From d8de2ea8b3348d1f8ae174dda2c61f4f2df00112 Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Tue, 30 Dec 2025 21:39:58 +0530 Subject: [PATCH 01/23] Port TuringCallbacks to AbstractMCMC --- Project.toml | 16 +- docs/make.jl | 2 +- docs/src/callbacks.md | 350 ++++++++++++++++++++++++ ext/AbstractMCMCTensorBoardLoggerExt.jl | 345 +++++++++++++++++++++++ src/AbstractMCMC.jl | 17 ++ src/callbacks.jl | 129 +++++++++ test/callbacks.jl | 259 ++++++++++++++++++ test/runtests.jl | 1 + 8 files changed, 1117 insertions(+), 2 deletions(-) create mode 100644 docs/src/callbacks.md create mode 100644 ext/AbstractMCMCTensorBoardLoggerExt.jl create mode 100644 src/callbacks.jl create mode 100644 test/callbacks.jl diff --git a/Project.toml b/Project.toml index 173bfaab..058398e6 100644 --- a/Project.toml +++ b/Project.toml @@ -8,6 +8,8 @@ version = "5.10.0" [deps] BangBang = "198e06fe-97b7-11e9-32a5-e1d131e6ad66" ConsoleProgressMonitor = "88cd18e8-d9cc-4ea6-8889-5259c0d15c8b" +DataStructures = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" +Dates = "ade2ca70-3891-5945-98fb-dc099432e06a" Distributed = "8ba89e20-285c-5b6f-9357-94700520ee1b" FillArrays = "1a297f60-69ca-5386-bcde-b61e274b549b" LogDensityProblems = "6fdf6af0-433a-55f7-b3ed-c6c6e0b8df7c" @@ -20,14 +22,24 @@ TerminalLoggers = "5d786b92-1e48-4d6f-9151-6b4477ca9bed" Transducers = "28d57a85-8fef-5791-bfe6-a80928e7c999" UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" +[weakdeps] +OnlineStats = "a15396b6-48d5-5d58-9928-6d29437db91e" +TensorBoardLogger = "899adc3e-224a-11e9-021f-63837185c80f" + +[extensions] +AbstractMCMCTensorBoardLoggerExt = ["TensorBoardLogger", "OnlineStats"] + [compat] BangBang = "0.3.19, 0.4" ConsoleProgressMonitor = "0.1" +DataStructures = "0.18" FillArrays = "1" LogDensityProblems = "2" LoggingExtras = "0.4, 0.5, 1" +OnlineStats = "1.5" ProgressLogging = "0.1" StatsBase = "0.32, 0.33, 0.34" +TensorBoardLogger = "0.1" TerminalLoggers = "0.1" Transducers = "0.4.30" UUIDs = "<0.0.1, 1" @@ -36,8 +48,10 @@ julia = "1.6" [extras] FillArrays = "1a297f60-69ca-5386-bcde-b61e274b549b" IJulia = "7073ff75-c697-5162-941a-fcdaad2a7d2a" +OnlineStats = "a15396b6-48d5-5d58-9928-6d29437db91e" Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" +TensorBoardLogger = "899adc3e-224a-11e9-021f-63837185c80f" Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40" [targets] -test = ["FillArrays", "IJulia", "Statistics", "Test"] +test = ["FillArrays", "IJulia", "OnlineStats", "Statistics", "TensorBoardLogger", "Test"] diff --git a/docs/make.jl b/docs/make.jl index 1e45cbff..30398820 100644 --- a/docs/make.jl +++ b/docs/make.jl @@ -8,6 +8,6 @@ makedocs(; sitename="AbstractMCMC", format=Documenter.HTML(), modules=[AbstractMCMC], - pages=["Home" => "index.md", "api.md", "design.md"], + pages=["Home" => "index.md", "api.md", "callbacks.md", "design.md"], checkdocs=:exports, ) diff --git a/docs/src/callbacks.md b/docs/src/callbacks.md new file mode 100644 index 00000000..caa18f31 --- /dev/null +++ b/docs/src/callbacks.md @@ -0,0 +1,350 @@ +# Callbacks + +AbstractMCMC provides a comprehensive callback system that allows users to execute custom code after each sampling step. This is useful for monitoring, logging, visualization, and early stopping. + +## Using Callbacks + +Callbacks are passed to `sample` via the `callback` keyword argument: + +```julia +chain = sample(model, sampler, 1000; callback=my_callback) +``` + +A callback is any callable that accepts the following signature: + +```julia +callback(rng, model, sampler, transition, state, iteration; kwargs...) +``` + +Where: +- `rng`: The random number generator used for sampling +- `model`: The model being sampled +- `sampler`: The sampler being used +- `transition`: The current sample/transition +- `state`: The current sampler state +- `iteration`: The current iteration number (1-based) +- `kwargs...`: Additional keyword arguments passed from `sample` + +## Built-in Callbacks + +### MultiCallback + +`MultiCallback` allows combining multiple callbacks into one: + +```julia +cb1 = (args...; kwargs...) -> println("Callback 1 at iteration $(args[6])") +cb2 = (args...; kwargs...) -> println("Callback 2 at iteration $(args[6])") + +multi = MultiCallback(cb1, cb2) +chain = sample(model, sampler, 100; callback=multi) +``` + +You can also add callbacks dynamically using `push!!` from [BangBang.jl](https://github.com/JuliaFolds/BangBang.jl): + +```julia +using BangBang +multi = MultiCallback() +multi = push!!(multi, cb1) +multi = push!!(multi, cb2) +``` + +### NameFilter + +`NameFilter` is a utility for filtering parameter names by inclusion/exclusion lists: + +```julia +# Only include parameters "a" and "b" +filter = NameFilter(include=["a", "b"]) +filter("a") # true +filter("c") # false + +# Exclude parameters "x" and "y" +filter = NameFilter(exclude=["x", "y"]) +filter("a") # true +filter("x") # false + +# Combined: include takes precedence, then exclude is applied +filter = NameFilter(include=["a", "b", "c"], exclude=["c"]) +filter("a") # true +filter("c") # false + +# Default: accept all +filter = NameFilter() +filter("anything") # true +``` + +## TensorBoard Integration + +AbstractMCMC provides built-in TensorBoard logging through a package extension. To use it, load `TensorBoardLogger` and `OnlineStats`: + +```julia +using AbstractMCMC +using TensorBoardLogger, OnlineStats + +# Create the callback +cb = TensorBoardCallback("tensorboard_logs/run") + +# Sample with logging +chain = sample(model, sampler, 1000; callback=cb) +``` + +### Setting up TensorBoard + +First, install TensorBoard (Python): + +```sh +pip install tensorboard +``` + +Then start TensorBoard pointing to your log directory: + +```sh +tensorboard --logdir tensorboard_logs/run +``` + +Navigate to `localhost:6006` in your browser to see the dashboard. + +### TensorBoardCallback Options + +```julia +TensorBoardCallback( + directory::String; + # Statistics estimator options + stats = nothing, # OnlineStat or Dict for custom statistics + num_bins::Int = 100, # Number of bins for histograms + + # Parameter filtering + filter = nothing, # Custom filter function (varname, value) -> Bool + include = nothing, # Only log these parameter names + exclude = nothing, # Don't log these parameter names + + # Extra statistics (log density, acceptance rate, etc.) + include_extras::Bool = true, + extras_filter = nothing, + extras_include = nothing, + extras_exclude = nothing, + + # Hyperparameters (logged once at start) + include_hyperparams::Bool = false, + hyperparams_filter = nothing, + hyperparams_include = nothing, + hyperparams_exclude = nothing, + + # Prefixes for logged values + param_prefix::String = "", + extras_prefix::String = "extras/", +) +``` + +### Custom Statistics + +By default, `TensorBoardCallback` computes `Mean`, `Variance`, and `KHist` (histogram) for each parameter. You can customize this using `OnlineStats`: + +```julia +using OnlineStats + +# Skip first 100 warmup samples, then compute various statistics +stats = Skip( + 100, + Series( + Mean(), Variance(), AutoCov(10), KHist(100) + ) +) + +cb = TensorBoardCallback("logs", stats) +``` + +### Online Statistics Wrappers + +The extension provides three useful wrappers for `OnlineStat`: + +#### Skip + +Skip the first `b` observations before computing statistics: + +```julia +# Skip first 100 warmup iterations +stat = Skip(100, Mean()) +``` + +#### Thin + +Only use every `b`-th observation: + +```julia +# Use every 10th sample +stat = Thin(10, Variance()) +``` + +#### WindowStat + +Compute statistics only on the last `b` observations (sliding window): + +```julia +# Stats over last 1000 samples only +stat = WindowStat(1000, Mean()) +``` + +### Advanced Statistics Example + +```julia +using OnlineStats + +# Statistics combining Skip, Thin, and WindowStat +num_adapts = 100 + +stats = Skip( + num_adapts, + Series( + # Full chain statistics + Series(Mean(), Variance(), AutoCov(10), KHist(100)), + # Thinned statistics (every 10th sample) + Thin(10, Series(Mean(), Variance())), + # Windowed statistics (last 1000 samples) + WindowStat(1000, Series(Mean(), Variance())) + ) +) + +cb = TensorBoardCallback("logs", stats) +chain = sample(model, sampler, 10000; callback=cb) +``` + +### Filtering Parameters + +You can control which parameters are logged: + +```julia +# Only log specific parameters +cb = TensorBoardCallback("logs"; include=["mu", "sigma"]) + +# Exclude certain parameters +cb = TensorBoardCallback("logs"; exclude=["latent_state"]) + +# Exclude extra statistics like log_density +cb = TensorBoardCallback("logs"; include_extras=false) + +# Custom filter function +my_filter(name, value) = !startswith(name, "internal_") +cb = TensorBoardCallback("logs"; filter=my_filter) +``` + +## Implementing Custom Callbacks + +### Simple Counter + +```julia +mutable struct CounterCallback + count::Int +end +CounterCallback() = CounterCallback(0) + +function (cb::CounterCallback)(rng, model, sampler, transition, state, iteration; kwargs...) + cb.count += 1 +end + +counter = CounterCallback() +chain = sample(model, sampler, 100; callback=counter) +println("Total iterations: $(counter.count)") # 100 +``` + +### Progress Logging + +```julia +function progress_callback(rng, model, sampler, transition, state, iteration; kwargs...) + if iteration % 100 == 0 + println("Completed iteration $iteration") + end +end + +chain = sample(model, sampler, 1000; callback=progress_callback) +``` + +### Combining Callbacks + +```julia +counter = CounterCallback() +logger = (args...; kwargs...) -> println("Step $(args[6])") + +combined = MultiCallback(counter, logger) +chain = sample(model, sampler, 100; callback=combined) +``` + +## Supporting TensorBoardCallback for Custom Samplers + +To make your sampler compatible with `TensorBoardCallback`, implement these methods: + +### params_and_values + +Returns parameter names and values from a transition/state: + +```julia +function AbstractMCMC.params_and_values(model::MyModel, transition::MyTransition, state; kwargs...) + return [("param1", transition.value1), ("param2", transition.value2)] +end +``` + +For simple cases with unnamed parameters: + +```julia +function AbstractMCMC.params_and_values(model::MyModel, state::Vector{Float64}; kwargs...) + names = AbstractMCMC.default_param_names_for_values(state) # ["θ[1]", "θ[2]", ...] + return zip(names, state) +end +``` + +### extras + +Returns additional statistics (log density, acceptance rate, etc.): + +```julia +function AbstractMCMC.extras(model::MyModel, transition, state; kwargs...) + return [ + ("log_density", transition.log_density), + ("acceptance_rate", state.acceptance_rate), + ("step_size", state.step_size) + ] +end +``` + +### hyperparams (optional) + +Returns sampler hyperparameters (logged once at the start): + +```julia +function AbstractMCMC.hyperparams(model::MyModel, sampler::MySampler; kwargs...) + return [ + "n_leapfrog" => sampler.n_leapfrog, + "step_size" => sampler.step_size, + "target_accept" => sampler.target_accept + ] +end +``` + +### hyperparam_metrics (optional) + +Returns names of metrics to associate with hyperparameters in TensorBoard: + +```julia +function AbstractMCMC.hyperparam_metrics(model::MyModel, sampler::MySampler; kwargs...) + return ["extras/log_density", "extras/acceptance_rate"] +end +``` + +## API Reference + +### Core Callback Types + +```@docs +AbstractMCMC.MultiCallback +AbstractMCMC.NameFilter +``` + +### Parameter Extraction Functions + +```@docs +AbstractMCMC.params_and_values +AbstractMCMC.default_param_names_for_values +AbstractMCMC.extras +AbstractMCMC.hyperparams +AbstractMCMC.hyperparam_metrics +``` diff --git a/ext/AbstractMCMCTensorBoardLoggerExt.jl b/ext/AbstractMCMCTensorBoardLoggerExt.jl new file mode 100644 index 00000000..4cb091fa --- /dev/null +++ b/ext/AbstractMCMCTensorBoardLoggerExt.jl @@ -0,0 +1,345 @@ +module AbstractMCMCTensorBoardLoggerExt + +using AbstractMCMC +using AbstractMCMC: NameFilter, params_and_values, extras, hyperparams, hyperparam_metrics +using TensorBoardLogger +using TensorBoardLogger: TBLogger +using OnlineStats +using OnlineStats: OnlineStat, Mean, Variance, KHist, Series, AutoCov, MovingWindow, fit!, value, nobs +using DataStructures: DefaultDict # Available via StatsBase dependency chain +using Logging: AbstractLogger, with_logger, @info, Info +using Dates: now, DateFormat, format + +const TBL = TensorBoardLogger + +################### +### OnlineStats ### +################### + +""" + Skip(b::Int, stat::OnlineStat) + +Skips the first `b` observations before passing them on to `stat`. +""" +mutable struct Skip{T,O<:OnlineStat{T}} <: OnlineStat{T} + b::Int + current_index::Int + stat::O +end + +Skip(b::Int, stat) = Skip(b, 0, stat) + +OnlineStats.nobs(o::Skip) = OnlineStats.nobs(o.stat) +OnlineStats.value(o::Skip) = OnlineStats.value(o.stat) +function OnlineStats._fit!(o::Skip, x::Real) + if o.current_index > o.b + OnlineStats._fit!(o.stat, x) + end + o.current_index += length(x) + return o +end + +Base.show(io::IO, o::Skip) = print(io, "Skip ($(o.b)): current_index=$(o.current_index) | stat=$(o.stat)`") + +""" + Thin(b::Int, stat::OnlineStat) + +Thins `stat` with an interval `b`, i.e. only passes every b-th observation to `stat`. +""" +mutable struct Thin{T,O<:OnlineStat{T}} <: OnlineStat{T} + b::Int + current_index::Int + stat::O +end + +Thin(b::Int, stat) = Thin(b, 0, stat) + +OnlineStats.nobs(o::Thin) = OnlineStats.nobs(o.stat) +OnlineStats.value(o::Thin) = OnlineStats.value(o.stat) +function OnlineStats._fit!(o::Thin, x::Real) + if (o.current_index % o.b) == 0 + OnlineStats._fit!(o.stat, x) + end + o.current_index += length(x) + return o +end + +Base.show(io::IO, o::Thin) = print(io, "Thin ($(o.b)): current_index=$(o.current_index) | stat=$(o.stat)`") + +""" + WindowStat(b::Int, stat::OnlineStat) + +"Wraps" `stat` in a `MovingWindow` of length `b`. + +`value(o::WindowStat)` will then return an `OnlineStat` of the same type as +`stat`, which is *only* fitted on the batched data contained in the `MovingWindow`. +""" +struct WindowStat{T,O} <: OnlineStat{T} + window::MovingWindow{T} + stat::O +end + +WindowStat(b::Int, T::Type, o) = WindowStat{T,typeof(o)}(MovingWindow(b, T), o) +WindowStat(b::Int, o::OnlineStat{T}) where {T} = WindowStat{T,typeof(o)}(MovingWindow(b, T), o) + +OnlineStats.nobs(o::WindowStat) = OnlineStats.nobs(o.window) +OnlineStats._fit!(o::WindowStat, x) = OnlineStats._fit!(o.window, x) + +function OnlineStats.value(o::WindowStat{<:Any,<:OnlineStat}) + stat_new = deepcopy(o.stat) + fit!(stat_new, OnlineStats.value(o.window)) + return stat_new +end + +Base.show(io::IO, o::WindowStat) = print(io, "WindowStat ($(o.window.b)): nobs=$(nobs(o)) | stat=$(o.stat)") + +######################################### +### TensorBoardLogger name formatting ### +######################################### + +tb_name(arg) = string(arg) +tb_name(stat::OnlineStat) = string(nameof(typeof(stat))) +tb_name(o::Skip) = "Skip($(o.b))" +tb_name(o::Thin) = "Thin($(o.b))" +tb_name(o::WindowStat) = "WindowStat($(o.window.b))" +tb_name(o::AutoCov, b::Int) = "AutoCov(lag=$b)/corr" +tb_name(s1::String, s2::String) = s1 * "/" * s2 +tb_name(arg1, arg2) = tb_name(arg1) * "/" * tb_name(arg2) +tb_name(arg, args...) = tb_name(arg) * "/" * tb_name(args...) + +######################################### +### TensorBoardLogger preprocess ### +######################################### + +function TBL.preprocess(name, stat::OnlineStat, data) + nobs(stat) > 0 && TBL.preprocess(tb_name(name, stat), value(stat), data) +end + +function TBL.preprocess(name, stat::Skip, data) + TBL.preprocess(tb_name(name, stat), stat.stat, data) +end + +function TBL.preprocess(name, stat::Thin, data) + TBL.preprocess(tb_name(name, stat), stat.stat, data) +end + +function TBL.preprocess(name, stat::WindowStat, data) + TBL.preprocess(tb_name(name, stat), value(stat), data) +end + +function TBL.preprocess(name, stat::AutoCov, data) + autocor = OnlineStats.autocor(stat) + for b = 1:(stat.lag.b - 1) + bname = tb_name(stat, b) + TBL.preprocess(tb_name(name, bname), autocor[b + 1], data) + end +end + +function TBL.preprocess(name, stat::Series, data) + for s in stat.stats + TBL.preprocess(name, s, data) + end +end + +function TBL.preprocess(name, hist::KHist, data) + if nobs(hist) > 0 + edges = OnlineStats.edges(hist) + cnts = OnlineStats.counts(hist) + TBL.preprocess(name, (edges, cnts ./ sum(cnts)), data) + end +end + +function TBL.log_histogram( + logger::AbstractLogger, name::AbstractString, hist::OnlineStats.HistogramStat; + step=nothing, normalize=false +) + edges = OnlineStats.edges(hist) + cnts = Float64.(OnlineStats.counts(hist)) + if normalize + TBL.log_histogram(logger, name, (edges, cnts ./ sum(cnts)); step=step) + else + TBL.log_histogram(logger, name, (edges, cnts); step=step) + end +end + +######################################### +### TensorBoardCallback ### +######################################### + +maybe_filter(f; kwargs...) = f +maybe_filter(::Nothing; exclude=nothing, include=nothing) = NameFilter(; exclude, include) + +""" + TensorBoardCallback + +Wraps a `CoreLogging.AbstractLogger` to construct a callback to be +passed to `AbstractMCMC.step`. + +# Usage + + TensorBoardCallback(; kwargs...) + TensorBoardCallback(directory::String[, stats]; kwargs...) + TensorBoardCallback(lg::AbstractLogger[, stats]; kwargs...) + +Constructs an instance of a `TensorBoardCallback`, creating a `TBLogger` if `directory` is +provided instead of `lg`. + +## Arguments +- `lg`: an instance of an `AbstractLogger` which implements `increment_step!`. +- `stats = nothing`: `OnlineStat` or lookup for variable name to statistic estimator. + +## Keyword arguments +- `num_bins::Int = 100`: Number of bins to use in the histograms. +- `filter = nothing`: Filter determining whether or not we should log stats for a + particular variable and value. +- `exclude = String[]`: If non-empty, these variables will not be logged. +- `include = String[]`: If non-empty, only these variables will be logged. +- `include_extras::Bool = true`: Include extra statistics from transitions. +- `include_hyperparams::Bool = true`: Include hyperparameters. +""" +struct TensorBoardCallback{L,F1,F2,F3} + logger::AbstractLogger + stats::L + variable_filter::F1 + include_extras::Bool + extras_filter::F2 + include_hyperparams::Bool + hyperparam_filter::F3 + param_prefix::String + extras_prefix::String +end + +function TensorBoardCallback(directory::String, args...; kwargs...) + TensorBoardCallback(args...; directory=directory, kwargs...) +end + +function TensorBoardCallback(args...; comment="", directory=nothing, kwargs...) + log_dir = if isnothing(directory) + "runs/$(format(now(), DateFormat("Y-m-d_H-M-S")))-$(gethostname())$(comment)" + else + directory + end + lg = TBLogger(log_dir, min_level=Info; step_increment=0) + TensorBoardCallback(lg, args...; kwargs...) +end + +function TensorBoardCallback( + lg::AbstractLogger, + stats=nothing; + num_bins::Int=100, + exclude=nothing, + include=nothing, + filter=nothing, + include_extras::Bool=true, + extras_include=nothing, + extras_exclude=nothing, + extras_filter=nothing, + include_hyperparams::Bool=false, + hyperparams_include=nothing, + hyperparams_exclude=nothing, + hyperparams_filter=nothing, + param_prefix::String="", + extras_prefix::String="extras/", + kwargs... +) + variable_filter_f = maybe_filter(filter; include=include, exclude=exclude) + extras_filter_f = maybe_filter(extras_filter; include=extras_include, exclude=extras_exclude) + hyperparams_filter_f = maybe_filter(hyperparams_filter; include=hyperparams_include, exclude=hyperparams_exclude) + + stats_lookup = if stats isa OnlineStat + OnlineStats.nobs(stats) > 0 && @warn("using statistic with observations as a base: $(stats)") + let o = stats + DefaultDict{String,typeof(o)}(() -> deepcopy(o)) + end + elseif !isnothing(stats) + stats + else + let o = OnlineStats.Series(Mean(), Variance(), KHist(num_bins)) + DefaultDict{String,typeof(o)}(() -> deepcopy(o)) + end + end + + return TensorBoardCallback( + lg, stats_lookup, variable_filter_f, include_extras, extras_filter_f, + include_hyperparams, hyperparams_filter_f, param_prefix, extras_prefix + ) +end + +function filter_param_and_value(cb::TensorBoardCallback, param, value) + return cb.variable_filter(param, value) +end +function filter_param_and_value(cb::TensorBoardCallback, param_and_value::Tuple) + filter_param_and_value(cb, param_and_value...) +end +function filter_param_and_value(cb::TensorBoardCallback, param_and_value::Pair) + filter_param_and_value(cb, first(param_and_value), last(param_and_value)) +end + +function filter_extras_and_value(cb::TensorBoardCallback, name, value) + return cb.extras_filter(name, value) +end +function filter_extras_and_value(cb::TensorBoardCallback, name_and_value::Tuple) + return filter_extras_and_value(cb, name_and_value...) +end +function filter_extras_and_value(cb::TensorBoardCallback, name_and_value::Pair) + return filter_extras_and_value(cb, first(name_and_value), last(name_and_value)) +end + +function filter_hyperparams_and_value(cb::TensorBoardCallback, name, value) + return cb.hyperparam_filter(name, value) +end +function filter_hyperparams_and_value(cb::TensorBoardCallback, name_and_value::Union{Pair,Tuple}) + return filter_hyperparams_and_value(cb, name_and_value...) +end + +increment_step!(lg::TBLogger, Δ_Step) = TensorBoardLogger.increment_step!(lg, Δ_Step) + +function (cb::TensorBoardCallback)(rng, model, sampler, transition, state, iteration; kwargs...) + stats = cb.stats + lg = cb.logger + variable_filter = Base.Fix1(filter_param_and_value, cb) + extras_filter = Base.Fix1(filter_extras_and_value, cb) + hyperparams_filter = Base.Fix1(filter_hyperparams_and_value, cb) + + if iteration == 1 && cb.include_hyperparams + hparams = Dict(Iterators.filter( + hyperparams_filter, + AbstractMCMC.hyperparams(model, sampler, state; kwargs...) + )) + if !isempty(hparams) + TensorBoardLogger.write_hparams!(lg, hparams, AbstractMCMC.hyperparam_metrics(model, sampler)) + end + end + + with_logger(lg) do + for (k, val) in Iterators.filter( + variable_filter, + AbstractMCMC.params_and_values(model, sampler, transition, state; kwargs...) + ) + stat = stats[k] + @info "$(cb.param_prefix)$k" val + OnlineStats.fit!(stat, val) + @info "$(cb.param_prefix)$k" stat + end + + if cb.include_extras + for (name, val) in Iterators.filter( + extras_filter, + AbstractMCMC.extras(model, sampler, transition, state; kwargs...) + ) + @info "$(cb.extras_prefix)$(name)" val + if val isa Real + stat = stats["$(cb.extras_prefix)$(name)"] + fit!(stat, float(val)) + @info ("$(cb.extras_prefix)$(name)") stat + end + end + end + increment_step!(lg, 1) + end +end + +# Export the types and functions +export TensorBoardCallback, Skip, Thin, WindowStat + +end diff --git a/src/AbstractMCMC.jl b/src/AbstractMCMC.jl index bceb04fd..d59ad5c9 100644 --- a/src/AbstractMCMC.jl +++ b/src/AbstractMCMC.jl @@ -22,6 +22,22 @@ export sample # Parallel sampling types export MCMCThreads, MCMCDistributed, MCMCSerial +# Callbacks +export MultiCallback, NameFilter + +# TensorBoard integration - returns TensorBoardCallback type when extension is loaded +function TensorBoardCallback(args...; kwargs...) + ext = Base.get_extension(@__MODULE__, :AbstractMCMCTensorBoardLoggerExt) + if ext === nothing + error( + "TensorBoardCallback requires TensorBoardLogger and OnlineStats to be loaded. " * + "Add `using TensorBoardLogger, OnlineStats` before using TensorBoardCallback." + ) + end + return ext.TensorBoardCallback(args...; kwargs...) +end +export TensorBoardCallback + """ AbstractChains @@ -189,6 +205,7 @@ include("sample.jl") include("stepper.jl") include("transducer.jl") include("logdensityproblems.jl") +include("callbacks.jl") if isdefined(Base.Experimental, :register_error_hint) function __init__() diff --git a/src/callbacks.jl b/src/callbacks.jl new file mode 100644 index 00000000..50d151bf --- /dev/null +++ b/src/callbacks.jl @@ -0,0 +1,129 @@ +""" + MultiCallback + +A callback that combines multiple callbacks into one. + +Implements `push!!` from [BangBang.jl](https://github.com/JuliaFolds/BangBang.jl) to add callbacks to the list. +""" +struct MultiCallback{Cs} + callbacks::Cs +end + +MultiCallback() = MultiCallback(()) +MultiCallback(callbacks...) = MultiCallback(callbacks) + +(c::MultiCallback)(args...; kwargs...) = foreach(c -> c(args...; kwargs...), c.callbacks) + +BangBang.push!!(c::MultiCallback{<:Tuple}, callback) = MultiCallback((c.callbacks..., callback)) +BangBang.push!!(c::MultiCallback{<:AbstractArray}, callback) = (push!(c.callbacks, callback); return c) + +""" + NameFilter(; include=nothing, exclude=nothing) + +A filter for variable names. + +- If `include` is not `nothing`, only names in `include` will pass the filter. +- If `exclude` is not `nothing`, names in `exclude` will be excluded. +""" +Base.@kwdef struct NameFilter{A,B} + include::A = nothing + exclude::B = nothing +end + +(f::NameFilter)(name, value) = f(name) +function (f::NameFilter)(name) + include, exclude = f.include, f.exclude + (exclude === nothing || name ∉ exclude) && (include === nothing || name ∈ include) +end + +""" + default_param_names_for_values(x) + +Return an iterator of `θ[i]` for each element in `x`. +""" +default_param_names_for_values(x) = ("θ[$i]" for i = 1:length(x)) + +""" + params_and_values(model, state; kwargs...) + params_and_values(model, sampler, state; kwargs...) + params_and_values(model, transition, state; kwargs...) + params_and_values(model, sampler, transition, state; kwargs...) + +Return an iterator over parameter names and values from a `state`. + +Default implementation uses `AbstractMCMC.getparams(state)` to extract parameters +and returns an iterator with names `θ[i]` for each parameter. + +The 3-argument and 4-argument versions provide fallbacks for transition-based extraction +(used by some samplers like Turing). +""" +function params_and_values(model, state; kwargs...) + params = getparams(state) + return zip(default_param_names_for_values(params), params) +end + +function params_and_values(model, sampler::AbstractSampler, state; kwargs...) + return params_and_values(model, state; kwargs...) +end + +function params_and_values(model, transition, state; kwargs...) + return params_and_values(model, state; kwargs...) +end + +function params_and_values(model, sampler::AbstractSampler, transition, state; kwargs...) + return params_and_values(model, transition, state; kwargs...) +end + +""" + extras(model, state; kwargs...) + extras(model, sampler, state; kwargs...) + extras(model, transition, state; kwargs...) + extras(model, sampler, transition, state; kwargs...) + +Return an iterator with elements of the form `(name, value)` for additional statistics in `state`. + +Default implementation uses `AbstractMCMC.getstats(state)` if available and returns +an iterator over the named tuple fields. Returns empty iterator if getstats is not implemented. +""" +function extras(model, state; kwargs...) + try + stats = getstats(state) + if stats isa NamedTuple + return pairs(stats) + else + return () + end + catch + return () + end +end + +function extras(model, sampler::AbstractSampler, state; kwargs...) + return extras(model, state; kwargs...) +end + +extras(model, transition, state; kwargs...) = extras(model, state; kwargs...) + +function extras(model, sampler::AbstractSampler, transition, state; kwargs...) + return extras(model, transition, state; kwargs...) +end + +""" + hyperparams(model, sampler[, state]; kwargs...) + +Return an iterator with elements of the form `(name, value)` for hyperparameters in `model`. + +Default returns an empty iterator. Override for specific model/sampler combinations. +""" +hyperparams(model, sampler; kwargs...) = Pair{String,Any}[] +hyperparams(model, sampler, state; kwargs...) = hyperparams(model, sampler; kwargs...) + +""" + hyperparam_metrics(model, sampler[, state]; kwargs...) + +Return a `Vector{String}` of metrics for hyperparameters in `model`. + +Default returns an empty vector. Override for specific model/sampler combinations. +""" +hyperparam_metrics(model, sampler; kwargs...) = String[] +hyperparam_metrics(model, sampler, state; kwargs...) = hyperparam_metrics(model, sampler; kwargs...) diff --git a/test/callbacks.jl b/test/callbacks.jl new file mode 100644 index 00000000..0558f845 --- /dev/null +++ b/test/callbacks.jl @@ -0,0 +1,259 @@ +@testset "Callbacks" begin + @testset "MultiCallback" begin + counts = [Ref(0), Ref(0)] + cb1 = (args...; kwargs...) -> counts[1][] += 1 + cb2 = (args...; kwargs...) -> counts[2][] += 1 + + multi = AbstractMCMC.MultiCallback(cb1, cb2) + multi(nothing, nothing, nothing, nothing, nothing, 1) + + @test counts[1][] == 1 + @test counts[2][] == 1 + + counts = [Ref(0), Ref(0), Ref(0)] + cb1 = (args...; kwargs...) -> counts[1][] += 1 + cb2 = (args...; kwargs...) -> counts[2][] += 1 + cb3 = (args...; kwargs...) -> counts[3][] += 1 + + multi = AbstractMCMC.MultiCallback(cb1, cb2, cb3) + for _ in 1:10 + multi(nothing, nothing, nothing, nothing, nothing, 1) + end + @test all(c[] == 10 for c in counts) + end + + @testset "MultiCallback dynamic push!!" begin + using BangBang + counts = [Ref(0), Ref(0)] + cb1 = (args...; kwargs...) -> counts[1][] += 1 + cb2 = (args...; kwargs...) -> counts[2][] += 1 + + multi = AbstractMCMC.MultiCallback() + multi = push!!(multi, cb1) + multi = push!!(multi, cb2) + + for _ in 1:5 + multi(nothing, nothing, nothing, nothing, nothing, 1) + end + @test counts[1][] == 5 + @test counts[2][] == 5 + end + + @testset "NameFilter" begin + f1 = AbstractMCMC.NameFilter(include=["a", "b"]) + @test f1("a") == true + @test f1("b") == true + @test f1("c") == false + + f2 = AbstractMCMC.NameFilter(exclude=["x", "y"]) + @test f2("a") == true + @test f2("x") == false + @test f2("y") == false + + f3 = AbstractMCMC.NameFilter(include=["a", "b", "c"], exclude=["c"]) + @test f3("a") == true + @test f3("c") == false + @test f3("d") == false + + f4 = AbstractMCMC.NameFilter() + @test f4("anything") == true + + f5 = AbstractMCMC.NameFilter(include=[:alpha, :beta]) + @test f5(:alpha) == true + @test f5(:gamma) == false + + f6 = AbstractMCMC.NameFilter(include=[]) + @test f6("a") == false + @test f6("b") == false + + f7 = AbstractMCMC.NameFilter(exclude=[]) + @test f7("a") == true + @test f7("z") == true + end + + @testset "MultiCallback with sample" begin + count = Ref(0) + cb = (args...; kwargs...) -> count[] += 1 + + chain = sample(MyModel(), MySampler(), 100; callback=cb) + @test count[] == 100 + + counts = [Ref(0), Ref(0)] + multi = AbstractMCMC.MultiCallback( + (args...; kwargs...) -> counts[1][] += 1, + (args...; kwargs...) -> counts[2][] += 1 + ) + chain = sample(MyModel(), MySampler(), 50; callback=multi) + @test counts[1][] == 50 + @test counts[2][] == 50 + end + + @testset "default_param_names_for_values" begin + names = collect(AbstractMCMC.default_param_names_for_values([1.0, 2.0, 3.0])) + @test names == ["θ[1]", "θ[2]", "θ[3]"] + + names = collect(AbstractMCMC.default_param_names_for_values([5.5])) + @test names == ["θ[1]"] + end +end + +using TensorBoardLogger +using OnlineStats + +@testset "TensorBoardCallback Extension" begin + @testset "TensorBoardCallback creation" begin + logdir = mktempdir() + cb = TensorBoardCallback(logdir) + @test cb isa TensorBoardCallback + @test cb.logger isa TensorBoardLogger.TBLogger + end + + @testset "TensorBoardCallback with custom stats" begin + logdir = mktempdir() + custom_stats = Mean() + cb = TensorBoardCallback(logdir; stats=custom_stats) + @test cb isa TensorBoardCallback + end + + @testset "TensorBoardCallback with filter options" begin + logdir = mktempdir() + + cb1 = TensorBoardCallback(logdir; include=["mu", "sigma"]) + @test cb1.variable_filter("mu", 1.0) == true + @test cb1.variable_filter("other", 1.0) == false + + cb2 = TensorBoardCallback(logdir; exclude=["internal"]) + @test cb2.variable_filter("mu", 1.0) == true + @test cb2.variable_filter("internal", 1.0) == false + + my_filter = (name, value) -> !startswith(string(name), "x") + cb3 = TensorBoardCallback(logdir; filter=my_filter) + @test cb3.variable_filter("mu", 1.0) == true + @test cb3.variable_filter("x_param", 1.0) == false + end + + @testset "TensorBoardCallback extras filtering" begin + logdir = mktempdir() + + cb1 = TensorBoardCallback(logdir; include_extras=true) + @test cb1.include_extras == true + + cb2 = TensorBoardCallback(logdir; include_extras=false) + @test cb2.include_extras == false + + cb3 = TensorBoardCallback(logdir; extras_include=["log_density"]) + @test cb3.extras_filter("log_density", 1.0) == true + @test cb3.extras_filter("acceptance_rate", 1.0) == false + + cb4 = TensorBoardCallback(logdir; extras_exclude=["step_size"]) + @test cb4.extras_filter("log_density", 1.0) == true + @test cb4.extras_filter("step_size", 1.0) == false + end + + @testset "TensorBoardCallback hyperparams filtering" begin + logdir = mktempdir() + + cb1 = TensorBoardCallback(logdir; include_hyperparams=false) + @test cb1.include_hyperparams == false + + cb2 = TensorBoardCallback(logdir; include_hyperparams=true) + @test cb2.include_hyperparams == true + + cb3 = TensorBoardCallback(logdir; + include_hyperparams=true, + hyperparams_include=["target_accept"] + ) + @test cb3.hyperparam_filter("target_accept", 0.8) == true + @test cb3.hyperparam_filter("other", 1.0) == false + end + + @testset "TensorBoardCallback prefixes" begin + logdir = mktempdir() + + cb1 = TensorBoardCallback(logdir; param_prefix="params/") + @test cb1.param_prefix == "params/" + + cb2 = TensorBoardCallback(logdir; extras_prefix="stats/") + @test cb2.extras_prefix == "stats/" + end + + @testset "Skip OnlineStat wrapper" begin + skip = Skip(10, Mean()) + @test skip.b == 10 + @test skip.stat isa Mean + + for i in 1:15 + OnlineStats.fit!(skip, Float64(i)) + end + @test OnlineStats.value(skip) ≈ mean(12:15) + + skip2 = Skip(5, Variance()) + for i in 1:20 + OnlineStats.fit!(skip2, Float64(i)) + end + @test OnlineStats.nobs(skip2.stat) == 14 + end + + @testset "Thin OnlineStat wrapper" begin + thin = Thin(5, Mean()) + @test thin.b == 5 + @test thin.stat isa Mean + + for i in 1:20 + OnlineStats.fit!(thin, Float64(i)) + end + @test OnlineStats.value(thin) ≈ mean([1, 6, 11, 16]) + end + + @testset "WindowStat OnlineStat wrapper" begin + ws = WindowStat(5, Mean()) + @test OnlineStats.nobs(ws) == 0 + + for i in 1:10 + OnlineStats.fit!(ws, Float64(i)) + end + @test OnlineStats.nobs(ws) == 10 + stat_result = OnlineStats.value(ws) + @test stat_result isa Mean + @test OnlineStats.value(stat_result) ≈ mean(6:10) + end + + @testset "Skip basic behavior" begin + stat = Skip(3, Mean()) + for i in 1:5 + OnlineStats.fit!(stat, Float64(i)) + end + @test OnlineStats.value(stat) ≈ mean(5:5) + end + + @testset "Thin basic behavior" begin + stat = Thin(2, Mean()) + for i in 1:6 + OnlineStats.fit!(stat, Float64(i)) + end + @test OnlineStats.value(stat) ≈ mean([1, 3, 5]) + end + + @testset "OnlineStat merging" begin + m1 = Mean() + m2 = Mean() + for i in 1:50 + OnlineStats.fit!(m1, Float64(i)) + end + for i in 51:100 + OnlineStats.fit!(m2, Float64(i)) + end + merged = OnlineStats.merge!(m1, m2) + @test OnlineStats.value(merged) ≈ mean(1:100) + end + + @testset "Series with multiple stats" begin + series = Series(Mean(), Variance()) + for i in 1:100 + OnlineStats.fit!