*=FT zJt4QN5v{TD({3~V=yc@#i&*_zDmbBg0wPmznjnOw=EQBVTXt+Fn?o7qO~L_5j(92= zAiFVGFy$e5zfqj3b?sy$ig?pF8U)dmX)Sd-20}0Yi8GuO$%lg)D&oh;aeJAQK zzmW_^e_&5McdS_N-kcyzQ5(tT%F3F;;CYa7z&j%10*&1sAh?GE0u~XI(`~Qu_l;Z! z8t`1}%}CcF`HMgMd_enuhLm=y-gZxRh|k<@o42ygl8ok7RBvsF`)v0vX58Dh%l|q2 zZvH*|HuU~~=+i%&1fM1VtUXy)weAP{5<993%dO!gm{j>k?vUlzx>U zDcq_1ODT1nVq|+M>Zbmgok&@P;}iF9R#L)hD4?i0k(Q6C>S?e_MrA*TN1HsCjn!0U zS1egSN}%bUa6oYKZVB`_{OrE2C1`Z`=6ovAL~C?fmVXY^A4gM3q@;N<2^f_!pz)_8c)QKx^9~P*z)DM}CDr9UIC&zVgj7BjKavn5U0-sT zy1q{=G8}{FR#P;{8C86FY^5h~`iJ2(=DwK`BCaRZgZR9K7AM(Z z07)ITE(Q9zrJZI-AFqhj%!^1cPS3uME;&iG>yfJ&q4YLO+zeUb^TN28p44rph z(1w0Nsk(uETqfA(wwOOxRzsNKVW8nu#&PBSYzO@-j%^vI9yp=ZrZ?0Bny1A79kd7k z9kipo{&&#ExB6$$hWvNXUTW#vS4a&3`NHx8 zyB150uQ`N-ED8?Wd5tLwax#6=_|PlYGRUdaXui0NS7po~EBI)EFg|G)ssDNbNST{k zQ*VbQD7H=RR{H$i9I@7g@si0&Afn<7%Hixc0UFJ~e}`k9Q!49vmdrR3NV z7Tx|*^T=YRDrtdA1U-=DPXI8c#vHIsbKt1&Osz8h(0wPWO@o}8DSlXIICyHg)}7gV zAmrqo;fM-eK$o$e{mPXgnAt zJJNHd(UX_+Z2EmTP_hSOJX>u9cg?S6;6Sc#--h!CZ#wqo!0@Th!AttJ#42NG<0s1v z!4R9{mt>hIvaBo7pM4pbN)W5^J~>y~a{M8YMHrsFfqTzUW_`MBELu_~vx!a0Rv;i+ zNZ7bG`w8j7iS3HsjdP`Mu6_zdaN5 zqOP6dEFJ4!Q+)LZJ|IUD)0(a*ai^%W_?s?tKN$CIs5iLu0g>T!)U2n7cORaQlp*kv zdKzHE0vlymtna&nm@LF`v3<7BL>r<&uqDT4_D8rv zZpr+j0elolbdMYm?+G!oa7)F!EzHkA;Ko4H$5c?3#=1ZG{B;oiuSGn)cFWG-E5Lzp zc+oDF^N$WI^pww;n`L;T+hkXor};7!Vx`F@7HiL*k{$SQSi|*JRQoJh=qqNX6B+7+ zipR&JBs)OK)X1`~%YWNX=_a^@{Uu)kUAFd{qow@#gpMeuQIT&Q#H^jk&g?>^iTmq9 zKUxCTy>DTa-?&FID*-Oz?_}*J>4m?lf~~)?o-dkKx^X5lBrc=_6YgUV7aTQVbWriT z@LX+>_T-LNCrBZjWdnm%+_+I7!tcp^(*{E`r(TZ}cyAg;lKJYJcrWABF=$DD~W|@Z#mZNR$&S(Q#1tONawMhU8!DQxP zqK1r>c+&YJFt5ogwRwx5b9VdSIcd-i{#4R2%hBT-FpS#%@SlPE)4u~Z&+Y#X+-5Pr zGn&l*8Muow!Fyu@LKAz1)Tz!G6GYXKnQfrxd(`7IUIzwHV726F1qnmyElkB9^?w)( zKNyni09f0WPD=ui0PA`m_y*s*&diK=H6}cgU_s%H&Ww-ne?3;rAP=iie5S#{Q~jEz zXq*CDP!b<@Nv702%EyB_twxVXpBEA5-5AR&9O}~$II?`q`d;9dMZt7;QW)V+)r5ke zfizuc9ZOi0rkdI3(TBmpR+F76CV>0#4)Y*9etFg8$A#)vaz?zu-X~%>&~uc+K#dQg z-e!W})1bB>2wg4Ybs>&+Q&P=j`9-Y1dPDc`=rE^mGTBFOUq6KqEk#a26sBXR=ql~ zu+(A(cl;<1J+FAWs3<5*v-*Qk=t4jGutC?ehL$;itfd7bL=BMuRp>1AvMd6=$u8qx zRu<LRlC9&vGkmr9Za|z(7?;CpCh+$_(1PtL^su=XzbB@QfO9gt29|#gOp3J+ZDKSd^4@}w zz57sC*e|NIZ2tSLERE=aaY4g%e4T9O;>qgn;L0O;i@`!RKMZl*aM6mR_=Ng?C z@GICo_q(i#4UalnX|Bcs;aw=WRksXhRjt(iIt;{W;3$W9eL{+@)w46^6Aar@wkzYSMhvAkN1yEhGiE4n#6zw5=1@8D70DU}RpA_8!o+S!_ zRqA+DeLu!}?-R~5#^g0sRq1WA~nNN zx{tLVlL@%x)rO&v=zDJErz>SDs%2Hf)v*MV(g&ipkHzRo!bNV7D&Dt+g zj#!S903Vw@1Kw(y5C^iM;xTZx28_;LEU~uPO~9{~P{}Nle2$necvA#(py84LAs?hv_;nN=uL+Kgx@Nll!obVnc@Wvyhh0oqY26Uv}kI&q4Mg1#Fw-w{A8B4P( zh4(|#rCQ3{A*1nndAMojjP!_E(#QAfcx)oWHxs1Yonye%hCQ$`Q<;qIMtCSqzT}JJ zdSq}!X{>0g&x&LBmkVM-6~7w*a$L%d6Wmg!g}+(dZHGYE*>Eie#jVqZe7mT41gv|a zTYZ%|kl3$EnU_|5U7jN%k<^C=X2Fg4``WV-YTU>1q(=BldC^|A%5E@*g(a*5%%ZEO zbnPpD{%od63Qz_(VV(m^{w2T_9hU>5XDi)Q0Nc_RgaXfqgL{E9GW=l<{jkB1Y{MD0QQ6w5{(5_Rm)O|mAqu^sJC~=HT6LS)Bbj3c3jSg^s9mIB zz~zK2HI$C6>g9LyweDsb1ySI4_p*Gv8i?6ZZ;IocBMG#Rh7z@iTlF)F3XDq;D(OoHPGVA_wg9#*~j%~f{@9HYqBS@hxVBenHr8Z!N5bL7bSbt zBW(MB;uSn6wq8De;c7IKmibH-*CoYO!u(CfPJ=A{*qv6dR!WfFoD(YCGW2B}(J9?8 z>zJi;@u@@*SxiJ_W2+=E8}a@2>_C_y#d$Uk?uhwlgRpZj2L!Mf`|Mb4j=kkM$%2@v ztiIu}bi~O~L1sD_T#ZfjYkb71B5lYR#zS#X*$GR4P7ECmBjrTjkp$rV1MJcctgfSg z?Vla0GRI<<42w4MFrBp5FUMdn%BR6J>L2?2&U1rQ6>2!VL0xDpO@TzLNx8(y2GfPaP*{pIwK}C9DFaY(YF6jc^dy)p8XyFgLz(C zH3B>nuz4~&MEH-rOB*g5TZs#mUef_ z5G@y*T6o;)=tS$!-WV`$7?RTBzzytg8nxY0L3E*cR)z87#*ERz)J9kTyO z2riEwJ&%w0bEjN0YT=A>p^XmNnE(1t`br5$b<(YbWkw{Wo?82MvEJmsBL4&U*Vzzt zA(ll8Cghl7O$90%WIjBm3$!Zx(A zd!k$?NRogYcKum44Bc&vW2HU?6QN$ZmDs4V8&USJlul-Ks$wOb4#uH{FFdl9?r9G0 zy8JoULJg)?JMpJSPb2NLJ?Gouob?0sp_LdS;@%crarADuXE^7T`yu-;SZe4aeMUKJ zOpSnv{y|bbAMGbrlMH7d}?}vtxO=&F88`784A@PwsMN^Gy}v+gOc^ZPrT&G0v4g zOpRgzFKjo!l}4`vkpp52P-^jznqEHS#Zhp;efU<(NYs?Klm>?ybegF4)kro+k50lc zYAgId9q~WRl#syx(-C7%$g8uQ8U8pQC>jnx%WPm-z#`WXeM6qhtFwfDF}ugpQ=L0! zeNmFjxgyVsd0@OHNy-&anaC0{ zIa_VtS?>c5L% z@s}-H%1|-$*Z9@d_hvHOQN%jaip}dHJjz!`Br~05=l(x@EqzF>NHHpiK2&<7mT6W6 zW&0;L1H@5K#Kg%Wn+K5+FY~8egaiv7m6XU$HdXWCMhg?do{R~I*8%W`DA%ZI zO-eJ+l=anw6gtXLo&`w4nLWR6UKwkfKHC?!#=7K5_4*m%reL?g9c2UBfT1`SalH3D zLjzQ$a%WM)Py(s5%kmV1HR>xw<4<)*^2W1DoZ@ZQ@gXc*qAr#sv zS8YW8xIR41ugdR2!48_ApTI;2VTCRGATXYa7rM;ZVLCIz7`#oUB0xmgZ$y|YSU;ml z694GT3}jNn^5go~P*fx6EH>N(%jI<04byuK*c=Gv2#dV5AP5{PAI_ullOT;yLw{c_ zX$)t4YA^Xk+JuZqED_cT=JiYMACTAkWERJ3GRdo9#FPFWgq?mQr}wKc!Gg!81uBCB zUBj7x*p_*0cwE{bU=KOIkJcLQF^F%MDu5i#;oF@AS9ie~GsOpkDku^|$ywcBSu|nN zo!@bSZvSSZ*_e^wK8NaVePw3es0AjqC%x}(tk#wp6$cl7<-w`WqAOMm)#9uhEFUhNTKt$ zAdUYelSA4AdO&YEaXr=#*wsWWiYA8QqxlUnzHCV_TN+Je5gX!|J%qtcrIXM&%^zT; zfvnIsbSsz;FBF%5DvQMU;gQ%9B_+Tw`6<#qU6U(p=DVfanzOR(jum3rRXXA|B>*H{ zE&7U_7=?>lV@3A3h%y`o2GkPrZ$`m>&>86t(788{bbLkTS*#}3*Q~1+N(NhHoJs(B zRPv-4#Byu1HH(gST#YzYYg+An6>pcC3fx~a8^_-lAoTb?FOO;YQ8oY`qu z($$V876=a{#quJm;&t3z<2f|{1?vtlbQQ7oQ-SEaGbOK))$)7XQ6!d07=BDruH~qo z79%P1)r!9`M^9f?M$K|a|2(dF9AYy6EUsIUHEiWjw{q&1`v$@X@k@#ll(yKo!*#(v z=1S&xY`S31MuNA>FED9yiZ?HH#sg$9g*mQihL@X9-2_gkE3vUZC28Z55hCF77bk*2 zp*vQwXeo5Hh$NFzf=1*DV+-iOn@EBFfj-m}Yd=ut8Bc@5G%AtU22M2PA-7vykfz^m zOvDq6RR?Kgl};r&H2aIk54FmZ5 zG6t~$Z~jWME~7~|%f}I{3{1RIQ(0e4=o7L7t8wWp@4N`ik6IgTss2RZ=-rb671gCa&QOAp+pSnP^b*NK^Ar44V@3{MGr9wOc$H03M zVpYL}1K}pWmD5QA6;L$r20wo#D`RJ^VO);T+{TQ&v6^knY=4YX;2tdCY{)DAP8W9e zrTe4o1cP66Oz61cWDdPLK0bMPJQ^WOHk&!~^0D`L%tIdyJj&MbK-0RF`|M;&FmX*c zEn&;MQNVTl(z6z>r4K{dv0vJorqaWYqCBznQfab6(fmt}dto;aq+l4Hhk%i^XJe>dFKh*weWqxDY9V_9GD zz7}gfLzT~w7pAbF4X`RIUjZC+^Lcby%Y{y19}oT(jRc?xt9zdZkS3mOkw5(j!%C7| zi{WZTCFWPIY&~sp_$$k^kahG)*8*6vCG#6Hyh?HX%jRwZmK6Y-`xa=E|HJ0~vsyn1 zY>;0A|A+s_%i=wZc>S=Ill;Cv8NKAd>^ev0n`#M{cEx$0Wvl0z#~K6a%b>(C=y?m2 zWEqR+vqiY3u6t9eh9f-U^Lmxd@)rK*5e7~0Th`0*USe|R^Uh9^macLZps-t5+z&vq zBxwJ9(KW2&x~84CxuL~>)+$aN>%w7T>F| zGzen-hjLY}Ik!fi=g1PO)vvvzS`a$u6$PRHqcf!?_z3&jhntxId@Cu2~i^ zlXI2AQ6r^{7F>{Pi!Wgk9@g32)2ZcA>DNp0*AmgBMH^v6KpS*?tDO<7dip7QVtMknOaBsY zUCO5xgO%IuH=5uU3E6DnC|Ug`Zz>A;HPyG^1x`N_L^GEUc+^e^XGZ?Qp1?|WO>xrL z^gE%sP{qdz4bYgl&lq~;vb;s{SEP%PMWfj1xYg_$wN+E-7mQIb$cqH9qUW97vIyKZ z*k%->U2>V<^-oQ(cltO1bLmkV%|&WNyD>pl76mNxf~pBcIoWNBCFgUcVC!+urO&Wp zbivTX9FQX*n_&I?O7BMnJ56*I?kiCh3Sy0#RiyBdk`}r~l(lA>xgdk@9%oVwpYv{p zmzc6?#~faCM=^><#!@tHDVOUg?d9qn%@C#6L>cOkHONJkO$r@ z(iDK4CcraGAn|Um4<{A;Rwcl{$CiKA>X!6&9s*K+&F*}Aa$utAcwWeU(Rip>dzN*4 z3}W%jeWt`bT6;NlJxP7VsdD@BW0Iw#Slji)IRf#z`TGlH-dVSV7>Lyq@Z5HaY}JYL z*0|kGzQ0PhD;f&s_=CNZJcoQnnL?vqz=O(V$f9<;?ic)4rN-t#yXAHNF3EO*zbS|d z!q<#2-V1VVktd{l;QnKpxl+LM*~o$9GWS^QsCdQ3)ihmnUP7!M&K*|)mhR4CHiQom zb`XY49-q=HX-L(BYLWFkO9}7dyDQ7&^uz;sveRbf>5}=LcS`w&j3oeaBRa_yKMj4P z!Dv4dY~+nx;d8+sKTd`|wnQ$u3!7MKN|Wu6x|`V7Kslyy4ZKJ;1Q4;++IqB%=duJV zBr}<5zSgH2CRhP#B&?R88oCC4^~pxlnSsQeWTm_DlwUmnfpQku(VhhwV5ktlyJk$^ zFpiM}A@QJ6$82Y-G6))A_)59;igFY|M@JiYyt^1Rv7g{G7n=%5awo|A#_{J@9;Cq( zRZ=`da9(rv98P+xe0U{j$YDf<{rz&6=s5@Vfwa**(w`F4%`N9j`7+PryoLR;GTn{i zty)yWHdvgl;!Xx67#*Khqmw^GL`OMqv30772I%-2strU~PmLw*4zNhr0)18{K6;?l^ZuUqDd((2lmWuaJ`H2aYeuBD(Di(}x7~QB9edKino(=@Wx{05833LqzysNO z4BUNT?J9lJ{v-4h$VOZF$U!0u3T%(~OE6Jbv6L1f8cWzqes;di@dzHTGMkr7fbJte zT;St{yX6&-$SJlrujEBr7uRp72y!h^{{P5&>!>QDw%Z#4>F(Y%N_WEsK|s0%>28p2 z5b2igMq0YNySux)JHA_=_nh}RQ)JoS;cZGtydx2BRzl+mM-M?5LL*fsrh1Vqq6S3_N?2J$OtReJquLqf z!i&2qsi1ecfYV5&7-qi|sXT0tYPw;&{KnTHqY{YXwVwcgodXaLgb-PG^2CJmX}d2e zG-|0Rlop!IFg@;!XiBDbIrHSvI+aIFS%h|$! z!n%KUyhA|c7v2tQHjM@kv3l!dM1FE;R!yV7Rm^lX^KvUY^gv2@`@jlEq;~F^VK{Qp zZs_s!0~m>kZ%zkL^z0DJ-EMDzaVEFcROatJ_3n+JS-PD(utu?eiXOZ1Vd+^IB$UoX z2pjV~q6@)<|E3zRqtMjDf+%NQ^UNQ9*S9b)3SU^{M69+aWJB|=eMTB9fE1x@-FzXI;{TeB z+ftzE{c>|lll3tme1^lP)z(FIC&u%iO9bg}(t`4t=YLJh*Q}L*fdA3z{|NZswKWys zuOCf8fqhFiJRn7H_}lTlj3+i;(*WW(w^*qf59pzKk0Xt>O2-D&%`%C*)0MCHJ_>?o z_B_2hZ=koX^u3JB*!+1WERWsfe$JOBPd_8ABkER&kcN5GjHWC9|W4uH1EV~Bg274qR zPzZRE-i->uE;AS(i-Y}`qsCfR_~KuF&0qv){~1T?*WN(L_q=70-VrjI9%3|5%lG&@ zO0l&*PuJaT=K-`B|GQ6vNz(=u?m6%NnCW&&&8EFs3m+Asu$_Ex-YsCJ!G&y7^>?Va z>i<;It%l_#D5g}<`^$V|epDw2XdhzS=!9+@6FMU=W|@gdBp~E%AV>)xedf<}UU65y zgN$&~3H0ONR%HR351%>PBPSW{Y6Z*Q0d==!uSS!pNJixtXkvqH4GAH;Y*C zG@yQP)BTcCDdVV{tx29Ih_CIGJ5F1u(|n zhG@p)po(%DaZ?9%9zsI{)#YQBjX>ZRrENoVKQ`_*)z@fEuj#!V)ZjXVx3ZB?go zakcc*#DGzxXQc%ib@2Gl2y^cjbY@F}#Gv$o=uctMHEEJWyWJIwoYn2eIITI^7^){sS6SKX?$@8##w z?2)fm=r=wwYHU(X?XYBOE~Do?*<7#-iD%0$tUe?0TPIi8KM)Gjp zaz{$@IKaAuJYgWz9I}H?4S(HzI{ihcxFJPd$nOmDmr`5CH%*LSb*I^QU?mu?E%<}d z&|W&u=%+KqNmi}u`Sn2PBNmy6zXc{{L(v>M5Ub1A-W8V;wh-hFz7o`o@~ogP1-J4$ zIT4R&7B2*r`FIHe(I-LdF-`i(_tIz~*ty5=Igq%>nCX+X4uUeHY?Xg=5_0_bGFQ}u z3RZqMq;pO~E%6C_nYjX-CK}?9yCP9gRYE!oaJV9po5oZyql^Ms;uY~#FQic#)itIboz`MX#(O~(wN6C)rb(-brN&m=B>$F z2=avwxR!hsH+e5$_Rl(taswR2$Tt2T>nz}lf0_bpIRDA0t~cKo(u`jjyvkh`+;6qE z=IiXB@Kmuh&I5@dJifE-A8spYAA;4N8A0 zMK>w&26_9ty*am9t$lf9vE(Va^L%RBVasT0^4LAKiK7^Eb>wlI3LTo=uoyDHtwl%5 zQT*}}$wky!$lmh3X`xR2v!OiX3jN6qO+{xy88)3Zh^eL*u7CK=>bA?JzcJqS=h(%qR!r4A+Cu6Y0d8oQE*R6aq~=&i1k`Gk6C8 zyCLmBg^2_y&B=n2{3!^WCT6wSL57Dqg{DuXchkjGxVXTwCnI!9r-zfx$oGIRik)`S zMGZM~Gmo+VbSyWS;ITMAF?+m2%AxpSQhRhY65XZgispf3vTuuiDF77op$0HQZ`w#_ z+8iq9k=PpGGXIi1Tx|H_$(T~V>ku6rXhk=|66hd3J*HI*d#8_2s7V+|?xSs{2Cr=( z4wx4D z(f>;DLw8Y(h2TE1)F++jK3tfZ@2q8rjeAeJYe8=}LIDVWmB3vb?axUayd+|sGBW<8k z`3E9{HksJ#{X$=6-q(Di1~Zd<-< zFSHxE^3EY@x%ll5P&1w0S!Cu%JqnsXE)_J~E$@2i^>(hmM~bFZlF>g1FVp058R@)od_Y@L;+2@E77O52bwn|drHvY zk9Ds45U-R2xl;|3CF;~Y_b76_hS;{UldeBPLw1Z>V#NwiK0_q8+56*%64?3bzbLvs zEc+3gtBi$FQmHi&vB4o;++n&ffjlRYJCbM3cC7YuHr&ru%<>kp=FJf+XSs5`d%7Z` z0Qbiv)8MuSl3n)UVt(Z(!e`iq^Ph<;&tjG>s*0i1$|UZ$TX$2dl@=$D-+p6P`O{x2 z{o-D;U>oPbTtRqHJ5J0gH2~f5IM%UrXW3IMMa-GkW@!m-ICR6mTeBvaH~&V z4SaS}I=5dK2Uj9*_|>faEe0?SnW$(vTti1B6qogwuFP|c2xJ<}iPVhjvfJY=!;nPuoy25I0PV*jGX>PccC#K01h*Fq3WC{& z#v_X%9BlzQNt*x#3+@Go1 zNJ|?yR^gT=6-0&+nBt}=0d}IDlbsXk%(Za*{W+ip2nw*0HsLj5UmD{5iv|z=^JUb% z0UE;pM1xHlfzMIJ{@baXE_62sY=a*D_@GSzvOcvV`&J*OqNBatot5%x?Ij_fv%YiY^KSZq$Du3_aAAwL| z#Z?WcxAXo=DyN{B2zyq&K&ofBAbsMfMTa^d>K#u(IS~#mO!A!w_JI}1tAv=PX?2oQ zs7C$|I^ipZFL0i0YtdY*XElzU>%-Sj^2=7xJV~vvR<^EvOqd(4u>en)fW;;Xd^ADF3t0L!_6Ldh8unU(|}9D z_0nNj?OKOGh4B>yB}b-ZcFo{ ztS8etesRN+=BANU(3$Wfyu*Ok^ps#L9twASI>yRCP!0aR8piSUgVl8g2I*(=oW(pL zWMz{<(@9dkrP~SF7t6+gWw}f3;%#9O2d5vlf4&i3wkr&Cl*;MmT~Nde^;vF>b1dQL zU5RH)3Z8#TSGKNdVi;L|!4sY5`hi%|^5cEBKMMg&1`K3Bn@Qc!7r@kdOEd=Go#mdB ziLLRzW;0*D$+{?86^jB|jPY}HiUfKU%VDPjMuL3}i80@W@GJzggdJCzMnIkCYlYn= z7N9oc(&4f|rB(b=QALRdNj@+ws-|VH81J1-S3V>icIWpycqcTUT)k9(u^(A@Kr|uA zu{R<4c(?YT_Y|~G2#{t&xd4L)VR{_0@zIH9P`!aER@N7hU1)Bb@0ihE@eVP+@}z-) zm-lnvpQL_#dQI^Q^XF}o>{R&MJ^no&|A8x=ml+)fK&ks9V5tPg(NFU5zTXHOiu8Uq zn3mf#oM+5G-^jjuD?^P(^}LSRDP9v)i1-Hig2#yQDwa&s|7{lC1tapG5BvH5uj2uf zh&$Nd|3}9I{I2gQ$GJd=0<~8}VlC8EMxR?U)?OpnYyG?Yz|E!?3ooloYZ`)Y4Pyyq zUOUA*3uCTM4{2*JX?8F1YXXZ(8GvA zC1<##d3mgrF$a$&GcP#BEJ(+p^1v{`VN|XX+7U{9IHj6LTW$ww{YS)-&8;B;8j-2- z`0o`pZFS^6K(R{5`{W-uhSm03zbK1U-k%OYh3pOOhZab(+K{t06co5NL1_SS`8J7i zz^Y775hWp58>|$D$XobXeQPY${>B^)8-3(K5ARoKo~ofp$Zt0Q905eO!~ChB`$c3M zEahtTK)m*I{1Mi=)Y?jr8qwOzwz#UN!)hzAIS0y0pBA;6wqWYu~@0|*vDiB69LH}bBlqnuPOnGtdqUPYRF|P9&NvQ+iwRLl zY3^(o*5DD-@9pFm2YFpv^7tmz-ilK>t4D-OH^fM4Inm& zz^~2C)(ak3!y36#t`MGrRN31!B~v45YwGa}sam$ap_dGxTy_bVE9d}^Q3^1_>ZF+p zjzpt0^{tmL8Ul=dSt$c{UY0>@<88rIn!uFOB;ly6jl?_Jxm}Rf?QX?+$(Jp`apRJ4 z3>aq)O=Y|~Xed>@-{!CbM*C|_I(J9ZL7YK;d!v zAAp1rv9{{CBlA|JQ2k0q$i{lUp9~zui>Cf7cRsnLL1A z&jWX)?z{>;ZrL&zbnZKG2kp=4-@Kn+&kPFV6BfU9uRYGz4bp%gf-iU6+cdeGo_WSR ztslbI?vdT|_H>fJ;kzh7*SIl7UjY}!HYV>E=Qo=L`;(!;3PS5b01L4_z!