(series, Float64(i)) + end + m, v = OnlineStats.value(series) + @test m ≈ mean(1:100) + @test OnlineStats.nobs(series) == 100 + end +end diff --git a/test/runtests.jl b/test/runtests.jl index 909ae8b3..77936fcc 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -24,4 +24,5 @@ include("utils.jl") include("stepper.jl") include("transducer.jl") include("logdensityproblems.jl") + include("callbacks.jl") end From b82e970bc61a63beac9e4ca715e4f913ff699c77 Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Tue, 30 Dec 2025 21:42:31 +0530 Subject: [PATCH 02/23] format codebase --- ext/AbstractMCMCTensorBoardLoggerExt.jl | 96 ++++++++++++++++--------- src/AbstractMCMC.jl | 2 +- src/callbacks.jl | 17 +++-- test/callbacks.jl | 19 +++-- 4 files changed, 86 insertions(+), 48 deletions(-) diff --git a/ext/AbstractMCMCTensorBoardLoggerExt.jl b/ext/AbstractMCMCTensorBoardLoggerExt.jl index 4cb091fa..311658c4 100644 --- a/ext/AbstractMCMCTensorBoardLoggerExt.jl +++ b/ext/AbstractMCMCTensorBoardLoggerExt.jl @@ -5,7 +5,8 @@ using AbstractMCMC: NameFilter, params_and_values, extras, hyperparams, hyperpar using TensorBoardLogger using TensorBoardLogger: TBLogger using OnlineStats -using OnlineStats: OnlineStat, Mean, Variance, KHist, Series, AutoCov, MovingWindow, fit!, value, nobs +using OnlineStats: + OnlineStat, Mean, Variance, KHist, Series, AutoCov, MovingWindow, fit!, value, nobs using DataStructures: DefaultDict # Available via StatsBase dependency chain using Logging: AbstractLogger, with_logger, @info, Info using Dates: now, DateFormat, format @@ -39,7 +40,9 @@ function OnlineStats._fit!(o::Skip, x::Real) return o end -Base.show(io::IO, o::Skip) = print(io, "Skip ($(o.b)): current_index=$(o.current_index) | stat=$(o.stat)`") +function Base.show(io::IO, o::Skip) + return print(io, "Skip ($(o.b)): current_index=$(o.current_index) | stat=$(o.stat)`") +end """ Thin(b::Int, stat::OnlineStat) @@ -64,7 +67,9 @@ function OnlineStats._fit!(o::Thin, x::Real) return o end -Base.show(io::IO, o::Thin) = print(io, "Thin ($(o.b)): current_index=$(o.current_index) | stat=$(o.stat)`") +function Base.show(io::IO, o::Thin) + return print(io, "Thin ($(o.b)): current_index=$(o.current_index) | stat=$(o.stat)`") +end """ WindowStat(b::Int, stat::OnlineStat) @@ -80,7 +85,9 @@ struct WindowStat{T,O} <: OnlineStat{T} end WindowStat(b::Int, T::Type, o) = WindowStat{T,typeof(o)}(MovingWindow(b, T), o) -WindowStat(b::Int, o::OnlineStat{T}) where {T} = WindowStat{T,typeof(o)}(MovingWindow(b, T), o) +function WindowStat(b::Int, o::OnlineStat{T}) where {T} + return WindowStat{T,typeof(o)}(MovingWindow(b, T), o) +end OnlineStats.nobs(o::WindowStat) = OnlineStats.nobs(o.window) OnlineStats._fit!(o::WindowStat, x) = OnlineStats._fit!(o.window, x) @@ -91,7 +98,9 @@ function OnlineStats.value(o::WindowStat{<:Any,<:OnlineStat}) return stat_new end -Base.show(io::IO, o::WindowStat) = print(io, "WindowStat ($(o.window.b)): nobs=$(nobs(o)) | stat=$(o.stat)") +function Base.show(io::IO, o::WindowStat) + return print(io, "WindowStat ($(o.window.b)): nobs=$(nobs(o)) | stat=$(o.stat)") +end ######################################### ### TensorBoardLogger name formatting ### @@ -112,24 +121,24 @@ tb_name(arg, args...) = tb_name(arg) * "/" * tb_name(args...) ######################################### function TBL.preprocess(name, stat::OnlineStat, data) - nobs(stat) > 0 && TBL.preprocess(tb_name(name, stat), value(stat), data) + return nobs(stat) > 0 && TBL.preprocess(tb_name(name, stat), value(stat), data) end function TBL.preprocess(name, stat::Skip, data) - TBL.preprocess(tb_name(name, stat), stat.stat, data) + return TBL.preprocess(tb_name(name, stat), stat.stat, data) end function TBL.preprocess(name, stat::Thin, data) - TBL.preprocess(tb_name(name, stat), stat.stat, data) + return TBL.preprocess(tb_name(name, stat), stat.stat, data) end function TBL.preprocess(name, stat::WindowStat, data) - TBL.preprocess(tb_name(name, stat), value(stat), data) + return TBL.preprocess(tb_name(name, stat), value(stat), data) end function TBL.preprocess(name, stat::AutoCov, data) autocor = OnlineStats.autocor(stat) - for b = 1:(stat.lag.b - 1) + for b in 1:(stat.lag.b - 1) bname = tb_name(stat, b) TBL.preprocess(tb_name(name, bname), autocor[b + 1], data) end @@ -150,8 +159,11 @@ function TBL.preprocess(name, hist::KHist, data) end function TBL.log_histogram( - logger::AbstractLogger, name::AbstractString, hist::OnlineStats.HistogramStat; - step=nothing, normalize=false + logger::AbstractLogger, + name::AbstractString, + hist::OnlineStats.HistogramStat; + step=nothing, + normalize=false, ) edges = OnlineStats.edges(hist) cnts = Float64.(OnlineStats.counts(hist)) @@ -210,7 +222,7 @@ struct TensorBoardCallback{L,F1,F2,F3} end function TensorBoardCallback(directory::String, args...; kwargs...) - TensorBoardCallback(args...; directory=directory, kwargs...) + return TensorBoardCallback(args...; directory=directory, kwargs...) end function TensorBoardCallback(args...; comment="", directory=nothing, kwargs...) @@ -219,8 +231,8 @@ function TensorBoardCallback(args...; comment="", directory=nothing, kwargs...) else directory end - lg = TBLogger(log_dir, min_level=Info; step_increment=0) - TensorBoardCallback(lg, args...; kwargs...) + lg = TBLogger(log_dir; min_level=Info, step_increment=0) + return TensorBoardCallback(lg, args...; kwargs...) end function TensorBoardCallback( @@ -240,14 +252,19 @@ function TensorBoardCallback( hyperparams_filter=nothing, param_prefix::String="", extras_prefix::String="extras/", - kwargs... + kwargs..., ) variable_filter_f = maybe_filter(filter; include=include, exclude=exclude) - extras_filter_f = maybe_filter(extras_filter; include=extras_include, exclude=extras_exclude) - hyperparams_filter_f = maybe_filter(hyperparams_filter; include=hyperparams_include, exclude=hyperparams_exclude) + extras_filter_f = maybe_filter( + extras_filter; include=extras_include, exclude=extras_exclude + ) + hyperparams_filter_f = maybe_filter( + hyperparams_filter; include=hyperparams_include, exclude=hyperparams_exclude + ) stats_lookup = if stats isa OnlineStat - OnlineStats.nobs(stats) > 0 && @warn("using statistic with observations as a base: $(stats)") + OnlineStats.nobs(stats) > 0 && + @warn("using statistic with observations as a base: $(stats)") let o = stats DefaultDict{String,typeof(o)}(() -> deepcopy(o)) end @@ -260,8 +277,15 @@ function TensorBoardCallback( end return TensorBoardCallback( - lg, stats_lookup, variable_filter_f, include_extras, extras_filter_f, - include_hyperparams, hyperparams_filter_f, param_prefix, extras_prefix + lg, + stats_lookup, + variable_filter_f, + include_extras, + extras_filter_f, + include_hyperparams, + hyperparams_filter_f, + param_prefix, + extras_prefix, ) end @@ -269,10 +293,10 @@ function filter_param_and_value(cb::TensorBoardCallback, param, value) return cb.variable_filter(param, value) end function filter_param_and_value(cb::TensorBoardCallback, param_and_value::Tuple) - filter_param_and_value(cb, param_and_value...) + return filter_param_and_value(cb, param_and_value...) end function filter_param_and_value(cb::TensorBoardCallback, param_and_value::Pair) - filter_param_and_value(cb, first(param_and_value), last(param_and_value)) + return filter_param_and_value(cb, first(param_and_value), last(param_and_value)) end function filter_extras_and_value(cb::TensorBoardCallback, name, value) @@ -288,13 +312,17 @@ end function filter_hyperparams_and_value(cb::TensorBoardCallback, name, value) return cb.hyperparam_filter(name, value) end -function filter_hyperparams_and_value(cb::TensorBoardCallback, name_and_value::Union{Pair,Tuple}) +function filter_hyperparams_and_value( + cb::TensorBoardCallback, name_and_value::Union{Pair,Tuple} +) return filter_hyperparams_and_value(cb, name_and_value...) end increment_step!(lg::TBLogger, Δ_Step) = TensorBoardLogger.increment_step!(lg, Δ_Step) -function (cb::TensorBoardCallback)(rng, model, sampler, transition, state, iteration; kwargs...) +function (cb::TensorBoardCallback)( + rng, model, sampler, transition, state, iteration; kwargs... +) stats = cb.stats lg = cb.logger variable_filter = Base.Fix1(filter_param_and_value, cb) @@ -302,19 +330,23 @@ function (cb::TensorBoardCallback)(rng, model, sampler, transition, state, itera hyperparams_filter = Base.Fix1(filter_hyperparams_and_value, cb) if iteration == 1 && cb.include_hyperparams - hparams = Dict(Iterators.filter( - hyperparams_filter, - AbstractMCMC.hyperparams(model, sampler, state; kwargs...) - )) + hparams = Dict( + Iterators.filter( + hyperparams_filter, + AbstractMCMC.hyperparams(model, sampler, state; kwargs...), + ), + ) if !isempty(hparams) - TensorBoardLogger.write_hparams!(lg, hparams, AbstractMCMC.hyperparam_metrics(model, sampler)) + TensorBoardLogger.write_hparams!( + lg, hparams, AbstractMCMC.hyperparam_metrics(model, sampler) + ) end end with_logger(lg) do for (k, val) in Iterators.filter( variable_filter, - AbstractMCMC.params_and_values(model, sampler, transition, state; kwargs...) + AbstractMCMC.params_and_values(model, sampler, transition, state; kwargs...), ) stat = stats[k] @info "$(cb.param_prefix)$k" val @@ -325,7 +357,7 @@ function (cb::TensorBoardCallback)(rng, model, sampler, transition, state, itera if cb.include_extras for (name, val) in Iterators.filter( extras_filter, - AbstractMCMC.extras(model, sampler, transition, state; kwargs...) + AbstractMCMC.extras(model, sampler, transition, state; kwargs...), ) @info "$(cb.extras_prefix)$(name)" val if val isa Real diff --git a/src/AbstractMCMC.jl b/src/AbstractMCMC.jl index d59ad5c9..e952b17a 100644 --- a/src/AbstractMCMC.jl +++ b/src/AbstractMCMC.jl @@ -31,7 +31,7 @@ function TensorBoardCallback(args...; kwargs...) if ext === nothing error( "TensorBoardCallback requires TensorBoardLogger and OnlineStats to be loaded. " * - "Add `using TensorBoardLogger, OnlineStats` before using TensorBoardCallback." + "Add `using TensorBoardLogger, OnlineStats` before using TensorBoardCallback.", ) end return ext.TensorBoardCallback(args...; kwargs...) diff --git a/src/callbacks.jl b/src/callbacks.jl index 50d151bf..88627df1 100644 --- a/src/callbacks.jl +++ b/src/callbacks.jl @@ -14,8 +14,12 @@ MultiCallback(callbacks...) = MultiCallback(callbacks) (c::MultiCallback)(args...; kwargs...) = foreach(c -> c(args...; kwargs...), c.callbacks) -BangBang.push!!(c::MultiCallback{<:Tuple}, callback) = MultiCallback((c.callbacks..., callback)) -BangBang.push!!(c::MultiCallback{<:AbstractArray}, callback) = (push!(c.callbacks, callback); return c) +function BangBang.push!!(c::MultiCallback{<:Tuple}, callback) + return MultiCallback((c.callbacks..., callback)) +end +function BangBang.push!!(c::MultiCallback{<:AbstractArray}, callback) + (push!(c.callbacks, callback); return c) +end """ NameFilter(; include=nothing, exclude=nothing) @@ -33,7 +37,8 @@ end (f::NameFilter)(name, value) = f(name) function (f::NameFilter)(name) include, exclude = f.include, f.exclude - (exclude === nothing || name ∉ exclude) && (include === nothing || name ∈ include) + return (exclude === nothing || name ∉ exclude) && + (include === nothing || name ∈ include) end """ @@ -41,7 +46,7 @@ end Return an iterator of `θ[i]` for each element in `x`. """ -default_param_names_for_values(x) = ("θ[$i]" for i = 1:length(x)) +default_param_names_for_values(x) = ("θ[$i]" for i in 1:length(x)) """ params_and_values(model, state; kwargs...) @@ -126,4 +131,6 @@ Return a `Vector{String}` of metrics for hyperparameters in `model`. Default returns an empty vector. Override for specific model/sampler combinations. """ hyperparam_metrics(model, sampler; kwargs...) = String[] -hyperparam_metrics(model, sampler, state; kwargs...) = hyperparam_metrics(model, sampler; kwargs...) +function hyperparam_metrics(model, sampler, state; kwargs...) + return hyperparam_metrics(model, sampler; kwargs...) +end diff --git a/test/callbacks.jl b/test/callbacks.jl index 0558f845..e88d9bbd 100644 --- a/test/callbacks.jl +++ b/test/callbacks.jl @@ -40,17 +40,17 @@ end @testset "NameFilter" begin - f1 = AbstractMCMC.NameFilter(include=["a", "b"]) + f1 = AbstractMCMC.NameFilter(; include=["a", "b"]) @test f1("a") == true @test f1("b") == true @test f1("c") == false - f2 = AbstractMCMC.NameFilter(exclude=["x", "y"]) + f2 = AbstractMCMC.NameFilter(; exclude=["x", "y"]) @test f2("a") == true @test f2("x") == false @test f2("y") == false - f3 = AbstractMCMC.NameFilter(include=["a", "b", "c"], exclude=["c"]) + f3 = AbstractMCMC.NameFilter(; include=["a", "b", "c"], exclude=["c"]) @test f3("a") == true @test f3("c") == false @test f3("d") == false @@ -58,15 +58,15 @@ f4 = AbstractMCMC.NameFilter() @test f4("anything") == true - f5 = AbstractMCMC.NameFilter(include=[:alpha, :beta]) + f5 = AbstractMCMC.NameFilter(; include=[:alpha, :beta]) @test f5(:alpha) == true @test f5(:gamma) == false - f6 = AbstractMCMC.NameFilter(include=[]) + f6 = AbstractMCMC.NameFilter(; include=[]) @test f6("a") == false @test f6("b") == false - f7 = AbstractMCMC.NameFilter(exclude=[]) + f7 = AbstractMCMC.NameFilter(; exclude=[]) @test f7("a") == true @test f7("z") == true end @@ -81,7 +81,7 @@ counts = [Ref(0), Ref(0)] multi = AbstractMCMC.MultiCallback( (args...; kwargs...) -> counts[1][] += 1, - (args...; kwargs...) -> counts[2][] += 1 + (args...; kwargs...) -> counts[2][] += 1, ) chain = sample(MyModel(), MySampler(), 50; callback=multi) @test counts[1][] == 50 @@ -159,9 +159,8 @@ using OnlineStats cb2 = TensorBoardCallback(logdir; include_hyperparams=true) @test cb2.include_hyperparams == true - cb3 = TensorBoardCallback(logdir; - include_hyperparams=true, - hyperparams_include=["target_accept"] + cb3 = TensorBoardCallback( + logdir; include_hyperparams=true, hyperparams_include=["target_accept"] ) @test cb3.hyperparam_filter("target_accept", 0.8) == true @test cb3.hyperparam_filter("other", 1.0) == false From bba007b5cb1403cdd9c3908021c5f25a88e48204 Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Tue, 30 Dec 2025 23:07:00 +0530 Subject: [PATCH 03/23] export types from extension --- src/AbstractMCMC.jl | 6 ++++++ test/callbacks.jl | 4 ++-- test/runtests.jl | 3 +++ 3 files changed, 11 insertions(+), 2 deletions(-) diff --git a/src/AbstractMCMC.jl b/src/AbstractMCMC.jl index e952b17a..67db4b4f 100644 --- a/src/AbstractMCMC.jl +++ b/src/AbstractMCMC.jl @@ -34,6 +34,12 @@ function TensorBoardCallback(args...; kwargs...) "Add `using TensorBoardLogger, OnlineStats` before using TensorBoardCallback.", ) end + if !isdefined(@__MODULE__, :Skip) + eval(:(const Skip = $(ext.Skip))) + eval(:(const Thin = $(ext.Thin))) + eval(:(const WindowStat = $(ext.WindowStat))) + eval(:(export Skip, Thin, WindowStat)) + end return ext.TensorBoardCallback(args...; kwargs...) end export TensorBoardCallback diff --git a/test/callbacks.jl b/test/callbacks.jl index e88d9bbd..147f803a 100644 --- a/test/callbacks.jl +++ b/test/callbacks.jl @@ -104,7 +104,7 @@ using OnlineStats @testset "TensorBoardCallback creation" begin logdir = mktempdir() cb = TensorBoardCallback(logdir) - @test cb isa TensorBoardCallback + @test typeof(cb).name.name == :TensorBoardCallback @test cb.logger isa TensorBoardLogger.TBLogger end @@ -112,7 +112,7 @@ using OnlineStats logdir = mktempdir() custom_stats = Mean() cb = TensorBoardCallback(logdir; stats=custom_stats) - @test cb isa TensorBoardCallback + @test typeof(cb).name.name == :TensorBoardCallback end @testset "TensorBoardCallback with filter options" begin diff --git a/test/runtests.jl b/test/runtests.jl index 77936fcc..7f6b0209 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -24,5 +24,8 @@ include("utils.jl") include("stepper.jl") include("transducer.jl") include("logdensityproblems.jl") +end + +@testset "Callbacks" begin include("callbacks.jl") end From ee2ba9ab261bcfba8e43f67f43053cbef269e47f Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Wed, 31 Dec 2025 00:41:57 +0530 Subject: [PATCH 04/23] update documentation, add new tensorboard images --- .../tensorboard_demo_distributions_screen.png | Bin 0 -> 158426 bytes .../tensorboard_demo_histograms_screen.png | Bin 0 -> 317410 bytes .../tensorboard_demo_scalars_screen.png | Bin 0 -> 326427 bytes .../tensorboard_demo_time-series_screen.png | Bin 0 -> 347937 bytes docs/src/callbacks.md | 83 +++++++++++++++++- 5 files changed, 79 insertions(+), 4 deletions(-) create mode 100644 docs/src/assets/tensorboard_demo_distributions_screen.png create mode 100644 docs/src/assets/tensorboard_demo_histograms_screen.png create mode 100644 docs/src/assets/tensorboard_demo_scalars_screen.png create mode 100644 docs/src/assets/tensorboard_demo_time-series_screen.png diff --git a/docs/src/assets/tensorboard_demo_distributions_screen.png b/docs/src/assets/tensorboard_demo_distributions_screen.png new file mode 100644 index 0000000000000000000000000000000000000000..c78f6ef7e3c71e9121b38f9b8b0747b9d758b357 GIT binary patch literal 158426 zcmd?QgPrI zJ?H%He{e4!{V?;+@Xp>Vp7lIy?TJuRQNY8d#)d#3crO&?UPB-leh>&sCMG(#@{DI22Q0#8uQq+dxxAQiDVHzsJ{IhMVmt`h`;---B-)N5Dx9s;?~dm$&S z;SSxMck?D4UqC-JgPV@hY_WbD@ggIXCqg4zdb<$`mGAaCgKF%qk&)4yh@lfhVYVZd9>fVhZ#8LV7!WOv|XY9q3OC`Dg z{EU(B?!92%MN&@33u^t(W$>sVK-~X(rODx!|Gs;8A&v3>7q4)%bv(KhT0U6BwNR@Q zjw&4dU-L0z^Lki|ek&sU*|FTMyUKs`c*hqT~~*X6tuMYJRe9 zR0n#Z|N24u`1kbAuk8h6lwu%rwj^sLqXQd6iup}sg6L;4Hp4Vj59bu&K08teA41Q& zRzjy0cz7$^j8*Iu!*lLPfZ0qeDl6cN4D-do6%ypd(Woq%!&`U*nYz>C5QDT`r9pzi z%j4GNu_2ogl5i>^Ia2xBHuXddg+ctU=VgI;JzP)yORp_Ou{0|g2d{PEt9mM^=Vb$&@EE;zY@AUfl<~o*}~~YuV+!ji&kuyoMBhic}K0 z{%(fu2=5fD-%aEZ?rK5&xvMZx!|+tzl}>u@y&zBi2rL;^G-}L4A;C##I@YBSY-Bxzx@otZvWqm8pZjrb-6N>IYua zWy%nxA`OH-^xcM?E_&nr?*<-~#NC`a4$eDz?c@(mB z-EJhm3{gy^cHo1wSqO9he~Gct1AjFxX zlmq3K>4qqFwWj*LGupYvnjk^o;C9jbWnr5eD<` zjqnXcb_LL+awnq}m7Hd+-0k|uh}2Fu@!D+z1pErjyy#w$lM{T{##9Vq{#)1=w$_#T zYDn8@qo^WuSc-Qmkt=$tL~MHq7n!Cwi% z_HRK~o2D=q4U1eRyok`!T|%%0B*>3)VN|@Y*z&Q;Q=Bm!Ren6Q4UUSR+tu~Jj7OIyCKP5~nPozVJa4f^ybdC1TNK=6krBMo`$f+^(U*Lb7mUKU#EhlJydn#%d z*@YCRP~g!FTOZO@I61o|`*O10a^KQlEms!E++tVR8OlFqW&Z9e*j%z^*&6naaI%$W zBC7PWwD9gL=RnnVWPM&_712vvQ>K-n~TW5z(k$#vVr|UOXkF!C!Y8G2?-9h zFj-O6Z^Dx2luo{fa~s5q#a1OtcW+nrls-#?HMD<+oi-e-i%5jgC9U{LB@09TjOf7j z+I>`iGc>CVW51@#F>Qh9uRYoH^P+%cDN~_q&TvREhm7jrycr^}PdST|XJx*g5y~=z zbC;m`MbwU!bv$aoVA`0erxGm5z`9cbF`{$4pGI~8&tDkeCZU^=)sZqmLuH7gOs zTox-_KWHfdS54q^%l{_56yAJ`^Hau4s&>g`%nqK(u1X${X`zO?o7gLMA+e_ZFg&B0 z@<+Iwd8;3G&-^0)j2v1b{n?YQRsS@iLK5s6whiOU%2Zkn&U^l%p+K+fHnSG_SjHT zPo0U(urr`>V(Z3>a3TM5=l1}|`JbqLnQzQ)j!nq_{r ze-!vu1A3sIB#70omgmJl;d=Gg?s7~4pdJZ3%06R;h?_V+OIhe>q5S-eS@ugBw88LV zrg$zBks7klbR+i(?fe+2!^2`Gb@X;EU&`xfI~Mc5d6?U7M2y(wqOV+dZ;mRo8ReL@ zncm;fax8nH#MQk)1KF4BI{;T>BXB){uf}0Q7^ir6_pgcn#7*VHiBSQ*X8R8C4ezA3 zP%O??PLeXe-+cwVmL^8ujx`XG&bzC#f0lAi&cDfrdR7mKdnjh1B8!LH*y3NxKY3A4 z45E5H$9Faiij);sAtXKRL`mziHgbCtsSQQ!OuaDGn>_j<@io)?(?uqAOXL1qs{Awt zF%JpJ#pfHeQll%@r^(mYj@4gAPVPhE9Pa(U9f_2{LVZt&hwTY}`xzmB7&a+fyp{w3 zhSAPaCbQYq$cTq6c}4w(?v!RRu(<(3G@2R8T@}U-d!n>}uM>4HIL(gA&fR-2HK zRZcy!5(5JU4szXd;{D(kOYi1A{$2&m%tyc({JFz0r<}nZY9PAdy2$goRtBOs458KT ztp`30Sok#CwGF-;vOTvb6M^%EPzeeMq341DYHU5yYfZ(@nR4xo-2H+t#v(P{l?2j+ zS@&yr!y-|2H(2JOL;m2t=96O6%OX#A^|oH@V79ch;;l7grwMs0*d+F5EnW(~H#r(i zvf7ED!;~-B6@w5@b8FrM;+X1I0%ntuOR#GQ1c!;$&<3u&wp)- zTvac%KkIL>#l7fP$H~lJJ3>^_D36fdW9!7+BXwqSW%W}M4E`NpvY>UYp*EST?Xk-I zcd-r_u~+TS=2GZh=0a+7x#t$e%fFS(aUIVcEW>~t7i!2E!l_q(f9Ku5BA*dhV9D)& z_lM}Jb|Wi%;CQZ*Xjkj&d1>f*Sct^IxIno!9pX04`wy{QpUSZR3TfV^S;mt{B-l!j*t`X;=; z`ze#~-g3z(xy#vr+C@E~%MN+_;RZJND?yU@rx^jvWkL`s`x*7tEAdUC$7pi|I$aAt zXo+1oIFk&p6l~%r1!q%Z%e0Zm1<0111euPEln4cGb>&q2NGf8jWn#A`JIKnCqc`EM zEJqdd;f;5?r*(FCIWTYX_|Z)Hv9!JLM%NlIaftdPv*SJ+>yQTt;`-|87s6W@cx?&l zeiky&K=IqnMzVe(QHgM)S`{+d@*Hr!c=ttYx#9VkDJ$^)#eHe}mA!D`DpB|6@9muP z#}kqm_XFn3Y?S@T)rCr=mz#}P9OeG>C3=@oc6JHq)#9yDf^jbAi2=vkQ4`ounCltINSQD4 zdH)I^B64c?QQ|w(fScJApBG~^aqfirYzgs%%4(y_$8y6aqXcTjT_)<|LfG5%stBr$ z#3A#;u#Rk4Fery($s3VEqqeK+;@L0hu-a{^@gCrWWrO^Me8+9i zy~htLqg{g;1%3+YRD{U~W>hEIa$fgS**^8RYojtH@^@L2^7{-NkdG@o< zeb6AMC$PFJV}n~5_zAyq8M(hEuPV;;zdC%bxXM`wS0)`VE&U?>lT?lM^yKBI-qT}G ze^kgA)e7W0ZBO$e!X;$|%dDT+;H>`=f!i9auM7ExLrgbu9bzanuPHCY@v%NXluez> z#7;eB;CTDgxL-HwkNifCXLq{>qj&A73E4iabCH!;3SCWSp=TJ`YR?2$jhMHXXde+w&*G=Uo@1-*4p%uFVtL9zzs^a*15#Q$ak1 zSBlDYstvnHHcxr~6%xgJBGj~jb>sRi>#pS>3dMhEcv$Ud2={Y~`y4yc?l%ITn8SbMl5j8FLDfGocDcYziZ%=kugGP3gUn0b2~EZ* zp!3hC2xM!G2rtRs5vlel*IsWoLC;bS^z5h%KlJ>{P8wMS-QVy%wcq|kC_3*$kA&GE zHdXD(=vZEiaisgxqA-A;WA0=u1W2e=@gIyjxEWY&s)-uk9q?L>i-JZAL%_eQpQbv; zZtdBUXH4&H^6JYI8IW0t6~&rqW>s=VAcTMU$EC~ljbRc31qZoX^x17QXDsBqN-;BBd7KINv!u*CIIQj}iKe&@ar{3;_F<__rVhR&#jY*^q%M3nLr4=7jjKT?*>N*no1j z`|p}vpj58UsE*3y-ZdV_0R(FPO9l)`Ir$Bmu6y95kCf(&IS>@>*)T-l8>Byru?e}l z)Pj5(rN*Ar`oS>q$y#wdTP;5ZG6#>BXX^xh2l8b3iyB4(&=<(TEdU56d4JI<7hwm0 z3`{en`#AV9jwAM^^sn7}8ERslp>09|u7jY57iJE8xPE0)^9>Znu)Z+kCvD#DEJYFx zXn}*P)fuB2VcTnNZQB`@b>ilsMre=`JKy1ie85C><(QR4B(t{t?)}f<1!}k1#iOqe z3wOkJbYpA+N^f`p6#7@892De^qWQ7UM`W2l@VERrX&8I_;HmmikMgF$py436Iy7|vh$X~6(6$5F#+5J?tqduQPk9+1Z`XY3Q;>xf* zCS>q|kaQlB@o>=5z=;9eyY#mN#(czK;qzx9WHGYCxsCweoA@ctGEUVBA5FysW6TZE z4KoX?Y*80^bh7MU`I<3$|1wvkiMdT2P_KB;)}PdZ97W{cM8QwO5Qyua?JjUw%)$f)fk${Jl~q5K?8(;gBZmas6Xp3*SAGi7l<<>p90kI)V%-DONO z76059L?m%WgnHIWdA==1>B=4U;9#{0<4+dmaE(mQuX7Ot^tr@3F=i}6RLrD=Med6A z8na?y+;-Cd(G!E-FX92f-%21$%n+5z{Z7OeT}0sEPNe>EEAn1GuBS)5BV6 z5r|Vb3znloZ8r%q{^J2Pn`yFa%V(R?nb z-`aoMZ*m!fmPCZX7Cmvd&=H~vZ$AcEN4RU6DO)S-yjD)W3-(A0+CdS8#n3>&1)OQ1 z3iGOuJD>@VeP0x__8U*i5&>kHh^!Q6#TMZ2gvqU*hG5dUJ!MSnbbO!SUhT>fr5y0r z*!pZ65B+Z+yad0-&R$#@68b3s4U5(0+RWDPl*R4Rk%c)*L{q0F(a2E%;+A+VPY# z<%KWC%06sqMBClw-~G?RO8b;;W1dT#V|rao@kKW~-4A~lIhH*;!E&xfz><(YY}>20 z@bi}G=f9%zIdB-N6(8x6y$2C)xMvVm;fI(lU@8v;KdwNz2o;KJ<{3zJ*Vgk6b zoiZslYmWK17DHE#m@&S?b9s0@Ofl)9I($&J@a|F&mbYI((QQ?O({3uWr+v|>_h}_@ zK{$V;O_e|r;Xll3xjj{z|w<^Kk>O(aI{XF8W!UMmo=g_~&j&Tyt{>y!ht~V@x z@OJF}u#xL4_a4rNmE(5{D4kz2;Tb_XWx;Y=Q0k!)KJ;VyAj3``f)vybn2=4A+v499 zlis*{PcGombb-c@Yl30ft(+$uhR2xPn>c4#-!WhQkU5-wp-Hf_4>vaddQfL%ba6Q3 zQEqLH8Ho~O_{{iZ_jH$8C)%F6NW5K6UdFF&D_GVDDZ<>>2ok5jDibe;8M!L0#)fw+ zQW99YjEOrd8PL2;2|^A*G&%~zP(jnrqm&&d;@DaVy!p5=1A0|7Mik!UNCe!5;t{K? z9otCWb7*Jl1v)To4Aw?!C{cZS2nU7u>|j*y5$et@siBm28rG zG+mu0_i@wo-K&C-(o+a+wR{|U2pqRbNFiC6khq@syhv<{GghWNB?b2)ntaGZU-FIL z$r&9QWG{t1d+}Hzjhto7=ds-BnH}@_geqX_524lapkKwj6tGC-cYt2_=XtwU9Yv3i zRadbGq8yuL-~jasdPdUalqo)OIV&&xpUZy4#DDe?J|UHZEqz#M)jT2hETeMtfqG%K z;-=q^o1QbI_k#rSe=64WkQGyWYXh&1KK^VK-{54?ek5~iAc)9AzHCVis+I2I8m@t( zJpgHpvC09WJKoxd>h>Ke_g^MGiR+PzPMxy$pAv0LkYx8$Zq(9e2AKZ3qnEyYEZtSb z?(+yd2zUbbIvUVpjqgV^#X!Sy^3SM%UWVMhI9|%*KgQYw^4~>Kk2l8>W)%s~h{aHd zFPyD;qCZ>0#L$)QhS;J?Z{pm?&)4W5j+_*ur8F6ln?3+%LihZqAx)z{}0(f0vs42$t?#^cSYQN3SAc$+=ALG`N#`Ic3YL;(C^Z z_Lh-m<(4{=^abe(3op5M1u}nb6fFe2Z=#@ z*mH4pn##J3=91fOq%q$UUS$klVi;^!ID`POgLT!{!TgzU&#P2t1r5tBi#2<)|%nsiPDv#Q? za1f??qJL%bmB20#5GRX5`P&#(6PV~D=wPS1QAo<;eQBTp)lbfX{N)1w{;m|=?~`nY z_s+{QBcZaR7XRj|zl)6pA_e8cv0A2h@9aui`lABfFfafRUz@Dki6W=b5FT}$S4L6z zW52&kju}WosB#w$P{M>~D70C0@r>?shP6MoU?qI%qfFcU=!~~Lihbk3WX;D1ker5LG$`Gxq0iq;pySUkUi)Ctd*Cs{+_6>O@l;82pY}VY z7_OiSWju$mR4q2zs_xg@`|#i&c-`>u!5ZlkGn>(*BX&1X`|jdgZ{0dvFM&dTO?}dy zyie9Z)!?&-q=Q3|4EtQ@PpV<5`3>Yru@sDn_D}chjEU0J#9Yv3-I#{gWA{fyB_WNV zf10A9W4K^k)vCtXK*tXA&^q{$89$Mq`lh~_UU3l;e=(dbuZDz2| zRbNard%V&;U&mc%FnN(-j+Y_wa=f$xS3@ zNxK?IPO?%k#A1w>BKLJP^l+vIBy``SLFsSd!(ihlQbqVdfS8taPxJ0xlAaeev9-Sg zS-iG+z`K8o4;&7(zqs_~n}r=L^#Tv!PY>VBlRy?Ha5Lk%N%7Y52|t?+5J;H-<-cKB9wpY!+IfCkQ@=J=CyDkUyp3! z6Z*)@yI1SGi9bmfX17IXU%v{Ttbw#SzGY8)&a?W2iU<8!>TE`33-;?*!a#XCO7 z28y2%NA++TMZ>HG-3p>7A_;|*cd`55mT)q`V|gj9R(7&9`A|M&NR!D zcEd`!DFO#^T{3Zq_|6%?%ZXn4#9%rSDKyTuK6hrn*`L*)<_|!J(Y;F(v+>dw%xsPO z7SRSOc$UAkd2dpH>4I0DOP9!wxtU&BX^7Wfe#>m-&Dc06Q-q;YOrA2~#RQigQ-VQm z*_FqDqoI=sK@;wFOTygZZHxby+tYS1^RD@GTXwum&j;5S$O5z4{fmvF)~?R^XO>Y0 zPEZ9l77&hVdC`Fl!*amG&FfTb|L!!FfL>2%dS<;B{Ds(7|L3JR&LESylk@^Jn`tYG zPG};KE6iif!$GC*CAryMrKm{*Mo!in_9F}r?La7WTKviQZIHj-nfiAmsZJDEn68|B zpB#oPh3p|mj2QOlg2`_;my2CAa+?|TrOgXKEdE-r-&Ojayw*8!i%57D462|Mr|cBk zJ-L|xQ>=>YW^lb4D_(HvslRZeA@~Td&|F((^7wH2TAu*GS;NZvPKdl_u~j$tpM2<7 zQxu3_UL9R=ZiBvo=*qoKu-K_I7sP$Imr6(cw&#Qh#K(mbJ#To3iJ<-W-B%2&B-T9-WDwGuSQSH}s@p+wWEMT1_pH;7&o=*zhc zk`$?RLVY@{!r$q4n_vo7PNrppaSwl|nP;;fNZqolz(G$KGz*;7;2EOhme{blRettb zt+fv`Rg9s3OdZiy1DSm7t=0}rh;7J(27{>t(o2g59}$>ahKf*C-rKnVc0#VE$Txj`<(nG9OnR|FDfGPC4|kgQJyc~d zTddj!MuNg0t3f+Y3SncQ0YL@&=+$ymVm8-Eozx@=2BSfyKgrl9xg>E1j%=W_*2WUY z&j238_2zqR{{)o|acbkrL_7C|#`#i4Zs+CXBmjc!Z5RB&-Z_ZowTQjmwu!{yn^6(5 zf1lVAWg5M6DPu~Um+kJ)eGO*PSOwz{tEE1Z&uGO+NrCfmMKW1Kq684Ni%}(BIvoso z1BPH#A5x|jyHH~R=~jz~VSFN+2Re9VG1P%1fXYx_2&A`a<%}_&-uN*C!wwVk`Np_c z?+?>K_QTs?obPBqzX&phJ(L>%FfIfg86e>8#gB-{Ber_=C=iHkD z*SKq*fxiF@pE{#=JgQSl+hYRfhfYh}z)-I zD!Vxh7RdC}gYfiK=%N8`BR%_KrZ_%iq~niFK0^*s+*|N`$XG-#wu{=l$8K(y{=b`kx|58D~y|;yym#`6>@2`fLNMi1AGhf z^($0Rm;V-W**K^;|EnhC>?`KrhH~1F0su8!hmuz-Pdf?c!2D=xKHU~xUurqjP-w!Q zgx|s6ekHh#Oo8p&T`)SoJKp5)n!A+v)(+C!tWmUpbU#2=9~YdLv+C;oUCF49)(Pa0 zrPcyLmBp`_Q4-HPNg~lD*EVtM8oBQQatq#sb3h#Gx+DM1FsfZH9aysN#Ei6g5T*Ql zPEuRCJXO77l~Z`T=|J?L-(5z+zj;2p!k(y!hqrieWpc^yjDZAHbPPR4l1P=EDEX&u4y(Z0!N z17F(g>+1J>k>0eBAAe?23w|y|z1z%l`{f=Z0n6WlL0Pk1jqM^xOmRg|bqSkN-%T(L zKsi^aEY%m(@0`D!lx1!uC?^-f8iLCDGD_t?#IePO@@b$&a1y_+#+Erl*ZH*-hk-<_ zAoB4U(x8VA6X>R|FtlmR*{gZ#T+jvZTLtc%Me-_YatbR=b}au4G~khNbIwl-r4~L* zTwe8e*ydW|ci#Pa)B?!7u=58(>%rk?dt=(JQwdUg-z$Ccd5E~tr;1}bElSAD&_2uR z&+SY57F0}}eM?JEizqmA21rlGA&|0WR= zw1OA3ZH5~lR=BT2^WxAHWNMFirf8y}9GYR$^y%mY?E;oOa~E>sR4WDq5DmJp=HsvI zux620dSCJHa6cRqg6_L?x(j`v0u*s%Q68MV$$CkL6k&h_PUsct!@a}MeUaL<((u60 zd(7?@GBb{2{0oZmLB?+~ZY>&9<(adjL>N#%2>2rYj@vVD1gF(JQN}b)_hSA11ko}Z zZO>%VnMaa>NTcLSffcP7aWzYHjzqXIzaKjTBh*~iHE&GUMe&qbC5Y!;jiyl{##tb$ z=TxO%FV*~dEH$3XYv-NWm%nF^o9FGLA%r6fjVu&-LzH(6?O4B_4K#I=q(GtEY~YY{Tg@_N4di=ycdIE$qQaspO` z&yvWro==daOpOZ0zSTza1Xk)RF=gy8K$kr8n2|rI04b0}lVN`57wzm`F$u>19zh<$ z=fR^6%6bXK9(=-|#>!CUTm~ zX&2WM*9j0iy6h$Z;}M=AM-t9C61{+-pz7WKo?hl?(`fFIN)|)CUcAS_RB;e= zks(e-?jMU+JEsMZhYgPWPFY2na19`&r~R0Agwda+|6@hW+vwkxQUBX5%*@-K|L-^b z|K|#8w<-ZySH!=^porhjuff@w?iX?pe{f2p>xCRr=ikTw?nwRfTV1HlB=dg`vWGVy zor5#%+l;j6`Ccn(kN$JJv1vu$n6Bq4Kp4C@KZQG;uGpHw7?@PVUena(t)@ z<>Uf-8e+qTp7Tujlw5=troNq5kP8@DYF`{o6?%HCB_NpoOHQSF>bAs$m)zK3 zId~?;!O1D(>|7;We;e2u5)$(9263CnNbGO<`H_g*;O%uxFMl(Y7dx*IjtDPQLM-1b zx90!e%rg_jX5un4W9h{`!xLs7U+TYkgYd?0i=x6pDLuUu;pFhb*}~h_;_erNk>1-% z4#Y(2U%LJ=h)pS6=YUAvtphwmUh0YTzAZ6n#TOkW1Nr_DloGHtvB*!2F)-F@E*o8|gfo=}k;b+?PTq;*yd=bt_FHw5_zm@abd}6)``3`gFKekhu&N?7kYW&{dos z-*dJzU36r|mC)BUy{FP7*$j;p_d1u#Rx_R|H}U=MxAiOSl}l##+koHZAhJ;L866e$6yZTD+R4B;EmVU;w{Os?y zbP#>{U4s*i;*mj}{g&Q9eU<2GBPq{HJwLkWmqe1(*5DXhwb`y%^}y< z*K8gwN$V21J#Z({^vknJBZsqb?UkF8;oharu+);_Jd#JmFJ>u@tY#f5rmfxYZ!h9g zQ)gLW%}F-1HA`0;nPD27@`i?VxahJ8E;CLJ!nE%2z1pLrUItmt#13QLtg3)4UN@2vIp9G#qwzy@l!460A51Qr&r&vqR89(*xg>rX`dvBPh93X}W0+gH%e zyab-*>(V^=n;BOFm9vXW=cGg~?d1ejiGb0q)1rii>pun_HF~A)yA{29Hepp7Jw7~x z)gjaes?70!rz+mLAGTvW0S4zbYH8}bHmE~&CYrPxk(kf{Sp@4=191-%sqj-d*-{oT9 z6m{tW+_SX2vDOxVa=Bd$E4N#e@CFtXw*M=Y;35_!Osy;@m%f8Z2Bgl=wWW~o+j_pszWZsj!h z(DC>B;liUkiJL=Nup8P+(?J<;?d*izshfxQYwm(tx9+HoE? z`3o(2lVo}yW3j1bd{mXZ9orF*8x$E|TzQi>xl`eBVyc`jTHP)Boy)RJj6v8Q0vT!b z^Mg58toOS+rC8wrci!E?k49t(Oh6iatYS%(#HBo{z zC+oW4Jo@T#zwyBS_H1&cm%*>=PoB~fy9F@~O-+-9CJ&u*W2EOXv=I-KlCpmMAilpE z_KQnQ3;`Qi>83CWp0~xAqi}Lt^r;;ds|&k>FNHDKgBX=&j(7i);dke8da$@Ssw7Ql zP>F86*h2RvUs>AIQxvRmYhknxC#nwe9WvBID(k?CnBmEVNjsraId)1R-y^kbRTPUNSa~sqV0w}uhj0UjV zf(nNG>tf|A|L=;h}9Jpan89+8tT;Arf;|>aq9+#;81wlQbtM6uKQwS z0_Ta{9Cl7MdkK}bTwBtLI{yUo@X6sppXbZBXlQ6l01|uSm}DUk;s{hMEUePI47H0f z16|#E#|P^}=}|K?dYFO!1QM5!la1kC_(AL9>V^A25>MS$ek!lo5UqiII~vF1$96T! zID!5kV7kqqK|b(vX|@C=0Rb|?@fW4zsV!9+1W^MwIr33r?Py2!pduTI!HG8ntSgrc zex*O708xQ3>_mw!iZr2j(gr%-hEl1PkXK9!*GkKRk&+G5(H%NIZ8)su8XEyYIyzs? z=yLW;9O^AN-rL3 zT8AP6Hjwg6p}>)D%0T?#LZ(c1TWRe=BygM8F$oFDGwyQm)wVH1pOZnM@@Z?RgW?ZX98~k0Lw3N zy~*=_L)6zmu9SjY^AYcaQ+3330p}^o1Ova^U z419kH3UI}T0rE6q2V?}WLb6&~==Dk`DpeujA3s_j`@Ui$SszRddy&Al1o8rrb4fh< zU`2wE=nM^Lojuc!%E~A1hsNHQOJU$-7%*63Vj?IErS$NHX0L1w&I$x`JN>P238K^C z@UJv%#Y&kFl^fbbNk&EnN-Rc=?R?~Xqnp=|4d5d+*3*Fiu~$IV3TDK-JfF1-AaB92 zZ_PApbX@{a+O-lZ83TajFTl3$fyb>M!M5HWul6Bsl%~QSic1v;A{PxXIS@?1c=B3W zNoM<;M`i#3pa=q~Q*B8GmK>jw61kD-M?Y!kMwj%+FjB(j`tJ^`wde9^rNZmN7EwSl zeXk$J&^-&KdTRO?xJzD5O)X)#u>My4BCA@oyjp`GVgBKeWkOQ_%jeJ0AGO{%HeGKQ z7nYUvAb1fL3ESU4N{_q082Lt+bcQa~Z)9}l#!6rVM*uKodGdq^6c%YkMa9YwGfVb= z^S(ek0GNxN^>`gLhas#HV>Mf2Ln&ZM%FMzdZZTVHccJ@*Uz;A#*I%YjT@MzbzrQK) z-2SzZ;e~HnN%hQazpF^IxZL;F6G0vAzZ_j(dk#w=WdU~lYT+QBMd9#o5W#X;<9-L? z@#RYFyQPkh44MF*@h8zclM^wwwTr%;;Y2JcV;6(pOG~>EXq5caY#I36eI;7x@Oa=c z2(R+)hN?US+7~Rj*_`iAXP86_+ROx(>euFgumKPRA{Yz7iA$rZl4n;` z0_IJU)q2rR!{QV`;Q2RxSp%_$D4ZS>1!dV|#@#W;o>Tf*zJdjLKOBK?Q6Mds%Q&>+ zo?|D?nNQ7B5*FW8PJfiVzadFrd({C5u)2=Uly&kWPRW&2NYH`$*JZQQ*TT1|7uA@B&qr$iyS?vDiMA&gPeE1mG zZQgOY3riI?yFR4;_U+pQzJ)n><+Sx+O-L7(*da*Ln{*4xZi*iD|sheR8*8AZU^#6uavwu zmZ2Ae!P_4N13$~{V8Q)*tAL1>cFx+6wdIl3K5crxi}A~sFB3d}NUz-Xz2{4F8WPEf z&jhq;qEtWZWat@8f4D-~@QWc~d2SPZ9(u8GR5*t*BGZB31Yau6%E>|2udya#e+s@< zPRcRLfVXZ+pGmU-}51gnUVJq8r!Rs)#)J+ zs!vQhP=TWI`~$2Q3V;q2Jduv+8h+`t;RjtmYx z^?E@kVMdatd$Sa83RFU#=Sl-X92Xz|d-dV&1foD>tNp#+frTlv$%1BztJZQa- z@x8rXnsXXH^QNz;sPOmFu>wH@JdPl#9v&V%zBO9KWWeBOXJ=r$2o{^+zKo@q_bL^m zGmM}Y(4?^7U{nn)tsKAmyOAyDSAkm55f=*cop+ol8JD?)Xr58R#jo_ZxU``j55N+6 z-S!QDC|^17yKgijMXmswnzQf33y+Oe(9_ccSO@g(+lsdLeC=;55Gwg{J=KoaxD6u3 zziaVsaQs1OVi@4e@5Tz%kP&s;eG#;5Ecf$-S^~eDV>+onU52wk`QS^L?M=8OUMQrKo|uS-vILMKNBq& z=BJJ5kex|bFF?$A5NXlRSH`{G|M~U;5iTH}L4Sh)zz3+aNQ2%rrMLKkf`IUI>s4U_ zo3SNe0W+R@Kxr;#j8GcqV-Upzh~mNhSW%c!l(W07*%Rla(Vg#OuXWXn$LkJS;N_O% z|FFBu*~Po{EuQ^>a+6M85EF6=3h!2b#t$Z0qz-~Yy^f_f=ebh~PH$Fhn0l$J6CIzN zAY%SEy}{yS()KGOJxhH}ZS8mP^S!$5qT;OI=7_lPyN53V5B?k)3YBAS_t;3sNLCJI zk_|NmBm*!Ro(!Sz?O8x`a_tsdrs|yvE=R<=Ix}iqW2mjRZUq#YBy-BTtli!^s8DIq zTHZZdNa4}1VH6ji-JjZzGPhRH%yP3PhWo>Tqhr-lI=RlPpF=lYL^;x$1AIO}k8(Ryzqn8g&Y=nYlQC<+WjE*!VyAjMYIGc{$i zw6Zd(s1m1i;p|-?2iyoS*1Gi+E3wQCgit;{c7$c$cj>|D!>6qUQPI$(*WXR8*3}7r zq768a!P&?ZZI|Ky5U<^y_Pfd-EhhBL(F_0RS+`hzq$&vf%uG@;N8?ddOytUrJL zG(XBFHBwodn$5|kSOyUtmyr<@fP(QBRHBU3gh7ivFUECyaN?MlSp|Kr6-nIlv@Jv2 zs~m8w)2&eq2L}hKr& zm2%!|CO*C&)AXKzOwtHiBY;+Xqqf>hg1!^1|oFHI+C#TcvhDTOgv=P;(ciu`-wrJX4PR)@Ql!!`BM zs;hSDmLe_nB?P8t5k!de=-M7HHX*^g;5MzCF84gMgjGFl#R1C3Y!!4wx{p?R#RovG zBP1aKBJB`xTj|{2e}NuUaB!%&%##2?x`cQi=#oVsx@8EN3#cLFV$dwAJJ91~-2?=L zPK&ol%k8%OO0R3ohUu;68_0^aVLhNZ6%|JBiK(uxzC1po z*@@?p{kuF0B=#V>T}hffBBKpYNU|)z87P@8iz4ovRHE(O@bn8 z-QPf*av!*>H%QN~{1%_g7F#6r6Z(Q3R(ecsug|7he4YW0e011J0B`zw4+JUb7#{%w zxdeKVy`U$x<$|L93nW9-rXXT-ut@?$*i8V)q<(p%%tEoxYRk{#yu?S9yelc{VVkM3k9AILz)K#9XGv8W`8?z}e0+T6j%zOwNQFSK{T8?_X!Lei3%&zZs#}ia@?O}r`@UeU z0)p-RdscpGytJW&H|RRtLCS>%yKb`k=-S_p}&-4GEulu^MQ&;%;{yv}Mc(3Cy=%To3 z^XBp)7ta!#c!L4k$QLf%Ty`E0vL>l7hx01AF+fiT9GH8Y=MqtA=IQr(zMbDFwdJ;A z=JpX8X|ymNCAW_UeIo%ML)VK^jRhM*SOM+)A^TfrpV^|%`5~^ZyU(mk=w>l)Ybhn@XPD04`zxwC%2cVS$dB$jal>(Nq`7f zc!`(3v#dIPY&h@bQ%$X=I=8XT)tP7SSN=d*&o;W@{fZ$ZB(1_$hU+??3Ks;(&{WnQ zSR}7ke%nF!h*xqy3DF6Cb%*wK&H(rBOVt+z>F4%jOB$rE$30muwaa5dfDn)}mEy+b zxt>U(lw1}N5EP^Yc9M#%1*-*nyk(>NMkTIO1Ep*F8@W_ z3-M#$oV37ZwV{QB5)WT$FD$5cYkqPlzdu3=R0^&~Lx!p3k<7#O1?)8C7h_(YxN8E$ z0Ehx{xIoV^>#J++Xk?+t_cG_cO^NM=7IvpkL$DBoK20Rzdj|`hkDfiwB=^Pm-j^Yl z`D(S5033c6XhnK@di1MTPktP|9UB{lS9MLk?di*#!M{FF`07ORg_n5EodkaMS4w*Z zr693l?W@NnktHAkM9jduvj!=Cx!4>a)x*Ivj-y@;ceRs9!I%I?-#wnts4OqvViym2 z?&NrP30}@5!@iM`T!$g|XS*x(&5F7h@!kiP1F9LCnO(ybsm-+ryjuURWu~~B6+lJmGOeKG3CWq$y@p@f8Y4TFr&GzWUf2VB3lQ3qlL%URZELKf8MS?p#1kNjs(~^H@w(w zS6aW_y#K{vi4J4Y5NHgqOiIJKWY>`9h_X#Nr(B$CQ?G4nYa2GOj>2uUeO1yYdem^x zb@ilA0-HBiUEH5(eh2r|iK``G-R!B0iycMok_n!}TL|~$lsRjdWXkHw=#bvh{+yA; z$mR`PJ0prNw+;tg1B18dZ#&L+DiC>8ckkZIa1RJfA?z04@$ZR&G|>;JOG|P5Ld|9m zRAgs>B>9beJEf&r|NL$#oxn@6#VLrWK8cGKXwuAI}kwo1kg99vWL{`KPz5uFV zFl84{t$7>48%9VFz*sqIy@c=4u=d5))6yIH&_94DPb|$(a_&6C&<&I$x2~nDbFR$v zKpZ5P6VNLN_L4eTNv}LviIj6xR8&61@K2y{2PB7nsCK{}6I4~@TQ9P|3}Va#Ia(l? zqNtRg8yi`8dBejbUvqNHpRWW?d2l#m$AxdY1gU}fU(t9t5tsco@e@wD_ZTi=?MJ1D zJjxFjMB|gC#pn+BpZO8r$CGHbbsM0x2h>Gpf;I8I2tHB$vviRN1zh2@1SyY|%vmV^ zYPIgGeR(8BSXkJ(US*C5P*r$M0IVED)8SO{l)=vv2zr;7{#5R4rt%BA$wgi%D+&mH zd_;(aWL^On721|-L)b;%otJ4Pkt&-vuOdK?n5EbG)%XVDE;7Q`V`gU;v1s16uZP-_ zpk!PdNFuaJI+1Tt;7X>vW`~15CFxj$VkQXM`}n-vzRXBf=1)m&cGgAJp&meZXBuhKU;IiNf2jWOMa@yk019w4CedG4{(*Np*;OP4)(3j2q_V} zwO4t*H;_~QJWp2Xif5Cz`7nOhg)y#^(xwVH(Oy)cJ zjci&@cDY}h=>Rs@-~t`QfVxo8Zx~Oh-mJ>cCmM|qkB;{ zQug1wOlSb^dnGEz*Yx_13+7mOq1Zg4?yS<*={g{q=zW=pM2>!ov8mf{0*ynf^~ls= z6B{+3V`0g=1O4yhn=7k1rBCT*d;o7Q9%Ipi_u5!Ji0-NX{=nY23G_?)VvZDbcyN{0Lk9u&jY(0=dZ&W zNM)bXY3g-(zt`^j>pbbM`B^Y6B7}duw{r(nfypPC=hBs5a7-?4prM4&C@3gs)0Den z5>fK#(VLx;HrCeF5mnG#2NsqptJ@DdEbz(9sOKCJ2ls4`jy%2F?3QzRgq7fO zCdkcdJ9-y8q%)ai1jlak%4~M*n|^tsf|d|o_)2`ej5J|Aewvq5z2~Js-UF-oygm-R ztQtt$G3k5E({J7Qc2UvPs%4gV2eWNGuS5LM^cH>COMPK`IY`{;QxpWGK#w>tT|YY~gl-u2wnkofoD0q}G zN=1Rt1tla5;(ksm_Pa2Pv#vPW+K9nqN{SeE*dT4rQw8Voo^=Tu)a z)9p3>6^_aj*YB{9v~9=GU0*N!;3kyw8C-U}{mxykEhpgKr9osS@)A_`)v#*MU!aZ& zDNKD^-gBFePf%#sfa`K8!!uSE7FP#e-lbbAzXy}nk~mP49Bm*a3U}YBM~v&i9e`F& zR$N_2Y>XW!?4)ziGcvv<{2KouQ#=_4~ZLKC=+dMNQW8k0Y$L+!6F%LPMu}4=o zM4^e)etQEdT~t2`9dry zqQr9-XNMqX4opwH4h7GdG=&eM=)p;!#0*ro<600?gU~i-_Wy`Zu`s9gI_eNJjWpWq zuD2EJNOM3a65YCWYvoa111Om})qE9jW+m$WGp9zScyXfT{3~l@FaFk3JW|qLiA36| zDWFD7C{RRa;+s!=tvFKRDGOth3aFJRX7E+RTBceo{U|BWhot;gyoo+@SH(+?q_gNR zQ{)Gq^M#{4Sw_v&du>}*8LxY102)&tgy6eseyT*VhI7Ha@3uH41z|p3DLPXe3t6K@LlE&wtV@q|!D z!EzwEXzt(7(Cs~~Pe3VZYIcievhi1fFi1ZpFARk!$ShMk+oFWDR`P%deuS|z@h#>+ zUx#C96%=(!cSG0e2;O<jtoQESBc>KP-5?hmNrVBK`wqwmh_Ia;`kYKY%)zPp zD=WUVzbC5R6-Pc1rw~%nD%ItggCxcPu5e>-@?ALxuBoZ1XAT{5*N03h3B`pb|l%;P_ZumX^?NV7^C5Nk)eb1)-Jqsr^}C z0?ButpEv<&jUWNMRNVsys)1N1q3n2i)&Wrm>FVhP>`f+4n&Hu-t8?3aw)qA^zb;<> z)iKzT%})|{H*b=geg8h!|L&} zlath&H*X#^4skgoUqX%j>s8>U5?PkQ|MO>Kz>s&Rr0YE)C4;Ttg@s#mDMDUG8|D84 z1pXJ4;s?H3ZpEDar4q2r8CFLh310;B`wp)5kSC}`dgo38SMk4keU~M-sjt7^c_i~y zA0X{p5(o;?5VQ#YkK$A(#2Q%Mdw=3fq=o0uW{NUsy)ByvUTjP~P<`-#N)Xf!f*by- zp#+}hFZ_sQVP(BcTr?sGQ0p^Fyyq6N2hu9OQcyq;K)J{NSBN(N;-xmrJX~DJ5nMr;(Yyx48m#*0 z(NMVOm!@15c~$3osgHY&=G|3tmmstQsR1tsBoO;RrQVX;y_=btn>!3ALu8!^l9;z3 z2t0o-?fksw*3FwQF1-kjz-J6xocHrn0z8RB@U<-)h0*4Bkh(M{gP52Yv*@C^gM&k= z*fyN*OarB_Oh}jFB=>zgU-i|=3J_Q|P;|uwFZ3W^UW&@b@VEYV%5m5Kpn8X6l58T`t?eUS_IZ88EykKj|;ia!}19yXXf=2X}^HvQJEN6&ull66si zM_a?#Hc3ex=&g87tv{?|ne3-2?Wb8-;%^(YP0zL4We33>AU0+=x4gzfLjeT^PA26E z3fvWxm9J;KR=P>_2?{{0$y>tv$$2CtaJ+b$5pNT&Jwe~G=L=U~C@9u*?0T!>7kK$H zk=(oyN<~nOYOHwLpcuuLq#y-jYDfa?{rkP0xJm%MRxu8;B&doki!BH+=q)iKAr3-j z5>Q?Eww^>VB9*7;Pf2gI@EVl`3nMq@Zx*XV$#X`G+{?jPPrS|OAJ!{N3nAC8O|^5d zxE5!1Pq*CBkChV?7N&-l(seq7o7q5tXi+S{qmnXJg9$cKM@6LNs)A!X!ogT^`B_c?x9- zD*(f=5(nFIQx!fqQkjoA$Z_MHy#_8Dn!A(&XA(l}G&YfVu96kiTf~rok*sN!9-9nfzt{<@(`haOjN*Br7stnwzTdiZlLPC#n zS^nAh?s9ktg82FTue4fw_Jrn!gcQc1@9w`VMM)tLrHk$fCsiCBXYeVhllc5_GRiPa zg<41QCT$V;%cEUWAURPfq zXq<*ZJ-bC%O^qKfeFN#n<_sO)_}N?vH_-+LY^VR9f%1+nL%`xO1l=L7$Ma zag}j!&*75^gn0b9Oy$+-+%_lFIR75Qtn6%^J$qI`K&m?Gd&t~;U2YrC#B*a~V=DB6 zyLUP96$#f85urtNq3@}|HqbY(xv{FAKP&Fe?7a#6SqPFKn+}ml%iCM|q_uU)m)X=} z>NZ`ykYHsYT7{tBB_)Vy!lM_Gl|6)u28Mf>>7Cu(wi!+v%yeq4!c4r>eyg`#y>pC-NghEC4q6=RK z!JEN5cJa6ILYtbJ1a|E@iWkaSzB=>pT3AYOJe^-!-ZC{&=VRY6Veu5|0kGZpm(kbg zJtX}CoHc1ypXmK^!Jb{0$8GWn@0(N74-v-zOv0<)g1T>L$c&?kSA7u}@zm+ltDe@T zHV#=yaZ>$0W^Q6~<=s17RD>Vy?PqeoYB_I_Ui`HlkH_ZRG>g&P4fM2JhjiogO1;z| zGJ&wOH@nv{5IHo`rW1M{;RliTnrL0@VO1A*<6&QQEL~4499XWDDz21GLd|5XlGEhc*O*BQ*>iDnPRu68 z)TxaD(b24%MCr1y{5Q9aCi8IE{CwH%9VHfY8O>J*2hZYYG&g-I+j!3(kB*%C4I55C z^y@0@GBq*^KpDQyCHvk^#c!*E3x217ioiORwjVKO`u;|Ap^aNCO1hAKI-8eAx!n&| zy34 zh)*UJm5x-H_#+PjONr|V-g5cH3mFtPP6pbKiE0Q9|11Xs3s})^K(0TxaKT_|2ld`dELo~$(Iw_)|^6>C9 z#PA&&Ch$_!8!oXQ4oRC`EZ!x zp`rsD=MzdH2k4wUDbzGvM*EP7R}s4CQ~y_sc>AL6-9wArh8Bx}mVbmCrMp#wy&T*oyV$<&K)1Yl&|z)^JNu&t4=A8ip$LT6%O$4s)p>5;v{gU&74@$6u(di~Lp(_( zJd#`Y^z05qVQM_u?yc42<5JX{-F)t^E`tY#hwSY3N;syb0SY( z2!g_JbOK4HrXUOw@(8TPq{okGAU@GjEFrm>mX=nAwlSKg0s@27qgQfsQxk={daz8; zVka#f9o^5qN4rm)5cGtwd|s{iq;%{?TMm4-q8Zsvd@(HV#gMYHJFNYs~7mT5n=!D1veyRBp z)SI<|r9dVOD+#-3{YrMsd$FSMa4yZV5B~1qSJa%Cn;^$^um9HP)irX7M&oN%XoFsQ zEVuIgeKL2-EnNcT_*q<4p|H&^-qIq_dFZLr%h!%V!$+VhD0oaf7#K%tTuWOUl*i+U08h zjfKNEvl#d$9etyCIO&}yt;8z zaUn$?l8RE%RIX4dhD_OWoqU)NEnqU+Z+R`OehMjvb{P_rCPAu+R_jRD5y65&>GCbl zs%2T?S@*QPgo`T)1$9khYgLNZZB05H*F5$(N~Kbd4@H!oDbio#tLI&5 z!