*f0hM@MG zJUfcvTUt=|Ef165;da+3PfxCeSz>a(hea{k8hbn>C$`e?YYaZMAx7wz8wf~uW*|V$ z)I_%c&tRIbyNegys!AwcJhCuqMmLZu9PU@38e5RjI{^LojO6eQajlADwIm}n4(pfm zE|1qt4UIi4%GZQLaiU7Z;D;3JD{&X-USDHVoOb(lmyr50|buJYT4rW}bj4eLbc1$-Xt}n0T2k=OX zG??jEw=5tq48ZsBAOQzeJfiK`^z7lf6lk~F0sh#k;T~z%v-}NXZr0emsvWzR+*h0P zE`z%8-{G?9+kH#6p6g6lE~sh2PMo~(FL;NKak1{;);K2r9Rnqf0IMx3ltT`f4l2yx z_gc%&vOX9zx3?-*Kvf0M8w-?i{u_~A?6JXLuiRrh;z}_!mq7D+V-EXqnS^?8VrG2E z0A}=qX2V!-D{C)WPxa#)U4e)R_7A|!QnU58rfea3zwI2cO}BAR;LJ5%_e}qjFY1nT zviHM~4x^?`)Gdu%I{hAt{f?B2>DwSz>sK!iV{gjwvX1wyqe7s*?^a;=f0HDXM_>W` zzdWrCV0!wbwDiAPMLjvj{zYt=ddR^^tzhq*B(I%%{1HsnkKZj7=dQ2!7hC^4HqqM| z^l!Hnk#YHgH-$TQUT1fMQaZP+C1WjR9`DC?-d@k%w7q_OVU%-!oI2Oa(HI)izP+^D z3g;S@4bm%U9IFSft@`8dpLyK54=q`HdoS1n4`f|Dlz3Us9bUPg6wIz$+UIzG1A&`R zQG(*ZLpQlC@>*!;JmFu-g_8Qup%PtkPfDJw;ckO=9ibmdZ=*x%mV7y{+=`Edqf2_E zJvIk+n+i14#Im^AaE}@c(}ubR$@}|z8mXAF!iCf75_HUbP!+VGS{OGl((|%7D10dy zErwtTrwauFl@1v@NyvKpM$r5wLJ}TV9#|fILS|*pJoqDT4H{6W$58d?pHXXeEa1Ke zScn-iE~6gvAzbX@@d{O~C@<|RFAM9cJs|5We^Gv^|Ka^$7Y2B5+d0Pjpxxf*Kt@Ms z@M0FRR3&T$QE_Of1p{c9N_=qW{HooooPfM+XU$(0@Ix-c=cJZFt+7=U*BR6~^WMG> z-5aI@@^vGt{YM9r=1j2UKC8u&J$#DvKd;&=#2Z$!(;pXlncP8wU4H}PG{rmIxltyy z6cTOdu%t(1A$g4k7dsV%>$3Ub9jl7?Ea`-MEiA01DWuqCdJ44K7hkX zVN?)PqL6!WwcuM-nF@G7TLnOFnNok2t0-2zp}6j+0>|of>pVRmT~~24CBoXyiIM+w zLekq*l`)EzEDX8cs-bPTW%D9mJ~U|#FeSjN$n{+nZ7Q%ucF-o>OB8AY#;bT>@<(2P zbd|>owL)rpD%$MI<)BAXmk=kkXGiC;zFUGdDr6Gv0V1hfI}hNB{VRB5Y^P3i{?OR-b=gHPb|vK?R0!`)@vQzV7Y z>tGJ)zn74+ZBR2;y1&zXnR{4ZuKY;J*h-=`or#G(URA4qA7T zn`fTMrL-YDUY~h1dUsF&``pCaivqtdSUKHwrD||0{gz$B&3~x&`P>H-Z_pPJzoh-V zc^RG1T)pgZHL{az&}TW&3nS%)a;nZ3S!Bj1`yLd()Vm$eyu()~{ke>}sB^q&`4^@3b`o?2fKd)^h5b?~waJ#g zZD0E*XvWuXP2RDn>--C!^*2aOK96Z!nwPg*k`OG zT*;$b)kFal-VGjHz!^)mt{(DQj<@gx^@rhnQsi)jjRI^}dq)5i@L zl)Y-%uj?C)>O0WE)J3MykSky{LUeaU`adiHuMslFji1nNTu@r0eHWI}syW}rg?D5= zCb&3Fjzu@h$L6ksYj9=aJz0Fb*o`xpriQt{kQeJKT~)$Kd^{z<5T<97O*JQ3pDRjP ztbMf24$gp1D?3bpex2%S))%S0>W3Hj87XE5!<)c-(KbmsBt1@^Ah}`U8dpJ{39+TU zp7!0Bc*AXfbpqDPIl>>#>n|eh42YiA)<;-|_49mXb&`!l4=$ZOr=wqboqNdgzLW8$ zpQ^BdzkU_jwjxTfBHkJn(_;EnUYK{90Ip&{u&`5lr#&{psQS@#q_I`FgOd{NVT{k> zrkW&iKZ$Jy6Nc5XJbz~8;rBp&22z4 zxPnN(3msXD0SI?Ht$d4r35qh_->e%q9u3Efyl|B@Wmab_k4ck!w45N*j$*xc=yWO; z_EH<{&euCGVZF~`UCOG?Il9=Q0jB!5D8t_#`t0^_+vCZsf+5dEHp3MPJ0+*G}LLMS5Llz8LMRBz|nMIa{^c?w`240>54DsNCnF z&xwIOw$Wx!dlfN9Pa|N#D!7S2lkDBoQ0tNQD%CiHHNFE&*Zk^sR&F{kR16ljW*@ia zN=s-0rwp6{OO<&{IV3ld2Al&Xkz;&NBwkP;RBKL{m$W~!=d24K8KFarAbAKS{*$f? z;ws+)(kCO`x$28+!Q=jP51E18c;_RE%>{FsW;}G6z&QjwpdWXPS3~Rkc-^xDqwRR-e%VW^v{DQ0W@L3 z7!X=$G=r3o$Ku0Pi}cIVDL(BY3;UQxxIr`gl$P|qAzY!X7O$_{FyOeG_$B8{#Q2A4 z+YcoKeL-8*BauP+g%OxhLM9;B^&o=QN z$PeKh=rgE?nJGX7aE?|6Z&Gb^9ha7d1;%8I#YYf|xl4Y)2Kk32l29I`<$6|dh%P%@ z1eJULmL^x?v2(-Mwv)#%Uc-bgFHcFh0Od^+DvfRY0THK)4UOm{kj-R!Qxr;c?4G{* z!6~12m8n%MOf5U{KH(%x3gO*IgN?MD_jSy6k!0EJu(nkC0@5`fP!(=e!2z_qaFNhp z{=OAk;4n@_$_6e!_AtD20(%*btY1b`wgI2An8s1+fJ3RtYel5zaJ<3B@nwp2byFsyoKjy8+^IUClvDf}|0d+9oZUw-Kzy}Xi0O;jE6jh4puKB+=AwUQG zPyV~z)hDCaL{?CKG~?OLbw(=V>*{sBx900Us&|{ES8uqNsqwd(0Oi9ffPh74z};-J^(dRv$&A>)9}@a=*G8 z+vM5T51T#m$fE&^m3ONW_kDd&RDS^Ocj8pQNudcTus|c{6vVCz(?K1fLAb}G(Jws= zr=Faa>?Nx{bb~P-;UbkO1*&X!XypU9n~{doEGEG$rvt!spo;=LnoA_20*8a^$r6AS zcx1KoS&?uXBAq%WdPGh9!X1&Ix&zE7nq@J7SNTPPuHq}klpCagapoC?`uRkzQ+Co7 z1_#U}dW5K_)FfAmTUe)-qg;?ARW<~&f8xzXUz#Mke4+!E%n8B;dUvBwj%?Vb_Hz=GbFS-AIeI=h&g zmbApc0-FRG7!W}p*iuRYntEtbpHo<7nPzoyIF<-EJYuNTRL$XBDEW{diBU_s`FJ5D zTjYmLg5iO~J099?-&>TDw(Vb%w|=5#Y~yuQhj+WsDfbWKvBA^K)6rrfvI5!0SnB_k)jI=;;(;%qfPeSm zp;kxm7Ye2bxzb6nN;+>CY_UMN3{!g8@`oCo6`u05>b>UJ0OND(M1%d_`Cj|pNty7& zr9H=N%zUU3*6rC^B^ANlNf(kj1~O$12q*%Azph((9WyE$5wZcW_X`G;-?=lqK=Y!> z20{W{e+;&IS1-G3{NhPuC#6{WKHbR`J1?g+@as+B$NC1cq~HJACkZ>r-F_8bNanbS zl74oKhYaNp#JDle7*_k;83yB8@WJYEqXs{Omqh7GOM)>TO06{aEy$G9evIKA=NzJ= zP@`qW(V_qM27y^9B~-gw1>)tB!Rp3nA?{lBJ@8A?yAH;DL>y}OCg{dtnc#5Kg<5j$ znuY|0e~>#OaIJ|n+lBnui*!BA^=ZlWfIq1vBSIvXWg_U;k5_>9&ZaiGd+o#% z*hYP#zu$a~L{MwwVbYwH71Z7KPI3lmS>MOiNEdK#i3@*LE~JeIT;QuFnK??U;Bawj zBou{{{lLAenRDq(U#oa8Pdux_JdD1pb`-KKH<3={XxqIbkQv_b38kFa; z_1r1J=4v_YYo&2!Of>4E$!O|F=T+ByPnZ2roo8~A^1IDT-<1KTjR^-{d34EB{|> z-T%0Oz5`~}R|y~){~w4kz@!g?<~>`dcS||Hn$h;;ChS*Ec$@|?$r@@g8EO-2TFmLn+p8X}Vf+ldhJNhnTD8c*81bsb1L-jVYdpBoxL+C%g8R}J2e zY^>*7AP70AN#$Mz+7*2oT`9>3{*_AaL3Y=!)x>aZ(uTlkZ@P@;!AN0T%nw80Y0;$>7UDqF^@US1lw&+jD2p@d-RDe zHB@cyXl*@0<6Mml2@b5Zs+$C*JXmJurP25Oh8d1f8PDw6u-o0yF`-Cq=jw~SqF-dO z9Zs~jA{;&D8(|D=uh(bpgFavylyXJpl9l7Y%^x3}pb-u`7%MY8vY2ju!~A-K`4b;} zgXLq*HAnkVt$)6kRVoV(9C*9&I3H=`nJ6Tu1;=4#K9EIiN*v$e`}E6^Sf?#R%!VRt z7^aGp73ugHWj?@rQ(TbVbSW`+R$ed77v0%@PGmpb^*M@ERQn*R3V;(P6p#*b7D43J zzBgfSwI!dTxR`lRua4sB6Kkek@&~P(vIejqumyNp&Y7zj3*jj_ylV@cLb|qJdJMHU zZ$8J1ihNT$WC`6m_D&;f7K*3=^Wl>_x3>T8VCEUgMF?rk(Hxb5d$$tdQvLDLMpzR6 z;-mCpprqHBF3jryTa-|KYcGuMEuG|PhsiA`H&lbAAJ-^zrQ0gB1gG*qDO=Pph{vmp zH_Ms~!p?1%AYJ&hXSi>UqYdHEkHJ6}hO|kaAYoJ5L>O$3GV3TOO9@_+$Ddg}xeZ>M z)et5h%0Wi8e4;ledoWeXtk4~mrU%R;p*DaoWi0WrW-JdL%JMJcre}P=DK3;X2^s>t zsAj`Z-fNzBaX_x8*aHaI)bWBL2f^=mSQ&w^0t1uB2I3H%&Vyu%r`L8rdTO-+oZ&Y{ z8o)JVv#Jdczc2CrB-32{Qw}=*DF@9r|C<|rf&0t;rU(3}|Fvu$19Bz=wz*Qlr*(l| zQ%EBLUd=V4!?Z&vk#~}rZ6~*=-ALCOgFZQP@qM*ZumvZRg9=9~^)>>QkKTZb*x@qsgsq;H=RL2iu%Rbx@yy=@~vk9xte zkqR`Md#|aFQUXzODl1GRYcEdrIDz3--jxU?+{g+MlulXPH~WIle!)egYk^xY?zwP+ zHl7&A+ro%&uOMM8c|N8^%W^*+R1>0TYIX>&O~-WF+QC$5IJsYmp`&uO@Y4JEXeOC# zf2$|&hbQA^gK3R3#MD&29Sh4AvAF722COP;Tr2TlS)53Zs{jax#t9DEZdzsF93Z7U zi@)C?&b2$qsh4PS7pT2K{{Y`eD$$h7yp%f`%obwGx|L7J7s_Yr+y`eD`c>HdiWy^H z9Ka9*5_l!MUtQHw$bhwBTx_9v*w>9`w6Yb%EkT+jcXN%$SYg2$U^QAGOLDsIe$QHY zxUk6H`u$mV^fS<}2^2uPr?aT=s_f_7K?w&1Wt}P_SQ_u+xEhzw9EpDAV94}fPGL8X z*i!{GGeF-(TuigUu+!11=wyu$0icveFuNT;2Ta+Z(pVf}XqDa4)7_$kdTaBMy+4ki z8mIHyqp*$F_zkW1^&3gHWo6VyG3syeeD!9&P8~Mb%_>*xC(66zT-kGPZNG-fMIVej zas&UGKo6Bxhzlyd)o#}@md4ocCiGT5PBuvUP1~GQcd*EA8!%}`0UU9RJ>9aBAFW_hYMP{RY5zJ*k;n9JU`7-9x&OVgT?BisF_%;KKhH;O_n% zg^>SO2{?E4H3IG$LVxcapxHlSKo$p+%t!EwdL8wlE60l+wvd-^0rT#y>aKMxneuCr zn#|bAQk(cJ+!s>#3PRFzgw7*>xb-1k(&i&nW8(6PCo6D8Nju`R3`PmGk0=_#cRZe9 z3>fe4e$HK_IAj$YaGk~#<&-%S!wzewt##h_uA@9-12O9AXDusi`i=Q?CXKXLslYJT zP*t_XCaumICv+kQy&-fUTwD(+$Ew7B6wp+lURW}ObmB;jNXb#cz)#9By7dcmQLf^m z?_&l$Y0vz^7BE_80B3ubbAROKSG7%B^SJ;J=RVz>&>rT#12)l!Ap^X`Y0x>gA7JPZVAvZ7e?0)0{D8gueI%JB;TG6r#mxU}gM zK4PT204}oZ9vN=tcwU@_XRJSYP7LR{Kv9>NAla;nSgPb;w+rhDiMJnx%86LfVcM`u z2OV^!^-!-ZWMJ8>!eKsvZcMLV=sBr*TTf5feaM;b za{Q>_!n7(tJbY&sz9E6fiGLK0Gx(~N(Gs-pR8tL|9)dysMmDE-uriZwLjFNlljLN@jW zWk8FY|1+^yu<1)}M38w5YQg!_jcTD9*D+X?9`myNLhD49vkylArMU z$t@m0Mvpi*MrIxYD%Pj?Il;UkDaoUX#Kt{vzy0tBC_vKR$@^XGI!&BarHt3Rpnr=N z9IM@Ikiw#{`^e+Gg+8cmthsHVez44rrPWp5tjb#D@EzH~pmdqR?rT;Wu0MnY*C(>C z=~3@KkaslX!w*gA$feCkB=@IYE;B@yX_G(p@&GaA`m3@;)_r>cX$S&8sEWK$sKj1+ zc{%=;(eQDx%H@_w8X(N-AmGDj1T<(Xhzepan)q4{rb{X$CWafI^&@0jTk;(;&w>>Q zuRcEq)#>rvq5?4^%>BF5ix&>=%W!ri2P4xQ1qvLCmC)=ifN!yQ*d>oN(#>&-?sGfa zKzqdQw4~Vy7#ZJK;=j9|a{$~JCiIseZE^&S8;TKMIjaf#va@#8KI87@9cbR*wlpKT zOm9AM=RL1eab3C0GL#L#5k|HF+XH;4m=Ow^0zRiYfw$0ZDTMAop@i#&Ebth^ zW-nJr7j4OOO!GH#9v;g4T+{Bh`gC8o%vcodBSX8IxBp3rl)>lKf2XoVlpSL~Qr2hk zB-ni*-WEr&sbccyc=MNTzMdnn|+b(S~1fgp_ zNj1Q4#trr4+p0!xi;G7=Qlm>4%~-`QS3+flV;dB;Sb%)f9?H2m60w9%kUM81*h;Gst#@yQFcSbHVE8!$6<3RX9U-Hxy*-Xu? zYI+ME-GCc<4$_$WhzZGepH-8%ov&?>GCE+9;&|)hq*=O!6sZMVB4esxf!~6q69J4a z;TDH;nYfh6*M^p(J1Sn4qRmZmDH6P$rF}x}WjMJU2)!odf^u&L7ctrBl9LWA#b4$pM8HK?9n&+m7dHkE0z z9Tz^G9ah7WWtXk%!7t$5*`XeF=wl$PVt1#9-R{uHlpC zbBmuI20G7*yzCQsesg|KuNcnd<9@#bjxh{E4<%O~YQ<=x)K9-!la^Cya>GbuzENTB zqqem^Ps=@G?yvp%4`I;q!-;$OPuKtztv!9wWc*SoW{k#xj4WUm^$tMkB^j*Zf^>)U zbdf15?vz(zU3VZ*mJF{j{#zE8+TimT;`h<3EaxN`GX(5ztCJa z<@@*YX9t1Kmgh$sFRzEVu^ag7_Wig5hE2~;tMvj<+z`ON>jd*-}MD7IY`Z|NT?D{Gz6fzt-5}}%o>xgVqaHLXykb>XL z6BA5*FC_|P^Q+t@zz|>Z%4DTr`u)L+nWXHO*Bf`m92qO35d8)fD=!nc5vZ#iYcx|? zV;sgU%=@x+@i+}Y6#zgcdyXHWh^^{2Ga1UO9x|{rYT-@e(34NjMNDFizCcjcr2oj8 zGysM?t=LXMzj+3eRWj$kgw{5$mAIsJK`bSny9GCvf~#?vX>X1XUbt1yr{DW42q)Qp zg!USNg!{c%e)5qofsjd`{mnF0pi@fp!U34BP6d2!O&$MM+W&|DqDraCf_6{ycBA|aJRMs@jEi{CN<)mp5igvFzRv6)z zzfzUO+hYqsA*#O_EsKnWD#P^OTI-q7KX?@4FK_Hk2QCdHnEQ#C{ACOiOjiVo^G@hy zB=T^cqgyD3l9sgU5S@`sLzDu3&7%c8cH!oBc%1z(BHDqgGBaFdu#LQ#p(81GOAA#9*>)yznsh^j;F-y+{OUdr(&j`0plE@$D+ zE@6}UhAJ9bh6543{RTwo0AlRL-zDvJMY-3wv;G^gTtrJF#(D_0G41uM-0_5}SHAtF z7Xudj{;#Yt26XN$6|gy#11=)!if5}E=paAH~hc>&BM-sm53&IhWe1Y0L2!n z>R+0Vg-=>AncRan&fPc+&70oe=9Vh50heV+R_LL$>W-mb6WLH64Z>0eQ+z*}i@x@= zWkkvgaWKSRBC>B0t(MEgRP=?mEGC}so4Rut@!+Z~t>ZFOPn zp=0iGMZUm0V5Zm!Kpx;@8+@>qW$T-uGw$ZAk>5KuGhd$066~{5KUDvUGdhlwS~()~TpzuNsX#<&zUf#V z^RVguZNOfz&}~jUWJMVX=qQG(0nn&ep&bWErW&=w8ROwH5+YTkF@a(gM<@ ztDEH+&(a8c3_cNUl0U*`Rp-kGsNN>SPTEnoCKDmSsT2pkaok^1ko_+WAglv69~phD z;d<29d2NsJgmns*_K3Z7^&wwS629v}u3#R)Q(IMBsaYT-yZx9>z;5j}$XSkRi01sj z;6sw(y-l=XiTUQ||jG2`n<%YQJIq9LUaMw!+H> z&*aVCLAw!$x3osKUvd81a=ZU+xnMZpLnLsHu*nbho>pA1THSjs( zxyXbhEdB}U8atCyy!Qv8aHu)KHruI$?=1BX8)EAPqt8!ppZ+(-{u7 zKd9IX`k826`f3E>vo#u^?URH}Fq0@I21m9NY^A@IwUB9Y)d#nAnf?S6?8SPS1t z>lFP5HncFT+eJC=&7jVlI61qzZk;c1;p-~GhCGLZyWYzlQ=*wud^jVY6aBb_Auubd z+?+k=`C(gJlUwy!A?h>MV%=vUXzG5gJ$~k)#)Fq%#ej2+Or0pJU~dzK7G+*8<_3?Kp&l^VfqZeU_`5N$VFNjs zm&f15^+i8!F6Z@C{ND4);KDVse1Z9;}6gTE;t zf2>Rw`8r24y+eX_`Oxi<7JEaiV&G_*_s=+3EpdX#6&>tvr5!Hnv$72tmA*emz;S4F zkS@g3XClk^F{rUM2=nop;<(-f?LD}tsrFfI-7J4fq^~kb`Scs^Cw@y*79qzZ0AJ$c zg)Eg&oe(rwy9gb*4^w0w<*4sJRFR`f8F4+8(N11gixPVBBd1#bPiwE~GJ6EE(f!WD zMY@G}yinUunk%E2d5rV{-b#feRg|81aHFXZ|0ip8>e@6oZr{dntCh(*8U32w-eF!^ zJiNGOoD!f%eV?l-Atz=D_qiXvlv87 zez0&0ovjwYy@~gw82S+&_>*kG!jk8(;rOgn4RO}~G-s^lvhSn@9 z>O7QN{~rcmEiQF0Iqb!S9pFPwWAq`p$o-;f-2Dstr6U4oxnER;1k}R~r2zAnzlO*p zaJNh9BtpbY12sm$uwe)K8@lr_sI4zTo$1-Sy_^i_Qu}zz%1&kd6vXo0-ZwVSUE+gu z-xsvF>T{=hmYDKNH=u{u>1RTaS4FevHKt4OelO;}7lPs8Tx}-FWP&%)Hv=I;PdS_8 zG*;kp*Ujkm?$H@A_kj*R%>6eA;CjfPA%q)n7oYCIAZ(JUkVWf}HwgDQ8{fYz){z3# zWd0TiQ8l(piyyHlrgBl#12J8|1NFRi@8t+VddSzRw6I6~9w%~fGV)~9=OV}ZXv0oP z+<*Ex6LBxta!!m0SU?@u)5{R61k#y0dqc_>lx|Pjt?J23b# zI&EaJwbuN9biH$QU18S;*d}Sv*hXWkv2N1XYOKaK8s6A$Y}-v^+qR9yHs#nSolXdrbp1ptC-cP^cJrZ2c@W%Qn+A@S6^Q(>nStIyOmMbS`pm+#FW1LZq zM5SoIQ&nRPm%Za0p!`fs$VEtxinxZ|O*G$FWjhc}Y%CNVj4^ST$842j6)J^#@&fkE ztR&#HP^SInbPmmfV^YFLTthyPL_+>jm+#lDsNoxYbY_|Jh5P{<0+oeCPRz6=3vb1Mtag{HTW3FIi&y+5M){er; zw?pzCS2*>1!&QH;z*3tvh$scRgr4{qBtA?u)%tL3xAb*4!^bkvWm3pnT-HTW2$4*- zT9oF-l`=B`V*YtWkmY8O`;3 z)q3M^ZPD&O3|rGT4B1inp#!NuzJ{T$)R~j)$g$X>JoO4te&2Fv3kWw5lA@&)@kmwX z>n`SphH4Wygf1o|i<4xz)6eKc23``TUANW_#>BLkCU*97cfd4!ba zWvp9&sJGyrm|4L3Jq&3T+CU4^=G4Q!Q+`q`&4WRrcpu!w-~#kcO+VmPb+%=9o3MTILWH}~x`c9fGGRwZs7$WE%nck5hGL_8 z-=fD9Fsd+T4>VV`V!OuKM&YX=UZil7PE-Rq3?vyZqcKWgIKagvlzrL%h7hT)nw>Bl zQ{aue(K{=efPYKH9efzPFR#EQb%&vq+pK#4pC>?V)Zl9eo$Yto6GAoemCqreI6K8@rvYO%_vIZ zeE%|{mA*i>pik7@LN$4r1eZ=MMpi1-H8`o;q{y`f_RsFg7Fygi3?Q%>iB`a-x^92S zq5z)Q6XJDiA?cDL*NC8PFzpmZa6_aFOiYdqosn!>-|F@}4umRsxdYmHP{+$7R!=nZ$3HmJU-93F76l+S)=>cztL$P#n8=xf64$E|T4M4y z_}dd}n&6-ui#mR5q0LZ+Am=ki1XPat<7L`P*+SJe%?+JIwxui{#3wl=baVPO$OcrS z5-j-dnD7O@?45$xRrQI0`* zvy}R-3g4}8=O9&H%Brz@E?0Em)b|%@iR@>*!#AkreUZjE_#mm;IdkpnVk4$xg54GQHP?bUTWr+4+W0vP#@G7=C#t>^&T9|9VZzI{#wd9=h;YvB~ zuwfa%I_DNZ_Q~_V#j*_qu>OGwsiXNiT+TIaB&kcAkRO^NcuzIS~pBxX4=!sB=n$J#nvjhnj8_e=SerdGYm$JLO6d(n?Osp$)Nqr=*>LR!A8m6kzGnYQh`AGem=1qtee)(_IbtKU7eOmtBx#cf~|k5Z5*j5WGX} zp2wa?yk4rWP?%P4&xYg!@&&X6C;z%rVK2$U8C7xkE5*tr$0)Bp>TB^V#XE}CAiT1K ztAvQ185M-(S4YNCO?o54-Pi(WnjWyS5ZU{%WtYH1M?d%Y$Qz!ydX?ocq(NK$6Hvi; zp^VOn`B|AT4m_k9H>OHZe5OYk~$`Q)uh9`(YuW6Egr zvav(%=Wt||XMk~_$OYaqmU+P}_giJQbNyaNyNMncR!