}sssvv9NsTg|SeP~b5zF*SuEb_A8==+ncT!y`ThC;AUSAeW2f{rdGppE#3^Ly$sx z*T$!Ex*`_UZi)OZcx5UMuWhlZ>)W~M)t+;+Nh$sHDg#TdU*k&Sra8JEpzg*W(5YYe z(3{O4UppS3R&;XWRe#*Na?9OLRG!;u!aiNx(ZloaX1CIK6jOwj+xO&GgfwW&Q!R&< zTXN9)QCp7TE?taI@8WnqbnxBBS@a|6jp2srO*h_CwRB%DN?7-WhVF%XVlNxg9uHQ3 z3CUf0f5IIDXc}FV4wDBV#R(|H8@_C;&2K!NrzB8tPPN0ww_)Su(sd56Z+sZQ`mt34 z>J7~=hkoa%{Jjv8fu)1A4yr=K-keLL+I2tX44TY$%y&4~UG0^OGoYW%^KWKI3#=-z z;9OF{Yjk8-`F+4Q~4@5RO0rA)MlTQ3d50GZyM4j5fH zW_~ab!8Khf&Slp%1|YA3(n3zN;uNhv-R|z!z7izY)BlBk|Cya}jC7X+kDbqTmkDfU ztf{mEfe5T)UYdQeAW^!CRi9IUo_R)=`KgF*6EFW2>xmYi4_d!Z>qs$PaB-QCcXGdh zfz~=t0A+vX2VuHG!-X`Zs;~95zR|7O@W7DPh2_*5^=_H2o-lzJx)p_QW7C2Lb8|wb zE(!fN@G(t+#_w98ar(3x3Kk}4VjL*KRJ);Q>6de=8!p)t(i}{1!JiU<{HCv1$1y#dz z%UKzWq*B2mCRl9CmH_Rf)q{?eNP(eol=}ao`ZO{NcbOe{%hy*GIuUjI+D(#@Ovn|G zKSS!j>6~ks-`e&!NQa)1zLY%Lp0_qMG?Y?p1u$KUeJrq@tv8|6%)Q?7l9kuW7XV1K zp1-F*ek`GslIH~F*oE`b_h4hTCX|9gL>PRYZjl={CRwlCrLCX_>FMbNxWKJK6vwJF z-`Qel#bmNVC&YzQpwx-|@fgc$nv7LWM<`D(S|(n*w_gN;sNm+!*y$$^bWRVze3sYg zU%=7;>M*k4OoNWDh-Z?@c$ltz)GbbIi_V$S6+DBXz2ppXDHaakK>E7KmAXF~yH?&4 zaZ!%O@5HO!X)RO+bPr6zE|y6Bt7MNV7$)O2a&$FA9x5!@2_9KQf658uGAt@ zNXdI{!`QFXHhV^o#Wx7;esxk$vRw$MjX3kH{UNu*-CU?MH!f@+0;uBN}J6bs;v&<2*<_?KDk-M5d0kB{$}V#E1YNe`Z~+8zz?>doGkw-AzMXEpJPdsl3a zl978=uVeMDW0y+}e6~|ivhMky_7m-}@-Gx$PR;$e5c{XuSgS3Z{`Jxs-N0qPgD9|t zPIWzHcf9HrynZMiERvKNmrT2EM&Rz3FG4ahGQBE(8BdUKVuGvnBOEU1~ROo zvV-W;$02KTD!Dyvkw$(Hyn_t8V5aC=eKF=zJS>zDr+~9v1{dPx%frQsjndA2TF#$0 zg2=r^NbCkocVvnXg%^~OVLO+XG1p22R*VXeJWN6|C?PH^$+$sOGxL6PtT-Zjlovyp z7zTxyUjA#egSdOJZkLde1+BE;pu$g&)U*!dC4)GH0Fu`kaHCqj>1vIk13C~D<)CMU zgVH<+^Ju)9h!X+Bc7gYHs7wl2`Cm_B4z0wC7J`L^U zWS}gW>?E;g7I2P+ZWAZVUP!eE;@QPyWn~G;*;+rk$Ej5?=RVfEpG_Xi$jTaHlcyXR z9#*W?FH=|JL>lSDs}5@4#*A(&|NWV(=N;kKA)ashO8cD6Hzx%si>wXY{1gwA<~c6M z$%*A&)%g5Ajgq(gOzx_sIgGMmZouth;4TLfpb(6>(>%41i>-ZjM4Yl@BiG=CaTi6S zg9q0)oM;W#7N*%ve>UDpgaG$rYYJ+?gSSC-y|s5kL-1(tiiNGreg9@j3ITd5!Y)RR z=6@)tJ+pRRHlXW#umC*))Z(Sj72|Hq{3M+jgaN%|)r{b_uJSJW3uc1#oD5qiLcJ=* zLMzo=O>FYVo@8eSYdoYs%WDW{?Rr?;p;PeNfu$>gq}=)e&BN8KaC0o$HYT zp`|Xfe<9wwgLNT!ErDq(w%cFi!ZhtG9Ldr=dsYm=1|~3YoFyy74%41K)v~qSLf9rR z?>dkSD6=4E6)^pg?kq1a7u&vlR(#zhiKM#}xvVQrUO%LtT- z_^jP%CkT{Lz+%Jv>g0*I=fB1lj^X~Hq*~$LgQ{vGLT3bT5RGwWq=gAT7iJ==;D)MP zWR+3Qyb}{c9j@K@)5!-!6#XOsGe7qB;^Wz(zDAP^Wq?-)i8XHdrs(?|;7@VYMQ6yQYc=v^@)X?yK@mtANH&!zq37^%U zs`J>;@JPBlbsjtv zd@Ja_B9~T;XxFkv|9jb;e{F z$U7SchcHnpcOSPLUY=A~22aCezgxv~+RVMoU+KBow zc8L{LG}(UacTB>G&1CVSlF)1JOsGR#YCO1w2p0Kp6H732a((cMVkz(zpJgSf~hHG_eC5&F7YA}PA_VS@gkXTT(^;hqMd+2WcZ8(3NhJ% z6&NQ_cgdWqbMqn7uc?W?8gT!mFol80G723RN-f!eFwg_bkFU3XN#^XBw{Z(}r~lfJ z^5Xx)_qpqrAT7s@U#=6R_3*s(+!zvR&=olwM8he2QHqd(U32yT8{8i#wx`aVxdz&W zJsTK4?{z(ckQr?5e+1w|hbup(f>#D=i$!0 zMGbk0V3T7Kb?0u&D4WH(yoC>Ux#^tlp3&WY87(csn>Mw|ezWtZH)shFDiWZ!trlNgP3nM=mD^L7a4s)=v(YVYA z<01C%Ngh->`wS{=p=WGlh+-o8OXA$^cDqxz%DQ%|YLYRC+Eh4EDOCd8!6JC)`lI-c9`39@@a7H>nu`KLiLz*d>UO! zCBVCldO%Y5l`uxvIq}f)(j;ZsdMb(cjk|?~^|q{Vvz;9qIe2eT`cNO&(miz9v_s}o z37<$B*>%_iUY>o&%XK7hf@r}fNNbZ%QlEmwV28j~65v66t2IO3+2--#4Cl7fcfJCt zlCJg4x|&geCsmE+0eoNdW+OvGe@uOp&Lg4>{1zA&7k9AxJbVl|`Odv%lxOqW-4?v5 z1OZ%d&2dE3A+kfjBXbpge|&Kt)6&E!%J7x29)#p+$mCZQ83Dkm5NPR>BB5z9EHvdC zD9%jWN&B##hLWs&p=MI{Uzi@~heo|Vn+lDtDvYC_#5Krn5`N$L@D!(^l>>z)mY46Rr^j&jbL{wiFb7`CaHj`>Rxc{>CztJHCgjE$<6^Zwib zHRQ5?mNVW&t)`7GHA*@-JY?QdJDh73MMzkfCRQF{GS#Cw_x<3fB%;RQXoTgqi-SyK zV!*x2^-ikJ7}g#b;z%%z*YlOg1xHng@IE4@) z7+CAGzbvc@-p$I!)3C>I)$T`MWc23d`b?h05()F>ZvD?oCF+^ZJ`$=^O9d{s`8r-aSa~Llkzq)eHGBBr@#8$~ z+s(cmMLPYHf4yZZACwX)tVZo1 z*TTg`2Bx3$&(<9W%#Oj^+l{RgAa6H9f9NYhplw;XBVpdYC0Lhn^=g7iQMr|;8Dtrj zal9E2dx4bB$#7MqCkgiYL*OX{NzVR=qxJ{*MHZr0&kxxJfVT0x?Lx!q26W721umg! z%VdUr=dCLkJ_A^c-ERpxrE>AR-X_*7SFU*YW)xA?-|%CFbzE2ka|p>gI>Dy^jE^G2Ux7#=LO=KXsOFbHtZ%A@fH zUZw6rYl{D!zDag~+KY)Yhx@|C!vDCg40z^!Pk(Lxw`wNXcbrGfmj~aSj8}-4l4Utq zY$LGF>IRHHK{d6~nm~z_GcamEmztVP{$cr^=kw`||N14L5@O8)i1m&3NS12B#$A~D z4o!m|t%{z4#D6KQFqDwsI^(I*eQAJ~fC)s15sb*6{c;R(UzL$EUPIfD=kmyK3jydT zD8*At>BGyb8k$;!27fOK4n_S}PXwK%TwdNLApwuosrrxh3oATbOnaA#_Wp20&4IZJ zs)MXWEyk!2h6}uLBc(KP#R_IJ5IFoR9q3U|f{}gWT{&imONrnW4JJRc71jcU@4F+h z2a|a$Y;0FBreQtSS)e~`jiIVj3WK8^uaa!)6SmXdS$+tKhNap~BYkcxXTT9Z3&6WR z-|=7aZ~!MJCJ0;YMdL(@iH}bLZ1(SnQRlbCpN=4!jKLMt>K+d`9T*krOSur+BhMV& z1FVgDrNHG>Q8qvmMjVjSFE%YyJG4BfcXq#Q!^h&a^r8N}F6xhz+m0qBZG>HY=+HyF zAbdJD?vNIH*4zaU7tWlLmFshZRE)_m4XWIS&4@q&B&s8E-#Or*iSB(L)$HewUc1x` zD<)S5{u_y9)nN9SNGRU}OU-NAmbya=w;|3E(F0wGj>cy@_FJ+ZYK-0WZ)vE+HM!Rj zw1hZU`|r!F#zSq*v*SS0FH5A_0{jZ6u)gQA0GX5Do6L&(XEE|S=I3G+{mzjGrA~4` zqgMW`K#>FQq?vJlga9uPCZq|-#IpL&H!c^V3zroB%_tai*sw-D}Vq{fh}xt^$o??D19ER zqJaK?!|*wO`HwQyCUem32M-?j)A=FZrJ<=weYmuYcS)9$LEo2qx%Th4J&ky81GqJY zpgh8(+3B@osbw`q+?QmHw}G(j@SdOW_fu1R-ern5hUd+|ui6P)H`?cq#2azXrpVGY zhQaDL-u0S@Rb{wxLfgnZ-0^L$G72X!syoX$Z zetr~FG=KikZe*Z^fC2b}T$4Q13WUS8Pn~*<14Q=LU@FXimCXyY?JkPu>R$acg`FMt za;SZ5n3%*{sgG`j@r>XePRA|tMc9f4Bh1q?6_<&LEZsmlOO!Z>f881t$c9j$U;}qP z)`1uUEfN1fr0y)Yj5lbRbeKGhq{ZF+DgLTIsoj}Bes!WzrgwPOE*S5k(&2NSw{2`2 zVgf|M^;)^T{Sw3Q?{hTu^Bkv6MBPY}^{@163H&!G9cEDRyLj>9r&o?Wkbh7&{!5JB zy*t2WO|d#cqY4%#*IozGLi~Pf2`O693tmEt-*#GP|8=^|0`!+HB_D;R^%Gc!=ICFP znw9^xyC5p-e-&GlZm@Yioc z*gEHA)f!X(nER}8V}^UJ68bhj`Xvi7lWao5UZM(&T7>{_A-C2K%Ho0eI3)#9MsX_w zF-psfg$fd64H9;Z=oF_L>=U|G_(c56h?dQEY`DOdFIq5SBDi3qQY1-;BVxIO=rxG3 zVs#=qlgpf2qSjVQtbV0uR*w9G&cc!xLBbyrR(SUb{4+D-vX_e$?ZWV2Ad_kt05Azx z)jtdV-?^xGQK|jiG^vfVn_T^`Ite}cwHbpT_^gv;=nMtg89PbvYfZ@L)?Il=J_-Sh zer1>Z;yP1%Kd9q;(K=)Rt;&Mk)J{_gd{xN0l15% zixWaYf&NL-C$AhWCqER41ef@5ls8Yqf)*N9+(bdsO+|jk?C{$-r`ki}3YSXAsY=y8 zDaE3f{}_HS9w_%}Q_aa+znz$Q~O+--n+lBa?v^7JVK+93V9b+dc#+?&18dVtZVi*J(~ zcia;J_0Kc+(qOVwR#vJ*@%qP4f@pqYZ!BL@DXKXHCy+8&MW(QxfIP9(i5YGodKg?Y zvSal__VC`dCnEPxC{M760RwQVdV9o3cf^C({Ol}P4}lYad%ew~{!sKE%^R<&1Y5f3 zE?r1bD606sS1)~TvLCf^h^#h1k_Jo85G50_`reJ06WT_Ctt8dM|Cy*f0aXuM8`O=B zqw%^(5X{p<>E`dP1Q@}^R8UapEuprvvm@65_6G%aYN0lkb&%!@;UDW!(Xyrg&O)P< z!oIszelFPM^Xz|RL`fu)#GO!z2HF*w_ugLNmnmFxHl=ILrARhiwv`eQtR^HX^SN{Q zHBXM{KNy{2{tGl>NknI~L*B~u0&<4KBO}zmkC}tAp$GtU!Ww>qAIZaL%Wp<5i0rXh z-RS>yqKH-xlqCNuq#H$?0Pp*{;0i&5v0r#+$vm&KG>fZq0ON`;E(5_?1LI_I83i`~ z&|qj5NLv^YTtr}J+YPY8MZ(|>_Dhk~ua%WrcpwPTzz=F#yc#2*F4eSKYM3(U`Q)(8 z(}J}_MBr9cRqdVD;Dtta^iO?vd~l6XbJ!n0Q&Y#r-0ZfUHK$_5H;JF%xWUa~sKs{Y zESsdz)_jWL$dL`Ro<{0XI$DyJGmjoT-xebFPNZCb^3A#c@lAq@Pw$o3czTYT`TEU# z++@Bp=Hsc93{R27mgzXUA942+_PU!kr`Dy`?OMyO;8vm6GY11F0+EuVvGyCnwTA`= zon*f5wyd_7zQ-eNn0s&{NJpyfb$`<+JiiQ(}`}?8@BYx8Qbq?};^?2W^hEul zUeb^Gmc7aE9?gzKW}&%LN(*+26M~|SALCt$SBip|+hqM#maaz?m0LMI5cUQ+f@{SX zJD=?6pkQajcG{{|LG;6o#opOoqeIFTlHKa%`M06wWT!n*Osfn1{Ac0F$f$V1Go}Qd zcBXm-AGM~l^ro8>rdaI*uDX9dJ$_6qN2s=wx;sJw&E)r0hcSC}o+KJ|&Lw1diA3xcOfA2>?=cU|g!OFXtM{+KAcUzEr zDT!{kx3`n67FhJri_J0pmP_|NYnaP8rS7BOQI^Trs}=^ zJr{LH-a;U6SvLBZg-F5lx|_Q6@8iAJ9B*}eAZ%z5L|zGV%n`q-SL518$iJVwVxRcy zD7~P_`l3`HzK9gtyD6d7{W)^sW)k{;OifH=&bHemy;>W+gRNAhaUHNm`i5D-Y3m+FbEjHvZ~cS}2d!4$lvXvkSLwIQ5&sCRK!K_KNPN_0_Lc zU)tX2{I%7rk&o>T-Nl)MC;h`buP(b3VnDMRy$Gr}iSQk`2b@b6-o8};S2%x`Qzwe8-og&W83 z|JubDspOV0bZ1|q>ctgN-o(FO3(R2GO2Ku}kzLaGUSp99Qxe4tEibs(=32++bc8u> zchm&gCc2Mx)?f)GkCJGxhM=dH7jMa7c^Mfj5EyQKQGY)rr!+k%XkX*Lgk2|us=PHq zLIpb-RrgJq(hI&7FpVzl-*P9WH06Z4Ldd<4hu_*RHtskYQ+h^O<7B^DgVM1wo}*$` zoU~DAue_nMQMx3fFPyO7klE?w^!BK|CkGWTtti_yhTKb6$S+CTP@V8@EL_y6ej%+t z-alr?0yhJ#t-U>uNvhZySg0Fk-7cuPOD5+?XxRA0X$39EJLep^o|Pq`lf52O5~$X@ ze*2ICeHfb&t~6IGP6$Q4yCEOuW_$j8%HzjZ)CH^@o(HAa%E-wn{x&prcbCUsT>nVe zuu%rqR+Lf8r%wTo#Hv>W8Wn6E98PP0V4Uh#`66;GsNw_?_&kZ};%sY3^tN>&XeD2g z)pyNgRXGxGM9tNopQO$I=_9q7FLFHtEpN$NR~MJwxkcW6il676 zX=164^}sjXO&T&>t}|v`pFeA0t&H`6x_;wX`;k+JYnAO{97K#iie9`O}Sjg_`*;$tL&Yk14H8`Rz{`nnj~ArP_0hX zG%e}Shuq)3hmRJ0-I~tRxKt9ol!vv=Rxq8QjrzT#=#rotUy+6IYqU<>5!pMws;@)KJcVG(R=m<4h(G6W zpZUVpF|Xxp4<8G=n9RZ=FQWL2y2&kc;2GK4wjFsBxMQbFU_t`l-Vbp~^`G72svqsR zb}j6w{>y9C{b%nR><-ACwAsYE=Tg1Rrm@`J64#d;UN6$o6dt2LK7UksC&y)KVZV-! z4*2#j<=R9zv{%Mja{`gQt3LS}U-Zq_XGtx?7}5asGQl#$xB{6(a_a3IvAq!`~1?Q zPiaZK6f+pGaqY_C?)4?lFbicL500uUlSXw#w)o<06aa(hQrqYy*OmM`-^N?N8+V%K zPj2ZPU5B$)b#jNdYEORUF>97^ZC-Apo_ZPmzR7&+q~hO0g$7%1T~KCkky%$EHQ^cW zqb?Y*R-)u^pDOn^?Wwua)h_(|Mg45HQ#E%-mHzLxGV+r*oLPf@2Ukky<-S(^mQxQ~ zMk_;RdZ#!Z+`f4%Hi&tbqz~iGix2U41S`Lt{#EUn5_-Lpg?w~Ym)!NrD<_5IUt6CL zu|8Y7_(@YGE%~5&p8K$rV5NfLXTf6IcWs7$EAr=^A7AVILI0o^)YgtJ#eaz~H2y3a ziq~3TEa?|W_vwf*E6!Z}G*_yU=G%07apW$Ru?1B3NQUu#Z{n(Cgvv=CBd`6{UL%WUAV&M{*;w+C~y&Ks19 z4DK?Y6#uPAwRsVD0zY-=Y|q^Nm|?!ZO`}b;#u8tDeQ-42veLalmH5GOMyG;^Bm1jv zB@DZUy!^y&I>g2n*;2SoBV=`wV{MO~o9aI=DOfD)^_A=s0w)sxzADXsURA_v+eFb1 zn)TW;S2jjIn)lA%n-OtjW{LH9@~yz($aJ>bX6}1J^eSZZ$g3aU5X4NZER>G!&yCQg{7&L zZ#Zl6^ArPFhp%)wTAkAq!}YCe_mWIE8e&I8{GFnrA~>TT6I43dPsJiYebC70YwLfP zD4>|Ol#&u&^Ok#xv+r6atv4{xE?_g}$1SOGWCiQOTlv=~x@i0{7jIByxQ&CK*iG8|6d7n$^kgQbPC z=VC5;Yj3zBJHO-oloOn^7TLME1Dl-6lUvSI${INRUh0vIb+&{Ag(;IbpI>dLO+3W| zB2$VZtBVI>JbomeT0Gc*1M=&a8^$;BK*_?T0Cj(mE3^bOwA~I4qiI>${pqQx!A=T4 z2lEPFzfORXR6XW%Fr96Yi^bVUZ2Ty>v-)hCLvzd zzw3?aT@mdA)ejS`SzcIe^U#sgC^z3h9r2vjQAdXk-fV=5!~ULkJ!50%t99|)E!$ho+dou$X}g%HaTzC$Rp_~j#J+x-@UVZw&TZo4IZ`U zDpSCGD5bMhw2CA?sl!ulW?Xj_^gu-j0wYI9we2ld%4;YXBzc-R~iic)WJp<1Z!-eo6p zaxi}TQ2Ixm-OdG#iTpP{ue%xP8$We_&zD+z*(gQIajfRS4v}iIowE#zlCG=k?1Q=z zD=A$~%`-xeii)_)J_QRjK|`6+ReIPcDX8k2fS>1N4rjU5M2Ij;Zf0g?IBud&sUs%D zl7ZEa*MCT2VGKt3)a({-PcA692OqLJ+T?!9r`FbYaOVI&hQ`LuVEg`2ONoBnnjS0| z3i$EkjOt=rJ=HVRb8wz{jFl(k#HZNeR}ZKpW##6s_XoxF29bFo#^=9&M#tF`|_kVbNKGZ0)zfpOL`k`D%?3#6{ z=6m(@Li1`4$H&LVAr=*35nOZO{{<s>nB&LYitCE{RgqDz2l95h!^Y-oAk!(@=rG5jz_@%3K#@iLIL|-=o^ZSE0`2{fx z1?x@8dvX05OVO1T+q#`v)+=7zQ)g$5zTKyGF6Rxin=dL`4DM41_SE>s@h$1exwqq6 zo^V&~RORT8;+*@IZTm>}=bQbTPh63-(3Of zH)uo&wt!m50|F={jFf_eM^&( ze&`IFb$*IH&aPN+f;Wfg28`&Pr~J>~`QhdG=s|8&*=EZ(Dm^QVdblF^Js)ydO|E!( zdXL+?cRigO7wkB-zbH{f-dtK9Q2P^Vdp{0BWW!unXYr+-2&&Yy)_EFGdtjTuJtg<7 zerHRR_C1bEya#lW@Gj&WVaRS#5*y1shRP1rBxic9PtP3><+0WZ-sKCYzd7QUtw>#e zTA7#>RTeZEl|7)Y9?lUmND>a3i*|MvCUKyfp-%K+T}yhl1OV@i{Lo+0qW z{&tYgP2(cDsMZ&^D^v0|xjSf$D2HU6W6%2h#AS<^US#*|fVJnc*z2;g`sJ#+N=Lc7 zIZ|h&Dep)0U5Lz=(u(g|b%*gb$IaFwqARiV_EmH;{>-S=(W*4%~g#EP}mIA#Z#-%1(plOgh<@6Gu)WfUH6FR z*JJ-Y{cApZjBf6BHIAt7GqG_hh0ua!_H_YyzD0$FSL5Q#3VX76cBRg8r1n(%KIgZ+ z_DJD1Q^BS?-Ap4n{U$Z5+9DR?UVmZo9x$<)>-Uf>m{584h1W6p508E3tDeV~hciW{`Xq6v2qAZrKaNJoxQ+r#y zVp{juBa>PU$ym8G-{bFZw&lN1d35_QUrzqsZ4X_xo~gQCp1tF~bTU`f_|K60H9uw= z50IY`TcA~zW>VFXpFSm<-KVhO)~TA;or2VJ5a|df~#rmq^9KDZ4z_ z5}EtvnZvaUun%MK=g(7ENQ8YTG5pJeI%IK1@yzFa#Utk9&sVN7YwTC7KF}$;T9iP# z>k<1G#jh}13pA?Q9O&=vV#{~Aw(kR7iWMJ|c3Rl{hXYnxUPh@rK2JWP`e6j@{Hu=k zn;XsuU1b@|Io#O6Jsf-3;kx`vO6aFX#;c**O6fNnhV=0t?dyw#$wklR9d^g7@6D5x?1jh=ewnaX}a*OIR_h6VVii-rrpN8h1Z-ZCoyYeQ%sFfX7!zIfA7*?n1tb+ z!Y+Jg)kLN{6-iu4pVImpx5uXFDf96+&u!tpaJt<_zfp>zVlppyeSYs}yUk;{@3cEx z8XDAne3l>N1&lV$6dil#sHEP#aHr4Q`#!lm?E^26e#OR@ks}{lfK3&6+-A&1XI|8& zn_Tk=r%P8UFQAjZum!zrKci;tkv9qki%)qJoYc|NLiCcJKmTlY>kv9yg8e4H*)h53 zSc}TRQQBA6G6o0ZMcNEjh8@;%s>I*Bbzc73y-U^`!>T40m-{bN*bXaZO{FI#$Q_9; zy$A7cON%09uAohH>0I}IUoYNE9G0QkzZ&klxkY_*yuXQb>&**FZUwA!D6UWlnefLV zdMoXs9MPq8gF^-VHH;P0!p z7xjxTNg`D8>WTY9HZgBK15aythGhECIMkmp9t|HX>B?WTPv_?R|HIZ-Ktr)jn{MNU^AaPYI@e0+>uarAQGxlFgl zbWcP|(QwEds|l2DV%R4^uotBtBSOBbebV!?h%XYpCg2y z_lxvfVc^H?!omarJnegAoAvQy1f+kUAj(rg*AHeyLgc^udedrX^%C{!#3XZ5CWmD-y6Zo0@WvKIXnPCLQtUT^oH!ZN_RkNBT2Rz zOn{l50ps`r~BK7q4nM5F!j{PlF* zdR+AWB%r<|7DMu>rcK~lTUWhbUgnsdO^WOvQ_GiyT|qZJ8NVYiqEW(X_2Ye z$7sl3Eo_=>E2+zbYhu)V#AYsiH1I>2GF()V5~ca2DNC)pC)+3fxK{^9sgUP6q)#+? zvyV%BVr3tX2%^lZsQy-VusvpFt0XtW6#O8O@St7{Q-bPJ$Q;h9FfD6qUO4~C?pyo- zRa-sGi-U161J{#^<^j7(fw=*Y6-EHiQMte)i?uDW7CR)UTL;KXaB%SBe_! zJPP>*jf09tgR&JBc=f0_Sm<4=Bx97u$Y|0(B)1!_xe9u2sSgYd4yryG?WXP@Fiqf$ zRC)!rdgxgJy^U9+I`IpOr{suNGo~Z)J~*KmWubgect#J;0#)K+*pBNd>SAfas=LS0^PTCIV?_zu;M5#XvzpQU2BV{+GuQ zpn8XJ3G?UQB`TS)Wu>Ke_P%=|qff$hliyObue`&=VxGe&nb$VCvVrHUdXictWI^{i zF)+}I4*7nB5?xQMf4aCfkN4xjzEKR4|5Sm!k%h%&`0|8;n|^R0_s^$Ct-+gTBvxzL znSyqzs;mEjwd*@f`$dZwR0@pExORRW@M1y(*gqE=dmg;(??ZR=q~6Kc)FI+TKEm2KT*jFXc-T4 zCh8JjtSXxC7$WkJ=JKLO-X60Lap23UsTrz@DFnelJv86U2l`*3af^SY#2F3wW$~~I zic&_tawrm`OzLG)+3>wgLQmJw*~HZIeB%hi8~9EA43ah4G&ab7RY#F z-FqQhl>`4eMQJGRcptJjH#ZPquMWxif)ID9*Gote7bG>tEiPU1%({GrmZYR41b>yo z3W9B${mhAL?v%Sw@(~n@EkzV?;qYiGverDav`j56?fFFdg@CXm>ODX@&eRD=sbvDD zEGT%0qP}>CZp9E*84f4ewa9QHLRc#kaDU!R5&V<^z>)jv{X7Dwol9ugB zuZ#3#;r}puIvX%=kP9#`+mVs@y?y(Zz;+tt=yK7#5E;0M2{i)PZX`f1oKme(FHza& zwshF}@aU8j+vm*Zn&%ru!q%__V^2bg#E7T}HCXP448$iN{XhHRW97i|CEaV!REr8 zze#!>5?>1gjgZL*pqAAkX`rb1I9wh;3xL9CY&^+aJpBIlU@4vcZIcT#9hM?KOQT_{<2_XprpbMr;PVQ^jQb}0-ZQ=}ugqa*#fFi6 z1i#Qy{DjHiHn*i!K(mBQc`5R#@7>Xx*D57+F2)KT-HeJW*n%wnRo*a%3@=MKeBdln zqYL^ezEjON?o2qC1SO+z=K$4{wt%IP)Z!Py~ zlHPDdL6fudgO0b0Mn2WDnj;5yqi%*=-}N+$knqYU9Hy_{NvmnkK8jT`mi^l$9qyx4 zcGbhTidsbV_isN*;8d`st%_w5S`ALi5M8(_g*>>EJ9y(M_R%rb(kIZaL4Qg30 zH$v))f~-Dd#lR1)5fi!_(qFi3#N8YDtjo?AADuzmmyf)0f$$yAM8^gO9z}*VlExes zbYg_tb|MlT@|f3LT5N)*(>#;*o_NrcbmR~hpLn*7Z;=I!ypGmU`48wR-}JF$G1BIw zYGwQ8arxC&?z+mHMgScVu6XL-xsnh9Y;@Q#FX4+ag9XFCBNnJKC4LQV`(m1I& zxxXsrr*zuYzoRps;_y~f!djtmCe%YHsG{U#hShTFt_jcc%{~Ko94-X$CgF6<&IAzd zY*VJ0u`y3j`_?76lmM;6iaOxEsq213P#QZmU<2rwsyBT|##-K5{1t8r+!1}BoAbq# zs`dj8v)VPXb{=7dY7Tc^^qnZzGtxLAcr)8-4JMEhQcKr=*m_4h&G$VNZzXJe1PJs& zzC!}E1zHz`)^r2Lf#;kABkyFG)Y3;WiZ#d^Bt#iM%!d>5Zo-0n%1y~t-osmQGbC0< z<`3aw1qE&y(B)oJFFrJq%S za8G@x!i}?|{%k$@dI<<8x>n+%wb?(EnTj2fw^w&A#?WyQUf)N@+*O$suwBfjZw4$3 z0&@xiC?e#r4P?AFKmb5NVwx2LVc*!ExGWd=GfpjuE2J*$`Yb7p@ft6b3qia^gn-As zY;w5akmqOzVcus?5EuM_$BA2g3#obI3o(thxyK=?Hv^YA?AmXpzx6sFImOs-_d~pB zG_Q?s@~7=kOGki{DtwL>VK(|>>WcOr0u484sCzzhADcfg4<6fM((|KD%{ZA+crjy! zqFT`R`LX7ZR(Z7meb7=1d2hK&Z)|Ls_8ciNsE!2{Q4*-;t+hLZe{3|&WM5+TxfxIj z#W_s0_zJTX3)SJ`tl;8``6s9euNa*u2UXxNS@SM_|3B~C8<8g-bt`>bTTMG`u)Q@%()^-++|1IL_i3ko0B8cc`_(dS1 za+2MH_&rBYL4=tf%qxcs?gXDLZ>U#0Iy!t(C>m3^K#W!b92QhE zfLpJvquYdksiQ^UZsg|LFR?(Pq>$I{MgijVKZd|_oDuU;tb1^<4Mrdl((RS6F|jyH zsiR3k1FS7AFYxn+gDM%2Yi4QJi1=zF&Mx#*V6`qq){n1VW5EJW)H2S576BVW*s}i< zy3D)W0A$0t3~W{cCrh}4Fl9F_wybVm8zg;tiO(Rds0rdmujP){0cFL&$S5)SR$HjN zBpMqo$07GqW8u}hGM`r*KsaNo*SEzv!1I0!T#Gf{=Rh@Z^&7T9Q?X&om=9p(VOq;9pL3F$OCQEXj>R8g}s7}N( zYWuP1^(Zey`O<2(O8JT2KN67E-eHy11^ z_(ocwNCrCMs1Ff1DxlaRv<)DGm+CwF3xF^Jimbd1`x`uH++18A#Re|Ls1VFCii*|F zAURpz`8;ygHFIJa@_eibPB7p!Z(KQVf?XQchq*+Ah+%qW(u8aZJxW)CD&(CY+x#9v zBs4Vi?Q`$bwieN__N%T;#r^ZHL$txoOyL!P6t!hd*h1m9O6fh&?cX&cbpVzMkGm~i zKYsiG(CuYOhh&e7RmDniT_}8{sY_U*Dw5;IfekgDj~@> ztl1MPZYB0Hpfut20;{Vc>$X(a(05$3D!jIzcn^81up5h%wjHK|e zCzqh-{aqJ~bhz#Cs#6DV=*Ok+1mF-U3=999vHjo zc8xLl)J4wxz+_ynNT?FKL)91r)kTByS(2qoY#DQFCoFE|l~meCCcSyVVZ*mUY{hQk zmuy%|7fSk0bF+kxLw8u+Js-!L^it^PLWJ#eSil5 zI6@$^!otd*J$uG3Cx_{d)cj9rZNLg`>i^K*j5(~kfH)C)YIrW7&qI%lgcZ%h2=U(E zB1K_uaWX?n74vbzl>5E?+W(_TX}yK;pHNxTW!Y_Gr`$LDZvGE}l>vh zzc$P^g4O+RO}!Ab17}Y-0XD48aNDHSciu6ZUCXt0t=nkBJ^t}cGQ!;3Qgm9!^~Tl7 z8VB759|eXZV`m%KPbx;G#=hw5N3^jPNoZ36Noh~KuPKM6MT@{KaCC8z(i3Nx~B_NNzMoZl4=;4g^FWYJ7i!XrpR}xEH&S zy%=sscJYNgR5sa(Hs9Z+-vjtZyyX^@4DY_hXJ!y8E>6B_1^m~#4%WIVD&yjn;Cxn# zDNRJ)p@7eB{bn>BzBg_)VOu_-GIW^@A*?*)@@^#JCe4g(sqHoVOF7heBVFn` zVL7D{iMR)#fBO3`>37=L17N8uE!M(tKU7`%-fA3NNZA*_O^R!tEwvHW`*dO?TDDUY zu}+8ZnBgnp@`^oJ{%Y@P0HsN}wi+`zwG36mJ$+=*cM=ZoBkd2SN_%gH1jaUnyb)*^ zR=j%q=9xw2?Ey8;f?{XKH$L?A0~p3_sWgp{CFhW24fyePgl|5d434u9YtqLWv-7Sm z@{Xwxs{BiFYJJGg*Qbu#4ah!IB>V|=l0z$|v8MnpJ>5IpVr!&+R5)IO)Ol&)QLtcT zIIYq1QvCM_--GQVar-T7B6BY*-n#XgozaXewc&y~tR~8kaF%k)(4`(im2uWk#LxdSS zR%E!8hZL2HKW ziIELT{I}5ShJ?F()6{RIVyZY@spk;x?Y1}lfr(V6I(fspTd*J}{c>Q_MY#hyZxEv? z+~@<2X37cCh?=FRk#9DTIHsG*H5{R0O#G-Y(IRxw8bvRe?QAL2@4f2kIn*b~sD$I; zqp@WvN{^H=<*-JXMU`QMCV&679f;ty#+MJTQb;FJY(q$Yenc56J#C3_>zz`ccNYHK`xEYVep;hWUB-*)HzM*{cs10(WqUAGTsM%4uT z`H-+%KTd{c`4c>x_lnuQp@m5oR__v_LDx^Jx_EQj6c+|!J_(f3m9LmtnkX3j@s zi3iY!vy>-WyHjX3PpTA8|JGHT>^cZ9duPM{bkgx{jpsxD`vE7vG0&0=*DG-z*6Q}N zxnJ7Ye(BSoi5ltd*}5n%xBPMU2#yrqyTP~MAJ4Y;zu0h-~;3)(z*)$2+?O(`$*i-h`c>ZO*Df&sVZ& zXkC}OIVQi^a3Y)ho<83Sd2(SxjM4j5akE|2Ez@0;n$UiV7m$S09gK4Ryd%K}1(Z=P z-RJtI3Zku2(5AmFro%nrx7-MfReo`C&Y$i__VPD@;+%aG);4+bOZ<3MN|E)4yg|L^ z!qme8cMLjYxh##18A$kYu#F;cYg4F(?$mFubskDg)%J$$(WvpDS1ZZ8ENhrOtABi_ z&|-<&Ui;sD?DGHUqJd5vK;wG6wkz<|E>F0Z;)A;$Z9Ni~aIOl=W!2N|57{#Q%I5!j zcx0m#{W2}f&duxbEU{yy4A<){HkFkyQe}A34%xLI$-wE_+U`C%vs>o@STxlB61(2j zh`p3;swW#}(`V(dCh&p5xCbQ!Au9tgDbPZ}d<=(DHai$&bLGLudJyD-jNlrRIiWi| z1mW)L>8W^o10;PuAsaHOT43N5LESPpm;P5C_%QJWi0MVd#VvXkhpXejXMItMd7)=$ zsC_|~i3Hd#s+HL0 znHmw91!$G}3un~QMJBhK7Mal$x1~_}I4UX#MK(nn{n^&WN8w~{|K*2eVB$o{@{KdQ zvgpJC~9V0eofuk;@N3Y0Mu*7^`E9RN;V-!CG7qXojQL7>h|oC zl4!^|KG}WtgB3&CovClXp`V_(t!NIwy4jw1BrOH>Tj$7L6B3V|TpxyjE)56;W+@aA z-5a3ZiZiAk?uM;{TE*2fQi;9GX?WFDI;uzMz0=A6rPFMYi(54f-GiqIqW%((rD2>1hfyEYVO{=vmK1+Cm&S>7@SX1b&@=vj zyvHHP$Yid&hK12h;3E0g1p@I!zrpdv8v;d3Aph#3)Fr@IED0Q5fIcqX;=AW@}{7A zd)@4~zO38?Z5sKi2S|2OIzjlWj6Y3yv%p%27|C8kBn~J~d16$~ zLi3}JBPe?v4P36QcJoK|*cI-+ZSoTP7HE}XixS7IX(5OLoo<8lf-0~nB7<5DJppa>pY&k97t&U)YNa#^ z?oY0UBwx%X5}{~+KnL5tst+D}UG*l9?1y)`x2uM`?$pTYpF?Z4<)p`I%5!tk3#}4- z0=dQG$~Tfn4|UD&3fk-5b&9Y<;{>I{jFM&roG$-=mNnIu0Rh0Vvo%fZk`GEP0N^|9p@>$nIt(qlVvPfl)mOO0Wg@F$o?<_=!mty z$GzH3uNx^=N`Rolr|pikN`WJid?8`067vsDA<6d2wj~?FN1_NqMsWK<0RMZKf9TI! zToYw?tsMr7c8b@nhBg{<1JnWedU0C)Jw2~Fr!yejB4fm+_L1R}?>_1uja2u0 zQ9w9jkhxvEMVb<_S54q81Cn_yGa1jXo9$(T+F3_74!dgXh?DW{AL_S$Pm9EF4eVIS z!9V*1N0Bh-V*Ei%6A$7PHI0;m#RzJ&EN1O^&j?=)Z^y-zFKq;k1zI)-{+`gH@PAYj zaAFdWPC7q*B|M7_4E!OmYw)3g^8OCV2?5Q<3*g-XYwtS{PG1>6nr_9=YAQ4?YKYi( zf@GXl;O2zq7W=l=&@>C~6fRE$RYb^N(o+Be3GlJXCmCjz%F-!Ym_BVH{(i&hC@0m) zhwBxZpj;DCZ;3{o)Mw|b3Ic;D0a2Tqdk5TR<`Qvx%!KXqRoy>x6k`%Q!!(`?^Mup( zucl=gN3b*eFF}j>i(Q>KeLDrUv^DE^?kZVM-I%CU0msk_udW ze@vZHZXhvV+$j#0*AIxBMeYQ**;nef7-;D@-5Gum6s2-qL}Vb(FKX>O6ILJTt!4zeY$&n&(10cI`%}V z*k$EZo;OM55Ui5AK;Odj2vnOZ{HE3?&gsy~HxCQE6;%r|DubWHVIx}HP3&EtIrp>ucbyLkd zT4rfpF0L(s;No~iclGbb{0snQ2zLtT8Q0qQr>%|l7$B5s3ij!x)Z7Yy4BzN4i}%m! zlxUf^AL|W`SMjyV&T-$;Sn7VAT|}v|#WBvM_u|g5V9af%jOt?`QIR&JK^y@%oQ+3i zN2Ijj`;AR!T9ur1S}7E(g7P_c`*TkR-fmFuZrv9j3uoS;;uiKxl znP{=kz}!!m1SZWwSux_yOE@`P$3w+uX1={w*npE}ycDf5t|+&A76mQ~f~1r5d32lF z&v+y4xJcAZHD`cgVXAfj1Pf(QIi=Byf^=(9%d zN{7aeS9BbQcZB_qb2S{HeRF}D;%M!$Jf5IAg;mmmN7ufdI8GWm#uRSsT=saw@$suF zp&$l|C$A()d&8?XoPE;Lw%4`R$nL1*-{G|g`GDlf&Y;yL2jvLYB)Th@m(U7wB?djz zd!7GOEV(%+ts}R&-|Yy6(QSm(e)>VMv`3ud zy-)s3+t5%0R1?2AbK(yP7VuYb>+0JRCQ((0Q4j`{5$2W>1*Ho>IuuxqoP>eUa0Kam zzg(c7DyPF?H_4?;Z~)z2`bkaqN#I>7I9eW+z&6otdT_5!Yv_v~UE$`;RZ=0cT;ibg z5RV&9er=(8vgdRs+kK*ViW+nzcr%vXwe?6KY2OD_SDn|juiU(PrbTI$_N51v>?^@9 znRjzTQe;>tWn^UNouCptW=$h5CYHXzp~^|-aKSe&`T9j-&@F4joR90aw)_y%aIEzV zTxL65X3mDpTu$3Jf}!VTNEB7z?aY3q|65+8Y59*phv{MTe@!UbD|1G6iz5MJFUEOT zcS(i=Hqsx1wdF0?Ia@4-+5PBGnXr$gS|4)?N;8@Bmpn}qjzTD(T-W;A2~Q79Fmv?%1?sjlWUomi-z7zXe4^Qy=A2obqH}P|IFQkYwf6l{ zQ!=OC90G$bHb9tg0z-nx6Wm8^2$Pc_-iq$sr33KE5~DQ%eyQ0%&T{2}s)%%zh$1dIZWo zAkhb4=0foKt1lL6n8;qA@NZOPI-BqudI=ctE8)!2BN7UOTL>Y5&^iG43_+x3V9x2w zwujh_uW-U5nzE!t)W6reuW z>${hKLsbun5XmNjM(~(`N({o`9stTYG^D1ieA4HoaEaz@Rfo^i{io+8uy+5ODUiiP z?v*R5{ExLE8T^4{DOIPk<}VcCjNjH=l#F$vs9nDhH0WpbE;aP=E?@6(h1mQPeV(BH z@BxJI^y+E$NRz;8_}pIPaD1y#welMF%wJU{r}gDO!kyB$Ae@O;x2XM>23iDVyt#(|ytxnV za)MkG3;`hNFs)@C|s8S zyl8|*(%Bn&B0qMjljM!x0w-)YHYg`=ueppiypEP!vbM5H1H%yTcQPhYQnRRi7Q7wf z)O)j;<$We1mHrz6TYBO@f=n;n_)yW`jjWKOYnoq|h;<~kw0Ua$dt){%Dca-{-KPib z-Q#u8uHbMuAFT~%v{TZXSKk+?g~Ojq4V)wRj#&Tp1e~pygulUP_SS8@*bWvkaEE|K^`q<#cWo0k{d_Q^leZ=aXV$}b})dvf8M`x{? zOSbQk$%4HOn(Et^O3TZk#RNmRI#_o>wDdOicL{s_9T+M9{j*sclN7&;iwiZ`YbNyu zssEpHWwYS2W_T=4=BH%^TWc=Twx6V?mKio707(Oyyx?k=g4sp&^JO{gjZ(mY1Meiv zF?9d~5CNM9eTr+9o*n?Wc{g%i2_~8D+c}Mx;DE-D5}hp>xWLsLiZl}mnMr` zoG5m0q!7o|>wyT=*z{6lKn8Q?z#Uy(#fJ~$$CQP<4a1oq}S=E&E!4bBhO`}(#g{ge8vXeK3d!#+$Q>Yu>|bQLLm+T10+fP%MFwqP&(qS0feQ735uabtJir!*oWhCB z8D7oNAb&01>~RD8Fn|&6=Dr>8N8RCi)j#j#NDP@#jF43Y-aue9!FaL0*DW4Tr(I1`fRu=CegMo9z1Mz8uK9Mhd=9! zqi44mt4n6_Oj7^Q`T@2!Dl9WVhS~aodv~jRF4<#V!ZHJU1&S<1*3Ut8Ya&IiCv<1; z)u?t7T`03R>Xr|U7-RX)OJ#A1UONfoPBQ4{~x#;>q? z+NLC9hEKez?KS_Oq3H;L`Xt)=MTaSe`f(1152=oLs`)3zjMboxX4@WPBZAOy#(#}ji?>#eD38< z0(?bv1%lR`Rg(=-!l64R3+^4|vASFAOKt3I2>;knBtICsoktucij>5ccG|eNo1BPV z9e7^WL(2}m&hn4F`kl(4Upeb;m@ILW8Yk5Lyt-gbj1toR+hfo zKB=;1`_GP3sBMl-3s3(x%@Sg|QHmk2!Bh9Vx1{uiC@o!I`(yY<(@(_;TvL=i`MP|) zU3mD)e$zv*E=SzaLZ54!l@dot|1zWt+9vOK3mha({az2N56_*CVEmXx6VGS zs_W4A;UM5l3oSwHkG8fxiCe#MPyUM%2>I9CYa)z7Ja+ZzM!yYziqfdRl}Rn2UF3LF zWvyS9fR!AKPTRHI{IIT(IupeB|B>(?0-~%a#YHR74DbMW=j;I%=tZQM;>XNyfZ?n< z=7iq@SDFGIf@(Zvr=w(v-lSz%?IJ^wI^@H8qL&hiOn~P1Up{#^`)Hh(5y6FibFE@L z8=)Aw@h86IElv}0>gBf-Z;iYiqNTj2?N=_3k>9!;sT2`6J*2dL`%;*y&MGn~aZ7?} zDJ!+Ua=9wo%2Mxp_iP0m8-~TCI!;qemI)+D!m)Q9zO+CQ6F+kpkfK&M!B6TowN*Xi ziVgLgV*eR9BIVs$^_Y9wz>7IQkH~}?d+?YUUH2Qi9{H>?Wf^rXwAi48Y?^cLv)16L zA-o)^TW4s>lL_9K4T%Pin0TBzf|Ilp71?>E;u+VgZx`Skl0a_R9Zd3&$_B&mvB>Vmeq2 z!gzm&dTdd_>2+|VYwyqVndcO)*19)isqGW832_2mGh$SM(5ti*vf&;$Iyph;wRvH= zx==iOyxM6A(GLdTTw2}R4@)`*qLjk)H*V7gmd`)`xE+4T(NS?Cp7fiDuhC*A^%30# z8%lqS#00CINjJ4oUvw;J>zCy0$623jQm|T#hN0}{+w9L*ZGFnM5o1NInr@9$CFgY- zDYv3*CR>^98F^l6&$){mT$`WuP;ux%A@Fu&=Fb`#u7r z;c;~6xPx1#S)4=cCT@6@%mq^t{{8skGdJoE{G3xko@4_?!1tN^hKqFN)qp9!$D<&e zIep*0^_+#)$tEnS{uV;76aUfq7pCXe!Gr-Wcludf-IOV=X<)addOK%&UwOwc_H{+FzcG96~_Nutw(LAZ`|ujN_5@!xjZnE=2ILME$7S;cV&%o9nZAoPwM5p zoP({v{&eo!)c@J9=&=13J;;iR*>qb@f6*`ZtH*xZgE+N&rE|}9CTstdsGaWn_Bnoi zp&1O%t0YeMHC?pG*s80-Fu@2f;lK%cpSBMbkER{M@2qUeX*p6f$At@7DEHag_)|fh zPkgkT1M$O>e}km3w`oiehhJSF77-AoQ0RUVZ*7eV?LQG=k~J%t{e-FNNZ;K*_0+S< z)KsjMvHyj9M6LV&K|cLI;xcYm+3WJBtptk`K+C@Y7Io`Td6~qiwqhFg6IbM`;WY(? zF$6Ng;CqUkj0`{cS}h&?8_kbEW*){VJtNft9nfi2lv^mvKO>F-V@6N9^ZaX`+&N^qJgMqm9 zX3CTX5hK#Xw@@#Sr#D?Cx%0@r&M;kxp)W zh1;KEik|m6s++jG2`Rh6kAgKV+-7WXTSl_@MdAE+PQOG&5nJ5vYwwH~_RHvR59ePi zrt+O%o+{E^+paI`Uzx=w-!z*Kmd4$D$B|=!ms+z(5t^xeIq6n{_;QebL-Q2Uj#%xW;jl z+Nq;f-utFeSbZ0`W6QZTOI}fOHf_`G)H%#RTc1dT+y+Id zIqr2Jo1>zs$ou-LhZfE2d#yB4d2#o6L_Gsrlr{^MMUpufLesg(60(`|G}$3%sLMmL z>(-amtD`oKw_3VH$oKCkb4GJTXo;7no4g}Q81!4}RCMtO*AwZz)lMXON8rPc4iMsu zW&85ln(iePM%BO0cE5u=;usecACi%nN*YA+Jn;wBt*jEy(^W;3l3@#1Kw|@Fq|=aZ zkACL7Bq*2&{qye~Dg!LB3Qt%*k_z)(2f79@Ox|Xy!@s_HvBr?!&83pENOQymd={NbPt^ zj^9^D#D~``74YV_4g)2wIeVueCTyjbX53=y#-%4$5;B;?*7|4tDWj`=gggX&UY2Nn zks@S|anYpbibe?Hgw9Kua1_zwn2VBIC>`Iz6)DIR+?4yT=6Y9lzIp<9Rua0b7*r&4)iO zLA99}$O0|h3r!anY{c~2RrfQ!k&&obCj{1hmr~YmI&Hbc{)-FJbH{vXf7Rx`_kqc6 z1VT9RykQEc}>DBHB=lZv92MlHiA%G1dj zZe1d6io1+$1I7mV+aFOW6?i_IVJ9I>C2pgxyCxRV1_#l4iXPVn3AcfhOp1h6Kw@IZ zKE3gCQxje+W?LjH&Zv_#|0>GbjlW!W#S5>sDO%*Q`~*tNge^C03UYOoD2}y`(*dz} zZ+_22aAu!XI%{JTvA5#Iu(9WH(C~wj)D3$sWwIc5X~TlnMf;9`EUDj_7UT4A9J7i> zDA5i&+@6E_!@6!Nxp4Z=1qukcGS6gm*>PN9tz>H=cQM)Es0dg1!amaN>+wP3dK_6* z>_hReA?^IpkHKC7beW}@rbGSS+R}!0;RV#H3NKARhY<-<+uu>6DXvY*tX*ZFlVAm5 zkJz`QNR)2st7^N>qO6s+3c%Eh>doQev$38Zl8md(O;Zsq=imSM~7L4UlHEU zIN6^f6ky}^`gIAKx>eUZB{dxzc53KMhmqWNuVuymR%fOj6UD;eCFg$_JAaXd__F4X zW9SF>=1C9ko>w1i>8Rc85swpc8TmxqBWP?7=kX6u;QTb>6kTq7Omd#j{(8f(5_{jK zZj*1xV@x^O(~Y&Z@A(_Yx2Pw+7VlEI&WASQbC8t>*t&zu&Sx`g5f3wtvyS@GFP3_A zPVL{~@Fum&sU2Ly>TAc}XW;zhum~vyz4gHc+6;?N$Qw%?~x2NW^8dq_uDNk zZ#M^Q83V>EP8lZ`@i0hb<;sJ|vUHl*)QNNCG>wU*{`=B~W|@IT_KrcFwjN`;Oev6u zBu>%z@vjsjKsg;z+Ht)-$0~K+p8-HiaK(R^^ajKFb_0K-2Q6e%IPer>oqM|w7c;1z7g_Ow{-Ef1GjK2?bS7J zdM~yw_vGF2haZ_UAK!goj)_JnTq5DTCVu(lp$Lx5BHN2(tQgZ)*eQO;^|y|H_V#lR zpTPr+q;D^)w20_hs+FHVgyg*@E2>&Lntg-oceRv=WM8t=`IMHzl?DMZs!CT#6|L$D1ylj(XnokQz0P#_LCT$T-! zM-JZPAU7-a9>5ug_SupSKO1Q$>22Aliz)e9di+Zb{mY-{Csbx7fa9d6*t zsw;Ok8S1t+pJZ>GZy*s`bl57Dwx_I1Vzi5U>r+fbP9eQ%|nVn$4XEr0yuiD>gxyR{!Q0QNdjdI>%y1{@ac&# zWYyLt%{`rGVB7keDOBIRUJsL4z+mfi2qDibE<%DkWMwbUF#G~rJ;29=2zr2zC8eZ5 zS`3Iy``!=zOe+Q%nRxBn&jBa_I<_T8;Mvos=`~i2_+PFXPek4K=WQgIv2fC95rPJH zUe_VPY1Ps_yE!Y>Ve;wS`25|LLkit-PIoukOQWc!Yt^*|AW2YZsLvsbK^9DK?148n zWO3mwu6J|0Aqj{RK|UlC=$dwhmM@;wxcL9Dz68Qy^I$mC?@az^hK=eXgsk}S(|UW~1A z5O2x;$UqphywNq9Xf9NqN^z4E&59Sd9f=nf9NA_Jm#qy$6neyD<5cvMNQ6721LOT| z83sD7i~VyY5EA>Ww^nOL4-{5w7(zl3qun|Et8=@EPjXXiPc@X65vw<2iJjLsG7x6N zZ#HYT$IeHscT8;TWHEWp_2WcWZT0b^l@l?YYzOtxxcwv{4FlQNAu^r(>{Xjq$zG#I zrLpf@W-WT|>K|O8JlK&JD?mij&aYMe`P_Sjkq2L16Zia)k*N`W_Pqpu%1m9qtIXZT zowgjJ9U6s-)eVQvwc>K2jz{*Fg7a@Z+g?v`+l`?pK&%>xoJ(pLXv>MDWros`Ze!=m zTOL1kO?Gc>a?SSOG5Ynvvt4(XF6 z=NdF3m6}#hN3O!GyMKt}@S9V%LcY8)^(S0Ro^lI_+#$r0jPmd`>gWgNm-5u&ZDN6B z@Vr&HV_gE2$b~a@E9SgjX!`J$);7lFSq_C3Xw>_Y(~GHxMbv9X7F=qWl<%VLb@(~Y ze3TV5F9x;DQJ;F`@!ZM_kjNN#8wAtfZHQ`R2hjXO9^?#NO z7=#Me@Am>%t7%k6hXz>e2(=e9;jNvWDQ8ZeX%sj?;zz%S>FtGC9owFDHx9(4R0Zgo zFz6s&`bPK^D$*=1i_RtqQ>pMjL>QXqH&5qPl+0Age*BtI_M_ua5I_aPCJ42zN>-N> zvyKjYhlf<$p_V((hHS8@LV z-{_o`X7Q2qU-pQnTjxlZZ!quATV-2Gy0a!5t~bxRG^ok>EvMQ&;ZWI(y3rD7VD?vT zm3Ht&JD*Sleu_kmfA2ccl6JxFSEA6p;X73JBH^sqPfco#`xM8NHfxur_IB{9@oYv% zO6{1)aPfh|XVC%vUySU?4@R`Q(x0r*n%0Ql>Sa#6h^JtSd5y?F(*os^ND58 zb1wT~8&xQuqeC(1FDAC6eo*c-L97)$3mK8FKGD|0#E*RxkDCyko`m8 zwDuNCplY&0ZK@)x2L*;%-d^9Wwg6!U3DTlx<3~V@OjS|zi|w?*+n0Ru^1_ni*Z`N$ zz>BKi>UUCPEuTTqDLGjZms%w_c1XokF7E@)RnPwNJL_Ov8CXz{!-wK>z}Kkj9f5yA`_P^l~`qWp3ppe-ann~Y zdNvC{TUF4jXqrIs$ui`npLpGd(@pkhLk4$`!JDGnM1&lS-$^{=aFmQ)zjibvid0)PNFj_ zN|Ih;Y%5y@1=%i!+#CB?wVHvfO*O|${S<%iW1lpqyy|K{8Cui$Rlw1`@kvnd`$bQ5 zDa|L>_YJ<0%N}A))b`|!7b4=4Z3Y51!{+vx_#@xGnfFSG{s;Vxe+3-WCF6ca=1kSW zCs38KBhc(S^Ei9{)RpQG<+D zmSBmxf>%Y1?App}Olq=6GL6rwH8zcJ0;w4zWU$gY4~aN8fESdqsbb=wYMR^}m)i7t zeDi5r8(l8((}!CoTDSUv_F2B>bdxpso=~8w4#dhHZ88zWotAYin3sG5$yRoiX{MKa z1{a-e7EREZ)_AM-o%)=DtN#I9|GC!L5hXc0&8RWV4o@=fXwP?ge}yJa>Qw89Ad?x% z83xd#5bBR8AV6;0duSbHTh2VuGDb`mZ1*VY6LOfVugZQRxrCjqdk~`3K)m!-rZttA zObf?W9oc)ALH&n1(EGr7oeTatL*^`jXI`8=8L7tpp+Kc`>B$z!mq~?I)*Y<1G-zB$ zlO>EKk35eMZpE$}gIZ-idweL>;81plr*@Q;IF?p6YyrmmZtZoERcP2@GpAx*@1gX=oqr{TZ zE=!}Z^+h_#-(QY#z5COK_oIh8gyD_DNmLziX*yT=*Q)zf*=drl1_Bhv&>~3(O!{O& zSFP14zlh8xAs9;TBbtBzr=NyLo)E(}5Q7s{kA`uaD=-S-Gfd2aQAi?PTfmUL16Ser zTs3_aOk8!@1uCXcUfRponbCLo?4%lxa8wE`U_F+0b{<6otNL7p895Usv(UlbCpF{E&c zL49flG2WnbhEalAhK5VOL_R>7Dzh1S#qcmXjk=aiKzFPT82+Gp(POxU%fex%AjeQk zlx04+=7eO*H>h?NM&PCW$7MrzcO@Za&;p!~>;&tehKtPDvP;xK?0T zD`}!q4(CX+=bCaIZj%3)-Eu8(3HDGsKGHJn)p^b6<7z!`kNk z8}5QfyC-)xGldtzznBL;^qQ2}Vq~*5Q1?@e`>{zB3>8>TV=U;`0=4sn^l{Shq0<)G?vU#E8in1bF%NR_ep}eFgEu0?~6~rHqZrboNzGczjj9D^GuI$Vd8*!x(o4? z%8;&+k!GZB7P7u>`R5(>C8^tEb!t>tGf9@Qx@-2YN^|6EAJ!r z_kW6nLT#wk{i)@V$+^JWkQp%Ech>s~$X}QY4y5DNfH-9K_;ot9qJkEM32zaua&@Z# z@$@5kiuI1_E;#o8LS6rTH5aje(>#NGCI}oc7Ih$#a)6r_<|Bvy%0V&(VP5FVP)6~e z-Q8b~)9MR+{9*SZi~8fvWKOHKD17J414 z5{4M-T|6f0RVb*PyMbX+xW@E#8aqmFHilDDi%Y<>u#AfSFePs$ZWOV+n%Gi<_54*8 z2)P-GkHHv9IREW27h%1kke#wX0X*NEtXL6QKBm*Gqj&O6ApN|0=Nlc-wyGVZFnQAL zOM>OD)*)1Z*Z6dp`yZH;HjEmQk-gt5vQBuDowX8fSDF0`gjcS$EIn8Fyqwsxt-2&k zxJ79_hyLFclSl%xVdl?o>tZtyh7crv(7@Jhl@))o8I~l1ysP8&V7~nIFALJOHf@5i zee!lj_77ZNrC-)8W}c0J2o&MxzeQT4j=<2mX4nszmx&9Ci(R~TQA)3%o}bP+IOR;O z*%Uvu^212=5#vad$}BO{anR_%fMU1xAL89kNd)yS>_Ak;s}Y%#du^in1>uR75B{W1s9> z+4nWOu?@z|+^@^|{(hh3zJK@q*WKfs^Ek&b@0oeOuj_TamgmC6+Ztecgw`yIqi;4G zNGq(0XHQkkD9=PDM?5;+Sial)TtfVd;XKP_3u)fT?QKUo)g)fr_T{4#E$4Ur7AvI* z;}B)5P^q^5!mXmI@cxc{;l;Lds=RVz%ezy;ky%0>^AnwRc~LvAs^(T|U`YpPH>iA@ zmpgLpX4`_l@!m^+Vki!$AFI{$5&IPjYQ+5OPv)Ox{uA)U?1=01f|NL!+g0>!o=*Bj zM*7Z^vP5QM*W2w_ziWw`fnpZ$0%|p5@D(Lt%Aepj~>D+i$38iFozds^|+Y)egeT zpy$b!)Y`_1Ij%zNXL#A<6}qPFkS@AgVlE z08oA52V&g74Z;w7hh1ijcrLezVL6JN*>aN?M*M^(lH(|F4)7J%W-v5nU{FN_V5XE zVY0z~zT1o`gXNFIUw<9GWUYX00i6yC=)hyE^KeWz# z94GStMu?wv>v5i+491}o@Y`KL;#yb~5w4lty*GAgk!VG}(NEF;p|CE~i|i_Ze{p`Q z-*JQ<9d3^JYjB8Oee@w=^GyGs|KQ}14%>Pml1^xdns5}*2kU@cieP{NH1{41PPI)0WMOo_;Nvi;51WTt#Cj9}R;dr^i^ z(5@syI%B@qY?IYuUfc)eqOY8HpZ`AjW7haDU4f~;#WFz>#!#QXl56y;rj@JChlASujg!l-9r!toq~Vd zQtk~|g#$3`*|TQ=Go6~5;R9n7Od5c~Mpj-XFVnG$>&c_Cr?SRhgudg(|82 z>IgLX=g$YG8qI6ro8K}rnm(tdrt%)xy}xTxKLvCMZjXAEyJZvZK|p}OKGHs9leRiP zpbi!*iPmw+ldwXhZg*zz45wEJ109&)PahLZrR5~yq>eO3fa!_z2$WMj}hp=()m&8|V#E z8}$MrJW?#suHpCI5^)HD>5hm6G#uaV=^vW%JTUBd!K9HB=7alOrw& zO^mEJ9?UNfD6MX@8JthNiI`-GCp5Ms6<$lGM}y-%n8Jl1##kI>IR!@QBCwkfl>>36 zUxnmtiEH6`5sd?J&_>?$%#JHiMika&Ocd&XSw=4pWD@BM0Z~9M2m@}5hUz-dnDMl} zBs9jdmfaF0g^NiFImvPZE3mx*^uXX!tMC5j(oFwzY4pRb{{#Q1X;+hu$Kx_kX+`$aULq@*NWS_QAgO5thz%_Ac`}zU~=0S4@ zwh|!6Z$RssI|yWDQeia#K~;mf3UF+?9slrzTjA%A&x2}Ea#~tF{QFa}H_4`fJg4Jt z?au8{J$e904yQnL2%hwo;|J3{WDg=0p#s2Z7PuG;ihe!K)`aZ=e1^|o;h4B8#OVP| zc8Fa62rz*QQxarlpbja^Ex;WF^baKZbM6QTFoIeQ1ovN_)3>2{`}wmEIGP~Ja;2-1 z0F)E?Rxa;&J2?5~I7S_PNRg3|PvJ^1EK2NGJG6A8-n-J}EpNvsUuLvIy-*qt{9Ch? zycjb;$n#@1^No}@S8bgaTuH?C?)V6PL zbRvgVUUIqaW!HzBi~P&FFB*I6NGe%?ni2fIO#6E9KD<82@q@!mVBnQ5sL|@egdNg& z&mGwhxHnF&ccaVJAe0L6@G)SvA)o?h9E8)h2v4fJ^R3h_50_ko+r`J4E_JGWYu3;$eyZ$zu5wT!ZZX-cQ2LTbf^|(zsPiS5Jd=~oC^!f&lTflCBQ6sryuz177 zQJ$#hC{L1;jiVmx7w&yMNeJE?uuQbXHf*H+_vYL!a!e&})RH2Ab9bo97o^ZQ2F7la z$f4|e-WO+uBW61at?#{QYRs=2ADq!8K>m z90Q-qjC;98AD`!mV^_F1nz;*U=e4kbw{Lr9K9~D~>ox7$-!y^sG24(`p3R6Sud_O4 zcrPrO}!KmG0yPRWqFHwZ3! z`}R(^oH=!1bGSQr4chCkh^?zOn#5qEtfxM=Sy=K|(=iHv)zhfbjAG7WH ziPE016A~}#^`q?e(bR_)EK}E(F5ZpLt=kgu`;QNEY4k_*4GMd4*|Kzr_X)Qp1u_pl zc5UbTqV0d*IbyVY;_c}U zS`q89@=Ws&r%CTmO`5+iRLKt8#C}7x#DR<_f_pAyAMoO`7v)|0<>{u&$t|6p_8Z$vb0vX=f3`^NP0SKd;U| zxiD3z5NI~HM?dn@99cdY??=oY$S!Gp`v|lC1OqCHHcfKGTaO-DJZHJYx$D8hhsbc_ z=L3It(@5FPg$g9q__v_3idC;3tX@p|&X{5Tk!mp3Nnc*l=+JfG!rY z>fgbZ3Q7u)^=@th8cWCY7~<1{ea`agstx!qhulnpm+3h4*+JC%fNF?pCxsWf6GPrS z<4{2Gvj^C0Os0T@!87KoLop8hLpTt2(_r4|2F`OOE8i@w;lmOlnq0g94KZEEl}(v1 z^`hqhpl&qu>1jzVt*zxvm{n0wBz%++W|mPL3I^hs)$F(c5@z=VJ(1j$GZaX5o-dY2 z9e~MpE!4seaJJ=*N1D-1b$ok>9|=;3wUz}e*E~c5E8cu z;@_|QvC~!^cyk@bE35m7Qr%VQMqSVHmg=nLy(?Y8#h};0g>9}d?s)|l>Cn;>synWQ`_92kJh#!x)SpdQETdDY z8RPKZb=_^%RN(a~LDmEkaiT~87}6QAmJC#ep+2Hv@9Gblcb#_zt4eJ>L!D*pE({pC z*+MIjDd3tDtT5;ZDsel#p3cC<@<8>aV^y|O7DmPGdaNNn(EYFIa@r*RON&&&=+0#@ z2m^7%2`GanfE|CF#Ses~=lln_gezhgXAAC)mgg`0KQf@xFM1hRO~g1b6zu|6*UXg; zd>UvI0~2haf`{@p1GADU3wJC$*_5=R@z^^gE>Rc1c*{!$*Gb0g&*ia?CE5<@z@tBo z?_BRwh>pQy6nxihMq~wnq;W|_UMga9Cunf}-398dN)10}%zGyuy;tT!aIMj@QjIeKnby|_E_DC52C5N`+y4sn z$HlK-A4JiKiHj4m5<18Mm4J3gS{n0WG+$sTM;aw8= zj?%(&8M^q0C%$FAm#p!y;KfOvjb?8;Ozin5d*K?eSpGU6=g|lLB+v$pUqt#(V0N1X zER*8sm1HQ{1i63HXk}aZN7tO?s>Us5&#}6&Y|DWX|K~un1zGV?2qul6dA`BEwbwme zZ6m~)(exOunsz^P`$qajFdU<8n+ANbEO*eD1Or=8Q`wje!Bg19V9=l^A>lal)ngGV zfqyq7A9c{aljB|I%!b|SBv=uncWn{lKOs+_%cCSSFB*vNxZh~!KZ3d5D_~P~9Y^Z2 z`eCHNF(Bf*UTx0}Z+QjjDu=t+Tv(Thg>$Hi6v1(BIwxea!Qp!E53kA~dDY?2y6gQ| zrf|A`VagG^8n$*lsD2DY&A!hO9KnsP=5t*r#Ho#y>Gd*3Oz9sjy$1MZ(08Vtg?_^3 zYA$Z9_H@Q4@T4Ab$R2w-@2yMv4bzbdMumEMiQdvDVY<}?cGKs(C7yRz0)G~1lsZ*% zRJ;SFmH2`J_6-YT3G>cU@aNm^DiKP)bC>H!W0T{YlAWD6=wCKV3@4_iTMQ;=111Am zsBKPQDFVQJzgiuTZg2$YNhB5(MT53=AMFbMEA|;q|J*Nd^})~e6(VWUbNhJ{E1E_K z2ZHdhYYF{~Lq&}?$wX-rnELft;$qs3XC&~z$Dkzursll%U4ar|%>>#D&yvfP_R7*U$B_lD``Q%i7 z*swhDwrrRyPty~s=j{s(8>b;J2^0kq@+NpqPJ}+R7^0GKR3+%dfs?aaiD?S*c23V9 zXGb+1Zfds-ak6NsafA`OMk~?xf(gc!jPQ#`j<_RDWhC)zGyAiH;pKyuX`qoP1t=;| zD9F4(AN&n$00Ro=3jDSnz%-jHBm(0|MiIRw@;sSLi38sWfau}CEEBfsD8$XUm85E* zS>3q{vW*M{+j45hF+L+rR(Nc>YZJ%~DUc`CwSPW4ED&w=>Zen$r1iHWllkW!#@&E2 z2uE4T$p4$*ckAv4#iONYgFVmft8T(lY=sK`9*+ehm0!aXAYZ(&?!v|uSW(lyqNpOI z##v`%02{`kU!V@(alOgzv9$suzxeE-K(Y=g@X6`+?>58IBCSjMIr2=tz>+dtw31y< zg@XH9bSYQm>BwNQfHOfBf=gkDHaGf87{+o0$6Lt^&K$U`8+s z0dVH6=ImqvbmYKq@?z*JG8%PV)&PUbXm``^e@U^+^O_*~AQa{YEk+o&f~=}xg%>?< zfi{;f)a>cgU^t!q?9VBfdR4(*{T2nycyJp5z**Xi_ph_<^VkdY4x1C@#53IB5y031 zEd;P<1fM&~JCU2mIcAFP`H$;_2Q*!26PqiXmzO8zH-Qqfzx&2ezXxHH6WpYLb+)vA zKhNrzmY%CP((<)={C8+8n|LjUXq`~9w@*L1uzGn|{+(ai02#zRI-5M_!z*15EvBl})ldqMK2LIOOVuRqn(}WRid3)6V@*!gg|DSRmj`>XJF@tYC!99)< zoGN~Q(cFgInAdByO3I=64|U^`0q%pY(o2Pz-W25O2}A#j0|DBanr)?#MsPH8cj(yC z2gz^zRm2b8hq9Ca!D<20H{-!Q{fbB32If<~eWQ2NKj)Kd3Vl(<&{ZSoUPA}jW<0`# z;dexGjjluARZwJDmg9=K&IejnAHjqgd>-Ehxy~4&)5xe~58eG-3$Bc!#oE#);2J|X zv9=cRGT8553B8XK3JN@T?`CK5lxr)IC?;)IcpTF}HrQ)G-*XO-sNMgNCac8*n66HGHC6V9e zsgJ%&bR}k+<{1t6qDQ1e5%MRR9RKIwpMt=>Kx>u+Yy2Hp-5}}b)T$#Yaq=-Z@~kDI zaHIK&O4Nk_2C+-uG7x-}%K3)*th z$pUR2Wk*rb04-8DPCS2_b!>^u15oCcre+0~L+?efA_-EUNQUXy>;bRYnp%u`=Xdvi znBLXEG)LZ?Ai4lX*I-t=7bS3QprH-9cOxWPb>J!QxbjC!8=QN2!;=uJqn;HvzDKH8;-+WLH3{cUfhCEq2VfX-Y7mO~0v`{MnKTvArx8|2`-^RY> z_9uM%b~bTo>b`ap$|eHGbR_%n6l8maOfw%o>?w7+br{^FJ_d1jYW*zBc zZE+Ma`8Z1*g~`2cq613O)dD_B*@QSFb2OZnBCS$;6l_RiqoOUr(C| z8$t&X-&{!E{2D9^SRpcufkbOzv_d*F5Eb3Ku-c5>8Fbz`Nk&r8h=?`=zxBD^{Pt%e z3=qdbL#Ah^rI?s1hhwdnmgG8yQ;5Y6nnI$<7#r{h0K>)ka7zokUkpj4m)I(%YM9ws zTJXYfF?-3`Ax}q&B2`Y%Ptobzl~S^g4ABSB9ARN5&)FR+$PaDDHUz7yYnnt@A$ki8 z1XYaHI$`rh1}yC7@KyuLzNA25d&~qw*lE1Hk|fK_`+cOr-wyHc9iV|t@rqh`TEuPm z4)tFB-T%8UD{?zT2uvmEVET0BxWV&7V4Of$cY(+-Xd{*DlK+4Ib!ahl$BMkG%s60J z1R@UQL*IWs_|G=QaNc9*MJ*6A_95_1F#l)w!AGnoWJ{LmKYJV1asT~B@Us6?zj({N z;=e9?1EeeeyIZnbWRD==uz%b$hIVb?PteG%{)C+Jo=`^L>0pI76qb~e%C z-j|!EgUz-wG7rUryW`s&W0edpesCT%fmHJ8Xs^I)N$#3__1)G*@0McGCl56Fml+bs z$4`YLyrIaDYWwJXDk*q#VY1)9VEW$Sh5qi#tZrE9<+nMHj0Ptn_kN(R!wj|w9!twF zbUoQ%TabNsRIdQsmg-1b3I1x1H z_@$+YAVQ*KGY8hTmZL>Thz=g~Kckm)`>#>rDLe1mK5&bCQ-3mDNPEbn!E~GaF^LMm zYF%q|g?YidXcz?GIi%*dWKR7RZcx;YpN)zepEU6n6rShp&JE!1ZB%ZOZ)j^O`Q_Dj zak)N>M($U-mYxc=e;-HZ;U5<9OufbKtllmGEd4L-B+fFhc zQ9g$@`L3p}?)45Yr99$%;q_&lq9Kp^0BJYJCC@WbrYDqd7T%}+;x+$!q|?n+eV~q) zqd-t6FZjd0eUmT84stvF#Bxm>05W=u{K6~m8$Yrw)rBcj6xX!mf|u-`+|ypB@mw5E zW&_u9=9<#ff6N={X$oc^3f#6M}X8K0grtkz6XzF8YYFPykoUSsKpf z*v(yXl_bBqLLKVQb(~>T&uS|6VN#QJKiPecyO4OpzKVgg^Vqeg#$Re9HJ9#7^_YS6 z;fR-b$~eJ231bG6C>6o2ryaDl82f)YZH<7AJM*o}_%eeZWN`P1GhbpZ(nx#|cU9=P zGb}pgI9X-Sf?2rTs9W;-#Lv_D3vH~o`|@JxU3qmqqS~`FrgY>9ln-~b?%sA?^wfFz zCMqCf{-$N~I?FWU9h*74@Z+)Go2MqyN6UlKE6MG2_H1m0=ly9!pOJ{xdz7DEnjAwoqe7B=iK}P{a&p_-&7&PAxBKe1BXm4-SXNc^~aBTELH=ts}B1YwKvm4 znlH#!JS=X%up4N$X8qM(9%NfNlH^cu#)5Ci_RzEcJ=Hp*HxiM>lz)cv_!Qv@pZ&H| z%6`puZbyszK5lH}G&5bPXnEnA%oG8_sYT?B_>jMrj7lv^VvD)&!sd#@oJn>2NNF52 zw{o3i*8NyCr@k5w&3KsioL?5~F=9?y%2kKVuibaL{S$6!{%Q4z;yR`@ ztikl4Moo6(1k(gd7SR$ntc7!WEAXUYOH%CL05~ksj zxu1*SnvQjP?My9tcXV)xr{toHOnZh=-$shlC^0CLuyEDNTRg;87#Cefs{6`5O{YI& zINg8TxZa+LUg=A;u4;#j%=z|CuEO2Ac6Pu2%<7Ni?C?|AFufQ0Fjp$8R#a%PazR-( z`}wVnu!Qb?>&vXT`Z3mwPv`U8l^!?fS^M|Pe^7V^BxB$F`C8WsQOR*sJ!s)q>e;-Cp04g(A;Q|{(bwp;^SJl> z!cKHaL>H!0*gG;OJA?P#BT)W1mVzD3j+Xfu81N7;;d(ZZ zF+RMkeVn;LPKig};>h=(QdM&~lwHzrgc<%5;Q6+e@U=$gtuv~Nw`O4EYMCL6y4h%e z7RRnbF)cA>U7gu)nOIYlmhZ*AI8?%Arakada6zq-q0anX#wg!_eS1l3c_~X~_wu`O4Z8d{!b~p99a#vHwCi%d_3bjS&efZ{tUf}^{f)HhGP5RSZf7H`y*T51x$6@v7l520;L~^N5_UO(J2dO({ z4!1ICY|QZxCRUQ=+)QG9EaSY~c?zk{%`5O?M}bfb=|#Qj9j5{8c5JUWD=Vd=Oi;B* zX(5tuahkE45k60`6(vDF)x4{&SH$|i5AYs8o< zz}du@O|GYp1pf6S^l!6D;hQIp|N9?y+W-H4ViUXhv&($^)bWJkYI#qefBg{@ny48V z9ya7R^Lcuu)BFOsOGc&o{_FqyRG&C`VE1m@69*5{s{#@L=HaI4{Qvf`Z?-izyWI%k zk4RNAUo>wtp&a^;@7eOpXff>HF6ZO(bie-pZ$CLQP%}VpW;J5OQU5bBW#n!zu}*8~ zdSmH#Yb)MY%wx#Oiv_n;Tokv>p3{ zyGQ3iZ6-Z8efqcQOiE(I(?w!oA||)1s1D$$+kA2idz7X#F`Bf!WcJ>|_Qd#}pk&qQ zmchwy0T<1BSa5OU?{^(pz|bfziRmwG{U+1qwS@D%ZyKT=4mqqiKfks~fOnx!FAg`2 za*6)-t@$O7K-oYqF*e^}6|1V<&q34EPiD4L9`V&%az2D@at_*`XlFa$WbnhH-@jcS z*I`s*1Pg}U_7#>ypAc8{j&dR|ES`6xhGREnR$`pxcmkP)B!8SeC~MVqhUoLu-wP_Q3YoI{s}G?>yiy zAr87|n`60D#wPfV&x@Vl%9u4AA7Go zHT9_~pPMd~B0jg-_CSn8?%W(LUTcV>xaUR=Kc_8`pwTxkb?z}XY}rQOX_&vU)ZsiCTC2H6CQ}(RayN#$mK`=X!kT!U1YxTM+-M1~j7UAtK4pF73dtjW)%3Dl zAVkJ<@8zEh;tw30RrhMmpdUMOJmFIC(&+qe-lj6v@eedVy+@)$CK4TcY}cHpk4Iw( zrjjm`rg@`vw%=zP7+a#EVyxHdccHeqoZ?r8T z>{f>Jpf`^tb;Ry{w9DZ}>gEvq_FYM;?YA|OUr%t5!ce%fb=CUB;ID!!S62vme}~(? z4}TW5`V%&hxB{~@v0voZH^)b!m4(Ypl^Ltv*s4{lbkMo9zROdX-X6X3&F@ggta#C3 zIpzsHC%Su_c68}^gXiw>#ntHN4CP~U3|pMEhWry5@Pr9H&yY8Ic!hofZKqd9Kf_3K zhOVb*-~)HjbXgwn53BtaABp@zn?o=27^FFEH@F4Ka%^w8_LaOuA9^n*mQoWw(&zg; zu~<$7Zt0j-a%!9?+yCbc-3~W2BO*2b@Ph@W&9O!qYiJM+H{vY4#=AZG^S|1gOg-2j zBn72f|5|+DvN{oEJyBt{u-R^tCTT7Iro}DB`P4bPmjlm})lxm%dzs@RqJ}89M*sE@ z?Hg61a0B7Cg=|NS$BzcT<_KaXTYu zze?5KrJ}6C^zR{C12ZbOZkDU6iZytU4^x6>9S-i z=J}0%bGqaUo8K!eb{dkIf~9GkaXTz8P_7$#ndgx97?DHFzB_?%-s;!8_kTVcoOqz4 zv;ByO?MgFWtSxoofGEu$<6WofGz^|i3okj-mS%Iu9a$pe+bo^^&*K6cMjW*yyjuU< z_meHIwn|Xw?6u79H|h>vA0ruOgp0Uw)XDjUNB6H1My2js*H7FUwyp?}x-TaDnx1EQ z?g~e>GtcwOv)h&qiRy_yeXi)iLQR>jP;b`O3X0I4$1?`83IbSL0iPpRqg`dZDkZAX zlgBpgOx)Ywwl{A5qx<{Dii8^a&V`GHAx4RNcr2C;DDJj2PW;L3=F?{T=B}C9=uWuz zb9|hfWi(KjSx8e>Pdz{QOugv%H>Q|kqVkoIHwU&`?&p_oItWM+u#d}CC-V4S0r|IMug^&Y?9J$iT6MA0RXTd$`WM~=*F;lx z7&CxT2lO7T>dxkdGqQ;%k{zMi0yd#X@`>#O#c#g|v!5j^c)$I-lw&y%7^a6|0}&*t zX{>Lx2gSPKY;Nx>Pz-|?0@fm@Y}P(1wax#^z-vyT`jJ6`n5uFrZ$kMWXKn{OyP;rZ zp)&YL4c`0xl1;(eY~<}mc4%m*D@N8fO{}{<2;^rLU=TVOAkpvEBr)2e1`)pYT@fEP zmDQEuj|?TS=N^t;YkhCD>(@6OSSL}7!X>rd)w+q6ajS64;987eqvW4J_#Yf-TGhKs zz3_2-bVTHEX|!fz*{e|TyjfP*NZNct1a5CF=`V18)MJ&mRKc5${g-STW!1( zY<#Kk=e~VCrI0XSjYeUIeziIIJ~Dtqol=Wj0woAb|=TVv^MuWX=mv5fp~U@Oib$43$k z$JXx^oR(=7^YobhJTh(*|jHJD5prE`k_Mq{m?SmF)d*MRGIVQ+t_!!{cSm`krZ z@#ZJuV2YW~hBy&~8i6<(nhVdnUju&N@qN8Wf~l=Bi# z#G02t1bVF{2=f}yE;KaIHMa(-dPBl+RUV<5Lo@IMd!3iF+H3%T7?_ZtI!)<3v0{Yq zKT85GQVuu>S3u!&boww0^a2)%fWd)+P zBUpe(c#GxT{DI?`llm#Kffwfv+J&K(=x*Z#4j!-=hhfAkB9SCQRPEX?evkc^m4Xu8 zRNRI_?1Akt!LNXsiT71MmZ2c*X5zZl@$P-JG4s4hR3~6EgYw8hzuB=`*FA*}^VRSR zBga-u%-Yk+ii!O)pE@LN>HSu?S8FU8$J@10LkY??sG#G7*%0zE1_GD|^ut*|Cp>ta zAM&>MO1F<5_|^1e$%~Hu)NjnB$=R{bk$MWSi*=x$+`@-*$H^PmRGDrQk4KN^+HeHty+z7nKFQn%U z@3n37S({Lx`mRiOY~9OD(>DIize)<_mRQn5mFUil5VjN0x~~G@6X6$cQ0b&f*Hf1} z`-udA6qNuz!T^ND5d=M7>g19A!&!Ag6#%R9XHt_a>y0-4IFSjX3ZR#=gE));XqO?# z($H%rHAR3-!36*o6ZoEVjNNpOC&o0L{Z`etrts8j^;S(^hFa~o6xPZZtpNQr5^fY& zc9~J`H2}sZW;p9sM(ByQpRjt5a~WOi24OPcy%HhPyaWqmxzi|UNRPU~I)|fTI%n-& zV1?vOeN9E{0NFgA%;jZ2>Dfx8Cq}ai+3JWkOKI=+I&}KUbetDS>U^_v3zdMvP~7II zfaG*q_5yJEhQMW5RVMZ+_WbV>OEHq%W2ph9H|sL(NnwxPfR_5VTcLivi9g(_v^TAC~lk(S=>wd_As8n%PJx|wa%g=qsIg=?