&Sh1`$fjPw-7PxwP8Vi>Aad z+~z~+_l?sDdG+?@4*Hm*FF%?i(1EHaNNCT?8TGVkpc1+WMvTS)sCo&u0&{OIx>w@`xyOU2$Oet0a)6CNq_9$g!=WXSOZ>k zkjjD1m)u;7^Svn5-eLy6J$fnrCT(hq)nN)jeIFUWF+9;$>;?;aNk;r54K}?5!Hy9q z9)1+FxTxoK-00Y)@CcE#z7USOGZ+i9-gY~Il&q$3OmXNasY?pWuos|%7lzP*J)`m> zwY{)k)a@3Vm=ri|az_QVQXXnoppN&~&X|(<$@zcZ1ZXMXB=IP6MRi*+b!My1H7kr; zcJ&!>$$$_@<~SYH>38|Y7b14CjEsn9F&k|yZc8dlQ+6|Wk-s{KbPY` z04?V-s|m-ryYSLCj1lRfbNBWy1_1nzfZiHL=sY3308RkR(Wq>U`RUKcC_4b~_1*bh z24GA3|3&?${(~)v0~5{vp#IoJ<5?@3nDa}HR?&d2~mV5cNRqS))r3w_38#;G^%5;9v+1+^~+HTN4?m$%LH3#r~csmVSjKoFmC|1T8Bna z9~b3S@hv#wA&X#Y!!*(L);Zh2rS7J6v_nY&g}D`l^En#c_as3GeJ7PNH>oB!aD!!ie$E_m4=WY!gp)csqw{d zzHgvbGNS&+%ecE@9GV2n&tcV2&256SnSuw>B5`J6qNn58b27Ez17v{I;!9WH8hiVNyib_7b%l-+WzHN)IdV) z#qC}ZsqfpGd+4DrxLn0@=+HwxJDTiw!#%2N=6~?WsQLfY%$~PAATB-u*6*brO5Xt= z*_s30;8pt4yPLf-_qKxNd3u0}z*un>@5-l=%h}w|5zSqg@_44p)iplo@ z*HG$2yQV$)>@?qxTfvo^%egh~p_W#>vri(JZw}m9>ndnP&Ri0axSMl=3i656iG(!P zVPoEZvu2(84@@d#iRu;0Pf4&ve?x#P0rL=fv|c?_bC0#Oa&lurw6JA)LT?}^=Vu9r zn(5e-{z!7<*sWhyJ#ri{uK`Nhzhko&0fNo-YWXvCD2Q=UeMpR8X+*JRF0q!plj}p7 zp`pc}SMR0)-G^(}K4OpVI9`cbSp+34l(>xTbZ}4?8sopd$v4W_+6wUo5Bm6X@b`W+ zh_e9pwQ6qpj%}N}42#{r@nieBbv6jogU`LEbPI-vz~Pnoq-wvrRf+G8XR1yINehFb zoM*CO)~<5=RDFf+7b$28=D|$|E`|r!rl8wPTxoGk#Bkq_m=tlQntr6uF;6U&W{v|8 z+TV1hZAZ9wRd7;2a%>NVB};69$uAR?i&EJ0Fh^Jq(}D0#9rDRrsOB^zEtVl^McY!J zIX)6Tq*9#Ga!ZWy;^_d233J=ZhFwJh%Zli{Ml@Q;4#um7Iu>6>&A=tpSQw0hevWV| zqwBXJ{GDqY?t}HPtYlJQ^0R>hr;VhR`-#LAD&)jxSBSN6gKyy~h=gT_BH;{nep)b7 z)YcWEl{Gt=PW@l_me0haUU2HD&OAU^{!0M_e2;F}s|m|U>3+GADw@poEH!9{_bim7 z{_2XsV^Mbx;zT>Fy(_gjS$5_LN5Mq1syey@ToB?c;fk7&?CfEzV*o2klAh68^HKzQ z#e@tBtuY1Ru&SKNq@UD}OS|5NJ4d_NtSI`dk;G8HY ziS1sMa&RNRE~@HOSR6TjIo>Ux>Kp&!xlY@tsGq@E+vvq!Vl8Vnwm3O`8&+b`;@;_+ zMGLR0zR*T@`8jDyduMq=Ci^S*zJ##Cf*S{#W?sZC3iEppDHvV3)7afSt^oCqCN+)v z)|VOeIDW!v2*~B?{MEFCmU(ny@B`F8h!3in_zMyGW$1UgRoM;F#%mPoVQF(QT)*d7 zWCQ$=>2?aQs+>P`W3XNB4gv02kp4{i!lS@m<=+9}V=Myd>VH`^VQH{AGxE%k_H$$a z3T2Z3bI4XIh~{LBkvGHSTy^s`zBVPlN|9<-Z5B%dLm?-=eH@3F% z65ylm|RVn3(SFq5Rx60g+(|vvDUJtNwEJe?%Z4GIL9wSQzpJY zQ2n9uUy#`?b7@G|IB4rr9-~)ZQ}ZPh5PEtG#nY2ZbE;TAjwlWLY$D1#TG80Y(v2;# zRp3>4_bd%qiF#^auFL-mL&p9WhJ60NFYx;);G>P?|3wZ(QB9iatunbgg;|&MpF+4u zh;EW@)^BirCCIZfUfu%Z{D0AZiFTfn;M{cO z{^l?`tM6hbp8Z%iEL2R#)Jad^9@@jKFWT<(2NWAWiDbInbrC4;XVFVjtz zlGXK(7Lx+TZ4GClx))}T+Tm^XR6Mb``eo6HFSY984*a^L!y?VtTx`kJV1|ae2$rBQ z%^r3DNy_8T`XQA(KVz}@kW~wss6Wz~@40d-Lt)#TG5_qzVda3M&q!26x z_G~YP-B`mRQ`WzQ9=PALAQfVS(jA|_IqHY!$6iqb4K-&BAK0G>bq7jwT-eMvwmy~In#}2;r@oNZp_7N7|3Em)dWyct^s7iDkjHv5!Cmkpie#W^5Uq~bB5U$B4D<_p|vcn4QM(=eMJ8@)#TRwXL)l6<^C>(1oLyNCa z#_C!B@uUG!HTk_-U=EhM_+!Zs45Y3e^Dmu7di=_{_@6-j@vm||Y^O#@>?5YtO zSlFKOd8dU-HB9N}_M0VoFA#zfW}(oVB8Xg>YE&ZgSBh_2LNr^=eX!y^p<@0uWSIW%3D-cJm(K*+ zAw$#bH7-mv@`%NFbECEK2y8dyJy8PMZ0eCY@8~C%g7&iSZ*r)JH|zvW#C;IFj~{<2 zF)D8Xal(7U#>*-Kk6W3dQfD+hAbhT)aVCS~*k77#IhxP<-l~SGp^Q#QQ-a{#9!XYT z@aR1`l)ZyeXS;z~rDGW1BnPPt9u$XK!7Zv`xF#<`;kS{^AO0Z9dX4yEQ?HvDqnuE# zwdub+_{x*=Bq0q+lhE97ibg$9PYq`o0N&zqDl03R0>^=nnIaWWl?-pgyz(nLmKslg zRUTAT5Z<=$LewC%!M<07?h>g1u_k7B;h1cGB7Oi7d8y6d{s^adt9)FUNF0trO8Q-W zUglv0UQmsXBt1~w%cSj2>9&98m)SuRmUWblWHv8HXz=GhCdBpJ z_k0Sqk;&YB#PLwg3|mT-aFF)q(7t11q+$tp?{eK@y_10u0iV9;+io0Cw9Locdg*qgcc?RMG)0u-hiJj!Ry$q)k(#%oE(Yci$tMlVDLhOf zP)M+a25rHQYLegg%@%wOKQaXqBN&|&BH-?ncyBttCPi-R28qp2ZT-z?8#PH4j{f}l z3)wde2YnAJW*`08!f7a94(#SjOD{GSl6@@vuSM0%O30tG{>j-dZk+G3aq^ajD)?xNVTKku~S2}Ydgj&(eZsK%8j!|e=8X!99v#S!WYh;Ku+_w4d z;So%Ba$k`4y!hhUfPM8p@v5e|R~tK?22YEVTrF|2LsRS^tU!WSpDrCD3OsGLVG=BH z;2HmxZqr|V`McHTjEv&74lj#!E5^DZ?Y<~)S|xBRGH=m%?Ybw=1;PMGP%9v#n9Nsz zD6h_PDLh(#)F|#p=uDr_KEng9E2#$rNQ?*r`=Y0A!ggz*;CMh>f^Aya!gK_fzQ#qZNbiMg@x5ujIJ`J>E&zjIJK1agSO)P2uj!BIBW4Z5daz% zjlk)V;z_DK!n3)Y8S~3o8r3Q?SXC&;un=G=x*w;XioT=^*C^3_Kn@8${D>vg;l-3_ z*EK>$_$3|PDNi!t>FWh&`U$6xe@3beaXpKR)&g-u%46unZ3W3*1V6*Ukq)1=7jKf? z7u!f3a5v6a#E1x)i&c?w5#eF+ZTquo`=cSx`(bE7N=O>ooFb&^8jJss$!o^wsn;Vm zXQ$dcAhy!=fY2GQDGGdq(;z6knHLwmB*9HJSEuVDB(AQ^F?7`Rg*neuqA={Aio}F|*<=eV6tCm<|HvWIs_k%uA_g?fsMf1u! zc>}EED;+TH|CfhnX37LIigWT5Z9gffL6e=w6r1YnDNNYDTeU3C*2=P+b}3BCJ4~rJ z;Gz^|eUN#f_I)dp$ku!71a+b@65l6WyRmzN((NS7Q$^OvCoPyNgL`NM)HfSZa#ISp#RAN z7$<*1{bj@|-EA&)SKMn%|{n*ULy$0DNPM*+y|E;_jW?SWW zLy_6{8#v={g3_~w!;TVlrUs$?MhDueP#w6>LZ8soYDyiWyE~6vOBg?Q5%OEvLw}qY zNx=3SX(~NVo@GZ`&JkX?1k|W>10&9(h>0P?NBJteI?4T<%?|cIe&dT~`QyP9**Dq> zm7R_j8IY`VYqRQ((T&%HG4mPzGz-fR@Jt4j7^O1MNGm)pIyiw!3~hEo1C{F}MSS>U;lg(F7yhw56E33cy^p&pti(GFEhjsv||9(}!1zEUm8 zfM?PThtlIqDeLwT4yO7r{KDsEGz>psFcA~OKih_S0F0@))-Dpg*59z=uar~1(~n=G zJoCmzVQN^h1gxAM*i>Y+a| z4y$UfN>kzuHVa&?eA+gAC&zYb#?JDD72zKL;<3d{9I`Df0$73}0Yv>CP@AR0T%&_d6A-&L@lk!};u1aS;|!-{PdwCqkEhV!OO&hA+AWvebqJ`c zy`O5b3ebsTLqVAFn0_?9C5s%9uyS9*;m)8D`!$$ZFA`2h7PRWd+Ew(UXSLiY5eWC4 zhcuJ9A!XjHaD}=^^q;h=hkingg3Ri^H&|w7RYN2qA`cNX!trQ|<$5H?xz8>E_u4?F zrcbpL%3wW~^&}1Fkka!`7qQ6Ub_p#ie-46q-gA6oZYEGAUm)zT= z2tJG9Ly@Qv+6S(%fznqEtk3+Q@CG;|EzW{>aIYsM8qMoHA>R3MVA@2SFnbe?vE206d&O@ zTc>shxZnDTYvcl%u(;Y3tyY^bnF~A;Wml2QyzHIz^K+c$03S7DH z@jYKkN!N>M88s06x$CYTr4q_%%deRPC!3>8>4U!p1a%b>v5}R7R}F3q;hc66fQ3MD z>X7`4gqFMevVepRZh`{*WDwhrw-#hLL1dd%Hp}^pSCbpl_LVzVL!oq`5|HFspHeS~D z26aips3w7Bbv_i@7Nev};&w15oYpbdCXs{_^(O&iQPLT^9bdjM1d9@-((^(Wt;3>+N2xZ3$&q+2qVRHF(R1;S`30~`o5 zy6&(_SUD+rR=@Bt{o!$HoOH{|?dt=`b@SbC%`X2v!B57#z97R=cSBZ5OOtHbUaHq; zBY@MY|J9^bKfHzT`_74apf$R{VW@$tKv~QE99>J`=O~@l!~JwF)Klb@pJnf#H-F4`=G7gXVS6cYfM5yY&x=xQX0ljz*Q3r?dl?M6 zC%b@iY8Sx>HetQEu&nHHd~Ic>B1(cGaE=Ry|9u!?(10_V66lKvZ)buO|4}Q=Akwc9 zf&evSDP(u;xl|4}0N-)Dv$`eg)qZ5~Fk_iTf)gdI zs>_;egrRu*UFry5FUE`@$y3RcUcPe@&wq>CIR>^80)V}-Jn#I}J+tM2LE2XxsQl$+ z92`lM#HrB@qrfIjKqYIKgl*AHd1M`5QYC$ViJHy8lVktm2P zF6PUVrb;bH<}WLH*klQA>#vE|@zto)*AW&Nj7S7iBd(MWnY6Y?)xg3CUxr3`41X|( zyWvdi*hOQE2DlP1qLUyQf;;<8b2yJVlM+zvqGIL)fWWFe>OTUjl>Z)PVN2v>PhY0!p-hH6FDBb1aU>zLto5C?;*>VebU+S>!_&if=2%e z!tnU(n>V8my)M!ts)=RC-oCWn)74eV1fcFun0P(Ax_W*O-`j@)LS~LCt^krfOh>I@ zz}cH-VRH0E`uw|;nAxA%G81!Gj)hX_)Y;u4wJCXd5rPp~lff#Tj%Mvps!2kl6~0E8 zTuMWqI!Cq!8MxbeFKMjhXw8CxRY>#?Q8(=oW;J&5YdC6iNzGllnw28|tQlhvckorM&yOD8L69YzAdB0BW^cCw}up$QG!>)w5S{uKKm1j_k_Jm7Xj}`~m7$nb*6r=Mv&BC%Ip$-jFWRJ1%&q{_Go5)UDLO<^l7Ebq` z$7YREJ&r9coG$9c_Zy$@LNF*0}mqXp-NW>#_Z5g!Tl3o=>DL7vSVsD0V%3*saz@AYNtZcO1fcY4!?lKOZG)=~KVk$fjqR znhT>E>6DD^B0#}3I4v8TF;@u5SIoIx^b3J}Fbst#3|4@Xv`cvb=ze=voV5hqf7zGe zxPJaZ^!cxojOT1VlzwJwyr^%o%bA>9ANgdpEwsO%tbO({q(++P2+kwa(-2{$FE|LQ zIg8hXBn?3rlLn(!pi5JJCQAlK>_I0-RIS8%$OhcckF<0RPu=n`ICPbz?!v=_4< z^!H~V5z}q>1$g`4*>UzS09T(i;r4PGjz=|68zZO&<0f#V)EEAA(yYQRVINbKL15t*+dUVQY|D_1@mtIWxTJ^}&+-6tjkdixP^0OkhG<_a=F77a3!u(BO zSn?UEDB6$ABdR}x4}xlvE}CWHYlk6BcQpS{oG1rLt%bwmSi7fPmUgj+0pmW+MA0U> zw5z>wuln@dEUx3#O}iBb?Vy;cfb>^?l=yWGv^XL6 zEcOxjZp22!av3h9-5QtA=!s2*&=5G#;LL0gR)Fzd}e&A36Mt>m~)`f|42oPX{_k1+>!^_158VYpeyo z7V?qQn?Hz8Zv7ZfAG;3))5M}z&&|wQb>4}5R=a;C@0LKFfp4VW6aQmGw z?L8)c9rw46BGc%a{re>cm<_cA!Jh-TMw+PvUTm@}J|j(>2OklO9J{skO+Mh)M0zQbo!Lcrj7*@ z+(Y>5V9Ou4XFz?et|7!}C##=fu*9+P@#j43BTKV`m<<->I- z+eU92w8N~olY=BC@MGBs9q~iX-r+EV3_^Qss<&=Kk{6WjCTcSIWOP*3;*%QFQ88aV z)KlG_hd=<-6O1jXZzb{zwx!5J*99RbKxs!mB?}&e|J0q`*7Gw3)WAwNxe?(uV!-7V z?$FD$Ebr+IrbItnQ+pj7mr)cQq?P{ZuW(bzUyXP&Y(zqoDmDmcJfAp$2@opw7w09!6FG9@)m+S8b(9K z1lyGU+R5GHaXIUK>*{EV6Mz!0K@FZaJ;V-F1!Scbwmy~iU~Ql?cwt#a1<1}8G8DL* z9emEDd++msMEt5J^uy?f9W*9rrXO1)Ux8r)08G*4vya6Buph7sdxM9cZFMx-uM+?@ z5zq4*DWVYnJd+{c+13QX`_pY4kSpjllWDNEka#IASm&lT&+@T#A{t;W-p|v1UQoCkUoy`KOoEb4*R7w|TLD=>~@F;}hbtRgTXT+Ed5yX1=XVy8%Wu$s02ANoVQN2ev;P?G#27A2f+ciB6hz zy9(-RE_;J4`O$2`k(J_6`h@N2!p2X{eo)4q;tvSPyRttQV}jx*lc*-6fv*89lFW6W zp5~ehKR+io5FEx*UlNB2IWQJD28PIm<@$!th+vvQgK>fsJ2!!N551_i>_XY28^?zVBw34IUGx6G8hYH#zbq)6>$<+bPL;f%;Bpz-NxIO6waM6wC zYZUoxP$&B0o8c$fUt}ld<}fuEV|F{S9K6d&qHJ^^Run;(FB^C;DX2E~HLQ!(8s@zC z)X5}m{=GF6lVlpHZ@Ux}^ad}tRnf(;MC&O^! zN3m3av_YBDdK-E{bnN*L3QgZi2jGn(z9Su7s}<^jJ4~vBTf*weFKzOqs3#aj9{T zywywJ`)%Fc`%8Egqiw5iUB_df&%GJT&-L5do=W(KZs#DTP4DZ-y!JUEc zk5mIPnZ$s_3&?UXx$iMF;Ece-I+%tSAYtOuPGQhX>eCD3J=zZ|=|nY?S9jKWOJU5vNWuJ32u{VLVXyH%8I z{odS}Z=m~k(*oxY$7av!cU+;cvS{DRruZ>uU=#q%xH{K(;9Z&;*(k-SOf3pW{64B{ z!-M!{r>LUqml$cdo8wqPc`43%37tZ&J#A}^n;p8pU2W764!bI82oS&9DT)}S(#zJK zKjlk%*z*t%Y~O74$Yft*HBea2G*($@qq|SKl!zZ~7HVV*cf^ldPntRePaej-7+dz+*+~~t(SGd*@18a?33rDfQJ>mF`hxg z^DWT!c{OZZXo#Cueu!SE^9oyFQE68zH?l2hDA8gGUUTIau(TSfaqwprquFIY3}u$! zI}c!iKA*B2nE*B(=)Jj>`&Lp-{D`dW|_ zoj9^kx%714p3?1z`rhzG0txONMGK< z)yB}U8QY5Q!Ek5k)nf$m#Uld$5B8Pcr61vS&)QzYq3I??Zduh8g@sP@O{BngjAIU} zDaHu=jCdPWh%8^N z3pFKtSSWN7Bk40DE`-jLEnr2mBFB%4r5Y)KLV!b{@L7vPCnB>4W6J9|o>Kq`AgH+n z3Uy6XQ3T_{lHsC}LbloZWO(R5BR@#h-|c*nyK(q}xuRhj_{o#T5da9HFa05aOkt+V zn-NmGnxCJ(OWa>Y%jNuboNV7@OMk6PFdHr8z#IQN8->OF3a{)MmwBm-yIn3J??$Wm zv#EKGI#lQ-pVq#14C)DyUaz}uD?@5EAqh-kdTSwZ)ALgQA z8(ye6+7V`s+v>ba*9Ooq-=KKrfjn1t(W!&w=>GMCZcTYQI;D~fk7(2NEbvkOP`RH% z#rJ*JKeR-U$P2cPl^{DAYJKz3;)_#!}{pnlVpx6l4hSPy4hv=L~Tu+pb zs73xs<=HglMivW=6po-svfb4bZVoIcT~Z6Uo3B9Z0`XRvj$fo$#SaK2wEJo6lHVh6 zw9sX(H;DYAaio~{^!UsND4j5~7wx`vsGaVjg1(Dw!&uma7gUpgHl8TzH-)xArSpJd z;dWn_gW@W75%|X6oYfu!iQ=Sj#4>it&6F7M&{e%Y zzBjkJ1LTl8V*na+A%wXK3SD@G1t$Q7GLz{Wg9Ex2}*fEN{f?Z`suz0=l^Ng|M z9mf05i+soZc~ZyQ5$DOsAVq}qcow#;>mAWKnGb3w=Z-0_+7s37`w!mA-EeQzuM*e(_P5A`Z8@`$HOj3yM^M zmnQHDzBAEAI68ysU88vsR+i8i7VH|0Bg*v->}Lr7yVH~$Fq@! zDCz^4NMr;YFfUwa;0XCn6K`Dz9rsEv@Z7wh8bk)crWVECti~hrfSH2si}Zh$r$rPrU5j@Ou?ksJE+>h=-4J$m>KlLkjPuc z+7FyD<`zvtHK))*0tBLZHoV(;8F3-5`n@?E&c9f&>U}GZ5{TvV)*H_N?hB1EsL0;b zOnbZo;Q7u|2uDRr+E`p7FS^zewRr$_;YrbxOhQ4fq+z45r{D+Rkuzje59eL;+QM#Q zs=8c1F+3?b%agfUp;IjVptqlT#w`@MA(FccIJE>Kbll)>x`@D@?L%8AFk4Eug*n+V z9JGjh`eazdwlOi&up9ie-dSUXXO zQ#<9|TSTFbj@*U|yvfixHRQ@y8-)RS`CZ0&LDPR&VIUv%HCI%+6^tyWb2+LMq@AGV z3aG<)h+k^2(s^cTT>+{5siJw)S)M+;u{+UwY9KjY(3=?T&@=Rq$r}PN@)-eJy3xlP z@{{OD`#Fq(XqdceV6I(9B#Tk&_$h3pQ^EQCkU^Hdfl|vpli)`725fZ+n>MItrX@8UljUT-OJU* z*(A%F#8wgo-%s~g{&h40fJ+PQ@TLbpr%t?vZ|IFL)4FXyNbiWdrobu{n$b3Fjnejq zzu!O%fW%7xsqGDEGy8dSnow-kHi3ek42zQ8kYZDx{HKs>A?aV`stb#I%i}t);+ff4 zZKOgAO9rhI3X_VZJP~ioF3}Xtp@l<{PkQQ_DA2~B0~ATerLJ#!Ap9q=*GV~KHiY0^45z8!MnW0?N$j;&u@&0bvW`S z9R*`N#4mk$P(E@P`m_wH$a=H076UjAxWr>F?*t`iG6UrCeP1w1gEpCo)0t)Y z^9IK`c88Pk+o_Z#_VpyY%iE5L3#0b&dl!_&kMd7EuV1LJ56fpnNxG97F?#2>s>f3-pE=Nj#*;{e(L+HO>}-=?F*v`n{}JIf)9X!%=o$ zB5;3~_$7ZMG#VqN)=KBkbh)c75JUNZHpT1tuSz4aM>t~S5d(u8T_g9tItQrJENXZg zTe$WFkt5g7C>*6%CJ|etRT!=TXTS%o$DB?#ZT72FtPcWS=l7M-mkYgsP*m*=NGfpl1Lp zqW2|ZzOeS#`v0`a0^BxwgMe4fcYx zme|;aliK{L3peuJ$Wiz3>naI;>KTn}|u=8hK@)$i)RwL~Wr@cYH zpXSFZ$EfV|t@V4w<#D74bJ?Y%uQ&;{+}eIM(PGM;R8g42xBmIeh@HoF0{^<8m^Sx=;$g;PlXRq=)2{mk=c-rM%!S5 z7`&vJwp96gB@b@blUz}VUzmNtkWAl=A#{Xo)<2ZZ{D~&vN+zCkWhu`;n0flH4$NHFm{#%G~-II4(>AnnSB)+XKQgDaq#w6#MJ<5|)%Vlwz4xucE7Q*(IQ z7;Q*(IIE`VqEkLl%vlTT^NHpq-#NsCUMs2^!0sW-Ujg0}J{Ci;8iX(v`$wMz@oqN$ zdbQW`&yE?k`ZskEbmxZh;g2!mvCu#qhiLU*{{$lJ^O4>jiW67oS( zblEghQU!lp1s)Z(t2m>FXVr+cGYmVdlFbD>+WtGl-*j9sg^ziO%S**pUXcI~5d-h! zzZ@oMWCQbY<XEoG7y#bMeq_pUtNzM0Ng9rBk?{q?DP{7Ro|r!|h@ZseDwMLN8jo{k1$1ihJpo`qW8<$jN2 zAVQ1kuBLAx4WBO@fW=0v!bv~XN_|YQ5EjUh$KBT{gkKDn`DgT-7Gps+ybG-<#-JC~ z5noFUBMC@1OffHae2MS)EI(i~L8;!D2>ba_H8c^gq|cva6Yo&H)L*)( zvlm{t?l&5Sn-6Tw5Q&xGypdA*i+XtkA_m6^Vv1LJZoAFL8`3}IbD2Knd8|+R*o=Dn z(ju{f4OEk&C0!E7!{iDlq56OVDyam1MD_DlPaz4PCR_kj#W?