`FwI6AmVs zvSWya14BUeu8x+nwSqBv`NUE@$c7B8RZA?)WH)X1eG-p`*GMF}6lPC;0OUEysIYks z%!~Gf)p>%u=r9c7D`8l>05>K+JDX_$>>xw{kPW6#G!DJiN;Y2a@grpb%!tXP_f2(; zgE6=Z478foPAtO2tqPzOuYe>S?Ktd<3>AW(!`y4FJ-5UYI4Sy7Zw{{kW=#I?`D8dH z(CmHd%Gy~ws4yG8-Oa(yzMw~4(F=#!ER2^zi>935D9KwJ_OnJi9ln>E^I14RB8wR;6a(! zrFIx%xXEEO&amt2!4Jl1edf?gYhSKw6j zhq>3M=t3}u-@4_D@@q6S-yxVpV=3#7bNLgkjbGrX9frxOG|baIPbi1#gIOwVtkJJl zf#qjUpDMz14T$^i)25$*DH-f(04Ja58E_@)qPvXl71-HWBG)4!u(W7+PdYa}pcjiC z0HlAnyGgjv{*s-(T{Q^NVhzt^Yo}y9`6$1~SAGc{t6+lDCa?6!g>V%SscKG;;D%Yj zh%mW+|~zyuTk(N;qo0o2B2(7#5(uTB`piSh@nlEuRaZh7DmpJfkK3NSiJazXuL zw;SRv!+cz_gw!|BA0iF#qwhVl=lqMQ9DMBQ?TXCvKS}Yk6~QC4RbuGwL7;jw+FA#L zb3qhyhLC%Fx6}%P=>fj393?5>JHh~sFt#QUzRG_htgZZ-4JZ`kt+{oo=^_^qivguaof zsp;a8giJ-6waUYltFbD|ee}A?;nzCsdL0H_(UG@9we2J9EI?HbvEtTtqJK$>na}OD z*;hg(&yRp>b|suLVXYaR% zb)Loipi3C%hXVCx^$-5T(uZvu3)sWXWb8by*s$og;NcfkUl1mI@NhEttg;B>HqSqD z9NG!9=xtxW8UpkXIAvQm6Ex9j0EzDihAtvd(?{EPn>x;9;;mr$4}w7p9wyGaQrb{J zXp$%GN0V*HtYmv(gTYZC1f%3vD3b#W!c7}D0vzmeY4=WFFz<9j_*Qh7AjE=;8Zhyj z?c|KMKZbL-=Cmu&i9jDKZyUlnLe{b4*bdB6)Bu=1xB$1=5zYYu;CC1b{3kWlWNw8J`7TyNJgf5o6f`U-sWd^Ao0C3RDG_2YS9K z02o-&@Z%CXXw+n8#h?j==u3b!Dg$Q?W%HgKdXrcueuP6dTpX=ggN^$JT}*+x-h>S6 z69ILDzNAITx-n3Rm=rczf)QV6}S*+3X}&H;Jw-5B4Y44 zfBdjL#o}iG;VWF$>3po~sy4LF7##zjOf$VKCa?BL&U~-9rSXnigFGgTErTzog-F+U zfD?m}$L6SFT-{hXO2~mYzu`& zLwK@lfXNGZXpz5DK8|t7>PSZMDm#ntBY(ht4I=vwLIDbv)>tJ=swIUp67nDh`L)4O(o(Bs+Krkf0hZrf}CtL}EC)i%iv%;W= zN`W!dYbJzFOZf8TZmQlmpn>8=yXVo5QTlc3db0 z1+R1ufUWIAHx+!?e2D$d!ujUU<`-K$`qZhjSF@_@F9&>}d)ZLo+W@!(H*&~2!KXUw zyYXOIz;j3Q>3+)^(OW7^`{}Gf1!54MeicAU2&mQpOj~{J05D^6R5`jeD!Set6;&wHMqevfWCZfRO#9gfrOSOQ z@GV{q%&QA6^-`V3^@(lR!XS4;Wb!`aSD)FcnBgRu*#%&lwvC!cWFB=5W=`wMgP*^A z*>;HaMhUo(-_JDMX+mxd9}M`rwqC%pS?IKo)avWAmn{TGI(zuA==jJ&lJ`h6?Xz9s zF)CL)&j8Y^%OtJ}eGdS=!)Nf8V3t$b zqQnyb{yP{VHxZH@1iqC7>`T1h-az?{r<^aEFCu&lI68QuqZ&3!hlY-hKj6YS?S5;F z7hXTOpAO-=24RJ$ltKMZ$3Aq@V>Y4htC3V+sv?z>i z-D7D4?ie+Afm1u`1j2?t2n&~PJIr9)_7;3L(aBv?l2BB{iIP}k0!LG-Z4%=N?ROpP zs>6Wjlca7giKbt2yTSvwa@LQ@$#eiKJhH&ak){r?N0i}NO?^p;^5n+hME-*DukV<8d4ASXCU9s`V&FQkj;&Vq5Ya+r|k zz`PQWZD|JIUS=pmrYq*zUFKH#Iu%nP8$ivi0Av<|i7M`Pm*{t-#q(fY7Hvy=S+6E) zz^z;(V<1@f!pB+zT>o}$HOA|Va?7_+wyXI3`B^CVGC{M$vA93Y`HeA&b1T@uv)K!% zy@rn&eoy&g92CW4DdpQf|6t_wdlGUsIkRULT1AIroyOU8?Ec(cgNoJPgF*V23+oMU zPMh70vP&w!H#?!FTJs{1zFi=EB$9%{GJqNlVQ&cv3o8LSPpD+gFzsP3101<)!0%9~ zk5f=ciia^=lRFsd;>gh=h8t6{GPM-$QJR+6Ax(kBGsbk;u1mex* zb4OnD-9YL45W&%^n$6_#rj7JlByJ-Kl_4tihe}9u%G$&8K!>;nD?CtUP7)#3QI>A- zv$`X5esZ!5p0Ph5q*n`b<-zR6N|F;63eC|QhtN?7%j<~Owj06cg)YUi6+>?g#e)E;1hC&+kk5izBW#tt z&BZ#fvURfrtqfBS71|nmw3xsx=J40A{3Zpftb0A1`}<>C)jx!WCL|utEm%fePg#Q>^fDi12@1C~&G*EW%Q`7a7Lf)@bmzYPoqh2T3j!#e?e zfR=XoDr~qa@eUmikX@mJC{wN~(FfV?`PI8{n0GvKK8vuFDD6Yp;Q`@{qOdjAPc{;tN%vW*?KI&FGdT3T7^bK=&+SMHx- z0d8xhVdndAtD_!$fN%P(K))JEs$0!}cOx0kn=nJ?XBsHGc->{rHtsS2$f5FZTx!?_ z>&xv-2?i>Y~k}&H@hBX zYv(itsGOGrYSg2bdmxoPV^O@)ehfc@8a5m%Fc=)`0vkg&u+!z=G6d4qrH9lDyJ;;M zqb3U}7MqFER_F3G5_rpq%77B2@*yjmFD-D!!CKsj z+;$h0Uw|A+nszoyRE8ldu7-8#4ep=p7P&nyG6=*~l%hbQs*b2S(0{?W0kn6?;06?@ zicqbBDdaPY{E0H7P7s;7t+9qr3_F>Sd^_%pk(Jav83nk zkqZ5$e&Es|Je&$-#w@}%Z6yh_!cXrpUmc7+`z*W@1fhFalceT-DfG#&tZ2KYZh-PK z!FygWQ9v0IFrm!k&s14$@MXjEH~_tA6eKjjPD*D^UQ>^Gujh9tx3^j=#6AZN4Gs6L zGHMrtp6kk8bdJIP$%ECs03J{>Bcxulk4^EQrnK2a-DE6TP7)r1yP;;v%YOLsY@63h z;GZIEu17B?PyEXAN8sXs5`c#<#QLo#YummCV~Y9p<64w!9%KLEe>V zbELUKMpS1et3(91Ui&e?b`y8uy^)X4-rXU%D_5L`Ur1X+Q8S{B-O#kb#i5!B3)Hov zuS-!O1c>ONvRyot!&QFPR5CGzkB5%kTy#GzB*ziwfaR=g!`K5@{^|5W22^;zJ^*6P zRj>Cj9boW=^@mP82*rk_!kiwc~s@%7O3)(r>c*Hr40+M_FwP`vRfQxDBDep-mJ$Y90=6#SD?jcD(*ZzeQhx zoh0m0pg@A`yapsZ73XeaB#Lp_*9~jB`iUE`${FFr55bo$%c3%v6P`!WtH{O10;`Dp zQ?R-_WE@dL@fat=<=yUxW*}uWf-+HX1cc4O$Vc>?Rj|6yTy^}Pr2&e97cBduvr^2l zYAH-meyFc%UfP|eTgU?SI=F0?!nPY+d5O*%S{iVZqnk}Ub?VePqw4)2xQDIj)Z>OD z=ROYOYNKu#g!e#A_vR~Ww>E&()&U`M=EpGh4vj4A*vS(|fyns|AK0TcQfaqtS8Q^s{^`1fP`;!ZfvUyP85}>fVVY8C68fXa54{d4@Y1Yxy?5u%;KP9pmaWnks)ju19D-IPLtN9Ys0J@| zhN7ShY6Wi~UpdanFyg1Tc^sMv9X;@a)4dNYxZ%(I|B8>x3<{3hDCbV0j zY=Af~?E)C~lgx&>|8@6yJpnIXjX}yC%VbjXIzepaGK10}aZYZUYp#0ON--bCj!Duz*~k`sOlRnArrE}|H#+;?$<-bO&1n#|dJ*;Ocq zVszLGC2CM&JqV2oms-U#5Pq=+g2Nz?BJhi2b=H6GY7K#}J(!Xlj#d*u=dzCT?9Vk| zx}xN4_zTmowOZ=JE8=g92;$gxTdg7;SI>VeLx6$>n)*;3^Z81Aw&X)+XShY2BZNYYSMe4 zH-ufN62=^atPS{VWe}A!LDb~_nb5}r9aN{8&P?8siDuM1Ky^)SpFIcUw;yzbHVdZH zm8Alo@&&vY2s@kXgj&zgIMI30a&@coi%vIKIIo%}lx0%tvto?8HeRb(t76|IAf-aj zo>?T}gH8z}h?iU4%)583e;xBi)oUe0y8wvRBLWKRzUxA6$9kKr_Mf%N_|T6^9-vmCga#TEhfv{(b_{B2U3YP~dsnoPR4f^Gmakmc~u7>czyLnFKRi?^n%N%81g z9r@(vR1El^)oJwm`sm2$Kj#BFFV?FEP>pm zPY%~k-gB@g zHX})*I4Z29m!uRpKa5>vkJnmQ8b-Pg`#-w08_3U+F^xZ#IN2-|?&}yC&z)|zqVWf)|IdPV7zu}UFM!F2o`jLtFci2=pi&W-0A^GSrqI+4V(sV z7Czk$NF`pOMjdnrVHGE>A2^=C?5;?I3ZX#hDM8evSgX^cyaN3rF7PkErm7mSzVHe> zD*(Olf6?~VQBk(--tf=^3^4S7#DIf@fRu!RLrN(jsVJQWl1isEG9VJ7lz;+?fEb8` zQW6pZ5-LatNJ>bEz;|4F?`J=Izk7dcy??wc)_U$og_*go>pafm_|+MS{3_&-c_iQL z4wC>7vcto%$l=F|;KrARqmq$hWmUl_h7^cgumO&4k8B_m9pfuACFY*pNw|M+VHG4G z)Cw5;fY_iw(nZI@=q2k9K6xDmK5{hDs1=u#yjMVknmTVl)@ev)x1s>iIL+{5@i1%V z!FXY{Gi&DFtwQ7Qnxz_B_2r6X;Lm=fSb%?cIPgw}s`|u9@EGm_mhlHo1X$`SI6tk& z8)K##=uF`PA~Y0i4h)>5%_te}dGIx0c%K>S{=09YhA+DQV$>y;6&iY~=Lf zQ}1lFb3mq|JG84ZW=k&yH<)`2;-hN2fM$i|TyQhG`APZ5rO-frW`;NBh;B0Yzv(8g zPJtAcA+vOD6J`=feCjx*^bC+|Xy!by)$rd7`Wl3&8GXHU%{*ImI|%< z)eJs$N~}8a00KO)Xv&U$B@o~MoqeUWvj_kUm^(5`TG-YD-RHN*2RF)>8Wg{8gVnLz zch%9;`*iuJT^+!SsO_4&wxcbzPdLF46NozrZrQrJkOkl&wpvOmUnf!3pB2J zpdRo#4+iptDwhuHQO=gyLpKBYx0T~>)jk1k1yO52O9HRc5Cj6%!6mZ!4Ubs(2elXG zw+AxBjutGTm)C%r8a+_cxf=1K8(9q^eTLut52$D`B zw8B3FjSdXYKt;*IKZ6eeH4A`x+beA`a9Al|lXlRqO%>k#K0goGA#exM3ha*%r~^SP zwx+Y)u8^~AH_-NQia|;<^7?=~vmVgXQj$;OR{j!F^z5)fdr9cAyVn4927N)ga^Nd? zpkSaF^E!f@PzrAc4Dxm(uYG;zkTXiYZfr{f@a}o06Hy>RkRt*V!ZRz*(NKE68c`C! zU%~075DSNX_UzeIp)|tb{o8Yvo+!T9jG$jprD9}w;MZ!ar zvkz@OEuC|AbyWq&JzS_WH{TaDOJo|D$F&p^1?L3RAMg!SQ5A-4qvIRm7>X`?;W+dViKjQ~-Z9);D_``|L-dMQHn zc4emKnvjpR-kZ+k&%EL7<%OgLMDhBVx4Bm}{_6uH>Ss{LKMaxHYKLQV$(68ZMoRMS z@5Hax;USKowYj`KsiyZN6LWEk63;{t`X9w7Xn2Ex^H$ybh96RSqIO=6?z{5Y3?0aC z2X)7Kl%@=XG19J;x9X}AdH##MGTOP(9cpBcGVYLU@Ruvs+900S2Cz&(C*IH1rXg@q ze9Y~#hs9N*!m2&Ev^V22<{`dZ;^$=*5|5nfExV|H)UnIT8Xf^CU(jDj*I+oDcAMQf zw0N9CuX3Q9XT-6dpCOSTwz*jo;g&>yR#n=q9?;8_QF4>?)w4rjeM)UX@EpKC4h zgj2Bc*$dc7FsGv$U>V&h%`NW@|Gv7SfE|RGMKCoad=ITx)!q$SZ;eWS6G~*H^uUuS zLhm>7Ykb;J zDY*KvP_**MO%+(nwg((T>IXORP^Ctx(B@( z0~UAybebUtVP)OnB}9wCQwN53X@zecfW!h|7c)No8}qK&R(k%@m8RDkH1O0p9t+@- zOs`Eup8H8CIHC1-MI$J+8it*u3@OJHuTv5H7f)Q|T5Xb^I+&BbUkiIk-8+FCWGFu4adD$SNQ@ zbXT*3@u|GgmxE4NI9;!1zBq`kDPb4n(NfBab{4npI0-e-KMtwf!)`^q)dFiGw!8_^ zm(NGNJNZQ5x&J{geH!?V&yrj{Ma^!pCnh*&rQx+&9lh{5{TVJHGxzzTR!Nuf+T!!c zRc=@5-^ZsOoK&Z58lZ~!jpacT^4wLIuc<73rl<*2h|fBW3K{!OytH~meI$^1>_wKw zOn+T|%8!e|y3O7-LhIkZE}t*7mAeu-?qWwC8SN1Z#RMEV5|Z0`P&Qu9dj_Q`f7zWX zN&hkCiS5A>s#%k5LoJQShHMk~@$Dqtg91vrxq6xOS{YA#ljGV1EFNK#uy3F2Fx;s= zUU1$>g2bk)!;5l$b@M7A-qtCpO7ym%nkj3Si=r{T)VmQMxQiSnH|)k!n9tMck>hWt zP_%vRg0!J8>GIyLBaT_r6l9cY0&w0+W+sI2s`;d%KK6Yxm2vsf8(Xm=17Nu)DlJ#{#FnZ z)rSq~DZ37u<^Yr(I6LlZ`VToBfJStk>{i{@sgO%MGZcD$J6$AR#)sZd1q5xPNle(~ zM0sY02DG2RCtxAJYb)Wiz8Q-hP!*Gmvb3OB=)IOpQ$uR|CB$Oa6EAyQ?i8efX&Uyx znHV4%Z0Pp(yv%QdpPdU8KWNZ5#$?Z^S#cyXrJI5J_f-ydA*1FhNOSf&75@H;g2Do; zb~4`LQ9YJAhT;wClIcF<{**^)sG$oO^ACskaN3bJIW+-C9C`hbuBo{pZA|t1w$F*5 zQetcP*t+Yqgp-Rj){0nM3sMej@2&;jAfa3W{0_H$dO?NwR+Ys`@9|iT2L8sSCU6o8xJiLXHcubQuiBu(jgHS?TqKb>9st`52%t05GBO>-F zCSBEsEE+Zo zqNhF5Hw2~Q)>@XNmgW?pxH}Ika3Up{POIq~Hs}x~<{f)@T`6=D5TsI3F)w>q^H$e% zc#|#H7MX||QC$s-JEjN6bNKGa@Fi%%Ddr~ws3Yxh*m4o6`q9(D(88EzGH`gVa0&() zhDquD+^>tK_;QQWcB*I^X;+bQl~U`r0S~YxecmL7k#g$k(ijm>LoR*#SFNg6NWl6? zX8PvhDBi+YE19w&pU%i#bglC^sl*jORMA!T#q2)wYSRP-FAIt}2Bo>)XeY%MR{XH+ z>;$b9Gi|fev1t;hD`H*{&WDro$;<}0T&M!ySlt93b0D9>Ab7hZ>+Q`8Exg7`n1NKu(eF%cZ?weR?lMM*`Iz!-?|6AwmB$Gc)yYHWQTW zr%qjbPzfLyC^OSz3Q?)R@fNG{*umajitMf^0Q2BCL)(;BT+^1hvkf+go;XGqUP*bjgFTNRO8g=&(L;l^@)?kKz3mwM9K z(Gi+Ef-f%I_kP2V!gF(dc=RLm&}KV>8v5mdPL-V)D`aCbkKZB*EPjGmIG=^#8!)sK z^i8w;pZj3*q+8Ify6P-{4EwoJGI5W9@5eMEjV+n2sF_#@{YU1%`DiGj&}7=r82rvL zQZ_qqqdSBS1hck|emK&h{EP7CvV{_%r(axLoa}-%`|KGz@B}7>4u?ENe`G%}5LJ!l z^F0u8e1k#?;*LS3@5>wF>gE>JF!pZFw+@1b0Bt|&_6JD{syp$7!T{s~ARyqcSzw|D z-VLJf?+tKigLMP0lJCy(_~+0EoDQ0!jV5t=Xj7%MapR6l&Sae?qF5-cJsX|eikG`= zwGHtWmqni%36)S7P-lN}X-+?M^Pe_`iEF$TI5H5>*|a7LiMD+EU$2Qo@M~6$Qp6E#;Q2+?%BcmZW4t7Ls_5^_frGz~V|V#xln+5;5MB9!VQ8t< zz)kD|XJzyI=*!#A<{B3VDZlj7)s$SW7u_8o5 z;2aI9tr%}BjZ-b-JQTcxi-v1^X;M`CF@W$SDRp`?`@rP|v&QJKr; zrqI_pb$vcvfUn(HUBo(wOI^JoSx;VO3h^1+AZ>c|`nkyal*yE9LBgr_LRsi6IR>2t zjJab+luRyTa#O0z=0F`C7>< z7&7l&(7$w1`q(|a;xj7A1X>dA9c#~~fQun9PDQjd~QYvB?rlxR{MreFZ#rL za?;T}3Iq%4aT}yZ>M6TAY7#+yo0xZaw=gDD02=XL`Q-90xNdc=XFPxPsc`h@N-Lt1pC z4dqU2C|lJ-FD+d;m`JUq6kT<@V$3O%OEXJu#hX(yzo1X4hvt|~K^o7-;9y@}!m zw3&yog>;jb;ZC8-z|Tqt!}Z%Cs0d~&jsVgC2V;~?xp|KL;7J1yHkHnb`Asb;3L*x2+%3sTx+uY}KsYkER@MBM7qU@# zwVyL^k_?%Aw=6up$mcVCqAE!UOG=RI55Ixe_ZK-aM{wDiqLU@Z_C zB|@e7>tP6Le%NziJp&mb;M%v20=0(mobGG_twAh;ld}q+rbHpr_EO!Ra_5n`M=29~ zKo(hl$k#@Q8DJv;qrM54yKQ&PYdRsa55Kzi-i}mqc^Gn~#GJtobc77HQ~nsiEle&M zz;Of*i|=sY<`3r1VU;&XskeV_2Z~5`cBK&sK}>fz!oMs^Azc(YI)_s=jw#EDHK94D zn9g3Q!BVe8!n^B@As$24wWcOD5l;`Zj4WR*hEr#BU}f6hVBY2Acd8QnZO5f2Cn;#i zCls;oLWz@AOYJ5wtkROsA37eh;@zbpRvO~nDTqrVZIKKQb4zEBxeHB*GylN68rBjo zR7owEyy2MKpE@|8cn$PdJU4@uQ=?BXwJLcm>B^UzW8fV&jL9MI&~W_e+oyz4e|Ghi zH2>Wx_5b6Np5ArDU1NN;4@Jiq%W_-?_+_u7d9dQIua=pSa%dpDDdoN=V6NamoA_X)N4(<6)4 zA~aMC+&}YmA#!pxAId^c^(W>}&!}Eq{Bc>&{t5ltFG;4^CAMBK)EIwt1fPcP=1&o; zY07|Za66~lad-U{s2>o;E5RuQ#2|ZbfGrB+l66E-3dmX09+n9Px)bqFT>V~&Y2 zsao{(Agpxdtw~l$i<8*GZGH8d=VM#4WHRR^m0Tnfbw72+oog~#3|HR6+ubL}0CMG~ zrmAy`o#Hr*s!4x*`0J{1pXyaVAs;zz4RH=NLqnL9oPd6q_wn}-ZMFpQ#N*qtQmYSt zzbALEvNSMZ|EFOwaNK=<{D;~g1z*Yquj7-n-cwVCEf#q9yHsy2@FFA&{C(byXO)#X zAf1NJO}D74p!CF-(7a{_D1Riei>NqW4-<(9aTWEG3L_MDwFJ)&VGITI=+YIR5-|jh z-kdq^`E};n!85%f@PzXQOu>0^;l(1P+rK*su#v=plp7C^?vNubNK`r#mCR}yvd2qJ zQQ%gYdvJ$`WrH&SY#*lCI=wp*yti{5!h@wj2neD=u_{caFV+A})*uB0G%QMlmIK~X ze2c1Wdi9Upp%hg9dKof8-=s;n892p8Ygasi2=u`t(~BO#RRIRO?kB`vW#WzLG5*q+ zOxBqf^QC3OHs-w8bz5t+?gnEThy$YD z0a1pO1JDBM{kvWtv=I?64R5z-`s7mhK*QqF6w6$yeEtL&I|sfQ!%182~P} zbK8opnF{p=#<&6#tj_54V?#^EhH+d!B>_51Y2MZE-1g^X2MTF#sFs;a7;Nt_OeJH< z6C8RCo?X8I4+WjjRD(!MAXO3|Lw`^TDMnw? zK|I0*L#r&$f5$MFKwSU5?sQe|N<_X$NFGsA?1phlAW;W)go+1@pS3j#La^BKF`?*_ zc6%?zxE~)6jzYF9fG?+J?}B6=)F8h15++u+fMQ*h$3u?XaLJtXcKR8pac4xVA_tyW zC4#hV98n*`t0Ufp0Ps8L5B0797a0L^|FqgQA+!K;IOsUS^8-VEX0iQ|!LQnnG(nUn z>l2dcgDD-1)~Ang|HpipNBmXWb90+cfb7HC+LA%V*k}kr#V3U*CaUj}rgIQ4`tiEn zKsD3ig+?C=n-0!DmxeBXbnfsScdP%Q*iAXz;|7~<5ps941J}7o=~dl8!a>3qye&k+ z20}W%6_m9Av*|v3`?AoqJ(Xs+n=&B*O=bP^s8Q_5YhJ&0MjY>{kO!>M8qn(oYVZZn zDhi5W5Ec|*s*uL4R79HtFt5?g9ytjm5fN<`V0Xt>7fx(XYinVSX}^xV75yQh>7_oM z&@bonQOs+q>FafD7ZfnpjzUdcepzaDNjU5Ro`b9sP56X9#Hpw5d-&r7%&>nT^b`o* z-qrk@Mgk7dIrfJXNGf-^b5Gvn2QNTmn-OOt=v3j5^*8{kk050CgDgKfM6KP^(}M_) z*q_w?5@XYNgA7vFGE@h=LDx^xM6#G~1BCXGu4wElYGy{_ z_3B$qKYZ~+mq-|1EP3)H@^W;%IYv{QuA~?hnI+DGYIUWsry{YxD`vMvx4&CRFc+t` zNL_vYS&F57G@)(9UoC&`h}Ze9Ilk*aHx?HcE@Y-dlrQC7_J?<+TVN&wa9uU}^*SvI z5m@9F79LQdD1{1^q(yLORs|hMmfx(X^PNaUb_TK?MX(?XY@CzlL%ki70_!%!IL87| z4md#ll^4Q$>mKLH=k^$M36#FO%-stbE(`b1!(ItoyN-^|hhYzsV|+|(8lg?L+85hR zTtGVvC%l{uEY*?1sl&IS;o=^(pRSo1=Oy`lAey|`t^o^RW_DH;j-5Drt~3_re}cAe zCT%!RBLarQZ0mc^o$dOz(8J@F_vbBA9P`$e)obuRTURieF0;Red3RRWQ zl5DrOVc+Y`3(bL#|GEXCqMwm%p-Cq6rmfb_hLpS)QTLRfCoNHu3}&MAyuFn|R2kR- zQ1yr){urEsLWMj%h(4$Oo5vW0a@L!eoxi=VF#;%aP0jJGr&w~JMas@T_T9-e%ksw- z*c=LIu|hu<+}K`#5OA++*PK2dlrsZ%5X68huPEoh^db$;=hqTsGpk!bF0S}>BKuWd z9{K49y$BFp2(?r6NqIWxNkEKCXS<~PG%0qQ&gOe>>fVN@;y&e@!U3$DeXZ=Qc#Db_ z>-_}^Q=WaN7cygL8tn`+?_bOPUh792a;4Gk1@qg#pl$)z`qnjb9pgw?ujoQJ ztA+3#iLIkXbV6I7ezc7mEO+*X*bp-eXqZ>tptr~xLX0gLhb)qDf%|yXPVL?-B-OB` zI-{Q7`R+oIxUHI;-C^&&Pl z(-L-QUN5br>w#PMqW{;HGMZ|GfRT;dk5jv{(c5)R?t2Q0dy(X`+nQ$t;JCtFFQ(WR zHS|rhA!SO?7ok{E#%1cIe`W9OXI^dn#%eTf)appn*N8Da#VEdXnQJ0D_)+(6HpbH{gYHYLZk(a5P}+IVD}f^5UCD@ zeP<@KPUE>lYn_DSnZ=>%&0J=XI&z0vA~ow~<*WFD>f^Q3BWO-hj?jFK-r0?3jcH4r zqZMJ5*B~G|l=r9)DkkGqMwkoO`Wj~D_6a6w>G+SuSRW&ve&Zi6-%@CT6%9UB&1NW3HX7n7LeiYnyf77yl3ASkEL|!*@Fqyd}KQ_tu!> zTDk}2KTgz+7yzRLQyD`2ARj2%RshCLa;(Y;EG+_@8eL%Di@Y==W%*c&{5ZBpN?i`) zY`FTxpwzi1MWriAEU$%XXyBe{-4l%^=dh92`;W)m%N1FaukTMbb@P%_VIen=2An!L85znF!9o;ybUDyIj4F5lxXV~Zv zd3^d(@zvHCAM;CisCbwwEy=M| zgBuBvFj7{IH3=K+F4y5*n6)^L=6}%9dPTjTCj|WqrA>{;E9p)=4LgbZ3&2f^Cmgal zu3k}tZoaUd3Bv7iXH1jO{_6Rsgx2Mq4AyOJrv`^?`lqA&bo3Nb?0y}LsD&rwKbzCr zE=?@R052#=Tnlo)mfA@3J8#TB)Bc)jQ5L4agT?xqYQ<6f5HE^Aj8koVEA{GZ?u&)6 zks(aYWloG6C#H@@YOR(=U|4_BMLf^iLOfN4W+T!=Pk?p*t6l|W!!Z_)qX0TsqocLZ zP&oR@t6uWxXfN?qvH<2%^OVZZi9WuQW9Iy2semtc4=co~cW27$DxK>&yYIvEeO#_d z!~1ey-uVElX-49cO(i2NfJ-Gcgt%&6gOp0HzChW+sJdZ#2ZfaMD1}h~yqG9#^gE1`k&>lHF_-eQlr3}p1xoE_jjZ)GfRr52i#bFgAsX_CXq2+4cUmnf zIwH4vz46xDFAIU^LNODzCt~<3Xn(+9? z#>>K_5BpYOkuozd{aK}Z$qvL+n|CrP#W5r{DorVCWwCqWYGPvHGA`UHceqIR3SdlG z&Uh1vs>H>Y9`CLm&bjtXW%E_2vxu}gE~bm;W@M-{&PY6&M_n(~yzzIm`u)T+!7T|R zL;QLg*q-YG8(!o|c;KwaL!d{CNb=J&qy<_+#N;sP;6=RIsYoMJs#e<=;Rv$&Zksi) zH#6U3yBOE2Y&MTmZ~$O#cT``P(0ncBWb01W@q47mvSWu67y_mF@Bdj_d;e7T z=}4X#ZAQTZan-DvPW0-EXy&*({5PGwu9|+>?8%&-esVXunYMK{de16Vz~T~#jlL1j z`CGe~&U}H?exQ-{ZT~Y8+hHYHTr!54RxLt}f;0Ol-zqId#glz+mtus&8$z#pD0Vk= zSqX95tiqe-ifIzmJMi|wN6D?DlvQb9-gcadslFq z^k{w4PKcVmps`NiAa-Z>o;WIk@aD%x{fv9l2J5<4GY#$iyN6ZPw+r2VC+-hbms7@Z zT>Q=dim~8|Jf2MOYbY}#V_*rRcBG}Ww34iO(Oq;^rR`VSYpR6Qq)6;?zoTmC=8Yg_ zCM;t;nrfn5Ti7(Nr+V0$GO*!->78g1)_?k2WT460Nwqmd&7%=g`ew$JDuS#kfIO#o z+5V!)c04ImD;d-3n#h?+;o;&iDidb%j3lfVYGguDWGfi|q1gUhh2EoZBV%qW&9kOZ z;kxDUJYi#3qDG!ybS`*W`wu=-V}YTy?*G7sHASQk5Ll=C+{@d6m*kC%k*M^;|1GiI5dUe zOw^dS+S2?dRrMv;aON59Pht_Ywt{Vu|FEjxenHdT^GD>xil#*LE2Vs%Ugx8*f)=*r zIFOMbqHbWjKcu#Q=pPQtvsTE@VJaIWi(~h&@DBJY!9t!VptYVCH0O{YE<4JWQM$i0G`If1CIy3DfHl9tT4wXLIw7KJLhEub3O_ngF!z>2T2 zWNyDM(};$kFcjU-9%&?M=ICgZC~(@~S~Gg~i_R?xoP_r!-cDMPli43Z%z4e>Aj_n6 zRNun{P>BdE=nbS#)a;n%t_SWiS%nMnguMECH78%@abTq`Y#3mrw6L&%_E-mGhsGv1 z-aG0d&9$2woOj}lG}j_*s){_C5P*QR(4Q6}!K(A80oUk}V}O<(Y;QX716)jj*)0>H zEfXpLrw-3`nS395&U`cHXqMB$_ejeN46TMNiDqo{*mX6J)H_yf(ab0>iyH;`7y#`r zh|6oq(-53Q5yH?(``AZAxHz=kKQ|>b@*493rOy-kIMZ%~6Xkfi7VV?6{oP|flH?`Yx`MgA?dQEQz629Y)_2P-rATU-74qPwBRZ_5VXKMRNK zn^&cY!%H?I09V0%5oh`_teJr&KPudzHk5l1$h3*&>xh*S{Lr4gK_v#;%0IvLKSWoJ zo!_;JHr5BF%PVj-FD_mIV5SKsHH7&_BtZc~<#se6!COs5fp-@U2}qZ7Nro-}7c zbLE}Di5!vcdk#~XH=_d+wg@&vI+|@0l!qdUFhR{lEL1E_w24+%%$)JWFlQ$mL)(Fv`Sr0D*Znu7t&UAyOqXIRh~Lt*6j%?OZBNV-?0b()0?1^gE=PS>PR@S* z)Bh%%YSvx(FX}_4BFnA$9RG$ss4Xi(a}P?2J$Rax}~vYk|kOQ~o}84wB!!U+VgI6bpvi8xky=#e0InDSoWw$LW&9eBU=fPDdf>U1_~ql9cI%wk2K(_$%g-Ey4lZ-4$3(oE6bU1=TV#1! z%CW>SQ97o_2wFT^u4^zPL=XoaHAt;CJ^@a-5OQ>0mEMO_H$TfcvH|q`>r;09*p-vZ zN@i;J8&XTm?CI^TWhwST0O5*y)fYW_+m@4X-! z`Y&=iSg2NTfIKjT3E-mu8rJdCr@c4%ksBc-PC=ef`)4XerwRLQnVlIj$Di7;AFic( zhu+tp-X&$d`57C2X~|~B@0ffNK?@rrR7Mkbh>{=xoF9xM+NR^u%NMZaXw@0bvg?N z(`*+K)zyt(8Xv@Kli1h+jquWFK%t5r(Iwkz6Z|Adk75FcBSJ>Lklim~kL+R{^*l8& z{$ihM-cu6PlK5nu9Fbb#drG+yN^xh_1^HYdB8gDKtMe^?Z6{uq?eR;&$C92In4(G+ z4;KwTQPJ@Hvyt~UdEFx!8{ZPe%lWhGX#Dg+kyH9egK>?x`Pt>Craq_F03R->i$quX zaEps!C}@3JcROd}+U2WHv|u9=|9G9psWHufBPr;Uv-u^G@Bl>xZ1_JH%ICfho>=d@ z?eNaQgloL8&o;$`;u~v@aX+!N_=e@#+kE;z59+umbuA5!h?P$cf$_Yee|4O z0hiyW(zOpglw(UVR@R&hYK?-}4to{{=ER=>VZ)`k`u9>uRKm5bQQ$e#K%PXbI09=N8_Ac=@VVEamMcLmxrwph^^wa{rwVOT zOjU~0(@mck>qlA|)3q+*UJuSMlVxGTOT#%O%3BU6&{VM1&1m3wq+l`>@Rd%L!rwL_ zE2i83^^}rkmNAXP@MrZ5id=J)b|j&FIj+D`VtJ^3BHsSmT9XiKAyKk~+s6=OLV#9$ zF}!1Rh~126By;|^e7C_Z%Kbbu=LDL1Y46uaXYj}mUu&2-UH9(si~3&Ls+QZPCk&)N z^I}~NK7MKQ@~HLoU&HG4^gT^-1Bo}YpcLxsxCJaqNbwxAb-X5?+th*Gk%R+-Ez4KtTQd)W6r zy)(6U$NBFtuVNIILKPKk;UZemIKj`@-13%Kw9Tk@4NgT20s5qEEE*`lKv#&xnrX z@0KK@Aot11aU)_X$|Rx1|13t+>FHLPax9&eOv)<@g9lyV#{!ijiiyeJHd%^$uwDaM zDY(w7*Xn=#e9yw3Wc}Ng=*F3^g_dd_S?Q@F6uAauCXyvLdiz;m}#R4GbIL))S6tB)ofJU~tfhzpYtD;> zNJ}HSR>$yY&8UDk_w1iF$Xt`|^VQAiP(~X(BH0TGMTP?zp`Itf9r?r8`g%3l`EZ_< zw=j#`dONb%NELk9QoxZ?JNAzJoT3ADMH976IU)u~(mj}K%ye1%(*1|xL2sNRpN|L* z@q{nQKGxVyt>e@Aenr;W@J{?9L>KBo*B95{7D=CWkI=+oR&=_78zRo9bBgw>2BuxHsc zMR22a9n)hhALNSjCvEE|GO^@|$JcRxg1h`jxA`vkFC1PKKp{CXh`kI6V)$d2@U*#= zzj^iRg*7)A*A6vpJo|akH<5L^Vn?DXLsOUK@Wz z?MPCx#T<{)ki+C^kfF6m)-R#dr?8*x_Zj8G#I&`R^NC$`-$0*dq(LK@cn11bcaD$T+SS&$b5kP~v%eAv{A zG8u|qV#>^OUo3L}ZrgtIPG^+Qqv;z-?0||#DtRXh4yKgt_NF+?<6JsB(>Z$gXsTY* zCHIpt(>MI^&k=qy%>NQUIb9K^?*ARgsR+mkITW-^|2b%T0kMREJq1V;Z(hW8#0WVm zNd8j#iQpg||6JA>i;=r?r_?7B3U)n7;?E%#Eyki+P`)ywPECL_O(jE$3hD|;`1Gj@ zXpvJVu;rpO#0(!)pUd*zIY)ksqVBl%m@~lwV@ALB{Jhk$dsEfIv1iys*jalwbog?R z@pt~TmJf}!r|OHe^dekZ+0RL#t9U;4)30yvZV~@KI#L-M*E&N%UULX zWV9ZV3hBE#MTYvD(o+T@W+`^y_KpW*C*pCxu(bQaD~~X)7DDY5itSO{54xwK)J<2; zSaP!ZtJmJn@a>xNHwdvE{$_i^{EetK3T8su(e z+hxi;^F40CZ-ecl+-d`}koHa6cTL}7jHnHbU6t*Tj|xpOAY#Mk{vt{G&xk$;N<#)% z!<{(j`?SvpM1-Jea;nZE->_~+KBAf13_{ zM?L3fc)h{6=gxs7tYJCgP@WAg=J<_-(&M7b_ZHm?S{!PmB@_I^n28_E6Sx2FX(JGH zk2=J^UvO9#tR?A6o`qFM+<@kVShEPoS))dr`5<^eq5cOk5BMA)u3#Bq3V#k*wLp}K zY`#O8U=kXVf}#?SOvvVzG^(iTaCDHLrF7V^eSdJCF#P<6a1%GCX_ah}r1Aqh5Q+WJ5bgN^!!u{>uCx_FD)Lt(5CFn!$WZV!QlXFo zpIhxrpIk@)GshT2rjnuloWBhEd`QV!nUqFBPIFIRUy9N6@^usn=tD3z5ccLa9x}fC zdfxBA+rv*g-rtvGql1`bJD{}?`_0Tu2pF}swRcl%KmVN^S+|$JWdUx0P?^&|APE6Z z*=Bs;c|ALOzecYd#Nfdxja=}f%h!*kAHK-pdhz1>Q}-p!-2a(7?tMHt^}#7q-nzL_ z$DBt4UAL~#c;`g8kpfNfBjTrC6f+$vnY_S*oZz3dHMM=o%2t_q?GL6kOo1ZtHW3Xi z0yOT7?8JsEpWzY4>zxb1mE#C;&z^J{8jF1E7j21u4w+tgc}c;+QL)lif>R|YFh7L@ zkrDU?%c@PvL@mt3NLC*duhU@7NeSK|GYLJ7$c@3qv5KGtg&;bO53E-DSTmjFZxqxC zp+%+IyP5wtIwtS)EeMlucTcBRB%1gxHKJI^|B+NS8iJdtH=^D8m@Jc-rk?tUV^;U@a_jmT3*<$_Eb`% z4&%hgFW`Bk%$(SIZOa~VczSDEqTrs->F&l*0Wo*U9~);F`|f(@@6npvCWo z5?AqGA-XRbxN~r55_~%#i6#_sDeQSgC{Yb^KlozQ%OI>5QjDgb!IZXU%I1Cejqen@ zfzxylQ3falIO_zAuW)Z&u3XVHG-QUgg~)m#(gaD)__q=C-`souIf62YhAN$fxD6Ye z<^^hUPxcLvIBnebPM6MQNv+UPmwz2IIJJQ{`$()%8bA2DQl4BD^@_3R<*{$iD_leE z%bSDC%%i+)GKZX70tC6qDr;-v81#kJ_qY=LFn%Iv5XiU3P<_Vms>TU#K273jBDHHC z(C$F|ENliHQHD3S!4%ou*B9|u-iw6)skocTB7)m&OK;@IL)T(i(pM2GJ2oixg77NqM0tw0(0M)A_bJEG~ZPUS&6pZt4h!N-Zm zAlX6bF~&H%{X_7=3D14Hi#l#BkvD{_!rx4YEzWK5wa4uEXozQt-=5bf>w6!0shk|f z*|la}k=@`gpV&ut?>`kvB6Pl=Ub(7edaf<#ZQG!tZSRB$0Ya+5tY%;zBe`KNlID ztCde3Y+jTw_~cXAe=*^l^`y&ERT2SE18PAUu~+Xi;6{kBJ}AW47p8F0s1}{TdU*fh zdl$}b+*dD>nQmHV)?~q*y>n1I1S>^;VdlcMfD^Ui8jOAdzcUhh&-+_%9#<3VHlneQ zQoAa_iK>T~1tienPZ%~ta)=!~XlP~@g``44#u)_)kpV#>&P%8|KOh}~8X!CKO6R1l zQo6KgrX$hhde&IO-GrYn^+AGb^msY0&d=hJ!GW%bBfgri`%cpkK*Dgt@&d0_f72o* zfq3!r2hMii^F+mTaa(@nsFSw{qM)~`Pl|r8Blf|rs8WXCqu*Yu(-z&&l6VUH9hbL80E={V1b6Sdyt3;UV_0-H5H1HOuMTI7Ev z4Oy$?Ah935l4wsyMDYH3BiQi0?GHeUDZElD|N{QRwm#QSBkgZV=|mx3YT@ zMC_v8fF+Y0l)#!MuP{$MuOXV!X!OQN9CL2f)co8F6&X2n9Pe4}fW7K5QUqDiHDZrc z4&^bD;P-ZRdK=<^*F%op=6+a3p}H+)`PcWK z2J3P>gfnzx$kIFh2UWUw^05nd1XfKsn9iYf8}f|Fou;oS)_EyCq7jz|mm%oXkuZ43 zJdn!5wo*uvnJem|rd+pr1DXQiqk@(5tw0n{vWKPQ!caN;nYLJ@BWCm+`~3UBq!#L| zMQW{iqRNNE(T&r^1WIH5eK{?+M2y6FM#=N}ZDyo&ibF;UZnI*(5COt($k^q&Y(76# zY*-G5q4LDIeG@pjpQNVjDZ7>@6D@FQ%;v(ng$zc7Ou;(8S;<2jLn|opD+$9JS#$k~ zEiWNea=`oeM8~=%sAWK|Sn=JBU>1QLJnYV=!<3NSvSr{b&95oCcrZd}>740km>}mr z74sad$O*MVc3r8kcICg`)fG51D%uy@{pgxoKIAZYX>IdoINbp09TJ=ihh%kZ3fw;U z>4Zh1i^;dLl%GO5Kc_B7U-sqiK8*XaU{J_Q^2khLi)%vqDbv(fC(6(?*7HMDXo|N| zc(c=C#&Vl{Z~gcG(P6%33}dMDI$H|A8=~S~FRDy$Y(wuP!+3yJf12dT661{fQSIMb z->{$Z*wfUU#YgS$CH{0zD5}F)#Se4`wyJ+|D4wq#Q=E_)ocg)ol6H^>9Y2An0S)nB zmgLX?!y}iFJQNAv>JgAQB|ykB z#QX1R3NnLs`T1wRQnWy~k|(WWz^>juLd_e=kkt>{FbMenB?eIeG06L_f>;QsJA>pd zD{s%s;@z79Aaf6_!BMaGl8TE(H4Mkw$M4K}p10S~E_r&oC~6}5Opd93q@+kgf1IbHbVKY#)Mt3n|&eLLLXVZi1Sk$G&C&s74j+9^N zwuM=;eT~ZC!Fyhxqz9ch3{5h9lqX+JUL@MTW{w%sWElt~WiSl9pvp|Or#v=W<1diTaUQqeP>CbHKnct`FBTR^+ z%6mZXA@|v=ai%eA`%K3JwzR?~rP)af1L3aNIyWQRQFQ@puNQBe-6DEM&^$B%pgh;?Cv!StDW5bScjjdQQfWlmCJ??{61&NX>l`~eoGusRGyf+ zE}6gDivtKh+#HI?E|H|SW#j|_Bv239W{AGdmoDE+%CIk25zR)!?w_(k+kJK)9`hw& z@ZlLi6^s=2tu!7Xnp#H$bRWqCsy&@aXm&zG=hH!7=K_LL`)Q+H?YwK^;J{T+xpJ&A zFg1flwKRh)w+a7iX{S07AR7_yr@gUqz6aK5mj_Em|7a3@kC!PjLJhx{K<-?6E##1RP74IH4|gR~)@H;g7xc z?C0(E130o1@j0BYO4$9(_JKl2UEDS3mAbF6(C)3;=pz6Y8u}pPV}c6opqJY|1j9hE zIn)&ti6rm+i5`K-4`MPwBsL65o!soaR{JN^ee~DI7dehY!bMnyHH|^PdfSJx97Hj( z(2p;<$|Dn&KfDBNnL@L^lI@E~(mf&4WuJF37L3u6c-0_056{c1Wu$fTX{&htyp1%8 z@oiIM&z!jW$Ooi05#-$<>$tYIkf~P$ z9-LM~@+v<%@l_^$jw+u6Af~3^Fg_J}!SI&p=(+q^QBuhPVfss_wLAiv^6bma1&+o| zbO}gjaz&Cg0I+&63)A_Z=%KpYrJy18hUUN983zI!Ohkj<>g9>s#l>73ViMOgR%^9W zEof98r=xYh+_g6Z?pn$VSIQ9`!l|iW}*HM3K#S9$;$?FuDwv3bLD+m zDUS>^U;15Zj|%3Eh~o9OSPf0>L>JpD8z1GL1*J^HsI+c{xsBB_yW-6g!WNg}OzV&A zNxfsgm9y~@mXw+sw03Tfs(Cd}%3}6rFwO72^^@9*$M^UjrkIe&QelrkxB1w?Dd20_ zWzMymj;rTcglIjf63%O4x&?n1u=c!6DyqIE{&7?9)1nVlbeO7d*;DD5Fo2RntBDw8ZYt0TaEyMTSjf@SX$`qwYp-vS)!4MaJN#lEV7&Z7E%+yRY$pwK-Q zT@>RDqoWibDN^fwx_ip_eOTsoPe*u<$qX_ob9|&aNtApXAKc1EmHa-7hmEHUkp6-o zvc5atTaO=~polsG3+WE#$|tI!FVvzeZF7$}A@Nf8q%6{IhfN(2%yU<(Fc;vwjoh^_ zOOerRoif!P-_#$Taa4VLk8#MAMw|mJLA`&HhK;J?ONKbuj|JMJm&59$)j;8PB=ACW zUWX!fc3uOqW#2x9GYXa1y_P4uE^qq!%T!dp^nZA}ft>`2?0D}2O%E82+S=MWPVHB16b#(nqa%BK`P$jM zqujJ=NkR{Wz8S=}of%%gfx-{no0^S(RgJjxT|jvc@?7{vi1Ra@n*qv$3+t~X?z{ZE zhWy_EiD5U05kitJgE>?|a{9)$eDbGT?M#eSJ=a3$QuLwy$NXceeEa@tOYPcH-fXw_ zeCX*Rg9t|m!iHBs!d;#^zHfWUb6FBzjgma{b(W|9`n-y-uhQMl+`tR*a*$L3=*56} z2jCNsAPspBhZPdIAXQ%%h^o_b`Wv6U|#Cl;c(f)IJYD3^+)idHiN_!6RwZV--y1 z6!Dj}Mzp}mnvCf7yQ(Twf+ zQ~T+2rqFsXf1`XlI1pMN=-_n?|M??Y{F{4 zeBZxq|C*6kLjeez!M_q( zKrU(x;VJM}U~?fk`06oHa`>%)zc~8vmBsKjeH*=Xq|hcrZ^SU)o=8Fm}6m(?R@)Fyb+tYs@AR}ANun?K@OFf z6Z)!4S7>aR@zMqdz@&e$*UITM4LJ=YTU+-Cmf`MHxr{dENd;W-ysQacAD?Y3H9N50 zW{ghnT}xfn%5L!>Ba1)4GFuz=NpG`YFsIPrZs=XJ+g&=4=h z?rBYKJLL;M(sXZh|F^J%qgy4&K&?<%3Cctg6)e6W+E&i<1Lfe^Ha0b#^8Qg!Qp5i3 z^wAV%Zm(oEc9Q+O0`?Fra4zrUPadN!Zow01RpW#}okNU^ur@K8%bi;u!YN@BG;;@e z%2HF+d^i#4I3xH3cjyJ zJ|APRc|ece5+LV`&S9!>9ZUmp>_#Vf%RNJ|}#Rh@jMkGl+E zGgKpfj5>1Y_Pc7ikXs73sN7t9DLWW}aZ1=3k<1iC3zM$sZaYFv-Y_NwGUt(GLoJLZ z#GF?idQfGHqlOA7ZS$7$PY+((HTN^`!2{tZ;hi|9|#0M6sK!V+O3wuP?Vcra^|c~04Oh_ ztcDFX#!I(m5h(z;c_c-<&PH&AQ!QEft50#i3 zXXbW}WAA{q;{bi$n1CC<49}}lwE=JQ$3te*T&DoXI$0M*{vA;Bf6E)Dmg2(j|>_3z8xY(j_4slF~>nnlm5V z`;G7We(yNroZtAJf6f~3yT{(d;#tpg-}jvJn%BIpgruy@8wOQ?-ZKap*~|n>(4GkN zyb}dswb{`Rg=F5f3e{Iix|n^;7FzO29T`o1$S_mCa0}A+kHsteSoN4%d6+%$jQLx1 zNv&n6$d>JcHLC{9raBB^;6hrD%BQ#gY0!E9>~(0L3$kWr)H7kd&e6{xcMB%CR`-p< z77)1yOVHR$$AA`oj@ZKR+3xNzl{|!`+a03$UWNF;ka8t8`0k~QUk#Y?*pX--YD(f5 zC(O}Qou|um?^V945-b>eswb`a+G1ZRzI}Sa_jPeD?Yo8{^PlWi4_z!Y_^SFo!N_y>_w$v74TsOepoV=Y zeE~OBk^}d(;I>E6ekH?Vd)58N26bV(Ia&he@!lCSf74qZ;vgCpWg?KHHDX}3osV;# zx^eBw<>0UDHqhst zgNF|*C#@hWkUnOr81ukONK7wYJ;StMb)Oah^Qf?+r{j6Lg78TEQNQyW4!a~5;i z4M+H)pAhV7&t}vc}pYE&yav}v=*QiJEsj@tOskR-u)H1dCSMx!yn}^nUWSb=yUJ(EQYSA zQ@fU|3)5Wn9{kYOIRXW0hBv*RoHKz%1d?sI(Ki1GN zF(0;9C)nv4e}{XAruo=hID}%RD(d{?6KwiBUA)trs-x!int5LXVCJzwm!6T49YDK@ zHJ=W{wk4*Zv673Cw$1Etpno1i2$2T1ojy7sN59@gju-@8cs5`K))POVW5z}vu?3oG zaN=WvQfE~egKTa4Vdc_Yc>%Nh1SblTwoX<+_d3t`PBUHUJX1>;cTP9p003#|E#y0_ zPlZie8#8@%QK-2rg{qr-oxk-gKefc%$L^;DE5Ws-jC-@(N9SJM&&cAZ)fMEM@mZEj z&=DY%9nhZV&*^W!QE~C&x7#KdeCzf}CP5rI8I-p^IFwUtHx3n$OlTciOd1 z6^&{gq>j&@@eE4(6ZBtQ9=yYde^gVXWJe2GABeNR z-FxubEkwhOIs(NL3e*V3q4F-4de(31Y^1&K6P`m|@xXVFwbe@NKDGPW7p&{Q`-M<* zCb9YcQzOkQ1a;a+URqMbJR^ef#sf2d@M>GDf4r&lae()eX+z<)o1#7H_LRSdnu6%M z{;Xe+0lh*jom=@q=);b4@b^^M&lRf1nj(L1kNpsQ;~*D5hs*|}e*DXPnsscN@u~hb zGVKrPu}CzA0!TqLJ)7`s=so|lj0#d9rwe_T5wUa~anq z<7ACF{`76k1}=f4#9v$jew4%Zchyg}3q2J$x@*jyUl+rg?#JS7xiOK@#a{lR-o z0w4uuYu{N^_T@LP+kLv-9(;^ML9AuJZnq%=n2>F8?fk08>MDu#LIV+rYopVs5#e9a z8c|T~7W~mZaoFkB#(RmHT;fZ|*pCgC6Vi6*U*e2k!#@;$ef%VBh!I^sf6;n*)=UGusst zAX1G8A(yJ%0$FH8%%{z~1jZ>VD(+c0e*^)Mv2y#LcH$v0ObPCOoBPg?+p->*-D_}B zH#tkWbbOAA*z@TyPcJj!h5O8mbL|ssS2l?Ro_%|kJGZ#3%LXz?4=#9iMwev>O-j#E zS*OYC3i?@(4h#+X0<#^t%A+Mx%l*6m@+d!a$0PEMaNo2yN}*eg@kSW;gF5_cp0lWi3?4;!6v%o!P z1xY5@*kC3CQx-@~kC-}u?rYbGur`b-xCm-#V(Q<#c@q&%KSd`HZCFlDPVLpvvfl+M z2v+Mk-O9HNt=8k1<8U#5J+V(`8+bca@G7=&W=#Fe8lmqVU^#CR8&;t!|2pk#oyV0k ztC{auH`^vy$s_)z3OpEG8$GDO{qgHx;CC?uGQGx1>wbx4?;VUocAag}J=ge6_=hke zE;>Ja*_jhjmMkez>66Klx>Fq){80oZ6(<+|V2Z+QgI@m3+ex~<#vb7x_Ei<#uE#(6!`=g3y-BA%9c_!@E0E}QWj>boM&TpD zHkT)z1PawWzvt~&&`&RCmwWvaufPTsMHVzN)5Atnb;HoDDs1*0rybd{4_QL#)o4e0 zut8O9)uB6`zAHHYP|Bc@QWp;ye*1jaTlw4cpUX>+5Frt#rylWN0-xN!Y2=PRs|I>5 zh;keFdVovks<43p&En!>K8Wuk4w`fIXlXqicWKaxq4B7={56oUW z#w7BsSxA|bndSME?_ynWLX^GN^W`Sj*gO$Lp7B)rnOHHBfZ=J$s{rqnW<`$osdV-1 z)53sk0u{QRQ9jq>g%om4x2~9sW0-Y4dY*e(?cM12Gu_>hDnhZke>k;U5Ure3R$dnZ z%ihnR6mA8g+f%VNou1TEh$lk6_3XpVNjQclgACmXLdJE3DQp!l;em3|ePSMCJcL($ zjdgGhf13xU{)2bTO$aM~y@K|r_wQ?a^)(3nEon4(Squsf!#m+z`OJc3C8>1jbl#W@ zyju=muYZ)xo_Mb-w4wB5jton>!8W6@8osz9)Hv^lc4af1uKK#>l=IOV z`1GR5f8DCajjJBh_tg~~E{HMadY=lvyr+CG_u6h%cQEi+L0y+u(U;7DU`9kJK}D!f zSIe5RuVwp+Cm9Su8cWOLs^5zXs(0HQk#co^&B(E?oTo55w@k~5>9@DGw=J^d#&UpXyNV&Ls zm-Z{DZZY3uG!y#a${bPVBOJ%eWu_b=(_k4Ud}l#pLG%vetMQ@Oh%5ag#2Ef9- zsWY9SA|X_`&-9{->v8SEvoSTT(v4vlJAMy~}*d3VNfrkJsFL{-EKnzy*RespHh;Qnbg|wKkgaj5Tkm4^53lC2PYf@z}D0;_jKAO?l>Fe6Xq8LJ<$1Zc` z{&`|{Du=L`T>Y$e)Aa4hpikH>oCcPZS0ejp4?bJK$Zw-dQy2e7-k$3%EK-AA(dADZ ze?I+K5$Hyt)29CAMe|0FnsS>yOG0W!sp@3JGpx0dMETzS8PUDI6aW zQ2H4LL1-O`NB6{C9GM=SJJT$)QzfE6%^0dCU6aB+)a2^7*Q2U3+e6VN{WIsDYGUB7_JZsA?k zYv-{VY%^+gtRrd_n0_$pw%e0D?#FRQWxg*E$C!N7TJTp3a*d{CYt_4BdR`MFW(Z93G}8K$?Y+rsMI{?sjxIRJe)gJ;l= zi9!YVgEc1+*O?kN>$0a=IXOk#bR7uMxDw3LvobTgd8*bg&(6&~3_&b4o`LgZG)Tm| z2qqv#7tg?EhLMHk{lwY;D29Cm2Muw=wYL~tdqEjoCS>byvr9Szc#(0xTmjqrJ}_`& zB2biaxZ1rMkZ&bT&G>ITQ7{0P4Cc`Ew{I_vHOdQ@919Xne#MWSu3bZCr>AT5rg!Cg zH~K|sXq!C*qrH!@u_V{7T~ia0Ds)DhgP?Q6npC){tE=mVQ)M)0jdO)@V&agfu5g9HHImZ~su%9~#1P`H_$_ zX*Do0kq6p~9Z?)j#1EriVd66K@TfL4H1x~&ASB$Zj~^eYt%Cm*2#rJo9~S-|)B%jl z%>FF5V@)S5pB(J0^nz;x{Anq}Rq5}a^C~N!9iZ0+TElPS@6+@;`0uqdrO)s#vju*r zuGaFwA?<<07k*l&{r!EtDz`uq4XuKbfaduZ;c5zrZ;Tg(kC~KXk10&v!~2a(r`fi< z4xJp4@|_|3T?xq+u#tPTfC7jV+?9SqzBu1fyX?F?xj}L%;N%{fysbuAk|;bo6u7!1 zRRjDVIn`%&%7@eq+J|5;Bg=bn7c>{LD=MCX?9Ge1X&5@BYtMpv2CWl$F)=T=S<&!_ zh;QEH0wbB%_@3g_)HKFwIaWukrs6aS8m$aL;=4f$)@5NaF)=;(o(sQp2A8(ewnUy} z31Ry@pja_68Td1r2JRgQwq$lGLQbhQDbTkKiTQfdr&s+)zVjMxw zc%`%Qvu9?PX=M3ls@BQSr1u=;K_K}%cz9I3c5C76*AwI*4#(SQW5tdNFg0;_V@0~@ z4@`uXyK@{omGq>~!-y`o`9;6Tdy=z2UNJb#Y}`Y!=I;Y{8lk58vL$?t#1-~V+P#D_ zHl-wRr&-{s-t+I|oyKNXFOqbt)~W_q5nFKEFovsNTwd;jdXcG@(+=Dk=D}~nr3+uf zQ&Jp{1kna>qHL=q9dap6Z?V(y)^Izgcm(y0TXauv=deuXs;N z?!CvFKe8PyWUS~j31VBH88mU z2ZlDG-+_4T8w2?QdfGpiqZOyojGcn(uig@*ns4J#15FCf;2h)(KK})rtELNusExr; z42-_rQl#&ciB5pkogJ9WNQaQ%_*8*R*^*7dLF~usW2a|OWHOXTU%Q^hCy$zYCFmjg zN^RIrlo<~diZ@-Qr_&n5RyWLu3KAsT#6Wo@i>=>4(FTu>J_Tl{Nnt@j!HgwuPKP8- z{hPR;*&J%ryISc7GFFsVYJwpHsTJ-%_;uiXM)(U+g`f``ISR$APT-D#k`(dQ`3j5) zg{vN3W*;I%y3e2jf{8T5Jx!KTDI7NWyKRxUC=>||>|<04g`&^1#mgukwvNFo<8Q=s zC{Q)eu{#fE1*1_tk!C-Nm`^`@5qx%3P{fpp3kEM%n(>R3;bI_;RHcGB>XH)}mgPR1 zK_6^`KbaC}ZYCpYoH_?79D3S+ScpqOvZcMzx@D#1G6(!!xRGJM-%O^3H8S`NNhs)j`^*(|EbSwpYdZZDXSf4E^qq&*}it~FIr~s*Z z&IMtNtceEup8=VKkFRq2@g=+y2TxEW{vh}d8(k84CO}*-wqF~6EeNisJ#Vkwo^pjA zI>CiMuI{Ildd@yfer$q5v0{1qd8Q^18Drq9r3D`N)sCQ`^MXQ2_)dYtjd3&K=c*BX zaV$%v2Z{1^ZYnAfPR`Ew!;mn9g@#f|!4?VDA%t+@^dQ04!}A`BB)K-4WtvI*LEDzq z#1BUKr)g&(GDbjT+$%bZYHFUf&MYYC8ID~)WCjjgG@4PU52}N zM~EL{sDz|IZKvV%5JDjGRJJWnb}Z_v+#%e~q7SAIf+aHtGq^y%X1Wa?~8zFLMHTn5uv=Y zCD69ODQwNf#dX+SN1 zqeoi1bvL{PFnF5{3mZyn@dbTKQ*}eletZqZBfY8@^E5_>P-HlyGPT}DayB9hzn1rr zH(tzkTf5e+WWVjtEZ^OylU~`l5pBxuGk;$b(}=$3qht=E-!h!-kf2W2v}+k22aL2& ze9+o}eQ5Wj-fF>;hO~*U^f}0&@-hkw6>n&{e3I$y1F!kyODq-gV3FyIW|LLK z6*|lZ#knjn(xjN&4Nj3>HL2dd-MVPUQ2sJ?gXJWE>)vW32ijjnTKe6_=BBc``isjn z9dMc#nGO|%%~r+7la-CFhIKX?zj&eG=vanz=@L9baC?4XYT5_3g-8nWev~Jk-Db{0 zDJ@;Y@EZ%&&q^aUwoM*T+t3qCRU5zAWu*lte!xf-r3CKZO%se}QTTKy?W^pzgE<7K zCk8i3-l(`U6GiUyHx%SLkt(xwpyn6L!Ptxh7x;QNb#biNn3Ty!;yW`RM~l zp&*x6f%yM$&AAM6ypFiLs%mNyRdlNk#9hv}h$cVG*fnL<1WG z57@Cq0`Lqw$#ZR^_D0I)HVd2&!iwjquRYy!HE|eayF~4+cB}o&WADy0p8^hW$nIqz zD->cCtWe|jCYLmZ`hnZ^YsKQ;u-m?mjU^+gr5(48#Ib-bh=|Gg?FBr)*XX*yx>>rE z#?m}z^AB+`5A3h)S}0+4P>NjdAc>^0a=1A%Xde7rDUB$cPp17#R2pB3S%KNYFE^Rl zrJ&X|fzOxcyljKR!@1JvP`$oHq_Ll_fAU6Y%RJe1=0A)h>h17jeDM&^=s2Uq@@4!3 zH9nEyrWYJEV#&dYUA+Ycqf3_9G22H`Z<)jML>Q~lKO)Ta1Py+DX5r^W^AMMKqfjVu zv2{ zM}L{kxOd-6_2?Thnf-M1fw(Vn$M6b;Lug42s|_|HyO!5N7Z&`-oE=`fAOdp+XJs37fI9HLQsmr(c#Z1P*PUtCZsu=P+i zpAsPz6DDT&t35gEA?n?7g$%{+rSsML3txT;8|rJ63)vqiRFgM{1Vl_KkN`=Y6(~lf z4Ayv25MZHhoyC6oOTrhk=E~`Nu_0-lF#p@!gLYqGlt|>OsM;CPTPPWqSA21oj#1Q* zy+9zi)}Vz#^#toQhv{3N@Sv{0$`-sih5VRpn$FkvZs$GfPlHcWD>!JyDxdezo3Soa z0xFkTr^7!}KUk(Zm+53hL|#Gi7Zw)>39Hw@Qh3{}g0gZrm+fe~bCu^vztVAjgE|UmY@{poMvm3m{!oor-9j^z&y*+8s_z@bg$h*4}C8?7Zdeb#T z@Kx;XOOt$<3vb}~6oVwIvXatsAQxS94P`idXTi`mKvSsuajWd4$h#@7>!+fGgwI?@ zjL~I(e-F9F3miXW>eEU@1VROocmP94viqZ@_G_BTs;bDJfxYzSpJzHE+3JZ~38BnU zwXrD#mvI@0X6#PwH@2k5#|Mk|)YSSdPn9Ng+j&0bOjkiw^>QV3lWQWJu1=&cerT zSzlUf8=A;%?o-=vUljT;MIXOgcZTVaIgzKE33X?CYee=)F64Mf%~>y12rVyW7%ea; z%YzzAGmj^=+UCENo6bKzWM$oe3e{%*8-;8fKUcEc9}0)06Kn}YSd#JagBx9H633@3 zAi74E=~n(#6AKIEzJaf46xSH;+16&4vyNLZJ?RKL}(0i8c&LJ^*{$!ee?q=%m zl9VU4%;INfoO;po$F0^0BP;MhyJ1iQ0su$`J%(@$5d(<^Q2v%$BwS~Dq7AV_9}-u| zJCI5SHPRo$C6(fP2ItQ#1QTJkHuG&r***Hhno>UYf=sk+i|eye7qyacoFPM%tlez; zC-uoUw#cn?9QA(mPlr&Ki+GRW9q*Y`d* z$#<%;`pD%ryArrJ*|(=#N_JPR4vq=MO;(~KEn7=Dh7MQr(z~f*yI?AtnUli= z_Ypnrs$O6l1sf`q28|&ZzkcU9z&sAp?jR*^9Z7Gz>>5;!PP-+&O7vxkoJ7LjFv`iv z(%M;UDxD~|JQ<6%AlWLxsM_PffpI~G`9N}u9cOB-1V7L$nVxDos0`_%+D11-a1;yr z;Bj*hgb`hoDxq?bVKWWkU{N9LeA##$lf?X@i?}DEy`$Z_wY`{3Hz+Zy3Zvcc`y`m37f{iyjX!A5m@EToO z22GD#*9qVGL2;U(#XgenWuskfOTXV|MVdDb`LCS^dkIp*ru5JH3YQO?L)!rU=Xo-&R+j zcgN}9p*COm#ZNC*Xz9U*Upp0T#6>BuD4=4V;|x%!2d7 z;%-y5MddS$Fo@N$7uZlct4vLc$}-StJvKTHn)YKdT8@0q`BJyXoP2{syqM_a201I1 z-vPUi4k1Hc9!gT^m7ZWPw)A8W!LNq5HTSEFmuj#WJqORZVQAG2wl)*1%)MX*XuCzE_#U02|K+JZ?`wH`QyM~fAmx8 z;e*5{-Q09SIvm!QbiLH7Rk3#UdA+MkQ-WvxNcHT$zAf_+5`Q#aL+Tk=li#q3z?q+mveTCkehNZ;GXK@&o6RfTin0<$tNbXjtU-Z zz4N%*Ui(_ahrTsmi*_e!G0DDDeYjCiX8bRa)u)opwE)_X zh$h<5&``g;fGZka0~+8LdXHX z+aV3#y|{vK8O2Fup|@P#f5M76AF<7$KQkA&zvxg{E!QpVzAR|HuGV0fBX3H+Pw18> zA;9d+<+{#pLjTgQgO-EfZN~#a@2QZ<_TXSGeX~ah%sCqS^xE}nfX)<_Ta{*AS4w3< zJMQn#Z0{?vxtdPA>t4kXQy=&3xZ;jW7AVn4l3qX}BF7k$_@TXama$2SlUP}zfs&bb zEdeP4;G`U%uKM@FEb87|sB!D^U4rsze!VI@gjn!iW+CWcoODxGdAva@cxZs3X_T0# z-fvx|Hw?SwO|*h}ZDdZ;)aG8_&`aUM)^XDJL_4NK)|=P15A<)-tMrXA6M36@(OhgI zlPb!Sn5$V4k&(-5*VewJ`*2)POvJY^+S%DTJT5MEbo5gt@3#mo>fWEeuB(DisY%Ln zzv|%FlJ&H|HD;%reBEY?T`ppHbyZ{ujn1A}Q#F>#U+?(K(WgzjJ zP*wA``kEkOFIW2Tt#shtXjbNv?&BwyQflQTCoLr%B^=rN@`*kTjh&TIWEXL3F$|@A z92FdtG%h$~ZLJ@`*`}f3?p|F`Sg2nbOC3&KA9Y(pbMjNwW$^|-@$Z`Indiu>zQNA1 z<;CL#8Dg@w&ucZFXJ5b;%Tmt1IvmQ7+~mSeBbV2=Cfl3}89oBJYAK|OtlL|*8?`aW z_rK+!si&o)(@LAT?QB&>SsB+aqR(5PPY@=VMzFop8lgp^p-e;KM|u;dVGZL@^Uq_q zyK~e?kt1*x7@dl94V?`&r5j}25V>Y_$b3HM+d(gV??N}Qxu~VtT z3-Jf+%+o!>w{Dep&^8fvYI0+Xw6;bNVd0d?cju3!ydf%YS`pR?Y)bw!gh7FmnuDFy zoCBMPJEpx}Wt@-&9%QiPlg?NYllk39JO+}8;JBM7XtEYby()dyjtrcRr)jN$noz&X z@*^4T_0t>-VEH4koljKNbQA+%W51E7DiKo67VE3uer_%x;3zaYvjL~wJ8~NX-Ip&g zzc91yv<<{9F|GZc_eFY50aOWpEU&7_t(9|lBz0$~tE2l z?)_h&NsP`0ECRrXPu`8MbF1aVZD(*pfkO`!wCsX!jezq`MnM64G2NNUaUD#V7V8hW zvNR11t!>g{zBR5N?{sJt4Z>3t@xd{M2@w1#(GSMaNWs6=uVKM()ptJW-JKq2DVVKr ziw+aGTkI8(RIUKzW8I#o+;>+#gH5)DmBwAZwKJe&rg+FeoQl1mK#y*LGPt%t&os^Q zn~~+67#D~ny*>=OytiL~t)jtF-{R#mAhV7D=-7nT7OiHR&t8s^zCc zb4pEb!`V}xi+Xd&rA^#C7@iCxntxB^d+pKXa;lPOX=>`;H@O$|nu8|W!;|pfLo-|r zn{4(Cyo756fLTH8ThSyewDSzp9cO#4NXaK}aR^M4)7qau;dU;OsrM5oMt}MBiCg$?7>s=>?AKWEtcb-ReXZY0;RrO!WP40d&Iefj%=5e4# zt)(O%pW~;5`zp(n)b(tZY(4aiejzE^@^e4BR_MLz@c=krt46g31^?P4^MylLMWvtD zuTr9kQ`g8xTFk!}^MCCzk=lR`!(G@SSpYFa-=T)yWW;gI`AM9!JU^cQiDE{r=P?DrgDQAEu63{&a9A=2NKUr>PW%`l5y^GQy*nPsT)N54`mw z+0R?h->X}*p}zWG3F&%fBp38mq z2T#59(a}+W=%67WNzFd&j31bx{i*!cQ?gLN9!lp1IZq5!5LthWX;1Yfa& zf+d%y1Y@2R+||d%9!okq{kh&}mMfW-P$G9b&34Rm1=hgI!h2-WWRMnD7Lqo~8`vQEl zS?SB`DawnV#8amkXW6e}bsT&Rhl`ad8pXVI1T7vOE~1;LAkJ6l^CkeWpZ_=*mIC0w z5l9yGfp<+V=;q9Wq6>6@o^8d`p)jXQpG%=7R0TC1i%MPVcm%#-)H zRm3cy8Kx%4D~xVN_UjKd=gg?R^KRxt@chN;p)o7>S7+A{Qm~ z-qe!~{MvfxLynJ)O)7#@N+fQ&v-yLYHyQn_@RvRX&wpFvQyKa3@XBM3 z9TMyqPKW#YocuF+aC3psG=7E-uCl;>;Qto{NNwmzQjAIFAPl+tH<%-%mg*8Z zsh|dHtM3<&fH+>~2FZ1a*$6a1a>B;fD%OrqvMY83UMV^$QVXU!kof)73rw|jh|hGx z$vi#|skV*SII;6D<}-!~2t~KGHt6=I)-UrQt?<)UqrFUk-KhPK8jO{(a#f>PEAa=; z>}BrGp&K}ytw9Wm-nz5Z`X|S!Q_kvyYi#!&MpJ9MP#bblsfR3btI$VpXCLQqKg|~< z2d377A!OdZd-ve;TJM8(9&db4HUw7sKs)FQbXJJEtAMM4@CdR0BIGmB7?E2z>WqP2 z%iHbh@WUf^8AU^t2pQ*%2v3fV!LB-U@&vKhGBM9u$#fiR<%PTDCA}$z{MH?DlJRhS z6u&In_W8B?y=d3M6iFk%@qf`W_neb4M#t~7%g)uDCwqr4gFCrQ3f{QSf|u22{H*EeY3gK6#u7^sX>{>6emMC<=dyRZ=K<>G1^?7g!pDk{R}sz89{#X?UiATscZ<}eBX1P0CkWoR(I zu$hRbWzNhk_6{+moUPImTYt|saSM6QoEV$q0LAyvo+4eb3kd_eG`D zfVXKe^bL%EJlvVNgWKAYC}Xj+bASbA=JqYRf|z2|f2u&}%F$RfQ@V(n7fT zjkDIq!$rpI*!9rfte#-0p2!OcxeBE-^cNuv)1~(sLxoIzwL4M7htqCR3BFUInFr(^ zPQ6BKljn7m=*xklH$+yc(8eJ%RsH=cP?mSZ@USEbL^V6l2n3_4H^x814~eb5qd*5A zgw>Ye3NM21X(n`6hwo7j^#4nf4?Z?@CsKDuddHYmot<5vdV!(lbFXSC+=D`3V!L_L zGG(hi-#D7#gy?ys=Y95bXD|$mjMA6uEx#OMW7o^Sd|3jYwfnhJqCEYq&?}gJK1B#l z@$umnSCOCt-DcMrLD`T|=q;wp)2Gzc)d7J-bX+=N!f}Jlkp+J?C zI)PSdm1->*eLfi7>>N$)C^sYMJ9de+1D4MOO!ifl*!bE!)Bz}No%3nsYA?c#4V5!^kuSXrK3T z0%(2Fr+#D4rGGBv;kHQ#PM*lEEAqFlfiolMm#%aYKzfJN zZKBzEVVyq+%{s1d^gmOLY|c{j2c$=5~k3uryCI3mfqg}_zk?3a(w(QLT*nxL20pZ5cNLv>C zpfb8#<~Yvrl+>=RFQ7e~L6qrIJyCYYDY6!uY5sKmGu}B-NAp zUNbAuWrj-cm>*f92qhF6Mput>(~K7reaL!%Cz=Y-2pEG(BEKE)e(WgKv-mwb7uW0J zqU0KST^!aFtN}&|r@TNO*am?WK1%#O2d)*tunT4&zln#O9GXf`Vi3G;XK85(e@8+A z{J>74p`qt-@h41s4HyY-5*^J;2=#nd)yf4+xqA$%u}+nm&m1Pb5O8*@<}B_!SavBv z=c0Hda&dLFA23eXHFd9VJEPYo@?dBiNjV@-cnn|zxJ8FsE+kLO~njXOZLPkiAX6S^v1Kkhxz=ptaALuXCH0zbW{wLnb z_n{#Mskh?E`+HsPWG6&VZM((#>jO35lml(SoSWvK?+XE&XbZ-ulyUF<@_^Ppau1=G zFb3S)FS8LEMOM>|yEY<*QvC;GZ(+Akp(&I@wlzyBVZSyzOQz~qLh}i3oi#a1ALn!* zHUR$(&RuA$N2Kh!kC~UI{u~67;d=HnAHC=_$g;BSmihtA%qc2TIstA#QWS>~Z4q!V zGyph&9=5m6^SzDP;X)(12MJJgB%B=n94;}_cyQ3oj~=xt1_vfSl7QDcwFVL3m-*me z5=JKMnn>+Q2A1>)z3-IGgzTad`0cVNgPSwPFX?SZGXb>?a<(99J`x<5CTVydXjS&JvX4`{tT4Pko5~IG!-KL;;2nmFT+@(q&&Gpo#~D!jI8|pZ%*@U&T~;l z$Y}`^p_ge0^9E9&0g4`X&O*^>0}AfMtj9rJ%Rh3cS0{SUx96wj{PO4DRh79q(S10x~5uft)}{^6Ezd zGF%@P&tjP6+ue{xG9KuggRFFMy%Tu?FqA>ZL>5Wc^a;JWVt;881`be@;4C5Z#HwFj zEYIPQuJ2GCVK;8ry%D7Zg0VF}(r^t1%G?XHi7J7~w?FU0Jq2=b2z6i+RZPdrr_z=b z0>P(g1O(|S_*CyGe#dB9OlvJ{c%(dUMln&zBFGv~oSB_vprez3@E(!^;-~;wAk?q& zfHE*bm0YXX4B-4VnNnP=4EL6ifuUPMX#eq1uh3EGDySAtAOGMW2Eu9Y>R7o!bQ-lW z>^Fp&&1uQ<0bw~J1=pGzy4)e*QwdD_2!I3R`cb7b`UR}mkd#n4LA8OWHvZg@g+SMZ z^kv^CV+d$q5S<0K&y;RrYm#eTpWI~OXwwT6NGt5*m%eo4j$bJ`1Q2-W7KcWoJv~XV zv>xgm@`Gl~nDbiY#=%if4W?!+9?ncUpm zi-Eqr1}U)ZseV81AQGy|fu@^|EO$c1TrrWQSZqGV&&AFC0=n~GWuiPCN_ zmQY$=%XFa7M{t3Whh^e4>2+fZIK|E8r6$1a1)^jx(i?=gzoF@HKjCQE2qJLPmYpSk z9M<_)`wMdJjF7HCw0*h;g6c}op5;Q=SnP5?E*ysrJn+$MqS^GkRdUr+A%YwKIF>~! zdW5D1pOe<0AJvEnD;5b~vfMKQr;(qB=y%YEeoH$riaC}Wp7k3n2O5U^)>bEn=sQ%7 z>s2#hqGr!T&N}jduCWp- znVWxvT^_JyaTy_I={4WNi~1?K<_Q^ybQn$-h4PvgWWLmG!I~%Q;^Y7Pk^psY@c7wj z|IzpKr12tIw z38TjW&hY%5pYe(E!U)pfMu-;1<%}+#o}tBHN)w zss!XEvxwdWnL&j3@^8ZhjfK1AZgTQMPFXC8x#o7Botchk+?w#}6%}VK&MGZs^MS5A z%)V=9YeYp>&$7b$LCL^sg2FipVTHp3xz)k^(Q%qm+)x(%3;xir>z5eauP}4q8=cO>%yDMqn zyte(oqkH)>p8rGm_o8e8)5{n&uOIx|WAIr2@2gbO#(i{V;GED}5Ay%Q%bu?X;d%BW z|B>!yN1sTFqUA^KF2pkJ0*W;NF8l1w*pO+(cqmqW2*r>T^cx~yZqgb1V&?>f8~!lBL|dN%U1h*0He84BBAZ`3v^^KI z^ZFb8Z*sXGyC6MJq)>i94sBPhqeWGx#msbSDKG{u69hw$+jMkviRAE>9@EG?%iFhD zCWWz&jOyF~O{_bX1Uk@^7RToA6F4P2?ymi5!WuIZ`Ao{(|3xhe6%s?eVnG zu?Uig!_U~RRiYQ~PV5CBlznh)ep0UY2e3C=TUxpi)&PZ64}44ns5}~QKYD+sYFF2F zBQ&88nYV+Q-(3-?F2#3|PsfQQ`p7Fqpq|whZb2(6HjG0(3<2Og4P@n?K)L{9Y5hh* z2Wl|;#Ol@#->^O2`3+<6TuqGt#vzY_RWy)gD9yCm`)B&Lz-IR$3+zK&Si*w9GT zYX8cQM=r33^e@1Nl>&hp0P^LIku@_j`vN7!b|S8;BsjkhnB-N`mXCc*IGmw-D@qAZ zsi(ARo0<7ZzA)&M3``vF@Id-b(@yLLpTG|0NfwaV@NK{b06o|bcH6BdUxegMYPV`( zdGBY!0J;h-;JRX>r3l1Y%g5#V@21nQRmDQFGhj^*Lp+p2l^LA`YkskDw2Qj2#p~0uIN6dk>w^ zp49BjjO1BqVJ*kmaDJHngsPBCV56Dp3z!MvlTktS#Xa&XT@a`fkm0N3JV`|U-ueot zz|RFW1*bs5dit(>KVy?mjwVjNBV#hp6byeESywy~D z;+x0#FiQn5Vd9YzvlsxykKy;9!TLa|G(ZKW*P#r^hT%{sOD{HEMyN;d<_3jBTQI1` zsdEfC^!g5@>`-?jApDk4hyJ!XC<^21e)2`!# z{*m3@?E59Kf*pW8cG^sV*)m1oNW*?b5FfzXlo1Bk#%vohY;5=PB~0n^91|w&wHw)X za1EUHnPCdownvH%Is@}CxhuV^xv)GE~IQ{R}3{40%I%!%LV#UQGcDthEV9(51c!LBDwZ=p#zWFgZknhX8;a@ zO+i#LXdIme3mf464}e`RO~CRwWibM$;T_snloIeXMkc1P`bkM%H(sdi_TdlaA~aU@ zN~dD3*sBr;7Q9zWN0{MY0BstR3-JCmgdkr}{4$&j{BQHMU{mD_AqUv*05YzFyzn7I z2LyE?s4lPTXD?E2!|2gtFE1}BfqE_6Hg7`jN&}9Bi>@m#%V9t?F#CD*3%zX%knKwP zg|rG}wEqrgjV&D=-(iw92LTa~=z`2?LjPvWx{aBD2RSA6nf^W{rwP3iaou<8oj_Ws z7{G>=!A~N{a1-e4n5|$T7e@5zuiiuRa~SLqSxq>--l#W!eYNIsBy0+ZPU*-jn+Wn7 zK??ug*ZSX-rD?-~-aC8&MM(Ou&kcLi-@>JSIP59{Ulm`3KVS1l&;Kf=P(&ub{-q=5 z*Y9w{U2TU5x$57q{|_p?{}UPR|9J0E)G)vVK|BNwWn_p5l~M-F6$!6~caI&5K_VC; zUp{x+f0@|ZUKcuj%uqSJsYBXQtX6w2g22~Qi|M`kR}$f2B|eEHK9Pg8t&#D6EfwTX zpiY}tr~iihm1w9&Aly{mv8&IDHQ_KcEv7x*3it9 zgCqwIjOZuW10zML2k_tic!%+f3PIC|A4NSgLcz$2F02KBur#K}t&M@H2uM zK`(S%==N=CaCo z##6Y?3W2qt#W~%C6ObDd9o^U8pC#3EHnRSOPa5-yR+D7I#=;9r8U9jDE^>7*Q-09Cu zk7x9$5B`P&mzk0cD7{)tfcpQkw1$!