@ccciU?9x$f(&XLz( z|D)MFz;zEiG9ugy=V%mET8toA)6iW&+{%I!CIiQghilChgf#A{?D$p3;pDS-f-zes z{@QT^%LU5}4J_c_s^Mqk8kNSw25d+zA*xuGZiEAU4L8nTUbGXRfdbI_2?UwqP4t|T znIJBtbEfq@Sq;h#iek95@$QPm!pWJq@@*5MFN~0SRwaiwI)P zCBzneU$RV49l&93fB#^(Kp2=v_>ohYsIuh=HErv_2`U&Bq>g^MhT=)G3x#T?6ol|7 zl{$_g*^cU?lw(ucFRctOv%k#w73vMmRg6!lgKdS9zHoE5l|0X#9{->ng|pZX8uo(2 zehC3KA_4mLf4&8Go$kJ_-)8mwiQC0SD}QFjG6l1cMi^JcfBZYQGiOjY12+U{0IoNR zB-jWrYM3ozTYJ_33gT44XE3oZ55xn{8xVMO`YoyxC;HqXzI>uLqnyK{ZCPpD;3t*t zsZG>3wlf|c_CHx-_4Mys(txh0wxbUCzX3DBf4q;Ed9@CP@#Ox}pJ4fI5#UxXzT(su zQl}az(Pb;0`f9Ooe5W*~z-t6BDMCO%g~kX7sC?#&n5)wy=FJyfRI9jPo6SnI%Ec*c zWx_uhC2q19Y{IJGz9^&%Plz4jYh4QGUP8B8&YVk+VA4-ro=Rqa?TqZU>6hirlDv^K zw7oh>#Fr-2S^1$I`iZFo4PSHb^VP*L8aRp`$ZhEW+K~yb$tEd7C&@X*Z*8BQp+s*7CC`Try(-=8hLPTGaU2KK4NJ_R$ zki>O(Eg`axt%e~R0W)>iLhW^Dj}h&V3fQ#^dwf3|?P}s-zarmtD0#W|z0Zy^KXUie zvdUwL500}g2B*ym+-Krl6Kbyq7ThdB?~t0tU}G6z{h?l3OVapddS*>>5=kyx=^MG* z1FQy;WXP$j5+}w1ynfE@1N@=@Y&df1RS(OqN<}41;ENM53Q+)oj2LiEM2`5Js7VR~ zN11}e;zqXTWYzzUy@_ksMHmE5K!O<@oA*y1$p%!JNgoiN@q+{6q5cg}TE1HH<<)wW zyF&`)=JtPSG51bzka-*0+8Y2Wtic=$+6(#F_*~;Nk{!IvUvuA&i|^5G_T8 zs6dc#ps^*?fe&&C@?YTI-GsyPC$sN><+%zjc zuR=0YlfP!-ZOn^{9OlYUiu9yfY~(SBoQ+kapEhG56_S9GX%HH=AQwa4JJYYez0`tI zxG&ZJd#C+{WNI7QE+Vo%KGMOVSkUySB^= z7BEj$$H-?0%6~RZ^UY!NI5b%Z*c7mXU8^XDv_)DoznGDSttOMPAS(tJqeRy>R5*$G z>`5~t%T*Kc0UQc3wEg1p>SyT`^Y#?=?tUAVg5%lRZr6nkNwja$vSR+6vN^UY;h{gJgL_j-mf( z<8zyFjuIE5jeYTE%n$Vp-r<(-Z-{o?Zj##Peo8D+f% zD`7ZGJEZGJIIn)|G3=KR+`7RgN5&&OrEHedcOQ9RhW9Am5Au35o0E~Jp2KBaDA{Im6yeT7NEf@n5{phSIqN(_AWa|7)%l^ZYBmAA>ZadWV1zjZk%L$6>|QhHw3jTKWJ zroFd98BybR^eL-VE9SlDKDc});oQW-*Bt|4jG+rKM7EY5yS} zK&_qw-s?k4;=tJ(RL5UR6yS@N9Qj@zjL`##T|8iNkX($T7In*eB11WLQ@%$yMi&X6NBe*n zSu@H#GD&%Rv}IR4JjU^!XJ9-R;bV|(3VEiiH5|HmpTOfix>SBsc0jKen?ulKG1ZhK zqK5Ga18A{WHhX|pBZ0(^Ea9&jkpZ&Om}=9}S~n(ztEtEW9)j9TZM5@|)0@QS0!=fl zSHzPCd4w1!fMEMaX*`kxJ70ijUumHIRmIG4k_qZHuysS$pkMbtjhsJ~5jp5TjhtZI z03e2)0tT5(+<%pF@!f{*r9d`lGC4_q6w~x!OF`LkK!1|n<|R|<2m8y9AL?rgA|~oE zFG)a&ycmDLhWK@E$zV5{+W$p4X~lg1vX{$~=t-`obW1mK!cu3Yw0>^v(PtbYWWJ2C za2#0|)(FQBj0IRP>;^VD7uxuNqk}8-M#KWHh6zzsNr(mnr@^DSM8uxp5_{!Z0DDg9 zH!`9hG<4V)e5&>1k2M~HumFdek9ew>(-J^*AK4T&S-$y-F1VqlQ!bkiQp*ZYUFwMa-T>~~;k52PG zpV6gcBo>wEbVY}2@!oN;ia3d2Viyl2+}AB+*3kQk6Q9%Rwl9MP5jA@L!xG-Ho=F)# z;A#Y_L#Xx=mFfFrRnV4XJ9uFJs!4&thWD?NLs8EFH99g1Rw|Bn-(Dy?Tq}KEDOhP> z(eRwBAg8fs(!3EZ0y}D|o9cr5I7QSdu^>1KqXk+e2=WW9AwGC!!QLm7>48Xo&m1~A z?F8XHn^-LF7l18WnnO1R^PK5&Ol@uZAx_ZLKF{_NX9!KxcAX(J_j)<8YxlDfh4Ar% zFZHgZ1$R|r^A}tc`J_qeScS{<^Dp_pC3;|$fZc$y1-Mg0uOZ;XAg89wk&U|U4xs8* zaPHmz#)E%GXYm30NB>DiQU5C$b@4zfXaXnBJuWi+%HkJJyw**{Oa;mo={XDPmbohI zpO6sN1Z!fb&4)he*Q&Ip*#1HI2UY$v3b^(q*JUyEXMNRMGK4D0qHPu3MpM>Azxe@M zMO;{p1Io#JPBJe35hL+Df22EIxOIT|xz*Cfg9cpvA@cPS6WGd2ynvP#L|sK$R*&~8 zVsxVf?t|tmYzMHs$a$2LZ#{RjV71C(yu(sgvH&#SCw7PzZ zdp90Q?zcYZKW8|kJ3)dj$_1gpgDd|aazO4?5SJxxTgU=6EmF75+=sl5tWznFLGolDQna1}L&Nn%D`uX||$wyf~{yk(q6eQ1uE} zr~5;!S(_~TD^P(qb}KAho)|MrPKkixgg9JO!#3@4?p*~)pXeD%Y$+y*_V5$meRV^b zeZQRUj5Qu>1$Yl>b9`-5_A8o8yTmMmQ^oeTY#C60uR8^rsfuun3`U zNH19W!j+$F%X$RY!U^LLuQm2#F++m_p*}vR2Rg5*5*bMyK{xk_nY&Y)PQ#-iw35NBcTm=a0*Q(gLYtq`LUgBTT$-_#`fBG`mUr zPI4J@>(+8MStCiW34XM(4~wPr9<$?0lzCfieU>HpJt5Tx30E38bK4KVoa(}u&tWFb zW-sT!l;BaO#ZX#*{3!l$6F9bh0XwR7*sA=S=`Su?7%M;k+#^p~-Y^|lB*sV!!rTE{XFiS^0fqBNoApH{k3R0V zNMKdM!ri}I2n-Lc#&E}vlfbAtzq#`bDCy)te^#Ykdv=GJ9t+jM**SycVo>99#fIcq zSt3!)b6whvpbc6^lc>g@nR!geDa3m6zn|7jo%FeFOjUecvIndufKmL#Q819DGyKll zt&=U8=K!PjUB%GAZJ4b)HVv`yFxSXJD#q52a8#b}K9AY5O+YvEsNxY^76K~RyU|s& zAZ&q{33;i%1NyFOOfnkza~s zHxB5nOt0CjC(p^!ywQnIvC6~XIM$YMEg0dHMh1LoGEL!|-joJP=Zf<-Ul8$W!PSPX zZF-`B@wT4hR0H+L8JUU&!5Thk?LVej!dWqYh~P2H&L%tuL?)`O7I|}u?zVs5G>n&) zaM0RZV@&}PB(|bFbN3or4piZp&sN;TXVL!VoCitsLvmG-dHmEt@}!*kR;3tZtn2)q zH7m7g5tm3hcy^(my1h*O%n2-b{RP=HvJvTp?dMqp5r*ffn8rPyxH|>cZr*#6!~-2H zRY`o(!~+RU4Ua9#(x;1-Mi(@LUsH_~}>-sD~GQ_|W0-xBQ_ zutf8@7&X*4c<93TD6MI?$q+$>I`@d5>i%hV_2z$y`UFtar~Xsa3I2E1ZM=5B{};v+ zFDxQK1Gg>qOnnb9-(&J?Py9TXjOSDTEGIu7*YVmU(W*tb%2Kw{E8*`(X9AXt6I+|R!D{RQ{< zm3dQTGemm;TI_8-i+w*gbalU}P9^Fm{{h0>X9DMs;xiEW0r|nD%-=F1lsIHhk$C_G zK9T~rlf?0G{)v8@E;B z0Pe@Y4Be(DrqU;-eS=GK5Kcm$s%=EGbWnO&42$fs@;p=HFy%+TSGw4oH%+_ZgYkRH ze+$7cI!!^VZ_{=ffSv%hKzKT-uLrZ&|93$f>#E>~F-zDV2sl598hF-iT-zkR29fG9 ziDYr^Gk%ur0Q4jbKIkKX!g;cpPzG$t(_aeIAIW*W^sRI7!x2oDF`8RylV$iB2I2zRMrQQ*3p$~5RHGJAE&8|3_{H^Xl_|*`pN__AeQ%o)dl(#ZSrQ6ew4YBx~ z-#8h-&qA%9b(3)=Gv=m%-KpLO@M4kUs>gii2iRK9th%sH95{<0y^HRHJaJ zF&DR|<@TF#zXg2|WA}6_g!jB#rCalQ-0-6Yvv!67E|LU*LcSR=1b=DQ*NqW?`3V^G zj@c7W0`isRFekdDe>fmMkZz+U{*!L^{*!Leo>W3v=>eLC`9JKr&*t6h%jLY`OPD`l zvzomcm)F062j3Fze*775n5+)V(ySTI35m?|k%;A-y{am0bw31FRkYy>9}eWWiE`^9 zDYj@XhCREPm4UB}{~@+L?hBZj8~*tZ;j5oj*3TNRo= z;Uvjpim5t;j7z1 z{XC?f2(C(;p4td66m&3MO)jv|N8fX5;cp9xK4z(5)whS7lgm)JCiz)wyEZdwSFilB zLKM0ZC80kW@$!vQ-WXD!}0S5s4}#2D{1s6-5~f-Rn*k$nn^vge_$GQ3l7a zd65ta&D$+2(Twm<=&FyU5O{5S2K$u=>foX8^bACE$G%O9y^)@VxoWx_JqBDf-`qi%66+;}LNa zDq2z6)K@Ys5YH|Bl8Iu}1(xyg!N9RN*`(ZT{w60@Vp0d zxmrcX9NqURd&@K{qRWA^d-Ki^l$qkbC6ene=(22_87&{Q4%LxDSC7Axw8zZSBq*~I zvi?k#wx7|Nu|xF@66wl zYN365AEPtTrE%}DB_^JesGiFWv5B0w2a6{7W9GG6VajDOlvMjp51Lmb8m-7b zqE@F9*yja&rm!YoLn@tPP4{2^GQv~Z_+crg^bE5Ffqt80UX>1I<|(AdO)GxU!sLEl zXg1g-_4vC%;u(Qop4%rYkpi+9GBKB=ve388lE|Rfby21HMMs?C%fP6?#Vr(`^(&+N z$DB9*9HZZuO!kLUY`{6$*m-{kN5<4I97I7XyF`cuW3c~{`O#Id>x6rotNWQZgJq_^ zPV9?9<+W%T(W__Sr=M)N@XvGvyUdqK2+&w8yU>FQlwvTp;xja0$7)ug9R3_;UwbM_ zksoQ9uG|E=WLmSKCk_E6f=mP8ciVOBvwDKm=%yPH*B-GkP4eXOH1^b%vQ5CI|I(%6 z8zzvUL;V*45v|Umw!R+@@vu^x_7qE+J8>(}_KGh4e_gQ=+%arm7Vxv8;eWW3FcE;Q z*O{!JQGFtY29_P9upo8SXOA$|)%R{iY_bjGE#~Y`0q-j9Xv~c^M{@d0^0a>h3+VyJ z>1gyS^a}(2UoQaR6r}63UZM?R>wG58sWGwoWfG`M^fakwckoXO_WK5o*6<(jt5B(T zN#`?mk6t57zu}PK_jV1sMx7*X+rbo3C-RflKYWyHp*N$bUbj}t~S|{nCRwH z#~C@+QK%`KwFfWYt$<2P{j;f)3E`H|YhqMuwx#p5JB8 zfvVwM{9o(SagWurBBD7=NyuDP$w$-e`|y?kKcT7E@Z1}mi3WAJ>^%;GG*J>Bk-(0R z`OA|%h}zT&V^w)0%1<GE1j7#4 zxKTIHp3o9acQ9>n6o_wGm3BM^N@m_)QPn?WfISw=8m`ihH$@;V7?)Qq(Y|SSx!F4d zDlMZ$h*NaWRDeZ>f1v9{BO3Y+PM67=BPQlx-0vf=_%%+%ULL(`adK~{(a8rk1i|9v zBBOX@epV{HI^Mx6%k2gd42atqmd3 z+q2=`=$GLllKZF7HcPjAycTAtvE_Noyd2VZ+kivY#go62*UJ=ZuJAJ@3d8`m9iD(R zGs8p$O?=8iugB0j-3}_Axc85KdqKs^&?p!5o*<6J1@!Mntf|1(E`s9rh#(jjAC6_S zqq0H!7F4iZs6S>hU=B^%+|&$k({uBDx>7o~i{-hdqvGxj z0mA8X-8<5~VCQ9_YqIv(@y}NX8vA^K{DG3c2zhx_jC-3zmIMRsCTgf|m&`{a*4RG& za+GtmV_ZqeOZjy<^gbvB19I83t3H=DUUqv*g>Ezm<8|XZ5x)vcwZNEqI@rFNp5`o5 zk*n2=tjIMnu{N14G@GmM@Cya9zo+4Q=NIC$hHv`y)s@g~W?I#RE%!y&ARn9dc^T(E z8vZ&Vn(YGVnog@@Coq)La}fP(MbP%j*vq^yCWn5<%`+Ihzn#3?*zy=#-vH zbdH(SW?-cTzi550f56)w8SlWB;x&cq?$VW$uV_D!iURf8dl%RPuRU}Qx?zWh&tn#I z{#yw$WE&e|tU^*Bg2V0#yKN|*xrFnq49atMi-|`iA>?I0XR!d~J*|+yyO2wn1K}qP z#9_;1l&Qa&Q3~|4S_d|~i|=jVzp9M*kI1;G?GuBKAca|pM z(}3;-TdYjdZw1^I;7z4KKDcYi<1E6wXyCG4&#L?|K@4Zuo4>u1-jlqFfj8E_b$G|2Y8v^|yjK}A$-yThl4dX$(q!0Xxr z4d^#yCCD3T^k~z=j*L85`ZE6fu4T5p(h>6SSTtWT+#a-a`ava5e)Ef%FjbJp8v5lg z6MlT;(eWc>j`~A&`Keg@`Aj>!^wN9dku@2FL^1iFY`3a|fz#YD3F_pC;}iQN#s`S6 z>SGFmy#RBd2pDf%(i9#PoZ#rP*+r>KZ&Ypg*en$vt=T@y+0BKh>!9ig^40ZnB3Tsj3khCIVvdFpuf+rY`^TU_zj~ z0PG{y)*g`lKk4tsi8 zHSvg#hV>co%2cd5U(7@#rH~tF#ln4uS1H2O$>J8xsElKpmTdpphX~ z2Op$;d6q`iHB;9jqBnlJeLBWA6;Zd#`RW*LOZ~@&rSD+;?-xpJJ4WOJR} zWNk)P;^F$CNSZ$X=s{;Diay{ix zY!f0P#$u-gxOc!jLVDg2Z${)>m!DgWF^2K8ZfR(ZfGGoyzbzS1Z zrlVN|uQz>!S-5z%g1>&+2%@6YI1%#U?zB}O!!==wrt@QR^LH+}@9)u#K_xUzXcRXpOUSCJ1Y{dC}P z8og}Vv+kmqvKgxM7%Kl|%r7x|DF^ZUs7j%A^2NiSS_Rj$hWx(${GdW5ot;0}E?Y*V zRu;QJ-M0@DaxJd!5Az}os7~{W0$v+S-%jTJPp(@5dY(#i*`s&7MjrBEMmhTP4mNpy zMmwgPrj&@+^Un2+z0cM4_}TN+LFe;d!@Q33c>e>Jv(5dB?JY8_LG|Z&xBmt<73@dY zM~QtPvIXeI29!bZHbAP)!ySAb>SBa_R`=rp-v52AXP;_EP0JHvaY9|Ks`mw*_41=) znk}DBi`IzwtfAY50s$$;TAQEtsfclXvg%M4o7zD`g7 z+k-FswT!6MI&=*_sUKNU0jBO(K8;*nQ|V#_vDmz45Hoq95hm=u%9Vx9AJ;r+ZILGi zr=QOEt)0~*br-V@Ake@NT=e$mIKcvZr=c3X0G+^)&i0NVj;Hb&te z&S*Fu@7d@rrUiQQ>5!<;Npq3jEs??WdqGS`@gsQ%i$zLwC_<`!k5VY#U9&9QI7UWG zxC(gE4vY&1i1n47n`W|(K6lS(0@cN}Lqcsrs$+F34r8l$tK?BS&snv#m|PjR$}Cc! zOtiX2ZvcjH3D0MQA0h(pl#_4+^-SagMHIe~D+Ee~m#l5-hb3c0w5p~IC~ z$2&x*ERoihEE@G#U6IkjZx({8cQ`?r7;5qTRqI;=AROD4Lc*Y)IqiTA=WMd)CznD3R?OG-n_`=cgwY1&}TB zB143k;$9L0)e)|vpRbQE*0T+SU;Pz3Z#$nSOV?jD-}VpQ?$`aVuFt!JQ@Yoa1P~whXtY&`*RB3|`zc@r_%j70j2?}@i z2}qOh3xH_>C|y?Wp|>hz2;&zx>vi^@*?A?K!aFQrR7coTM>=Cxv}g?*Jvz> zEp3qh^%SgN0&v#}XK7%8icR%rA4005MrN3P2=fIh450Ujt8m=iEpS`<mu3gsnx*N` zF?0I2FM*zT{O)c0z!Vqk4-fAG>`OVvjv6mItLptNaMdaF#sODS3-Li>t4 z{EPIy^w|F^($8TZSOf!edDJ?lTz))y3>vw@f>yuSEnnD`%cSKv`=ugCHsOb(K-NLf zFMzilis8zioE$m+X2bKlsvV(SVx8TKRuA=m8`MUC4w~IuccL?+vU6G z&_CQ4hG6|JaU7(L?d6uNIlimkGI?O-z=smq758S1=7IyZ zSK{3(fW)pLifR^ERN6jIVdl>+Ws5g>>g}&4L*HPgX8dEW74$&ssxXz(1*4Qgk?>S|ICr_7M^G!t_k!UB9Y-gt?rIOyO*n$}r z#&E|BdUlaeLSC~IC;P)zy679;IlxURCJ4l_9JWVHn^GmAn>^HdU8~T(gR1>HVBBN7 z`)hmYtZ!`Dx{dmh!65%39cb1cbVlxrtOp}C2d$l^KGdz3M11!F(^S>g7!rG$XWW$4 zEwSu7jzZ&d&^J+s>XaZw0s|QEaB?h%N5Qe0;lZgqX6|KL|BA~E_s z2A>wI(mO#Ecfyg}{I}Wc!xVhK9nH_M*#{j9k@4qcu{?^JU2MoB6%4@lk)c5Ry&o&r z@6~a@ol!84liUNt96N5=eQ1Q4mG!VdLY(ZM68LYRw&p?mlK&@AKV|%{KuvmJ!2y#J ziL_lak&)iuiySamm_ll2l!%XbyX588Ze82GiN%>lI*h*XK;0(QRy{xW8~P~%MvTk$ zZ;rr95}>@MDeOmMkeeT}rT|UEM##uguZIq;!rY*xtECc4R}+gUc`4XCjIQ_$6~U;- zU*d4_n=;t*yFvDx0o7jdAOg36NV1fuaiJJh>WUI+y>-BNB!gei;nos603zrz*?+11f{^rRiUnnKiJcmWnD?BB+GS1?knPfI1iYcB?&*q z6~_^snFQ7En>b&{BARc+pU`Y$27DZd1oGAbaA-E3tRP^54zN*oti?Bu`Ey$FyfCeR z;#btu43~%Hysg0DT1rqjTBf7AP$V0=DNpFfd+kUUa%45gR+vpdT(9tsT{OEB5KzKA z_96nX^LdJMSH3ftFo&A%*50vFWq}Rn@{NHicbuCos?tG2Ee>u`v*~B*;S+)TI=qQ) z)R#Q&9`{Ce6X+Kd9<8PQ?x#@d)_RLN`4|)3CR}sEQTt{*SAzy?gm0uSNz0<-h{8EE z)#C3*Lb>>-Z?G2j!m(-2gUI)#9X52KN#Vt2@fU#AU9|Yo4&Ajk73=!klpbKpMS{1HfPzOZnsGCB(vE z22fP%Ou?&eQP3NzXPXdC)b}>6x?oI`B*RFoz{UA#(0c!_^Sh0S%FgS>s6p@oh@BS8 z-;%W? zuLTpqWKeWFs4kYzG`4(;Fi!5{Q^*i4>{mc_U%r0BJ@wjvX!NP0AId+mC-5AL`Xtzz z?IbYyF*Qh-*F6TgJV!5YgW;J@(SR9{b0P`^M%d&mQ%qDKqUvnJR}`b!-o$aJvPes>GTgghD4HSxGN@4(C}>u9mX0M@>R7QNE&JpH0{je zI8{lOaL5o%vkF@liepb$g9MDw12dnr%6AZsx{r`t9QpG-mJ|#14SgCiKYl4ZG-yBY zW62x~oZOCvn}_xw1M+K8fFA(7O?Hk?P`}1REuLBBF$ueC43-oje(bjqb~Tx8P(OKP zSs}swMmrh+ptvGHA9D~5oOxjsXFYl0E1hhT-H7(`c0Xr=HNktdmLpzG4Zf%gc)cgg z1!+P9TaH9>v{1|iW{y7r3IP-1F4>2HcVnOi%TrR`RCpKM1EkFOX+pmWS`obM zD$e+3ngvbfrx--&3)SPlSAZ}I{(2p_9p72P1%AR}38iV_BHu$B*(=$#V;4q-sEWmH zCInK!N+YZtph8drvx)*vw}*g<{CWr&&F{1wkK<8)u?HAViQK~Qi`0%(d#+I=vq{@X zjctRg8mKTjsh;!32GH(*#p{ME?pq(_0ZY|K0>Cu{!0ZSb1;Rrv4eg84Sxo&KoYn|g zG@j(sNpyp#kVYZ|=i(g6ZC8@+((25(kbQ9MZTy&z=uUzy?3p20u2hrPfh&C&pv)!` zemNyx@3KN?kCVKG=Zes0Lm4KuuTbkAQREvJ_4}!i1?T#CBiP%+axZvB9Po#6tcNV- zoU4dVhenR;H+z!fl1!zC?d*>G-ie=p(_J)|RM_%gs0|}c!92J0l&CANHRnZK;94>t z=1mxfE6kh=ol3J~Iw=ml1FPg?o=d_N^%pp~7`_JDWSdema!b0#)QsM26&?C2X>tdl zd*EbD{lKK)I8Go)vpS(Lip6%kPMMK|<>Q^19B+pG3q;3eHtmI1;iDr*^9N1Azz+I+ z9xH*O09z7g33(qDBJq`!lP@CXMdVe&eGR&)lh!HL^!8L%n8ATBAGTr1SZnQ~0cUb} z7t;gVsR=*Y_x5L-rrjSTvQY+Dl%lW3$tfI>GS*41czLUZq;`B_VakAYMI5jNd9(+` zQl~~_IBeLr@-?K@pFf~8yK{9v_hPuFDmE39n+BV%#OVQbBo{QuHzh`ZW>U{9)x)EC zu?ni8GFw0V-XCFc5>sZngogHIS5(Yt);`};?z@PulnDF!;<=BvJ_-alpC*Ut)TbL9 zlFeOq`U{UBYyNwux7RV86zvwH)YuNE>d`w5937OpNpoK3jBDW zc{t1U+cUrc10r|-t)FgpBk;VWw{nWT+HN>t_Zd(6e^m=W;?d1P>rns6MneA!iGPji zK#^@46WNvhrS>rYEG5XmmVL$-HC!U#A!M!l`~&laxyMQv;H#aH(pF)-5);AL-{ksv z%$S8GyL;B8eK}OaMfr`ao!TP(c92AFMVG-$5~_~&fdwV@jTRyK0k6v1J@5-|;;q(s z3W=JZ!oQJE8*f|)mhPl#-&#Y&4fXg)32`d#pJJ=*YqE6Vy4V8-^Jdt-h)uy!q}e@m z$u@nqD+MoWIe!aA?de8Ti{m-F=aPs>e>pvHQv07XHW1GXp|2+Yb^Xj>n9H?X~`hfay3G>P2#A`VHnN&|K5x zXh`Y0;K%!qJ1jBR9zER8HS3N59uMy#6v&d^Tp{A@Tx)nVCEoay?_+?P?)FX1wULkf zN=-!Hyo_dRYQRjthk(mXqULu>92 zBgc<*%g>*4xgAYpr#%@1O&70B*K1Q7pQ(x6g%J(&LBM`^o}hnaT7=yjq~;tp;Rmus zK_hvEpq)44g2ok68D`+Jog|v`xbUG5)MELiovpY@jO{&~muDn>nggckTifaab2;YLVOrjHtv*OF2lJRE zZOG?)