~67^^82P8bh2Qdb3A;1s6CkF~`Bf zcT`p1UuV(G0ar4Uqy23pyhkR(Y($w6`kkt|7ahCAj$d-vJ<-23X> zdiCn9-BnwWmHvOuFN`t1G54-}@+lLXb1DH$XJ+mq3*u1ZJ)7yIs00>lp6$0FUkDJ( zCZjHqX!6eMGg>NWpV)GMn|zxEDsHQX2SZR#0#fk!qN+2m_YG!6;vi$E=)YdXQD}kaE{oGpN5oe4;ZXPJdiZHBC z3{OblZ>fP9oA6Xu5X5d+6v}*CDtF9Jh(mEL;gPewA>>TJ_Dtsu_<-+gEvl$6w4m_LzG%Xi&r`Ci5yMkNCJBU@m z2+8~5*tRKn4811gVoXd)o$%a%N{aC-uJjRkOnIF(%9sq{yRpt7$7x$cbabWN>aE{C z>zDJ5q7u^k{B+~HiEs9#O;tx(?k#MYh?Ve%O)qFb+~VDH6Knx@jXy?R!PniXco7CY z4-~Jh(TT5xe*DNj90HaB^Mz|*d(q&=0_i2n3UUYraS|!1Q^yY>Y|_!qpf^p@wB)9@Cc@ba%Gv5joIAaxxa z%U~iVCQxgxRmm_EK#YUjsakYya4kwX$+B;s?MFvrY}BEkuj*d`p@poh?A<4+OMY7e zpt^@?$K+!;$E8vFF(C_G1`~FYIV*>q6#I#&9R;auifE(Lx2;!6U$_$SX(YXejVV~wt${eKG z;5G+x`5wo@JW9Y}cC@i8Xd@B~YI&>%?KK?eg@m_1Gw*K*ciei2V>8`%jP#@-+A~W+ zY&7+eKI6q!qcl0@pAQ&RK0oi0LPTDNecD=m0s^fvH;J~Zk;FClJ zPn$S@uwE8(L&AK$WWJ%@xSJpx8uL@iWE`wOV=fN4IRse-q~W!WLa*r0 zRGs6gxE*{XY1z&}#sBJc+K?2HGz<>Lpb<(j2}QDoc@7xh^-kNO0R<3OCDlypbd>EQ zPtM#uj*o$HUQCh@Z~#prA+NApaDDQ*9d5NKQ^)%1L&}|W=Z(r;M6p5u>4zGUBsP)pDs}Y0V1=<%EI$s4%U`$< z1<1@08WR+0LLg-y?Hls&^xTWJ*JqwnzuZ3i)vH%4tRA%v-g=9o9`?E5A!*9W2^viWVuWGT=kDG-e3j_I154US@@nb7x?^MWz~@WTbU(kXu*K zI(R-SOK7x0Apz%w!8G@Q<<$1qFJB(Vv?$r1u&f8K+H`mLG{y)gcuG+`U?W@HebNr? ze?n4H!4$s9%!LgkQIKVfpjcO@YFPJ{eNOmv`8mj?L`b5wy{VlEAjbNV;Zll& zQ+3a_%BbpAI2DXSDvuh|yk?-fre+TqNK(^ndHyO@ubdTo4&!a=1dQ7ollBstpo1BR z{5d-12qL;@UrEM7Tip7rzPvn$^tP~QgI}osrhTfxB!v+;k)Q>n>hQdHCma|6vm~aP z$nf5Fs}VV}2MAGWhOf|tNk1igd9v=2Po5Flp5QlRxPmIpRf@3styv*!#&S6+X$bF% zqmdX9t+VUnN-}onsF2_xaC_&$hQ&`*Owec=nI-Zs8Ea$_0cXxH=?Oj)P zKb~IfaO?Q_(eZIKX4z-VNk1PRXVfgBuaLcR>0$_dt}vp$wsqh|wW41x2T1PenJ}S- z7J5}F`G3OeD}SRf@;}PD`RQZK@_q#mAD_bpEy_zyH4k#lNXcKn&c)_SRv~liVj2AZ zPP5HVNYYw(99>TK<4_ri}!lYG@Dclx-qehY*XG zEn8+Rz{o?#6iAT)$02{|P1jaOu}21v#>s-DJp|Gw^y6#o4DO%0L>NZRNBhSapPU5$ z0vJ%6hGo-!?Z!#C-C>)M|7s1W!M?t}4@7cQXB>sMP%fQY6EL~;$;ky;iu}6mpFkl` z1(n_^y39$+#Go4!)RKSUP47#$aL%pSWSc{f2!Z8zYubB|Ck7qZeyaHxe)a2~Z5boH zzkdF{baM<#05Jq}YP`j)_3OvZwb}6*|Hr%XuQ$c^_`g?u|6eX3nLXE&)by)gSHc<$ zjc;`(X#u0v#gKX{OG_^s`u`yE=BEvi(@de33`bGvL!9eSI}r?nsD1`#$q%ctetqTV zBNwek6=4XWF+Wo>A7xT3C=O#DP-}0@w<@6_G$|1dMV~Ll*XnEpG z#Ha)LCaM$^br9YkC4~*4@U8*38C-k=xWnk16@;+=^{`zLinKZ3JU>3)4b-}vc;K}N z;IkmH5zj4P#uYgtV+T-+Nm5Bwi(UxRk=-aP{C_MXd*ts2s~hr2I_NLb?~3^j?v(@~ zN6acYILemMU-)DH%o-vvmp$CahvE)bn{C&@(toZb?#oLTFCwW46vdq%AATF{(U@1w zg!sAg%a==i9Fl~yzzcC3v{-z>5xZs}?DX-ys=hop{tw~H`v)ziLZhVEB`d=B4N$Q2 zsoCysZhMIK-1icuS*k)-_49W5{{$j z_Xj@?eBH;I6ERT$4GXsvj;W+;8i3RO`P9EZnM2nPhD@QTIqprQJ(Syg;l9lq%HL{_ z8+^-GWwzdI*5IK3X*Rg=;H0#vcXjO&(Qb-x6!b;-d}+-Lp+>F)l8C zR~;9>e*mpAc{2yk|C9I~Hix^LcUZsv+TrOH$AoP}K#o7SHWIe=3pn1wH^t z2!!54)#p(q3S}JYEsKL50@H#1?a!Qv6M=YNic0j_L@G@hX<+&5rxw4z72ENW3Dg`~ z1wUY$x~o_BeEo1Ae`|F1N&}DW$&6;>JAsTq{El=5J^P+mf4!V|vHbXY%&;N(K+EQZ zOSZF;me`_I;>AQKKCB%HKVv0DkU5g%(A?1E3g8yuA?vV<*WxE;j%gt2CA{W@i;qBW z3DEl`(KDdI_#RilRZcYGga&>$R;S-SJlQrpX$o;fIEVtgG7(r1Y>kXsl3yYqAx%w! z4sPANwa+0VkH+iOkevkI>%3cUm_*=9rs9kx&R%!^`ZK+*Ds=8f#g;7_Ar^%?LkT9I zktD%Fo!WyoJ_;GV^1%gNzZA<`T)>BjQkB@>B7=UO9sp<(FjWysYyi56+6C8@NfLm@ zbkFhPaig@!F0V!+rx@(Me5Zp(3N<5A3xF8SIDSe~2IkRP6}4@jx7?!K4WH z@L0pXc}eaC!=@K=Ekk>JgS9$o_nhV$y7M8xUxG=H32(w=6J0Nk(jo5DM8t!ih6c=y zgaYPq+z}5finL!BZzUrYlAbf{rVOE+i9S$Ia%V4o2|z4`pkQX zI3EW^gu`=-Cj9}!{hC}~(gK4o5hd)7+w%UKlaPaSqvLlj?>^G&wd8qJqS>9%fS5jI z6OC^?dE!AZUO?idHK-_Na`{e!=WQ;>t4HBD$1aTOydj$ITQ@7c?TLkhhDHqWP)#-O zD`OKGTtSGY@8B;XvHi=rs&m0Ft<1zTeQW@A5nc#jDq7-}T0{K*fFvJuN&@%C@2k zmWU;l9BJYSQUSsW_m-fS=Bes{*pR9RE#*`_g;yhOFJ1h7U_g229|Y40#ww;EJ$F5y zf2cJFemFZjOE4GcJ#_mvRRb8p^o1S(%&I?ZCBGMXow_qNUvcfG-fMo-b3_saL3|i+ zJ{^2$S&>Oig3812J=E9u>ATd_)|3)&dw`Shc%AW2rD1{4^3VpZEG4K|@R&oGKSOlx z2v4Bn5^fD%>1#@_uj9WCK!A9V5{7y;s0&4!DKPPHCe;YHE!}AC=k`0_uG;gnJ1F~<(1Vw&vapHCkNetomhyd5< zAzPUEAwaxVTgUQ&EGk$rBdHcb!g*l$;`sigj+fA5HDXs!;VkG7goB>uxjqbsl$(6Y zQ9(!&83|n59TEAu40lXWQ?fe?O$>2>odP5#ps6>Fmd$EBwYl;k{lzdimG9q0pd~zl zm!K--KK48$JaeXf{}g0YM5(0r0_H9PB!=iAltVf)wZHLZ&Nc#lMLz=H)rIX*6)HNb zM-x;LNra!x++@}Dn;1GHtBea(<*sFaP+T7yPW<)#kDxvaH@kvUusd9}iSr8?8UQCs zlYrnvZz1FywYADdMlo3C*P(-%wjqKMJxKV4+T9eQ8o!wjH0?w50az^<*a#IMvG4*( z6$vML`?ga%%N-AfIwmeOkdmahWPQAVk(?mhU|JEjD$)~~qXAVwNG+@zRPvvv>6&U}WOzJmHHnes`cL&nnb9oL9?T8*esJC5b+ii27qSyEX`+#fpd8VsZk}nXtMIWR2WOm04<32Q9 z6HT#(7lUqN3K1`=CnobELFpkMS+wbLJ%w^DL-ORYb7ojKJtY27g|Lk>;zMET!Z4Zt1@Nb8eP?b)TV~- zH_CfClb`1kJWIi7E+J=#@QBEN^v`cerq{ZDz2BKZ5Azy`NwT2|Tb?)e3{L`0JEU1# zCc(TL5>j2h2;7e_3|iv2W2vqsl)N&O2Y99K$0@qpIijV7cuy?>+;}7b%VaN}fi?x=e zGCX*eTHx8-I$u7Kfc@>6_n|aJ%1=1RrU)&l46j*r>AS}3z>VM6`JMyu?OEM}e>;tC z2(~c^g5ls`%Dx#bl#=(K;}hpxepxcJtr&B(!I%;v<6p3nBa8&Pe42-(JRwLiqp3s& zRou>z(iJ|-n(?pt-$i3h;^?r*kdW*xQXE)pu*Jl(h6^alGnUNefT3o05TYa)pmis& ziy?QMy8v-k)!FRdmoBb@mp%j$7)bKUD?>I%F2Jk|%*}vAwi~C&PaUp7wgfki+KAY~ zX%%cj0_N1>6#DxlEW6PMjz58LqtPlBI+ z|98;vKl;^Q&->Y0v+gAGMIc~E-NeuL35sSjC`QzL7G09ZJ**<8gu-JrSF0AZkQDCA zG*&hwHI)WC;XnjHHBl`~F|T-Mq*NRTb@VRE^S98Eju4Y8TqBedRon~j`s>LElD|e^ zRZpydtdxih2Akf-{HakvlSF%$Dr3JP9D05W+9zF7|DWW2Jt;25+W6+n*GQw zedcU$36BOOsN8{p7oKL(C@Fv%L9UW$=OoLwo9R|>!NmdSI8Z^MMto~WjaZ;t<7(wC z8kOK=BrPqS-!yz5eG`@?pH4BO{+@7DxsVBy(VNvQ?vX(!oMv9Sm0U5req9Lw9L??f zEn&#O`p`7-{LHI4{fxW^*0^W2yxFp43-KZ#_OpRTJp6{uF9mr+3gqOu80=sxj<rYHJxr$ePzxdfc%qWnZ8bL> zaAso3I<%@)<~v(zva=fze71}|JHtbWA95|>PGINs^v@LqKT@MKgoy8f3B3w`-GLsHy_@Nf84I^aMZE4m z!4q0Y=FPE_QJf=d>t%1Wna1cYG0p!el);i(KgC*}VTYGXKc4uKok#x0F$qkd69bw% zi?X46f~&1h*|!16bcqhmZ6lf9KC->UvT6C1Bar=vVYw1Fg|qSx5a+<>pgzJS?0^iw zTgZ$9*9DLFVPs$MdA$DIoaLC<`~tL@Bz{k#TW0s_LRNfr=(V1pBrZIA7Dn!N%v#%K zdmG`{rVFStKTpzd&;nX)+z#2v!e&xXw|qoYk%zYey2lXHs=(zd@1p~5XPa63?m|8X zm$cpi`6c(O(C9dD%&EdAgMfUHU@)57`g5ip%zSk_UWX%9Gs5jJ->Vd}YkBd5 zCGVH=V{t#IO+)cP1m$*|$MpLSbw3Z$6#L9WPl>{(IQU)VXE=L*k|6EQrF33Yy$}Nx zS;}Vp3xx|Lk1Z3av~mqX*vlQH{uR?0oB$u}4D!-8=)k#q%beNc*7PfVbr*$oEBxxo z!&cIXw}oO`s4ey?EDusLhODM)mQhPh`JaMY+lPqGDTbRVj7&fEq{9!!h&%{d5;ALy zrG@X+iTNp~BBZGqJEsRKrR|CAP=La<+1imS>snHBs#5qy=? z`Rt5U_4$o9_toZJf9WrJx_qYUOW4WXe?B~Z3_5<*6XKft_qZI$7Cmgk9VQ|0awe@* z^x5Fo6{j>0kFSC~-%jJqD+Ix@wJIooS!C0F$2RUvC1*YS{A z`OGl;HM19W1Dym;FgTJ}>qX8eLb|ZKVCHTBjs*RMRCi%Bng%$v?x?nG>b=Q6)M3JN zS48i7Y!TPmhsQ}@Ems=5uU%LPH53LG7CgR(mL6XjFm}M*-O-w%ckm5ZT;i~!#Y@RK z0g*V(VhddWW?*{VxW@aYdW`s4dKIe#l_l7pPohMwfZHs_wNYu9z&H!*Wn1(2KXUY- z|5T0Bl+4$j8yg#o0Ca}B2hm;|zU|PRC>;9`J0C5w9i%lVaWWJSpBg_uKLW>3CKClU z6ul1Pg&L@VZ!q!%PNW(&XFN#6C=uR(I0}&~1EJ^@rk5`p4D`FgVEikeF%;+DuYS53{XG4I+X(@JQ$4N-rdh} zzi_gv8`rTW^f?T?+QB1cjvVL5*utHK8-B=2a4B+UB?4C~4k| zqvWTWEq@vUJ%3EYGJ>!Hi6fDlq4LdR*R?Kz6&o0s^Z0_uTC|pR>Wz<#ZV3*Y@Ok{rXed~EFlln_csO61;#|&a zx9FXd1=|&79PzJs>xE{>_K7YMK+eI{pf%|BzO{6n(ztaV?-wGGBpv9X&UC$HY?Gk& zzOzd0ae?(|s@Rix2jZnZP`%o?ZLpPH+liK~S*ZoF3eN;gwS_n5`=qTJ#H5h030A>Y+; z^p>>88ZrlKn{|q5Wya+3wC6t4WAQ7~M{eB}%}Ad}{!6WTZ}Q~EhvS*+1M;>Wd80P= zF>azz9XaM;fLbY+CmrvV1(=9(iAsDcas^zjdv0*tc&hMd=3hP+&wVYT7fYDbuu*OC zs3~kbTfikKq_#o$jZUs{5xzE$aAWNBPzU{9{kgIUnTykIf#doV+t@1uhMwI$ip*b= z>=r&EcOJ?Fil)Pjp6d^rYQw%}({HGmNP{akM{+mI!?A;Vl6(5(3N^D;1ijbe@Bu!D{_c;{(nMU*2|Orvv2@nOz|mr7849 zswb$yXtfBSOw`S0fLe*I5QC*r?pF`xZ}H|Q>NON}r$sjy_bJ?HUbF1byn0KOnAZnu z+%m^I@g>jq3o=$2J&axFnBP0jI2>Xf<6vtfF)iWqaaT|LQ9HoMgm)&Bf5g_P8k1qV zeJ`<>V8<-pj9E2PykR#vvFcO4%kmSq7QR2-GaTx{{lV12f`GO}bF)m}(e$ zG$J5U1a=CUJLEH2b%w`R_UWJ1Evc#*EB1N%w$Iw4>bg$k%aHIWl~tPiy;$4nrIxY8 zo$=AP+8lf~IQ>-1lG7`bw$*Pk>vN5cG?SSAGigceYS*m)H1`ohS;abX8yY5l2yKb$ z4+3O0O3;e3GU^vLztx)}in^9^oL^}7ce2yPR2Qf)Q3S+(4#IW>>lzu+bf@Ix&MIdj z@+10MH#Z6D+_=rWGPKu~z#9zugg*UeH@c_(^|!xfZuu~*$(v8gfdz7Q{mVrG1}P8a zulqCSdH6Ba_6|-A!a_;u^5sCrR=)K$BXHAv7hObU&T4UvPQE~ekQ?V&@i4GoxG02S zgKD#*4_#W5OTzT>>84l|c!unwOXZ%N{0L1|{}f@48ubtI1tOy=!4KaNnZ&1>?Z3jn;FA*;A4~1Hi*beMCe) zOke^2wRd(#VsamUK^sgUF!q81VPRp6Re2viG&ykZSomBza^}CzLh6Rd5{fR^%A?05 z4?8f?e7z|w|1RS}-2N&MtUow@g9vWt=cb7<5C+|1&u?1uXyY2TO`jm=HY4CKuTHUy z?wLg7YqkwGOw;Cj;w*d$FJ%^rBsowmR;h~>@3FVd`Fh?yQ(J(!+$y*3$b;Hy7G6eo zyYOwB?e>isnRGIzO2Zvy%r3;Q{@Y?{4 zO!iA+rpzqu3|Ml&sTxEG>CefO+9y4N+?s1&&|GYV0L-!cRvYl#IP-c1i8|cfSZ@ zUc#CzlnEg2iClD{%6|WbmW`yxzZnTIRuPb#Af3qCZ|oq#1XJ+*3n>+#(RJH&khvR_ z97kbXIQM?#6g3UEeP3NmtJ!PgH9IzOc>DM+cCGJI!s&;-W2Hr`2mi8Wu#Pckv27cd zeyW7c%>-H(0c$4*Yr@i7V-@TGJA95K(8~|m2xR!Z^;9AFRQ+evaI6cjDttL3i zKz}$4=oA{H_Rh@1dyj0yAPLGYW0Un7shY!fAHQF`d0oo>(w5w95c>~3*fW=ym`LM^ zV4nsPF`{%P80vTDP80|GJPS59A3Ci7F$Ks0a=yU2DOT6n{o`S|14_-0L_=@r4Xu(T z{D^7SSt;emH~zcBt)7yxbjTCg{cfUdk0>iE+ePomB8}@dH#@Cxa8vnF|L2D-xc+Nb zS^QZ80ul@g>o=v{CN4MpcTaXF_nOSd>u)sfbGS$%?8{<5A9Dy5XVeN zQ0@mSDg%glzqcQa-uArsxX*EA5?_94?aQtYR!>d0FCb*)%Xsxy?UteHN6nK0TVVJ%enqy zxX$edZKm!>qsrvHqdRx`_b-oWIO0@UP5Wr`HkRYtcPLvmPtIF)yew^eC+#snrHeaY zzL@#T>GiseMIkCwR_S%Rzw22jNJu3uW2+6`*LQtN+IP7`kTVwxAG_X(-}zR*($gy_ zJ9@9k@%6neOA=!ZYCR0}O}FX=rvwxXJaftRXUfa<=qQx17T)p9=;iRNFT;+aLP7Du z>ARV~QIz(4)S#T-^=&X2WJ+{tsT_?P8uHAHB6=%w#s)dTmk^I8qM9laJMPGN1zJy* zT=u?fdF3PzZ;BQhgQx3r?@X4~(CX7{TBq#do=IkFX;S5Pd#tk1NzgsXL&uQdICSW3 zUURbQT!(phn!H$8a`~bq^e@3O%LC&5vSjU%7pVgoYQ(xS)jXOUmqzkAl{S)FGS^!& zqHHs&OvwKckQao@G8R?LD*av-?rEJ=4BVofM!N>`l_mb&kn6C1&Qw%F23@%Br`)GobOM>3|Awmc6m#=?un@gE*z@sUX&X!DFA!m2>7-1p>K9(0} zT=ctQZkWin8(RWv%Xb9SuG}`WSik~i3ad{vK8#Yx_ib4Eg{*o&_nTVwQ(kBamL3oc zf8g-6H&=>Hgr%qAK<#=aV^%TEu^m+5I~-ewWF54{H74&5B}KW*#Y;tmxyZ@wo&WAQ zRGpNs(R{>0zwyQU?C6vZeU;9p4U|2*?3g>F)^AyOhp!(`qH5ivQe2VjdrnI1jZD?o z177#VwI*hG7$v@KQ=4xp0MDShyQL16VLEa($m?EdP)rz^lEBa;(a8WKC zmDR}z{)zqMijz+-sWg0tp-5lL?IDh&SsZBabrpqP;Od>Om=C9aEw1DEJ$mkfIPHYV zsr2jGw-bEp#A?GIXl~~DOUsz?k(g_%O!I)L)7+|rl<|NoeD#Uy;?LVlW)G`+D6Wf1 z3hI5KQNW{9nRYGFu;hE{mn|{J^wO5Udb7HCB@mQ>5Y_P1;k`rxhqD8n$sO3= zpZ*}IGz{IZ=7yVL0fzNYKVN|){if#;2)pFN-2fIeu$*~SuBYPh3aVQtiDz0ejt2GM zG=wbjfZsBaVY;Vtljo(d@|P@G5ELTxd-;(tRB2c-vtwR+RZdYQTLs!|zQsR5$wmf!HL=)THPEk!~CT> z_cDKB%ZkcM{>~j;7X?Qh=U+V?d=nvJ>hssu#N>iy^!A^LP^z@F1>fb;rK5nsP}Ey^ z9*GB_f@zm%-JJHp!JDA0qBRC)mr;11rZ?;GFaTV>RJD zFLd+#SRPZnH~$R@JJFrX{xY6f#LjIY;j90FXPk9IcH8r)drha_o`}o-7{_#?v(op; zWd_%)@l%~fmup*@Odfo+*B9a47jTW$V8|xn0KI_K_0+3g#v!b2n)3Zax1Z#+o=Oe&t#JaHyoxB@Yr^BTzZcYE(<)>zg z6#s@z%w*hknXP<>%(Gek;v-@UVUqG7lk&#+bL&kjxOG&+wy%|IpXdkY-XAwD_EQSK z2{>)Hp15q)!5dHt#TC0SCSv;)nI-cy<(nsqEr{Ik5lk~P{5pu* zTjO@U?<_Et*#~d|ZBp{e_FjcbKQGf3fXtEgrA5_DkGhPo6wU z%UI7Q+XX`;FCw9%iOTVT*~|HctJt-8UG_8m$_LsA*LHN2_qQQZBi75QshV`FSJQ-S zB9nP%-bquLQ97eoX&-fT(iX2hc<4~)sO3KJeevy7?EgM>*z+8b8|^(*+2r<-_mr-rErA7d=@bhP;Kbo+6{+uB6oo@YEUui9K^ z=bGi9CP-}~hkb!)+raNo&e$?Q=IQ}P5G`Pe8L==T@+O_tkNI;B@VHA6_0KtR@f=^9 z7nbd9N#>DvOpm$`OeZf^H!{ZM*<{a-TN@OVh3|>XhTMY`GQf4agV=?_FialV5Z@o_ zAB=3{=OF-ufq$Q>AK>+Jz$}^lo#y_Qmdmw?rx*6q`8UTOWq#h4y_B*CPMn7#i>fso zw3$O1d@gMGJawfxx~Bf}X0g(wKsUFto|YzyrqW9(T>nYFmq21XLGs%Vt*fZz)RE-kcpJQunY{s{I0O``XenL}6}Y?K;Y)4x))7 zT|P0_hMY?YvIt@&P1KBV#CBmOMlJ9KBK8pAWpT#yF5+M`d+wF~)R!)ScpamKnDG9g zBW|VA8xIeU+o5-t+q&<8r4A8>LOH`qlbJ#jyC2?U829agB-WLgIQ&%4Pic(SXU^6W zM{Luc=p-C`lN=DCSwuI(|4H{JFW<(5Fvz*LxZ*)n=`r>LP}^y8+or(N{}7$&l6$t; zSXeskVsplH3xwQJ5d@K=l01bDZqEz%)ho2dEq|8p|5UMuQrW}Xd9x&C@?vEy z4pE|hFD^`fwBpxJCzanG$&A3O^7B2&fpK=fwS5X@wmG}fqkty0w=|X+>v|E@-EmS} z>x@IblT)6TLvlcwiLB71UD5U(RQ_A0{Rb=dv;FDnDl7Hi2qlEUiTQ*v&QD&rMnAJh zZg5gkvP0ji;njlZ|Eu!!&Kppr68Rcgup zWd+0Df6__X?XtXfVQk{@OkSSKhuGA-xCS33Z}}$|F4>3_J)z5^-{x0oli2Yos6U#5 z4x~dV)2T0F;nRLSuJiAK&r$`gT4x1N3uvU0rTuZRVe+*d)9V?+gEd1~Y>sBU>qs+W z-0QmPh@*_E5)YR~*paQ-A?wN)#WK}8X$EL*(X~0t6Zhn)oE$rw2s=Y;v+>H>3fgct+=YMzK|jam$IFC5~G8MJUHbo7j)Ax}h4 zn_A@_4a0Q0%riVQLzNW;&51XgIwHeM>~7h$F|V)vTD`+rPL3sKhjYu?Tv?Vj=1yJG z&R~(Sxq7tL@Mz|Sg;C{Hm^4oK%s37o(y%J<{Sd><;9glfdTop5Z+qiP1U2^V^=ug~ z@G?5=`GS2Ts-)VyTjoOFhjn>B#Ka_Cu9|-HMf+`(Yvr3eO7nM%l$+z)KI}hx&RmQ~ zL1-ZIr#9!!l>QO{KAo1 zaf>Y(X>w5+LsIN#J(BXTpooF<$h*{GfhX*ORVrcv`>Cy(;wlgG_XfYO72g%$*fPBD z`)Dkuw3mz+P{oBjYFN*)_wanP7JG1;>+4iMm(1;Z++8wHXiO#lHF!WVeL%@weQXu_ zn*&3K>|HWHHxDo@9EWkzv>zrHxgIQN7j z=)WX*Sq~Rlf=6tC=&3qi{kQ0J(auTD7#Ijfp3R!g}wt@3T_o>MdOK z7k0aRsi`?Hw|^akJo13guj%WQtZZ=ywE^y76Oy%{VEB1XrHU_uZF#N{k&%{J_O2^G z^PL7ONIz;63+e{yRb7ZVe|00fAuw5&xbCBd{*-?TFEMD-g9!SXkx@y{xGDrK-!<+W zzvr?D-6JYQWaCq7ZPq_|fK=Sj=x@v@o~IetRe!nO+2 zMNv>u8YGV4`;3<#o6m8$C&3yo0cV6mRT3CRpL;Unj?eK}IrsGGO!glg8l()_WUr^I z8y41?i82kRwnl`}3#Xx`se5OpU;456$&(eN%~DIk)hi^gj4SbWR>U>0>qko#cnx#U zBfLC3y8}u{*N?|}ZX|_0mkWev{G{1WPhS|0&s5lHe5XSF0Q0&P503}Fe3ZG$Yb@o9 z6w3@Cp}Xif{7A>q-+b5=s8pE8v{F_|Ofo@tZ0!DlC~uSy)#X~Xt23-VqH6@zIRN%mAiMH4&rhvk)Xz_+441f^(;i?<8N++O+hBd^Ib z6(7>|kjGbA3R97-7t8DPq&pEO!@ij+r^FQ$bzGK*i_P6sbSXvYh|Zll9hbM{Y1T6iFMJf|XV`EaUXWv@V}ONJ9I!QVmtZypBcEorW`{@=um-Ei z0*xwli^f+lBus}x+@{$VU7%dN)6IgBMlv4q4qU=0d^2=4H9w_$Gk4d-UY*K;gQp7p z7q_(TKQlA55^;OU1E>7qVri3)0;3KL-(_*XwVF2HCTPrT(2viV_A9y9mKPuU#3*I%Gj!JikV>TdYKnK^HZAUm6%oA7}C%a$nVy3M%1ZvL?^%gR+WF=^_Wk5m_~WL^eeq7C6HDT*%H&7%ziqQUv`(CSO6QWtpRYLJ2=QTnCxkw- zusB9E@YG<;UrA9f-frJWhE5=xzIxpc+7KGqOXhoVCgUuYW4d)uk~INMQq1^-hl+%E zzs9$N5PKmGtKRyWd@$q3l4ZRPg&}7BL$zLd?hl{ky(y!%<{r3feB9k+4VAYoSAtEm z#;L6)?u7eoGhSC0(LdZcB8R7%om+DyvK!LlH+Kiqon{lfp2!j!b=;{WCiv=}b1Ll@ zvlRYoi^^=7|moGk=8oiDUf%!i$v3B{zOCl8#m69uVr9Rh;XlEW0J%X zYUloL#?!rKj^rqU!8tiy1FH=T4%i^#?m0EJ9&{c^P7tJU)a4H1@}butXXoK}WPJq! z(K#wAZtR?aTdLCz(bo$_3-CU))~Bp?&=ygFG$1fi>@>z_4D@z)=c(bG$W-%oYgUA- zQ+po%umCT&g@K_owQ2NqgAiF)q(M(iO2fm40A|OH+dAKb5$#N(8b`ZT7s0=ZR;=}Hb3X(&$Ptr-|fCq z@V3o!Ur?Hq)6KCJybk%-^5WWp*HOJZI8E+s7^>aOgB|Wx@+a3B2Z=-$!9>)KnOB_5 ziZ^h&$|)sZs=CR@;wp)THCehd`)2T|2G?41Mi`gInXFKsJ(f3MG0yc=&pXagZK27Q zA7Y;j5S6RomMbYNO1elK6GSd*tN$tVB~lUl_p&6ne|uQ^`cA4;EHGBp24zp?!<`<7Y{Zv&EP&(lCeJw3#r&$?t%z81FBt9SZB3Y-Nt+dW&lT= zEYePRuQ6S_{fIzk?!hE7>j;2=%-dm!uHQd*awCE2>OC^G43C{SEh)d7RsUK;V`N2J z@?YT-Tdh+DY7*&A7;{RC?c6FQxJW8i*s|?I+bmby2|OtM@MmrPIy<#06fF5IyyLXDOb843S#@A zl6dKKs~L9A>b7-!o zyS3Tfe~h=4KMS9!+>vLbHl!FsjR_Rch>(?$3Cn-ezP4}&U!8)S;MMz~hdK1yj8yk! z(K{C({C4Xeve)PAoO3FI^Ck?5?0b2R=(i0~jhV}NHvXP=?DyH_bPPPl-Hn@WoEvE{ zsHf_wuG)UHN0W*^*q688J$(aXeev>{RciuQWsOa0Hs7Uh8Q=qM#bz_ab`1w@gLoh| zg=?+4P7vcA+Hoo9(+kvWZrf!hg>xEHe|XaVNAnqfLx-~F=!(5!6Nj(v8sDm(D|DS@ z{hY|~IEUzn(a`DBnmI*NOTd>`(8TlAil)_YH;olap6Ij8B=CtxySdN=c&`oN>@>^|=Vri=Qy>l{7T3Q2sJu)T21|dkz1sc`8)-_bMvlBh{9zMu? zs9m4*4SrjR|KC z>z4Zn*niGx|2enGCX;PJ3Ct<}aE(ogQN}3>Wo6-y-s=xh1Q--kb#zD#-Ztw^RmYsb*Svu?B=W&#!x7unOkw4gnBJ)V-c=df`5!x)ak z>A|it5_uEd+Fm+GmQbQ(c+2VP*Ze{~X|>o{Z;lA92OO_V#fBz_!T4Q>GZcIx=@k?z zn{*=+e4i|Pk8z4hZi%3J#9-DL#R6W z-CJ{MK68$T@ExhDaFN>eS9L_zQ=&G12!E_ud!g&67+ZzB8cV_X%u{oUr{h{(<7CJ3 zj#RP%v8T30zE*gVeqyf5Z0JxT`x|pt&55{OH+Sx_G(JaVVsk&+QM0IaeO7Uzub5F_Ehz9MvXd9G}VTlwDRKP|AB zXl|FzW|qu8chX$tq3>Dua~HkFH#7M;@4qYK)Z&T=)@^%IM1zad%k^?@xRLw%BUTzM z41mipUgFjqAUgWCnlR0X0;$zH2Wk>A3dO#_MFH$Z4+XLceJaplgL)+#fP`>-KD(k~ z-dYO2NTFxAC1Bs(|Ic{iY}<7pNGige6P#XfUhlc)86J)FGY^WpDoinT5B+ z7B%)ff{OxNIi$E)7D&a_t5->MfLNuGg?4*8Z~*$D&hdf3vvcF+5L4YQ(20jkuc3r6 z4ZrW*HRC82blVCu^v05Rp9tO>c^qNoaczrtu*7*M(LGnM$rQJEwllM8NyxVz(YU1+ z!gu7xo!T94QH5UmZ32l*Su&C#?C$Q;Mf$_v;YNymh8{B~CkH;A5icLod9Sg-fe!Xt z5+&qWUFCSZIPc^>mwKhC;=!?Zc>nPqb?1bFMr>|nBIo|ZkCEq2*=TskGp}=L^_^3w z#mVFt6~WA%3mc|!k4H_E#+Sle*zg4wsQO40oc)QZ$%TGVb z#AO2~gVh7k!n!9XOT~Axxk{>dD8BvEh&QB+Vba1nIgCk;e^y*yL81KVN}EP3zcG|+ zuV23woIg6ApG$A8K6mS!mXTFxMAP^RitG>!HbU(0+UvweNp*P@%U9#PJ+IvwZNf>!$Xg;?$C{Yfir_Pkf zd+86&6)@Y_7VlmA?ik0aJmrgmM!buUv7cw1J{Qp2;u?RvA)bG72}CUHUovhg@p98z9B zxYb=x>iRvdF^E

cdGM2}AA=+afQrXqZLM?9<=S+mQIC$}Ie@*=ba^I{Y^Eca|OA zUv&L(iL-%;(kZPs;qbL@?=Q1&S-#sd=QiIx&!PCqM05~3p{0u`$eTq z3STj>tZ}pJRXpJID+n)y?>I)xrW{^+Fn_Ps#C_^-Ed$3lyYt_^{3b?QZ{Qfih4OG2 zE1$)YI?vYl>&d?9>^<&kuk^o_@VzavoDE#|}MQHo(>Mx~qf-ljB zT(G}it8ZcThhl6J6xOw`KYAj@Y9kDFsV!^UDtmQLKG`vQbgYJ5FwwndT(K&*xq@r* z{_URqVp!j3s21OwG5k@7LIrl2ooQ>0WjWY$xEg*}&N1KM=Rh1z`^yAx$|&Rq7avZJ z;{^1kip|?!=Ia|C#<+K1t@L53GM;_4iP4v8%dDD;#p_%g*3M_3jz_FO@I$#NiDAP2 zvZpRmuZRUTb`eGcD%Hmde|U<79EC57Pt)t~Yy19pBv9sC`g&jcpBS)?C>Q;g|3U-R zOj{vlVZJ@lp!OR=?yXzrJ+#83ql?sOIq#AzRC^}YNpLY9^1uYmkVlDj_3QHHKM82+ z5eSP#CE`49JwI-v0pt81zPr4&RHj00rr1d7c?YF_L%Y`1*D)22Po*aF_r{Iqt2YLI ztt(pjx{-78ew^$!*YyFMUUDD&SGt#Y3*BM&;fT=mR4n{1S`DPwH6~DTE<17fnwV8& zZ(X*^>~O-->E)A<4m3vIjy)Y{%zo}bWOI-91CEA(2dlhW1@26=JR0>XxhqEV^}yi= z@01aaD+1=a1HP}F`?{8JImIcm?8B!YIXVeX*Q}-ON843f5ePYXAz&oub-=bD2=lOe zT_lL%ZGYv+A)Dbtm{6;l#SxYIuT!$sFK+M1<9E0uu`%;jdVceqh`YwXbaxN>-bo6!OKl0UjGuOEfUwWtc_8&8;JD7i6U6g#>1cMv%+4OJ8q#SG|hzCu7 z+ORA+tOf0Co?0gv*H&wuQnG4UrSYXYV~n4iKI@$z%O3A%Fri;);rw$cFSDlsQ(2GJ zMq(<}?s6_S9kKZpcVf&_(?Qq1e*OA)8202laNs~^?pOIF=Y3;9;guCUr&A0H)Y^@7 z6)%m7Ny>)|Y}9h<^SnLtqBqyMr<9`f@;~vOj%bt8Q}lYUlTI?+NKVdpeLg0xjV3y2$x|!*guC4_6 zbS6C#IG`jxM5qzKD9{A^?GNa-4=6;J$eF1l8#Jqnu!#*w4>|goS_EtgaHAdwPs>-A zDoouPB1vG9Rk|^dd9{WyfyO_8GLd^ zmnfg&AbFtXX)kMq@sC!aRaWjVJD=RFTHe_fQ^Wh|(iu2UScw~2-SwTGPCKEdKB?LGAk zv;Er4p_=ErRbtp2J5HI{bl6u)$+5b6@$Te1t*};P;)QizwY6dKSBq?~%mBIFITDr~ zXKrQrD+Z~bkKQmgFJEJKCDE((e-(F~VNIsnHperZ8T;5lK}G=)q$w6UmO-VefC5TW zKt(CiM5Kudjt!J5T~WFc6a=Zku>^>Kf{I8JrS~3ca@QNsac0iF_uOAMk2n*bkn-jG z-gob{SDC8jW6y((0lFslXf?_LVrWlnXW;0IARTw`3W$LQ<3UAzJ(a{zMvpuf#uSLe zF~2yneiA{(_H_;=({)pe!Ly$w2buXP%V~G_&%MsILR0>k>Pz#eP6uc83g#Z0<3xDy z+Nk*9U4i1kJW=5VAv3(I-X|>DJK6qNWzxSY!}_|P-!k`$mRO1vRz^#|9?)KW^M-{1 zRvk^31e`DAIbblwIxrmd*d$^%vJGZWfh);s(U3<9E? zBZLQ9e8H)#!slhwNroB;urWuL4JuA)1qCt2qbo{g9MYBPs3{ngzwAMRJGsYE+|WXkiqysuJ!26z8XPB{ieT6puSyV+Vk`)-}gv7+xo%xs@P?wlgM%Fo?K zQaf4AW{o{l)ZV?OGk1LnDK4ykBRLV~)|YU8S)Rc=8cP`vo>`;qQUOoG?8QEeTPiQv zkfq>7cIy2ny$U8vG2~O`pv*CboFw-h#_1F7{>e+S$0n1WG-qd3AF7Yt+HrQYSk(N7 z9p08+wb7B2<5zH$m zFU?PUdCYRZ`&~ybzlorGAZL(9qkpuSX2ZCwSy+0nrdIvst6Oq*{TBh^e3B5qrMUFK z*kjLt0M(-Ux7`wwKM8matnaUs7n1IGW>Oi;!f$w1Y<^ca;ezs>do=t-Vg2VGCSH_$ zLa|+(|CxP6_klkxCDyb=uTm^0$>RV!E4?85YEyE8|Dy0fg(uO{sjFqHQs2;(rgljR zp@nTN5`BMMbg}OOu>k5r&HSY0q48tpQ402@B`Xy~*@XpQE`~Yvr{2Hg!HlCYDhJ*3 ztgBD!kyoWqPI(cc2PJA&x^ofj&Y`CzwsO?w>U7P}$ID9Eqp4)vgh7h$MT=cN!S_Yv zL>-9Z?{H|o>54_-KlBrTU5>EZRvO#947BeK8q8q!AiaWY~%~w57skj z$5-uL_3P@Jxo;k0E)S&-P@DY@4t?7_2lCl>OszCd9FlAiU^76}z|%G~Gi>03z#B}JiLW;{XAtj5 zS^6Ca!hsU4gf7x9T!`-YURC!zhT`~;rmBo z+s#`chW3}YjNjjd;sbb%JtNqnZKUrD!bZf~cXt$IvO>0BUSCymGHB$}F)UZ=f(vox zh_rKYgRFp9rL`wUTyYW_IlfU*nd=$L9yL=RbEcZu*r02S z%h%PtZZtA;k~PNNd@SU<9K0aH2O=Be*`UllZ{3rmhY5%8shN)HNd~@3FEhzjVYQ~Z zS+989?!1)6{||L<%jmRQ!&xKaiWO6iN5OXq4Q~8jm=iAi#O=fT?1tmn6MB@j7QR6@ z8w*p#r_MwQ*!oyz&|FFhJ`<)NT|I}wc>b!dxFKfAcUQjQ>p9VTeB3tRTQUv36?OE3 z!Ihh|qc3ZxDAMOFuA!Viby(WXf0gWJfmVvx{QMd_#!ayS$HTri3w$lqE+-l~XwNLt zI2IDHUKTxZs0YJv>!I@nE-!9*OkVvkr#kFiNM&6@e&MhWJAYY8!)Ia?k0pYf6;Dz} z-Ktz!r3=C+TSe^M{J+R-;8j->P7~(|SrqL^6@9j$NpO+<5%NddOU~94QVN?`FU8l3SZIUq9pU)sxMpZzplV4w^U>&rw$77n9@iC4T-nv6u2I@vc2c^> z+3Lt?>zQGa>qVCIZ8~*i(FX23&Q7{@B{@c1r6}{%v6iQ5$S6g-Z7~0k(fK^EbL3ux zxyGYcRSo)bA_kU;_YG(5KN^3f^q#%I_POf>=u(Zh+6-^YnK)?MiSXd#uko}pyy7d7 zRMlWsUYKYwIop!;;mNh4!uuZ7FlpH}&x#9|D+)O@UKG@- zzdxd1I;OZe(?d+ILs2G;r(#uZjxy6j=u6eU+RJTablwiJ44$J0ePna$(}J~*Dl<4o z@fSL9gI57u-{A)5U5UFV+~A-{)h2NPHcuM<#Z$pN=jck(&f!Z(CDC|Y5+!Ya0vOt- zE)+m({t(aAVkQ<3wucxA2rTw5w@efhG{J;^dCl`cT?2ut z;QPIORt4dzjNVZ}&tFzdELW;(3%vH|#m4oQu94_)JO4o?>CtlTz_0m)XyAC-FlfoU)m#;U~LaLk8#xacCynH@KAQ%C!@2CMyJ+g@qckqvGh zKo+0%7THC#?cMLP1d%AcRjtaYKL!ga&&N!`QkbMs;!NBXuZp~tB_x2{N&!s@MH-2C)E4?k; zqWFqtvDR}7;Q;&3GlA_@JxsJx$K6Gb7R{7xyB1iqJ5Gq6o~B&w8@Rp+4mt-PRkRtD zsKz&GP|aj~=2Q#I`nc^3ZJe!&zg#aYT^lfC6_3{q^B>~ai=GRQ&hV#cln=7U&&Q7+ zTPdHGZ?`j=s^Kg7i@?wR3zDKTN0Zu{sMf*MxHiXRn;W#4gI>k^2htCYt~=S>8eOY< z;K5eSfQiTASxfcbiP4g66A#|b7U`*HhEx`>rG^1M-Q?+Xp+h#jiJGK$dw3$VG9@X5 zHa5Xe`_Pung~T3wTC@{i0e9*Bl{LYHt6P;qKbx6}GRU`%ggy zO)9aJ>~>N27Ww)&2!Soi&4!dU@r*)LB@>qJC%~Xk;V+TFz!*HE2M0H~iZ%;{Tv6{! zFt1MA`5VCvVq-1d@7FVy|GKH)q@f&netD4!zg_rm!W)henIyAU^CQoUn&S%iu;r($e@=V_8!B%LR zX!(T=)L7UEo#2d?;ul`NxcbYN6O#SQx)!}jC{NVgw_~g7@|7zB_8C#f#z1`40V4JB zq1h$j@y;XS8z-*+x*BoLSr*k9PW_E!#agn-O4;KSEhBd%VFIj9r5&?^kHw!VEj=bC z{BxjkKya77wv=GYwYCWN#OIwNescxJM+}bsZsc5Y(^`JE(n_9Ut+Y;=3ikV$XD5mt zc6Dy7JQkUB_Uy-w8MxSd%GMtIAu2DDs*@`c5?k})#}^-G>?;3NJ>IP+>ji)q5C&BZ zr;I(O=@dcRM{JXxw9N*7;-gQ2= zg=$?kZ$}(acmW|oy>%)?fk;6Tb8=jt9#&svzJZ7AHCTimqJYKp4}<~N{GKcjc|;-o zKuiFLk%>>YaqVcbJwy8l|3v15)1~i;C{OfCbVQjGil;uEliO^gYasPW!e#X|H*);b z&dU=|#3jD7La-2m>g&L~2gH;E`2pLo&f{TPk5Z(;hl_h?3l7EilmCZkc zBJ&I)i$r)NwtD@z@^!6q{R6m!J}}C8pEs>hP3;7svS5Q5w-3=BOqTXc_}XMOEhY9F zSPqHlAG`zBcPItI&CQ{%XBkC8*K6z6=*iAwoEUNBP2WqQvBqLF!Q$lH#Doae8V5oi z(HX3uq;3U7>b2FbJAC>9i)VZ#*0 zu?=$|O}S=afQ5#{A>+Jrlp}*@3@R~?yF&l6K{Ks&Tn!FKaQsJ4ga?2MjBhLn#*{_} zGcYu)Lm2pbk_HMhCivdAyvyCFpl~0@8lny7qD8T(^9fl6j;{ok;gHct*LT`bYfS(| zmQxI;MaW+lVnA=kyFMd3M)e_ z3{>VD=_Cejq|Yon34*>-G_|$CRy0T(r#=~adKTG)9eqKk*TaBn-!6V)8Hv7I^56*aYv4Xis`H9^OUK{jI3b4{ zMVavjVgg)iv@AmVLr*ev$wr)~y8jcFrnB&)?&>Zb=ys+Z!d(~lngOB-6RN|1rf-X1 zZtoeDH*<8_942)%oa5Z`P4^2!KxH-QObU7IN1Vgub-Ho5+!xZw_ey#)J9ewLR@VD{Njvh8EEg-7$0q z24SFhC?Dwx$+$FeCc|@I ziSVQ`21<&L--Vh2NGkNzgqB9A!IqaZp-1L`vn0*Vk4`weFY>F?Lk zxl46xTBn}Rw>E!NiS50)p2dD(>z;f&It}oQCnlKX*u)$WIM6f}4H7!Bf^`|+0c`_G ze5ju&sn^9*)eS^YM}05#_Zr%z(0`AuV+Iu6%kR5xyB4EmD=Q87uDW+efVDoq!xn&9q2wn(NM~dOz|BelQa2s^1 za1xq)VKU)O21JU3uXm8J*_z}f&uJ43S}R)2k5BCGZV1&#sqd&X%kM(>O7a&Rs0_$$ z??T_6OP2tNJ%)rQBZ@Nr9`P$5+rw^CZtG#QdW2N{l*STBLreTkD-nK>w2R+8-BjQe zi+G@uP}ya)5fze9cjU-+Vo@Bo;|c7hHZjjmH1M)+3C#M3I?BDrln8_q` zUL7QL5r+^=&|t3IqQbINMOuXExmM@JG(o(!@l};O%3KHi~Z=EKtX(bvQkaEn_Wv|YFpER<_!&J z(u~6D;sA7lI&3L7C!A+Ue%Z8UA@o?3T}Wva6rC~5+!n>GCWu}&H8h}&-Cc24N~kU7 zs)V)-Z|UsfV0-z!hO;Lpmi@k>i|suUft{ekjDP$VOo0c+=KnjX0AIyMr=C1!`#U|8 zk`86P0lxWpa(ZIT`cHIwid2>v-9vM*yQ1Ybrhheo#o+TiHGMtwTSf3^_uf&rvFr6C za}m9w=8qK>DJtb{gXc^A)SZ+#>yW7|M>D>dxh(zbDA#+TAAJa^w))ZIH7#T=PnLo> z%jR~>m@7;sUYN8Z=aCHU?6FzM${MpT6C+#O&P99Zj!PP>}vP<*$%8{laQJpbxz7ARg z^9`Y{ios{)_qy2*j!Fimb+L^-OThxSuFh(LRsc0(b1>EgSR!*M&j3zUQ#?gnoKj@! z%^I}xg{Ozwf^+B0X_UAK2Lf1b(8y^HcYPybezQhc*un2m67#7P2`&+d)FNp|^&>C0 zaGvkZ-qyKge(EmYA8AvPD$Z)BveXEz|Gx5gnz9b^b4l`<<=Lb+WEz)QdpaC*;+py5 zvm`Uy+LNj8Gij67q@JFy(0dM#9IYv=AToJEthb>}4jTwGF6{s{K^HX`hK#kb2D2XX zp|`}TU9qXsFd*kr6QU0elYVaOi!#fMqlm#UPkCLCT2Y2IImEiC`|6tE%~_202K)-prOHNhi2a?Bt&C<>5|!sh_h7;jfi;5;a~t> zK$HUt62fbS+qQ)}a&O;Zfk^fo4e`7=YeWeR4w*#Xa8dG>FdAdx0O_!XOy+Fv+|j%Lj1*tW6fdU=@Y*oxKUaRC|?wW=$+BcN_N< zaVsT5ezi}~cw!>aPL6e5;fL+L{f2fD^xwDV3gf##diz`IIS zgP^c>aXGn!u|n^sLdFy!eLlj)L+tr_qLP41iC<>5Y?CPyIgfgL(^u?o{d^FwoUTOo(P$nIhCDQOdeF* z7X3a z;lR6#?D0Ey?!4Ewzz(H0YE+c-6_RjM@AxPG$T>*F^HqN2_a6l3ryaP7s*UVQPCJ4y zJ8~f|_<&$9Ts#o!b5+e-T)D!XHQO?OlExjKMxrv%6GA8$rlggbp1!++nV*M6Ivp7R zWGbEI6dV@Pa>YS$sl<@0eKVI7I1pK^r%$&LGxe;>Ga$I2yD48tn~x0+q1&F_9vvuY zpwQu-6E!rU|J%S6JB8uR#)x?&B4-gLRSI1P8GYG^ZFhCeVPV7EMy0W`Jw~4K6NqOl zD|$Rjc9*>PV`K>uFD$~NBHTqHeIHFI7e>rZft{-t zK*~efBF?vjub~5}EU#ljjFZrE)MCbnks2o@1qKD~7;=dho+bQa zlj-OHNt*#!rwu-GNm#=OQr^bbbLP@!+q(NC)l4Utv}9R`Ihv1U}Q|9OV$P3t~-xu477r*L?qK90h6EeRzF^`#ToD5!J2KIKgou9 zhQU+iWB3S!@7q1&8bBZNYYOU9AwN?Y`wyd7r|sbP-?Glw*5d_PWlz!ai74ro&wYUn6@4N)FrmhSlG;Dvv% zoVjZ8EUeHSd)R|}P`Pq)k4W$h-1}P;m6v{Y<19u6+ROR*qX*8jVzZrYF1Y%ll&x(= zc~StwKA46V)m|66QDkn;{n9_Ox76D*EbFF9Y|JexJruwe@@@O$#>IS4qykkNn71+b zN=Wtk`j&FYj22$5nf&cxzsqQryiQ^#TaLl{6iXN{?n{rNTtv5x&}?VRq7r6KaPjB@ z@DPafjW*%M9in5AmC|b|8-q(u#qhxYn2blc6W>cFBh^P|OfJVS zht@ga=iQq?lz zLijLE91;2te|(D6y)7$P5{sv~0i2KazpQpUUFj+{1C?ezIc7z&S10t;Mg$t_(z84? znQ|?rDe>#>t5|h%*$lhBI60HDc2io}f!K@E!sirX-3!AO(bvDqh)`O>I2HfTa|6Hk qrECME)Glp literal 0 HcmV?d00001 diff --git a/docs/src/assets/tensorboard_demo_histograms_screen.png b/docs/src/assets/tensorboard_demo_histograms_screen.png new file mode 100644 index 0000000000000000000000000000000000000000..fccb4106104cc4991b2098bd64ab8dda2d9737dd GIT binary patch literal 317410 zcmd>mg(A_!oeAhhR zbI$vm^Zp0l$L}`|Ox@SL@4eSvYwc?ceJ?MGjY)!ugoK1G^-k;q5)!&25)w+x12pgm z=C8O1;11d0gXCMJ;vupv@W*}AH*#-~kjkR5ZVXVt-x#*STysPXV3`o z5blmYdDrri`aga~SCg}_#Qyn{Z9uQ&7}~Ry^|?6Ye}3K>F>d@+#@cCmwm^mIDE^N( zkcd`r(1n?7_qn`5*1`M7PmIlLPN%hoZ~yT*AtCPwe*C}qNDpzMEtKukT^e1oPUwir zF-`7&o@EcQiQLZTX}n;%?{1C>$`u{CBgd^ycqQ2~lo8hF{#l>*qotY2=DQcSh0sjH zH~Ie&NIX8Hw(mXguXgk-Qbnazo4&p4Va4}<8J9^CWvEX4!5I-(SDFzg@-np~)(I7X z$$uz;vkk&+kY9K=_?^y*Ji9#ZwmqvSj63@i5zVv_^7fQ7WIm*pCs%Ni?-BSkcKN3&GX@JKeOjNcyJi*bDuKU$U8RuPg;b8 zq|5*0X~s0c3bcW~>Cv)|pPfBzAK&>PE$k*powu_sl(>52lesu3aJa8y77t;K!Z9Tf zxp`vw!o#qfKjK*54kuw&ILq<~E8sRk9iJma1cno~aYJQzt<*cwNP0Jy(dF8aA(Rk+ zwIB6~;5pkf*t84=x+jwQ@)!pCZNQv3-kv<2jJ-uHtJed`>sASk($$w#F62hb_BDG(g>fBB%v`N{p(D=+OZglgccD6Bnb>WL_(Xt{4wB8f4D=`cx=q&8da`Ck z$T}Qa%!fkw`|&?60AF0biA~gZ`&m=MCLcXVr~6tb*4ekaFWS7>B=zbje4xdf^tsA6 zc?}_ycbrIV$dq^Ka!AQWX$EpuxUawIvvoR9(3{<41@s;B@;Bw*{xq=}Py3Um%b@NV za-3jeAhYvM7S5cR_Qt8S&hqG0y3SDN^qFAeG&7^?b@8T2ZorEsP9~)sgD9!4h7F6p z#KzC?L)A8K1t%o^9%g2@UbD2%tH2#P%874k&YGm(r zVMU3)8LMyG?R$&sO$W2QmQ;s|8X+t#ccM0Awq~z_$UAu+nYRwRR>N((($wm;xCc-b zr>=tUW%)(xBmvAaJ2&md7SjZA(=&@zd5R~0-k)-n99&IMoRCEF4Jp02ntChDb0?}r zJu@{bU}R7Ch^3E8-Ti+40>k-0MJatX?R)zN3wK-rbDhbBIF^GAT**UJtE}{^Oae=; zV$mN@7xYgTf~qv=*DoshyFY;lOev`z2wMcSQ~8Oj;I{mMQSd@NSgsC!AYPOh5W(-G zbrw0jwZ8l6UZFF%h!3uxBbCw`>)VV)mrh2S!te`!l9zHFNar;^Tb2?~D`DrI!KUAJ zSb^TKgH^tqHnMZ%opl{$*34sB*lbUoK~^h~DeW*_6saVJUK z;w5WibR8J9Ff41EJ2;d0_Tu>;{BrmEQ77Rxco~S&%s)FJ40+wEyTY%D&tZE;=KrFJ z;I46A**b-2B=_$s?n%M-vI$1p5C1b+9F#S$KVZjn5xx7&_LV?pv4j^aC~w1C&T6Ue zgJ46F*r`oddUU~lE`1g4$I%wXudt`hw-#9*{6FwnFSzVX^>CLSt?9K$U8=E3 z&IvdT{--f)!e_Ve_GMXB+Gkvj` zLB%|@(vo^v-~2>tgI&D{^#b2pdM41HT`34w5ku(dRT#OpT+{pX4>n`__0~H~)$#rB z^|%ZH{oKpbvxg6%sm`wF@9Qi)9M9Na1g%IriKS=#nE$kUbiVDC4sXKUq>s8J2l=yU zn1>_gR_!G*prJ-!Po%_gzz%|l=P)sz4Dv}sPqEBBX9Nm8XE8+Aj_loUgEYjIi^IDB z=4#Kgea`!4mRBAS_IQlOPlmq0zt%vcbD|MTKc5wQMWj6L_#?a%TCZ@{9Q}g^=>d9U z?POy(A8XNmbDP0UodBcWd3l-Fyu;6yme)(j%R$i3bU!=GRxpAAcFT44@z7NBjcYe` zFK@e3s9Q>C5ywpDM_p)Dje?W zVvZ|FOpo%DY^-haMkEU-8RV1epVisfq|4;7L{C-Z8amUFI8|LbxZv~F=MD*5L`(86 z(%B6hyzHi3(mi2?HWh5&l0Nk4v$aVL=kY)-^QT|=#KUN~YXNQW_47JAsE}ZM2Nr@< zTd(*2?4!v@OM&-+8^%y^mU+?GBYO43Xpebxa9W(_Z+OMly6U=;J8@DYvf8IzE7abX zZSSo_rSMp!C_3|JFWd>!OOka`3K@GIIh|3+j3!@WB(BH8Zd5uT9t?IHb0IcxeoSa1 zwuL!*Y{>;yb;M9NH17Me{Xt5lIy+V=0*Y3A2t{3%IaG+5$@PSLSrRI-`-Lf)+-{u9 z;2!EVV+uUmZm4@!;b?b3^z2BoL;=s9NF^7`ZJ5!)kxb(FLd4LX{{7u}LA=*xx}utc zcR+jmixiWadE^f4hLj7u8iVo~yAp`_(VPgr$Am%%<=IIH%nsy9x%jZeuF~IRZdEp< zxkhwQC_dg<+4?ddQv>(a6wa@i!WV<|LXliQUhJPyDhl#&_?vmbEJ2S;Al-O>bCh)k zE%}MZn<@uAQH!ykf3=%(%LLz6X+y?6qOqp2eHDI_RLnI)pAMHX9R3;xUzCVyzEk>8 zoc1I}qFQ3`mY%OlmYb*-1Yp|AQOqqb^K&NdL3abs^IFGLUjDD5eXBmAyke~pdW(Zs z&+9ReKx5CI=O>7(Gk?CZg}K>vO0FhSKrY zLZ12=H_}9<$M*V6l)#LqCA61V0a{t`;0bxeW(E7Ud<_3s zY9!TBZn&A-#;a60*N9b&;VV&i*oz=Rs25^;-ZjE;@67X*^x3n*yZ+KgUZ zZ%rD@rfSaPeBusWoqaNPoICtQaEU#ZK~SnMLobef&6;|h)2TTv9^&IwIIl9+6Eel{ zavw!gxHc*g)-2a&r5DG&#SW5#tE}oe6rY8)v&UA~B0D21H^y$EK3|w#P@;m#!ORVY zP74{|R?l*up;K^AON0&nm=3WXe?dWi+v-&5Y0GY=B>b&Y0Yc^07Dt=zWJ$)EBWSjp z)k#i7CIC738S56UcrjGMc)hIgHi7QGj02PBh8kh>3A6ON(3APbCj=9xLwLTpTAGrw z=U1lHZWU@zZ=Zmt!%X4L@<<~iX1vvvIQKEn6$Lj8!ZrkDpNWuaxie@Bv2x6SGL$$~ zIlc43qx{8n{aoutuyvFMbX-YG%A)Ug=^4RBQkK34ixOebmgrGb1w5AiZfFkWkbHYq z1K-EOK@Pi0@^`$8KW+-t5NmRE_Vk@j2r0M@MCv#t4}Ouw>DxF@IP8{;cq=1+$crqj zp&^>cW&r={v05nf17(BxUnTgZsw?GHTKOwbwXVu?1I#Tx4Ul@sDKOZaV6?!Jj`Y5%gXIq zXp;anl3qKs9v7_i8DU$~x(-+b?m{z{`toQ5OdUIJFfePS6wN=qo3tXRnlH`}UA`j` ziZOgX%y(0>MCP^TelPIa)`>KdtBSl1-k2;JeV)6Sg^qFk{BU2R_q*h^!{*2xVWS%< zNOb~_39$!gj480E!Eo;MzQL1H?tWVDslhI9dyXrG?bY^{j^5s+I=swOVlS!Q$U9*%_4cjUDzBJ__GaKhg_o}*A zJp$mUOra$o`FyWcO~_%A!;wTv6y2x{WuNRGI5O(zdP$C<=kR7m9ja>xk>S%<*ntiE9id$*8OtGM(^AklY|t zp*t0tQd-ldPJ3+(q=3p#+~+d+qm%XFN4uJSE(;`n9~mGxe*k~Knh+AZ{Ws$p4s1*Gdh{~DANgVuJ71x2p)CRq}=K~o-tX-=s zNgj5w=*yqYISa}FC+v4}U124y#tw!y;|%o}K#!EpP;JsEdlMqroZADMD3QwWoBcV9O8}&b5#_e%i{e{q7rIl3b$! zd7cVRkzGAC)BOi*|(2tU8t8l=3YyqX)E%*lH>wQd^ zk=zafu%E5P+tTL@!E{t8aY8|*3!>kyLb+g98nu(n zlZ!;se=F3OoM&W*hUIl3LObTN=RvuFeEjJspKaippge4yg$~qp8d|4PT^Q68B|$x? z;GURz1u|SS|2mBv{e6XN)#~zzz{FJWd>j3Ud=Je?%33Zjv()@vkY{co(_X|kJug{R zNfpf1v4PzX0A_4d3QYTG94i`WRa8#fGRZ3+5Ea-4+vnoopHKy1k`}&Y_HFYDXnO4G z%(}d}!$WYcCQ*r{lKB2`eeWWF5=r>6A==IT&!7X7d_I#(=3? zkSa?cut}1Y!DB%T^gnOI*WhW5$1MWHa?IZZu2{91oWCIr=f?GBIMcbo>tjcoK7J;* z*!cMehd2PsMDd~qt0&EwSkh#mKt3kjuZsNFu&s$Qs_yNM^|OOW52l*~RKh(*q+fHM zymqe#I(ZgDknefewg{A)Llh=wOb;5~S*lv(UOd=$O}{}PZ0{^1Pv44NI*jYZeu4M= z-P1DS^ZZx6SUze^-ur8`IK&Zk>r-$$Vz;s4)gCPPuN}0)y-?yaEtc1^N&Cs3!flr) zjPB>s$2mGu`~3%txXA10Qyvriw9m9_zr@1NH-2Z)F!i*AC#$M#P|O_(9N#(7xeZ6r z9*q6KM*rrs*mfuVAUG1~JLq>NYKHzhFE#PC9`P7Iw-e357r4;eEpnISY4tG{pi&?{ zpYVDIs5WTE)bC4!!xC(k=N&A`kt>*cH<_(_{}K_D}W838vd$Ve2A|k*|-afErZ!$%m#F-fNy~xaU#JGt@c5 zLJ&7E&bvvYtzmAdR=1`UCfo=)UMnH~SX~(v&~D&~&V!%N(iQs$-$Gg->rMun8tc)P<@Pl5&Du8 zR-gZRwl|C-Iw+aNnJgoS0G#@eHIY6?$`Sbt+5B!id-spGjD$z};L}Uoi}VE&1B^H= z{5$!8nxC3I?S}GmJo4u6+BHtGls81v7C#PdB(w_UZtd5a9W^<11H8 zW!l2C^TGliF9 zQr&bo3nnRKzUfDoHQSfIB3ig}0!;t8Mbm_ zdFA&P?yA(s1PFYrZ!0wS0A%)WA|g8+#rBM_1A4BWBkbTwVj{_6;PbKLc0M*5J`lqo z`Jw*MENj>J;=F`z7p8Ban}G2L>ildy*%*jE>d9`dS->)^=DMXDH+h^)9>L#to{}%* zP4=?KcwR!JGOqA{D(P{UKqdyFgukXfjG|8qHz9yxt|#qU-Ou-7?~XvWf1sk!Sm|6FUhAx~6(Mw> z`#ynU5frrP!=Z?L28_4pBH2?td1<1T-7*FDI@YbHEZ}mk6G}(>0%s*#7F9;&YAxmx z6JNu)niN#>SD;yC-N^AvT3S0(Sh-5+DqhWIUZJRcx}?2JE!azkl?zKhNQaw~tXJKL4J`L=SkYQqjMy z(La{@2VZLkI;9Egg66w4F=5}hHRN4fVc&DpP&Z6l0#0g&jJFJ6Vbn7k%c;a()8K_O zES#Cpk#m;Vk}J~QBsj5!JHtIxkLWalmhX4KddgG3#c7RgSC7*o0QLc`&iQpnZoPaG zZ~=mlcZ}&6vQ^u;G2b~V^chlu?{Ns8%X8}ljFHnLNHMW)H zPe&ksyJzo|R-nAW@5PaeDU$RvnMLAlEMYQ(m(!P#ap06%tI>L<*%}{TJ32|{(`MAbsY1j zdXSj45}VfZL;N+;YJz*ROh)gLIg%1vbYxFvb7EfQnPAWCs~hHfVvcwpLX-%IK4$kCa0{)oHVNMOf1HVA1@sbF}8u{AIFo}Z+BzTbq2q*Iz|hrDar zI;=Qr&EH0?gh4O?Ez$GG`5!Gc?YHB&Up?;ycK7)Vv@N~7YoC27umVJ62wfTK_pp0! zt4ty$*5_-2GGPY=?q04U30fPHJigoCthb1U-@n@N&F4}OrAj9cUfT9Xow%fzqg01-JxoP?qPL?z3=%HfwH+J)uNL zcKD&pTw*+8_9Ghs3tt3i)a+i};yhOG2WM&wTF}*^!y^fsC-NB7Nj_BES@UkTlO=`G zI6PbWMhQCeyDFU(S0iY$#Z?BoR=%J0IMb&crMfL2!eQ@_a<)6UXEraUTtIey<0r5s-$S2=ou0MP&xXox)!kqAbfI$8{! z9?UfyX#S~xsfcNMm)h<_It1`4_hLna;Jhv?O+0VzocNMWjvh8$rd;Ta9yj=A?hvxP zJ$*=mA7s0lL@qiwbvdU3FXHL~StTeywA4TC*Sj6@H0etX+3^04i)dvpyd#s6Z=P=B z9>6TJQt3PSOavw}hVGG6yD&o_D@Le}DGzLa1s^P;6%Nik60pTj%uc*;aGAIcEVCSO zSiL);#>`m=b2)ep3>vB0#mR0tHQK*>o_$VW-|^46Q}*>_F%a^w;$ocaAogjUj_BGz z@R7XIB}$bLTU;^OsAXDBW;J!T2U> zu=(a(mdheFC>nyr1C)1cH$3!9L&$P8Wn>JhZnFW z8du>A**jABuO=5F&y|8m&YP2yYA33 zE(KW8y$VzZZB54$G*lTJrRHTPAl|?f>CfeFvqHcJsm$gm%WC#Tdvs(wQ(=dc(^0+K zygyUQ8T!Xps1YtE@HOv$29D128qc>=J6&W+K_WIp1`5RVY0S%%{=f+s1Mu5{-Gmo6 zu2}W5t~UZqKF0@EDsf&vl`-s>_z_iFvmZ`JPaHQL28?0LA`c_`4q#N~n;1`y{!WJE zTe#;VCN|~jJ8~~9hRI%!UP!*n(|tV;sR;)YJ-`}%?MfGN65P0wkVJO@Wl}}e}!|M zsrT(G@tG_nAXwl^(g{#a5HOOWg9t_e-cjdb6`R7| zqJq(gjlDLXPt4!Ls0ZwR*1AWw0#(@Qa0lXo)~2W@5A^ST)qxV=Uw(AKc9oQd_Y*Vb zC4m(d+H2T8eMFY7BWVyN*JbRow5beR&|dI$dY_RqZCt%L7fyY0qK42Kc_h`fLlgp^2$iU*hfL1)qAV78mpRVRZ=if@1%^+$Lm%_b;L;z(USp^{aX1|(1t1ogSCT^b*dB6YIRH8l*Qot z`TSJRBsL+BGt=)U?RIAr{_|D-oZAkH*S`=$}=>#O)Vqla|?_-|dxz&xV!4 zSI?A(ZS8XmtmYQxqy6BA+&~HdR`kHFFRG!quy?&<#QMuodCk6->A7y{>H|P7B!eAn z9m#^SR$f{Tdi>Gw`D0urexASw9DomEdPra>fl(J;mg6jFja2dd4j5kS-L%WQ?%pcT zBdoK^aw-|XSoAzSjK}Wwo;W(-^b?KD>|U$|!o^f76;=h^K&^Aq$6-h&IoLT92Ug5} z+D$RV!$EtndeAkIPqdzFa$g2V@n*!oYuD%iId>?9O?V&qDRS7NS3b+=eVtt?FgxOd1J- z0K8UY0^cl;%m#D91>ZB3o#pDyH*?cU1?RJH>4CD|i<64&+v8<{+Op^R>N}z*juF#a zPZ;?>(+OwPR^;N39oU0GR7jBu<%25>6%j5M!LL>jJQg9ptg#2NY;evp)7yZ6aBqKL zksLI00j-6{I2X)w%{&mri$By92WC--iAVnE8?EgeW3$;U*?YIPx)WWr^S5X0x6eEH>Nl3dxH^IW#xTUVo2b@q~ zS#mC@NQLbtxJE(^f)9+A2<6{Z8nK$O-uSAte~foCaGq$l}O!ZUzJV z5I&Za`LuquwAw*_;g3$ZNBrxhyG`@m6cyM!N@Q{hd65*VBlEf1aI!3k>`h2&We-xj zRO1p#Dt3`3dW~ZJ+}qKB?sv`G?D!Um5-jPGozV3B>uVEqll7(E7r=M9!i5<-^Hme2Pzx<5>!nQWTB%ND zFWmXncLln*L@cJ*T@&y7)@G`$N_2T@goeTy$Y;Gb54)`3DC>W1JCH10was9lF$d;QFJMcZSWD>1mqz{Jm6p=1GK>i(;u0!__+yoBld`4hx(9$VsaPz`q=O-fME3C6Uj~d= zp}&QF7XjyDU&x7zGqFn5U2*P1AE&F({5=~fLfz#` zeo9$G((>RPW?ZL)?81?X(bKdDmjh|RSt1FSaYkRirrJrb*S~cFn)Wn0aMDA#>bStB z1iKRW%lbOd+SprTQ#(5qhLba_e_%m!>~~Cou}HI39xV0r7L=U&9I1&?nY)SO2|oxb zm|D`d#)^WbNM$#G0$$i2R}}$9!Y^kMyzd@@X`(@t44uJgNrW>Pd)k#;Kg%2@d0b$M z55_x9P9peh&A1-n6amjM563lqrW;)7fbX2VGPYf~L4K~XINuOv`#YM=l+!>@T+9p5 zKQI9Rdltfzy$Rj{hll-^jX_!Q-SlYE>7Ts6rJ5%j7;9EO&#-f%e`Qfo4d9G+wcwY_ zqB`bEY013zae*UlifG2>C!FP4647?%) zLHgc@j}Xfv!7V>_`{79R%R_Y-aX;LrN5`@~r~B{AL_Y$Mhd*@f=2+Dl`{hkv)v)jM z+v&^=`B|})(P0QZSz&`1sdAC&&bAu{Z~=kUOrm3zr+%W_1eY`2h)LB8f z{5$LRXjhw1ClE16+i?pJMHW2EJ`u)K8lt%+;oLeQOqK3ya#^u```3O5iM=X|;5f(b zg;1%V?n*&2ut%pe?75X~mS}xRA8t;iwZ~`C|Jwc~dYd@13#aHJM!%2wfH2`+_Z8;G zaHj1Hz9bYG;)N(l1XkN2^n-dbL7S2=mz=bjUVrvE_9I?t_ezb3>ByODNP;EU#r zG@3*%d_GX$wk)_+H{Tx(B!uti&VBy4`D#=`tp>LGh;e1=67_u18!jE@@@6i+leRKE zIMwdK4@0^9D{}LpGL$V`-KYePMo47#FV|RB2qS9A)RP z%~)o^6+4$5*v(JkXr2t82NE{JNU29@zZxEGK;PViXnp7ZSk+76-#cTgFQ9G@I5$?F zZVC6nbpL~lwud>1s}sg^?BTY*M4^?CM=YU@HFJQj^EO0K!#gbwH}=8C4H7tm;Z;PI z;h8`eNgqSI{qW@={E?2U`x)JO`girBN36Q?mtB!n+vh92L#^=>*jjJz(VKFtPu-WL zf3P;3b-L$ar$#X=94`dr&y4iv!V&~+7esyR1yGJ;(QN{!E z=u3Wqu0rIc^}h%QI-5ugC7jzMqV><2mDm4}DHAtGHoSD9P^@Ztfn3r4X7f<6v2{p2 zW5kGIK^1Iwd9UH^ctlL_yq`hY?wD_?rKq$fU4IL&?Jj5%>|qlHI^l#L_TY;5#S@iw&@0t%YTR>ch_nYYD$wZPK319j z__MiWW7kz)`^s1(JzUCIRr{TL@^4PFGpgT6hi2iN&1pFbCD(1D$(OS;#(9b6HVPDFP8^kC2Cx6LMx z2k6@nH%~!R{UB>2r}pUvA^N@tmYRJ>HX@MM6|KBlKhkSU0FVFC^Jf9$T1jCzGH2;aJ+VmaN5?p zYl|Hx_(U>dt(wO0>@nbd%#ECWyNz9<4|Z#U(VX}J9BrX>CQdDyecDK>aTSg?W=a+y zO6GNIie0GTWhlq{?O$B*FG_g4V%r$s^r3SiQ@~8bi#chyqOjX5+b^CT=gzi$eGFNB(m^Djr{Zs?M!T zy3Q~IJTMg4qT*^;`sGuhq|OdvDL{EPPWRLFHDeW15XHETc>Oh_%MY|Gx&1sEs6cR) z*bis=&!yT2@y+12g5lmr89hH+#(K@vXK|fDO?$5ac`xO*@Snz${Kkk5kFjzEHKp$T z%013T>_7K<i_GJ`2T+%`M*1@-~MA8F&-*NcgzG7cj4B447#8*W^So7wz(=l$w+-)S!cgz-NwCAEFf z)ZY0fwf|PdurO9|d)QXkKPx399itn2lU1W!Y()E?E5nQ7T&+c(k0j+W5Ble}|B#R# zV*9zz`@SgXgoFRw5{-w)CmKci`vnV&@@ut!uL<$X>O(tTvJr7KB@K;~|GwI$J$5Md zj~_qA-2AUqQFUW&rvBF#5yVyp92(~T`=zhMDZMYg|Mv&W4VHiG@9FPX`me=gGx52f zGVV+ip%i`pkLsiztsF?xt=RHzj%1*6CFnSbX;hvMudo!H}K5!4<`A_Qk z2FG?bgmrsx%{DYdpLs zE-ntf(?OnhOJN0V(o zBv2*A#N=~Z;I{|&{oh#EZ_)2J90(Vx7APhqC-*oE3w3`+M(OG8HRy^U#+#jBAjFJG zNa(z~z0N9l$j;8*(a`}W-kAlAFJ7#Pz%PfHaJgA^>f^V@a#v0+GYgtIg(1sa}{I|b#fmbB++EK4`M{hJ=@2`L~02LD~N#Pcdo=&#kd~H2ZtRwU6 z(P9$}YP8%DDx3V$H<;2pIZHB{TS3xjsnmF}yjja3};n zRc7!zJ%@N6hq9y8l$XbXFGWRR5YWGLJ2q~MvMEuYP z4)YlqM@k+v*>8b+BMD!w#%*q+Ras8Qh7vGHG_uw%-m~N;^+(5D-!3TWvaXS|k>DlE zX>7cS&qXONEbQ2GhK$G}q2p3y*VZP3YbmKFMKJbLiNU(@NMd<;IkRB(zF+IJwY9a} zS3g{}waJ>?&kO;CNH?+ktKdgF_NL1GL6(y%iHmo-cuU>^yzkgKv%lV}k&G9C-<&vZ z{|S|fqdyuFIIvy(g}mPc)2+6i??YtNEo?!--2C~l5R6Q>B+28TDQS1t@(vWnQMbrl zOnf}y`anuM{0=5U;l4@rK}jiv-3U#!&(<$HCuf&WfXk` zVw&zS#23r}@r)%GaJGfbyMR<76~0(RIX*tV=w$PL1JWVd=Z3~K!|6#Jz1(s^N%JxU ze!~EpbHGJG$1xts6c;=h;M8^+SJ8GD{S0s?UGHX@=yZFWd07x#A}Jhl{tm?I z-@d&!EO_#;K(%Pu7oFmp>G0P9hzJBE`biH>^djuqZS#BZQ(;eDkP*fQ&?dp74g%Q} zjzELWVPvPkbQ=A}DyV=wJD1 zgnBtyY<0G`ug|b80ONFLG8!NeP5sOx%)qBF^^sVU!q@tfB-JDj-J2S(whKDCyB+qb zCMDER4yR2aF&PnuQ|>q-SO2TT)=CbVo6KYVx#QYSAj1boZqceRyP9*$<*|`>cjpIyU{TVP`1;u| zfO;2KJ0%!s{!@F-Lqag^AY4k_gWVO_f)4~VgdEuv!)&eMgQ+wgn;}Fta9hoYy?jbb zM;8dPoCM+vfNvm~-JeD>3P8~2bOi%|j)qFP#JTjn@y z3~9TqCDdxOa$C>!Z<_h)OOQ#egWYi#r;O7s-m z-1u;U{Q+t`wUT!fta5A8H5p9pthSnc5cn4FI=tEY&kVdHl)!AZ`h`u?*^`eSKLY3g z*b~xgoaq7E*Y>_#<0Zp6-#rEUX|wKVW2?yop&FMuV`k0 z6V&$Dt8(gMyV4YI$rW(g?f|iSD&Smb7X{989VFG_aX(uwIF&Bpe}nkyKlC6B>>D;e{`cN%}A$hX&D)ss}gqOo=2mj zqu^i!7?lEx8e>3J`S)^uLa>ke(W~IC*YDOmVewgDOpht%!!J2r|A{ zE$h0#+FD-Lrqd6_4g36{2uXRYjqh$Q5h#a1J8jRSP8RjjXVkXwNlB8|=X-Ux=d)(x z`3Z^?l$66(HS=9xs6=~udKN)1;{yTc-Z?vldK@e{^4G!duH6=W(Lar3qB^V(u$v$i ztC#s} z?rBzAYHTd{&U8Z?-5gAYzskwWmvn&9tmLFwFXQ@Lpb+VKvdbj0gkH=6s!mHq1cn!fOI=mR*S8=JCkV_(G!NAxO?Hp--4M&i z=s09Ap+rx@*J@XkH8gtBDLr3HNT4BB*aBJrQZkpt6YrLVp5zfwH;CS1-F#^hMaI_# z>dbt%MB?RBW5D)yrz?Wftm{LADcnP-M1x+M4yA{%A76SJfBa~-63KH6zgvK38Ffd2 z3-TGHA_0X$C4hz4xVUyigGa#?d<_xyx&W808xY0JH118nP9Bo+enF>j{fq!cfD2Dp zwLkrVd>Y^ZH4ZvfTTcuPBIdP#k4-mw2|#@A>e$ET4`52~-~Zy8)NX&QrrnCTWlP0{ zgohiAW=mBHN<1+6=1Uf8bNz=KeKeB25e}AP@y;>-+lic!Am&DA23(z3_4KkH0=6 zS6a`f0zfC3bq4eUK@j5O<3pT251Md-lK}8isLC7~8aidk4fs(UgMtYlhrAi`WH{(T z?x(-@oB?SCL>#Qf-+I1&q(n~y)MAqdEK2>l8ZaeLqneeUd4{r$9B7cfq}-RrVfBM#(n)7)xM;Ex;b*;DQs_V&&bI5jEyb&WLN~UKA1)T z8qVQTdy9(sB9H|R8yPO6^-dN8CY(C;j;$sYin_Yim1dwxfQG_ALz6XBU+&!k517oe zS!hORFI222hX8lLQCk;V{Ue3VDYT`frKv#)g|pU&*z(FcJ6Dga`(d$u^MT)Wbauu- zAU<<;Act$`t-)L>ynX2z7gs_*Tg%*(skk_5tNs^&bOsgEJp%&>0-Fu^j1z?|(5y59 z0%?dSf@Tf^20CrF+sS&NdRf~8>lsUK*1A>v(Xp}6$jBd((G<$6svmT9z1vnoRkgKc z?d>^!{`?8L3XO%hDBO7>SEs=l?_eJE;4cXYA6eRM8`(?ha=?RYfVY8D9%=US0R4Xm zD$3&Cn5^&U*qU1`EHQ_feeGdDO`N5p4|hC_#aNg zXu#fl!{o(f1gfJ#5P*IVfkr@B8bNK*($XHDjw!61xzo(lX|sO#@PXQ-d3^4|i9bV~ z<%y@TUY1E0>OEwWf#g=emi`hy^DYa6d>iQm^ShM=Y+UvR22?n~C0r5njGye^Q5uq+toW|sM zMjG8tHcc1+PD$C>v7@4*HeT;HAW#%Re{ODWLWalUyk3JAVpKD$(dfz!zu6FRLlmlj zOR=I}#RAA8o+%sn-7Q9N`^}CXd>NpR32c8Ju_%N#&*@gVp2EV!JiPQoXlTSb9oA*n zhasRJvYUtoy`@S8a5z86vu?{f1!|hD=@ef<@aX=q2)q&Rw7`Hnjg&07OPi)(yic4+ zM+~T3fUb*~;jCfmqSMA42Hcd_8$uxCva@MH?nRW(;9_KaO2@~?M^J~8jp2JV48ZKk`0N9GZdNF}K41bhLJg#6y_tU|oSuV|^T<{3{ypTZ z=I`t-4fBLgp2Vi45RXU#5)C3FK_9&-yzP)_q4NGclH!UMW!hj+|62Zuko3QqNov## zEHT<=qcl{#)|SfWY77Eo-mf+L5m1r$d_S|tF_7U9-~`+8XPoZMCV~7{R8)M!OJ>p; z_88y@ztgsui3vS0jtaGEaPm>I00by{6yQHZJG%6A6{G-O0B}t3l+s$5_hxHy3kxFv zW{IB3W`Ul;VZZtg1Z;DnD9x_<`+G*}j~_vAN9eq@z67vay-}Bq60~Ts896*YCxkRN zG&FPtF)D+c>tgP!%0{i-dsay}AzWi)aTt{y>yHYl7NlQ;pQW6jl5Ry_6`4}e{ zBk(Pd5q|O+{KO>)`~jR*g2(1n$z=cO))>OlQPXv!16-MT1LEWDSP}BgsPfMr<^B2{ zR(gf65$#KhS<%AF2pUpz)rcAR7L*FVG~&Wn^V#9V^f>iY*)k8Aur7dOJWjM0g;Bz*az{9bn)rSVXL}WH^9^UG^$? zx9PadivvcdQDK6uAaYxIWMlOzuJ^R4>qe}bpa=lQ9O(Ig2|fYqPqS(61t?~jjRG(J zLu4te!BDT79t5lWx2>4&wh;b#-)$p966j5yc}D`JT=|cn7`465#sTinRGNtbZVfV$ zfmyXs|K{Qd(LWH)AE=$fyXyl4GRJ=T@)~rhWT4XFSCcKtf^HnRA~&V%q>QN`HuXEj zM!?