-v1XH^7p;(s-7K*-EcT@3;)!JG#P^AB6F#o9hJFrUhCF*wx!PXDmU)~pCEvj z)qK-NeazSa1|eFqTe%h_Zh1Hv0tEG zX3fVQ(g-@D!--R8_#QnYdDVsSI5OpAW`{WYVr$!K$BRg8KNX$FrUmG&)iq3yofPbK zK^RBY4KzXlGyeCB3sq`Gj%?aNC_M47&W3W2$pedU2{_I;BuFTHJlud+HHpl~s+JuUh^I-ryC{2nv@c%oA{_ey7Tw1r(65B!M)tQS+M}&>Kw&$vBeuA2paP| zTlw!L)+yzfh6kJK`NO!f@p{d#)wKmM{V?*^**q^$cu~l_HB54|fJAKa5xfdYI0UDsQ%Gj#phVP+g zo}JTzMw(;0$e-PtVd4Ybn7vr?*NtR|S%RlVi%|-l#BO@DMdH-z9-JnWkLz7Okj(lt z=jmOV*2(No;#MpR+q&Pt;Z;#AL_`-#dpu@K0!IYb6g*XV4E-@k!yNwPVUF<%Gknt+Cl9Qp+G{;e|5c`57x$#BfD*NY%uy__e&+l2)JWe*I~Ngdd)wS(e6J)aPCKI z+AE55%?tnr9*Qfk!JGn}5Sy`_x9IE#f*b1_%1!hx_-mda*g23i@Q4g6KE{h&jqcr> z%r>T7OFRW+JT}Atzq82Hz>Q!q zVlX^0XeoA}!v$duhA&or`Ii7wX%z0)s!L2Z?!-CFtY;Skh7$q&uk%EZ2dt^}$5;;Q ze4flX%Z}MazwbOkS6w7PiM{0X#f4or>GNeq0*kOTlUIj!3QT6?Xp zP@O|(An11KJ@WfUBWat6cpg@(Hg8Z?7+&9`&oZKmzrZGEj4u4r&;UU9-uziJo_kGDC*(ySq8p=8IJ zjglvtFP41s@}srU#bUJNU1!&~Z%o@VdIbK-n)8BfH8{WKPGy&6Zp65gfOkqbBaF%IyWD1Vy6VgW>h z{%U2Ih$D^?WLw0c^xTkH$!7?=xLvpDa!6<>MQ=x4IPdXzn&0O}E9le`7tPN@1YgNi zV_+2ht{tG;ydr^XQ2kgeysT>*zR+j=hQ`6sM%?=Js9|r+V+F!gQx?m80-H>qUnxHG z=c4EpvV4xp;maa_N6q9I;l8%;zUf|MOl)sm7-)(70C{bi!^2j4r%-LcYb!u*PQI=D zQOr-O>r)9UUJepKhJ3`8-v7tEQ^ATr6N2xMdH(Y@{3CM`&|Y}^F>(Q8$UIVjrv!~d z`GM9WVOoTTFbTFJ^n?V(6HuDpU__YYB4{SABb9P$c90N@cffp z7OZ#1<9~Bg2an;3O*f-0)G~vo&Dv@RetroRZ4I1Qe*H;C&Ee=4^s+%0mMvvHi($H? zn$Gi>sRq+TJRn*H^Ei%3pWnIOoN1WEBie$eeQmKO!90{%(y!-Kuo!6l8Sx_|Q#eXC z%DX7YHpVd|O}R(Y?{pRT=B${wRZe(ucyfu7P+w65Na(fIqQZWPIghc&OLuNt%Eg=z zd%8^M^NOJ%>;P;+{)$t<rTH^d8FwbfDcOnI`N8n6~5YZvgUB@=GddPhYi>39?hyt{~4D7Batdv}Cz%k49 z?jnApP^Xnk)+kKwH!#7&KS3YhiMNJN$VzdETc8hO3Iq zn?a@LdBDwE!N4jmuri1oVAU#xqkHngN+v{c_8ff>ibb~pG%o&uSL(kAo<}1`7lxnj z=s!`?=aQZOOO*7w&DMnGu+bM+_s z>H!9R0DX9oR?V0%4ILyJIPcEgL9uN1p;yiW12srAwQ0O6;EOwK>j(PAp}=1}3EzJP zoc;@7P3KqMp~4v_2B`6z?pkBTU$)j`i}R{FeH(^?wd!35(mcOPP)!`L=0k~gl?MBo z4)>jhEA?-2sk#X&=y7}pF3(|sZn;D-&_K>hc_6M$F`T4awg`3X{Ry__hB`Cxt{oy` z&7RE7m}sH-X!intwh*UrQEMY$mcKIpP~cI)#%5=oFXWjNFM2cPI}@fMibJn9q+s}tTPFV5)c#6@-PXJ6 zfz^Vd`!LKG}y>g5WB*-MZp3ElA&M zIo~4E!vin>NrfJv<+B!%+(zfFw;&d~{@~git@SP};5V}F4U*(c+Zblyibhd+&C2gj zb84aujQNcYI)e?aohr2M1{I!jVN=K~XgDW6j=#E9+hcuS`He;bs`vJ+hwIhzze*%b zz`9KCYP%CoGca>y8o~ zSh6{YS58ku9x{n?tm0u7P~lB)4gk$FMq-)$je7{RbcSOxe*%b&uADyq zk3P=M9F+I=pQ#-5zo+u_w+lS*gXgYp2%DI16II9kg(5g&xmKB6(7T6f|A+RO#*VA-QhT4LH{o_*Sru^SYeQ%m9?5Mh**5Uo`#i#18`O{` zf7u_)gaR+xP2zIs2zqY#Lllg5qM?MsW|a1Z#HAYHP5Gu8mCH+|S7t~VdZxG@IyESjh-^x)!AtK|&aYz(2UuWZ$rLtv;NIzka6$Zr7 z$TnG6yL>SI<{0t=Yai;1BfX6b1?spNo1|6Q6~Q1hPtWg9g=jX*II7anv=IW%$QsW| zr4MjjHH&8S`IB!CFNa!c;jQ!Kd2nOAgv%Se+x1?zbv;&oY^A*T;veWCF3+)39TN*t zQ`NRP5(Z^HF#5oB;5%+I(UrJou6sg=Sla6!WyyiBgV{%VJMHYyir26GC_1}Ckoj4h zQY2WVR{8gz=q7!Te;*0z#dus)-c+d6M?{j3TMNiJi0A0DBo4#xPgQp}JY$UZ3SQvY z1({#InS7YR?&WHNEDQYuZgwx~Lu64Ta&E!~A>&zs!n8Kv>tTQn%Q_-=7W3NW7Oo#+ zC-lfxp#2y=L3(HNF`liDd+WzDS1QCKYF9QrI!&ub@_2>wv5Q-kh^Ch7cK*|0Iw+>> zOEk`Ktg##YJI--Mz3R3&UoySR8Mzt7J|=rht18|&K`G!*56|H1-2Fdny=7cf-5x(m zcY|~Z64Ko=q$mgoSag>(Lw88GbPpgP-CdFcNO#we(hSmZH_tie#{ao5cX~>s_M$Eu#aS;uw8zQlWLKx^@$5C<3yx zOF1hsv>;LMd#Y6lZ@9Rx(+#)p-`PU$JD9%Mvgeh%*RN&Sfc<7wSJqv|geTlI8t1N& z52EU13#df#5o-XI9wQ*vTQ={l0`XN2BKSx=reN=e4|WXQYqtkuWloKiO+C}Pt!={9 ztKZr9xhd;=_!h85Qtqx^xq3a7z5||c4oHVj*slwQyd`NI6Cq;m~3-e_EEG%@UM?pdjwn;qc&Yec&- z_=b2|pXr?3S92&)@7+^-3PU!TYjypi$cMfy{aHS7-r!Y1KG0DQ#P|jl*q05vRVe27dKja5G|vkkn)S?G!uq;r&7mN;+(9=LPJD6bRJ0e^AS~klHF9R zrTta+Rz}n$9V$1`d-UynFvdK`MUbZuk__qM72{DG3pm<#>)0( zc+g%&V;!U&^~KDOylyZ>!=LT?{B$KYj>>z`+%S>r%WJB5Wr^+`nA(F0{1UT+kZ*pt`hHzxgb#7*AH4dA)l|;C2?<~j5?<@36F(j%P)~h zKdYD##a(LW=8GZQBi`??KEzLIOZt~10c2q~QZtqAy6@>`T+oWA&`vA);$<=FTx~>+ zfgt$fT4`X_F|D();GfI;vB*}M(d$EyKVC-Gg(C+wBR9EAu#Cc&z-oR-_;)rU!(+3b zrXTWv`-y}80>yJ;C%5mvO(r&f^~?kkYRa&n{&fVpHx5bbloEebXdd=C8-Y-ky7;E21XoJUTDozB7#T5wvgijwHEZ z_KzU-S~E{!%t^>Mg)bXB?cvb17l(Rp@RV<5T3yvh`wjk#Ra|J4*({khCwo}WBA*TG?8z2u&dRp7CwrCD9vJho3jT1(?`*2EbnIX_^*OBlS?iUbli{M;brjZ9P>sqK?e(7~^ z699=))sfEWvBS=k-GHUI;Tm;UQElC^M5{}6kf}l*_1uwkc^1nqhz+QXrXCb2`T)Wu zu}Aj5T1!_!Xbrofbeu>ls?SS2T% zo#~|l8KH&isGv@{jZB`+NdWk~Ile@?xlfO&Vvyp7+?si5CouLl&G+{@PTC$>XZ>s( z&t@!#Xrjx;0bby|_M-2r;>)c^Bx7_y;#P-TZ4+9BEyF-8G_)Lo&vjn1Z$@^dW~upl z>ASS3)>-JRG2CI)^x0VHrOwZz| zf8Ju%z~1%|i7KR{i+H!<^qWnAF;t+Ze)H#r0^@dY6@FQ?rAPh8qlM$w+pE+e{MQFF zb!45b(nwieKoxR!+eAE6Vl2@!LqjCYDpAK-#yPj9{A#+kzS9My+i)RUuG9`8Gdztb z-+3l_;M0GJ1NQ|It+HSpiXy9jGQu*9MU8cJv;3pjn5;>3DLZ3ylyme<6o1(w()jGW z#Ob)#(vfRYmVS>z7-Qq4aKBxNS>Ijgrolo<6d{yhg4lLVnAHx~iH+*on=Mlz0>ofn zlp2BL+m2|!E?DnJtMUv-R`K($A)u2=Og8=>cr=8w8xi^hIwBAKpUmMeI=Cw!QS**A z_qzXl$869w@{`!Enox8OFEA>7825|3(_|f;@m~}%pnw$d9v6@|%9r~~0_+8kd$r@@ zacMxXMr=B~9m&hm3bd`*I(c4nhtt=BcmlraR1hu<5f(1I1Y|Ksc<|IJ7YUj~3Q@a3 zr;4ArXzsG&lyxtH9$y=HJwq{R%I7cd9ZvG;0yQL@lAC736xpksKS~?eX?3BZo`-Ni z^5z)`sK=8YUn|1}!@6yKTMXEiB1F)Up*5p+$|U^^CUOJvsk7dIX~R`i0UP_M`Bc?1Yc5WOv`ThUgr4!7*1T%}w3|NcuM*!53d)@$#LfdxMK`3OqA{rF(uYcXlK5%x>1mm*ksZtY zQisp(hsfPAw6ZOO-}m_a{lJsQC~e6fE@Z*sAEcm^yQ(#QE4bCdS2;nbIj-L};C`%~ zFO+k!TM*NHhFHpt@ZA|?Sk2L>%zLD)w<>o`rLefh$FX-Szy&q%P7>r><&1Tg?CjH; zXHdi{e?sEyURWfI=fm!_kCwqe>)#HKu%Ewzh4e{l>0QPAwS8^VyW?LP4#fNwpZXj& z&;~C1?&D~q*z6niNVKl`l(FhFx3MHN=(*b?s9OTQqSAlhqIz^vSyci(?6YEzf=d_( zyZ}f>@9D{RTtB#~g1~gDki4hY(RalPGP<)xt&wRL#qIC`-Wu8mdbk4f_Y4`Tu~G8NNfP=T<&DF&)SEd0FsOfkx3iVc{HptxMtd z0ZSL<7L4v@xX)SYo?{82`wS4GhITXCaSsJBN*%;kC;ObnYZBDhH|^4sI;9PNB??;S z9CxWxLaIMfWl8ac_zN=sjtp!443c2Rr+w8$M=%Hw2v*}n^k8dBLE8n^zUw{M(uvDJ z8_#QUtRGj9Quy@1b9tTw+pyPS#pH@sdm+Xv>d@aL;?mH`;;Ve=E?R@IX#6Ly0+Y^& zP+uubw*1Jre!eZ$F79|Sd>;#R-YG=Zq(Rxj&xQ&3Y=ssj*VJkM&6&R9&jD!SrV z>v8AV>fMHmg68{pI=cm9PM#;Z*HqzSb(u+kZt51^6{tX6gHkF1*&41Lz-f}++;Z&*lLv@h@%dwaDs{)8YAG;+h8V>0rCr;bejvo zi-@(TzoP!BfzymyUY|gMpBp4^fZ2=HR|e3!soWz zgqDxu5JbT11q@r>K&UyD1N&|C+<6l7rXPcAi|AZzR6wWg9=cnI(tV=xduyG4ma)I{N_3j-8YKbEiI?7di>|2?- zKYEGc6BjSbEL=#ngn!eZE)61JaNXT0NqXZZ6fNc9i7)qTGB|)&Hsr zLAOh**C_TBpVfGQyv7Q_-xERmFH{KSU$aB^O1(R)xPwo2TqSpS-JE@XD9W<%h$s~D zp`K!h-Z+8Pno>9|?#Axa3E0zf1m2ZX=$3?e|zU!`J70HGQy!_*a6@@ZZzZ$$JAX?;N`V7u`{4v7IB>BnP_(GC(Y z1Nc6!AkW1cEXxhQ_s0~no_kuN?4S z^sO>U_WiJnddTUgQElm$M*dlodiL{Z2Y-tSq-!5$o^SpxM$+x^JO;Qt3!{A^YkX+GweQ^4}EC2``XsosYf&jjK6%bF8 zBu2YCm@*FNs#ptDRup34vW7iwksmtD#lSA+mge^TUOexm#XhSi83PKH27Y){7MVsU zH^=Hxzbt7DGs1Y%)PnKULTfv7|CxoGYUJ0$)5aSO15{O(PvOZeVi|Hi`Q`! za|-kVAj+!eP3Fa$#KzU=z7H31E$8DZ-$?x@x!G+L-E`+XO}=xB;Oft9Ja*eX?*gQ5 zK>qM&K!`Sk8ephiszFcw!@C?ipBu+l&i{A(? zlsRGKCqjH5c%$PGY#6~{HL()|>rB644hMppZ7mm}dNruFEM~HuB}>S2%PyKn7w!c! zl7L(M%5CAKKaDXmd)H==2c;)(ayN(V^ zwr`b|5Zv3Ss&n~!)k+8ZVZ6Z4cEt!<-g}Vyc!4XFu-Dq-Gygph8b6n#Y4DDXbEGXA zbR)y$1j!i^s>`NNCs(&gWhWam#!N2Gycw{eg{%Bz4>6fHY#baV2`b{a(3_1*yv;eq zVg4hU#O8qbN{>OT7n8u@CgXYL)ZF{4rVr}v)>GyNP5V5Ae{(X<4X@t1%Ima9B;_vK zyMD+M3=WWo-8J?J0`D@=H`-2GtY1RStPLwRQBFCa-65#I*W%PsPY)5QTeZpiEXq$R zn?@7!@%r6Z(4y3C>A{2@?WVbERU|HuRlPBxBxhIxxUPC2 zZRP*qLtZMT({7?I)!^AuLQ!_lE807mW$0h2-Q-lh$mKAh-PgHP9DR>SjGVm+7p5v& zAmZW%csRgA01~<1wp((dP^sc*JV}9*DS?ee~Er1Ewd%7>n4`fQcUR z?*VfKV8fR|L*Dx1jF|$|&Ec-onc0T}jiwz3=B9b{%|#yCARi>)x!ptnEMqEC^YVwZ zPFciS1`5-=1}gy`3wpQpG(!3O+uPT}xp;Padh&hS@Y*H%n|%8s-inoFcel3I|(ym+Cl^zZ4WS>I$xUNH~af&aXB1W|-*w0=j2@3Hp!EzCuX#}fX zXyR;>&M?pEB;BKc<nhGzVo|5fJA4z&~A6>!RS@21C>MH zT(-ze@a)6<2V<-Yxmtcl7`np%vR}4A(|16Yosq>2NQ*=pn4QTN%=xDDkszn3NNwv> z7B{DK20}Y|xNq0bjtN5VzL|`w+J9@iM*2DQY-7(21tW#wrtUW(%X8UN62JFEpoaPBk_!`xr5OXR+HHbDVZ$*; z^C9NSU-N7iFDFM#QB=$$fK002l)C{q@o&GfEtOXA?Xnj9bhsKU+zCgu_dH8&J?I|Q zHt^QblEezvO%83&riJw-T9@t6E6Uxq0fKVumWFXT;lY%{{*G6v%{Hai*d=MX{&mLa zr#y4rKd9G5a=k&n5Clla%vaoX0xa;tt>>9S(xW8Wja1`*h!86i&Ch0K!*RGEAVa{T z(tW>V<6bU~ub6@{K3(MvD!Cg1>-2tqnTM|z)ed29&e8%C5$u=&qUEQRtt1EQSfi{E z)=}WGnp))9JZ!eAQ;>OVlh@g~@A-S6n(a~@%CeIvzAfI8W`0TB7K#*l)e)`g8Mdp3 z*w&}y7_=%zFy-@iZfmGSF`on|qEswff1w1bahko4&bHN$M}7G~T)_$fzWzHyc`L}R z{FH!E1j>ca`AvO1{@BMzH7y|rb+=t&nI=4%is$;O%ZB5cKgkvBano69XH93XM~JB( z%@H#*lSk>YAJCKDso>OM^nx`#Mc;t+VhRf-2ROIWV)A_dpBMw%wg3MZ zgA?ejE+9sWxjQYqRSXtA2;Dyr`_|T&sk=;a)%V<*MK0x&)?dzgd@S!pYVS@JE{HE| z@hRJdbyljQ+0WJmnqd4{xHO3!KN9z`89R5-s9W9JL7}Cy;QR0lLW>7tN;vWbHY+IP zmUy@6q2Z+*_Q??q3nnJB;m!CQ%4B=5G>21Evhkf2EGW}9nB_XFqBRwlr7}+c%)F6A zknMYGAiPzE4P(gxHm0r9C6h`z3{xKmr!! zhap!ZtE_7~jFSG*g{O2YzI37p#$Dt`^_pLr?nFPEYAc~`y+thcO1DMLHsR>0w22u< zAt{Ge?}T9Rsnel4aU8-CL{kpTFH}KE4gA~D7U+%xt*N@W)}-S(y1+#oK==Nnp>_cZ zXoDRvTe#_~%T95-$(dQUDNm?H{rMFoD7q_d!DS^zlSPcf{Q&@Yl}N_)_lNpxm@Vyv zkU|*f`VIu(QPDd8JtN>QjVz6zjVx!KAVs3JkJ8gO(Qk_< zPY7gP04;h=Ho}KRGv-2DH8GgtERiSJ=TYlIKHqGTK0Ad=N1$f{W;CFR=W_&-$E}#Y zGVm~aovIRX(i3=p`JozNG|s~_FpwkAmLzyW6Rai7omK$5c7X5*G39#peF9Q5pylBt z8S}k#{l@@x%aTjZxRUjETGc}I5QD4!ne;4xgAeud{@1tKl7Z-r>G0%RCI7b_P~#f# zT>RxNKRGLKz(@og&sV2x>0kaeYg!KzfM9ADE*Gx7mK%l5RlN(h*=L3?@_Hjz$Vibe30&qNo4gn8Qy`WaHhHqV6wuW#V2*ONiFxQyX$3128WYS z1+;@5t&Y8X@q`;>5xu)-P_eK-n5Ek-3YouI`5=T%5g^~0nh&4V`#XJ?5S|aiC(Y^3 z(0zr%%tDSJ9UJ2R=d$+$EIY}*lX7<{<~?PN+Mq8v6~s+~e*5P2%(x@FB|^y9F4> z?#%hTPP+d2{+7_u0ggC=OEM;_e`UrNHEg4EN%*~HD;CAhMjYF7>X@6RYYEq#amjGJ z754z@8Q54D30(&R79+f;Z6TToD~+=@o=*3y0FtiE?*DV~UM}C+7y*%|%aK^QP%r!? zCaLXwXuR|RYw_&YVz#tctHpohmTmz^%~?_kLj8whW)pudwa{@D_=ttqrv?U0(3rO_ zDETsB)=(m>-{qz(Gpb*VM z>mhqRW{q)rfF@v`kTe$EcD3lg_NKH6!X9SPLDvI9d1&0aa1$2-)^H=*qpU(sW=D>wh$5zS6g0)Aw1V8+YAAY ziH0hK^-oTg zEs#+3A7qL3U&zwkhYn=a^U%m_op$FGpN@txcIKO<>LAnUV+WLnyZRH8hBpQa3I|nx z`;A+HFdASdZ|(C9Sox}6xt&S&R?HNye~-`ERF$eZXV~J6KjpE@nIt>PkF_>C_BZPE zNLZ&aQLvA`GY+k@8-3P|f4iyoiMWRGbzZ70dyA3&W*~Z7_BF?!rrKrl;Qdd#26sxS z_e#XEb=Qj)3uO9sr$5ql>RVtvGX0Bh_q5vCVgiu+-CO{A2#|~rjTdyQp(XzjPr#(S z8YFLT*4*`jNi*w|Ig=#5Ui!i7S{9AsPR+47U9F5C)m#NQ-XP5dyIyk>t1}LCvr2b(Q2R%om8byH-E+3vJe$fm}6_T z%g9iq9U3PD2(cFOm5n+5s-{D-$-MMCX%0k5Kd;^{EGx0HP#aF``&d+&X8#I=w@*LNyLr1ahPn) zSKc2iYtO*Q0i#sr)6t)&qpV&FcwXN<$%98#>EHm(B+0cdQ$0fI<@jD`W-@t!evMvm zmlpMWXuRsbzHU`Hv~&N_r+m26|K!6l`ZUr3)6CM7*R>C44gDz?X+MxUr!M4magHe>H}s0JIR~g$q@Y>%3Wa~*5vPR7rO#&>J`k?AIi_S z2QU;<^DGs_sq{mWZJlbgPS*eJv?SZcg3l3%}i8NWn1Bwhb$!6MZ+yg|y=x5s>EziFu{ot`id1H~FMAcUf|`tOTr z1es8aejyzJHM)ngj2%1ky;DbZQnC;u*-FV=<1fisXn4U{$4J6R_J?A}-d38v;kz+0 zg42?b8E_st6S)rEkk8KYad-W;&==^{ zTLIb)BzMlGkwp#7&nl`MZhg$y`JPRX<1L0^!}n*|oD>xWG44#5{P-$}L%Rch8j=kw zNf_QDOE`EdBkI;}zqMO9!RgS zgfnGW`C(*XzC+3|JWQU~`?siekU#b=D{V*5M4)O`PUw)}Sn7`-k-C{bnC7TL;B*dr zA$7cGv2J)XuFCvH1ea74C_GFceFSQbASLuE10-x|7xo@#JkIGou`j)65U?D#Zy$kq zsY4#|{xjgg$>w(uSGiasX*jeOv)9ROP zYJR+gQaqd9Uh%PS9(%je)-tlk9QKoHVlli$+yQtNd`-#)VSN>TfRWr>g!pHQUr$yq>Dt$s9V(#9zKD56*< zL>w6%vE<;Sb}XMjOO@(H5F@`9L>DfiS$oB==&bDi6vC0*B=lqBDQ?bd!1zhVMO!nB z>U3JL+8H#qG~|=c@WE*nI4E9zT4MkwOZqj0>25dfl(T(Zm7u^Za$9FIe7X}mso%6( zW-k({kG~t+|1M?SkokT~V%gz1M{Fi^|NdK0&D#Eu#8S)wBiJ{L6>C>a_0?x>ic#Yp zaOoe>k%P^F%>XSN_N4nwK4lFB^sXEb95FSPK6HotNvol@9C zMt1KhN3N~=k?O09>G7m<@8^eIGbKp}HJqx%*tl30wwh8q#1(~;z^&J}A4x3vr=J04 z11BysLJa<**OH9KqRsbx$niW;yb61d@6{P>;$y>Jh3FT0?*N%S;!@1Vvu8l~zX(OV zsDu*+e6De{aYtaI$ew6DqpR`Wq0C`a`n@zo;GgEk;Gc{2tZwQ@VHqmfJm?-_yTyJZ zaPh{&oT@?Rt8zkt`!ca)@{!$-goToe6uT+xR8m+}+lPt&>`L5(nOM7UyKGyZ_MI_4 z{{_REmm?8DSWfmb1m=@)ycw-)!VnCF_u-q2w`G100I+oIO9rTAiMTq}pO_@m7hV0) zKUooDPGcCsfH%VY$*}g%hQ#t5`9|g+*vbCi>6xF;RRK!Ml2sVLr1Va=Uq=eKT(vvi zoWQt&9Tsq?r)*_+Y8Maxpen!O9>@*^0%hLo0q2)ix+zePdD|4jb}3m9rp8_S6uqC!?0(W8Pg+8 z1SsN|3xpM!wwmXJsiz_9 zYA7`SQogwd%pYY~YR#Y5Zd!GW&;swJGY)siMRI8FOVgl%i*@SiV;x=YCkF#?I(@`U ze@NXvNANXnQXso)!