`feBhiH3^3U95MsWCz|&Jl>xMmUsOt(g&@pWe)U0FS(%~-UX0Rrz&8*m2E@2%d?eC-DYBf>i2FKi4(wNF6(eBS(n{*M>7s%bMg_agPPn%EN)?OqI zkq8mEG0XsDArNpceeQ11;4e^Y8|Hz8(Q;L-^=?>=K^j~U65JPFsk@dKT?%zQkbzdHdOoR=(0J(u_CLqK;dzyLXhfLy@} z@Ku0~NK@kE1CtfK;Tvu1en=yojl3Uf?xSmSEYx|6PF+C~CG@IR~ zkU*!PqeJZN_um)`V}S4j5(C6QX2HL)A{&FB26-MqI>C*nJ{j>FFgcK4nvK$C$pNZ_ zU_}Ut1yEG5r12Q@_8Jzvowfj6%e*qQlK!=2V27-N+E_-&ad7(v60%D;2#356kl%KY z%LAOlf&?*%rRR6Z_0D^Jph8oGz4%L7?)brHFe02M)q(_s)6oJ9lP(fZfEI$+yA_UG zqp11OJ0(817ENZUSulcmwIo&@*Yj!9NPW?TW-kzX5+IRQK$BR{6}kOsN5IF;ow#s! zUegE!sw_k}13`C1?vA1*^uU@o64Z2;5I!hksbI;kw#8Qe>`azW!mk(LwPzDrc6Hj8 z^Ysa~yaPXybo&6R3<;7a=MOPuFe8@i4ph@9;_LjJ}h_GkOy)LXn7W`>Vae{^NMM}2bn<<=p)|z zmI_dnkE`$+br#FnYDD`b@omn`qy|`dbaaGwjRx2x==15ex5E(;4*@&TDAo6kiCh9a zsqtbtoQ&Tw1Q<++$16YK0jvg{L$y#HuMBDhya~W!xcuxiG&Hc$ax6?F5GosJ8ejx! z)H^Z(JFHtSQcugMcq9m$bgIVYFS$vi0wxJM8a`&AdV})|&>XV#TD&7My&;>f=A0?Ag_>1iASHhF%qbG=Mudj4 zLuIt8En7EEmd@NYn%tc-UY|mnJR*?}fk0Pp@fHF+{1wF)erWRSo-^Rg{eVM64kHYd zQsZ9ynHn1f1QaxzbEXY~umH;ll*8uL6?9BF+Q7~25<`hI{9nlWZcHB`EAJlZOev2S zjy)X&jG$(g#`^x`WHqqpx+y#&z?lJ2bh+q{i-?t)o|lt96Fb-j&Yf1I$djVL(=ZQR zymD79sA}bxFD(j5*ObqV1A5E$WRM2|yY}-=lXk7BL|;-;Fvc~|6InFc!2IA6I16>B zqcVs&&iwyj?oFV%Uca|t($S=(Iz>oQX;g|thKi_!LZL!MrVN>)OqGf3pdba{6tD|?^JhNQD_Tm)83o|E^q`CkaolFAblYmvMLZVd478|iFH$VSFx{Vp&Hc?AMz@5WmeI=h#%=sKf2Ttd@vRO-} z1MoX$1p^llKi-fiIa0N8@f?%@Cy`p;1&VlW${f0^5V%e7#7hRkP!&dD$bZJ4pIt`* z@YJ^F6yMIOF!?20wrnx@_?Sb^lj|D}Vhax92?XKLu&|Ty>aBRUT5*-^eRz{T0ReB) ztUGWDHVuIncJ=UB#m)jkqxD0Wd~Uyy!8v`XC!86wpoiWC2)j9skCbLPIf1>H>5{Vn zq(1nh1@l}!C7E!Vo12r!fDLN?v-J=lyIlIY&J~^_e0)qx1r>1)k*DIpT&dkb zaWDSp6QH49a7aA}XNkt2wg7OU#Ix%D5(MOmjC7??_Y^HR^aJaTkKT9h7FNaU07Rjx zdfN~J9Hc3D%_=u zgiDHx^(tdEK}J5x?w0yb5#C#SBU3*E5u!mKtofeWKUy4LqRhS{Vzvx1hp@4rPConA zlY3+`*W>LHV=Q4e@IGEgP78!vLvi`&HpC*lCAP#R(hqOO3!MKcwZMaI=5%nsD1z8o zGjMG29Vp12EWGmM+u-P|>C*sn5RNxu1)(iHIm9z_I&v?*n`;y9UvsZnvYUSh@Q#of;qcE$*L+K87TxT9!BRa(K} z)!@+&DdvxtgcMJoUZs~PT0f?!_s%Oh_!`ngjj6~y7rs-03q7j_O%TyX*QfrUlGLaY&ks}AZ@cs_<=*4)ntlYk=3=F#;pNd zcOE&i7@yAW=$94QvFf;hTF?U!ud5{`GfQ`c86X@fE-y5CzJP~E+idxnoNIG4K(ztd zfFeL>{r2(_6Sj`Tqo4|-RlL04t`yw5dGqDdlR4^1#&_AucPtAml0AO>cy14~^DfdJ zutBaB=~1k~4g}=~&hBvTz&w|bL%XD-x9*r)gg#&Eb+Lz}D?@nuJyc8t{A04sBSpJg zH*wDuEzMloU|X=TNH5X*=FNlMwnFC~YYJ4FmvqbMe5o2Q*V}Rzhxkci(e?be%q+X; zGC3YpNdR!$Ql9)Bs9l9N_Scy&V)HH&00P4n@Bq!b6(w#1^Nq}II%}KR8=>7a5+g@K zmVU6qHk>>U)6WL@Yn6mVkeAfNor7x@X*%o%?1NgAXwkGEN}^N`DQ5^?mU(}wwVvb| z-nDMsx_VzFNjfGmzW09<@M3v1-<)Ri4iA6!%nx-*Ydufs!8J07GcwW5W>}p=>gq#J zoK+AD53c#?JTKY}oQe3d60hby*}v~{m{zE2N4D>r2C-~RN5Jh<33_!_bJk(=Wp z$Hy%jfBWK!NAxwX(|V@QcskDiCt1^8_>Cc%`hgEJ|1#RF_&@oXyVx49O0Rwp8vn-X z^M*G+*`k0=xZ;xLfsnzmoL2Go+p>vtt8R!*JJ6+(z*<|?a%c` z=Ff9M=9q(Mm214s7eX}Xdk*Mqi{0`JvanvW=gbl9c$`QnE)u17YxnoWlGUKPP;4)? zMo~cO3=$)U1NcmfV$l{E<73sx&Q+y)95x>wJ9UJ zw^k>cSuLr1Q#f6C>(;HJV8Fiox;j zHZ)vI(i+Ig)m-xu0dgfL$1IT^Q4St{Q4NXzJ!}oG9fx)Bv-ZI47=I{s*K&zytr6yI zOnOZGzR5z*{YYwVX`OV8o0bMtt`F^!Wtlj8U{O9~h*EjQN3E{D(uYK9n&6>G(FDiy2r!fQZ3yNTMZ%Tk zVgWiJGAKMC(Vu$bw-%bvY!u*7SrifaImB%@GvF)rWWzv3yw$Tu)zJ80B1uJ1vk*SP zfbQM5?;#KaAqgeP;VXKW3N|ouFCUg61+5cVAho}0 zvH(W80}-DXFkF-DSrJ}d-ZVF}CxW|*o;?#H83tG9PvtojDMAO{lqMk79DbPLnl@Rp>TuLIWpL7 zX5271O2z{xl)S@848^#*>m@DD?aSZAYNo3vn{sR0_xwSc7Tg1m6K@*}A>!lyQ+?6a z*2aL~KZ60}sVf^FeKRy2QD^44VjHt-^7kJ&kPA8mH1r#7=%Bbj-2B;G7jg}exLD6Xx-=o@n%aqtY03zFeRXV zoBI;l&v13!L_RTL6y5R8VKaHbR$f$6((=${*%mDbj9W$)4L^(wGEIG$CGuZC8JqXD z^66G*E~oK-z%&LFW(YjskleRq)hQuTz#4Us`)4PN0-rv8BJ$wfyLYlBuFsD?abGHY z12m2~>5Uiq+r_qObR?QoZ^O^ht|ew1+(jcwdC2!W``zoIt`i{R&+4}^0mp>R?|b|9 z;zRfE-$w^~e&;!9>x0o)6r_cObDc+V=JlS0>UOKv`S{f$11i30wn&&i zzkgZ?BLJL!$QxQOE^ri_j|PRZCM{A6qzNC8FUf2mQ_7(HLXN&8VYdyGJ<;Mg%oa%c z5F1w{NdP;bbl;$zDgI~-qAcVqnC@Pa7zEnd5Gz5KOCRJSx_kHTaocZK^UwVFnoS4j z)vH$x1GVhn5pD=95alz9I6iOsG`uI--?u26;lX|TX5qa}#U!|FILu!!1^K+$aob^4 zRUv_&qug_*Pdga2S|fVw8!JDL9V9;qmwDVqszz=3MrGl184w3tW5rA|3sc?h83||C z>|BoAUeM4(XruPPZ%8zB*XUq(L7Npy{HI5s!0~ZUQC}u7;{Jsi@mJzsan zZZ-l{iyyOP)VxMV|LlJ_Z@qb9R&$cW_qRX8@&CiedR_V7&es2ppBc2vJrysrWPHt- zddach-kgjKV{NxLxds0ETB9xb?aUne0$Wf0_j9@+FP(9@;r*rwi^MxTr&Jt4;-gdW_m80Ck>!LT{q>XqG zXDFjdwMRuiWgf$p_>LT~qRMUs$a5%pt@W!5|2F4(rvXRd)Bm_>-$OTGg- z62Jl{iIE6%m@v!mMi{UpbtGmmVTTlg=Rg2}=kxDBp=-t9!+h(%sRh3e1=_PO!3!5G zcq9^ox-9-g_B8TG;Gz!5%F0^#mKi~C1fziDk1d?|$-S)2-Jq{rMTtY|43$tE#HTGg z-^d2CZ5K{sqJBxUx7@OmbVPwV$(=`U18f|D>}s>DB4o6;5`#54lcP?PUSy9Dsk8S5 z3&cPkKoXM>GarcE8Ey1c@8l2RceB9f-z`-r^E9AD3+ zpGW*6cZR!0JozAd8w)ewkvS+angl^peC$UK^0U)Pd^-R8=Mk2rLTetyA^Qnl_-ViZ zZi`*iLbrTzLCv{p6SnM=zirHLT|}nF=4Oj8=UW(`+7DYCiPI{AJAwm(1XRE5St`|Zy2f4%VF@lzEY-}V*fc!M0p}#U~qQU@~JqJF; z64*^2T*&V%M26KVk33{Ok_qkvZr+D#aasg7P!h=*^Z&L~s)&8}@JbeV)9_a_5F-s% z&n0Kq(W6UYKLgg0F*71U5N2h3--0De3c#1qMFZVzxtsAs5Io%I6yPeej?83$zHb?R7~7>D z)pnb$DYxW?>t2uwV5?-7&wmLrv&R;e7I)L%`xHJrfW8IA6%?=flOtf@6(hDj zDpFCBI6d~5< z3H5&U?QE`C+NGTg=y_N^-xZFq|Nc>SsW8g>cJ>6^nf;autINzQ-yg;+(+@>^y*;=_ zce=H_ygVcr2P>8Tgb6k_Z!viIq<8PW%=Yey#+M#jMosE(F$@hTpCR1Qa`ef^e|4=K zw$l@MUe7xB(A2vsZ+sRvtNr&5pnL8CCrouJOAia}#=HI}X;!D&dC^p7%~IYKy>o>I zr2k7v%gC(!T$sy2MC0%^#payfzjDQF{?rowewRZ3w;?965XM?~WHU$F*F#ghSlNMz zK9H^u&TAY;JH;o48emERO?DnyWa@Bppho&R6PeMnFo<>tdZ^PM#T2LD5L#GThPeH9 zXVE-0quzbG71JdKv&`Yu$+hP=k<=TcCWl$2Mn9Dx2e_0r12Pj`e&D|N-5p&i$Qs!- zsg_8`lp!A?im*A{cL%}Q1BZj$66t=&2&G^}c$XQ7aUd`Llq>Lp?C`iFNfweLts$-J ze!I13HM_JO`a2RqB5>Dz#}Pxq8WS*rZa)2H5%nCw+rY49{d%Z09{_#G|8Vy}V^dQp z${WaJ!1krJ+dhMpuY#y#CCC6kXAg&WzWX;Qh<%86r2vtw;rf0>dJX6{XoLgaBlfqz zgYCsLleC-dX+NxHPoGBXY1LJ87sVq75^%*u6^9)QUIo*zfJHY)>6G;`IBa}}VPBxp?Y{!v8TSjA4#QjqckVv{Bmn&LoexS=C z9;t1^;yKVa8zv{ZC!usRkZeU7_~>{=oFkkZ3&?a}Q|BOpYs`R7`pm5EKAGHMx5q6i zguf4K9|0O3tqA6onl@~loH%$VK0elfe6tY!O^4Ku!Q0eRpGQBvXvvZ?q(KV9P)=TQ znq}+)p)%#AwS^EGU)_1!X}q7pH%XuXr-zOlnQD1~Z`(8P)JYgA$>yT|(MF4Oed(!*27{zGnFZthJVpUa=dI$Pd!!H4Va?%rB2=Bx2b-7(9m z^lcm*UAumL%+>~B_!ky$JbD(%mzjnAr8KLA49Em5=tMSnkYY2Z(PP(GI9`!$cA=8^ zE_-`%)T8T2d&Qe2*hU&B+D8r@J^BW_SgBZQ(w&&IjpTVrjBHS@hnHlh9KQB&u18%?;o)J2YcTtm~cB}{3MkCD@Yz73f9MmYEo}OeP z?*vv8hBG2GCfRWPtPlc8bJM?n{u+=dDiNPn&A))jYmNserWl0RgZ|Z>;SU}xPaE3N z7c|2P?Ah848{7p@cm}De?qFxBhvU^&97M^5pRL)*f@HlSi!ZV$x$6@@9f(j2BGWN= zj?&tD&l($bizP>mL+YS_gJ6J}ZUq`Lpv+rB3C5NNCkR$b5ESOOv)i|~+_S7oI6Vh6 zIh(^kYpFBDrQ7h9A^s4piUR}V2TTH~->z|zvF#3AD%2MNSn5@^Y;!(DI>?FZsT&I~ z`n^@}uk2vKyynhS%Vh8Pxz$-^B9fOc+<=@6LnA!g?rT`5PqP)jFB>uQ+;*-p*d`-F zL$6RV1xxx<^9EUXdjDTN$z9FI&a9cqJ^LyoRe~h$oFbl7bopnET}6E_##npf#%#D| zvdn?-`d-c1wAt*7I9!5<>L8Vqng%x%fSqSmQa&m%V%I1-rnH3z5*fNJaAVrt-%yyV ztG!n_kB7Ji611VAp>a)$_t~MU-WLc<@H>WO0*SIBmdUGWY-S-yP+ z3Xpj^906m z%!93qt$Ng6asmyGecxPoU{%7inD5=6-n zn>k_xPeGja z{;+OW#R-IWMl09xAMdwuG!FzsPiOceM|m7NL=moea#n{!z&L$9yS-i0DfwX<7Wti? z<%`j|S9jx3p3>3jn6905J>YJ#Fk{oT^2fYf4v+a8Y+F{Xh|n@MH4Rb8n^NswdsV_% zh`w?9(`XltfLgkTpGZ+%U0sS!v8}Te-!Lt zT$*cEtnl#tI{_()CRZ1sBD`GP$-Er$3~cGt+=gm^bDQxA808MWxP1;v5K)ik(q9xO z2_x3Yg3v&L_z0?&Y-(M%KFrP31cZo4)*=vuxY3MXVKgI&3nd7+eRPwt>RDFw?Lt^w z4N3-Ug~tU5%(=Ro&N@o4Q`-VLgbe0$i&;e`>YeZGLuz<-rqUDFGk?hv{bz+GC2^L< z!Z+O9G!k@YL1qFXApR7(oqHz?_pqTi%nMX5 zke93m#67^Qa0q+9EN_p-N*tx9T6?*|P`c1w`S00(oYPrKyW$pDv_JaC>z zolWQGJ$U~NXo5pFgI39ZT)@8+z36ukthb*1x)bW#p?L=(c8>ISL`6m}M|y^Xh@dovYM0-}-lWS0azgOWSdI{}-q>(Dr0&lbmzESe~97(r#jtp(2h zAq0n&{QQ0BOYVgg5vDIuu)p9LtU5p6LgGmTccNwc?T;E$n;?@jTEdLQU;*%59uC;* z@!*rOm(f?Q599$`0Rz!2a8(+jAqvbO-NX#|8S{%C;!@7GzUK{z`+OS7k6idT<s2AThpAHsy^zDkhdTS(YErj?Ty4Px-$<*hu}d6UjP?3IF8tL&{Wpq8mKyz&FY>LO2B)V$0KR%ms)EIf^skPEVNLeZ5B}# z6|9ifUxWn|g{5_QD0?(A?M1=!k;x3oC!|W~0dOp_SLf&Fe-xWWvGq_LgfqZ+60zV7 z6a4)B%ZosOm7Bi43*$S%hf_vD{KjIq99)wt$KxP_JtEVu*=O`6Bemyj1d0VwDj;B$5JyN)YsmM|fn=6+u)~D{90HG=R74k}CW;~>iZG>NtkUTD0{lc#lDbW%69vy$H58T;_ABQ9Id1*4v z11NRbNr=s^cgCksgheb9 z2z80qm?pE857>%hWlOQQTuu0u?gPE)xNo7@>m42mIS1iFXV}~KP~!JOw5*WwB7Kb| zsxN3l7ZkwvbLl;kToAhRPQ`CFc)uJJ1ftZz@kuraG0@jsO)#QhH~h^;epAr&wFo`C z^Yx(2R6qK?`ubC7?t4jl&)z;GzU$0i76brr>LaBt47lGSGqZc4hxfFGc=gf;JfN_t z#j9_iZfLAJFf3%Xyzap=&|Hx()QWC|T}U!B0inpYHjoqY2Q{}*b=Lcu4{&gj7X^f3 zTGLYajc@?~qr*_xtKiI}&Jvh2(BYeA)wUakU{q{dO>NOn3y$zyI(IZvMqXYXsv^0^ zyvM23ndsl7Bd%9`&#-*z-Q8OYFDm%61nZ6?__ZN1IF;n%B)0{9;MgzCJ`zz@NbQ;> zB@x(&gwrnc$! z$hoAY0a`O;qG>0RtEYhYkL(%e@j>i>#~&YIymqbY1}W~3K##6At!{S>5dY-T@l4re zxdIV-?7O~H1NFf}GsNx*`66t^NP%aEjR4ufsVNwRbQri;ES;~fuQZI@2wqsId5~e} zdKEZ>mx3R|fg10yM!hJ+dl2rIHj%@j*FQ@rpQbp-22n(MeYZT}v^<)TUqc%7@XHs5 zmWWQ}Z~2^Njr0NY+1AX-YdI&;%&=?CBJy?)*=M?%aK=PNy26xAp%!r~1x0Jy`-e=} z7L6?}aLDY3j!LB*2sWgN1FL=6-u*%49j;Xeg%~-pWzW-T)5(Hk9<y~Yz`kIMS~G-&!XuJ{O6p=c^_`yzTFFm z-v>&y7mfeq%S9q_ecJ?Z&3or3} zI`VRg?rK~#MXAkziQyUmMLc{|G~*?vLl|fQSy%ytpE_T15^VZ_Gvr7HiwRAeMtAJl zbJhD%DvEXVY;d%B^!4=>;zwcsz#IV-f{Cs>Eg|TmoH})+vj?>WfKCaBbfb5%4%oRI z=s*J(@XF}<7PNEU7SP;pYAT>wq6)*nl#41f%2F%{Y_=;ojn>}s`YX7jF&q?_2|LV8 zSb|s)lRgnD@!?iL8LODfg68q`1RO}DLJ0LIfRXay#@LL`{IvB`r*4?}04P=KzT@|0 z;Ugh8AKD0#TrpYQ8rGv*L>&^?G&YY`TjnR&T>D`Uam-!|h|HyldB9 z$Ls`ZVFa9m?2ED(U0er{X&!#m9|Jana~_LGnHL(%RhXXv6>(^tf&U{F|8RiYi*zKN z;BrezVT#SDFDVl6>HX0SLWUegFh%)7xOlY3Z3vMVVHh`niumS$Gt_2IS3_e@WM+${ z*A^?mKzX6y*M?BVdD6BzbcHHBpk`!+*%geXWc&yWe2a-FXjRNW^@V;Q8Dkq*{|~CG z?^RUvH1Fm`B!sYtAdEgJWEuw2%Ru#|fTQ9Yi7Y+nfE!E>8-LAn9EcgR!-y^DUKgZ) zqlXHud7jYZ(9?)GOA|71P_gG;p_rWFKeLc3(9gSTP<}$nZjgJGob~Fl$zu<5em07S z%<_>HUB2k%mHDF1j5t@ zE9_gDyRJHMJ%9cj0U*uIw`}FS6bzK{nRLo!N~5kvRZ!b@XW+)%p&vqTpSaV)mCc^5zg}w82jWhNAO`q19wlZ|;73RxT?q#f1@-Yy) zQPSeuahCTAKHYQO^4YXBxv@7FQ1NsF`o%6E*|O3mghDkGo66GaetmiBd#3*5>TH9z@bAyg z2jy8`S1S}teMq1`|p4J{k2@d{r^9H?Xxdm zw3-CO@6pH!o6=o((clM&zXeAVQRqnQ@j{@oRJ1{^*|5P%BqAch1;)Mmh<=AOHG>km z+_x6*73kPL4`oFIG&p_WGU?AekENe?GaWs4jPUvG(+@ku5D@5ep<#jHi{q#XG(r*G zyWo%%#oAWVCm>zIj52U@B)i5$d0gTm8iN!i`c+{j+=Gz^Fsh#%?rnN^Um_5quWmZ} ztuW6dA9|mGsi_|B+S*Cak`_*7N1+$!9tNKZLWpU+dw8@vt7L7&z1>j3l1!*HQBatB z`0(MvZI~a{48~yWODZU1X}Q(G z!J+HaueHu)M^h6TPtPskdHVVDQCJ^p^H3@BPG(N+SE*F$fAR>@GNoZ*k z(s>hlUm{Xd?~aUI`26`ZRx~s@*&qK{%E@_MX2q|j-F5k&gV#%Ce%b9=i;2JB{8BHFAY-u!N2G%z8 z_TE2%aLr)fajfo@kitYq*2J8P7%gN8#vLBa?jK08tNq76S7s6+fp}?_VEmG%#Msz~ zKu8~#Vu+53p^+F$+0N={D;`AS${RYGQ=l7gGW_ z!xoWKo(2fuPPc%8hgIz=w!xOvv3LVuDw2S{A;+&q4GcHH{m_fCfSc^U&0)XBX!yl4ZcxR2?v~wZ|BM15{ZSkbt3Q5}g@ys{y>Mr9 ziPJ=%?&iURC~UWTS{?{vkX&F~tp^xJ78^KX5>LNfY~#xY=Ica&-j+R`7<8-bF;5h0yl8#mlAp;$2S(Y#spPR6OI958zG&74jNkUzC)D&EM1DM(d*OZw2n;kd zHeLyf33x=jx!T&=?`VJw2v{nlAiXvZ!SF8VR_IF5(|Stfcv2@r{~eS=wykDLV*o;J z;FlVng}<4;0**IeN7#tSN8$MMVA@q-Wtoyx(Bt*!UVm1ms8i^(iv1cX4|#}e+jNI@ zuAkPRGmdJ5tj5GOM@L8d^ur`rk1C>xJ}^OM>4Jm(G#dtC@!)>IwD;B$qMN!ekzW%$ zgO#;4H4r06px3K#1oGUfj^+rYTr?1x>f^I!efePh2R$nm}i79o&fh2^iHJ^*&J&2y<$ zkU9*qPew&$Ay&pp&EqpdNU4yA(~yhPUe9~uZ`3k(A3Mg0^V8LAIBYLT@)`DhVR7+l zDXF?z-2;g8Xza)E1dQ}xegKKNxmgbh@AaEEE0%dBf|^4M#y#E;PXIz&zzf)?NrtS6@81~Wii0R0&WAfJ4!f1JDLR&TTu~oUJ1hpK8Ph+byqI}jz zX4#~a2glL|?j^2Fvl$3LPi*|b)S?2%wyuXQG#)&RtQiuw&f z;DzomY-Z}I~mtMFc99liZysgxA?Q3 z2C6^H%VqTSBhuUNSVj(N&NTlC6?cnyy^KvfFr{**R0`LTh^nN}Ua{K< zNu`yQEdr9p%yA`2CZujr%e{r z8DD#>^ ziZJJ(tX9=Er)%%MNt%=(g`pocd2*U*eO4Q& zI~tr?9BXU1GENn`E+kQjpHrJ_{-D66GKob?8%deC6!OFoW*}$9&A;US9v}y zorvB3zT`{C1)Cou8{XE_=mXTXEq*GB96jkWTstx{BUo=`*A4dA-fM1d&RJ$#jmw<; zsWh2OCALW*f*Q!ygsy|%ZJ3ar40=X&SIIlxw*+_F~cgy z>g%j(TP#_;4h%C!br~T&|^5=S6q?9<}7l1fOZGGgnnI%Wl zLG^r4gpPu=G!v4+2xIN$ad4>&7(g4IZsf`&A(@eM`o{=h2J=hwa2BF&SD_JU2oVyP z+bO2Y!8xKRKK>c`6K5dbwKrh$WjnH{ zDn@x`1c;wcNP~#0ik)g?Xn2U)N-)*#uJZnWHJXrd z*wQj_1d{&~%q5)n9G2*Q3^P_178Z_z34EWzeQ}MVJA%^V1x{lwHwqf|uMPWLU0ngQ z=)DBRwP7o~T}SdoG9RJ{d+4Y9#+(aNTDLrhdr25!&l-Yn6oUTB>MR7Y_Kdz_`Hw_k z@qIksnXJ6O7G9KgD7{JoHn^=(px2^-ieg|tKS-~*@p#HX`j-7`n^NNta@x^0lXL-7 z8OotHM<5qGj!kP{cUW6H*n*QhU8B*AxN#$7 zNF#VcjnHFRIQVH?Yp$c$EoCDNI%?;v8@hHwW(D3Hqz%}#+t&%BjWrRgU zSa(Pwc}Udp#hL7Tp2k>4H<9~!kuvVbJiC(-x{Q(Y-RHOLO1l{Ww zU>Nb~IAC48-P8ARU6M&)8fqTZW5=qWnph1obxE$!oD@tcK9e} zEYw2*s2R^;VLRD@v z8>?bAQvA^@M~8$1Tv}ZdCM{2vMCr##sdT1~*Ppc3p}`atP$te}RU3H=8p+-j9p}(_ zCi=+}1yRosvhYWC+qdkX&CGRfB2GPiwKJk}Sl2lWhGm@FU%BZE?Ig^K+S^q}dxORa=sIn-bvkzRX!%@`nw#Q-G_8pC^_J64 zEnWPX1JC1DCF_Sybb*FH;)Tr-nKUjn(IDkh#}@S^LNz0{mibE=Jbu#Hh&oj^o|Wcb zDZ8-aGo{pRWuG+n4dE6bUVhCrCmTcm|^nmY+KU#ALjko z<*e1Wy(Q<^*xjnPxq4co9TpD736Dz+>nrrT`#Iq!TGiBV8r?sa{mgiBx>GgwPM_o2{WG_Q=K8eqLp2`Gn4c z3M|!wqeqWk$3?8+pq|>1# zuWGfzhBUufv+9MGIQ|&8pxK>Pxn!P81$nE-#vkUtHyg?xKh`lQ8Kafe!}YwkyM*&2 zKN2^89`@2tj=Pch+TT zU(Gpb4L4Iv@c4Iq9PlspeG1kfNa=p{H}FiV*TOhj$a9NHBvW;AZZ!Jxj*{KT2v`dl zR=(E0uc#f$gWB!WQNXy-0MK$Tz{}z{ISwQSM}so16#zsIA(89! z%Dn-+E{EssF?f?(4cptHBORmw(B9d37*31BAl))CtN2#J26@Oc2Q*2?rHcgpWsWlYVa}#92L99(VXZZ*7>Zg9Pi4{f}5u+sjDIT#m1s%Or^Wim~Co3i`qJj*i17CQs6k=gTpC!%ulXEmV+Q zS88--reoFluaf!*tT<20Ebd3_a4GBO(Xvi5vFjRqnK?H$9qZ%kROWCWcFO`w?HOPE zVZ?1&x6CUBp2Day#T^Qm(W^xv2%JTX(?pBY5u}>JesWOqISNFjNICCa>64U2T{6CP zJVsZ#cZT^HnVKHarqBw2DjN?3YTaTMxZEtU1dd@!7&P&-uKDs}ZuGFDTUVCYR z`}T~Q@#=(4K@S%n2!8ZsI6pO~-P0PCZ~GkWq01M(#~1jW*1+7a!|mu#S4MSw=-XL! zL`ZFwsZ;}6t^)SBK>Ir{9VW7Xl#JlXYzIw2_nv<2ex+esF~_a?QOD3T5mw`mMn^gk zbkv|J9mdlE?qhpNz|7kYzCs09E9deV=eT1vqobJT9SPP=2_u8#>7XE_MqvkNQEAiJ zUE^dEY9a-Ry~2}whfg&QN-{sw)2Pt&bDTr&@FU;Vt=&24+qM1dU{t*Nfm&F`3LR6! z!uDt)0JkSqo2t-GL$m%~$8+ejJOu03ef`NW+0-JYf(lHp-K=}8ew=lh=T8k5(>U27 zO~D`B1lHHTO}OST(B|m8rm|(n%NLo9T{>OrEnRgJqX}W{&qT{A298N?4IhyZeq~;X z@nw>5AV%XDX}v&k(T=I02Vq_~ye@C>C-QSRA<}-F-_sOXcvvCWGWD|6!IF(tuZDx(#)abSdORpprEL&(~Q{4SoCKDUc{oBsKBhd zM~*+7dDgs5_%I;oJlSQCR2!2u=+pIiqo#HMt%Vc{R6145J}BKk`)XD@j_?t>q2yfa zT{;2x3`g&a+i&((iw~t(n8}MT=+O!{dk@Nwt;fOf?;xj}d|# zdfc>CsYM2L<<=CZYMar#_BX2vqK*|G-TYW-(Qa3z8_o!UJ$`Tb!UBduN1k;h&wq6c zWekMUCV)>&#=m!B^J`?r0(924b#&+e0Bz7nxI*28G~WSc;_5r$Z4+DfX%D|qqX~d$ z(wS1dkJXJV#yx}rM&&g&!E*1rm-eoNPe>0yp60&av;L@2nAL|!e@jJC^eR|!1|s~h zpwh6u7Znwehc`A>;KGFqwz#*%v4NM%*~~&WhTsMeq`sz_n%d`aX7bbeSkpBa7#KXj z52boAvE=Mck7EFqmB2JJP;=%O0FVgsXJljqorp_F=Z53=Kx_oajjpaPw&aqxFZIDP zq+l})drc0po{DFO-)W)Z_Dk?Xr7yWOF>DInY&)JQAjsm30a#^aWjWw|9y$qxf?Ooy zJ;R2#E0%h|Ug(h7c`b` z#^F_Py`aI$#)jz!jP|!ExLw)(kk={jP=;JoN~K5@PU}l5Pq6!aEF9`ztBVP^_)CiT z8V+-GMeBTl!{v(d4IuaVIh#>(VMx9xbvt3#(e!RGHAPZmIZ{7TOB_5gL*vUhzYp+6 z0WrcSPxA8LJA1js`t#lv_sT(s=rjBue!4L+Yi9*vXVKB958No6kU9ve^2mfrlYFx!t|~68cSwQ zH!w8ZXUFxmU1i6P9k{6q3EBc1HZ-FBl6g6X0b|?xVl?C*)k(x|WAgOAPfl~$i?*?H zsinoTe!8u`VOw;`sR!dP%@z-K-%#HmE3`BW_Z962sBH_;uXZVxHB0zbmx$|DnqZN|t4s{+Q@34O?EaEkDbH^S`8i19JH#rH%ra7xyM(ZLkO z!yzO}hD(k6zBbIROaj^E-k!*AV8$-{rtVL^T4#<8wedmw0Z^ZAaHCo{B0Bnwr9(k9 zi%QFqh{_*1d%ieap1<3E>D(+M$#*Cvz6p$|4oyX(K$B_+j;5(ii*ai}{*jd>^x?xx znVFJ83JpN`4{&}kg?VMC*RfpWq*M23K?&9t`&hmm@HL&;W|4$B%zLMyG&$ zdYvgYDk7g~@R2l!ew=tx2=En+ZK(cCQ@$}DC=-9s*_QwVq(J7-DXI%mxr}GgvURQA z2MK|6pOcs*QeIwu7Sa|d`|w7uUZ6n~0t(pM44C50Gu|qPtDxRt>cSvavazN0+=Fg! zJBQs|`@y?_fP!D}Mx*FCB%k+HReQCydBB5Hg;f6WV=rFgQy;TO;AxF9%%y4qbMwtb zYK)hN@1UTd%{MH`HFGC?AGoUC?(;!8Z6mA&=HeYf3iJ-4_pS*8PtX2QTF(W-oERhA`{sHN}H%uUE^6dGEafL?wuJ0o-MpKLFFZVz1r+9Og8Q)tt*k ze$xx9D)ZJ=wRF_qU2?3m>vxL^wVP@FOu0W9_W|@ygha54=uHzI4{z*ScPlQI=I!$W z!soUn&e+l5zBTg6lha^5C}Tk~66rLzd|Lf(m*e6nM>To?5j|#rK13~>&%$4RQsc;* zPDLBz2p=Pd`c}@ilw+_MqeX%XbGhyTx^(49gzbnZ#K7Hw&)1}d?(kLgAB6+~ zcS~$+EU$^2#qw%NA6&}^j<)UW?~+Vlca;n-(YzXNXy3dwm`o`l*j*5cVZv!Qz5UZX z>8|tG2IcYCy*8}*8-E=b#x-F>MP`oDnws2o<6Snag@XxTZ$r9WXIO1YZS-kWNegDa zc9I@|L=$vuZq47#02s{r6v(Zy1I)ogbbdm8gocTyU5EpV74q+t`|#;gAx81Pq!_|8 zIV3mHSvTQ<(6DoIj{_2abD)`CZJM<>I?TrK1fpihZwx2!2?)_!3_pZ6V(BZ?+FDz` zqA+R9f&@GCF*))L4 zERMBi4cC>Hde?j@HPv31WI~S`I*UPRKk!_Lo^I6l_nan%yY!@wUuX-1?Ts%r6Yz?1 z_rmKkwryelDVVzFBf@Q5oiC(7RWu~#msrlXI9!wdXuPc+*JmA)*#BJ8oaMdT`C6gR z=j1dX2V(-_&zqLt0rpofnhpAyRpRITii!$)>XVY^2F^ls(^GHqlq`hDBG7`bU9;vQ zTQNu2A{zgXCurx~f=mv@jmwzAyn4Fwiy%%X zhJz>X!v33h56utK?YV55KTDcC>-0MMK{As(yoDK-dhJz{ditti;orI zd6*r5RW~gYfUE-R%)B<08M3wK{}5FXJzm{q-MP)jsv!GBT5O14uYF`Z01!F>sA~{6 z47V;5Zi`l5Gnn^nQx%E1@@&Z$YmDKLIQ0b6GA;$uYxhz!FL#^jvmom!Qq zeEV#;SoGMLz4xwclJ;Pr=VUDPNB|uOJ0dV;LVDrm8R0{>Wmd33XKQM# z)51t~>Rm%vdLQi5i}}qfAgtZDMp!l+|UY7{?5KthL$fdm@HeZL>i|mAKk10P< z;&Pby#GmS>ywoH;#PF+L2PmP*l_gnVB!q{54%4&>OhBa3xAeFbDu=J#vvVHJ&VDq$ z_STG%L`u)t*6iQzMa9JE08vPrUO~+*SLPHN{kEh;DZP$?o)mWbG|nbX+lNBG0;BJb zw-}~5DCmEE;e?y<)P(bG!c_90x`R>>yMj~0_IdlG*s_>t1o;-!io7BZsFMLiK^{`g zW(7D{mvR+w^g3)mYwzAHv9xOONSReyWo2z`5g|-8Dg7Y#YgwHaX!W z{ct`ht0=L<($nGppw3ey26UsQE$Oq`o+MHG{FqpqCsXpJZVyxl>rz>rRl=A@RgOvF zxmK8MdOFwpBli1Gr$O%5`rrD~>oJbE89XyHPy^sN=9}-`uvmVe!P%?ds$k&arKXIJ zB1b&Jl{ggwb#|pS#J+ez6vxz~T0lfP6QLu$?9{R`35lw`RL24%I*5g&CW)#t4~R%f z1#@iG`vK8bM`JOfG59Ys0--bDtJb@+hhGLLiQ#;vD8NI3!iqZD7@&7u`{@nG1DDfS z4}N{tSHNIJ4t4Gy$YT?ZLp!G;#|L1)%|AYQSsAmkr+iUBT%-0+S~ntpVY%S7E=VZ- zc_ze=4<}JqPMq9q^=9;}HFV06sw~YD;C3(p-Os7LRLN+onJoP_|?N48!FQcP!Y zQ9bm;I#59->d_Cz#_T76w(fU3blZ{AOdxP2{G(l6rtp0y*I3L!HV~qQO!V{NL=r-y zSt9!SEl5a)E$__qYy^0PTL#JhO?{r*d62+EAnM#svh$hN z?Zq{cjF&Z9+f8tYDnUTHv)kQ4o0pfv`}rDt4ow&=M%w{ZtMn)>4B|Gla0~=qC7P0& zLU~2FscR3q&JaC4U>|=_E{FcT>}Q5$>QM1hJiT@y>ddMcLPsu+@MDs?k z>(;)MYFV_~-{GyMRDpXp%-fPl83nGq6}FSs5mp${^ufS%nH`kbeYOR>_)wgM5lWPI6EX!MFw z<5qY8+&lCWr=nM0kVU8Je1NHT8Lk0c;ptSP&=eE=_D7`#7J+h~Grir*`Ag8OJTP#M z_yD+qT0d0|{QQYt*8G!}mo@_0(dcA)^h=n$e=qCg4_2ynfMw?Gkd(dP#ccK#w4idV z8O8$=FdrMun%sfFvp>8&9arG;Y@tgDe^hr&bacI()Ce0<#x(C7O702(X86K?z!;VQ z{x%tqcO=yumV(f8e>-iQo&FS6(;(l8##0JCY6sAY}( z39&-0_oRR6cCPCCV1k0I3N8hnWT%+~WX^@6GR0fqZ(bABbAGx@OT1%MSkDE{fRyUp zWwQrP9Qt*XqtTirMM@6Lc{!4!Rt4K)J8EHS3O!z@ek-Y)Q+j-vp=Uab5B3kflNSv- zwk~Wxg)Vn$D_NX9tQ76I^^;5@#xj-kL(c?CpZ+mnieXD6u0X_3q`Qi4ZREvaU?!)X zhL)@aNp_m)+;1jO(cPe@6M)eU0+hrOi?DF!IhF2NfRHqs;xx02V3;K=IXO9G{ddaN747s$J<$1lt zk-)@HJc^CT)rkSeEU6~eCDlnVHuLiH>sPUcSXoC6jDqphhY(SC!g|f3rAfz85dt_B zns69umx0SE!ikj$xA%-qfR-9bJ6z8zFKXXl3YkT{O_3P*4 zY=)@*6#`K+jORV}2_MI`Sk5|SwtWe?WP)ZqO*N5i#V2K}CYYjVd8mN{F=KD|QJdhHs1bMX0by<%9>J=woo9@U zFuEv~e4f&uiJPNBb?x9LO{az~HI-XWG!m~-b2-o0*BR_}f`tm|D zp6PK8g``negVoA5&tb+H7D3wrI_7NR>vwaxY-hKxREf)-sdj+wMB-bPb6~QmJ9m-t z@pNw2Qmz?ECLtYS4&#>FC)(Ar9wjAhOPzol%mO7;5784S%XkJ%^!$SJ_GYcmn2?Pw zk*tlE_@OxfhBI6Bn_=9E4$MP_#^#dLq3wviP_0vw;inIjc(t1Bn5K6qT@*d>x`V7tvpD`Juz z*&sWjxhtT4*36o@erUn*8l5cX3dvLD5<`=}#tWdlr{<57tlU zEq}0HL>GB!u`^Q|lSmL5XSB!L)yUpTMiL^aCi|QwSm{|H`uEJ4$?l8-9b-waQ7h4l zNU{S#5y0`O`-b$`OdmZ3Jo>OL(=+~1ow-tFgVi#Jl(AASm0a68rPSV zzwAGPNB@V@6iX?&>;I4u{r}cq`vINiVKrBG&lEiJ=aMDqZu4UD^JRg{S_Kx@Uli3; zSR-U3$Pf_zP_;eojAo@dSApie2ZmqcYj#z7Je6n_vo-c=u?V=x@#%#ynwRm zYY8Scf}uMW%k3(&F2A&_;bJ)Fe6I&BUY2SIc@+^{7yq8CGGU-14ef{ z+TBQlxO8?&#h^_WZ^+f=&ElJGRXX>qxaplC=}7h9boLJ>UZ(TKI^|o>(+?|Jm08pW zs-?K`*2cenUEq{en;hkIL!tD=A9)1xoxJ_OZeUAzpvQZ zXMUl&HgB`?&dMb(MaCDsTQFRV3sahw9(DW2jRNse2L_2`zpt0wHt*+8jkz-4<)GF0 z+uUs#?E=g%Mb5KjU-eHz`v?VwXlNpDxTp&wxAXy5{f;AS=LfwCWHzhy%@CAdT_2n< zT_T2|=!dlU?UB=AYve!Xx%l^I`Kbkkyx-te`f4}VO8y$*F?IQ65g&gf9Ln?y($k33 z5nm>M{9Ht8+a}x(lDMY$M&j9?WO5=b_tca#K|g8z&xrRF(TGx*Ko3=n?q#dojoVIQtvEW z{J=0E{pidd!7$E;F~eJ5Z|_@=n_hDmD|ThRTv4|B`&+*vDfZ5cH*Kb?G7UxJxnr*R z1vaTH;G0z5>%Z*C|03(JqpDh?E?}GnX{1|3X^>JtIdm9+l$0Q)goJb>-3O2>C|w5$ zL0VB70r3)2A_yE(x>Mn?eE4 z8A6^cYqCIIdoGeo_RRIqUh0D0|15N<#}h!RnhTh{KDS8*2xgXUq^s1=p5_{n4 zzh^Bf3hF3xrcU+d!r5jot(@4Wa0-yNXUWrRiI#bq(4ZC_#^AdY6yxOIZx-;?E{`qL z{Y$6Rp2~j##nU*aQ`SWMQti9^y#BGoUDcf^c*D_QbQAj=-%j7a=aMw*;>!*W`lE~d z2XI(*xDnQz^v6$13ZpA)N;1SW0g~jEdZR0aR9&$R5KEpE!pUnQa)l64Wm%;$Tc&Z< zxk?jMN8cJbwfn@Y^-x2yBWe4d#TzMqoSb3OR*Kam@EL1_C!9b5Y(7 zSTe~hw?VQZvx+gXl#&#dZ`Z@qkB|5j^C52^G1kKn7C)G{Gv8hRD9F*i?UU;)iO%2V zyRrASHfZSFVd3X?c_p^!!%w3z&gLr+vGRMD^a})k|9t)T$*UBQ?Izdo_=sTVfVCTA z>?KRFUo~316^6-k8+D`7<&xDE49ONO=nOb&_}{?inwyy7dADcgJwj7NShKB}c_(1$ zDBJ!yl@!K;t(m!KwsxJX*&E+xL8BJUw!GG{O=807*!>8Vn)2rf%hLebgm%6X#T{bo zTP3#S!x!F_Eboxli=QUVvGSSLzNP6(;_xf+yZ0Hp+xeKH#GD2E)ZRh70I!i|x;pgp zc+2}ZDrRBssNR|ryj?ROe%{>(`8@aag)|Q1r!D>a2A@U~B-~&`+cqC-$;@c%>?IDcn~us$_X(mz zf)}astxD7_1q9Usx&(S-S5oOEL}N>7SNs#j8+;j)MtWSXCusfr+E<)Pxy|Hta!qnL zF=+Gm6!-m|ZkOvUaOc>`bn;cyRvQzx>&j9M>~tv>L>*@DNt^W%6y~6@BW_>S$cP!u zLZ5VBtPLjc=*)BNCG-fy#p5+ai#e03Imi6>bu31oT!xe(Tk)NeUO4&Aa#=-w51$#A z+U0i(PMQ03EiWYp1_sCk2gR#J1#RBn|GV(OMo&yTFcS3@eskDSbyTloCS1HZd!?w< z)5q+rB`bU1a^rcA@5r8KKB4&bNTx#Leqh=7+p+i?NcdrEhnwux(QltfBzd3ttP{A$ zy&m+SZFtJ+=S33|k)vuXreDCj&|^P^Diiws_zmlWYd=@*m>zsPtIl`~X@iP>^OO9Z z%KBncM_r@4e&`1rt@o^5)*>=oa_97A({J9}yejn;sU)*UDo-kj-EsBJdAG4^e?OU) zKmPVcX=Ka0Hy>lv2gqqhuyYSIkSDUzNTPvY+7?4c(9{P8oyZuRB;EN?X3IF2@s6O# zlWMz(RV=Q{`kN3=&qwEpI8yHhMqGt{f!1v%&DW0}`is2uy5!2oh)NEt7KUhEPax|5 zV4g^aYM{nAl736Ly8L_Lkmt%r=kZ$squ2X&`lI4xoLSUX9HREn2s2IjYl<<6kHu*Usmic9Pe``jMdWl*~l^5P6lTSV>}|5 zZvA+}8||bSh_y}D>d2HP7K&?iwf#`~-?bha#+)aJWXMCNOSu{8I{NW4+dgv*Q(g8I z>ixo<@=pAI5BOhn-8AE_V4JWec#~}wJ&c9wK%xJ0=Q;mGfqU!}(i;?ZzL%L~RL4%v z3&yu;Q69uvZm`O z^byjZI=zE#{(!xKII7at$(`+f=@B!baF<(*10ywL+nOf94CIyueQNyzE>bkewJkmO zx7JoqCGcoUOOX&0ETY983J6TbXQxHUxXPs$e#qcCJf=P%u}hb$)GeAHA?NJozE{CO zlDES1@S%0xdgoLNp)j@56{e_Ik1*Ysv%*~Fr^)KU_jYXaW$|8_s8I?`Eus6aHv@0=Ay2!E^eV6~W*7B(O!gKd~@mOjyP1G`)<4bxpbajm2C zep*#<(8O-m2a81BviM@WoX56%?8?+RkNum{xDurQt^&~T;9_@=hqaV?zFhv()|1QT zy+@NrSR+O%DB4p5KOIwlKW6JY6xaiJT;4mE`gSowiNVhGxsUi5ySPQ;oM$qmIgb_f zy;%hqJ~@xa4>xlb6=AV|NQOmAZE#}`zwFHvP>ykkgsA4U$-^b`p&*|=O6@SdD>`uZ zMZ;n7V5l*HO%7T|KSIW}{BH&m>vjIF>C<`UBUkG!O}JGILB zT}|o-e?s{ZCA&;SlbP;igf0cNq(^3(g^yI?j|?YZ8(E8-a%}zPxNkv~ENDBo>t(s| zo5XsOZnrGJyQW3#WQKWtpM$01Eq?s}t2ZfU^zR7G!EE=nVh;rnApdIy2o zOZ+i|YtmCxxy#Jor8#;Ep~56oTF!H<%~U#mu5}YlzyMtrPsh7PRgVq#O{)uL=H<8# z>h2GXh!tq{i(Hydb{KSznqH?-x`d`1xGGpQpHYiLA2*ZJ{PlmXqmKBrVCTDcsRoy) zoh^v*aI33_dPiUt2HBfV(C8QJl=9^=Xuq}|iK%0^yRPG05JFW?2zPSFkUBon26QQ5E$vCx2^=((!F68|V zwOBs<#QAbr9WGL~oy;l9i%=Xnv;N7lqSL>mTete@*)QDg*!(o*C!e6;>f==6Pg!hG zqp1kwEW*ecpEq@(X)fWVu)iFBn3056uXZZko9=6OigQ}Rd%1iGxtzHY^2KNePJrKg z7ujb3&1qa@WfEu!h%PsnI=s&ygM51juO4Ha{B0)3g>BGj%kK-y_q|<+20GN0X+e*R zLs`|oD&xSSZi6^+@IwxR-vefN4|6x<6+G)^GU}O74Z(+-i7qDl^%-aJ&VGdtwO%HS z*JzFYE4?95t3Zt@W)bFg4ZP6NMdQ13&MHH1dTd9QfmsG(_B&LFHX_jZ;k9rEjp&ms ze#k&l6_IiLjcB2>lV>H;=wsJqLVCDOb+*4!{jzTp(ywJiNpK2t6Qj5p*~p4&2p2kB z{ccRg;aJca&I@K}Je+s<*Ae2IrtOuX^^cSf@OWx81CT|bPzZmKlBjc?8CCQd3ri>f zgG96F;hF^lvPlsPV>QJ07i_2cJV(uz9z!1JDu;?D{>lA_;gNL_t)EdBUR*y^;G_DZ zJ8d^qO{#-JO7vvs^V7ffE5Ft+c6>;^C!w9C$*-$@nR=!jupFIe$MB* zW34xiaUR`2w9O8;A*y;jnzxXWcLeSGYVxqX`tqM+>bt1b@9yE{E9zG=f*E>S`LcpJ zl7q_+59e47EUs?4G4d9$KDq%O1*19-deV7}+7n%Ige4fc>qw5DqURp(W?I1sh3CvY zEL>3ehRQjvOEOP*U=+deIlLFIpO^qbK&5@m=?EH|+1=W_izOAt*y9>4b+Yj2CnnkC zmyp`2F`jOK5C#jh+!f?V4e(>^lmdES=*yeMSO*AwU{3-uS_WkPtQ8TvLgY7KPEOSd z#vfxXLGlQg`5TC35%%eb$szEuBtZWY;pD>_2YOyw7RX1k`(xHH#X;;sb@VUY zojS)wnTQme@7{dczj@=e2Yw&7=*wm;^&L{XLx}-=+_D!CRM zGHBpN@N$1}YS%Jx5K%XVQnPEtzTJ6Z3uV5jgR!Jb#w;b`D|F^(m!$4Bp3hA98nRs5 zHs!Gsj;H0#YNEyvVqBE_5o_c*F%VZ;dEnILJig)l^w91)v#ojDi=;3e-H`0d(-U*^ zpjs(fMe(FQE|CQ#nAn=%pBqs<7*{Ilc4tx(33Ths1U2Y_+E%n=KNl~hSkv7Ln^o@r z{L#6rbKl2E8$gfO)2nH*^6bz;%xo{s)Q-|ld|<&r6@|~-GPKw=zd_1%Y9onj29I_4 zcoDPC)EpCY6p!5U)apH{6w8zxc}Lzs2i}PGVgNAF7Yd%A2Zsa#|0nQTPj}?co&zqq z4U;NFkqp_*!a;W2K%cGS%F}H!WQ#xtjERwdhBbLaWwOwoavTo=QxZDQx~=ay)*E-T z++@r|cP-Y?`J}zuU2vxJ>|=E7z5G#H6LMQJ#`3DQ3M5bh_&tz$-9S<5yG3(X8P&@7 z`lGz{IWIkSt%;}Tp>rMHPjTw0P{}sQj_Eq@A3ju+-dm;>zQH+y-9#{(olCXaJP^rh zPd_x6MB_7<9f=!kL_yH)hPq|GYw6RJR;eFs2+lT-9iCc-GOnjr*|%VzW2sBZUM{^~ zp+~S?hRg?RO0O9K>9?Z|u-SwLH^ zm$Oo+gE0xRw~vEJLH}jf06G34Y~Ujk)SC%o@tsz1jA0FUK=OARcewN}yiTe8*|jm@ zBc#PCqSDMZ}%*`(uEs1c`4m3kvP@}F3+xm;^>o4jb#y&z-(ABuHbPH0ai@b45 z$I-1n(CimhqO!3Z*;3f^!Yrg%ZJ0(S8HUR25me4iaTgB1GS$*sN_lOt^LudT_Mo`< zpwf5oUn*?pw}l0(P=8o8rL;M^?CYQ6;`HI9_yP8nc}fEeTl}0PAD2AGe;Q(tjwHI; zN@eOPo5M8E?xb$-5DU)kx>Z@dX2;sKdPbQa0Cy;p5maS7uFCMrTY7Qc^q05Wn@iz6 zc6jxE2DqmsaRb$4&?mn<#9l;hG1p{tNw71pmynSx5QqPN1Z0G?HS2Pii(d}|RB*}r z35%22FfBwhMv$4Ej<)v9|DD`}fBgY80s)U}er?j|ZvI?0^hZ|}LwQ(UQ;-rXE%Ybi z+?%w@{PNZPWHrqfiWB<~YJqgWO*8VGrAC``Qz5K<BgUX>o0j zQz@2oG*(5>r_$>U^j_#r@F!Lp)aIB-^ODRf47+VswBl#=Z7Y2 z?xb8=RYq!d2HoPcx0xVGzP}&% zcqQ!vQ$$MYy*)-Nek+eBSj>!lp{EhB z<8SBN$t2S`#hvU)vEXAW$CpA9{c6rAmnsL3i)K=!oll7PMy!t9RT?zIoOQI5X$ba* zSkQZVWr>r`xo{|zykrOaU(LCqm94_dImi|HXtA6f#pw(Gz0~sn;v8mEFh$(6xUu~E z72JR^Ps}5#^ACB1KMKA6w5ge8sYYd^C>x6%3?3ei93Eahp|)aCv%GxDA6M0IziO>6 zc$V8|Zu(z3dL?r4*TEt)&{>;z(gD_l{->kZA5s!PK9(9p9=JfXct4+T<2@+Y$pG&h zk>CZ+`VXM$Af#|)a~Ou%2}}clu!?}t#u3H=jCLA-ek4Qe%a1`KMX=4nj?YLCy6E+72Xo0jP*q!qsMPtLC|H#;;ntmt5V zhrzqIV>aG=T@c2Zml3zBnZ@y)kB!)ddX8otF3~>E7@88*d(a{E?+&~ULOToG9v+lc zn-#z+?6A;V{i$O0wv-yBN%d#2iyhmi61^j!b6Yt=uPB~qAV5)H)-%@#u!EIbf!4#H zh1)hA-5A3P=WlFE?)I`p?^`8nssQTwCS3YLm1hObbc!FP8K#)D;Za3{G#9qmyOpo3 z)mby^(}RBDk1HA|-gnta5n|i#RjzwKn$M}tZNbpPfh*H#+EDo>8Rk-;PQECM0?v7v}8a*Qe*fBY^Pq^S^QTuoqFyk6B#Zx`|O1O8%JVt zkG<|M4#zAVagMWI+L$MPtk#nc^<_hK#Ip~-rNF7f_9gPcBmz@>-hGlzUkE)!@slYc zUBoUcq0pYMVj=nCR114U4Gp&-=bPg5`81h}O=EA=Pn!m7$bRytM$@=A&AJQ*M6Ozs~y3p{k zBHoTjxE-ff0a-&$5?b{oX6XgFu|f3R(m^7Ry<@jyJqAUaYp3USup|G~IK8RR$wkgf z1Az`)t78^Z>IY%vPX(hRF0o)!2``xiUh0mwAM4Ecy`!CY~z(wmA#b9-#h8r1+iV!GAYQ<+g;VZZ7Zm4+XJ0fqfXQ?ko zR~~x;N)h2EJN*PzK~PghRO(FTb)UQ0^|^L^Btv)mRKvL<-aS5RoIX(<4ou8&pM9C_ z!t8DVQ+&QX!ON$V+;!AN75ESl0P8znhR@S{LSE$*BSVS(TLSrcyM83WHREm}Xh3z| z+)4WK0qqzd!GN({$S)&N>)h@59DtPfnPY`gE`H;K?y=fUW=4DWEAJo7=J*PvW1^kR zQ}(Y9Y4&$_3B6I|CvLDGt)zLcY@a%B8&Yn)flWQu693f$&=O%$5q(h|ZB2l9b2{xL z8QFG;C6BgeH`D>=^kt{v5|W%wZ}&+ z%*{%_=>_lbw}kcs?m6-5f$F${x3 z#X4C^ZQUUld&309qs<;UdQL!JcJ)JZE#~R4-w1oaQ_+mw3qTaCTzHa|Ps)(mueJ*>Uyx8qg&Edi7U)o-5MUOcBT1_kfkamApF~MyrsN^a zO-8@ziVQgEEEo*)7k=b9l9~VO^BHhXTDT18j6FFmHzv@4TVb22=;JI#oNg1iH<-kX zmb+hZoAJP}vAQmh{^#f;Uoj50b-a#QI5k2?Td~m@AD~d1KR^4W=~2m1BlW}>H=fhg z`N<$?WV7(kE&t*9(rG9`1wS2gICd)hUx)jjUI@)KxOM}t95XaDe={S$v^cL@^%d6) zCBaxEy2w9ucfR%Yy5)qM?d%3Dgwef01{2Jfq*1`|;-`dfjtTK&B{8W`IbBe`(+=XBOT zVT~x>T6Butem&q$O1tA%m}^BN8MJ!6jL)a9-M*{s=Z8BX9VBLuq%d}D272r&e?&>U zwd+H$<1?r_(OhPtZY}nK5j^H%yVc}~3vyB3 z+}*H^*}~3=5S`yqzX52)TsRGs>sq*4hO3X>YQI|wyXdFJpk^uKH*yKN+6^#E$shh6 z_uEkT!$qOg&)?=eP8b=2HHrhsS!;)*EHDEb$94?~(@x3t1hwc$F@Zv>5hob>s{&## zsBF!L`VjNUF=;XUoeF zS*T7jkHuzR_bfIx3K>cN^CW$Nw(9=Ab+Z24?q2RVtJv!z+UZI*Ou+d=-TtOHxAP@h zdbcF}q@1o>wX1kuvz8j2^^gp)v`W^W&u}rdN-lBEmDOFeC)HoQS2)e_N}Iz|`r5bb zH)DMbP&q?)KM;VM`NgI;|F&bI3@SdKw7-Agv!LeW`W-H_f!kO3lwou|UPCB}kGerc zpE$egl}9M;@(rR0~}fCWuumH^aslB{=GSYL6N{WUi z4);k9=*=yR?b1FR7KylC5$P!E4k7T^>kT-Tc#*&Ga;7wMqZ~k5$YU4(n<{!($T(Siv8F4u`7==M*2byg`8IEfkryvENz~8&a+3GUSM0w5V9aCd zjV(byvq6rslN-%+K4&Vm1G z3QNOTO?AfVK#g15F0U@v1m*4T!I9bKL>!6}9&O%_x}ZWOEcGE5R#h-Zy4X8nuL~6} ziPaDC<;?x9bDGXryc|}eEE+_f#CWhFO^o{p||c zZ~fmO_%P+H&AHs25r0Kb#37F@xog=BRYYA>I)Y@GXJ6gP2H992r7xe7m%RuC03F?U z-s-+#JtOYGdE-Ng%aAt z=X*tTSzsp+A(mw#2=4x7Q_~^jBNL|XV3O*?!eFw)a;A2J`<=J-+@CL=`gL*5o6Cs#SrsyqhJu1nj$eE;pTb~d+4x;Vbp)m2rcbw zFy7x`$l)i=uFrxH4&Dg&018$wpsOfFb2~z1;-B-Ie*bg>uoB52B7tiG1;X3}I>UtK zedlUgV==Z5XI1=`* z$}*rq`{)%%Q^r15h@>a8tyzT3iZrwgvHMmpwA9EVC;P&g-u^TXQue^IZdx(T8nN*& zxFKXNLUEGpec#=DS3528SN4ZIY+KGekRL>&w@jj-E!0Z%4mRlLCn8M0q7cx<(!bV< zQ5)XAd*j@rE`{Mit3YWlau~1a7{w1`(Z76Vbo&L{<(C}$h0ZIXJ&9Qcu6Aj5O3gpq z)uvQS(%3^Fn`rL4|96mg!=zl&*K~=rQ>^ot7YFK3ElR8B>^lf6fP8 zN(~tvjxoMQQ&hz6FscS4?@iS|ui~ITVqgBC%5?eO^7n|bH%E|V(Xsq?k+_3=-GU3X zE9$-lf?6-TrJb@0X)DaAyvPA_Bv7VK#H^@U)vB6b#Qqdr(Y5w3Xd!|Toqlb{b7~4tK?l78OCGF8MkQEb`O4bbM z5fIe~Ei#QHJ;?XFE_C|Z0;W0JYdG!KN$|8FwkIEnGr=GGkeWwC}6 zKx?Du1^9Dfb`pggr^=s!*iV*De*IWBoHvztBlZ1I3cfHzuij)I_*%WAjV;krc90?b zSH>gj+li6qeMOlV8KFQ$Ny&a4zZJEgE8kV6u_a4yMt1JFjsu+!2WWxC9l*BWh~(i8@rlk<4%TPQXQ*E-&ned1%k>#`j&wxJnw@(qQz9BgxV z9;2i?pbVo|?)bej)6DGI3C!=~<<694Usb!pnBj?7WBrI1#xu?W9mSp3Dn3q`ul-GA z9V;4HFV340CuXdpcd1qDeM@V84S2AlDwsk~RUU7<>J5myVKtF)yAqJe+G3RN5_=i0 zu1WE-d>UWd#`)2e`#Tgu*v^ zhx+m|V1rHwCf%80(bZZ#sPut4&POCe#4gP%Jo`#?Y*Dr{t>zs98&7;p0ZUOS zb5RXDDm5hAd^PQpiLqF}j8h7`x`ZyVd5SgfkW7))p$m&Q&BQwfs9AsZ%MmuXN~Pn4 za%CzPq84m$g!nqAkxj9yJqgjWnv(gUapODvis1?CRn)FBU?@gW$m`_x`Qg+kSyol*lDGaSu#YhDPcX}pAl+eDwj=IXrcGu!p0Lh{S zUE=@VwFdw9NibWdgr!`2pYQf@s&wiSa}Ix@UAg+C)Y9q)Lw-ax$(5jgTGyZJXt7DM zV>wlf#mZ0_*gJ}6%lC?!+8|i6vl551{5+KEYd^xgv|AFYfujjKII1JHRNC3N`ZqcG zzKM(LaI`rK3sQ|d_v@(Ck)(V@=he;u_hOP>^oz7O?0d3?k}neP6PybgWr#U3l&w|g zgrs4XkY;q`b!qVs4z&N7=hk3c)U8GOItzUb9FNQ?F96)pA8&h0aH+jHD9NF{zgLY= zGHQO2WSlaid3x~mn=$(X(X%Qth zbQtL}Lt>Zwntt+?V4DItZu%pB(O8uslr}5TOISUG{ zZkO2YfM->Fr&0Z+kW7U0Av=(127fPqCp3z05F`6!DYe11KTC?OLAy;0DpjLdVP2>EbWjdYo?sRs`o}J()mW6y&oRLPYa)Z z`qAv9%C7kWbCGGhm~%S9NDHUN`|lM`L8}vKeu(l4Tph&C=5}J{@+=-beqNs-W66_V zo~I%2g*C|B^g_>()>_zH?5ygF9;|IsH^-3;EnV5iHM?6-7pDrf;Cb%LEM7=^|1#fp z!I#*1h|n_`-(;2dZHkkx-0T}iG5~KIEWO<*wVHCtA#;e{;msFH4BU;<7E82vQlIqI zUhRs*cVB5?3h6g{Os_^dyvw@At6AK~&q-H_Zf8yHe71*a;w#GW!XsJPHS*_W{gcl~ zmQ8e`_wgvzIz7Daz@hg3e#Tw>=ic9~1m@XEPD_N1;Y`EKYmPR)hTC@`$xTLr%1rkd zIO3Lh`PeaG&kpZ5yv+;j-h0K%g!53Fwa}GFqv!hSv%TLC{8O&m3JY$gUnE%)N_mV%XFuE}c@~o`TOrH(i8Nd;42p(Hy z9B?BORg!t87i?CCZ6Xo<$Tum8iFj*4vLI$#nw>%%8567SO0-xm%$~Tq(cwH9zfmQ} zWLdDH_{|=u%|rP0Au>;iPH(w$-QX;GBSy2nPtwfcsBi;o+L8)#BYQ01Yyj({QI)>hUS0Z$;u1Om%zgfClQfl#JGv4yS2vT**?s_vw8=bYoW|{fzoEe zD&LL?izGZ-vSJs>au50wOY0|ek{*e9L^}c#n2uS zx1@A9>^%`SJytqawJKwOF2`M*k5#xX{Ig)SkEnm8rwJc%P@fQbyGA=f$@49buE>pR zHY57_(w;v@+*Kq2|C;geEAaX9Z~Mw^b`mMl9_>NV!2@&U2!9wtge)ge=_JVk9G+Ju z?d84t=xV#l_mV^kxTj?{Wog@xueSx9r?GB{i z<1gmX&PT1t9h4F`JUmVHKAw8uYW0q6KLsi|e)#3}S4G)+!7cejHN|-36l`R#91x~< z2ExuHSU z6G!fEyu+pJxHQ8A9oPX8?nw0-z{Q^1`Kf6fJfeT+7_+dsnyA_@$n7)4C`$SXS&V^_ z;J;)x4#~{xWV5ToL9eJ^Q>uQ?Vl7}qLNrt{vza5HMoVQ_Qh~;I$@qAf5hE!qc2;mS z(N(1=Wg2mkOkuKG?@`6rx10A7J4Vq^$>JU6l$Z9j_goE9gB%bxzT6|Gx4yBl*hQ}a}of0ahP1dcOP<9dG|)$7aeUg6S#N#16#M!-Yd#V|1Vd{>>uU?vD++M zlGM!Ok6_5h4n-g~I)rKJVN!&V=2A8+PVW_a^1w)S;n3;W1-boTww2l_EKhc14)@*c%eZaCUz!eeH_@GyLdXhClHiUV%3qIbH& z;Lg@e9&$-P$S>oATE?U`Cv~WOzD=p21~@3Prz^a9j0V6W$7+T%)mU*hD+Tn!90|wI zxoW9#7|8bMZL;QRh%eGVaP zouh5wJUAkNIidLTl8MRMbv*qu*$U^CA#Qx8g{yY69J`ZBz=fERmPWnl_|~}YoSuB` zrq44^g=#IB3rTs(*>rwYAzhp*SJ57~4i_(+uF=}D%>_1p-s4jofkjs!`ng`eFZL@A zFi@BJiRi7dV7-=M35BQ9X|%R^jLGLu>@KU_y6k63IEcysDm8BXip-GqFh&1|XL|}n z3F@SF6&}3+JGlIEJ-kz@T^}RvvFxCJ<+W13M&Qo9=%n4I1H3`@lHtB0)?0GA3Q}h2 z?iJQ-t)GQEgjk}k6yXSS<4aOJQWYz;&Ha6e9@!+m?d5P$)AjI8SKGUvnwe46Wh$)_ z^j&SvTCzq(j~)Ws%F3WmWB0&|+~Gh?|2=V2<#|jld4oNb*UnU}vDI?RCnWUT;((9= z`9R;0On{+t<<7}K7DIR2ik$`lfH|RQF@p_Iokz^Kx}Mk5Kh$tcjEdd0;OUOF*f=49 z2E~Hzo+X|B`;2p9Hl5cRZwK_NBdnZEt4xu^>2hwW=kS1TJuQ72U^c z#vhF0kD{IYsN8>TTM$*I@6Tmi=e#i#w@Kzl{KN^ajXlL;I8x{!uv*Qd&7KCziuqq+MwPU6_Oa^Y;L$7t0$w zLwdKXz{3;qi+^N{XoSHwJ-B%oRap@N!zp0XJ;(hDPxwu104r}iJqwB+@soYS*4q(N zz>$~XJT>m&srG=TE&Y4PyC4ON)qt|BwR64l>~pTQFvgtP|Jrswh{TEmqaViglcjC7 zA186J`Vc0W36Ot>2ho7QFuurNO3Ax^U%M$Qn_H0b+Sr>Vx;YPD+0Lva&47s`=`3M@ zX_+3)5B79fZrnZlG;9{TNi`?v07avCv&aH=eW< zyGYqAkPie-QLU!Q?N0vF5$4j}Hr0X;n2(Uu(6oQg zR?|LM{LwL>qo?4-ZxR@KnVNx0|Kn#&7XFjd`}*OD^c&B^!pvY9XTNmfWLSwxXbKhq zmSsrwc0Y=fyJhk(7bN=b2Qiv~H(+l93*Sp1(~7sS5JQ%Z?BRpt7a|V_#%r= zFStU10uhCAb4f`IB8~#)2dN+iR|VPvpfBHTUz8OIPF6$v&x=8p5uBCWKnshC%qtO* z4w3~@5Tcg_!uUgzlf4DEo{N%)fqhO4NbMj(*K^y_Pa3z0z^wFDef{`}Z8&up!oTYO zRaCVPTO{oyig$#$Y3a4t*Y{YOUc+nBz6SJ5Kj{40oqJuc78f=hGG<0#2gx6Ruco$Z zqE3!n(8cI~lu|Sn;&yvK>8tr&C(Dd07 z!^{&gIvLyY9uEMS_Kp=N_5SWozJIp3TwTUbT{ux&vRfi@kI{`6-TIqIgS_NSpp@i} zj`cbq_PG4^J>+-+FK@CcD)YdEo^{Ev1&Ep(GG-@sQ zwx`k5CN||u__zG{80k0FuJE;OZnnZW0Z1bf6}{l&Ahu#ezRYr&c0gH%z$QEN!L{%I ze@7!;<>E02=Pw`<98-ojEJD2Ipsn2G7>Rs0K%^K zd$4ec+F0ftM3leaD13n5|J#SE9AsOWDs98XhWzz&0p}Cjn>V;Rw5_>vCyw^bqovlh z0>ipQ&r8J;jZ&bs?nvC$Zxo!~X6)w(qZ(=yD&0yZrI1^eXR~s>3g8Kma~Wz(o^-1plN05BmtfY3UDA zc}IVS7?M5=qHd_6D1FN7wbOj+(L*cN%^Q4W`9mUntOZwm-JWh$-;E%?iK9=i3TdB= z$0eEnbMx$_VK{9Z^@B5!s``!1Z&7Ba3qg0)`rw80+#bF#8M3*9d8q|>ij{uCTj5Qou;ooWh`o3a_)2Fwkv#Iy8wVa3`qSp!xXt?Bfs%?|Qy7th0t z3>Cx%%Nkn4Qys_e%gIGe_--VL$TWy<5187LG0Cm(M{;ctF#)k}BmUo@wX_d*#=by+ zi`gyZ82u;x%CllA{NiSj%$j-p8bV(^gA1^$;v{qjZ7sYd+AKqV&^)FZ%TA`R>| zw-K*bP#;SJwQ=xB2m$-8x;l3dz}^P!7I#oQLVQMnl&vDm!3)|(Jy%*XtE3$IJ@dYs-yC+ZXme+s|5aRj=l1d^i$8IC7A;#|bKVxP@sqv2|9Rq=*g?5X3=8#T2B;5nZd#@8B$FgPLRV@o^qE3ZAMBT#=$0 z4Z)K%9}Lss$z_-aKrT%Wky!zi!Pcc6G3!s{at9y!2f=?2(JKT-B=|WZ-m9SObYtO2 zLYkxnvL#o}^xmj>KdcKFYDv!$fQ)F;xTHPEP3(;7j8&tiUw^1Xyjzo zzN;h`T8@nJIHP_04pyoB5_z;3Ej0CDgU#yd25haj3gtvUxE^wN%HDA>3iO)BVQE-y z^NF8AeZDT78WVIZnS3Q0DA=?sue>){jf9V|nu*bq?iCkz4xiI1dI`qTuBaK3V%!P~ z@ac#bjL4Sr?SGh`YT`vaT86V*7(=_J*e`IiV3!W|I;&)0(3mlGv3|b-=def^*PJN5 zFw8msV@btZeW6HfWsQ8;oiop>Lf*xqzAMW8y~=soS$$*deJ512{Gun>J1dWyas0Ft z&oV!B7Q0;0QrDXsujSqIbo$3KA3*W8UKN9=bv$&LDM|Q%BW%ET|@ zl~jk0DK}PHGewCj&wV-5m}@gfz=r6j);zflU_XxNN+I7LR2;{utcfLTdS}2d<43wf z`7F3)=Yn1kV!Q~48qqg%{bp<{X8VQBae_nKZxpo(EyR>H2=1AJ2tHJ2+aT2P5BRQv zhoAIARaRKhvO-J#ZuYHD;aY3I-k$ptTGh)9s+9gye5fP)16DOt)@+Fh4`A zahgGJP}j&v`e6f>+rtn71%#^J!`%R`!tssK}2{1_-ky(pyMdV0fL8Im>}YcqpB_r z3@Gb@he0|RZDt4jx`k8T`0F-U4?NE?2BBc&F+iON3{FVfMgLi&gJ=Q5SmD_z@5Ko@ z7og0au9iIPH6hq$dhIC>B%g0z_6{9vteuSGhF|#6wa?~1dT5z^R{<80h6gj5*eAxH zrN#**FF0o>i=?>ME7;e|c*N(s#{9O&XYM%I=y+YxDfGIPNvbMH(rJ|yFMT>Omffe@ zUN|)*mi%r!MT}$@X#}(^Bi~dG+v&%!G0CBA^I9K;SYD=5NfGvODs<{53JivEu_gXa zXnJ=KHWEX*#0&eoK7UsDeocTwQPm$7T=RZYI>zF1;nYw2$|Yr8h^XbC^2ADXUJizV z59LL|#zD>wiiC{d?EAq)e1hogq<9f`Ral1On)RroemYOHUWi@xeZ@qW0&AhJ_2bcR z{6{2Ezi@=9ZxdJm(`wkn<86oytXbi)?JC$00&f1?K>@C_+UwSXB5n2;9XBvTT#L|aL4}z1Vjw9b7-G^Kgz^4w! zJuSyQS;~(Sam+@ITb`mogV7o|$cQ)M>gr>;!x?tF$~C7NF4%CLKeAgKf6p z#rNa59@bQ>K`ab()FBgtITt(VgsSp)LNf0F6*@%uJ<>8a84+D(0}{G2UOWheX8O#< zfY`F1-+8G4(3(OV+RhP${p$tsfXFC;a&vfNqpah^zG)Yz()oa-pK+xHF8HK?v@2WJ zE$3-4bAU?=5sGJuR5UPP0C~qeSfUvk(uFMA{^0TMa&H=DiVQbPYLSX zb@kACDgusTLq??V0x~ksECWaZn%;O@M2^*BcxftPb2ZS&RmnA`Nzjc z_v`E0`!*d_caFB{4J{w?EDm4o`DDHEC%P4_y8J37MzVeWab)wSyIp+j@{Iwe&~{3C z(%M=k>r)8c{o415FDDp_Rdbv;f_YUgp)%ATAEh3Nm}ude7(B4rjW|j%41JL$-zZy0 z0?aUB30oguXBss{`=Hy+vz`PJFi4lzlV3&Q71Z~|3Rz8;p-YNt#iN1qRmLgr^w zFzwyLB2ga=O(N2=;>t5}*Hy+J3r@-Zv;AEDRjBlCenTDg69<;3jm8Y!?_B1#XBRNO z-(9yJISKBGIUCPV<=fg=!&>>Symp>FDH|*5zH=djo*iI<`UR}?YpnZ9GGj+|=O_Mf z@DXDINYmxR^Dbbm zP$y-vHIeZ43G06IMu|Da+cBrT;^y*MjF0@6EyFIw&WrGqGRqBssl8r^8r!>3x$ku6 zWW0r&=JSTLG8KUsX*cW+z=rp~-p>wIqMw+7xgqLxo%L9cJyr^&8dh)VTw8urx4~&} z?Wf!I^vD#7a)};ZAWnqNcJcA4!`A(icYg!36O{NrceBWi*}1UM&S1UIuD$8d0pr$* zi5}2Ayn)ClB3{cNd5qZ5f<24n{`z-B#u^0kpMeA(CF{L$IQ6iBlk65Q(u!>2faqyt z*%c|NmxvI0W@bxY3KM12Z;)+6{sb%&yQ+o2X!sBm+pa%!HaUnM3mGge`L_M)N?;6_ zJiC2f9&Vec0~c{9-}<t9Rr7ekG*Twl@ub~xi9J>6xYYIF{VyWIy zwyvzhT04pB%exE<#c^1x>HaMXYpF zmNb94GCETUWUVYm0>c4DG!&ynwU8Ip&;$E;k!;SVz*LQ2{|T>_Ij;a4fK%t~(cCED z<2v$U@(7RAzfhuA*_mcb9cJ!kg{Y{u+l74f?BI@x!quy?%Em-^20c5>P6W}bx!SLm z=$xeYQ`Pwd3}$oAA|0u;#(P5B8xDvJ6VWT0ilZT+(g?TnRE|FIdh}}yZ?u+w~nf+-=c;=>JXAjH%OOsAG#Yv z8fhdBb)-uqMM_G#OKIs8knWJ~JV^l5tdD8?Ln7gHpo8}0q`H+(?Gscg?{w;+V?=3&#kJgauhm2xd zVz)(^p=xv{)@_n+Qz}_IqLv2K;hzh!FAIH~B)TFlKav2lfkd}OvECQGC3o|SW>KWR z_fEXzfHs+yj9~48lA_G`_0>6oJp&{on#N1?;S+sAPX_Y-YSp&zTmM)gZ?kdS{A z;W4quUfqnVAX(jJ*Hio~#@KxC?t$#j2~d{i)HoQV7^ zFTu?Ft2F)dQu^)fBGdQZkP@J6_1$Koxkvs;OP&qUD%8h_)8=KM8U9Kw;$vyN^E?@s z-S)eq8_;7-_cwyg4%*js-SsVDOS(rKp?D+D#}JQ7_|NyH(jgUrkW{otKg3FNL5hnf z!F>#Us5Kkh_4OaswF3njqcmU@2$-)w;TwPzb^u!i5Hyrd0JnpuA!fkYd+dXsUh1kX zuQ1!zDX^948-N~wVNoDL_??!A&UYtI;P=2L1%Lt&0=C$p$eO?&gc3m50}PYZ%j*GR z0T`ZQDL0D7t_u=lnWq-+2m`yn-rL!k1AqzGK|;{Q1(-VH0DhnfkVjyL4l^rjUUv4A zodBThssVd$0KWa?EBgeMo~(*zOnjn%rOd!C`LDqKN*`c#t~7vqp4J>MHpBs%j(I8r zVC7u^{9eF=`el0n3`hCOM@Va63$VNe%vPh#h@X6NhlW%J1_uFF@iYVoKsLN6xv&;6 zuMwGJ*SEm3CUk7~sRSLTy_V!P7pwVpyFv43e zCc$J*wt(AL%^NzClWhq~o7xt8`YKRFE8Q6~le3EZlJqK0ElgLsZV3_#gD4bR{62F8iSMF5LVt`bc%1hKD zfNg;%Y2_zhT@SDkHi~bwP-YI_aWEHORugM@O4Z$b2Z9ha*7pm=`K(9>6pRybqXuz8Uxp)|4x4b0BBNGZ)(9 z8)ncQpfRQR64 zGjy?VsYadL{AAZ@Ot=YrGiqO9BwlyA6W(z--!|Br)T``s)Wz~9R?4_ks#t_QI79x$ zz)4X?+<1JW{6l!7)8pLM%);AmqCsq+{q zV%l_3TGO_DoQcoX-ti7~@entR5`I435OU(Kg)70P#$diWlqJ1i^Of<3ZSvy>s2y`% z$dmFMHv}9i@@F#%4(ngOkf9un@py)1(WHy`%uy{F(F*!(R-ZT@vaQ|ech2!7$C#cQ zt6Y_h;-!nY-&`;1L;Wc2eOZOE#xhWwCZ#UbsolD-wMPN547fZaT_+Qatc8A_J?${c zy8g|`fzcEt_vvYI!v0co@>PrZ)uj;v!sEH3jHJ$vSZwSX$>>-{TH3~w0m6xBOxATo z);mkfVDL>mcx|=g6H|dRd0349c^> z4>u=Nk1mCUg&en~xB;A#+)%_ez`_3vApKQ<^|Uy!CAd1^(f?t8^x+FN2ox0fBusPx zOOw*Yd@if6de6Th$j4Crv*XE(n6@Bat3>0+A8%_|s97IT+cC_m;{M>A5d2YG8 z>olPhA#k}$yd1L0hMgbC<>&1H?AVd^blchJLMWCZiDQl3+v^=6!i8XCSlJHKh1O?d zRMeyPKLuAfs1S!B9gJ--x%9X+rPBDPcrB_=3hZi$S(7Z$2(qFJ{+*>f0#W_JMT@}3 zIxwLsLF~xCcE{V)CNXOuRZm8=lVRt8X=cE0_NdoX#;wrcNh6N+ZLod76+E3}xZ8G3 z5p>2_$xvsZdLWr_3$lqG7dy6G+@d`c1FIY!;`D~`a6_1c)&0 zXiJMFZBRxSBDH2d?K0uks0;j1=V*GmOdnMil0V~IP}*xh+^5GX@F~0bc!_gT5sxpp zdc0#R@~s5DQenbR9-0JMF0eFYkkUZi@8!|{Ym9oa@a7BM^9gb@)|wqd1RX&WwU26-)-c(`^M%`++oA~WXB>1VX29i$`3OJ9E2T*h%~ ztX$m#(KfP5y!1k|Zl*I+ajcew@2(q&JOuYgPzZao3x;gM*Vu||R}M2DJiaEBly+YW zBRM&_9z&9&--E%Jlc1bqY;i>{A7Ot5+L7pbd6I$&sadZeOh(O5@lewnlkcnV?NVq? zt)TOFwTm%o%v&sQ`SCKjgt%l@+S3qQ@tqGE(gfEwG2O-p8lT8O9Qg?rhg8a(tcDcy zMhb*Je|`y8>(P8mD?A%|i&$B|{E@E_N%OD>-bn{jQz9c|lt1iHf2V3qR>A`@5+3z^ z`B=NDOIGdl&H3R}wP4I=*=AA3?DO*wZdY6U9OQ>Ny5hgob`FNq@&a`KTpP4b`jS_2 z>rWd2pFY3>ot`VdCwbBpaMw6qzG@Tjw*~%N90VW;eC`ASLbgBJY;^5~id3a^P8T_BeoG`sdG;@oXK%(j)C1(^2U^&D$gALl%2yx`2r$Q*#Hgg@!X<(UxGFMZ0opP?I zyB9JS&)2^=bs5pGc1$gn>aq09#5Y_ z?zu`%s6fub^I#2R%pFa?yx>S8Em?{+!to3_U*e>nhLg8W1M^&KMyEnnj=Tdke@LUE ztAm%M=&4cGtkUi{%$s8wILP?9G3sMk2ENBJ2d9NeMQoeifr)nhj4Y#76}i*ghK^qZ zKUW-(45NJbp&r}(XwlaZbwbC@4FMUL!o`|6{TRjX3fGsfy25?q-raIl2Vmu}E!N*_ z+*N-0_o`<~$@W3Q4W;31zvJcvcK7_V_5xUMX{^lv0d7Rp=rA>GBw!~JS{TzChFFPV zb(g@cspc3AQF_l}EfFWw$h&cKqOf&y;tiuC4LaEYl`k}%S?;&}!G48gvOGImCngm$B>HwApnzD)&p^(FQ;ifmnv@1Lt7*@l{jss4`jO_D7^kG z^>RsNnTd^!%oj(WtTQVs)SV*XSL<0=>{iG18o-L5E+rL)eW6)U?xno@GlR zhD(Jiv4x3TwwZC~UQ6XfbF=-2ggnP*&9&++Q)FjS>-A0y!4wfL$TiI!FI`OO489^! z4AoR)!p!&@(yU7sYy0z7zLJqYk7ZY2a)KSV&{F7|44HO-*_%VU7xY05z`IUUmO7w*fbIc~Ik# zUx=L2qw^$XoJml5zt91xjga&V1#t)So60j;OGj$&VhEXjF}3}!-wz&cZti6a*fj0Z zeN2vA9d&2yVVun|wipGN?PVONh5AxZX|!bX$2#&RPT$ByV=4&`5zmU&FA!4>gJIS{6O`*}XBhAepa6|^~mEdky7tAPCXkFSGLHkFur{4={* zgbOgDNS6a!&4^xLTo*-;`8~u%@@p1T?<*5U>Ebp%8=*Mr_#QRpeW&hxnQ=^`sIWpYjw5Yuh*Rr#nfPa8VI@RkEsTe*W3 zH7SM;*9or zYTE`}#hhG%Us8oqlF@h%!&TY}RbPNU!t1Vbkf>;+T7HJb{gEt<$e1N_ilNH*7rmVj z(i1?R0=S&#DX;F=KX637&5FT6qIUD@Okf+TokvJtL$^D+14Y@isrsL(1>NYMEBh?-+1OHXE)2Gv0SZvarl+8D0MaDGS7&! zHk{c-v7&O*c7>PE1`?JgfNFc=h;)&`GDYyHP=6g#^`xmD?rnd8$e>Z4#Q z9de+9el??+)a@JmHAe)67YzKMrU`eDwn>0NiFM*2fXX$$&3-waR{(e_3JB_f$5)9M zm&h>Kpkz&XkDsx-c@(uPe9%~FbFA9jgP1-~ZD5Zfy)i39^rkes0D(ekEJ`WT<|zw@ zfcAKTBX`h=Y(OLAGL9`TndyOiv%FS>zGF&c`sPv4&Vliv-|79FFRd< zdp_#Ca%m#d_RJ)$a*n!m6rd+=At=&jp$aclf8OqQWG)xJnHf&9r+SyJ0Gr&<_{ zWocFIBXzWMe&%z8G;U2hSa^1xtj!a=0b*2t$f1&+l7orf%ci&D&?M5srtrE+r+=YZ zS}`3a#km;oio-v&Sa1Tl6t`O(N_W$|; zWw8CTn=VA?fe1YQ4&{EP*K?(=&jXmf5T7BJ#RHk%KdQ6N(1o#nm7P5vF50Rel ztJdE+ieub~>1sdG2dyVZAH`hhHWb<;tBp0DB}73u0n|htdGAvH1&gj1e8t&te9#__ z^J&chS)xzDQnh2#zFO#>?u*}MQQz|@nh$|*zSAy=8lc%$gtVG@OtT6DX$>uO^-l9n zyJ9s<3||0|dXd)CacWGiv-?a>+aqvA&SL>;>XqQU+j;u&nU61H14@epeC$BZ?n_d) z_+m5oi?gdIJnOf}Ia|opJ)40&uwDh41-G_yGO*xWw66?dE=a8q(TWRz5rqGxW=ZZ9 zsf!tjT=`6u_*tx$Y$w_y?^EC*>q)_Z*;gwBBG(^-VVz%JqEc61fxYxY_h! zj%Ql<5mwG}iI*SV!EMUmz}^i+L=xG>Hny)!TewM+#Oybu-k#Qtu0AbyCtxS$6Bf~B z{Qtk}r*4ly+xGB{uCctZ@;AG^>Vw1-FCGQG0LxL^}ftMRNLCi#Ey9kEBaAHu%WL74g z{m|I(OZ0{Q`;a#!G1N3Xa$6XiMeZ8QO_+GsdPyO54#8gm1f8o_(9G#IuBjUeB8n%n zv8syUvO?^c!WmtLqFp96Z*-9eknFTQp!|hrMd3)tOsuwY^XcTMjH#Hk{8V~*=k3bL z_hTYv60GvxfldoPo2aDYKUobD`A|CUs9ymC;B8vwyKVZ1{$wDPhp^#fH}|I*Sz3Yg z|H=yxRWV%Q^KRpUT0W`c4axm^X<3EC*Y?TT1@-Y-+_EIpZLe$atZxu+%ing0E?;%8 z3M|>+<$4wHWo$2ZXLS5_o2tjyq&Ify7Rd~0pTfh;sU3;t)#hj3_Unb@;oeEyB-O(X zDp_pRRjO;sT+u-CxnQX4wGEDx54untlF!BgNQB5^v`^1NSpDJE^4iXN7ee1W2p|He zvnFTa`T$?kTYiTx{bB%?Ae6(TQz>wOGALP3^lJn!QwZUP_Oi|gx4>V=i|IqWGe97p zI3$jE3g9OZ7w3}ENP@gHcXWr6u^ZpN2bj0&?%OR?PqQqNH^ryFUKrfw9Ks#SDr$Vx zM-{(jzQZiSli+eox~xKSA<{Epn(%imnE+D8{u=sXL|M2|=4FI5AWO>4W8YBJub-Pf z5j9OlSKBT z=u}~pE5jo=@kcVFs8T-jwLRat48to|-f5I~z7$2MiyT9I2q74IPkZ*NlmaLF7FfVc zLb9i{12^pj$BBY@-a!8{!?u-!ncI5KSVH&&BbeTf3nRBHJ0EgYi{e`CPurlk^4odx zeCPkzmkh822WgpqgUK*FO=|33{t-si9rkofmbo7K!8eR2IUly}^XNbOIggirg z+^W!8$!am2OUP-~HGB^*)45!Z5)e@ZxcOZO3F`8dMU9CUMl*l#&?}ql_bbwR?!Ls- zEN=?5l;TJSsOadI_jwQE0sT%aT1-&R<*2oR!0?#R`XqT9q+NZkl3UB73nJ~;_jGpz zIdQzQ;5E&En23jtwlDu2BFUt$HzWJ*M6C}EV_J}6NOs|Ge>ne*X(j?4&7f^}LCZOM z4Zoi0S9g@&`aJt7FSsoxnbts=QT|&s==~csEuO5UxPDtVNv!uG=PUOd0QciQjx$4m zP}0yhwSvl(o$o>#$Pf$+!V|C@o+i?7Z}9JI^61V<<|E<5cru5OH40yK#Jk&nRjZ=VBGAYy zr)eJRhbFJmDo2nq9;$Kh!D^Ox;CC!sZ^zD%_njeDrX{fRGCf_o(IlaXW|6~e8`aL1K zw(O^7;(65kBZBm&30UyAutKZ$I==YY_U8{NCDj9hfa3| z<3jFfZ_vcF*mdMjUQ>Vk6wZmqXe#q<RJpe z<^K+O36jf(sm~$}lW(01{=IOO0lZb;`IWem?`~E3^+_0vR7U9Q>RO&V-6j2K^E!~t z(ddIfX5t3TS4g%?s*B__{4ht)XtOs|MGidb|r_K+b*R64l1gto4~%frHuZG_TiKLJp}>38Ftb6%Xb$I+r;Locg5!~zd%@Zqq5 zzqm_&D+TZgi#{!?n=o()wr^(-zTLYotD9?6Dk9n!c={!Hg+oP_j^SL6bf%8qoH@M8 zt8~-;Qqg=<&CKfmi(ocTD6IdT_B&Fryom&4HbMh~Jb63$A>c$hs(4(rpgyG(xi|y6-R0meDfq zb>YFdyE5ZimbO3Rx@>>KH&>8A)SfjXEN|fT7>ujHJmZ^bpLO+W0f_L@8Tcsax&iK^wcrE%QTWYREgV%#_V?m7!+cS^2X`9x)WE{kgt$Mk zjU{=r2F*S%0Afuw7rjJk;o=f!V`oHzSQR}a%Mt5$cjW)E7$#DO=iy400WcVjq4o0^jYS^;1;to~ zY@)&IsLclz-KyXf1(S4ME3F^qDYqYYY$-()w(8&~q{@P|W0VsY1tOixMeo92EMU@do6ItQ$79MoU;eg~vIT2z1-ag5s7I z%jr&LJ+4>og(qX~PG0r4q|EvusoY;bD)_td)L~aTkZG1uJET=M29`$UV%9b+yfiZi ze?8}2WzxoA$f?rCKqj{T^s%q)*we3PwXHxhAzSkpZws?7z>rROLzaOPtTXtEILR-W z2f~>t50V+!NOeE}r7$HK=kwxHz5d$WcClsmUGZCaF97h)_Z5TUIq@>V(L5i>a$=Ep zOuN8Wq)myU0h0O+%~Vo86fJ%+G-v|Z-+_vq35}6p3|||Cy(`Yz1Xjm6-c%ohjur8e zBY}~i>^IkC=Lg?Sa4p%D<58Gg&1;nxtk?1;3=Oy!J5hA$Ms_4N`o*~X@v>z4B=klq z%cZt<<7U+<-tOPqXo7BDAU5i~a>yTg)mxu^E1&o9TNhjZd$wcPh{t1sv$(#f8lA@q z4jq~tp5#-hx{CiW;`S4V@h{Sa(11IXQsW~Ttb!G~l=6~2M?=o)+4{E9Xg?+978|M# z^&9^U_`3ofpT9IPeB{_mp}*%!ihyP_%TYZQra}81V@nX=*yfJ2p8#?u#adsuHvtt( zb7o+%jg4~Jm|0UyOnqy@% zdo>H=K~t-%)RU(7PP{Sl_kHW%xE+^rUJLI4flb8kkmI$k;7d$He^XKh6*<>rfTr*s4|)02 zNli!YE$Aa5?L|ElrKEIfMF7A|?EwQWyW6)LU2^{k1cb)L`CHD^@;^F;7K9&r>;?L_ zl#4G#*KRC48Lx7h*-NW3a2b*jbh{SDmI#+S7&Y$+U=Xy&Yu0QB0I(yO1qNJ#nrffO zdo1DFqJ9%RQ-Qs)C3R6G089T+9y+g4l0&p@`_OGO2{(QSq+`9`qtzK!Q0Ks*&X}-9o<7z3$y&_uo+dtsPSbMf19q#X zWtEekJ_Q^V6&2>YhqK#qCv(U3D_wEr$7Xf^Tisi9g6}wzHH!2eaB15a6e~LRkVF2H zQS#sOP}a_?vAR!vi8Q7mQi&2m!DgPSX-e7~7cZUJ+ni8YN8j$nCZ?Sw?o`zBTbC8i zm2ZkQBw;OiT371vWkoKOhnmFLcW#m)BW5PIND4=>T|RY*7zzE4Qfi_sy;Lf|XMBW# zHNbbLuX;v_aX4$CFs_W0L60-c0w%|~Pb@FcleXWt)n%P#)~}fgegccA z-go~n?hFHMo|- z!xA4r^VWqW?YFeU8)*H{)iq|D81GM1wkn=mC6;NSv}dxpi+r*OULrKhuEMZNEsEiS zpVt%LAFFH4Hxae#Gb-qF)w){Uxw~4clm{eSI=BkWcm8HbE#erxB^)R`N@|V+1s~Cb z$O%KH(7D6C>Ad7Kqni<_S*3#`nIqY{NzLePTJajWg}3`^pEmMs zLTrr4PG$ujPqn8^7XtcUv+C3>jjZPYtpa!h&!iogoLWN)y86ZDG4jZ4GgS#cm-(jL zt%6{<$}H)w==$Fg&89g242<_*buX2N*T^z^vrU|@8;sbW^3B0q4uSJt1=D%P)g->6 zzo(ia>8I};pTR;xwY;5?)%HuahkeD;HTL2YidC=O87*Smk<4iC zicDb{F25Ilz|lY92e57Y<*MYkZkB4N7jYH1>0(k>zqB=-ep7-5X&ygj$s%;zVO{=q zZ>kVggNp=^g3sAQ;J@Nb-h2tdB3L+izbWFAJY^ei`! zmHAn=$#D6g+7B8dOB+Vb3}4iwl>1GO(VZ&w{mWKfM#{F>w1s-md-+?lL@lyP&(wJ7 zZ7P=l&e|n7bKsz%my(J#GmvIx5M`{G2I^*>l{w^R zAPLAbIR@(lD!2|NORUM#@%3QCyp(Jc>OQ5!j|!FY9-P^y>6sTFX6k}7{Wp3yF0W`_o(8_x^b^oO;niP`Sq z=JzdioZ?s#W|L~E^6@K^i?c5d5|*2RdS6ihF)kax5DM-`xo>9tDQ%!E_-8~rAZ;c2 zG;f$v@2h==_M(YubOLeKL{@4xSr=bAEqfSml>=rOTku!pvq_llsT9UQsPX_y#aG_^ z+QmsB#80Zaq2ETLxW)Xu_)lspfkEZd8(%=Kc}`0S-!}35Iuf$Uf+WQZ{aiU?Z#KHg z3Y7M&=mNFLvUz+m*TYv}l=;R&L~yE~ zY~_dGe_p7-{{C|evckRb^95O z`v#RyN~L&M?Fr$2-0-#Af$9nN8e_yYaNAHWt8#Rv-4859$_<+wb(}M}5WoXVb!THdpQe!Rs|X&IgcE;0(<- za3mWJKL0i@1hHLQy210K^LxTEy&LWv1R8oNrkWQDC1apqoj%v7%GwvTrnngS&zSMF zXii^ta?wLS!;H`mUW_FvQ&T+KqF$8x>(Oy8_IeI>LS}xeHo38AUyCRxNo3&GmmLYK z8_z(Uu$L!;r9WGnKp8`%#R|mD(O;e-kvn=dz7w7>z9J>N(MX#UIyUk#gR#aKmoRfc z5}4#RZUVKFPP*~WshmVnwzVz?#J5iFIzQa~xfi#r;(RK35A*{)JHWL!6vYH9A7QC+ zOgoG5OK~^o(aZU=qB5cdweNy%f8|kKic=JxWX7Z-wa&U0zQ1Z={Ts>86E(2auMX)D z3BcH;PkuJl7FN0cPvH-brQj$|?Z`Md*7N5ibRPe2x!@UBX-2 zfZt)Kn(JjXOA@-4_k5~@ZlludZfw@P9K@XGU^hOSZ{!zKV}xo+5X8Sr*MRZsp!E); zz@+ev0l@fe-X$EWxYm`v`5qX0Lqt_1;*(hwbH@wFV+q}N%IccnuWZyvdN;KG1D%Bn zU=>DoX)h>JS+KpP0U;UqB61VpkW0eV3*7@-v^kybu(or)pr8E}qUF7xq{fZm-hNzngRB^6zfPeaC4c%bp zE4*Il4`L|g9Rj2P$I4Jo$~=*EytbH6VXQXd9}cq#JYX|{Id3x{yZu9E{^2ke=B>V} zbr;l6>J8Z&)lR7KHwU(bl2QCjuf)|(^dKIzxIbo=R>Y4wr;Dg1pb-k`&B57)BRN5i zjtC^!uU^trDY$qwcc90n*BwDW+02BqlONG^p;+(%1GlM^hru;apZEC7C8@Nlv$j3P zoTz14qV#P-O)AMgSh@d?1cW|~H1qd&Y;)Cv@ZaGfZp9C;Yc^Joe1Z-;j(Ux~*B382 zO8XCRZ?73m88kLmhtA@hzddJrPq$>R+*{dfyZRaXW#V0BY@b`H8 zim!uqwqI9$PyH&sW8vlNU_7g2aHkGq#Dh>G24^sI)}5$PNo1d>AIJ*|0rd!bUq)9; zo)>Vut&e;Dt*%ik1VCn*j@;W~)tV+KpL$e!Eynn-F6b!M_y49IM2!1et|@0LaF&d- z{@hIMy&{q1#VbZIzbxyk=ARAk8KV+P$JPreo+>oM78P0xK13g9a{Nv~KthPC8}5vc z`E88gEYCltxcmP7Oz5!|;i^uRRIC>2;31XVOV$^4hp%h}Y{|Vsw&Relqh4W<)#nZD zZmAX=YKFYBAq+sZWR{v`GA<6ckyB_Fs_K_DHEnl*)fP)6IL@H+Q`&}6M=O9xbiN7Ft`=Qw7Hv1Z}MWiqXk^f2mdLyE{|W4ywQ z3xH!2dU@ZZa^0j-##6d$qXzZI{3Fa3&dkSWM;_0wdc>Ipj?qYkX`;(5gt)tk9z+-h zCy1}jdL4fiU_-REqT?v>t^9n7aIpC2;`h*h1lT(Y#V%+@nnR(zQ4XFB4xs5%3wi~< zyL@5iNl-l|fAuT=q>EGXx$4?}3)RxMUXe@u@7&?j*`fT1G)wpD_$sE$-*bp=aPB|Q z2UY%&h*rT%7gXT#h#qkR>WoJ+4`O0;x}8 z(GLsL5}i(PT?|*jK_uHB&|d!;PcU+Zud1Yuu#n38S~@q`&IBw!eWpASRcQUE%8cUA zamWWAKxp^=rONZUo``zU=?*}$sXjR-Z0dAT1AW`~GzqH3bL&> z;FAXB`oG>MKxqZ0p7Z9u4AcPbl@T||nYn(4&^s=K{DZF}N` zTK2SwBr)XSR{#*xn)BhDw`W{-_;&l7^ry*l{T@Ip<4w|=e`FiBK&!%d<*L2l64tYu z4n~p!8kSR2e`|PnrmGG37|b?&+OFChYCnx$*fkRT#PTNhN?n0e9%oF{ovYUL#Csy( zstZf>nx<4LV&o3%j8i@~mrD>+JpDBd1;c@+Xs2X$1{o89nUT&m-&4 zE+)e`miMb$481R+>?hjednO)QZ(9z35f67bI_XVMVr*<|=!0`U&{M)MAJYPcb}NAL zc%{JeBB#J%@O?c~w4;OYJpvhLRs?o0|UMLR>jWq28IRi zYJeyTSM;M&BXQ!t6;ZV;iiU6m&B%p`vzYc&jGFF8k|nB{FxQf^ODHjq4Tfx^jJL<( zCvpi5r-ccwSKOv z{HwLTWLNVr0NUuFrni*dUa!R!=1M~yr3a4MN|37+K|L-s1gzgYT4|HvH1VkF60t}yT&>P1)omfOJtO-sVi=prn1N^3Zzq>ML)F&Tm5s3Bxv z+E63pS<%C}2lG(_MZHsO<)ryTe?^gXMJnN^Q&}1E)R@FSf+2 zlF79e(C4L8SaRY=mX+%#?A7s$VnJf(j^wTfKgyzFLiCbF7^`HzN)hIDU1TcDM5a$cE9eLESy&kRsD4$@o8+TtA~qeG(clq4Od1(? z9RYNbi00_jWZn~+4KPToZEC^qF$7}N-glYRY+(eS^}99iMSaJPZ9b5s&jtdyo7)>g zItPAM7a4Gh0Ca~ip)k`THJVTL5>Pnup3E!MBe-L)ZR0N_g9dw27emPBhz0I{#R2f$ z;=?|H6o6vBu1cMT8fsVUZCRh6bVPph4KbAP_}VVeIsEBJGA9VvtR{kP3fH?2m{M3v z+q*R#ZJhJY6xkRCYH9z}qU0F5Z)Ma69Zh-+E&+n(+EB88R!4mRt`rpw`+Sj!G-LQHHOIh1qf=}fZ4!(4W4lCn zEF^klU#RBD?Cot_Be{2Dg3g!&e*R)Mne3oB3HX(TU|A_wpz9giVL;Mlqqf3A&SR#B z_PiIFFo+p4r+EJ-d4mHX!DG2+;v*5zGO;P(SoDFn5u72?^il0IQ&!q+urUkIRcCz7 zXhwc>WnV~9+s6g)?<8PF0~8mZ!B_2kw%eZNP1z#3q?B%it5FanEe>s2zS0>nRW*Sw zu3NljMplr}&Y1=1(=yv!+=v-7R){tm=m(nJ7Oz+uOO2AVmUg?@)v zT~{sf00Am+$RF#|B3awi@T1dYu76?|X$h;Him9geY(N?(oeT1~h9mRzlT^`~c4p3g zJgfnYWc_M9SPI76**%1t*d^^I#s>5<;wB;=EMay9 zxXeL?N%(Qxj1x*ZBJ7=WKaqblT&^KIn)RRhr9iK=7s#cG zrOhu~fYr>DFwRWdSc-+u!GJkm?F70Sx#|W+My6HvezdD!h4lW@eFC(h4|ufqwg4=A z&@Y(zO_EGbkk6HmBt~#-ET>G$FS9@<-AaKKN{@dgUY-W3;{Gdt1HEW|msEG6Zk(w; z-&*4YYbASDu3So8qb9Z~rcC`ZZ*1C?A2W_5(2Pmtzy1t~O!FA`bPVt%4(yzAPwkDD zRkm^d0#UjV{h=d^hS*s3d{8R)muY&Q{~h(PMgNYW(_$Pt>Y+bTW5lrMu&{eckO-HQ zhd)E>m)b3vdw+Z`jAHlbU&@4KrRE_aexvIG$+nroBa4yhTFXsg5mXOH-&P*UG2vOg z_OCFv3VWeSZszrJ=hKj z*Is0&wHzQf#ZNd6#2oO@M4ujsbTdS43oZ@hryTB`dEQ zWkfTA#(Yiu?Kl!JJ@uKaZd}lX3DC&=p`WMcHm{~ip07=#rub};Bw@F9uC^YTA0Hg; z+{LeK?t467WN6X4v^HG4eI%(hJPOh!Ah~54lmbj@R`b%%c-t>UT#`R@weCr89^Tsm zk<$->RB&?M@0o6FCO;ZJjh2+3SKUvxt2i!DfH%FC!|mx=&|~~FFBh#5bP2C?)8oLi)f%bsgl}3w?}%D28MCmfV(-C?Xcyw_NKn$d7EZUAJ~k?&gB<$JCV5l;D^W2E#;^m7WocCjQg z+A?x32WR%CRNT?HH!8i~z-AGFbeCMZY;!(hCZ!?8Evk3x=+0U4BpRW@MzV@r_NgU* zNcy{C*4DQYczBYx&q-~$UNh?#>o($m3xbnGcqMmyt8EPz8=`uuEI-ydjV=Xe@Gnn1 ziy{cq6Mm7X$D!hYY^AB*Pdf5EW>P%a2z8W#xR58_2z7|#YOSCJHE?>@f>)iw;*<`o zXttp?;tS{e=5^_F(p8Qr;(z#-r0vm90gu`br$jp6QC_SJssKL$M>iu-|L6+F><7AW z|Ej>Id z-Hl}7=MP7yia}>=<3qT=Yju$lcT=WP@4Lq)g;XvTPo0~eF6t604W_gv=Y4(|#2Z(m zp>}{*s^kZBDLUT@UXCFT4CnCg1FRZ%TtG(9gES*S74u!Qrje3Ff*s7;)dy)D9GaW_QNQ&cPZmfs%ZQ#@y*&0(X@xMhvpXr^Qq zI3hDc4l9}tXraCh-H?B3DKf$n$jvsam^n%M39_pt<-FTou`qkw)5rPo+G@V(UK(m0 z@8g%kZ4Eza$of0IM1FhK-mxl%6Hk?r?LH`GyRtJ&bw_ycqWvQOD7s#I$wys>kn`9@ zo`D*4B2qSW>Z&yt%-md6aDZRP?vSE%ImdCvDWOE}vhxZpUt9p3{{BFQfJJ!Zrf zsWyQ{>#p)< zySiz7uy2sIL-WezInf1%Mr&bI0G@==+fINdf%;V+JzTPsZS8ZOeqwqQMLz+8cA;X& z+nJ&qGcmfpjGN;X^_byyYC2@eAyqtH?T!UeicIytM1L}j~aVv^jL=nS*o#R1d^ zY-f@TsKnawsucHVBEQtiG&w;jG1+OOiLlF;-ja7mIM_HD-t(IXdzC$*k^ZP3Oj4yi ziQ`ggmnRYs8!Wd=n`Q1c3vn&4j>4SjH7IkAhs>+raCgP0-AXhRb=#M|5$}gwAoq0DeCh*?Z00B3e zW5B2$=!^u>OsY0Diy_K5lhZUl^_4-&Pofw_8j*gfOj9N;TRrrr;Ey%=BD;^(kxFYw zwJrA<^o|x`L*ev=gYUsD+kNdlhD)EXIyww5^ZYvL$52baMYXUE7F(Sui^iEu6-bu>k`N0L7No7a))EUpfeTxY?9mh#|Iu}UN{8nbAgLX_4;Ph~9x zfj%_#pRTil*Tc8}z$;Zn_YPu4bAD#{XRx+%0~bcF%-~@E2>)7LIfEI69AUALeyVIu zL`Jfz%-)3c>TG2-BT0)(OMX|xq7_$IVpo?je8sRaZYm1cl|h{pd~t^e?%X#&&@zQa z^t`nT$c|mgh;AXw`^P!@v*ljQr+lS4x$I6ft|?9nX)1U=Q;=(&abb=_(V%gtzm9Yt zxm<9VvWB1OjH5ROd$SzNp9@{>q1L~8F{$_r=M;AKizUX0VwSf( zme)5ww!A+9QDxRix-a8omeCo++vTm1;{t`l1uMSnXKdI!l~l@RFmq?T-x9m*I?uIo zz_ubu8KqTI4MfC^-iXQ>nx64|RxwZ7F=;1Up(qLX388n0UGf7o936Ajv)D6ymh2i)kXB?0(z-wxn^aXQ$T9p-S6{B&zD!CzI{Gzj= zUAp0rSUM%@lr(HfIbs40<fN}g*>&wepcM-*XXcsf5yqP(g^`2qDlC!wR{oAk#{3R#4TkKcCpba ze>rNvBMjRK8nH+Kuz}9F2Y2z<*w{a2wazd?=nGNY^eS6ILa)`ae!(kwJ`~)%JrBY) z=Gvm|#|~RV5e`J{v3ABFuh;w{DPyYC!Oj8q(>J%JH&sw-Zq9Hu-5;K(aA7aLT)L7G zCuG#NrrkF#iaP1VXB#{_!r3rQmL7~|{whBrU@!2{P#OA6I@r~ejd4fL3gf4LzULHW z5^TMU=tc(%p*KX4-))k|KF*Lj*=faf`m*N#ETzH(m|~k(bmARbcOG7U zBMS?Qf$Uctt`GHYW;(y~&@YRt%Uq?BP~--68E`QLxj))l)fn#)>}C0I8(gkqG|AK_ zvoQVfuK{?|*6P9hf!?@PJ-Wi1=q}F%H({B%V^3G=Km4eQFvyWuQ#OjOv5qMgvApR| zjj|7~rbR3SvxJEcdAN_!qk>&TJuMVxxk^$RNi)k|q(P$H5t}^0?Sz?o2Ae{Y^LNO# zks0Ra12M#^@Dggany|!W^=-E(ah#jUgo$$WbS)NLeO-`g)aknrL;ND>h2wF`8=F0B z9HD>U3AbR0sX!`)_7yu>A=SDkD$H-J2a-!fL@C!3#8IP?hn5-8i8+DklL+J=V^{ne6O!@y*t{7B0yU` z*P`qdVr|>i_A`lQQZ$_g8iGVh6j=g{3+CvHHP$(E&Q&nHRDyi|7gx0Q_iU=v*qlY zyUi~^^yonSV4BSHpc!$qE4cAx6WM16pt&Q*e8_8c^v<3_8%}W(3>8^JP9SO}h-1X~ z5qtWfkeQpk?eOj(`&E7LWWUQNUDuH8UpJ=Nu`!;EN<<4kONMR+frF(BxP ztnlC0(_mgJEW-xmM#WqkgBO$s&br(3x0>ZljB~|J;lB-_;ESF-Zwd<|y`h)EPQuuu zkwGqkV1kFc;I;ebt@g7xeNBf3oRYOBkV^Sq(Ugab%KP&;169`f^W)d$slcI(^-xSM z-z}=?imCZ-*&moDd4>&A!Z0re(M4({Uh#*~y>B}~`ZOe&Y5ZJevXD-7nBIdvY$h|# zbM+^WnGF`KI$=CWa0TJ)T3slTRaEX;RI-trd~S{!${nYrur;TMY*Rh5bjCu%#(GmnZ=>6 zmSiKA?s{6oNCWOpTEmH;GKak@m%5j&Hl9~die7Hjo<{H>5XSs9ALClvJbU_d@tr8{ z$6G<+_TdHeii6twM`9Pv{A=;J^I!D%IOvULo+sw0mM3d+;ivQSi`{MBhiWu2=o+pP zlV-a1EgQe&W!(@uR@Es>@NQM%uIZ z^z6*&->xml$I9hIfy?uD?D?V{Zrd_bZ$;S;Z{?R@_?YiLzZUWeY@qsY=OBrGqiOlj zx;2BTyagQlX678~59k+F!2+V;Z-Jde5NTjcMx@VzDlm(bur%T_cbjFFhf-hpiM)S$ zglnuLtN+>Wp&iva{$fo{5# zCR}y5VhB6xtrQDbSnTZHx{OuV zsS+X)QZ6F?Tk+i8-EpSfGTdLS9>nfDV$$RLY9jhA&A#%0ef~ok3pfO8c(hC?_}7S~ zVXy0bZO&g*2zb|6_;jE+pbL{a`7+k&$UDY_={S;SJ$I#za5x#}{+jokLgvndJHj#4 zHX`)fpgD-)w5UEr7yf1#3U`+?^GJ-K60TgQ!|PFPF#ihOLYd8f?(|L3mgmSCu5aN8InG+Cv%Z z7q}6Gl*-a(pQhTOAkd=(C}c}IvAJNfb8|}GxZ5TEY@dFyLE=Rvlw8gf4Lx`A^qo!R zM@;w>)e_-g@na=@j`_PTEW#GoJFjR{AGoi2R0}XCV}!-rHUxRlZ(kcE&Q_CU_dg_? z{#M|(-3T9qu27yg@9iPT+N&#*#|61Q!|C;_KUL1Rre@LJY^dL=E|X&7UwIbwZ&}?p zrA4rFwt)3T>TonG{dHUYN|1XnFoJ-@Q7e`(5!?(ngh!Yd09;f9bXd7be#JI3-UReC zudHllyWF1SM*6NW30{4k->V%-*pWEfZ!c?O|D${e!jJI z<=8yCPqGlE`;VQkKL3ffMv2n(jILOiH8?PP)a&|K4zO)|zb>7&D}Si>tMn7tec~lK zT#%jcAS;Xzjt{nLT()?llINy!z4xGy6)l5YtJ+1dl1%fK4~vME^H)pZEBxE)^=r|ahrxMmBB zuYkw*xXcIZ40`2|%&t>TMTW+ktznWBQx}PLLf9RC1@Svd! zo?=vMhOKl(oScrm#YTAa`0?YW4Z(x@RW@r!F!ToB)}9RMobX-W^Labm_8lK+XU|4d zw&#x>tkoE|m@`eH-a40HW3x>w!Ukr<_$Se1&dtWNGEZ5&W789GpQ@cTXt%{G z7c0OnGgGl`(T?#x__0X_qJQR9yHmN-f&>6mHoa)W5?Sj5z#$h9NBPR_b=7GD=LB5A z^)cWUd>H3R!FE#@0I0Sg%a!$S3r#$}JbooUJ#wt2GOf zR&&f?9RF(&w>-yjnfTIkyGdFdhcBDG01gSYydIC5<+)*PS3T zRa^XI@Ac{3TyF!$3_QtVL-egPp8F%W5Bera;V|HCFwD50hDjkuX?E;Neq>H_`FH;H zHA!=rT67#0_mi!aOQTYM2ifLR=sl&6aZC6KqY_l`0Cvys$B|$x-&0&`09%EHobx$& zt!$JD-`7Ug3g8JdJ(yS7!ARc8)%AOJwu$Jcxf)AuKk&uQv?LIx-M_4w3QK~EtQXMZ zcfpk5L2F3bHLl2qM6J)n^fwX&w3l{oB)RY96w8M7RC z;q-+=GDb#Lcw8K6iJQ}K-x9@ripS>XNg!45Xnyl=NCzy=>DIszjETfj7UDMr5_sq> z5W+=$RT8_Jvn z9ZD13N~f-Aawf%zDe_mA(*JG7 zk4`&)j@#Pjg?DN3G`@fP2Nxm$HhLDq*d% z?|oDDDwCY|emhf2{c1%oJ~xgE>76Op{ctV@gwg|jRz7wI1Tx8}ZzQG_wrRfPp&R!4 z_{W5@FJUP@HrPaMWNn;jQDy4euK#c~oFT>&{wqTaxbWObgguk9q#}+1s{GL**xLoZ zE_E#}fKx4VyRZUWOz6$xMcv6DzYEy3G*e}Yt)imRKQM5#TRBt#{sVxycFjTW9gnXB zZqD}%Y;BL0OEyRm{@&$}9Pe*oaz;BW^X{10oFMnXpeCwuSub;Y$k<+`Xi)LjRSiB4 z@}M<-NSTAbsLrf(1+7`kUtY%P|I>vu_Qd}yMZ87)0!x8GoX5;dRaGK-P@r>S2 zG$}DZLuD~$*A1s1b1dd^v-vu@-&kfYHr{%#OTT#WD0u|ckHc8eD*UjY&4GVSuomc> zE`x^K{zYcL5RjNl;dc3M+596ELYb+IRxk%usB1R)kP*>m@GC=K)##{JECLRypYZlG6U||D3wc&(0PUeXJw{ zf}@-~gNTJsWD$#zl0wz>f*gqbpxI|pgCdx@H=kSOd|B8&<);=boS=gAj8Tazm2Pk^R^C zI}FD`iHFS`N*xT-XqJqm!nYx>jF3U&rtZAGW)3oKjjFmaq=LZeuk(#$%J6Zd=d%UP zkZX-=Vu!-;k|8kfX(bd~>@}biL0(;D;d`vox1uKb_o5p5tX;$rsO&cO-4AJnhORHTB$x-1 z{wwlu-d4N>D5aw24!QoX>rofBFp@o(m6$NI85&ZX$cIcgkQ&5dy6=^$CNKAB0QD}C zl5hmLI15?JF2^Zt6Luh;V=TS3f^Y~9L#gQ=n-aGjg?-MhlzEFV(fM-vcKa?MYACth z1R~``WW>Hi(%D5aUBtu@V`Fg)X(`ncHPxXm9|`+6D}OMq`3#;t>09$J%Ol zl$-UYRgp?>ZnrTi_zeb5d7 z!scGJbNq)*#A@|U)X85tKNh&fxKZzFpjp_z+_x@gT4LLtVU}; z_00t3#7gF#OnGN*X6-`QMmFn@BL9w#j^D>BzP`Rk8L8a0GgfPWSKmVTemKP$+BI{T zK`KS(Z%OZmRwnbl`{mYpG;Z%Qim1tUHK#j z|Lw!lEawn(ubA$8)E;c48u-At75o4xEjlU=nx$)aA5pTlcDzu*j*x*a+Uu01F3BA& zOBTxw1#2v|wCH@$KNxPrNLvw6y@BS8*CQq~Ze0 zRlLG-UFY2Ex@Q6m#^wDMT;q+DAV^|ay*Q6O4(}_U;qPE_cdPOYXo4%6T7?5McX0Et zk#W0nbLzhs6*VTD`a@lqFq7v&=>teb<=nN@LLG?ZG)#eCBHX{*tiRYFw>oWis0!Ar zH-eA%-RHvQZqjlUv**=(rgY|u;DAAf^}Fij@=5rFNio3JDbb0wz{iW3G@8^-+Y1?d zN6|(B7225n{%4)B8^hz*g6n3{gVrEr?;7XIHL}C2yXR8*?+Ex-1gSyI_sy_TeL@Lr zPZ+XzjxpIx3i)dBmB#W*gpe&9j9-^b;4|Xiv7YdL>Vpj13lvR-w{I)UFpORUGCL*U zrCAa5esHS1!Mzvih(hwo=8c8R@bJTMewG$SN`i@P=~mR!6rR!aonYqY@~UP3K=y%^ zE=m%YrA$-3y#CpM<>cGVUJ!-?2adSmLa*lTw{awv-&9Al`t`Yje-*c&}t4kUe!A0D5>)CgY**>!>r>_!_*o`}4njOM;mlxJJ(!mgR;Dv46mEwHH>*JWv$@o^K=}hQ0 zwjX-wuK#-W0yF+4kQbcz5jRGkB)n`_jTtPzs|s&sDN8tC4CUYqP>dejGW;?_43*w+ zu-j5MHi_N80&12zPT1YmYLTFm!{en<0Z=$PIb$6R+nbQnEnH!=?Q${=Vz4AfG>S%; z|B7W}mU-M{^&w5e3w*Wn%Bk-L6#oBKPNa<&&t>p^?Z}&Q$UUG zZr3%?ApXfMf?kO5EVo7Brn~Rx*U#HCE?pI^`PXqlrjKI_PAM0Nm}o!}a1HFHd$)X)$Y-LmF1QO0~$&*N%3pY5apj!{l~^&=u`5@ ztPAeuP5y2f7y{CPl-+Y&4-a@Y+CKGHqceEtF%$)`* z#+B@ZOs2K`{QS_yucR)kn4dm!83!^^YSm2WK-|| z@T&e{R!zZw(Bi~}q&K5wj=`6PPWHh2ZLzgA;aO;UKmEE)OyFS2DP%_V_o~T_rEtDt zYd@iVxMwUeUOV7XsJ?Gf4^tW*7oQ59B2N|!^yqs$Y?a|p#p8vgN6osuZAG}W3e3tT zrNl^XNG1R%)-x5;jT`ki%Q^Jq5_d5DM8XESU-%3WIEBX}b}6MX9p0BnM^eaX#u41> zSG?MK9zN0>DKOP7Zy_q}Uq!4Ls8i>xWu=dDwO31SfbyErWJv6XyKxmMSy3zidyN)Q z7XqLRgn>`$VhQc-pHp-d*g9@r(~cDR>E=Gn69D*W*xs#&0LEPs!xW;j-_?Ao+eoD` z$fAHi2c%TY`5MvAgaRw+)=Hm*XLLv@?ECz2ksWFLiikbZ>vFIpL*xa(fLzdbDzAHY$Bpc*q9W1|dRJ+;bBfj~ zl2>UP=08;+L4GNoVUcRhWbi%V+h3LZuhR)g=Ib6&f@G!%-dj!0>Th*pn88!_7w^EG zn|?Fo#q~Mi@TJ~=Ok_UZe}1ZLt`YaaV!z$`u-)&b^Rnd%a`yNbB}$PJ0R z#+I|PZe4d(b3OQG=0+bsl9i_^b`pvK3s)W(28^L`-E9tydi4ozf;(DSS{9J*XU$(Y zRFjAPG~DR`i9CzuI!q5xNp32j%*qZIQOf-6AHd&0eXd_9nu>Orm?(m-HBzLzcnOl zLSIJ9i7ui7X)x(i@9u=*;?*IY*qaf0ji?H*SQ{>CMu!y=#D>jJkCpN>3Vx-(UIGcF zx5SACNZ5UT_5RYAGI4y$0ThH>WIV^^b4LFT`yi?`X~^3(brRzJJ|Ux ztU^5s)jQrMzMY-|N6Dm&)r#gF9lqL@n}QqhbBezoM{Z8e-=kyD^v@Pv zx34zKkJ@8rFyWIACri*fi@QHir5aCJxQf=(0?@pGdqpXG-CYd_#LR3sbSb z4vH){#niD7FbdS99;nm;g*RP0g57Z&MKO(9>zgRU8y;@?aqG7jnNi9T@THN6qT_0~ z!IES@f^eMu#m`YO`_rVljgo>aG<^YR7pwz_ERy=4Y@;05_`FSD*Wlk>M7fnom& zOLp}{fRyo*|3nkOU*^43SuWV+A@8q|aAN#5qKc&waw*^lBzTcc{GwmwHVx&yZAZaB@Qza*n49xa1SG=eC}N8! zK&8Ct61hQ;(*0s5?8>I06(8r>9&0{QN1vfcE;rL{{B|$1dgY#5Yk1&qR2CHtjs0Rk zIHTnt5n%6ld?_7Rsnpg*krBtda^+icc0B;X)9RP1;UDb5)XtRI;MBBEl0*o~&%rUl zTlaa?P3<>gaRvDkPvy#q;QD-Cj3}x;Jv1I<8Zt%5^g>V~{BkT(h0oPmJuS8RPoxE?+r{RGPDENDI7ErTV<=1tgp~VU@W;*+C*cTtk#Dg?!D$jFNH>) z{@gsuDnNkWt3xbpbhkLYt-|Pz>nbBsUzDpmR%bj<=aV*f*f@@9W&ckdFdqvVb6~$2 z_=h>L`|c^-3uHjou~jMGNVs=;YE_SY%K{LT@em3?O>tTdgkLWr*C5ou5o779g4^1y zN5A^nrQ#%A`m(R0qz>Gg6A#9hf^>7W>*=E{-A{)l&qj)$vTy41@`_u&7*b$qohfur zGCk`4A5CIK6Swy{(1ZRFg=%Dn$*Ty5Etz3klGzDsvpB!~&_?L-`5-1$3Z7oU@xUqU z!z#7u{qa}oW!b+Ys5Iq}!y{o@frR;_mvjEH%1IQulC{wia7x=^Q`iXdM&!>r4=;oP z21aV+jJoOolO>tfVj_yram;hArw$hmm{h=+QKvN@LYB_pfe?x`WTfG&N~z*k%$K^6 zasBk0+iu^xeK*pDdX4Q;no!!0EMf&AMn00qZUz^q%h{*J)geal=fYA}79q#X7nv4G z9UCMPYqG17v`9%kiN(`gKMXaIy5tvZ$iXfEO~>Y>tfOsv03BX_9!}v9q`jYY)XW;y zdiH3y<&n<|JsCbUy^v{BtcX!@+NE_6ds(`DB5scKeqRh#p6o|E|24arP4q`T7ZsoK z>yVyL1^pFkj;D*y!dff;7jTmIt{(QVBIF7@-T8<;({FFFl#xxC^wFPFiiJJ*DC#K& zTLS#NwiV|Yfdt$04Iy%(ZTzdN#x|u~$W-4q*Uf^Zd=rDIpLi8~evU-laT)3oJiIIJ zot#j%8RyV}8`a&TDJJo%tHD+Cc8Aj8ohF(_jOBuZ;Qus8hJVl0=XIcV?wpxmqNJ-9 z8u?gt%6HTNjSH{-U_qK*kq@ENKRV=k1Lkr&{P|b?LE!MgW%+o;`+pqN|C$1oo@krS z?A~|iW;M9b%Dj0&z^E&JhCbFVqov5kTr~_hihs8Jx0?PT(EYFEz+()ZP#aqoECL5< zJQiau;3mR$;4e$|AWWflY2yfY&}x4%A~lPak-#(vCp||a7wk3acz9D%5@_|WWK(1L zTg~$sZ2SRlsdWCCR^pH&2(E%pye=}?ANkMXF&dZwLa>v0{90f6R_~$Rf+1DPZ!@i& z4M+(b{Y+*~#fX_r@?eiI&&u54_KC@y(a{Yw^Y|QnRKPQ6e^g*0aWzawH9sVcObEX2 z7q$aP0S)>06mz~M0gQgdMHl}2b|PT+T-@bNZes&X1I%&UtznDCvZ;x;E9j) z>YgTPZ{?PKMi0YHOFtkcrATh{e$SBQJs6cx9!RUw$3W<|+3=)Y;n+AE*~kZ>Ty2`= ze46Hm<*#L?2BAPEu#v$Uj@(4>+W$dqnaUjbLpPs4UJGov0qr=1v^sVWfj)MW_S{>b-#OI{$r8kgT?}N`-o=9wdk(;sGPvMm5 z+h4S)F@(NayFn(4h2&l$(D8MYq1!hY z>9=SOn(FmL_dTl}rW3-Fk)y2g;{gC7iy=`>+8o(bmP=DRLOd7cs?ww?ldbG%-}sN; zh+z|c_x1{wIGZ|GZi!3(L{%uF==rFU!nRKc(ir6HgDKC{wtH17qJt73-8Q(cfHI}W zoswXF`1ye2GigJ(l!bL?jRL1c8>hB z_MVI}ncH>b{Om9ONzeMiWe$+rMj4^B+||VI3zpop+pPkD`Iq+rbf(PyN!}|(dW^_UIv&X%SLf_sP^jisg}llS|*T>Il! z3tKUpjw#?agV-Y#@=4##dC5ga8#U>yIzi=^_Af9}c|%NC$xo=qhp7OsW#0?_;7{d4 zoXq8q6ygC)-Hb?=@m~kOOm_S2if*>crvIfLrt6h4M=%N4dGaztgmx&VXdA9!th3~F z<#YlRwjDENFGn;XAQ9t#;*ff6H_r^w_=shMV&u^N3CVSutT%Fser-)6<11N#9aR7q znc1(P7Cjr}NLFkdFn{^J4xu6Zwjl%jU!;P&IVX0gUAyX}BS+naYP0+)^?W3eb0FD@lwna8MOT2|nDr?R=%ST@c5h10atw-_y zJTw1?ItQBLI2{O6LRv2X_9O+5IJtZ837-gy;$;$ssv`g&GLJo#C*8;WV47nI2SyiL z)%8$6daloJI4glV z9L+fKazzOMwT7zcYTcZQ-M680cYzM7(0`z?x6K{G_d^?t8Sm0AKUCpP zp}=(%yO|Ox;H=rld@xCqOU33DGjLErFmL1v0*s%FTl(2Roy@WuOP&r2zUP=>65A0T zZ2J`@-H^oXXP(Gg4P`vIMq3Ro5R zNaFjiGXt2Q?R9Sjaav$|vf&zS#7UX4Q`3{8Gr+E>aeo|fan(l^qdQ{Fa}RL5J4eq+giO>v2$jq zj!4JD6C0vpb=CZEKz8v*YWZPV0Cz$63_d45nvu$|At1CN*AC5^MRuHBa8R zhsu;{Wmt%5XvZ*Tua?9jf^3>S=#gm02}Xo{@}4hi^GMv4vvvrw==WBEC5FItbvhU^ zqW!JS{PiJAGI{HY0zemhIj~=Dy%R>DPpY2`z5Oj2lH|BN9w6cy*Eh!J@jTb-8_4&8 zQ97N)G~`6Q!X$|>1^m+M-&F!=vJ(yU2WJN?e%wu}$rMwsTh_;-I8PLp$@wFbgHR09M;>H{yA04-QDVH zR>-2<&&9US_)^04d>+JB+b4A;via{IEEnJ1I36OH_8WuRyY}pCY!BIR?w4x={4;05 zx7xs3iiGp2jB3~vBUM%>U6cV)1xEnvSTy=hN&RCtJl+@Efg9S{4zZhQuV&}u^jqNp z@fPkNV3vw{vXJ3M^64fQ#wGJ+v!?vV?}BmlvZ?c=PYidT7?S2g&mO2!dK#)`=kBG? z9|K9b;%r$nHD;S@B$Ok_ig4>DXjsf7Ohigw+9P$MgT((uLh;@9T9?M1wNf6$KFa33 z=_hi-@zMcivIgd1rTUhMTxH z`;J5%*u3be#pGXd?Y6NsRBm9@Q-lr)$!rZiGaVZEc!4@9;1ZjjvimIkxZ_><)B`J( zzCM{WDKjqmY6I=7%`&=I5}2`$2hdr~zOh|FgOvKNts*uVMoG`I=*i63udN~}x1=$s z$$5l1!d^8jbTY(&5uo!Jt*AMJ+kvFhclB%rK;+0Mvv81EFYL!f{LqtG+@F9Yp}$pU z0yWs0^O8Ah77nmG0UC_@cPVvb^BqfPRsjO1$0FgD6aq2s9(_wa<5!t@coIX&VPMly z&4Pk?mj`E3PpLuizx``xR~PS*TWe3hQ#5x}p8FTFHNL&L3;?&BMW*f)IOS0LwO0dsa-fGQy-9PtxBOk_^osND^iDg4j_f$r?Y-%E{66bI2)K}GkID&_1GhPCo-f} zMs2#3Ura<55raR~PksODnv?$p={AvLWQA2YaI@aK01aajH}fQTjl_aN^HyBiusoV2 z$Fe!a-fFL4vGDKc06IL3(Sgm1Ek|qYNl-~B-y9>4ud9<_iam&f;tl{hbWx=b?qSi#13Q9Y`Y6LlT-np_k{5Ih)q_m z&{?~e*7O=5{|Q1n@%@9Hbo?%b-Wm8PZ@0m>bL8&t4i{IRk;l#=Uqjkv~7;@63_5YscEke-m9bnlX9N7^>J zW>2p-^WuD7e&k6ko{j7&Sl=89hF*lmAMt8SNvRPW>qES@U)5XI z{@mrXbHH9$DeYXKkX!rpNQ00jSvEKgY(#k?_I6i`WVR;>VhAO>ua5y4V1G&60^o@) zLKSU+{J~jf!DSoB0#k;exUVgmlyjfOYyEetewtJA%ZoRLo3MO=`g5|Wzd=+UL>X~s z+_OdH(wo~{3ws*O!;+!m4Z%-g#hm4>iV3gWBkQ+xIMzLZ~t(pnFY@ceP zGR@_j3>fMupvq(YFhotn;Wx~;<~`Z7E7Eqtp1%@Wu{x|K^Q*H^?zDrJel@54r>d%L zGJW=7WgS1C7p>zARK{V@O@F@|L5eJh)38~NVb9zGw!rp#2HP`lJlxZ+3eCU~{E)y+ zN>v%U07pAF_^|Phn>4Y{lxXdalK+=j_K0Q-po_iHDSM4Xaf&4&^L}=P|9_ay;VT%o zZNgo`$3QPHqP6?@-26nxr-OGq{=kv7#%z>__h*VnB{KfZw!en88U zHecx=Sa#q^>i);L(giBtxjn5`teSY=H^c#(cLIZE|K)XUPMtYY((uiw5wqigF!>RM zp5fYK>Rz{f5yarV_4GN&_(r)@E=CHC!v{rOX`C39>-bW#ke3cJL_gHOaDIs3^`=wH zitbk+0W`#H0)ROBfX1gr)}3qpgL@$6?}ci|i|zD;96|qmtM1s!ITo+{3HO+bJXics zqyAJMegk8v7-H0QvfNN0Noj6^HLKgK%h-R;+g}p8^&5843+0^LT-NxGnTF5ifFd;i zPP%V>Quod{mis`&K{Kc<^q8-T4)#`LLQJ&poiJS~~Q`|^wV zq27X#v zH1>49oF3a;o9eS_Uj+*()jsMnK4iY(+IK|kF|~EQI|cMjSs0WEE`zk9%F6NL#BuC+ zGgQ;n*gv23)&&*NmfjLZ`pY<^uEBKWOIzX}GMI=xRDFYijzx%U0tqXvV;!1~AW->U6o=_j)-bttD;mQ%?Y zjP#55XrQ)cmT?l2Ua3~=v7VLKy!oinFK~~z7hCkPaXv61QeGyaqIXT6U!CuJvXR=1 zEumw6h&G{!-y<@UG~U5_>pOf;8LmTD<@u)2FK*DVcgUR5KLL-lP>Whv;7gj_0-oC@ z4h*)t;N(m+QGa=KU}3F!X4WH7v$kjh){wS6#U{f*M1ZG>RD@rp;r4rBCEd=7I$Gzq ziUp5Uk3mMIMT8X+EXINH>f@{FIzp%V-sqx+*_M+Vv00!wk6j~fr$^Cd3h`m|^r-klVykF)%n@G>jU+xooy;>SfbL49IkP(55lKn-fPjye2OHgriY(#efLqRJBbrp zZR-`}>_(A^OZvCT!eO{0CY+t*+f0ux$vs23CQ38J-I2FsjeP~rg-Jy|PT|+@kt7` z3JY4@R%UKfnW|Cr#OQa#W<-p64?WpP2^4^ZO^EtK%)j|RVQ~e9nWzXVcnNWpMu@LGB6^usmVhQz zJ~zChv%tjrOq*2#&+*Ejn zN@47#saqfBJeC|A%Qeqx>BF^McTZfKEpF33JhOzTmCt-TC51&aA*qxZ0GRYC2HZ(|uBPi*! z#X9?m8$a`dUq?3@aG?Eq`iRaVQX4P0%Cwt;y4O)YT zWUZ`5=i5E%jFMR|VzFoIqr_i%d;E6J96(h+mMw2+&NDkOpDgP5v8CQh(}V1$$IHx^ zu#%sskf$d+IJzYMn7B?VJPRx>+;!j8`SoK@0+Py-4kb;L2}Q!@ZW9P;!ZoXRRe<^E%Cg# z?l?R7xcHq%Ez#55WmRV_DXpzx*Dqn4Y(r8qN_e(cQ)O=UWg3a_IBnPKVU!FDC|^&|r!NtwXOcR)Zd(#P zyO!4#5XfnWM5=U6Qyo&xGgBL)_86a1EuL|o)LAQ-o!FAW=_6qKFj>SzI70%X3if~? zMhU*zL?%~|jvn57gVms)SIBpR72vh494iiQ&gnPn>37}=%}POK7nt5NPrRub(vNxO zCKi6)w)jzD6aH)C`iB?tg7}34J{_4K8JQ@}cIKv)KcSoT_jW5r$45!Mgl^w|vQ#-()yze1mZIVW}XPC#0=U&P*UczuJ`cae5~O zUCrVGExb1CGtQ})psr2l6WvRNyXP6cZi>4s?~=l5oODN6;JvecM0e}m#mAq6Ppwtf zK8Q?zb1EnA(4z8a0!m#HI$6XK+dkqd!uyaey8s^ODHL>Fr-%4VYQ)II7&^KAng@T zqsW${m6E6CLZ4W2eSVf@SIN#En>+PpG?yC25o6jcX_WYF;wE}$PqS90qT1f>!>75| zjD5c!emA4NXW_XMX0LCH5)JK>uVuhPfyib+*l#&c1ot!YxsrP9Tu3#KiT^chY?DdyI{IV(!Cz*fzh${xdJMBxe`f zSl@}SoDLcMq>8SnXJ`B{mh*_}4{#{v&bp$A5W~yIY~^)DZ2B6h+R1mbaxr-A@ctiH zZy6T#_Pq~dAl=>4qm+Pj3y4TdgLHRyDIguv-5@c<3@I%!Aky94-8sbb!E?^{_rIPu zUV7n+8TQ_5-Rq9MwUrR%*zO~b+Jt5#U#M)G*@@N&C>gQiM`JA(NxyAs_IKwEu^V&G zrMT(QhZ#!B5erpwms@@R;Oyd8LQ9D`(qO@b!31OwR5>D=q#4BoqsG^{$&)4p44J zZ(_$DJ9?`wxfXsJN*dv|2LjPJcJi{91wC~y>BB1{9?l)$g%Vx^-lTlSm&Y*DVio7gfsk4GksoWD z(Thc%r@S4PCh~krNY^kD?vSLK6ZBN0%+lkzWq#p=nnFGYH8=1)s>57HYR z9aUDKqM@zZtUrmTgolNPBl)1shj9*=t<@(Px$r_YSwNVKIC@`QYfFinw-tgaWnWlo zRsnymR+^fm6fMgmzj!$nH8UaGREF{{gAV9QP(Gl}I!cEXFcs&6bZiuvC&~}R2@sh- zUZOF-eyvkxZe5S4vwHI?u{@Earg)L(N8gw2M}%zS|F4t{sK*+izA3AY5yZPtZG ztCqldj#@#b!9W7~He{0skLxOu+bU-lR7PjEQC#f@!8}YZ)~_>g@Z`PSkXeh$dcWFe zN6bLg-_`C+n1I9mA-HsigZWEUbS&XL~=%0-g{rM*zqy|pkb6jWl41h22-n?*q(xaclD_VXdp3n+p`<1aPPgIE zpSjXLW_fKVw2-J&hVvHc_u7Y6nh&+hE|wFVScHhU&4V>`RcpmCTSlDmR_;AM4~dy5 z=kxUMA$dUpP`-5DTMvoL{a;+giN7*!8p;?)>x$KFPp?BQbmgT7%v`)ek-XdjGMUx) zT*nT4Cdy|wdg({Je}ZS0?G0TTls;#cADrGH7BLv@rs^00Yfe61Ij=+Hc2}HQs|A!B z39q>k07BdgfkfRhShkCVca?Y(&$|qvc~OzL@IY)Duh=1icj@2ha%PopB12(@F@fd8 zj*jmq-dv#Rb?fPfH`U{$JRu zNL`4yOn_w*MDx0CLlu0R-wrBTomcI`MDF;Nv~$b|^^oQWR0$4&9r zS7YTrW4ogoZoV<9(wY;-ebK`c-ugvC`|!ZwNhxAMXY`mAhm6{OHX=uY1>EzEiMoFSnE!N(}8ys99R;m*nA=Wancm2an$=g24kqR7)VTD7QWQ zncA{EpKikR0@Z3;9fc#veYkGVLCpD-lVd2UbM)S8X8N&wKWlH=Zo|u~5Tt;s5-Vhi z8L7Ko1rpa3!SBqNj2#2F%;hH^n>yYP-3~BGXs7mMv1e(>Ji}nS&yY}g$Z3WhykT|v z`GGjH+u~EAUSmj8PgN-Q_$o8#eWWCExi5;8H2nce6^f0!aw9UrM7!gP98wLi`w0_q z>_!x}G#$~TtGR)0yp#$>n5PIgOB#pN*1v2yWxrQ=RXhpS;2Q% ztj7ExW@@JWEOfR<`h%PTS4#gJ0{~r3j=D_ z_y+LEaZbj5vWX|eSk3m|&teP$&K5&=Wob$Tiztm)yghbJRe*#PXEhb|@Iu7QguhV5 z_uuy!^DNE;Dg?}gOeIgl4A(ncK{_mMjas`}5D;oDfLgH*5x*U%H4>`eEB?yV`&e24 z-Q{#s*xli%1s8nEcu-;Xz-G^52WOw=*#J<0Dkv2WlBG4A z9D9mOewfU^#w>R)0c)N)tdVfX=JFLTlW;$Evmk)qUwEDT$c%sigA-CH8J%8#Q1KhG zh4v!ppX2K<2n1F0LJy|Hs!AHb3FSP&ztVbp`1UzF(Y5SmQG0LSHqGJ$oQ-pv23;u3ln60oysxHirqSfJ|MgNpY(dC%z3tR#u~3^@BM^SK#^ ze|=hfQNZ$a2pX5bR5wzkOf0f`wn5M5N0ukTmr+^WlQFA)VyXYuOhG0q?7DXJdofYR)Y<=Bo3GR)UY~bG*Ym5tCyt1-iVQ&t?fa!!q!GasX-sXgY-hOG#!5` z^rxW2-A$`mO02&rmLUg=Ro5eO70&hHm}MaO(?1~-WKyQaCXxjS(1hrT9XCape zeXqER!+cD9tdEe^VKVh`I0AL*_PP_Dl0)049=PTluNFZqDapOa%`Fn);zUUz>~+om z#?obb?AzG~?1g4YfY%|c3zmR@!#}ZrTfh8lyEg4-W3U}Ug%2H6<=bo&v-6Qc=H{HC-`FQq+EqZMu0P<=$dJ zT(vQ1_}ok5?r{9=PqG& zBZAGL-~cUnwuo<6i?DG0PwJv~VC&n-lLRNr5i_1eSN?wAPBQK)OQYmhSvv1*lsLin zw?w3tt?l(jacKDp@GmBpO}{d4HJLR($@n@(@lY9%Y&yc`yv_A`@uJJSxNUGar3B1p z8^U;M`8DmY>&JeI%wY_-0$^x#xg%H^E3vn?mp+Fnh#Y2W^hZvF-t3Av1Q9CH{6o%+^Zu}JRe^XJ@{?pi|_g%*bqHz|$i$YtX zJwoT+?Jl#51Zc+^@ked*S3i9HyApaW7SA$WFP^C0Z?i3x5{DLgK8*yciN2%9MTOq6 zT_)GI3uJzVt>eq4$c<(9s<=(R@ee-J#!F>zzVis$JyTO%eNEAI&q$SReqr&G>HQL! zlK5`p0|O!EGHcn((n(Y@2!DDf?M<2bKHs&(?0H=6z=~r##*MV$;?%35;jp})=}Q+b z?qEi2fhH<#CBA*T)}jm_QR!wobD%fXJ{)h7e?G2u3u@zwCCuqh7ex8^LV7}j=rghv63y_sAJE`*_}KkaK8wcGOgc~xT6m!goje9 z<9P=)AOB;0bJOGC{Hou2bn$0?uQSzuCdAOOyIn&8Cf z%0^{+7w2bu8Up@l{N4>sclhuT^H=V^YG_=D13-TmgZFhKepFhJzyG+YWHEVO1|rAY z+(iv~20IEopkw*>)ZN%df7&#};28p-T#w2NVARdd8{Hf&cNCYEA?m}z2;OpW8PsT{ za9I&{1YJ#U~`JG#}2ToTc0uG0N&) zCp|;a@sej;^p0A7<+p+LHLR#iP6JKGVc_!_G$a@o{vxq(_41ldOxSLaz-@YT~^T0;S=`_^Xa|IClWuGLSwK(H; zL2^^4R8YfrO%jqna4plfcX^3(n^@6>A1m!Vs|Mr#VshgTTO+|nul@xwI>T~|^&Ury zf>&(3@DfC!hBx<1S(lIoa}=44wJM8gA!{-ZmQ95T3l21h3CX23Nm~t(tTerb*T}SO ztUS%Q;$5r95h5cI^DCqCXI3Pxuwaz6XyKg3u-j3qsnb7{47$E3qfT#GoG)AYsFHZz ztT%-hvG7#<3b_Xe4<}%N6jwUmEH6A;`=-IHFGq)Lt6P?VhybwI>;b{w0G1z^3V@+e z{;W2Q*>s8*^c1;+LOt-xjt>XW>^nnmMmb40IRv^)Nyff6>qa9g-`1FWjL&M z;UGWfbw7F;PRNp5ULIAZU3U_y;O+0SJMlzOTe}z7k9@#S0b7wA3y=4ey;`Y;n1=@+ z9)s-A9;~}NXwlnGkDVxHv>;XZ7P6Rv_yC z95usbwkPEtB~`6Cf~6HXZ5FKa9D$2c61o#jP}F4vQcH7nd>@tji5#)u=WDRVY(rF( z(5yYaI^^8%@TD&~UT;7`N7i7GOpCwxe}p$ZGI$ zEMx`KxqtApK9)7wN@dyYW22cX^{ZGu+T`5p8~l!3y$YZh^NuILgSVD&oX-WSQ!+uz z6&~Bq~ zI_1?sfp$89eS1$q4bIvj9r3BvTl>C+-`2l^r{0jzfC*W&(%ckltmw1EpLDJYQyIr#cL3qORJuM$YdTa0@wy@g_6AIeBjSgf zZky7lo))6aY=`sR8BGO^duUvd;Az#K-;TnXTuP+b)Q4Lm1{@2^mxSh%1DIb7YjR0H zcZ23J`kad_$tAaaGMMBUKVA}Nss-bvb&H#KzfVsXr%S~$y4=J&99twhJ#IT6R7L>v zM7xW&_HlWlF7(_{;n7`C=mkI*cs5S;V9F|CLX1RQ_`f#naYQ~v_h$uLP5mxU(puqX z`(*rq1FXgr)^=T>RSIHQJuD$aq|a%!g;_pJ!qb+2GC{t2knrsd?f+Yd>V5bwn^cFG za=f<2kv!TQo~ZY^RJv{l?4>Pa^p)!Mp41@a++hod<7u8;Yo%LJZng!?&$Bs&)C`s_ zzsw+?S?KAMsmQKX1R5Yei;)Yxu>SO+dYs=fV&BnIxbFJ$IHGsCS1X(`rx9f^nM2Uo z(cCOKH9YA}E3(`Pcl{UNcXiyYUlaU1(z~`NE3@y8DN*KG9omE4Ag<@HC&+)B#YE%? zWIy&ksqWy_t1EBe$Dye>-xbHG{E9SDBVJ+&xvk~~%ZMO}h%5iWp0p0j|7KO|6{Uz} z;eCMBAvhRNEFO5K7PifHS0+cz}Lu`~BzdPUdZc$IBxGl2SZ24)-`Lu=|R8J__hE8aNYMVKLM<6@-tTIVxB zOgyuhYSPUGn))CMU9}C%a`S9WxLA-A6sQk;;l~+nHOp6VKJ)+v!1(5=*E7cnO6Mk1 z_oY@VB&*^4(r*x89_a4$4EjTSM)KvT4E~q#B$+1hhlZ+~TVNU;bU_I35ThA6fA=l1 zKP%eM?MrU<6!{|$u}%;RnF27iQ4go@fuY(WJDAZVcE6I!)!>#o9A@}aA?0k3kk8As zn_5~s^VY34OEr4BGUeixa=nuOM95>w{hj$w$u;fPqVzMyiW}{2Er_d;p)wxqwBqxN zjT2&9=thMjes-~(iMICaT@YfkUqodjI@_w{^U>y?mHWeyL$+{*k5z8{%i`gvzs#N3 zQaFx#;E#}m@Tg-6&| zT@6T(eitMf@^I_cXc-MHt+0+5kJ3_Auo}>hKk;O`xVSXi+5)P?0ze*^n5<`eLkd+L zZV)4G`VurKF!37$AiWiEQTovULh!id6$G~T1nZGANb34K=5q2JQPVf5@ZIacO z$R&V@kZ7Llo=rfH8#Lg$vfodqmG+_ftv*yUlu|gvP)Sj#L96{0YM7yz+I|=hGI(0Q$SIrv_SZFaNU@wss!=6>-486K6e#@sC-&iOF|ld>9LyrCS24YVcB7f z_Ag8nj_wZF54a2&BdZ>A0q9!qI#VMtLpM>k@ITIB<3WaQ`VOAv9-H)zKhkB}P4jH- z1lD9z<*M@{X%FwU8;OlAbJFyzlRsBq-*%$M5|mfIE)n*kz_4reA7B6B(4R(rd+E4u z%_x}06Ff|$CsUf2aA8CCn}UY`(7^W`rwyxO-h?!AM<)Rj$V=|%XbrPNB4lQHqI$eS zqnfD@@?yr}>918kBL?ISmniutaZzyjd!Oi61+=-hgw01;9&u!@IOmW?1niU+F?0bQ!Ki?ejkyulRjurHFJbXCMG!bl@wK9snO6D-oR5GF6w5@wNp<1D>2TDR~Mp5 z^2N|C_x-t1bHASG)e^%y`Czb zjtki{QA+^}=xc|k8QO`*Ns}4OEuQSO%sM>-t<3XnA%osg*9AH#<3|mQSE~(w z4icODOK*A~phjzm-nP1$>XSWf=Yq$-v|hvMb7nc)(w(!8eY zMV}_^k2BYs6Z)b7&nxx_Oz1WZSs%|f>PqunI2 z$AJ+A-NKFY!XT>VI-tY!(O zv0&ZuVS?#2ht@`+C$j+N7uwP+RRMZ%TEigVE&Yej9<$qN_4g3VRh_&UXNRVM-m%v2@WQbJ1 zQDPAbllRHV6@dr?g0Y$t;oqAf=(C+#?FM&slknF(Jd{U^F`bsQuesRy3WUQczIvl4BAwYl!;#`bM7<5fb|DHDr!- zwX|L7D=-0S4uj9N+MX_zrJ(#=HdCW4mSNwY{)Gm{j!GXETJdY>UK}7V^*+w_0L1C8 zRv1=PkEJG;*x!4(;2H>sYsVWe@WBaN%Xd1vTegy54Q8E(E`P%(T+@c?`wME9&%~q* zNMbfRbl8Utx1%CZ!z9~Q&fVM^XPd1rIdsbW2<#g$v@1Or$8pKH-wRB~1AbFuRJ zH9f?H%cE*A+h=rkMiRjuAB%P*+s}3i&}K-}3%T`#p_q54v#NZgyJw>}bN)jiz_;R3 z+3}$rXvKZlI_7nBq$YhIDy2k2t;k&60uOV&5Nlhx0Kl8!>84RdQJ3zg(3M`v9`*y5 zfzlQuHH8)8MAf&Kjx&B>hEVgW%2jE2ea*vw+K*M^THPu~Rn=%uVw(TlOJRF-E1jxL z46PN|7Vi^soIDE4`_fulVbRYT2L}Vm zTBH_!_5`}wnLIob86V)#KT)`QTae_}arEP7MWu(f=GnZWd2!Alq!6f%OS`@z z92>y&_Y(f)Hd5?ttsU&8!F4PVk?t^RvDloU0m0*1fEz&ms!^zu`I1HBri`{j>*XC; z3i&lCW=e>&ly@v&eHyE)Lf!%nCM6<26d9UNXJL%D;n~|E}_Z?2e_88zUPLuL6cu;cAr$eT6SB`>H`R?t(?v0b| z_W>Fe}x?xDKt1hr}vw` z&g$CJV#4bAJ8Y11bWYk_g>lNv_fcP-VKDX;|~Z%Cc3FFF*DOo42N|j$=od-(AyqSU_A#k z8aeTTg-zCC{V{sIccI-!(J3FQkFmp^W{@pXPvky$k1=nf>a#J^&!|*npnqYh_?|3w z`~37cUq{s_#I4qd?REFgvBCL<{wdMd-T+|Ah*h`NAmRWYCMP(cyOcWj*nlit=&SaD z-fmcH?Fye&4IdpynyU(+YPs0LXhMWUCVAr=4z#yIdYDG~*aPDknHLy}BV%uWKguDyHPv*?B9P zb4nfXQ+F=gn=^*{#!|xHM^pB1EZ*xY3Qx(H4fdF{pVujJz*Ta;y86p!9Xv}i^1wE_ z_#T12dtgPP8SjT51t56JcnUNwpln++4lnr6EXbDD#Aswc<06FZoa5ODyi=#Cg$u~K z)~A15(c1cW=6a_mDW=qbXSmOzqr*j*4Ty!0p>xBE|3dR0uG4EOQrkW zKZbAHy0p%qgy)z$j2kcf3!B2oql2UN$sFP_7;(a5IbB~bPtXFJ7>-R$* z*_&VZqzBqRwZ8xytMaVFu6IzyCnW=|u{sLE?`EUqW@rqu*Vew__wy$Nip3&HZhI=P znY%QLkA#o!x2bBp@6cvbRtEhkK3>R=e=+1J`6m+{^1# zRCx2srpkbfkFMb#fR9T0@w^3Pa?!tkzfDKwWA#3=s~&5H6sh@aYvJUz^rc5iKFj2U z5r-V7mf6kQW2k1wK^j8<2QTs1WWyLW#Te+B2mF>uA>im@G6ZmwGJY#zCRr7 z+T5cK5UsLe{`ip$Z~6P+4X=+$7R{#X0Ad71OVCu;QO%=q{}1&1HS<`>KUz#l&!??k zr8Q#XvSSLK7_8H0ROS0a#L%)@5(!vt&|z7(>5ry!?%NG`z(t#GtYH=VwTPeWaNqUR zXUftA@_pua$POyGfKMEwfr;D89IS;OA1IcRo4v(S2D2BLs7pNQcX7VwC}vd!0fZ=a6I4C$tkpR zmCpZ(BjaGZlAx>r82cSEwfxKfOicfN@7k+(L0NUr(?}U1R^he82wt{Nh9_trjZ5CX zh7>lBWVDblz>2Wg3(;C0MP}vvHBa8^v&~@11Tz2nqyin)rk?I>Rpmt9Q@--MG zY3;G%D%}yr5H`k1oNaXnJ11Zo9dh~=c#IzJI%=KC4g4nU(m7>Goh;2Sa>a=ecL6?O zd+-iqW}n={r`{Fkw>|4cP3hHHIEeogci))36Me%o%WsdaWS|MTu{(ga4xwEPKm5^k zvS0e;+IB0A7H z{&gfjT6#X@?~1AaKRB}Z=Y>j_?>%^Ec;MdeR!JNEi`Nv$AAa6##_8p5HpoP0`KCo> zAwpqE@0Je$k-cW$G^t91Qw8kI3?CNc% zy%#l)kgrk!m}yv~g8n*Zsd|NRP;d^-B{5uLx2zc#W+bZXzfQ$;Xq2k82Vc6mRLM?W z)r3ikK{XV&cRW)LEJ6=##MCc)qgFU*q%iaLOGqT!HqPCmgQsh(Zv;W}SOJZV;K@HJ zjvSUIk^i&t@MXxa2ykNyHz@!n1GTzncf|)22EcbSw?q$W6v;Bzu5#sYPO7of3HCC^ zSnd+PVjSG~oyrsPf*&}?-H=|Bs!nUYUW8E&_7D&%p6wOu@DES#yslLW;na&rFqChe z_XIU!kSFdYZ9Ge1PM@y|0Bh{Hy&=b+4#^CIJ~a;>3>wX;F4Eu}&{deCE_c8o@Y`y? zBOu?A4Mrl$%OpgwzJF?HbHi4x^=O!gXe{VHcpgAxYF+;=@ZxZXv{fAnuw<*HrCmx| z-(X3>FuiOYI@o_uZolM`_(7YC#I>_@&wa$#cE7bMVVgIlY_jyTs%oy%9T7sr2jB_# zkUb!f@^7MHdsU?VGphw4a+fw8kCJ#@`z^g@HXWq0og{p=^qNY3OFskXssphGIz8AF zfcHE1ua>hm$(nzZ&V+6k2LEGOV^}v^6DKJm9ql7u=%gqzC8O@pbsf>NMQW`}_0cw_ zmiWc6cp;vqUTc7LqVl-J>*5j+swJHSGx4w35Hf~B{BXo^y7%Wb-)NKT7L=Xlt~vpD^63iSkjxR{h?Y_L}>$5{?hQsKfdbc)5EK6x?H6>TB{JZ z7v|oZs!e$ekUOXs3eR>OGGXpk{x$l;n&fjVs%-tP&svi$p;g&|wdZy?!ucYY)nM=E zIRP(>*e;<9Njz|sFkzR1zraoHkj&{?{Wv~;70_F7ti>^2NC)ya#ujQ3q9tcU6EYFk zECE($k1`F>alJaj8bb#U=qAxBs0^VI%}Sm!tm7NZkX`o1MqZ#adns%L)arUPY3`l z0CKskXBGa$K2Z(3eA4gt9*C88#QuW-2}kwOkwO`af7h9x|4f_xT-C&c9y3^6K=Ul_ zZ0b=StDQUT5WCZ7D|R0!j%eL5wbo^$INM(i9=D{YoP6}@y$=fJ0iVV=L}BMs9AD?QUGa}EuB8S`>sIx6;qb6x)ay>;<7 zl?JVqANL>S{XBZp+pmbCY`@c9PrLH~>MT z&SW7vTJd@y-1axN5@)1&k#|*UI!jk3$QM1`B%bik_{>a*hM{mDvy^Egv?0y08#bD# zCtIrdpgXVm$zm$9%CDVy{YF+8p52a5%R%&Ie?(6O8-DiDgdYX7S7$o%C*zrOS1vP4&DWI zK)0As1YdeENwM$bf)x?;RJjPjk>+NN_a0^=VT7Ve%=67&XQpZ|^r15!wrWsc;1e+O zc}$&z0g__=g`84+1dDV3&O5*(oy-DO?;g3I4Oyt1<^V!E=yLVkVrdqdoKjxtBPlF0 zQ~*%@|CPzMrQp?te+wmZjXY9Q($@NHbGBQ&fBO*YBfDR+3s320}=2Uu^C|f1hD@ z_ldGR5~*s)DT!Q<`9qRtKNT!_KQIr;3lfWB1b>k5FB(R+eEU&wD$20Nt+_B4G|%GD z*wv%%%5$|TRuEO*+AE!LKjo1{? zzl*0yF3)h^U8aG5q@s#fwm2A5r#l3gN`b7^`v~obG)z9Dkxvu=SuIrxxBvl(2?hd` zbP0gzNBejbQ3OQFqG4$Pc@TVU1I?_*r9>B{=rz~bzNuWGdvu44oM%ey-_}a;$JKQ!)Guw;ttt6K`T*%eULG^;;NCCb z20+h^`Toa~i|>Z3>jN7a2ZR91;-7HVgkj0Qd{)B8UB-rrl6`z@neN>S(FJ#i3FeB(m%~hH4Nls_9wlF&Lqf!LQ1{Tk>~F_% z_G$*fbM%JK+<6SRAi{8*+N|oyqtat1bOUk;uP%+MdLC ziV;}HodM@0a0zNjSc$Z0n$Lu6U#-=J=I`9Ott!%(DaJtTX);`td7xxUNd?ond;^Zn zw)4vAHH28uo1gN9)jJ-(3o~iyQ0IE)plXN7Ia%9&V@%=e))^Wgq1sJSE5X5ZiVpta z^dJv>YE;wAAgcw8#PJ&8}cUpK*R; zbno%!^|oNX-Ufy63;0!vP=n(xmZOsZpor)h7*K2bUFL~B=wmf#iOXMi4T3U#Pz_+V zH;}H7=>X!#d|ui=5KNQdSq%{HX6UZAhQygmp&efk=Ca6jrefh?Ib%mlLarS{Yu~y= z7MMYuYc}MBtE;uBuj^p`A1AL|HSksN)9;_s?6b_XuzDS&_3u*??(MO&WQ?!V0O7%% zVO5o|f{m?)&x!x&H1oEMwNA7#!1xIyA{yp8#cx_|fE@C2ttqhmJ|ofxqIXgCgHt5( zmtRUPXomvMkPDUvG8XN{$pMByYAM?%kDj<%xx-H?jo5D6Z?s&kw{f)N{2Ebvk+~@) zq-AXB9$bkMaIH%Z*;%gZXnC^idt=7V&d&KyQK1p(_G4v395KKr2{LRRR8{GkVrmH@ z#fTMHrn_i98Pwf;J-=xZTPxVioM!QUS2pX%rCoRjfGD~Sj+a3sK~>JgwR7!b{M92B zOe{dGtWx`;W1_xiFuUZnTHIQRA@nRq`;rxKu*z=zh?Fcv=%HqVR9{p+6);?4Z`I^=(hpwZEChxXLT)WJElL>@M&`GpO zXD$5}s4zGC`e@D890&1V9*h7nJawU{_Gz@5I2bl3K(4P=G$IDGA-Q?b6M{2z@1Bol ztc|8E$U$e7FdC5Sc+=@j}p3hdYMBrppuz)Ex?e1F{4=oW_I`d zBbp9-KEa@HLJZO8frZuwY3=9pWfsp|fcfc(eUdr}qd%GqGS9Zi7;Cx*s>!Br=65l) znifa?3|{h^)s|4BBue<4?dA6^PqyNl6{})?xZ&8Gp$(3)yHh6me3yx5-eQC%Q@~%Q z7BGo)SMEKEENQ);U@?1Lb9mvOKIhz4)HevK6;&O8DvhgU=5) z_ZG-=zhVvM=*q_K0Aw+HfC*=$pS4T965i{u(a7=jwh;Es6)rc$4l@0^d2n~l_y=7i}e_lD;= zEY3E|X_wBng%#Olrk+k&b9a=}?7Ipm1*nl5yCWFamQFj8uL`I5JUYc|d)Qg6Y9Cn? zKrA)Hc^8Zoi(H$hQ3g8ZRpY`${fX8aQqAoa9XUJi;&>@8qo_y#(ZC;juCJsx(x6rg zcM7fD7J<~&w1ZfFXCNwR+&0jnrB(Nit>)Y`}djufA)C$o|bOlfILtGoP>31&AX%<46PC zK2B?3WzXY2n~FQ*4}2CKXdhJ6TO8MM^7~t#ESm>KJZWf!efa1acJLd7NRwOQ5&xG` zXIKFd-g%L~(W@hkHgNJ%vL-AoC&xvVcuGN6%1z!;0^K06Ad+SWX!Y^d--_J;sxJXa zh-c8Xi{U~wCc8gv?^tT8I$YldKC_vDAsnp%4_h2LB7Ye-q+htBuf!lRR z(Almc0%l#3y%~aHqphYYVtn~B>s}`LO0(Uwm*M%lP;$R26C)_Gjm=FrpuYX<^!bLp z!b=u`G7spb_G=#|$+kv+$QkVpwlJXRup3_oMH^fdvYNoD{K{EK->jQ`{&G48o~~2y zinO4NiBKzPX$w~k-m$bJ!+CKxaJJr<|3AFzQl&)NYECA zJ`c4=;KHTGL3M2{9uaEIrCZb-R#ZMME}HtxYM8SC&v%XvH=8)=-f_iK0B+p(@mh#k zom&6RBQ)^uCLrUo#IMC#DDZ(Z>{}y%xYK-35Kh^jsE$#xq34GO^B<`yPdYFMUV#!Rx^byQVb@{o=7?a_;Y-Sf(ODINfoplg<| zIKKBg;IF;AceNS*Qrxsf8YXflIhuCc^1G*JTlE#*9pm4d1Y8#$MyZeWv0mD>JDbkk zXul(DtVOQ$<~4S1G4%{FN-TQo^()Te(f2f~$ML9urvNKvkTmVt15xNc(LDcyw~QUC zkJOnLoqg&~$Vqdx=C!D*uFAUtF(z0x%C`c(tYYE(|VsLx|T_-XE!p04aJlu}VF4R^0 za@@TPNea$xt?9;UY<;H9KGTd<9BEY`*{v%y3^6g(18}(k*Vcw6c_WZLKlhwI{lzxb=w0kuE7rr~$gJFYF2h`)8iW=7 zf~*Qj$Jl&YU+uynZkrbt@WjxDMM66o+rsvx=h_>ns6eO&e%ho|by>k~Ocre9d}+{d z`=$bZ^(w3YY$YlA^+3%k4CXJym}H*a45m-p(3qX0G;AB7939c5kY9Ph;;!?Jo|kdb z@}E`-m~rN93$M@Dok<0^sF2s4WDcI}7lxJwDqqJb{ryy-_>hr^v$J3t~i+Zw= zWs-Wdg$CqrtU#0SkCsFndwVjxO};g?=0lLFy(vLm>&MOhagKoYuUB1$9Xy+oaGqqW z!_+)rk{CD;?+(xd);~P6V208)zvU?7)*kw!lz*J3vIAWos?m33^5Or|TpxEQE6i5A zB0qa>7tG{7ftn3c>iS-rur}^h>gs(Q31@3T{zYPzp2M=kvuvNtv)~?(!fCd039o^@ z3(0#!jMt!L=eLRWs5B<#YJha?6UC&WH*})v!+TLk;#UqXKEZWAeR>BFE{$%7KOm6r0Z3T5;V@zWS7z2ECY!@=yvOKWfd|0% z-`?Bv)JRH7>dtJm1q>0`QaQH~XrPuotLnNstMI5EAg|=mI6u>qo0Z=!41D6##RH=U zCvhWYE|{gsO|)$RSig&R+lr2_I>5N)kmt5fD*wP(TDpf*?p#az-S_Qb7Sp3X+q6fMm%~KvgTDBo;w3 zMM=(-#3B}FzI1>4`*xpw&KUQ{9pl~~bSqNSTWihm%x6Axt!5MXoa$tb4BZt2`ijh(5+xFi8zb7<+P+P;rMSYKQBR7@PCZIj8q3Eqjr{p)Um$}J4O+WQ&#v|i z%y%uqjnf^it$)_|)4GzX$mb-yMBySSVfWS9ArfjwB#ce*(#b>5fBm_ayJ}hW-Me?H zGo0Mq<3$}xDX{6L39fHXU6y&MrPa_^Y#A+J%LJnvhU9s|+nFa7PFy<_G8UOLb0^QI zg8AT4lqE1gKO8fPA+Ni!%x*+*eKgEZyG45|q-#7AL8A|(`LA2=tA1s>J@E|TM<(=h$v zvRKbvKA9YVqAFv4b;VgNl*sQ!