~J15l9-KN)6iIgT13&4oPEq!j znfc88?Sv6oGkFVL2F;|WSUCf4d=;&$^`VW1@cg(}8hB2l)7QI*+_A{-Vf}tmw*1ki z*s$HOZC=kga@THocMv)X1qUXG#vXbxGDxaYc-9)6S*%zoTCSGgBjr9Y0-qN9kSRA_ z-RIz)HA19uv<&|s_T)8Jl&RR_C=9YLI!N}b`n1M${!D9&a*)PQLBOmdnzsw{gyNiKH}#kCj83nsY^95M2_u#-Tco)VZ*;YG5^cg@pq&3vD?9~K zm)+I4#|N!AjrIdV!kGZNJKK7=A@H4OOa~0(Md!RysSlmhOuOfgg6~of#-P4o{1>t^ zIC)D^d_pOM3p;I+#5cmVUKmt-P+sVs!iIjETO=SExIE_v{)$=P{9#$&A9^Y(>+AZ| zh21Fw#9U~9jUM@rY1;>h4`PS#(#sseYY|jex98{R2A{=ilh5N|CZ>roHr4ea>$cA4)9Mlg7D=JVmkt7c$B*n(z z-QQOsFQR*?4AP@GxUCO_4JY42$){x!5qXO|7CX-P(=QGBA4#p&fgA<8EhRbmSa?tL z&0{(kiGwoO;Zb;5hhgCCxu%ce`$JJFh6_7#SQh8k)|*UVslM^ zenU${yQn+qCeP2h{}p?Zd3X?d4MGY0lK)diM+Y6WpW6a4_5GUEis2Puj)fw9iXe{ zCe$SxQ!Y9l>S9q<9w0==jOBZApzc93#{Uv}^k3U7A;lOO!ausq_!A7TOr@dz{3!N9uYR$W*~zLt2vgj+=OqCYetSg>Wg z)Y1vw*7~;m#qKD)IH#KXm3TFb*-Ne|^+|3D_%3cKcTtFq6{uJ1ok0!NtzC!DV(lp= zmsE@yk0ZTtfkMuyMj?Mo6}|}SJ#iY{Xq`S+|Dr6g^fMtzJYBPpsg~?zf4S)HcZ&g> z6QSD~(Q93T8E-^dawaHu=~l#FHD;rpBhl&H>*CvPnWON3gjMZdgP zG}z2uXH7$!TYik?YaD>Fc{l%mGd7us-d*4)#)kesjLle-pwGC3``!8Z@ng5I^OlWEYmC&|YYN zSNQ5amG&j>zQIeWNj$zV4Kw$k>Q#{$^L;nCHL{UA@u1)s9grAAfO_s3R1!OJ{A^h5 zwcGOOvjQ5&phb52o$Ed+and#$#8+mM#Ky*c&))2Ms*RXp|BSmDrjrVeueKL#dJ``p z%kCp%grktic)Bp%Sh93qtdPxusV!dNU@LWj@w=filor)#5#{{IIx{ddM&rbZ;q@Rg zvDigLI`%1@_ZpMV7b$ZXZ{Op4snx3-h+2$KUtFk*&}*}$rv0@jNXb~uUwR2~kx>N= zaJ$>zi*w{wfp}D>Og3}($DG8-?@{nD(Xx>spE9ET)GA+_h_iJdoRoNXjflp(X4>t~ zm%-}PQ~7+`>Ad5374%<{7^RJVZ;ehNg_R2<7sEdZ^53eB{~_iwo}7`&77Ys}O{?0q z)?GE%LHQkX&0|p=y>k4lMS|@0!C(w^bY*7TJVk=!DZfyg+<6gD(J@n)w+wf=z zWrmsQ9D>}Dd~aMEQJDzub-eZ}qFA^h0x=e^Tb1rA(SVDbzTDGFx^G*({>%#D1{!Sw ztTQ_k@2+&{1aXia?P)f!liI`=ea^22_V!n=w)fIkuk$8-uS+^4z1Qg;C-zplM`0lI zmXPZ${pBO;a|MI{2q&-5NBktmn*j6Gh{S)6;XA}py3Qvr9~AKNz32Dahm8Q?z+|Ad zL0$R#QF|s;jGS*pdrAmNt@HJ5&YriJh3kr+4oliE*b4wc;&Fz~0QY?L5jMF$`e+19 zPEQTJNMgg|Mg=>KpPIQ~P;K>`$*mwAy^R_01oo6L)Bekh6QnsR^g1Pu{Yb7t{B`5kKM!Te;gZ*5 zmzz+vF$(f?6o1?H5!cpV)QDPCTHk1JE;3B*^|3V0?Hl_VjR6J#+Kp+%YmJ{i(~O$E z&lq1*s+P})uGcFuvUy=e=baTQ$zt%oybBIF)D0Uw6>YCKSwM~@pzX!frqi1XKg^&* zeTusf2;*6Ar?MM2xMONYIkNLl3N%d&1jX4|CI|wRv>loDv~N%?0l-e7+A;B4W%}rx4`r z$Me02N%)RlUmrQcmABMwXnstXv;+~dzwKJHO^<0ytS8#DULO-taGArF66hA_bDNKI zsNfx($G;|I;i~=24Gac=@68_C7m~8sea%b^nea(}L*5 zBZ4p}5>TR_8jozFBMnScUQx9Op_EI@7Jyz%2uiL|FwROn96tV=%(5?Pv`hE&ybIZ zCdNuQPX}!Va)=}a6+;Z_}uQ1p@zEkAj`S2e0z)!`CNxYsYzpl?0I z8n*>Se3xZl32F^8;~AeXQXQSdyFk9Ljqq`a-TwFVQ`6bB<@<0mvV*D4HSW4ZFFE-S+xze~uBCt`~FHCZ^_H3EJ*#wLsXjuaQh%hauO zdmwrIh!oLRa_r|HhWt2U0XD}mCN2%f8hHKL9x-CHN6CjWACr?ld-8pw=j`Xed#QL9 zHIlJx1w*Q=|UZ`-ybGAU7R??|P=)rhA}gU81+c3_^=#~%dS3k8aL zk#@wKJ{q%4rsJ|ow8|7cJq|uVrd6iit4E+Y!uJ@o@k9sv{ylH$fKTg5C70nS8jNqb zmY#hyW?1R)j!h?GdIk3!HMG4t`nCp8BP!IvjG<4`#Faz|c-~nYnk1tyhqF=5uAYY|Ed207vZ}~Rv?)su)kCAui{@$zP5nLJjqU?V% zB#L_N#D{oc9B7Fh(@-7%e9HIq(d+np7AB$;p=R8tZ12&OV>VES>d0B>a@_<8Lj%c z>iS{2xDkx2i;%`_%X<61O^7>PgoPnk<2I89(>zZChjs$z(K=VMO>NY70$z{+6R6fl zQr|@K(CrE;c3Vh#K|a;zu;6ma!C`Dng)bHfH9prwxOksIJy$M1e-T<`c!*8$LirsC z0oyh`>~y8gvrr-Cy+C_Y1;Mp04Trr3c=ifgy6My6d0Lc%=u1>VRB6U~vzicP(W>De z`o{vo&z>&|U89DbI!7k}PW8*GZ%UH>di`9tduxI-si-5mBj$J&lLr^%?A|AI={xa^ z2kM==+Z;|2Hl49R@+_Ic;MFf@$*bq+6e=-6^_m>}T^Q-b{vPDt1|1N!?tiL+(;z{M ze9}tyrrRA6inb9~%sJ115)k6un5I7dE~fgB}s4-qI#u+ z*tcp2>gA3s@n(cguvP$Z)&TZ7MxeKpk_SWn7$V9#EUV0hHmxt6RNll9u>4EbeGsQi z_IG1LW>GEOGY3lP0z5?KO2Ri2a@kQ=nHQKNL0`I<9x?RqD?15vt2PdGX`yaN9c#=v`0kLfdwoCILbo0^txb5+RwH#%Y?>j;m2has> z_)Ca_IMRVZ%rM4buC5Jy37?-A_dFh1=`c6H2oZN>5jBW;H4+Flr0z_ij*1Fn4jg!c zgnD$HRjlD$+#)Gf+)+1y2R@m{}e zI&dGIp4G7I~{Sw&wn;a`Cdx zaZ@K@=Z`UY;qO}|I5WfehfhfGhqt{~gyXeA*gS6sx%ytuUWd!KHi;x|PA%*W77NF* z%66rG`Q%g#im3G$2`R4rYM>5z?O8gBtg;`d(5Eqv?44L2L;ZfcYkjSFBkD)o>Q_th z0hOuG^~_Ddwtrd6W=+4zt5{L6^=U9F^`!Rb=o>N<#3S!|_91xW7qUfKXe{RKJ1&m? zFbg3lDm4k60TFX17^1$g1_u_Qt3_;9?VoY zBQp3SoHY@1O}_E#N8_9*AD&mm#Dgyw6c2Wb0vu`S;Kj0=9}u0Si@v;h^HzZaC+3ur ziGes};QPo6B{C{gka=z|U)3bhLY6dgZ{j=Os3F(76bqJzDTL-y$sNNk()lj=x*|6) zM(#68XI3sV4I5*_?JCCKa-SXuA(+k{)fU~R2o&))NWEG;Zdy#dVs7DCjF%rTrdP02}3zO}(HzQBvu*x@{- zpB=33tJrH)xj4@je9G-wKncG)feU3@-nMK)fRjvTEaeN7ii4AptCK019LZ`>Wx&w|z)1j|)%biw zG>UPux?JNxyXL*0zqPqOw*M>mVS%@9I6m{%d3l7kof6 z7bMqmBKhB*>NkX9Re1D&q}Joi!wfx@h^!}NP@Z8kHAEzOjNWvDaWHE(FH4~K=@++! z7hf8#Kv%WK6D7|)cIidGn$wj-J3wT8jk-!yNW@g`Fu5v6@K&}=Wt0&OHQZ$hYH)}ZS&HX*maFEv&x(iagz6a zNOqPpLz{_^YSR#UlV8M;BNLo(wTkIH zd7$S38705L0d)GSW~`nJ9mn))lIO#HVTvB0Y{Fo(qpsivh*_k8un4xJ2GFnIBck69 zuk8Ewu(t-#*UB5oY4U4?eai$pqG;x-GGQCV_xx!(Fs7-H$}yPGG2`^f@Loj5H@d{X zd&%l^{#N)s(2duN_N-(0tY<8fgdjJ`P)O3_FMG}-%Hgv~ni1}{{w7$MlD5nr0U4U- zrF-oi1L&*v@_RfBoA?Ln7z84dk^oV!xZFmyWE2sZjV<7q6IyS#mw^})Zu|x_M?}r7 z&`voqa)MXoY9Z2^eB%_ZAheg**%2Ox;B&AcfIa(i~S+kgtn^*8(TJd7$HMUG10nx5Zl{1jl{&fN(Qmbar%qRf-U^}jC zk=w*mvfuTKo409z5cA>5mj^v6L=RaEwQK8=)H<4&jlLoeMNF1cFS=_4wv}VFiB&1g z8oQ>sELiepn@RK6s=U=;lEn&P(vOI;0$u)e1-hWyb~doB1tcTYh7tZmGB{ZsKp>W6 zFuNYu)5FC*xs5vVax~fkG5>f-%xhhRfdKl8`VrBz4V;NpVN$U2sC48d&76!rfxrSX zag=>}i`+{L7g=d*E>XxACSeqoXewf0BE`ll6a^pkN9ozVT8q*VK-Z6m5*vf0=tfg+4TM^6%Lp2~eUGD%5~=36~IyuxBH zp?jd;`LnQg<oO?8AZ=TmWe|K9-zHm_94sr)7YU$?602xC@v{jhc4VTWmwAv**5Hf(6`5hm zqs#&~J<3#skgFz%Lf6=#+XNsBQF78Ve3}dxOKcNB@LX4*uZnx1Ti_w{C(i1GdB~On z5;f??iF{52__LxWQ{*OlRbHxuNcOTUkBG{)L{0#G zA6bFES_9}cmq_ms|Z zZBu)QjD2J!{yrK&ulGRrQcYs4tYLs!%Zz!WgTm*FUbEU{L_#ge!Fb3O$=>sNZ#4J@J#67}z-j{Mc*M~fQ(=HTrUnM7wl~cfkvj`~fJ!p78F_hZ&!5x^ zLFDt4;Bpc)w}Jwr?ez3GxDmsf1Q{sHbs3`>Qbz#<&{=`*1L#$!;$)SqX|#45%dzDf z&Zvt8(TB0@p+?CW?t+t2y4OaW^(B&WA+V3*GR(Z}r+t z8ZgV#hBaYE%3J$RnCeu?7W&L?)ktDgTt@a~_w|SeoD%(wnM|hxqY!T(=(cX%7B;=G zIetWx06KU%m>KW@D`nR{LC#HHqazmZm>#W4QdsmlUY|7rtCYu)PkK1o(E)jygLNY7Z}WAy&ur`Y7=25%!d92njv!p%|aJkUys?P z0rW3_O+F&}t+0K~hOm0=dfCF|z)k=i4ztW;dQb4`8m82*6g`L zwsDbm!4@v5eMPh$8|4(oY6e_*tRArh11l-@Tpf(AgR?dsQ7y0NF%yzNC=}F@mF;P9 zqCZ(2&w_thKAid7rfp%P?DhQ0w$#^~o$9otSY>6c$%@7(pozrmF>qqilU_a1qgSb8 zr`9gRlQcb99ca5ze^gnHQIEClXj1WsStGoWJzhcqZ)c1mdtGnjBckG$n2abD2PgEB zjINY-^tXx><0fAx!_<1TB!}!OWvXd zmE+b)eQqeNHj&Gu6&XrlM5#TRv_*7eRu$=cI@35j*E|tV0Dbeum%`SU+2SZt*w4f0 zy(DX$z!YyrOBtMvFFem6p9Ig=6S)R9pw9y>@9fC>ydHjwG$Q$rUQi`~{$hCiuB*er zd%X}Y|L}Wd3zxqP#~gK35~Gw^Xjudf5tudk;C^Ei`brXij9j6eMH~LuidMsQ}Bt@Fr zZo55vQ3B|H|HUi9E2|C)tM^|g!P9-j-9~A$?F`)OiIdAx3y+IDI-wd7hmG5}ZIk_D zS-u!#>y#DpvBniL`D*2~dZTRWZI(Flo_M;a&;D*_1m!yEBtg7H#@Uyku4ZDOl_ln9>}ksv}8LI`p&O_sW%`-|yj~SmTN!+hg&YU=Z3Q-3mfr z_{G9)kVJD^hS|DewWtpg8rrnFU$31CPk1@m711lz<2A!!5nruZv4;lFSIG4!Edia9 zM7HV>eM+9~D0NAiO={#@;P{HH?%gVFf*|FJJ>)kkZB(xZbr47QebJ_-;s5|Z07*na zRF(vz-V`e+S~pv5Vo=^_KlPj){rhj;+2im@Ddb!Nw%rjBCBiTZx=6#SCkxB@lb1+nQ6MlY-w%F+EF4( zS^2$n>sGxME2Mp{SRws4LY+XIz8Mnx5|Bt?OW>o zt|5hxgx;8oPO?ITnZE|VRXEk&_>1lFstyxp{kG_}Ymv0-DeHl*R4n4GoNOkLUni-H zfm%IsJ*fW{37&5ghghwno3vILRg^kW^jO1t{kG@z|;x5{qMlA%7+v+G`4&Ctt|x4<$;QhL6QMx2c)Xl zgf!<&*TA(nlNZk7;YIXB`<1P>N%cf|*$g9AC#6D$MJgL-ZGHKr@Yo;k42K=CXZYmD zE)D3mHtP##q-Bc9B=^OQFNUX|dP;PLuy*a*uxC>3d1HRJK;R*B%cdOVNMYsCtHs^E5H#D0Ra!vm*id=95nb`7-P4n}Vv6XJZQ zx)UC9BT-P>7SIzZ@<}0MdZ0}>uP3R?I1`!SWaP;Y4}WO+BvVn_=MYLIhon;J3^sN) zq2L_@*MJAFFTVI-oJIbSgNN;F=JrQSc@}wlrR1|U$EwOTBo`M!yEU#y} zf2&3sMMN6=O`2GLRuv}KbXgffFHqn}jG%;20bXLs(|o9t_L0KH!;Gi?^kg`A?SbKv zi!KcR=?h;7haG-cWI&wPTg0T=3Lw+ujH9ZvZ=wMDH^WVLJQVgn^wh9&uLE@O%_L{n zrWsdp*BUZu+pRn>wTs>Aa_knyys>Q}-nd^0XPpIwcmcLR>`ZDJ_5BMY5ax6+D6J+kNLr% zY)`=CZ-oTxw`|!G?z{iKaMO)9>dLV*-*sl#uztM;@mb9mWpfliY6YX-2&vs_dTgp^ zGqY@|D79dK@taM?n`XKZton>XqzO|s*_ASNA(=0XI=+4%wQ$VxBXJ~)=(-YuF|d&i z^hRzydOZ%DvZB?`vegPNJ?g4#Q_cj@lhCW?Ub z^m4fNy6eIp|M+0oZ@>M*`RBh!f*=P7eh*!3TJuvH8W7v;5FWMF9NK23j!G>DFF#Aj z8Ij-#OrV~H$Tu)}JZ+L;m&E+(Nh)zY1S+yv$?4d^aU~=tl8UfG1VvyEW_ZqmheY|E z9XgIxoOmt%Afw-)l?uh}g~%%)3Q;LZnv*3Il7N#8k;>vEa*TgokwwSsj~}(*bbqR~!tr zktO{$5-y&=6vO&-Cc$W9Inowk5n7HBQ+TaE0z!&qg90hEW|QeK9;irT@Q91`)Mm&v zQ|6>67HVI6X{{o~d0_GZ?MjrzrY?9XAe!x!HgDb(?tkEcaMiD_(m?4+C%rSg?fB!R zc1cbWfvqKpykwhFrFLA`6hZ$M=iJeWGoyXu6-V<3hfRTzSEqYP_@%J8?e6M0S zyX^37m%_$Po5DW(?i)@x;qBpFXTB@!x4%5(A~kv7VrMejaGs1Qt&1V)wgF zZ-hl{+t`)uf&p99f5y8`4ClZ9^swP=$7le3{8jlk!biJKC*D{gcj3Kcz_X78ZC1VE zfnqG$m2IN#hyolojx- zCj8W=J{8V6=WJa$wpD`b(LG%MB+0vLR8dPTWd&J)XNK2XR$qaEz7BB*`jR6%l3 zo02i<6!i*A(p%}Q3Q6qX6p2g^b&K^i1;$X?OT;AMxuY;T&V9vwXe3vh^hGLL3Yyb8 zCB33YaTe?{btC$rP11@zLW>^y2>OA0?zty?@rz#y4?Xly`0$4>4VPZ}A$eQnU|HR` zHIA*#7}cc(&6R`INFZv5m4(*qO!g@TaA6*Elcz{|=X(_-2NlG@bVgFEbF3*ap{aNh zERqk76=^m$>WH#i4W(S`@wR0_S)W;5VG=O9Oyp`=YNAAQ^d#Ea!PLI^E-Dv7{Vzhb zy~#O()K#nG4TR@qmGO-?-Vpxx|Ngsh)R9L@ySOyG_kHgZJhZAP*TZCD;`Zcg^7;Bl z0s!(?Y*88%Ym$;?(4o`dNkgAI5yi$;Rnpka{8h3T>%j*f3_twg z55rYgT@_A0}yTXqARSvhcn%2X)!ZG*eNg zikZaUabHc?(_<8kzOmn`UL3m^iI<-t4?&sB?z!h)@=cM|ZebWo8wS&4|0R2l>d_CNJ$9>_TLywb>&B!a4vO2(mL{_2K<80S)+jjZtGkYuv z!1hcu-0PutlDT_(fNRf_E}k&5s+Yac2u!ul40rEZOxC@Y9XDm(^zP)>A9rLp@g2v8Lk~MxZ{)k8&+OT?JHS|Rwo-1Yd&?f91k>M` zWPOGVsc9c?NqcMVLSrm&uzB-K;f_1+3%A~OPk8#77t{iL#K2%myT$|7FEDIlZ)V0A z4E*@xI!)JN*IWm$MepGR&^JCEUV8q~aQ2xegunbR|2cf-)1TA9A)Q5UbcrVGX?YsDY=OaRJ#W-Kh~E>z`)hu4P59c^zNWAGe(rOh3+JAD zu1>PvD7&(|rpzw)0BwSYIsf>N|0oYut_z19c6j)!|Nd8UK2-bQsZH$iOY(*)q&@JE z@7{aw3IE^U{_k-AAO9FW{_)Gg$1l4q?7#p1yCmlDhB{zUKI#G52HPH9fBp60fBmn& z4o4q-j08(B3m^R82bE{)D@I+nWD&H9M<0DOeDC|;4?q9e&%#+}ogFT}{PJ+jF-I@^ z`S$K|(YZ$bWaHB@JX|iI9*fnGdADDI&VEy0`tn!8KY#rj;kUp2eOPNR`G ztEa1_ZSJCv-|glNfB^9dyX|R&yWUCM((q;%wTqQ9cZ{O0Lfu{b*SSyfICJ z$?&F)FUa5X;q=o^3V;6R|0#Up;~&?pK6Z^ov-*M|u7i)47 zSC=AvItogs9?D+JsOWZaf#27!fBoxl#aFM;-`wXv_xW(%dFSOlOLwt3le*o&1Kf}Q z@gM$CwsE;u_e%XAfAv3P1^VH;fn}2kZ-fUJ!{2@PJ>hTv_WunJJRkw|Pkdbaezy0S z((?Ae#*LfwLEGQ_&0kB9v<{#zZ_g~>+CTQ#W8r(>`+oS@Pk$QDI{R#StBnBqG0WE> zyLHVOn8xvF9G`Z^rg>OPhH-49=}^kLmEHWY8H1ave|>eh?%Hd^!w)^Id(`oo6_ttA z(>lH`2VGAriddm==bgU`k3ar+*hfARaLOqsiyiyx>QZjDQ(9ggpk43)<*~;f3-{f7 zpR|j|!tuwSpq=KvvhUJ1`Fi{7-8Pq($KM>arA@G(=Hqfhz4_)_GzfOwamR&Y-uhN~ z@D}&g-4*S^I(pS5huyr3-{lu~S6qW$rDy|u!0wN-s)>*3tvzUMc>CMmt{<`^qQ$<; zZNRE0=heZey|oZ>@{eKyaeAZt^XlsL=H%w>6n>x2J@;(*-S2*HM^1wifvVmB%2tybJ6gfbJpXDeZIrvoUhm{LrR-uzf=O~ zx&mFcZuzUf`tRY0BaVoRw4nCH6!2YDpNc@`m%}VvBRrFmAu%Qp&&Q`-QqBa5Er&v1 zU@dizH^Jmow>K|E@|l$kMMe$dDN-dD8E*yjyhfmcE5ABSX7DhdFE%F93JGig$TC|T z53~R9hr4A3`rn2J{`i2bK>xV@@xjQFk~}%pzU%1$W~ugEp*ETtpKTL#t;gi0vkEFQ zwAhfuV#IXuiTxGZzNE*mj70_{t;L?L(qjeAqyb|hFuF*kSFT6ikVWcBwiE`x)g-ig zs+co{*TaI&Yp=adR-pflt}_1E$1V#OUU*@q9nECXG4pEr)A{Y7SmA9i&^niCaz^kz zpUEB2WkEN^%wd@d-xdbfs3I^C={&^M5Le3Cl#x^IyG+p00jO@EHFYUH!U}ZxF#6AA z1^U@%pQS6%k3II-My4w&D+f}1%e2-MG103WJN<29uj^xc>74bHH(C37BE6EE2rDE# z3a*%qz!-`QauunR3$+OpiUKSY0-ISUge#+F3(vnG?c%rLiYvY%ADKBQTyVh!;oNthD<7a) znZ6VrJLO$fAMD~U9(I-1-CNJDy#mD-?3efClTU`<$QA-W{Nax@Ncz!_d?ai*ZiDnG zd&Cb^74p|TNB2ZumhWFvfAzZi+$-RB$wRkSWQ_BWEDpHx%72x;SMSvovG0?8HP;=w zPTy|wJX3zxcz|oe*pt6CvS?!M+O>fIN(pAY{&tjpsyBs-Sj7}VF^YoxkgMNvf{mE0 z_XltmI5BxD!|`T#%A|>J2Al3#deT-iIwfpGXOlC$NJey;_ej-JAv4qpwLS^gR)GNe zZ+`Qe@QrVLLsy`G_OqXrJzZWzbtzj-xv-%^w98s{^eil3iRr?uDV5RF{sjE zg?PnVqR71XZxv~+jHqG9f2;6`e&?`Q_jrs_hsW|8N_|hPf|}(yOFj|kNm^PmUrz}& zQl;vedrP8he~eX$G!b6OOdv1A=Rv1NBy6pJ%atR5e(yc^gunlXf6)DnKO$qak9_o_ z;Q-mfC8pVm>^B5$+s{S)Nq00zh*Bn9qYPHhw00&F+WaCWYY{Tj+OQgYSd1e$@S+sXqi5zt6;7GS=3 z)#R8m87T9XAX~Wntvp;g>Zqe+fBX-J4}9PQeGS5|B1BMojZCzfNFmz_Q!XUmIaonu zoqBx`VK^t;i}rc7OzDJ4{%4%RyggZsX2#HwKVoxjjo74{eMpK7wQyI;tU{Q5m+|q+ zQ7qTUIAVP==^RD&8&X;3h**%LGct=$8P}*Ed+bpeyZ<2k;+Maa4_2NTKJkf93|63b z^(22}Em;Q!WT1ZGNjsQhnuAsT|a>Y@KSY>Y5<_WWLMo z09jc?DyaO#MWZMVOP(}>%;;5UeoRlrNg<1nwkc1z4L=aLy8tlJ{;EOEE-;Y2NS}M| zIr*T-7v&=}H|ffRzxa#42uI2XBnXI1E6{hrMc55h&@OJd<(BY+AN(NPaKjDZGoSfP zc>nv~FMB5*HnoY}@OteElV}rsWaj3ZZw`O+H-8fjKKNk0nO=PHMY5l!e2_|lF;iN; z9-w_Z@x&A1r}C=bKmYSThj+g7o#FGJ|Gd1ta=bo_o!ZCpYa6r)_FR2X-b%PaR>ks= z{-TR63QXGhpxx9ac8@j@A2j8W^DZ*VhUQUkUGgUQQGLwUv>rciy5i-w`6R~)cUd7W zdTMwp$5SR;VJ&i;kP6*QiIAWZ%QCY`GSHK!U6AP(Nq5|FNBGH4eiHbu(Zv^E98Nyz zt6mKe0Av64RPb3y%Y<<}ZvY)E56V7y`6u;* zk^JUcN$4xEl8biK<+|i8waP^bj-&{kRf=?r9g}t^&SgbJ!lxWE%_{Of70Lu100f?e z*VnW!Clfn?h={+{jP2>k0!v!})Y=|dTLD?JN~ud(u-D5D-ntg4E?(W6*n zs1(;oyQV549gL0Q@E2CMpP718Ua>36Q(!)ruAUz6P1TdREaRauze%=iz4OlBhHriA zTe4X0P;D1yO3>7j=P(%O0UQ8Hedn+#TcI8I7(5Ca@m+g;AXYuacP&XWBN4*jDRw{) ztfGu|V5#IHB~A&NknGILfVQb1$rV##$*^!0 zTq|R&Y}~@>gqLi=TW(B`;j;}DfI`AZ_DvB$A9LBRg7ezWKmF4`=?Vp2?fb9)^}oso zB;rQ`c9jj2p54y_x8HudJbAoQpGdQki6_y#p)jT8>j73X@u2O0{?GrZZQ;-U?9VhH zwtPJ@)!cjFnP;8}KmPHLa{&DdU-&{e;e-=B$&_D)9$;IauYBbzf#4o*GhOzvkA;H{ zI%pYsVybfSKpMHb)lP=X!}y#rjGR5p=amEiDNhdy`GB?-75Ut;LvL7?<-Enu*reR4 zhLMk-(LpNa#UJGdU)$wkI@I1Mw8EosPy(^ zHbk-FDnc<0dR%tKbTeaOARfhyBE0WvA}!URu00iS2E8uN5+BA%KE`Sxu{Vs)cS_Kp zE1eV^{?+JVUwp=F4?Xly*l*wc!a46gN6&e&meUh$0AR@)NP_wLy^8uo>88hYm`*tl zZ0dpvLx;&UePwxo$q*uZnbCIJQXf-o-<;Gkis#F8%0D7NN59P$})qm zXmz<6^yN1MeIbmwQdVg-u_t%R`q{#YOi9)C=;%pHs}<9rqX2j8;sKJHw&3+*R9?a@ zq+L1k-7|TE>7j=n4A)%q8+{{g$FG6Q?w$rvL{ePSz}(H-fj$@BICp^5Nlo!%;^b z6;6@|@&_L1wtEsmooYBuBiW(3nXpC`OJlB-m7z46%)e-+u+|zQ|F|B-H0Z2z44w(< z%q&@>qDB#NEfTKnPgUy-zS^o-ngZxOuQV`Lp!WjkY$r3NSMf2}LfEr8Be4O5yt@TWihDF@I`I_V@`fqvqNC(0WN^6}v*ElUqDVSnI( z2XX-Y5(%JxOakcB!`Nln9GXhYh~8#j4DOk^`IWJ~0l$a&yh;XODNZCaNzNEvwbgUb zf|`kpb8070vQ`a0`SjvO^G?iwCgYLM_0WEQjCfz&GZXbawdq8p(ytxSWYh6c_PbQlY0tM7c)30VN`% zb?r?-h88#rVR)djNw$qWR2D@YB5#BB=ldqC7?WiI^6I5Hq%M3jky&UF*a10VGqNK_ zICn%#U)SF%_F)JosZ*|2W1KT;q53xLS%)ghN>EzsT~H4XV2KB@;DHA!>ke5L4qEFM zIwS-9X<(BYGk%ysAI*dyCGlNxU&H9?q|^=CMC7x>*LuWn4p$X`gPb=e$x0%5x!#Fi z@&5WG2GhH!9-}w0l}HsLm;%h?Ig|9tsRQaF`R*B8b3XOVQ(=GkHsU&o0j*BoR8a;I zq}OPsz#_WJjquc$))bh{4HLxF*{a>3D}7c-G(`^pNu{w-kUtYjQOfDQs+a~X6fqgx z&IWJgd2(n;P94R82!NJGkj2bI;7=nwCbB(G0rb`*oiZKfm%j8RU8TU++1bK{{jd5r z)Q*4&v?M)n+ikbyEnGhR=}+qlbY8ok((?5H0d!U~v4sl(F!n>^BQxCz`to(tvaLC< z`>}n%*T4RC-NNN_@)0{$pik{%*)|DX3Co1+iYu;&-_ww7B|a*9uCfKxlqL_T2j&j! zAt1#WMqP>+f8?cVQoX^602b0yW-&XhN42}d4(fHBF*}#Pa1aDx)iK*bvJGQBj-Mk) z(0pW%^ji3?c(T}Mx%x$UgUWf1i7mlA@=-lbWojtt(5QB)C(yWx<;dQGLz>LEO3oQ7GmaJA9Rio z%`(Hw_Ibo<^33yptFVk-qY?9ldSaDgq=EB|AfoG1g!yClH#91{=Jd*UN{<&ueumyD zfZjT*Q-0xv7s9u{{cWAx5+G%}4)(g9R+V;~wTwXQnfMF&h$ye!^D&XLO zQ5$Hh%BomaK=PsTd*tI~^cNre;0I-8?13%mRGvIgdtlxSp{DMa8W}U@3w{1YpdF#L z+Pbue$SzGsPnYhs04`$kA~f@C>D1}95L>A=9RS_rx7JgaD*i^>HHeZkz_pjfl?bI1)8}&pF59P_16_n48j@8_ z0%JQoZf|5DZV}bc?NFMl=QYr3Ixx&#<09Dz1X+MPR1GCIF^!%g$OvAg9t1j3MSdsu zYU<T4h3jOzjh@191R^}CE4ZD=IdR7QT8K4SdNv&toKK1#BXGzh zU<#loN6b2Hme;thy6P%@&H8`?4$zgx1jnXTgR{K0^l=Y9_+Vfgm;3L(Kb&>eS-MZ& z{`pJoOTYe84Tm1!gH&wCz&_Xe?z?Z`12b&ZvBLxLq38*+1U$gQSRSxkC;MyiJ&kkE zJy*|D`&a@OcPFdB3Kq8Zx#pT{G>}ezaoTC8Y5%d4A}6-x;DIv2pHbUFG&&6!Ma&R8 z164FSqSsi5lU!#zdiZ^9Ppi&flGm+SDMn%e46Dysh0fos@qD*VwdP@|V@pNU2puIK zMO4zp3mrYfsi3g$jGjhzYeX0QI_W`ow_dGLl%-8gS5kbi)?MsX;j=OBFX8UI`!+3 zRj^&9r&2njFsOqAxGWNO#&p%($T8TKty^>tblzTK(F5&)&SHgZzqprd*}+>1+*7Qt z*eL^gy48Sq=%N9VcDT*8(n`7HqUeQ>UB(tz%H&9|+Vm)9^jI`HlATn}b+@HHb!QAg8(=)an@o93(KW!?@>*nfrarHiUGr>d^p28`B4#+u%l3I;X^KV2PU@Kg z=*5MjIesL3Ab{8JSFc_jjz9kRux8Dg(ov3bPKc%K0alYf{P4pX{CMkI->PpV^glGS zl)W(3&3k~GDgDInfB$>EfgW?rF@bHL@}SBSPx)o%0VZOPKKiIWWZ_}k`t|Dr=c#=x zyQYvU%z&IXSMIy-KHZ<0{(>#y_L6;gr!;vWdY~Elj}G_~UB(x_3=)ApU(YHEz3Od> z`Dz&4&Iv)$5|d&p>jb%>HM-IB0`y%H2jsW4MLzuY{PWMtzUPn0zQzxSr)Avsifn+s z&p!KvLu8wzL*;GKL)RS|A6Qj0`6!5^r9qtxp=YOKVnmnHw@j2t#dp=^i%54Y{M%%l#>4DKAA4Nx#rJFf z8v`Lhf*x2+yL2ykajD^l4UP_spH$wm2&G6FI`nWU#>5)7d2TepSBAAdYN{K&)M z@h6@Ln`FF3f3ZS><_F05{n+*E^8EZTy1+hvhAL0XSjr`r zIXW4rNaMbXcqdJ>rQArUe>#y_j)h)9O)--hUB<@@M@v|0WwkofLQxe4MU$~r`T=4; zk4bxYLfQh~RN+DFial1yw=?#X_HckMiaPShBQ;K_e2r+6HF};y51N!b9}67k@D;+8 zQ~I8?T2NgYNEs^bGB}`SOPQP{yGFTgnarpXrYRbK<%7%{u}!fetqWP&ct(Ux0rYYA zWDHLm+1r>eF!OYYm8JE*iJ5fDEF%xl9{AV{XC`9=&+`+K6L*a?y{VW+R) zLEH3DrTAyL=eU>9XAm%Dl>+?+=P5034=@>HjKL(G{(^pEx|b~PHc?OY{Lo+We9VcY z`*G)~Mug2dsw57i0qamtRuwrGK6*XXx2KSh)f7WYZV?q(KoRA|CK0R@d;008_2JY_ zH{TR)xc>U^!2N#=TV;>qLk>AOoFI!~PCM=NaK;&D1QtPX&#qI^li`)29&hal{Ct#SP_v32F{%)z2HsH;2KxDO`p4LMZ}C;lOdcAZ05n-KC)Pk#vD$q%Pcz>!{^GaTGh`oTV;Odx{$3 z_0*W+=v;Fz#^vE7HFT9YD|lMT=Q>6_{Q>t79=6?b%Prx$Yp>HSTc3IM86C&7$bsPb zMHgNq-!ythIO4Fw!#)xpYE_T5L$e~KPs}QkR-~ zT$xEP6g8*U)6i7D2)4N2mJ{W4FIi4kd-1wX_mahZ zwbUsW{s`4vN4TMX9KuG9JY#4Cq;am?z#7D?q6v09POYDaWGU!Ta>tX9-H%8quA>Kd z)|E3#%>yak2K(hNe-ZAz=U&;qMLr71_8ju@H@5EBxN%cB`sky=``-6n36!3$4>a>f z;c8J)2U4B6<94e0`3J3z9K0V|y*(-FyJEl{XT8FW)iZqwkw#(F0pC@V7-CX7ZN8 z3i%-1+cq2*F8$DlG$_K`$JKaF^(UcXOe{A3GxWk|C$y^1m;fPCmL1V+f*p^_FdbDP z0(bhi>U1EfQXTb-Ut_Z;nIO!A5BC~L+fFMzo}YYUlgV)Bmt@-(-Xy*Kw%fx`H+sC#{9E(Dd@%qz zJrq@Z(NXb_>KXeDh#W+bdcW6RpAf0L$C>R#ZBs>&*Yr9N*{VK~vU}Vr+qOLUoK|tea)JE2JTehYKt7a50cjLI#~tW z^)V2TI2#W|h`nNe?e8v3rDv1^}xngSJqKW7?hei6^jOx31EULHg(eC zh=fLumu^0u0_ff=O`ac&{eiL|X?t$irs5L!fVBzE))vTH0%m^(o6gJA19`7JslK%d zYctE!Bg?ne)^B(ZSRZ0-!{es>()NJ02fKIl`h_ZBv$WkY)$VokfSVxLFvZOyx@u=k z9=i0s*^g5jXGa~SBYJFtGSoFvfe|n(2Y>UM--K^|^PBqC&%54rmaY`!%^yD4d(~A} zi;7pmd(MAPc#lkY*U45c791Jq?&zqhIAB;5&=EY3RaxYaf-#HPu`_y#j(H{(d`Hg+ zsM8{fn3=hbKK&(pV!OMXM z9uPkL>Ceb&^b<8;n%@@7dZNtN?&t)&>`eJ1zoBuSd4j=ruFQy@@!#r*1zG)wo>4Xz z7;0%++p><9aDJKg@r=B+a{C>(hg)yCHQe=wKgiZk4{Cck;)o+PfPUdc7lpO*9khj# z+9C({TZOOVVJEIr0YI~u@BwKgKsyY|LEO<}V5h56-TE5(xv7#6sXMAWRC6WIC3qEj zHgDb(ekTvve)OXshv%MqPWp&_fd) z;S4SwE4jHIS)8DwXA$O^eM0L4(}7^u<`&U2o5lnup-pj=x3w=3GM6Vve&?NchJX9F ze+vZAPd@o%dHDW5U1`o(gKt}br#s-$#BP94GX*c;z1X2(wI>0BRg-V{Lh-bi_FpgculkVU7-A7v)9yk5I8e`9your1y-rp&6Kt>1wfW)V_2YC+)!yJoC%IGX=e{b z+D9)~wt&cqoZJCcVfzU^eZ6`v-jkf80~J zhj8ufKEmGk{7qww9dPVYA#G*_zDPTnb^q|RI?;Bk)CTUUh~vE6rcR~@5|Y7Vsiuvv zBCO;j^FpY zEfO62*0;W?-=ui^+ut6}J?C6qVS4bvYdc%H6nnEHyfQ)OqGYU2iED7mv>7vmjG>HD zuMb4YcfISQ=q!j#)X||A=E3XIUXaW8^f>e&ThS*y z+U%h$hAAKQd0AGR)8}rMkIK>)@4tTxfI+|(d{=zsitw|a|4ivG|J0|#si&Nx-#B7? zpOY!Ib3*u{{f076lkv3i(o~R|xbM+s$AM;M9Z;oms~`)<;((C>U+lYcv{Un zVL6*Jddk4a*%Sxjb_n2w`Me16MXQs^X0HFxgAeLMlsn{u?|evf`zzbz1K*E^)iUS* z*hfDaF1YZ*egNGIc6!8ZTB6@>NK9=99x0VosO*}yd6?qfJnUpH(i)}lAjPW`TV88t3FKgWA%rnoFtvSw<6~@O`|D zX(N6J$$Ske7bRo&?+g>B?Xv9~*ZF4I%I7=Z{Z9DJHP?g>edxpCbD#TM;9F;#Qi1kqWI-kbAN7t*Wl6REZYNF0wHRzXC{mcCD$}kYmgi~ZdwPC}CyboFOnHL;q+i1ktCoJU#GR8GK)L)m6Gr8iOh(>F1ntj;w%tXEpd*p59qLwWi-7Xnym} zH|y)-yaK2no{?`SFd=7vMZ4g2KLY8z4mc}7wtPIdG;7M>kKp;;ci*jj1NV_f9(hC` z(sS(@Y_kV1gYVN$JFPqTUYeenYBlZwH+=78XH5cB<_v;3k>jm7D2Kv5Ys7j;W3i!- z69r}ho%Cc_l%(pQkZ5NL{kZv(3B#~NpQQmx_$;#^(Zz$Q2OfAJTzl=c8bn{W?vU`w zPku6-b=KKBmcRR+yJc&aU+Fl1&sBSBKm4wDy-UY%d&-C4a`I+mU@wzwbo2?L#6I8S z?p4v~X8W%8PSi6)8z^&pD7-}#~(7*GY@95Z#x!{EoEImn98Xk4zQ4&Ox z?HT4K(`CMk3_xeppq6UHHB@Z{RD6d-Nr~QRwks?;$Am>zW$s?1u|A>vR*?`bXf-Fh zOa+i56hN57s(3rgVy#}pqJke(vxs!ms6Lp4%u3(sD$raqcToRQnRRdjcV^C znzquWlj}no)suxsy5#Kf-zsEYr?CmF(UCAl;EL3s==IV{zTh2WS9OKgg5xa$v(QybupPyG>f_B`Ot=EZw0PYUM=C?K5Ci*xZ*%t$t<=!vSEO+6kSDS4 zI4F<8Us)Nr@m8$>dR1M1Dpj`^$9Fl?!&7@B@ZINtrOYI7u);+n5$(FJ_p#BW&Uq_| zfjQ&*^m z^OpYXJ^paBH)4X*c3v=aTR1vbB=bS%s#P;{OKZ)<2vEMVmj&n{^xFTnV@mv%A!nmF4}1@)XXr=f+9)H2 z+Uqy6o4($B>e77O**jalrkfp1NQ%zdoBdV1&?(`^ctDs>W&}2MidG^z18&Z!SFCBE zf8YlzeQ$W7Sd@r_ElWTrpiVlsz%a2N$fga$#)o7u9`^^`zD54^5$lBCOe?QUlBT$N z2m5-sjuZ{M$|9?RMzRt321gs=IDkA=gNM_N2~O z*(khM?--dn!mWvYa2kbQb}MCp6f?Ar%!bXrWb)a#Ysxw;%*pWGKXGH68G6!91ZUmP z&T75?pc9Hq1gU#N@nfX7BCx>>vj;A6u-A*ww-tdc*>^-<&-Cvcbw7JO-==qAED?H_ z#m#RqB2pXr{w%yl_6hZSTIV95UH2#SIS1Cy7#p5QK9&t0qM=EPZi##HYkb#)?tk*r zH1jM;qLRGTR1pw#Et^}+joL79annB^qjVFmj7ka-_V)g>Vy3o3%d>Z6H(<7v0i1r+ z+=bNaD!#qT``~{+tuPGpqaYeNy@RCqKGOOLvI1aQI_B6ja~#-&=+gf2BqaO_coN=x zFJ8p2t=6xM((}58(F`%WpdqcG+t?+K@S5Y^V^Xx@TP|BhnbEEyl2MffO<1#aV$GN6 zKhJnXq9!R;rQiMyKB5#=b>*R?%lZR`j))Z@Ktq6ahTSG!cgYK8Q|P%DaNkb~HKnaS zF(w>LT7|JE*>{F}lo!x-86>9Uw`t2azE&VxbnBWR*GS}duZ$cj!0@(za|aY)^U{%b z$_d0pXAvX=`hR%m#K`x?Q_jI1s)cN0Uj%=sJGSn?T!>zFJ{ce<+`JMKlk5)hLeCs= zJ4fbwCG^Rdu7PSnPpGemL{-2%+9zb9k^0@|x_*>-t}H8j&H_U+hm49u{+^HE#iM&b zm2;8(bqSgyF)GCoI0L}qM6}goCE^#{A4R{RTWbkU>K0PJa<4w-NGNJ34&)g;70-1& z0RbDJbu+NFm4ZY^OR*(lK8p~j3gt0cSYl#Cy2iN9$p86ly5r&T$++RZULCY}2qH4e zwcgLka^T2x%Le$KRkw_4UADAKg$up}BQmD6z;12Ar(}6V#U-(2=b%d{kh}1cS4~3( zfl0a490fWK=qqQC?NQ8`P0!COCzz>cRG`A2Vl|t3ceG|ap;k`V34|5y4|RxcP3+QO z$pI}t<+(PCf)c;p^S%InXBk`};ddR{X+g;;c;Kb4GTy(*PM(2}`w0qW$e7ft{0yR_ z3=vFkzSGIUS8G97r;bGVPys>rMZGB-={%{ksNWeOB;%Dm0E8EHbp7x0Ta0Nw*J~lW ztugT;&W12knS%R$(JOs}urrAQ_xr-8!wD#5b@26{)e-_0j-=UnmG^34Bf7c(aO;WQ zCNRTWFGf|mKeez|FU|R52is6m?kkN1n_B1m!s0z(RrkWuz^)X|G49yM>v6+Rl@>75 zcX4{Ff23!9^NIq5!2@G}6i(-CU#kpg7fC`dvl!@+;P%yWM{xeV3~JyNUqEaJR9>yQ zq+IM1XZ#5b0p-!l2!I6w*Pu1L+9_2}^iPs`1b$7o;Je5g zG*I}^lm3^9;IKfb)=t||Zlxn5;or}do^^Y-cgv1&3rTThOnzvu8UZMZEflgMkNbtx z;|f%eCaeal*WbgIsAeEdia7rgQms}LI49_HJB zc?9cqmpq@`qdcgD;ZN<$9T<6)IHz52lb~)Q=TKVBo95q78rWq${~bB7?l!xZJ;VkC ze|XIqJhu+i`ajUw<71DcudUWVc69!iR5y0mj&x;l9-AOigL*-_?i3K{w)(0)D(>%$ zVIb)eU4*6%ZLl3JS3uB1TGz|t`c*=UyyG%g=n_!}h%-7n$ZK)8_cFFWHpAXo1*g{pwaGI1ZDAF} zsGR57VbuMp5rbKx`)gl%Wrf2AZ!zPvCKw?j<_u0M1DpeF;prOlr@GSuk1PyNe~;ex zpR7241wf$4j>gIF+C(2tM;KuJ{eRT7DabomvBH^=On;?glGslT=w+8CRyUN@E-mO~ zthumJD8fVNAL5PsLosK^Hzav^wVcW>WKCVsGrspAd>Gx8HTJj&QUn{}6wZ`jNZ05d z8%mBitt*6Ng{IyO;6&sJX-TgL_VFhgq&xsQkHwhUp;m_UGhCw)MKCFLUs~%5FLneU zJl=|>ZXS}FgQH%+D^h3Fm*{nMRC;`s+W62>UCNsgXFgS2GyzdTF&vo^71J~>;HvX! zjmuK8FSy!~pSaF0<4JTMbZjauwQTH}fUbG9vACL1>*W!EuZ7DF4RuGI zbT({#IsDznL^&neeSOY0Jp}eD1D`)G1aWMc_~S2q7;uX=xE0W)(XH;LRlJ_b3*$i{h(C(18s7p5 zDQ3f{3&H_hA3}&)BiEvO9RuFh@!(ABK8U~e0v3WWxD8;?HME9 zPJ;>m|5^aGUd|Umz_}C#y%Nmhy-!_QoLt$4sBBDx|5#p40(E&Dx^Pa@R^4L?s5xSJ ztkr^swADshfEqS%*JcM}L;0?zK3$rx9iewvznQVqG!U@%_PRq$)Nx8-K-7-?d}DvC%6U?!N*(?T|tH3Ni_vkeag<8 z*xzIfdv%TZ`Hi!uIDP2TOae?_AugBsL-$MvnE1bfeYvki+aW%-LjaF`>|2W=SMG@U3lf98&-_oq|cLcse?&^6!cX@vjYb`$Jb$g-+J?A8!I zVSl_{q4HmeZ{-T25i;uN$p*PQ92KOe*~dg3DG6cUN72L-)%U|ooWSr!$cl-eSC`Sv z@4bSOYy`f6;!pqFVzM9Cf~e3<)Ii{6YS>SHxxbH~cGU9O?qk+FN~@a@FQ2hoqiIgJ z^5mPehp{eLa)f?z8<3seF?@3*b(op&=>X7u|8zf%xaT0< zutpK{B6IZ!au3Fe*Vd=F*ncTAr*u{=G#k!bUW;W>t zznN7&pibxQp(&-gW0|?}RbtG1@KpV1Ag*lvuOvR1UgP?we3ob?~ z(Ndm()P_-$>(W|;iR%jC?2~aN>QS&af!BNHQQsz|uUx^A^u4e(oKFSv2UIV6YEC?QQd%zdqS|4Zk#V<*ordvy1H}qgSs^d6MicI$*Q^K3U zh>A^;;9$a$O${6eyfEDG?HOZ!Fe4fq2Y`x{6!7`ADVV46;lCZ*v|GHqc1Nkq;@91R zz()BtKjXXs_cDe+S(joh<)*N~k#IF(sWygzQ}JyS0^3nHYm%Xq;NxR9S0ut^s0K`4USb^}?S`j{xKoS0H_B2vufE%m9>)h!#ej+7fUTa;eQnO8~i5xE#B z>0yA4Qu4pnQ*-0*e*@)ix9v6{2Ot8YT4<3nEekAn!jqs_(+d=5BL09QjW*>&M3r6s z)H6xnz^%z9Ki^39N|@9&wri5i>($HSA=vW>K70~#>V{cv>FA)$e#*UbMVgK~k{=!20WcKd%p-DmQPh{?u6 zjJ;o=>E3&}B5oa-oqxVLv zJ)++akgHq0SSp4f*cwg?>loww0QtHTSlI(B(cKnV+s+Vv|F`P3Gl~Ph7Ze zXHS60TF4ZJVBDaD&1Mf3^W+DayXc$1w^bp|B)mT`e4+qAJ#OB|>uII=!?t`olb|1q zeW(wIBf~k(2dgf}z`_WYQTW7+DU5{jK_C!VExL@2A6hv%odj1qkC!23z512MZ5;1;4%N=6I``^%64g$`nS8 z$pHHpcr*7OUJvyd#V<*dP{V2Gjh|h*ZdZfP2V0v%d39*shq3jxIPFOYuSH}D;k!pX zyI~!=-Av1vPJq6zbDJhM&wez`od5c_^^s$6rWkNIk9Va_12D?--Iew`cK@&PDOtf~ zw}Q%;V6Urn`~{{D{mb~ zRCWYs!rzOtlNdof3v1o7;T>%d&=oSmLG?NOgyxkm0`{>3s?Jsx8FKH%%=detA@Yh5 zH6C!Xh-!)P=70bXv z&lKg7fMZ`~{DwF_t@bn`8O+bZgo6^r)%zJjA*_%eLJUVI*9#m=xeZ6gch!Y4*vSYc zp2{4jkR6ucGpZjt1u@)rkYUy)DAV=+0JKWnfsOc(y(+m1ciW-xJhi^8zjoK*_+3pg zAweM68EE^+{$aR^pkP=L2pz@4`>ZZwgWiL^VFWD_%u$@6d2?b<_?WG1`jyx#3tGswNI2 zYilW^41DM%W%wC;mNNds0iNT|pXD};m%6Onl!lLy1zmLY$ zxRB(-dX6DiF#B3%YZ~SFS-hN7f!dz-D+m1Qn?6;Q*y8;YB;8|2UE)`Np+>yk0s$ynl)7HhL=3rDVlO?Csj4m-V6>Hg!hh+a#d~TaqrOU~B^?@hz^V_{RK} zhQlwoGzx>Eh=xlXef#R`^(uBD+gF>MwZpo$1>cdxtiIeBp8on4Z^)oN1mGcn@9%3C&<7;Yi@*E;?4 zx;Y}XprAa#4TIyVC~;qIz^9KZQXb@S8)KXEAK?^kE(|$fXO9euoxUT}fG1+73jRtm zt#slc&#CYD`FI*Oimi*ZB*W@)2Y8qW=s>AlP7-aWFH@ngv@RR2i;nd}b34KVWes=0 z?A1L`lKhr`1G#fJI)50=)Wr=u^J1(8mXm7cnpLHg2Z|Yq zWO&Rh25dDYtp?T(8XeMsD8CLNXOxQ=k@6Zk`!m?@#vTzH!t}tR-PNxl+jeMQkILNn z0zUWatoyTalMa+eZ&Uwp-E=omNB^PPd{P%5eOuCZKVyH=Or*gnKtZSWTu1LnT_*tM z2My4Idu4$!rgsJf+~Y?ld``QWHz~pe-S*E+o8~*BI`~i|S@zDsLlmze<`jE=Xtt16 z)V5Isbh*r|0$Ui{Vo5~I0cj$OYC$8D9IQR_)a~hjm+0$h!#B%+5GSg6?Rvu&zQ-4b zza5sUn>;^q15f@^UiYpGgK(C>$LU#w*?Bpbh$RM;8x6}m+`p1|^f?h_q(#Ow=^|38 zYc0^@Tyom9xO1NSoVy2BMQNkzRF=jMO_I1*q>M=cRgtTUcuv3nCBfAzDRr=g_!qfF>(a`gYk)E>@TTXfu?B^B z(khv(1=g>jH$6w>{t~)7S{PRQT zGvwUEPpwtzHT-Ebt@CXZQgg_9;ziqO)bH?lPZ17ERxw?DnA3myyVXz?L-(czv3X&= z+`pj+0tv%4S!i5VieDJ!>XoFSIU!a zFwFf-UVo*V7wntPVQ)}466k?YyB&Y8`RoX*fv-58!|HZRK}3_9wnMJ9cmns8f*|`I z&)+BcO&3^H7Thl^>nt#E=O9e;K+^R3#ge)~3Sc>LiR#7t_7+=W5Ct1@)$?W#2wbcG zJv^_NqY1nuXp^hQqA=wnHW;QNk>KOe733WV!Pa1vC-&D}iwzPCCgE``x~3(j+iX3o z5;IcA4{=;ai^4p{9s`RJn1RpuhH4ADCA+RWUh3Z59?SXjAXPK`%Kz!_8dF^anUBF; z7B@gQBW2cqWou1?^9HC5ajvT4O|%_^uiMB>`UT3_@&Sg{0AKnP2H#_*X9Ea782eC8 z@Z1)3xH?5^9&ZxBh3dh&GnD3@zc8n@l-`}9fkT=`10|Y(*KL-KL-{omi5YkjOBjE` zZtvq$*OP!>ew%Ust5Xbrk6!1~>HBOCN9A(pQ`c4JEB?Nzlg~w`ri-CJCJcAKD_M5U zD1-~!@aiZQEK0)Sext27_VGRiKh+$PDK<$Ys|8_0LKd}lfiQVNUH@b|R%InTZVOBL z-eixX|CufxyTJ2y(~g*zmDk#drPXzI>fqaDgCqBOUB4?}on!8+Ch2N*LSfT}TDEPU z45O-DgN?wQ!mZd1n!1?kN+lK&@k{AfL_*8GO>H8Gg)FaV7|~KT{4Yd2a=oSdPxK*N z+KnWt>t0FhYu(%9y2Ek{#)@}*ixgAazDed;^%*>V-$GHB{t}gy{wsy3muUj7cZ@kW z8u>-uH{nx0q22vf673R0_QFRhlRLt}E}q=>(t^SC`UB3R;mv>zSluq}V3p0hj6PjZEs z#_{rI`;Lv)TRH2m(Ayt8-BzbY5PNHFaSDlVQ^^wiinx6n(dvrAsf_B%9UFj_qJ3?y z0~4Ys%CUw`YzVlosNAZMG+Sb1Hm%esE+W4tI=|Ca!Oj3`1I&tWk!2`HWBa7Y`&k8V zT{AVyGdpfsz#vZLjF|qO*WX7CS>!ykl5{KP3VwSxIoKA*)-MWD^*L>g(QmD)P}q*f z422qfmcsnO?C_^!(}RLe%gn7015S5MKKQ~1E(`r0be-xb==)9AaVhDu9Sa4c4K<;q zEteky#!I)Eksva`m$j_C(6jNtQ8ya z%ZOwjD7h&0H?`(Ov`3F&X?3itk8~Fa=n3I~IJAQvqQxSrsuM{P42G@0$G#_4)rljr zg8eAAYkNV*c(+(E6_k6HOJfWBA?%fC2`gYI*(fU5dwKX>{|6=9yd?H-i~WpyR*j?I z65Yv>Og{iaFERg~R!qY>K7g7!Jf2-pLYp)}51kQ}anY1)>`f9w^$}|vbCDp!mg^f0 zX>{fMh$1RCkkfBxtefk9ARTc?2yu<(2qyJ8zroUm1Gc2Z!}F2dgjKjih24~V6Y%gE{YPA$uG zL?KFq{d9^vb~otkGcku&PKR#|aZ(Ugo0|;AyY6B@O{e&jE-*KY&MIwUj+MvujdHj` zP?Q}*S>n)&?dBCs|F{KVhd*(~70s^5;J3Ya^T9~l3d`9^f=}Dw-{nHW3?ib&n>6Y@ zPpl5+bRUBubGm~cc!<=i6=B;if4BTA zrvkV4O54Cne`tiG@o969Z6x#*J3ND6YfdUD^7FnwUV&w|p1FSYP0ZLsc`Q{0>uilf zNxa~O3umn}$x|_?v;;+fKTu+xudYqLPT|XUFWeMA00!fh4=asXjnB?BN5^7qz}x&V zO)t3Y`u2=%p7rMI2X_rp#opQC4Fr>a=hYa&#*aUZgN@FCW60^Fyp%o)Krp={YRIb7W_r>lnj)n3AFB8*TIX9Qkp z7w-u5wi~GNLKX(|vorfUu~$x`LrKQ++}LX-TB!#0x`cq?&b)8m==AX^n0A0BxBgtbE=5b%Jliy1);}&%V|*? zy-M{+Ci^cxv#4Krelc@H<_t?ihTbofexeBxPV^~cFiw{|N2jn|Ui}Mm^a2uW?zzKf zH~Z^g<-_qO`OVSq;oH;xpfCNi#-fBpgEfopQK+zn2O>e;iR&-y(KD3&sF`^*7Y}D4 z*n5`8=L!=Nc%aJM`bYn!yM=Svd9_)m&l{0z zS}e?Uf3zk%6eLVrnO=Q&@(B}8Q3HC1_4eJ+^so>N?_bDD0Sumbbd8ipH_;y&ws8hD zGDlKl7yMY*f?XttwqGPHB5VCu=9`blh4EI~*?@R-bbb&gxj)k~yWDS}-OX-C*A}nR zl*LH$b$(z`Z4BG5>zJg)Do?nQVifr8Fna$it8b5ndRiu|naLK*v3GLs!E@4ugmUk< z$$R6+M5h;hwdm{SbZk+JRnUjY&v>&NVWY6Q!vhgDLRZaB3eXe8ud5DmF7t2gR~Sagv=i(r%4n{e#7> zvm>0KWW1<{MX`d7p~gKM!cq}c^MH-(s847R$6HCu172(gAO=RGV9LP`o_%;rCS1v! zy8{1>*gw7i5M6UVB$aZF9xj0mm&$WWl#3|knmKm4&&xE-2hkL14H|H_iWbwNu_BrH zX(}^52+7+>Tz>wa$j_+xo|%LQwsodLHj^5ZG%>U6LrPgmjcg)$?|#vI180(vNoq_; zu}=JtJ+C1#$2g+Xc6E(JhqXo?euk%$(tWPMk4&JT=`*Am=1CANVHuzWcKxC}Rx9D0 z;Cwj?-o~YgePA&`ZC7mW6kF@!Zx$P?TFkeUI1V@cv5pgtV4ZmM#mYDs(W ziP!3^1BI}}Cpjg2v>(`c`xEHtUZYapvHq2fAt0r}G(pos#^BX7qK+E@^0)8sesb39 zs|i+;>_Z2WxZl+NKOv-O!$O@1RYq-Br*kMJb;-WR*NYL_^t=gr!jWGzs)sQ>@+cIk z8Djg^g&CK#$p^kuJ!D}Hd|;Y1FeK$Baj0$0Akl3Azm)M!ziNQDOv_C^z!+&7#Nwgp zpc%mrEkyiNZ^c@a`}wOErA9G5iZN zX{}Sj^s}6zd<<__hDTOnEKk#SURQH(S>|0sD&oZs5AL*M((|;27xj2ksp58S zZwTfq+}bcndA?aPnXLeapB*A()IgV(E{@YOt;*# zemu3Cq@E}qge0CV*Dgmg1gTnOyen9r`1CZN8yT8H97FN%(&=3-r4~0r^Q!PFd|F{6 zwM#mB%5Is(m; zI|kA-GTlk9H{5*c{_@i=5MfU7f%oeN@vg)(Cb1prwFh}xA=X$9M$``dft>b#}W@BzIEa# zn)fh0M81xV(UMhnLhKopFLc2Mx|U*-kqWO7O2_7J&Vjb?#Qq=j*)_?wIhf=k4FI?j zT&l+1xjn%XmxXUF0M!VC_@XxtO5}N-C5wwRfc#UU<^-GC3SqOtR(>q+HXI3g8e`V=7TC zIbsY!LtG>Hr&g@O?=tkEp-~R|KaGI0tf+;UK6S&Ek`j)lHO7eLvzDyMLF)`blfSz* z^VH_dxGD(Q7M`K)g+{I1Nw*xV27&qy3R&Y7G1~OOs?N#Q-oC51aI#I-YScqcYyl{>UgRRsEie+v^?6Y(4Y=wOE7&JTWQyuHGBG;eWflRs6B8k8 z{l!+)&~$}Fcx_!7+%x2I+S%}|b1}@q(~i(wS+9JjR+JL?wGFfxQ<))PwsQ-^sNbZoz4#Mfp)pG*)d)?(GK8)v?WX@l3_;iG8tRY#$bGdwpjXe(5XqV_x>X3| z+dsCm7mJ_-JduC@K21q$hHd@iccUPAO|A76hdl0imVydG$rV|r#e5XmQzsH+96wE^ zA!%-0m#B4z8oo?kEU}yI73I=Ms2}F&tuGh2=Wo6@;ukCE-d6v4Ny)EN7;jVz;Yc@= z2g2MOt(};5+?1MMGcT!RYZ;WtiE4ldIb7(^*X#gg&$=PlQtjS>b-50p$ku;ksDEGC zoV|W#-csG{>jPCf>LIUDGsY&I#xx^EeUo&%cHpkia`(aV^fT6QJ^M6X61*&tB$L#L zZH1F_vfoc57qk^w%XcTjq$=HIvD_$fbkbMtpxO%;OAU1;SH?BGLrK=>$T`!+_?i?j zGZCxBlc<%DZL5D*kNBp$sqNPodE2F0iHI{Vr!Smpo;q>g-~Qkwo)!sLS{D@H3Ap^>recT6bqEgwVfJBn@C|Lfb^h8I0A+ zGOqk9`P^S}V9IOOSl+887&^BijGQvG$+bU_ajNoTD4yVX9L_^4y^|@A`r?RCD|&P! zg4IJ&)knwK#X`$_j`>i58LXi4GyiG*EQ&WL2F9Dwr& z;>8HV{Qzj-ID*c6&Db38({kRMoa|>InCkP>L^8FmJo))RY;5O|iv`Fl%eqX$XLw3)6y*ViBdB2%w(NC8e)RSPQ17 zl%r$otOZEkpTxT-exEYWQVXWVxU&&A{JHH!2@AgM{j0^pTsvu9%J~)RW3l$_Ga@_a z#Ri32SVB#v*cx1s%#Vc&GFui}J5gI+sJt;)(!|SiFJhI+HO;Hc)9bmOW~k9jK<(GS zNw3E3B(Eg3YA+*8zACAU-YlCl`)aX*H%N!h)T}~pEX5(cgKwylPlB9*$y96?pAc&} zYIiY*sxj|V>g0*;_Y&7IwTw7;?i62j!uP#wd82yCFq|D^>h&^LVjrZlLf+pDrV$^m z)i4*^hjVeA`#aCRTEmE#^ur8OTb-m1EoOa`5w+Hpv@bMCn?ceR zhnO<{YqYA&(c|ZKArXGfdF%Kl4QGw!aNod6VDR=f<^xxsb~^SEE^9 zOL6u(h;Kr+)s|N&(gAH2qj+>b1`rHecag22s$%?_>CR4hh*|p$;=cX-nDeWdE$9cc z*VDw=6R#ljfOIM+DUtsziCXp16qS8CLlIg^38}Z%z(?F5;|2_jvG)3x+d#;fQJiu% z`q}Q$>wq}ua38+5H!S5~sg<)o6fS!VcKM()Aj#u6pzPNc({49K^yGeo+N(>C} zJvRJ$UH*CpQM*zcQ+7An_O2Ge-^B^KjAQPgo=|=7aJr+wg@8`oL7z|D*w@&0+<@y~ zjBZ%sfZT1O;5R6PwB0AFUBRFLMMx%@E3WCUw`s(8o}liS!DyGS7Ide)o+A|Bae_RW z>-3uEC-zU!|BU2OJsrFRe0j~*I{8K&ML>A1fcJsvZxo4;{4x9?qGH<#~zkDgvp-LAb~+?GyXJuR|74L0s}uH1;W zyMheIgYLkNAYrCpH}IVVx0!Y>L9S+S1ode$_%+NEBqZvjussd%ZSLuW$YVqOyXUw8 z{uX#OEnSSByGH`@D6eUP;CYvx5T=sg4Rq=jNVZLB_38jeKSDe# z>?3TEbBxpa_j?=ywlTR6qEVojOU$jE?5g9&$QSVtQNf8BSrb)|GYwMSOj(T`p!t!e z2kKdSG(wK<^*-Qg2Z_By{wY8#S}$-9Jcg(k_*3H*X4|1F2S21_%*hC^b2{=KnBlVs z!4~^I3wbGSd)3LS{>y^(ZSEI_*3AZX?F6)y&|kP(9ZKzu_?8#SiLlCbD{#>2CO^G_ zn-GzyWo4V`qQX5ZRR@OdyZ~J5L+Qx~EO-XtA52R|PvRQ&^WnWt8*7hxh10_1ioo`8 z;=Ts5<_a33Ve|380pxe`)XDgjH8j&aJFf}XUBX-JFX4``4*xU!ZDEOoRv-ft0pTao zf9x>+z1LmS<(w20GHb#L?Z*H=m7E82@}h$LGBU=VZ>gM}iLEw|w~6oiwU+KlpV0LJ zg!z34D?Mqmy&s^qPD8hug@b41B+*v{sRfF{j+BqS)#bsYI~?u8Lvv~VVq9)L3|P7O z&4IHBY`S2%EkBLPvWMnBd8e#V&t+W)@}k&iCfF#BgMYBqs^<)|qvtwQ1;rwi5$!EF zOow1Lcf&xu<=-b@;TbWPP}pC@9Qo%nib(&0ciYi|bjy@_)8}*YL z1Rx9u_Ie-KS4;8Vtnnr$o0$rngbXXG*NF-NQ^5HY@&3aH%l8-LPI1^DMD|yLVEjvf zn$nVA8<4X!7j4yXkgocRdrjV5ZCNcFdWM;m!>u7xNPNejL*J#LCV(Cz0muN|J7IWF(#R<+1XyI~`WPzmj4;&&!$f{iP=5KdWCpqV(PfN%69bhblIi zD0CdSIb|4jXD2CkYuaF|v;fJM?I6%&q*WOed_?gDxqJ%CD;Td8Jb938i|M>X!SQc! zGd}Ub;ZR;5-T(NX#&DBG5NrBQ_9Z+^rnordpMp@KpVhAm?>IfvXHsuFyh}O!@_+B7 z;Fjc<6cC{n;^L2E8VSEI;+|B6v2|QN2bLnu{m|314Bj%V43uF~;QevoTkNB5>%r(b zst{2&I&hz2$Z(>+aYTQxpmnz)%XIcQGi#_8d~P%w_~T?+eGfS&sBC6OfQVep2uHTn zVrAgyk(3S-0{^$dFg2PK+e5Y#z;c;nTj{ZKx#HxR1F8jSnWlG?6e$xy1T3VMGl0c7G))ujuJG#n=IrJhid*gIkI&a3|D^L>8^kiK$M`KpwnoT!p0=FW2qAC+@ zA5CK7-q`rro3-#}eLACbhGjcMqO?aV_YH18!Z1E&L-Ex z&|?9klLMUp_+c6Lo3y8MYGANQ2>`KwIT<(h$UV=R1!5Xc3#VG4597YkuczgN^O=N# z!^Qa3I>$4x?>e=z#UWCD;@&cRf_WSxXG2Vf?AAEDRvmQ&4UH)~`R_mpzaDWu-N`QZ zXzXp!)K->Vy-BwRmn=tgciwCfuC23tp1V{cp1dryS% zD9DKP7fW^a=uAPQ>Zs78Vkk9$EB#|kyPvP71E|drJ^LB~3a_E=|7Q>&irccZr*8{( zjyC=3{Mt7X!GiBxbcuDi(V3rmNtsojE^cKFA7*i#n>CihgX4A=ZOk8yYa)mW)U7y; za>#PrywOKVxT{M~Bw;4_FU%lWZRMdf5$=J)OEfw$ukYXySR}Ee7a4U~Ja)v_VZW`3 zPH||PxBvcOY*y0+(?a6Cw&#H!oM>-MiA=ytxB#svluA>^$uwmq?&6?ybM-@DfRv+k zdMN6o-AQSanhF>-5}!nJC6C>IYjBh_VdhqzcZ`GCN&;V~$Aw$18tqNRAPkuEAM1a( zkup`13^>x=h9zIG)SX9PI%@a_ zc=rqHx|ovRK>6SCzDn3bF((~2lnk$dRxR%T;17;c$m?V%dZkTrGP85x!4$U~<&9fMFdS}p0=SgDTL zOlApzykXbv@CmRmPBki&%n^Uc$d?6~MzaW8bnUF)BUE&*L-*MnHe^P;O!0CH=!L43 z=t}+l8!RP{)SHzU^;>o}gvi>AF@`hx2nsW2vTrg`A*og^N$}?V>vDQGn4Q=v>_@f-*CLjEQGA0L z$3|DOiM>6uIL)p7pZD8V9KUvTFm=gH`&oC(!1@{%{DLm!|Gxe2@wOhcwHb6P-8E&A zJO_B0m;Bfna#1k1?iBH>q9ml#A;QvyMpkKpTB+?$T4F6BHS#hYjAzqB4h>mehKVuD z`Q<}n6^`=NC3hfj@@GT>)!T@TZvL&^qp+*?AuQ&lou_2Z)FsZYz^-NOJSSO`(66$! zGF+yplA9-iNpL9_Rru>I81!(xlQZoLTA zU`he`(n7At2J3WZd&MN>MRwqqvFq|ufasyRub*b>5 zT9C}%lHgMDY4vSa!?0a{jAOq|Ro(5|dO7v<{KPf?JgW;?D?mH0QK!S&s5%=o?MAgx z=ucrsARtD%itzqOs}Q#|l$DzEDg-yLNQ0-oosMfyyt{O6bw zdm>qiHwKBCU~!8X?Q|HL$fp3bSu{pJ-G55dWN^&Mh0_SOkOuWe2Tsq~DV7I|62^)U zPKil8ueugp9lftES18&%s1I-aYKY>hI7TWBSn=Ck+y4;<+71zC*=dFYZZcgTg|+Is zpPt4Ky#hbJrzb1OS_-@YvDg%L#RPN-d4^Yr?9P|4H7eDNjE(4- z>e%Vm!E7h=SO1DSaV|GXEOBe9zoFY{aH`8w-xz9b_gmF09uQTIILFZ6cdSqPU{gs1 z5jat*6Oefs`+HOed%m7EvqTVg=dBG2Fe$#%aJMmOI3$$zfy^M;nJiM1Tf+U{+yfx5 zU)j=TY?@r;WUAj_{+cX}cwo!$Q6h^#?73De%xCCTJ2s0|a~aQi>E=AymwOs&Slmjl z&cC=D=BFX0}y6YGTmdW=~F3YEr(wWs<{gE*d{y2g`R|N9q&_Lg-W2D8)sa9QEiyM5RoV^X_b~xdPdWQX zKeT!*Zo>^lM5@ELWY8izo%0bU(ni8dK1jOk!c`6XIl{N%%zTaB1$v1GauT0N=_~Lu z$a%hVeRqh6#OPv=%$``F`2inLDsUqwtM?1{Q~9bWp|Z3~uG}f&#!|1+`F-dx-Ed)j z!1QyTHDHh-`#3t!krGHyUkLK&AsuWS`L@a@o;*3jaH~$v#xGoAVRjzf3bt ziXJ}yb2WG3yT(2P^E>BC7J6>@r|=HeBML!8e4i7&)@S@Z-R2j0a#rcJD|hEWIe>f& zDkJ8mdg_L{yd>-%h=j5m9#0^m@h(Aissc-@ZsyQjJz|DLAXjPJ6l%%Yyu9{}2W+ad zvRKB2EQI&g)XvA!i(aQ}VVGqu*V?P}9CvjOhXZfqBpPyV7Gk|Z#%7d4!eI!}H&l~w zoI6mjj+a>1?#fldS|N&iwP-B`UVO}1c?~wupmKxncg%^C^;()7bQ3{fX49~hhvJI9 zXnu7k^5|p}o)?R+$fi*am*nbUAtpa2>dvClWddQ6p3G_!#y1$nUspBi3D513O0IHM zJQ6RrlNJPbbEayz$mI8Szc&wY4!nam5M!j(RifKgAM3yUUNXUjO+Z{)FmG;TQw+N} zQNG<(vPX;hQybA|%R`3W<6RBGuLT{CJn`>C?QWcBcH>BcFt3gFIj{1Xy??_F(ztN; zCgt*o_jwehl8lx3|2`;RhpjE;qRCwhC6K>Gxh=`1+=7So|Fv=D|4=Vncx0I-3=xLL zc9krN3h~WyF=*_BEUCH3HjS~&SjG|&scAxF9b_9z*}{nHS~FDRN~1<&C`(Lb%Qlwu z`n*5By??;@<@ucRJm>SA&v~kmuYSDSj(fj-zRtz#`mHnE?NasAwS+jik{UU@pHIh1 zM>wc3M#|DQH|q;RfI0X&GmZ_UF-!~x1_iTs*e!(XC1}dh=I=A5Ig+@YwAZ0Jcw_Uaa<@nd=E9W$unw4Zq+)4q z)g*A?4e8`na3HzUGUdv>MCQXo_|z%~_p7wiX`Lx%H;QZqS~<)N6?A&|=Nrqn&k^z0 zF1g6^TkloaJsrY}9(K~Z0g-``aoj6gm^_q&grQybjQnj^>bL~#QKMndeKe{5D?R_f zt)la^eg1u~FsAZywI7}>@*ZR`?Sp5k6_FG$#U?gD8ejd@o3{aCtr`Yn1!6!yN&pu! zu4FX}tWb>HaJ2r%j42Uu_U_-(UK-v;ZPK#uL+SfR_Yb=v<*h;8CDF7bHL%1+606wd zGrmdI-|qQvu_sZrJw^N=lW<)rCesHZ`0H-+CcT5ECbz4TS6F)i6Ob|m0HdgrARFCr~&6}@%_nBy&9N$tp(B+PF@3mQ}7|0Np z5l-0G&i7wUioZq7=fpnEgEwgDeyCAqVZxd@)!38>{j3rFsg0<<_LPn^T%+R)h#;C{a2U8&6CAx%F%mJ?MgxD2|1FGJfjU91rTe<0q}z@v>tXW|gJJQ_3$Je%OYev~uV#aG2c` zs2NCr3K+UAa`lE=#nxH33*gZ<=0Zv9FXdOg1Wy=al!K<9+weH7p0N|vm5Bc|v4ZKf zVKd8p%VFr?!Xn`&O`XQ?4N7TY|-lk zw~iql0PejTEs!z*H5=w{|2I&(^$k4&B;!+Bx%S|iD&AKqMG`flT9fGKsRDq{67!y- zB*H$bO$@gCG=F9#+dC=wyC~Dbr&go?R@D!PcCk{+B^`AE6JTC~hdtg@nQ6meAvAQ? zU8KqdrTuJ@Qy1{%BB!u_xM?Ulf4H9X=zyHJgQ2A}>v*w)d?A+(th8r2 zU)*rWSH`B!Ae`_)(uflkU({#e51#j7)cIe5(W>lF;7Ib9pNVJW?_}Tm*rZGasyseR zBEr<0)De!xq(=+Z`wXJS%Uv^A9MnuJddqr#r%b4fKOksajzC2nT|ss);S7xDbpfF+&5^f^i@*1Ld^q^k zR?JEo*=WK(*hoP%g|aNqJzAi+j3fTFixc+Sc@LXluMCYK!VLX%U={BWu@@ic%=Sd4 zi)m77$@hMQv@m?*^Ntugn=ebI%VnCfP*HXi+*`#_4_@pEbovSHE?e=irL?ohy`vT% zwTQ!qdB2j&wqh=`?cCNdA930r;_QR#f%-U$8nx0sG4Rxs@&mq0oLM>2Lp7e|Bxps8=-^{72q0b_m6KU1~q_txWUY#sI4Uww*st4rWH+{Phr{VMN1A| z&^%Vi_oLv8p6{d0H2F>4d5w$%aQt-Dpw*Z$k%QIuK74~t)uaLet{0^WXsvm5?Tqe2qdQUP$mdju zp+%Uz9!kanVwjbM3*8CS5arW?YPbb8mj<75XjfiY{Mp>KQqvk$&CFpMv