{CyNdU#wML-u3NSJw2<6Uj48D=$Bvi1#Hx=Z!IZeB5MlX{k6Y z1wV%+q7Jbh z=nX`E96B$ahLidP$JpJvP&={^C0@hp&S9LdsY)%nqF2M`{`<4%(@q%Z>z}KG1OK^w z>%}uNA6!2>v$UW%{|FxRY{1ZhM-P{&{_53p$I=WE+p5bI;1lNLm;-<8h0ycK9kjO>{G~7TSe2+rF>&pBkf|xVQ$-cdIW^P5B753O zZns|mJQg=WuCcC82C?Z9tKRQfd6)McSw1_jeAuf2V?LMD2;bHCsHvjaQGi`l+4b{{VP3aQb z=6e!Q6jw<9H$BAl^YA4Q^z~fF!n3s|ySlm-e_Rgv>at)^7tAPs{p?5{YMT>MgF?J; zxG%F;6km&=H!_rWD#P;p{ZyJttaEm8a}HFGYP@U>TW zUbeKfsFBWkcJ}o6HI4~S`##m$wzGmP1ozV>7Zj*!JE#c@3mJ^vu|0Ui*Gjn|6yNfbUL9uL_7s(r#N@I|NF-|L zdxlrcqXQ(ihNvAJ96onNQusT*c~e1RSFAc?+EpMq1MXZivY>Xa#iTG5?Qdglepg++ zp#eP@{OI(RVw)60L(;r~A>0C}kRV!)D=EU&_|+OrwG~Jy&ag=%$O34qfBmOzM|{yI z7iM=s3asNkSB!iOJg+|Pu@Io&6lD}A=FU&t8W&jqnJ!-25-)<-qAV*7_z07(TulXz z<;JwzC0&lwm(B*jjMTC2eZS!bYgIM1njnF}ACBF+rfVjV_=(FOWTTv{pMe7H6UT!P zAM;Be{v3M#8STycAZ?m4*6daT%;C$i(%`maV*l;o;4z2Se#DJ2JVnj}g@p0+hOCVZ zx4-o3?M-rQiHWt9)o6nI{17aNnwlESipmQz)D1m<`1mp69}g>V=9*Y9F@P%kvje>8JUcW;Qnb3@(`DR$iumqO+PXc;E>Yiai*06f9{6U9+SCSE7yjS}w^orKq}Vqi^JU%=JL~ui z>HN0*y@DQVHw^0n+pIFuh3vTJtH>r;m?J2C>C~)~d)ExCMvXy!_NqojFeGNmMmKi#oIBmGM~NG! zM{pq|-k^EU!d@#eugNeR&)I-e0kvz5`jqd(wE^dO4fanm#4?IFeT5@L#MkSUS2qH+ zJlDB>1XVz=!3SE6Iivsfpxs^7bDHbBXKtS1bWU!ClJne|RHHL1(1TJTA}Hm-c0?!B9sc{|9Wxp1&r!` z;+l4r>3<+$8{D0LO1C|v>R*QhkfYee>W(ps$MyB~>2+_6)`z)!=6NQS<~Yb~#(Hh9 zXbkZ7MMMnRe!HVH)0=A#xR62A<*UXq-*R$r!s#^j>yt$CpxsZ3~3> zvmWQb2>FRySowPVT?xHM$)t8XwfHc}=qp9(!gemRvYXv_%6lf$CNI9=$YsGLl|;U& z{Nv|N<0hoT6$vtV+;FyA!jie6Qkt8rzEOoz26;s<9iaP3gUM<6qq;L>47rMVmE#Od zJ{8}&_{n{QPi?>V-LC8>)ju;HApjOI=cUs}RCII(3^A}+$gDcY>0}5h0|Nt0W822? zK_IF>pD&*n25tlG$O&`@WYx(*VsoqjABy6EAb%08*|NDgodAx$!1GytKM{ ziFJS1NRNPkK;g6MgD?Yv!2DjgW7nx79^B(|1hB?Wp}2!g%h<7ET$Hoyl2(c}Ha5=I zE)52VeA9kh0V1j7jdQb(35;A-*5-KmD&p%`WnG236PfB+J@BiTLeg=VuFlSU8-nnx zQ-zJF;Dz2Ak%PVYu1n1V=Y?LdrYE>rSTKd)sw23xRk0fPgBg-An1qIg2BsN_3$Q?F zwD1WAL4@4+R%G6xx^#=5KRMH4I_5z_KkkK9O@42=J$re1d7SHbG^|ucw~&|U@e*Ra z0(J%$pcl9P1$kD8f=Xg5YOpxw78b&3E-$jh*M99obkZ5=2@O7nX~o+O!SBDQc@7xl zKh)HeRaXyp;CT?9qYuuI!}S++gOxyn3iqX?Xo@t^U!laN4<#f z@Vn&ou%Cm2!QC@gBqW$i`-6xib_iVXgc~h7+!}eMS2n+!X-_S$lA#c6)lJezJ6weg zc{cjvgIL7O(JJdyX8L1ZM~k}APpldq^Uqk>*woEA@wqOJGIe-=yQp1iV+=p~cHx(q z5iRM4AirK-DNbB4zQxe(oI(W71OisZV`^9f_|yQ&1vh64A7PJrVX?TIo*$a?&x?Bq z2GH>+dD`T4A0=R^@-+ifCw!rd0VClvZ)fGktQo)=e43>;@lIWaY0g#!>s&Y9 zDdHq;o!2fiWYNs3R$Fla<&RZ zPFVoz4IW`?q1DRXxzxuEN79^PjQ#xA*l^U1XMe!9JQv*hu;uk`5N600T#yjIH;D7T z;SJb|r3x?6$=c`;ReO6rWwDjh2xw1BlhO7VU`1uM2#y>>9(Xd?p1BwniP$-vWOjla=?Fc5R5q=t;&{)(kT6jsAC$wlj;HEasljIWQZ-<3mu5{{ovxtE`NJ zhcXYK3S8|`h`PaYn=P<$>^lr54?bNHNHMgZY-NF|d^^;Ly1P}HQar#2ld1O9%B{u5 zx0~+CFDeLeo~ymcmlYACYhxyHNhzH+vN1J&Kx#2)6=J)d+td{{#h6=9bF6PxiIE(H z?F1R%_?z_5qi$TH8&do@8T@YYDl9LL2IPs@8^k;_bMqlMy#mH|nu-=$e!zE-qfhAc zJ$QjD8BUGVnu)FynHHrAiWST?taIMJuq0YpjKy5paYMP}pyixAUFcC8u=^e=eTH87xX{j7Yk5v{irzaxDHnUOKY?MMC( zr+8J;=6fV34%e{2QMeGzKr%PH;F8HX0DPTEWj=$f7gnM(voI;?m5b=$NL>Le0F<-o zHh~8hpDFU=Ogb~wGpIu9*AGsAQ%o}q``Oz1emcVZlaalZ6KOE0V`>z(&jiq`rPc+92L|&S#(S(F zbq3K3yx5pZC!48!_AGPChNN2mI06baF?1^z+!6%URqM9U_o1)z`yTK<59Pt>dMwm_ z3=d!VqR%Mm^8C*knkgt)Ti(#=MWLM}riu0U0?yhk)Y92g)+eZCvnoTp&u~8eto5y= zv=qQvaUp{MOxssNvA@5<_m?awc{ycKrRwQbw+6LR-pl~GD!eBD%KMbgZpQ~zc>#Z| zy}|Y%pb@D#X#k+T5J{vq?uHO-a5kldZYvgGY%g&m&sySyGUihO4rg*EX!Ux+Z!tiae^N-uh$`m_COis=j=>v2HNi|VH3!< z)6*9Gwu4PT*SXJ8Q5S za-dcQRtnZ7m|#P)vkFBpvyxKF%PWH&skV)il}M(B5=u>7-JFhY->0u%Z#d3sYiS`b z2Qn8yl@B=pl&D{;^Z5OZ>f^_cHz2?bdXjY^!1TatWBIKOU}HW;L@;$YjyqL2ma2mn zKnbIG@7{sb)YPg~0e1Fu+=^+j*5;KH(~R^NM{HlISP7q%nfY0fMo&*aH90xSdpzEy zRRatn#W2iEVRJ?c?_dRBLlgK&AmETUw(2YL2haf`Ss)LSpej|2<JAaunjq2uD@9GIud_YgjPvJJXDV%>pgxL`H=hYybnAhnZsX|Ic-!gWJ{fE ztBVeKpr^+KL@E>Xb4aB{a0fHU z#_FZK!u6sUM z_}@#ILt+43lZ%SfM9!yo^o|gn362`mwo@;j{G;AD#B%T|GEwp`2H~$i)m*%S#Dag6 z@8>@6_5=S>1bcsEb$IiSpFC;s9&{G}{HEkFRb=SrACKU7clRvyf4m#7EHdx#k8l2; z9yWFVAA8kBR3MK#L9KrNw#7%M7g)2S8M8L;R-zt<+g>3q4OIwgPa8@bFu%1c)qQ5= z&$VL9;&aXdX>%$`BZFA%7yR9kM-%)o2cFd4t~zHFr(_y}A_DJ`f!!5F;htUuWIZ4F zJ8W!DEREoR4yhfHI5w^CQ5Ic2=l>I%6_CBPYVVqXI?7V>5Rrx3T?z&5qhOot04@CL z8vksb!@9eBaIoAim7hCtZhW!VMuzT*`$ydyIhGr>?B(tXbdr8aN^mOOurw?38@wChiaPIxID~K%ls4{AG7ve%THz z2TqF?`HySfuu(DFF!-Eyj9@_r{kMCBR7bxd`lTpo}Ho7|NmPvOY`-lRgiK&$w zzBJ~|NrNwlutx9{LYu~!vCbnFH!R)R-u@at(V&*r1)14DE$-z1&A5)K(o@&1<)Mle znl|2-e2ILjHio6N)!FLJw<5jE_m}>+9qV693O<``a752Og1p1t${NTFTS?=}LUuKYA_< znIL}&*m3!ca{w!w{@<8PEHo4 zGa8#@lIcuW&K@fQI@~h1{4L;(IV;@f!on~>IZhmStX*jJtbgGmpdnsK&t;M1Y|fOkLkrux}DcE^j~X5b5yft(t- zqtHgWx(7H6Ags(xr!?BkK30%0vC#fJ^b%Mp=#qX)l(2R45K~D-m72ioen873u`~bX zCcFuGz#g9uEhZ+^mfbvN)8;IfR?WuBOmV=Wq!}|*$mZ|@j(K9pmznKsz>1%oRD9bC z!;v>@&{>JiXEJaKn&Hhnnrf@O%RtqYVz;dUp*BFbH921Q(6blYtC7nyFNhe=0gt6- z;BS;f`rjL!4mdb0-g;dr&DIt$>~)~2shC_|-e>mw2&b3^O(eK0Rrn$J;^wYk_t;$$ z^yyxfl(-=@6EMD@rU2cHJ^alc;McH&aPhtERaX##B6R7O+}ti$(1L9nz@sjJ;}5@) z?7O5ZLsZ#VWpbNjVe(v7iMakm^2w8En7~k|9kGLE+nE!L!cbAuK?MvAbvvN^42rdi zYxjM(DP8I(QX)uR9(+@uCQeyU*F{wgo*G{vbK24{a-zfJ65Hh1g?=j%d4W zQ}c!UBc=*!nZ zpZ@_g2p^a!zkQoxZU;cwO1^dL*6-px&mj11H|>U{=gUTd)yO4aiyrX8ZmyI~u6|Gh zB*xj*o#%KL8ne2TxD)43%YM^y!vWa~HT45ep~#GL?0TZ6p}}W6SoyR6Phg+M;H=tF zQ;E&<9qG!Z!!`c9trF;cPysDFv*5}*X;B1tyL)18cGjpnS62s$x0Lcy8rLPXCZA8}oduy!Gy$^n%SYm147vVCdJ7DcbF{sfk*(4^U5wkO|X z&QgB_R>%mt$^%aQ)>|NmP@covAq z*73dsd}jCi*In?_n3xjOju%1Gz(K5)aC2!oD{owcxUO`~gfgX!8m4TLx`Wu=bVY0l z=;H2)d$fgTdGwkf3LYfjIgIc^tC**c?XJ%(d zaS{}}>CFmQ-LkO=Z8PWrX6bKRggj=#?rf8gMOUSMRZPrjBmJ5yCAM&t4t$TfZHd(U z$aRzgcQ|nZx?24TvHZvP+*9G;;lZ!DUlLCU%niqG&)MprwpTK2LYO^% z-^Hvq+b$yJUF8*`0ZI@$%>!`!!8x-KB$BB1w?|y*jut%&N8gG8n{N!ggX`KQ$JEsw^CmuzF1#q$ zd5ilod7*pL!^DwgZk0_rp@~*m^jqi^`QMw{8LmESg7R3K&~8o0SBQHe0Rk>`sWIU7 zS`1744K1utq%~iat3N09p^d~xkdvu$k8_ynHio8sw~qaB@PgZchfSKMA5YeNU0zEQ zfdO z2vjxF)NPF9nEIIj|`>KZEC`}1sv0%YVVToHlh@4?#!wtywM(a{S z9r6WD>~%;pjd-tBJ_yj#w=O_%<^oYuDA;}^@&d$(!F57`llu_PsZjvZ2?&vUV{&D} zK&|8MIS5oN(%y!yUJLXjTz-OffuVr?jc%!d9IMuub3MfbcDdW&zmEt|E7k#*+LGu#mV z*C3=dUQLht4!d3rWILj`lGyCUuK{&+A66dT3mW%d!F+(L7`n|Ef?Fr;P;5as75R>y zOhic_t1;IN0kVF!x3C_MS60+6wg|Vm&WmP(pbA+SBGFsmMn%r>p;ikML9?P+<#rqS zXgrm_|FG=NJ>Z=ij|-yjo>{W#FA3V&$lDo)XmJhN`6FH0wqqszHu7Qvd;z>u3%5Hk z*p2C|rZ}NOjY|tn6Ci&N}ma<&qMZlH~>Y=9YbE3FSrSxp$nozx>$~ zo)XZGTbsn4aj=U|AXNi;2uvDrZ?Mmr-R=PN84iGT%2x>{Z`%ZUQDMndq=mx7Z4jrK ze07*o1?YwY{G<%pN`(GFzJTi-hLsPPcmDVhBNo|M%Pzif7?CPf+#YQR=M)+VL!~ptw1q^jLghMSiN_E z{y+wV2vfg-yMr;AXKJ@_=2eDrX_x#)pp8CY7OVb}=H)VIbU|Yn2jL5F=21k{vc8T- zwSeJ*7!GaN2nv};Ifg;ODnLx;Sq@At-AhraM!$D*mt3y>cE_i5M#Rt9CCT6h;^Gn; zZ6Qd=N7{z^>kS%Z0L(!MIts~O6u2~mJRi;}9UMjuhprF3G61yKzv3VpS+IV8@+vwI zHv-t=WRT2p!`Ho0c_xmWg=_FI{9XWYUi4d+=EI*c8=ZMC0NS_r^q9E}fD4(Mn?IXq zi5Fe_<&BVk5SNf(`)kGRxZ#IYOw;5!#%9l_KuqQdM#DyBbv6K;iknV?%3=Y5!Ei4A zPs-t>)IVk}i1ZG|l&6-Rl#G+zWyY94Kp9YA+^AV#bQsv>G97M2Z?FiJNJnpP{nq*t zA|KMHEJnI+&XunBbz|N(n{?!|jm22zK5L5N1s%(8qzuUO7~?D|E{526PQZo%JarF< zeor2G1HJ#ibG)xXF&WpPEFo5$05rTkK*0B5VPP@+hIPjfg8=Pbad9!INI;mBk(oIR zvZiMn%TvHQs_NJ6k2rZlMK8FLDB@)2h=;0^_Il052teIaaabSZm0=%<* zuW=;Y3~(MKpmaLV_kt4|O|xx(Kg#nN+`&Uk<|S zfIWXud;Q*bJz}uaJ4{K~A3>%dT7aKM9tm0sRWvG7Mg6qf>0AsGrdi~rMNE^S_Hq8` z+;EVXA4&wcJT z0s?wX6N5S}pk7l#RJvk%KiUF#wW3!E9E0?|Mdq}bnJ-#|Cg7;nX!xaG*hFgawLJ<3 z=4neWi-@;h(&@Rp;>;~WR2ia7$^exRjV=<tQfE(E2~oa)wd=K>wB{`B4rXcP2+ zi^C!RomNRR9=8JkJWW3a$eOKH{0?$;A?V6s`_~{;DaR?XgT>ufISq=0mz@^IupS6x zFuP^pHqctr4^W!VYs&>9R1Tr|v~^@kbg+tWA>LHFLX2f&c+As!%WB1|@4Hmqy%C6_ z8M(RhcBFQYJA>*19&uEgxN#N>GTybe5U(2477i7q$2mooHo@Yf=k1zu8&mub%k72@ z07QAbknf;H`wE@{n%8mmEkZt$EFB{UL0vigvufmaw@x)wbv>oFiB8?BMP%cDJxUd; zy1FYMhc7_uK&%pL@R6l^ccsj>nuUVyToZT<=Uquxp)!D}V?YW>*at-cg0!RKZ4hdD zOv&pb0x;k_k~xkbbq7)yZFD4dRSn%juH*Rnd`J?roXWEhOWaDkAE~Urv(cTAooxgy zwdo*DddCvtmsVeUml6w7QQs71qyZS4UpD}nO?*HuWCQmvkb9T6XIuj%V zjT=oz^mT47F5~g0=t@{Kgqqpf^2n^f9qrn*v9z=-pGu1@gRdxI$7@K42el%)z7Xn1 z%tDYYB2$IJ!wJ!E#W2}c&G}Ov{VG@pQ4TV!FS}&j_9=2o%dT8U2ig@#KPxL2o!RYu z@v=#G5wsD(<9NY@5JXtmA{+qS;8X)5q$2>R(Bal8eC&DOUJT@V1j}hN;PA6>#d#b@ z5V@ddn>4;{)}22z=YVNb)LmHiFm~l}$SVqB&u@iJiMGDOjqEBrCMm}`u3mixFGhd} zsAhqqK5~$l(@Xl)1sPokNQSc6g2uJZJg@NS@jk!7Ray6!h@2I(6i98XbdRN+Kj~M50S?Q}!w%B0`N}S8orJ zh&ONE#1xwZBh?0+;QHuV9eZ;$pRYW3`DYD6i$(DwQg_RRu^EfnOo8V>kM}Lt)bN5J zPt`I_dc2d?^qPsV%v6(jB2(4e;Wj$?x--b?ru=z(*-Hd+-};2aPJK_lA^6GoXqd7I zRLU82EaNTljUTT*;^5>oL{w(A$D_B!V+kWhXzma;HrD9cXN7BNIsLApOu1N!+ci#3 zKBiI!FDx9x^R_Lj)QxOxf|G5WU7Bj^*K0?rS;&BEP#nfMGU~@g4e%euisZy-PZ;em zD1aaA$5D)Qq1xar2mLej2u-K4k$P_a$;p@0)RCct>X8LRb&Av&bIEAX@E||8j(9ID znE+xuCM|J?3Dh5}hi<^&(`7(~hyr^Iq&)}=MfDVR4{8+zx;AUAD8Lpn2Amr8|u_rL@Nm zKFayfarNEz?{AJiDYiJHEU|qHLav)dzZ=o|#yKO9QX|b?B({MoAjLI-ei=H#t?li* z~($}lHToM^asi9T=4a#zPrl(9fR)$(7OP)0VPQ~0;e*-20v9JrY*WGny zOqz11AVI>c$vPm%x=j)m4~w=A?ydw9k)(%yNbXXGPYh=eHV>zrDin-MObo$|AV;cH z%mV)jfEfS;NQ{@)njmdwZ20xs$wzv~ac`$$9U#Yj0`eCU{MFmdv**mCJ;lY``e`q5 z_SO_xjh|=bF8lR|(`?TNv{xyVQs(LL2MIh8Ry|)|N%@{wnM|!#NF$mSy2mMWkG0kK zuoenhoh5=byZ@Y1Q-_8L+=O%Re6Thec-iY``8-^;NSLO7y-7+%@hY;9hylJmPT!TH zaOlU)zsc~xshz%~z?eU03h_nsvfyLU5%c-Sy8$XAstr&nuS|D}0*N{RRVkDtVMv{y z5i5eWHCkb%ISi7pYlp#U&VtZZY;s;}3YLx^QvSuvOprn;+1c^J!nugHfDS!+`ouN* zq50gk&_*oe1^~Zc%5?SkSO%%9>t|PCK*43$pIs2%>d^?+I0Z`8Co>b8 z?w1TLa}_3DbuCYIAR6agrD!RpzfXMD$$9!`1_;*|5fX3k9sh<+BBXwsvY~?zHx^t( zp^^7amNitkD>E~VsgkXNBS%gp>6RMi9I-P=SXK!V z%ucu<^(_!F4(vyugwE(M&WolDk^!>=ymbXy3r2DP?(Cx$eV;F~tuS#{7^H%`4N~{__K-MVbOYxFosj z^ds;SX zMBlt(Eyp7MQBkMSgb8js`b#+N;e&u2l_yW?!Ex&n>O^Z_U#3WK%!j@{EfZ)FAXE?tfL&L6O#$$TF$I!+m+`T& zv5h;MsGSh~?P(3TkSOwzvRF900O3dG4AM5-iEy052#mnhV1(i4!h@Y)2!KfyVsKzObPx@v zuh!YJYG(_kCA^;ao@XY1kg?Fx7@r`9*fK)Cr)OseA`k@l&>cgdJph*@y&VC}!f_1n zua+8?Zi*8V6ZXi;fqwlX!kq&gMd%H1PDDln`n(_0T8a%0V#`!>6Y;mqX#@xkvHy&7Z5{01`gJjChTFHst_!E%M0t&#njZYPYeOT;4iSU zut?QFL$s%OK&KRZ8i}o+(IK6iHqBmCdqJxw4JidUjT8N)wi8H|15+0UF!iV7&~~p( zCs&Q|sKqeQr|IpKNriqv&Fuc7OB2Fzto^U4+|g}wq1)#LdV#dvw{w$18#>(4hQn8mZ9{3&>LVe{?7 zft1a`G34XR>u=D2;VB2PkY1F#0Q(A41Ebl6EyD=V+ge-5h>YsUBQ6hlPg1x9Ha+># zI3N?x=gAjFJ*~NZBDS`4c@vFnN%e7o-_5pOVKCfOJu>d(d|ap%=rbUA?}5`$i!Gm& zSo=n;x*!_6c{9b(p@{sdPte?fh#<>o>;94jq)t?)%LIUl$RBwV1@k@QkXsgyod)f~ zvKK)SWIB)kOQy4^0$1~Zn7!K90%@}315U|N9a#`edI*!rSzLd_k0rvK3!(^z`aCcG zc8XEAg3M++bJ3yavE!%>!d- zu@`k~(+ftiehNlTAs8F!sBTb-He+(ETD*@KbPaE! zC|lVW?JD9K2ZQ9yOsEZk?sd>FGKWBBQn&yd*?@z)BrD@waWdIG+t^9bGSU{pBoLq@ zX|Xm9nVl{h6cbwNo3+nUEO{PzbTE}7ARB3+0wiNbhgJ096Dt!WKo$>lXdM~5<4J&S zii+@@Q?t1KVxe`<*KhFqwn+vUrFFNI04afs;S;Bpg~&H0&?hpLAb z7Cyq6rS2>+KqsygdRSL329dx?Y3tLVyFeD@E;0L;ehEaWfaqa9=%4~fRH4m?bSZ`* z@fbmH@|e*keuv{mfbT|H1G_0lDejA|8VL5XRZ?U=goRZjqk|B~%Ylj(+SyuyX(0px zA`?7F2XH5`YKKz5T23Q^&xU_pMb>pk2Z?zt8+f(5?YeHRrK2)qaTDPU? zMMU9ry4a@1@7Z2^CsUUbz5~{oEIrL{&GsBnfAhyfb&ecI^~ckJ$8r*%JNGk--n`VY zR9^K3uH;r2-DY_G#JZa>Ts1MoMA?ebomn%MJ+x3^Zf{R(c#K+N>pAYcA?!#6WLkgE z%~f78vH0V=@-FUzq9W;3)p~w?GGQDzD+0wf8W~R#xNGtc(V#)8jnUg&4BMrDS9rjx z4hQe*ivJ-7ER*_A`o8&x|4FPS@}Crj!zcce^5*}$zc#h2yW6@1G>SFzO-)T-Q9Bf? z!XBEumRECIrZVP1ilJ6Z{HZUT-`H$A6M7lD@19csVidb8?V2~MAHJ78!h~}?I$Bx! zN9zS0y8{DHiG*RZ19CPKPnXDZU8N%PE{|TeABiQS(W@|A;@OywNkG0w2=?XYIDi(9 z3-S{i-Wco++9W48*87O$7RhLA6gKZ_zv6@)-wh4TkeI7)RF3aZOm}7zt#?Xydx31S zk^=ghO*2J$J3=MJACB++^!;W@d4ly|*KMZL`8my2d=CEk0hps96vfJnuwD~H_2MU@ zwK)=Lj@e4FS~{UIoYc6j(p|QYZzs}!tfIG6d%(_i;$40$hS9FuJ-HF%5a2AYgkB}w z(+OT#(Luh~k9l+C4G+ar!IOiY#{Kj5H(PTIWyxwOxZgqCg-SwdXtcE8uLs}N@>Q`N zCbT3srkhb#d1SlJ7QltN^NcCW?mLInvyG*8KcI8=+Ccv;;lephC&uW$&dHRVN7wWy5_64$7A^)CspoO{ee#Gl4E`T{13-$bxpRiotda_8CJ5hA6BWbsoUR< z_Kq`_PI>&6p{8ZnIkLajYWElyvf!?EgelBtzIb;0NDv)X*F?m8SjxSQvUruUMvAk>NW@wX z4r$RB_fZS+o!qPDd9ETZ@p?7S9le5_pZn<73l-Hp56wh9kxM!f6nEYs_uQxH%ROWA z@Nl`^<8I0oYYJ+`%(3L?3;XQitO+XgK5_dm?J3^-oHcq>)A^U1buRhm9N*za*K3wq9UGHGTxZLB3_!(ouwV}&9=fAb_7=u4M z@70i`ySOz=WD{I`V^s*hty7CxJS5&(P0p@K)&9zrmkw{EN4ykV#rYe~XVaa&Xxeqf zA%s(+rX;r4HJf)cm$SqMsT(dzy_MGT!DMf0}Z(zE3h{zpB6akZ_5EUY z+5d>y_oC1E_zJCkXV>KBlmT#2{gaZW1mueOrs&Bt^PsDC*njl8}l^IDiM|FQa*}kzwMTDxZQIIqwez$N_NX`z1sjg~D`90q!=9_Zd1s%N z!%a4Ti{u{OJ#+2L3+e`*mkX`W4yflE#KvmIzRzwlpyN5&oX|VH)Unx-mbHBvvqpWx z)3Epb$>9@SUgYyy%vJBL58lz(_?^ZqX&xltB}#u*(y!w2W;LB(3nt!rFzIx+@s*M< z1_vslQMPGEjI9jC`YWr~-fKABf{;nyJ8rGJxhnNTuEvq8TARZ=i}ZEBYhLpbOJ31$ zZoSfLkMm=NEHUT@mq^2U<=Q&Ij#QYx0qx(&dh)(f5#mU+O6CAQY*l zIjAM`g-@g2*mmur$#WV4&kQFLC5N?kgT0tj9=k(W^O+ds9TAB6dt1dWM zPPmNmxK`1qsG{e0ME=WHAMQ>TjwJcpYMOiT^4)puOlJ2ABJ^9HXl#O07B=@gJTzK* zL$ZU%*R?V|aF=#v4OS z!G}xVU+cW;K~Y{vXKs31!(@*6y)PzjTeRP!-!%+(n3=+F@>HK64m|zujU;3pCb$?! z7*VdbMR)siS04R5*0HrOB-vfYkH=GX#(Scmf*@Si|6nmX(bK=p+Y{l8=%;G$rEstGg7A-Rk)Q+jmTNs?i1@ znDZ3~$N6N|B==21{$WCr`S<%fhxptC>30t~6@!~*BoF1|<}-Y3ezNMJr5(l{`%DMR zZ059V7sVBJ_J4wmYj4_{NhmM)H9y$V>9w^l@!QW0xtJMNPW#D(QpbEtH}LUd{*HOWNL|bH~0EnsT|tZs|cHx%L<5o6>e3v#fscc%5r~un0Xujn?2;! zYT>ipNLu}ud(Z00PO>#d`kN}ZZTxZ#9Xl^OJj)h^Io$Lo+&X$A$Jt9t6m`~i>l|gx zPBu9!v`}P6D^+E61C#r;kNpW+wp~-Pd&t7({Vjp^l>p(&x5|)=he@bIl_!n4=J@hn zwMTvP{PKY38b^}%r8Sm@wNJMjTsW|@p@na0UfyKlw_W|JI{AXRA&h5JavWmZ7x#Ejz{C7jtQQIvuEfyI>6mJmlm%|c{ zA116$X_#TjR)96ypN3gkHmtF77Irt+RmEIW`<>1#Lk>kaA|W?&dwh@1)onC#4 zPee15ewgMrA4iNYFp>cE&%AJ(JHAbP8xWE22uAr#R!?&$03h}GTH$%Sj|=%i-hF5S z*>SF)=V^Zsg7@}5oPKlsKJl3lCR_uaTd2ixBw= zZm+dE;-{wd!R-a?vK=$1`0S3^68H7K@3}lz>UHnulzZQq2Y`Rqmd5c^xR-=aepu4p z<=+CzBXYQ39Ob~yUCG8R_Fd?aq%9k6P38=>oQ3j1D-@^%^eV~$$C z!G==L@h10pvgN+XzKbRKN(I7^UPJs$*Ej&RW?Dh5R>FS=b7JrjH zl`kg;`oFFmASQaeG_pUChx&tFz#R44fKvS__R|B$clz6WO@Cql<18F@l%JgLyEv4B z@@qe+&iLnYkg>oih?Pn+&FN+siW)56?W2T5k+NLv z@1HG+&rbCZH1SJCo`d{A$H^KSPomc)`4g6Pr&yje$~6en#~VJx=>j8%evNKsd)a;fnB%4eU4n`%RuGJ!>*oQhBI)qG;pTcjAYqy7u7<-2nwWxXq&leQ5>ov5Xy<$)`Q%y>Ps&$3sBX3W0@$z2H_VU2^`SWactm+F=!vUlePEVJS z`*K|q{@h+K7o{qve7~{5?#ewL&sX8&IO?%C$HZ0}8Z=s5cC8hT_VSkS*rT3pvg;EMW`fdXBbMa7lO5-`Pu1NS5E|O6yINZn z{JH&LY?#8{xUq+?mMPp5#pMQfy4&koq(dg2rL>R^-!Ttz^kNI{?iyRFOhx>lJlZfP z;EWpS5QP$kgbi4GmM4=suMVTP2FtsYAHTf$)bPiAZV9DLXu|se)_MA(EY)7>h5})v z?(5m*9eNDO4Gk@u{+|-RZ)9pV!fqx03Cm*@uFGGQa?&U2+tjZ4Tx*VGN?#uyK?)6N z-R|BH!m!@UAgx}Lo@R`|Dd*a<`m!0ZHe-EsEhFx=&F1{2`DtuFMt39_pE~nzKcJgQ z>op~TOZ55+Ko3xxVKxH(u96>-Pce8N1Cx6@D*gz`Pa=QkSsU5O5(&3gUH!_&v3bd_ zTJ&ucGpOi4K1@))>3rgd@#`tye3byBDVn)P<`38PYL=CMDN9Jt#HY(e*wdsspVytL zJ*JTSPJOuC{wZx`{$*)CW*U4Vp*L6fWyXn57W;Z0@B7%Gn@BfsrRw9vh@yng`2pW4 zdi-B&L5m*5P;m_IxJ%ESrPM6^wHk8*370S)Z2gr|SHB8{?9nOw`5bTK!@XHy(CTTD zN_R);yY%|r5`xgdr{R)gRi@}levMJOL6C%+tbs=TqcWx{T*(*&V>KlnJQS4=%J2Y zEeB>nLq$hl;#%s~dzX39%y#*&q`Ou>SrbI$9oA0+HQ*5YRT^9js_vl4Esx})-k=N->*eSX&X> zoqayksD1RMzuA;ORa!E)BGl#Z;4T~1W9WQOlH4>SZA$#XPkPAI({lNp;|?oYlf75x zN`i!x2YiU>t=s+kaoBecXku(Bi!rOj+nEpLXe+8xv=8e9EP8yTGw|=&PpZ4gZ&5*u z4i42tt5wH(9kN~9V=~!7siGNHD(&~-<~WkLN$WroM62HKK3GT(td?%dc2{B1pqDT} z`Fy9$%vD1^va3eNb_#3m`R8}{Y6V$w?#a}_1JSHzH40T zecos9{r#~#j&-c1GWUJOnZKcWN0u_y%{6IIFANZQpXD0OCoHjwcp-5}#Q2K$d7d;a z3g_WhlZeckix6JV33dX;v%6Dw1fl$Y8I}CzPj;or)Y>6&!`GgzbCm86#LGy8`TP_8 z#0TbWV}>HX@SeN33-^xPQ15@WO>(j=b{jgKI^RWq=`q_hV8zyZZcwH!569all}aLs zlpOai9~g%Wo9Ci^3a2>xvLrJbquAH7NZ&zUg_Rx4+EEG$g>s!*iu|n|OaARw1Gpa+ z;&@oZIPQDc2b4K@>dW;zFZ{6u`9nK*S%Emko`d9QB`AhGptWCi7rq{NaLs=BT<@20 zR0QwEKl;Ney^*C{e3zWng7fM7{I3*TJmz5~*`$=v(&qq6!(gOlxFzbw5ly?;NhaR` z4VfxZ1GDyynZJf#fvW)#Lq7yg0t9T#clE+v>Tn(-503Z0{}GrO-D);xF-Nt`whX%? zLgPVC)Uq|;h={#v-SMG(qZ|D{|NR?1JedIqMd6w*NMT#lIiIz}DG(X|3WMQ{#b@cA z(&KvFv{^FR=e3!bV-LabU%R5avlzKbIlW3-@Rg!C;F=RkwDBjCeoo=#m*b*JExjJd z(VgwM#qSRwbCnhb@K1%%8txw6^OLZWv19Cls9mQjsy1pZJ%Fg=)cxaAJb>PzV1!>I zp39marFjc-!T#~BQd@^W{Fhq*6l!5!_iZ5fc!*j$%!ta+@BukQ-XUoXtod#>a%J&z z$0qQnI4qbtoX?2YD2Y802#+z~7#Z_O&{5dva{0;AcC*EgZFuCz8y>8PnO|G2F%Oa8 ztQ&?mM4hg<@G;nFSLFGG@5f1`{9O&(N(iJHdZy&ZaLve${|a1a)<0A;ZxbhN$*+r+ z+cP-Prhy$i4;lQwD&0b>E=5b3dN=X&r5L)ejhU>jRuR0pUseZ&j!PI>jkE4|pxy{W z;iC=ys8Y%!{(5sS z)n{LCQ}YJ8D|L@8_BBRnS@7>^58H7NV{CgLoYuzzG%Fw;IyrN-M*c<08vi0?5mxBS zDs<4Kj~aLnf6-)Pf%yNh2*sM6H@K@@=&AnDt+FFM80;4s%A)-L4rL z!l=V|8`PV}uM<|q8f)G(tt?=q800=jWl#lqDv_AW<2t1ILK=IvzjH*>6nhrhB}q!__B?G4 zx)^(DB;Z)Ug(>N_OZGbE z8U>(M1X=7DVmO^RpEUM?KOa^Qnc-T-T8ZEvaemnsU}0dyyasAXrqeVGSo&w&!e6o# z!`r6tFaYS>vfPSdXioK?##{XoV@0QtRwJvi5*;$hf6gXI$HDOWujVFS8)>^#vQ=(x zR;!L1jtDzVgen_Q3=suhPm)GTb&>bYJnVXgSQ(h=vCLR^J94WV{Cs_(;{u2tzv!|r zZARM*ud{aq@#^ds?_f|u>yZ*=3&*pix`1erHpU0RoIuGaoh(-y^$ z8IX&yqZl&2->E{{IdMZuwjVXATHizXhl!&pM^+ZA#1d^{r{8Q907jbdn|S60z*l0V z&##aA6|%Cs;-JKG%pXLhx3s^09zdP}Pjr$-?9LF*&yl&6B zM=N%`3)mCv5-b6%HPE4gGTV#0wNF^PLd>e|j{#(VWrD2tqYQyIhirb3?#Cz1VT1#( zC@aQo3aCSkOxW~u!$sMq2XmiR_$Vmd7Kg;YggCBLTW zETV$E@pa@%;0*ifN~SoTm`Qz0V>*%6l$!Xe!+H434X$BL=b14JGX6 zLs4%$QpRUK(L35X6k2>Ue~OI%&C1Y{wD;)SM3*3Pz~)ne!+b*G!k*CkLMJ0wVugqC zpKny=)P9-gWcw~_*b!VDW-qf7qn@+~uSOSkIW6AV{~BuVs_gaZ&?>~8`_LAUFRR04 zmx?Nn^4JEhB!ajAY{C2YQ=L*zUXF}x%^_`0KWnIB zg>Zx=3QbnO2|4hE=0|gBsfQA_7|N#pAq!#6MEbQ(u4?AQai!P*v>Z!Xh`MASTM@ex zXW>WF+N@ez6Fslj=ji?ID_&_|~d} z>JJDNd2H1XRc%2^u^t1cRo5UMx0%>WoJ_{BCu5p#@*wHx#E{) zhcO=42b^mT3rw=THCXDQ6pe3!t7tvYE*0XRBF!rS4*y2FMDP38{yILOlq)&Jqih|< zd#C*=^6<-Xt9fzkQp{E_n}fY8iPM277su;=?|H?4WIfjW%<-StgX^XRb-QGA7cyd$ z`9D8g?i@}(gFG(M2z^+V#^&f&lLgzRy*)9m6Z0rxb@IF=({5@Nw`>k4R=>MU%a!d_ zdoXFfPZ)6VJa=S8scwy}FlaU48Erfby`OM=UyE#&tp;1GIo55EM^QLs54V^Y}1@#;TJgpVWoj21RJQGkhK~_y169HwLw87Z#-DK+s=7LPP zJ8uaAyP;3{%55zDx9fdjY@=-!eWUNdo4S9{GE}iO*~F{k!rl5wx%Aq)0b}30!d+!a zBd!mWy}46dfTF=68jc!|a!M__h_&-KNpzv8ZLkNocmewZ%ax%GyTMKl@k zEAo(YCggmpNqt)~RCY<7muf3-v&qax9+{jG46OkpWnoGAz)cCUv0!?d_o(;ohcd%& zur<=+%^43sKg37kH-!@$>=t9;#VD-V9aIkRG8?4qjqiPb|H_QoZ!?EEp=fv|SUT2? z9R_z7>@`TXyVZHb?uqx0sx5UPo53euRz6pJ_(j|^VXteg+CbKoUXni)cJlwMI3mF4 zptt<;-@!;tQ!%>Cuk8SQMaA2^uRXBcHU3l@D&XBnq9&^v1mZ-z1@d8II)n>NXtd!5 zyO^z{%WOhpR})w|2U(b>PiA%wJGu;num|LxAe#snQ8=oVjDp^*;QBVBc08IX@sY<@ z^AEOo9X8q8*%#(fc~sOHmoAnLT&0MYWk|$G1U0>qRH{2A%8rr2aHvsOLt0?AjU`e# z)84LZ{u<a%j4E12{o!IOB|}(Fvb$! zm7^F}e-EveA93lT#2s-)CZB1=;&l@L(cabm)!vUoU_12PM=_K}sEA+R*TADH-XsdO z@%nv|+1Zy(Fk87*13Mz)8!7M!7q~PB$cLZ7-8^(1fj0$qY!T}HxX4o*)N*e4r%;*< zww%kf6HWz!Dz*1Cj{|wN!Buz05-yO~TL)mU`%+kypTP@^sfJrJbv6wdk@pyirYksV zK>Ia)MVs*B=B_vO@94G z!qC&f$x|!LzWE1GGPI@wc0VfQ?aVl)P_?vp`Wn%E$g!Mgcz(wTtptYfuFqg84fBv| zbC`ki+Ce*?SV^@_NVe7!9J=pzXnJVxJS9;rh@#s1b8W1f6s#UGcu_lfnfe#V)#I)6 zhnAihC#AX(RwEW77e6@pm^}CFSO-!GZbHIn9!GF#)q>$yEuYfuas!TtLfAV7S6`qr zEX+A+7pSy9YF?e7Be?o_h?%<xLrU0or7q~H;$wUWuC`LCZ8L{ z*(ISh$_N8n77o*w$N|%Jvrr4y2f(`L)lxF75(iKKCLI!cx=qFO2L&j6zAEBO6`C(I zzK&`!>b>^l#%p`-&Rxg9qNn8UKcZ(S;T=-+6fh%!9dK&=wWR~cmNbE5mN1Y@r}}ZH zYaYy?_3_0Sw0zZttoZ(TRUrVPP`$wFC*yi5oy#PD&4CcIf6%EEul)0j-g* z-O#gT;Ykz{XCJ_V>fN((e}2tH zsPYIEe7a1JG5>(kj#7&lZqEhAuFw?gEa8Xbbo+(RMBt;@5AU*q7>50iVPTwK<LC z#qr<9%^S+n@SFEyHW-FXW8A!uep4r%MO)?g3`6V>DH^n?&dW0 zJ+$IUY_3+%O_T4Xw+D*&1$n;4o);k;dS=#}YI~|^tzN`6R`h~{2nce55-|r72|aA? z`}Zc<@`PGELM+O8Tx+2;+OXvqhR>@N^F(>vZV3&;b-G%5U9?$D#%cM-2ItLQlnVKV z3aMpaA@w``FPtJN;(be!*uZ z2v>v?Gp!(}R%i-B4?oI;jx(Ytp+$VH=>X7EV75WW*&6`l%D1eG@LE$$EREq8N-4lJ z7Dr*Z^v9ODkhCs5eh;((ogzZ_!b878UTsAeGhp4gNCs@g=EVyh^8Rdaf?NF&y*=8V z5d%9Z#^E{?J@@E<8MW~Nq@uYZ*0R7Z2z4sdf!mo}c^Cu#rx_qSZI@}{Xw$F~rr7E? zLpY=drXE(##1();ITemfjiRV4wH(UW>=|)<(tJ<{%@JZZNO=<8fle?*LACJB#NsUVgLE;Yu#f zZS*hMSHyrJG-|P&uTv$266G3rt?>YYFM6(j^qKYQC>XHZf~eI2Nd9rp3k(#)^BKnL zFhaD<1=C~~U+$}5g~VMt1j*(O0soz>Np3T_#JU~z+x`CNCQwe?%U_wDD@3k=TvZb% z-}m;@KPkTj{aCt)kf-G^iqGOJ>f)OxEpDaqwPQ$(P!PDoc>m4u_PHuOfi6ftDb^+h zRM~suM$-SUrxp_DPrn;KSGUMpNgW`)*x+*A|wnF29cIh zUx`)C;3?`q{h|3m4i09x>=CJ}SfLK~@xLXiH-u&3#IeB*Krk;5_LM3!WY^CE{#(d6 zF7O{lZ`p1Vy%F-bDXcTP;_aA_Q5nuFT!P9bjQZ%3y*}rY7HQ651|l}Mct8m`7xuos zIgI9xf{ko#jf{}%JK%+OWy4>$Xnffpq1=K*GC*Pvg1}~2+OsjdaE#Er#c&~OunWNv z{z9y(aUL9yFb_zeV`R?=S~3%YUIfv)h?k1+bB@bO^i6aJABG3pOI@uA`6E-OS7(RC z5AeGoXW<-0%r@`qCk0r-M~e*p-$g2Hf+8Q%HM*Zl#hQ)2^|3kvM)GU7HP^y5#^O!b z*+K8eyg(XN6@~ldQR^K75wq*(O#Q%KCP^4Nt~WGzjx2S2J){mk$-OQIExoTtB<6|N zXKjN7)!3~dnG}##1oRFe5tj}ILyY&in&)qM5eVh}uFZ;_2ycN!V zqP;jj20+-L8!W1R_>w}Qm}H0|bjN7x+|2Q@)p`eRqJx8Dr{e@f{%n--R}8(pws&17 zAu}C#x@oIA(?_vccBLyLH_fQu?EaFS>UL$_jQUtDw~>j)X%SAsT=P3)bzDpSU zcXOuX*zNvmRZ-yZY4k5+g<79Q$Kj3`zyf;%q4Bx>nYF~qwDt?C`peCDTg?!PwYBYN zY{F1C=nhA1qRY|ZrRS%`v_ntm_UzE~DZO`vTLbk3M0xL*ZY>6gbt0wq=Rz?m2=Z6- z+lyba22zjLPBr0pd#AZr=ITB1_OMrB#bXEa&oOIs?QgpFAMZTijH2%VBL$VCw2Hz# z_aF9s^+Kdi0M$fL^eI?04_)sj^R0mIfp(czw<9#? z{=npjPB)?PBEF6tA~YR3Z@|}e1n6_Tg*jEdG<82~jL?$(OA=MT&q$`eqnqS>#^4^Y zDd>q-H7{fn5(d(dnS8N^^xMe+2=J|C^u7YEhA&G^rHY1h9`csvPVWyqrO8A1D@~vu zb+k}AV5#^b%@c}Lx>Q_4Nd2;Zb?N?A=_JclzbMqLR>>Z5btbjU*9*E6z}H;Mm~L;XKdAAPRM|M@=v`&&GXO+bzF|OPrrIS{%$k4JKk}Rtfa8xjG)Pp_rmV$zX#Ar zkpy%R-+iCr>?z{sQ-cvm&P(2HOAvpXfCSN`J)wHnMI^|YX~$6n?5K4Ysv-%*anT&# z_QIKT!675Kq`V3*B6)oSVaFwP+rqlQ<0`yR7)xd-AT?pj5$|kohn?i(jnlLUJ0|iN zwiS1lm%5N_DzeS4;`a5^m1(J{h>=DI3#a9CLPwaO{wkck-(9hc7-eV@9d08$G%vEP z=HOBamCEqXAVSb+M2ji}h+Xf)@kt`q$2`RiTC`+~6>Dn)7|&RCmk*+}d~5}TO*$nx zqiyClBoUhw9?AVbiwOJVpNA$G9aVn2rc`&RNk4BnlCGRB${wkZiV4ncA>1-;N#7XH zy?+H%s@4chkbDz!w;CBY@g{TTpdMbmSHK)d!ntV9p(YbxGlEF7Y&H7&)psea{6IoN za7LyXK)hdZwU+)B+y(v>+;v%@CdeC=P4uKEbV?-k%=&F14ix}g3&>7zyaoXT;LYd! z>fj3^*aK$}HD6(j!uZq&zdt01sMzCKsry_!1sC%C?JVm#*obbGjjgHbtl`_krr=t& z0x}Zz`0?9twkI}Q2Rvn(YKh{sX-?|ud@?o3f%bi6PzRXINNMRt)*;>u@w2)JD@8urU~ zYp;HrV4~r;0UJQS>X&KsdI?mkE$gNbMR*6jprBigOzrezrC!H#*vW4l_cudrKxP$R zjy0EV^7A0~I9_yEbi_ay&7TZ^0+u^_ASZtnt_Bm|@S#N%)4zvMe&Q{L%e%#fIE%f) zlcU`az17S3Fu?s(?0>b?7!&l3A!@pnk`{iPWxytEpl zNZ>K-g7M^?%ku{(g6sW27BLNEWRM)-U1N)s0-?qyr#B0I!kBCmD-7B6O}>gTn7R3o zy_PTDKZQh#Tw=9M=8_QYi?3K#`H85~5}F{zKUP11p12`Gp?eVf?|FzLFbGOe74RhIBMHyh9fYFEe8yklr+uWL;FMa=Zz4v~;PpiGep=?IU zLcj2?a~5ff9$WL%HCcYYAZO=WKLzn8&1UW5_1gM?KW@_@jT7L_fF;&e38%=cZWKq&0~{9o{@YMnf72VLD_&C zg|5jbH^Yt%E!v zhRVKG35w)#-+0KyW9A(`hC}($Me+7hK^I785@^>a(D` ziU#*Ca5*5VCKrFMEgUJK{7&OjTR&b7JJ|&MRc0NV!TyuZSnamDjp$n<)d1KiF>`Yx=d%B$axI>lBG{4ZUD5cl-)9uh$yt* zysbb*{+UfcSv)1wxy`Zs5m!kP7dY&>Li<~(Pkg^C{lL=8%rgwW-n8JQ5PRB%2~zJ) zc1F={ZZ=Cfz1aA&%UHCxr;8D!CjF273d&Qunq!ww`;pw`KZcRL3X1T=#-riWVha%WAv1eBw2G^wrN3ZWA?zj1o0!sdk zb_OU*5sL(sO*zGvCr*Hm(!r%B1Qpwo>f{|$Yqwi8dsP_}LT_yKzs}f2xrpDE*dzIR z(fMZR1a!M>41895Qncn|fGs5BBK%Jfd1b&&4l0^YLV{;kQl3{Ig%F ze_v0|74w+y+HSV<@>=kv=*4 zE?R5S3GwI{7CXL5Zb#u0#k7Z3F<)tcG zbfJS1s7mHNq)X3oyJ#QBgBQ_iyjhe>{&@K5TCn7{bb`nse$qp|S+A6E7;t=hYG?<@ z!s-{i&3v#TH$Wdr$g7ktc8edKf}MS)E)7`TEx05rqDsM^)$64NV&_i`BEx7g_x{ylWM!I;|0H$|AXh@O5fPrI zVHPKJVCiZze&!v?S2)RU#~^g=GBda?u&2cKL*vxD372F$)d2H-OqtsBj!S1On6kOf z0~?CI)8~7&MWxM?$TLhvhnDF3bFWM<=u->`@y9$uOdr}1tmbn9742)h=PL0&qG)@B zBMx@-q0UbnSRK~EFp_v4BQ{`W7-u|%pYykWOPdLFoqX%s6TGjKVr3n$=VBmsG5U?Q zu4L?T`7B&2F=ZTp8pWd?C+pk*fTLw;zN_?~#K!ZijvP1}$tE%8_1-MB4{9LTp5RO1 zDe~jw%R7rf17!Dpemj=T$QL5gR~a2%c2qbZ`M1u1c_9CZn$t40<(@a8nR^a3OtGUC z045j7(&_vwz_+XXE5L&^%(Cuc{{G8eVk7FJ{T@=&o}2Fna}-XA^ZMNiqDrc1%g@3Y zQC!*@9Qf~sLttF+8n4Y$ zZ(OP*Yl%xE04jh&&#rGGPt8r%q~73fU17c~+=n3U>$%It@r&eH9v-{K&yKkUzqj>5 z#y|QSi<7>>cqvSzVjLU_2&q8yz3;$2;ysYeJcPRJZ%IDHVwu;@77gY{2dfx69$0YG(_Wxy)(Xn5v3&qpUqfTTIc!%ua95M z?*BU51!=}1z9Pp&=!r9I`1PeGOmC)1#9e5XP;X`zozg?J=ur`gf3?p?xp4YOOIrCl z;hPdnbjk;8)27AjjM3xXlZnG{G?j64>;VZE2U*pSIc~|s+b@456085BpY7+@Ys`B% zCX0)_#ci4*bXUi^DT;;V+9Xr}Gtu7ulH>y%SS8oQN!m_ua&~8mg7(pv_h!1inur{d zxlB(Qem*7{yzUKYnF%KxAPX6F1hR^f!4P!5+}+hjr`l*hY3iD{MaJ*(-sx4X{16)P z2-xX__XXfza=cDEMN&VjPZ%dJDE`-P-5RCngKG&Z zQS}R#Ztiunz}LGab;#~X*;{4f6mUj2wAPuLYtffc+Ft`KP4UFK(3VPOdFev*p}mM zPX{rc1R?QGcE$3CQ;p02cU=ki&Mtln#pA&ce))~1Dvab)f%=0d=Zeuh9Vd{lxZHxq zY*5vK4{oXZKdBXtgNp}&K(Zt6-#azpUxEwhm5Be-i@!usv}4X&c4CUDOISE!q=N`Z zV|2a3v>U_^Xemvk6fQ1P$9@_IU34fOu9&={-2@qsz<@nw`#I!5)d3Os0i#@-@eDFI zcv?gOQdF{PDMd2-LIw{0L&@F z2^DtsH5|NnyciO#hExl1n0F+wrETJf*ZEyCU4Gq7TPm&(A40Za+nXm_?7J8sn#ZGP zX2Q92#?w7C5c>hUtOAZriSFyOY93fcpe6&zCV>;e{bOJEPJUSzTQd)Zm9kbe-4^ltWQNbv43+^t*4_;sA{qS73e@~Uzg35z|&??%= zTB-VTIkkec7knZ%YJM&Xva~Qhv*d!yr8>|GTAv|X_?|zP{)IE@**)NM_VrNoo!7GT zWf+TS>B)!QhZZe1SArm|?%EeVvaB;My{AHl8U`Qo=UHt)90v+p&$A2u2z)ruDnoh@ zsQD-Ux~j4QS&%u)s5rFvZGV&#NZuJn5*TqL{vM3B5P73eTlpWile<|l)o+91pRgsM zKUb~WvyXUt&+i&n#(n8LglLK(LoqRmP)1aMJ__jp{wPN{QeA3a-#Y;9R7kRMDn1fE zDK+G=sYQ9}QBc_!lw+v)}pPpy<4C^k(o3d+YqJrNz6G3%>EIJ#ExQC-ECOUnDVM z6bR#;_khF-$YvH^ghhhEIjwWW=V3KO*_2ylhT*JVk77Rb73<)Xla#3kt>Owt&aY%` z2D1(zb4$wr2B%}zH+n)7w~o31W=mI8YIP=n2#i1vC$l^ozRJFBCNi@tr3T&a>5u(0 z^Tg4N^7BzF8J|1Dt%BfdN3nTP_wCK8iX>;K7qD)XsWUepeQ~!rlW5UK$n4$kABi*PUfVntE6~#YK3Wd*@_vdU7(}GhR z=oW%k=RJF;k`YFkCCB@qG=#c+6}dQo=`+Tp0cwElm3NHbc0ZWYI>dnw||FYt1! zq0@SLoq%WZX;=h~%!8owQ+RXlpH37KXB?JnYWZ7P+7IsF)^WxC~d#shI0oXI@ z=aT`6DRMnBbd-E<&-wqDrCZbuD6S!+Snar9D$Qzd_5686stNcTm-bi@SDDsZvm4rF z4(zh7%^jn(q(vm#@POcH4`QbS{Jt3qOAE%aQn+;|nh?OY9ojEPapYAzAL@*kuN!Sk zpAr`fzCL7CIzJa1!=-8hIfVB@lNvMjL+1}Z^lkqo!qc6`=sOzE4Rz0%c;W}MzN*rF zbA$ypbWuymosyW-Zmz!-0FFC~C3k3tx625qMwIo&9u-ELEhpOE*-Ermx77T%C zAM49zq~_pCMHND(Ah%}B-m>R^{-l~{CH!TbW7C!Hwn`!}0cXGzWR(pZn`EhKT~p5a z;lu3vI1Uu%@Kp7jxU!=J5DXZ}{?aH`buk&aL-Qrq{|-WUEPP}cvga0525CgiE&pwbW$(pd7 zpSdBBQMWpgRvg5_Hk7&Oh)KIxi+)GWhQ#^@I{8}C$z>nSXl5Nt`W9j;KkUk995ui! zc6dEmF7N@Wx~R0;@45NvB=<9n=T%sVb*^9dWO?V@jHbhVcZCUx!5BC7{>QR#eHR+6 zsE1N5PS>?zrqou7!aCTYG+EynC7+AciSD+So6*z*Wp`{#zimI5Okry1QNgq;Xtcc& zNg4BFxqj;R*oZ|xqE+uu7aiH-3K<5ccCsNaJX_Gn=nd6vPSn++Y;t)Z@Z}<4$77y5 zd;*uto|LC6!+Y53fcWcykihuiv_VC~Mgu?o*h`g;WB3w#C3SO(l1X30;V3Mhet8WrKYhM`aYDH>wbT=b(#ksQoZ zV|_IE>-tpM+15q{*Wps4(2MH#uY{Gujp4a0JoCs77(S+ z@a{im*>S8C@n7bt+-W%}HKW=5$dm`*^{|0$i&iL;oK2#!imo+EVI^Hnh`Wi>Xd85kX`s#F>qq4v zzw_-#Z8fFFeJBEVv?1RC0enHZu9R{x=9bG8(0AHo{@S|aF* z+~5#dHG7=SRax^mARH^G!_*)aKEG{+0f3calP!Arr$mdzz6e2#yP^V)`sCEZR2r9T zC;we0hhEJmSD!f?dVdkZcb~7Uf4fx@_X>;tI>!hW;jErC>9$(x6h`jvl2rO%etp;k zDM0ooVtoG(xXSMbP1<<9Ug7ra%aaCb3YqvN0NS(%Mjf^tzxsGNUdTPJ zvrcA2sBN(~p9%E+p$NT@QroOtEVu|GxG5<&4no@uXUtq2ANp3O>p(f`zJ8zDS6@(I zDYzKd?`)BJ(&kLw`Y>*X=AOIchd=c9jN7staL2E=0NUaR136eMm0C{%ZJ0SI!P>~? z%hWn!J8dyt38b4cfd!J9lXsa@IM)V@figGy;VmXCz-nQu5@b8{U9$lYkkuFd;t0!Y z3!E&ajb12amx z*rCW)bi%;mB{gQ+#e?6+#Qb2ak4RZuf6GDBKoR;3B6#{OAlsp1n~S~k^Ik5hsk$bN z`nE>*z5Y{0owYsrn}z+7KvKY9`nZ3_)BG(=ogq8T4@DM-gcr#`!H7mY@ZF3YwG?Yk zXP}5z^qy;g;zJJx)hC-pCa>7yMx_pKz8U6lcTUB#%f+GpDqRO$aDhfS$-i_ru6S zG3lmHgtGQ^hmStYc8E~^EsowKWR3MvhIc?CxgDxwi-Zg>YNI}3G<1ZBYsItnxEeGf zSJO*zGO5$Zvg4w&b}tbPDoF0F!{LY{0bKMtW1fa*=(YaSFQhe_uAab_D^VocyECjH|!!qn}AqS>Fjp+z?CjpT$blI{0j>n9a>(c3tH zYu0*ohFuMCOgN*bpaSh-uK*WKfQIHrP@DkC^p z)?yg@jdb-w@1x$^WH>>>;euE(080>soCdr<3)a=ZDfImI;$t4Z0i}rqh|_$ivkhnC zmkefoTxWr;)j*n=YH=W;l}|kL;dS{)hl=lhVRlynwJ3b_DXrC9u0$BabSkWG+7NHK zD6)K#4UBns0V+?~3Y_XI41+%eR2}$dW5_&0S6$zU-s^|mP3U0qCj?TF@E*%Zi z#}DFi*X3zp24of({>_r5qrb~F>f@(Sd?_4?nQzWFFDDb&um2QF&1|e}* z0)QQY(E~LqhiWLQOe^ulWh{=$YNa&=ELaF$JZxfH5693)O6ff)za31G z?AvnutM)1US0JkWOfaKrrHcJGm$)r%@5FD!ABz2M(ki8d^NZ(XQYQ}(D_%(_*6qhH zlg3$<%|&$cq`Hc^(-CLQSa(QYaO5jDR5rY^1J=4x8HE!}HsJ&CMmHv?97aK!UQ;&J zN0DxGD#Mm<-*!!NwEu9d=&t+g*vWK{{W3ow)Ic|cmT*j1rH*g!7sZXW%ci{*7+m+) zYQEXS(tIRPHmNpe+P=hnw0BF%xOq*JWY#fn6Yytnu9s}ShCQIj4v0G&rvbCU+?yQc z8RVu}f%3RVDiK0>EujZjd0Ge?{Cs$9uUykXgl1vy)-CQdWs-isgefYI?4e$CRu3Qg z;jHgKsZ8Yf;uU+^!cx6l>pe-Q;K0@LIC1#MP@x3lym;&e{SBhA?o*`{zQQ&v?Hy@d zZ&0mBGU;kOfRi*T7u|oK$|qiRzZJAA7pBO8M<>SO;dayMz+Ve9zhaN59^##2!P%)P z%iiJ<{nhH~jv#+B7}e))dR59;z4yVKDR=p*d{!)B={xI?iWMl)W!d@a`b4-W|HQe) zc5_tpR0E7E<4l>j=)BodSw7RSYnv@vGT32PsTb&M@ou$f_|y%{c$Z0I*y@k+J?!f^ zh4pls?(R|lB7|ZCtM$x)xPF}60WkL_{Q_xHeU=GI$sV91kPltQ{=*Il*X77}2;nV0 zRTP4&uiTZ#fB^ss{zr5N<_@T3AX`}SH`D0Bm3VfbpU@zLEbVs#*8Hm;(gGDXFv@@x zi2l2;sIBrm($-PoX_u#ze1m{}e{D3Nw_2ZRER^84Pu)=!7OoZsBhU$><*CcpU2a6l zcMC+uXx!$kY5U8U!SRLY)y-#A9T!Fb8DFR+YY1&R?P0gBEC1JyP1 zz9&WrmB;pOm5h@7VKmu2#Lq-k8p>p7X4g^i$~M7|a9f3PQ(iX`w2ViU{Q%{e77zZ* zL02$e$YGV$H3^iwK?Yc~??B?}3)s@jfjuzZ0$lmAh8!V{4vBEWYtSNUU&dKO97sr( z+hgpttykI{g(~gqIi}De2<>e|3doT!Z`*<~rz6WX+qe5Y408>hX*q)eFjdP;FzmR{ z8?Sns?XIG*u7I8I@3tjT`3$7O<6oCVu1j7XNt`rbPL^i&4i!7*&W90pSfM9401gwf z|0!GS+cH`{A)e3DUm@JP2;&vNVb ze+OWU(x1H4-Lq`wbAQVq*9j(u#)-x#WEAyl~%8z<|7a)&1XE zxKhp9=0$01mBu=VDBb3L1*gtV#y`o}p#>FKRc;avk|8%OJsGO9E~2%_;f|DxbT>1$ z=jxv8q+{AN*Y9<)zuEUezl&PD)CD{amQV)^p=yo9dzzrL=J}u49Q|!fh+PDRQ5o+W zZq)MqlP2Q!7wnzcrFnHQay4=!aqttfLJraUxq^p;XXe zy)N>aLR2>F6r?!-h@I~77Hid`9sJDU?F{PXWY?Kn)SpxKf+0_zo86tqZDr_8&%>GV ztvioc_xmNTmcl2-$E2~TLb_B^HMT()FE~axVr_(+?&4mb{F?qye9HHZ+E}X;UM(j4 zNWK6$Ft89zk1A7_*2UZFjmzJZ1=}2xO4W{_o%B4%6EZ&22kNW2rB>7758~%!Bdddf z6B&E&tCrLldSE=#&4eH`8S}agG;`)Y!ycF&4yS@E(H0a_G>il1!B#Mt%Za>DN+@Uw z<~;?6FCfSz@VXB%?^y7ongi_k8T!U=6ddjvPi!%s(=FjF#=m8h@xA7%<{y_V0%nr! zIw#R@dpqfrQLN3uYaa1GaH4m50i&o|+nudUg4y+ao$#O{R>sV38BVVv`e(u4{n}jR1~^vW){=0$J{)kZ{lZa z!pFMKz|d5#qTr-u;l}1Lh!-(R(_Q4Rc!l#{;?;t0#@PW9lcP<2X~YO-G_f~(5|)!# zTHGzVwLi|YKYglr+Y+DQ>{?~qqCDv{awkwjcrL4VZ(;7$VZ-8Y(BUq6jyOY9aJv-@ zthppI@D^K=V!XU-+#cuYl>-cUE)E1qG@!ps`kxdf zJjiDq3s6`Skar^fQ~ECYAdNODHd5A_png9Vw7}jE8Zk{9Z0erIA?QDmZl?XL@WE9| z5vxLf=zpZTh<``ccM0@OuFZ>JxN^OTSHj+ylUW$s1Vv3U187=t6y?pyg2{FT+R=Hx>4Q5_mr}Sk?{@1R}8(cc#v1__c1S;MkW;P}102)G9_N6<+< z+-l&la^N(&25IQ}G>x=BS4HdX{2~NF6MlCrLD3Z9_4?n&<9Z61Jo4kb!;u@GJ*T>9 z5Zr>!PQUJYf>5>;Y6DMQ@*9xb?9F359|uSpy0xS-AP-C**l8E&%A^9|G=jv_yW zDd#TG zJfVl{>dX|s{NJmH^j|J4E|A|^QzK~GuFf&)k0datLa%0kI7^1UKI0P_M(}21X5|<= zK?h?Q8uL?=3Vp>#F_a~bWUhG#tPI;rj_sPOIW=o>%QFAF;ELh>IgU;)|L8(hWrc54 znP~5BTypz!`7wDVC>g!22f2U33dw!O$ka7~pT_-hD5;hi+1iev>`pM?GnGGh*%Q>l zzG#4oejn;SqL~P3H|2kABcrYG497f=q!0Bp0jbj5H#4tkN{$|t^?acap-Y|j^Yc+$ zA=jgs-OdQeC6Zx$fIk#}`<^H2t!*2p<-ABY^d@B%sVZU!(FYTkNlTgz~0L)9DH*T^;a0XTOWQPGm2YI>?x(=^9$576`}4`4zSHk z?l8lP9Z_AA3*{n;D89>#qSOGlAz|H#9+tl5UG8Yru}@Gi)u^&f)BGs#4svh8Qt9qH5$qV5fA=4hv)@Lxkrb#z=$6Bt% zMuQb>deyeyvl%DU>BJYXC#7NF-8n%zOnwW~YKlokR;Cv>$QFrr1 zWV&d!<8K&p=SIu+?sz2_uaxRowW)J5|A?WfW*Zl@F@6NG%G@XKXJf6DZ=p-p(Vdra ztU|OM$0?)5F9Y`$Ti`BM=jutQy~Avr z-V5V>;tx-86=rOi>ywC)nNS?a%leXFj zho(qZ%P+MJ@{UP|d3{NCXDlzQ&8Ixi!{wq<$5!sHga?pTO{!6dXjHNR5u>1)sEa6d z?_6OYw}(I2+}a_+l|cr3-DSSH2R5(w%<9VVeiXDQc7suYGc>CGj^0AizU3}kExxb9^A&U)!yaR6}wM|Sodks1TjGC!f5)@HY~Ds@vDCltP= zGov!+Oo@rC_PKg{;i&j?&5ve8j}lm=IYTuGE8TWd7adKaTm3k98#`5+Iw~9BT`ENh zzRm5SweSwmJ(gY`LV-S&%VC2QMX%SE@>#JUl+={)hE_XuMka?jutU^M-&$YMZ8sez zKIkmhQXdrFRwr~qaV(q(B=p>U7XqyKAGl+|6RgMN6$G_D4in1cPT6+4{&rzYihqH~WVUuu=&*?vnqXVN;ap6SJXs#PkVWtfX~`Qe8)=@tw% zyM4|I?^vXtwp&CwF<705K>8gUhZ-Eq7bnzwIR8Jg-a0JG=6nHoxA==c4WhXJ^tC*@1bk; zmJ~A|CYrgv+yA(*A;9Sm)8EAmy2g2qda&Y}3|T2lX}cJCI6>vSyV#l=sc#x>IN0hz z8)>>*;V^7ExPc~Ui(lX>8Uy(i#tXel!6T;)KBqO(k$)GMoxA_Jv@Lz+&28lia}AJS z!w*{Hz84nLQ(IZe~6vWi7?j;Zhg<;=ZJoQ zwlY$$!=X@O9MLF^(;hibl36=pMQuoa~a_b`qG8@?|5 ztA0qk`ctYk8(t{;0e<3+$*W2Z$aac0GE+C7D#h%C;!C_S3)<`sP%?&CtxPN`;F#mf zHtWH!uVcj*=8WAjC0*CLmA<%4cx7G)Y}fXS6ynj+5-+@VHP(jhk8!ek#joIeY(W0s zQwCQ*xkCiIL0*&M^Xi`87hZilD#ni zQRc-33s`4=MV!k+0eL$pG&3H7pD}hfu zAO{+2`&!7i-rZ0YWdD`C?59|a5`-@iddEGj9fT%}ZpvEFQ+;|f3A^#EaZlB1t^mfl zvi-WlecuO?(V(s1COZnc-ZG*yY>&S*k1NHJCsQz?ri&#Lu;_P!PaoIrd>=Oi7Z%a| zX>Rb7AFrh&8zbntaMWgb)zxGwMyw+*5Lm==op7c8rrp+KdpZY7E)k=s zdtsF}f%lY$iU*89E_&&|V(p$_N`1Xz!311xLqqEJQ!_^H!QnN?0ACVDP%L1Vbj0`F z1fgfD>7}IUfcd~3G4G{WNZ^`r2)bgXsCdB8J^XeuCC#L=R`wN^vj0>6(VzO?FDHb~ zQxzd$Aj*lJHdL85jGp-%Gh+y73Q#(68}O!>h=nzn4RGkk2pLpr|I5x>5LW-B%RQyH zdv(v?+qMt(Vc)v$TqWXH0~|8^{VZB$FOF{eRD~2kA97Y@y5!(h4(*0d+62n z%0sY_c|~Aik@md~p7jGwei&Sa5t`~>lIo>J!Wj~Xp|kKjOz2pjUnU?RU}G4@<#k?H zQBjcqLO2xn)F0+US+lZRr~qVHX_AN!uMp;aFD(%hpYeT{*2kNhtIe6fp|k*lDZSzm zQ!JAJu0#)rSAZuC>BUbK=91iPb%7EcuB>Zv@$$BYv=aoN_O?>Q$y3vxN3TsESv0P! z)K`42GT#4glC^AN-bwk>;?nXpJ#9tjpYSYqz94&J~ zhJp!i-h^*DKXBG|Z!^ZlX3fwb^F|;XPeTShM)Z);l$aeXhB|^z*ah?JMrRZ|%nI6; zMNwXorsb|~F9?c{ooB;g*ysvy|4Vhk0*&iYA8NCIV#IK(v%3W=T@C1D@fGZaM!QMM4X<9?LvxDu(Miz!P>SYY=GDPYx&$ zM%g(e2$#W5E&H4SGDpDcH^q}ig_%qjUFM;dY;hyknhL4Vy5pDqGsmL_YDbQ$KM0*5An;mYi<_Dl+&|lJ~XQ8!hfd?{~p0T!wdZ1Iz6A9zIYH35mss| z1Uw*2q|7z#aezj?VOin!_-n!v!^3YEM~05(A}>UQGz0Iu`aRGe?;|J0>4Q6`tJm83 z$LSV&?yz7|W|UcpQ9mIEAd};^7g0e?fPS%}6}YRB?|G$xOJVUlf7mTDp*u6M2)d*l!?K+Fu|6qW3h(YU^3hmwVV`e)0G(foS_HRB1$6nNZn{yR6VNav+@pve4O0#pVa2Kboj%3S2VQ89zq9 zz7YnZ=wh4#)C=n&$=(zxXBS53&(EG%J3i1IA1wDixB5fZ+ZL}q3UHqkgZm^!HDaT| z()#?~umZs9a(JV{7)0mHTQKCH%m?IqA9j2OkUV8iL3CJ^Fp}9pq@>_aywtCu79KzY zMM(Atq>AD6KMRO*Jm<8V5JAr{kz3a$~%xwHufK9BzH~>o56SLb{rI+5`w|H!|5T5TZ3h2R?6jRLfa2@ zzqco}d-3NbkSJ=~jj+4D63c_Uw&l0H?r%?Ut?RH=!oOj$I~J%;owdBN!O}0Cd`UHqz3tR`2uu~AfG;OHrX6hjP66EImL82&RIxAq+ zSaa1@O_VVi$InImMD| z5(JC^+Xr#*PqPh{V$hcoq;8`7`n*uKV+dF(JMOS4w3hweYMB?WV;#!l95PsBe}k?P zK5=8cba%xC-*r;_JhP^N>}2qUZ-eJiL$5G(v$)}C-~vo~z$Wne9bUq4oZg#@H8Fp3 z@oQ1Qu|?hEHH@>6cZ0kLcmhkIJxI_nKSZ0Rnk`xl;ucjtmJto&;A5KNOur8ozl=lk z(7}(8jQovkVsf7VkdohcQL8nywb_&Zp5NP zUH`J1{V;t=Vyva;pNT;O&uIC5-1DXwTOT}26O-mm>)+rqvJzA6MZeGRIIlYlK?QWk zv2+I*tM#t^@#Hbwa!($lFl{B*X0VQZ<#(&2Yd*3#xc>THzqFvW>ExMXcQv9Rrp#r0 zQt4>&uPimx0zwX8eKjuyUW7`OgBuT0o=ZXbR0y1*`J=ctd5e%%;B^56r3{=q!tRv8 zXSnWv=%G&DlKQIB{6Dk7RnhNkiga!0 zB3cUiX1>Q01r7Vef&(I%3i63fAg%t=#IY_eNk+pu;~5!fUI5J9b44u#@ci9vF(Vqb6~)Z*nZ!LPNDWiBy?J=qz-<>JKDsku+p@qQ+&yF?}ql+2kaqn)&!*mR*OoR<{)4yFpb*r&UB4qM7$s{i z#HgS83OyE>=+g!Eem5`j-_mkGDJ3isF_m6tAEYkeo47W}1CA}n%peloL;HrN7|W&25CYjNnn<9mQuYRYip9|b#7HRSU)Ds)O73@##LqwDg@_7qxk6Gg7j5^DC=-6W-DDFwCdCguJ1Hn_K_d&ljXOk-4wMUv>IBv9Nb!t*4LXy+BP~e-5=-_L zQIXbBpQn(6a5PYL`Gpbq75x5gB0VGwECxWeSBJbmkHF3o6Mk!NS_WE}Rcfiv3s7I4 z!y8%lDQ1B3y1Gf#>tF;j?IF~2``kupqUToSrpQBy-}g3j&V|vd;ocndQOeqwE!b23 zf$9V->N4p^&$Yrk!NQ79WP4vtcb?CbvgnrC7?PlWOUN@Ic^QS?M`(=g_aNR)U*Pn8&KXuKAVh- z%Rrt#HXBo>y*kwin(Pq_n5?)Mw;0KhG^EV7^(;EI5{IiWq8nmkJ4_i;ptuf`df!9f zJo?Xa%d7%6^tV}}Z$d?g3NjMehA7}Er8`rVt9F7%OG#R|(@5fd&NFc159Cp8PB=D} zw>GUkEdQq(P|q9Z-}ekQ$>DylV;mmnM-rAhX|nULW`*Y@&WVdAdp6T9Syvw49^EZ| zExULI`diyW&m6|g=}kbx+*F02VUJ_f+gDm&b>j5eO*>Pp_e6K4z;7EqzfUwYMtGY%(BNsm=3QXgUyF4YF6UV;pLGQn#Ed_{ z%Gp_cnxHuXbSL5x5^9e36CA-#JRzh+ge#J(6MZ!WI6z2W#*H-rbPN zU3O6Zwc55S7uS|O1MqvamoDxx#S5G_QTv`cs+4kpC5IJksRANqd+=WdR^ka>w;Nu^5MULkc_33K9dY) zMmL#;v3)xW-zW6%oykoh=lNstWRtyCNI9RC>LYGl{c_8)YJ0Wd&p)r&+j{qgbN^ht znL68o2NO#Is#t4vj8dc!bX31FT~LiZZ`Fx&C^*IRf?YF87L-;d`+*PfKe7Lhj$DVb zIll*c=k}XD2x!>a)9wZ$y4@&MQT*6mri(Vo#R4m5vf0lmU^AomQulgu<=gQp1*5w< zW)%D<^j@X+_TbH!yLjEgxg7BW?Z4WG104oop z*rkQo(2d8#FSrW(j}B}ddYK@NdFvNt=V^IbpFdSu*0I$IZ(l(|Zms6b+PS1&jqL4u z1DnL%Z6#mS1p=s_n}Zp%(ujpYhCfi^+`{aExM;8b;!jGNkKLNX&FL1;Uo6esTSdAU z$1Hy=U7Aku6VYEsL3&l`ur*(~Z;2yozZ2UoxE`)ns?ThL=Co(T0*a=U_E{GW-e;(0 zExSEPs^jLmgchHDE!^s%H7{^-$-Wr4jhBF?NQ7{I0>epO`>MT_5*c-W3Rh=i!O3NBo2~OIYtaM_B4C3u)1Nk8)uN>H zJIeS{)nlZ@w&U6?Dbu36R94YK0H{l`C+f1}jwJJXIQT6%%RS5DcJ=oZeq1xzgSC*S zJh?6L{l9glY=kkMAQ0xFP|fTu^>o$e0*Iy0e?~GG-r2=_kMnotJ#Id#9u`=(6`6yc zl;*{}@9xTDu*hXtu;+gPg^f=1i+fnGg3;a!j@b96q|!2|FF>NjDzt+?crT(+?mx`C z_!yb1V(1NvgA!7q+~hLQ5*LXU0cYe*_p)OiI$q$NUT#1(iY zR01vn>tkJjb{-ZnT60)SBa?(%!HsJ!CNB_>?I$WN>%rhvrM^0@(wc{^4#L&~sCA18 z#>_iuNV|lD$7A|Fz?Ad@CS=jRLI{E2ν3ikeh|&o_H}U08dAeEHw=wP6~Y1r5+1 z&oyEaJ7+(>dkezex?*_NPUGv zH6^82Mw3L^(iB>9miUj+yyYAgM@ifKNji1~1XGNGl;xi30G)Sa%EP)1(t*e=iBcl^ zee7MwJYqix{zl+>b9;Z$x!(JCgKR(en#f>W{`LsvbeImqou%n+e=L*9F^g$E454a$ zxeQF9Y`8$cAAl+}cr?r-F}iPo;QIQ53Vfvqk{O66)&o4RY~rl;XLHnuyW3Un*C#E| z<7za!>l{go=k`jss)9Lsge?Q9b3aB2BhcS+fTE@3j zsr)mm(I<|V?+V9p?{ZYG=AWKP9dkLHd(g&@Zotgr|dLG(x# zbku<^hxyd8-`SE0F0MLa$Hw+@GkavTL&h_|^>%ZyR<{L6PlOvzKl+Pjgz48lla-B*A@(5Obf~D{0oMjHc$qBn7J&xOee4LH0 zJr>YOZ1cVec#QnLa{Kt7LA?e`)6QJj2{oe0!3pcC2q=>GwVzK=i@iZJ{f|S1H~01S zQ=x5MF%pgps0AtH9>P-i>k}1r+J?KyGI4ZMTK&Nf47+a*T* zoT%vE^kNKL%=q6POp1H=z`|nK=1()>vE}g{uIn#p+1x09AKXwB4bXyAJxrepjDD?| zgJZ`DjNgSOOtc<7->Z<+Xs!QXxTi79gQJn#Ll0M`_N`(UX0l{qT7CRze>k?zC|-VR zaYTXVI|wZE(wa(3(xnr**1=XM;pDJi|M zK9QVyoXiyanRBqZ)SU4}BB2T#Bicu}XvKodgWd9S=%D23GR5gY*-*Lazcyoqf|6&p zfzmXAFR8W^|Bb+G74FtDb&J|~V~0{IqgdVy*me3;W-2&ToLSIT#YUsLK_fOJQpYo9 z(1!aZFL)3BXe)>%oGpx(%6cQ_2|BGQv)0;rZV!<^IGx=_EK5W#$9A$9S@!32yjQlX zD$=Asl}Ab;3Qc*dXN?vN4auz!5rmSb4Xuut_qTY%!==5CpNxw&2N&YDX|AP{WXsEZsyez%W$Qvdw2C-EkxZmE~!PPY{g(Ztf&6cq>M0!=nVDBdY=p-&Shy7JwP+Q(j{=%1aq-1TKtK`+Uz z=YGZzd|yL*xS^la$WsMsV9SgF%lHS$?bISMZYpTUjOixIv1=evts>*(_esW4#4+nQ zYQ^3w<{tA8hYOb60J}Aw4L?@5%vtg7)44i+;SWBg;X8Rq@S1;mefcILcqqm4wqa@H zGHa4S%X7ElzKxea7m8TS`3Wvfoz9sh6O4*9#Eh&!{cy-niW#|NgJd4oWi@M$ou9j~ z$ecT0Khl4A-!1v9nJ;UAI;Sg5lwkS_FLZiQ@NQS^;1?M?i3Rg*ZQBjg zE~CEHN@|;$i9yze(?@p<+FZnNLNp}S*xV(BhIFJd6fv~QN#j><01R18st!uh+PWH{XbD7S+}@@#p`Ipp*|Tmb;1tIjnNHNp{iTT(no}_ z2#3`!cI>sX3u0YxVDQnEJWZ7$s_0`MUFbYHOjxSJ<`-2XnS)~Mrd%lQ z&pY1c`Vi@0tX0NJ=6D8FMZBSI(@d<#;4MDB6!|zR#KI%)V03Bb`~8_nG~`_`cw_P& za#1;2B)K^>7IaN~SP@-XOdR&gE8%mlh6S!+x#C+Iw!8BopOq~UY)J4;KxrGP`GEMr z?JJ-;$CElG*7 zi)(KK*&i}#3~^|&68))wflsCLHmQjUFF6&85_LdWxRK}_r2*iE9vN0aCea3(l(FXf!I|Z&R zS1(;Ql|#T+pYTwMEAJy+)#vNf8go4`+3 zu@xK5=CJ!`tchJ2@pZSpU$!<5xo4S!=XqDdHK= zFhjh|_5<<6g=PM}WnCz2@_W`{(N~dj{9{AYt3=iQn4#AK&i>5@1BDy$a9Zy(%)trA z))eIVz2U|}>k_xX#AyR|Zn`&0%8mlfZyok`t#2kjsP04q4$bd_sMq)u*Qi`7Q6Q&g^KuwZT6*tmIVvMFKJ(Q zCGsT#x%XK=zRo+rAk0Zo1?E`k;DUgk*gD2Y3%eX{N{uRCH~v;Ec3Y;csPD~pc6efi z_ex!$@tLEgrdtrW9W(pekO>A6YEy>grTrAB?DlvCxy|Q9fN$R-@Z+lOIIZDMA>xiK z+(#ReQx4bpX)8s@Ouya0dMV+iBw1$0ZBN_~@Y81{b!^M{Y9zR4^6=5)@^wJGsvYUA zS}+Mqa+uFEx=vO5o)OYQ+|L>?oClY$ZmktY*b0FO>k8V9zAb|8n76&_el;Y=<$+{^ z5@G2QvXx#0oEf=FyN_J9>_-dBf2pB#Iqa^7(^$%Y@gQTc15G+Y~(S zh`ARlL5pgSjkjym0|zq=6-$tO$R3gfMJQYuV(nqn;N4tI_8qY;d#t#3_;kOR?2oDfY?x2xBwE?VHeq{lv5lUa z8AhMrf*d&?27#%wcchb3E=Z0HfE z{qnYSx)QTly?j9A2)@f{$q?_I(y8%4^rM)-%emi|UpY>7S1b7GLzObfz{OFD2&=>0 z;e1%*Y^GjCo#(2|I+$+R{$g_`i~BxRyVlei?)wY|j*1_b*X_XyeHv4Av=_|RFF)ry zdktcu4dS*Uk#)-~%UH*eNx%RLFFougG-{d2)pPN8F@4XK7#kZP1P89^k`pq$3*Yqa6gRbc)|-;MaC(0^3nb3mGN~IPR}dI?Nk(b#!KJTRO;)2=Qg^i@&r&}(_PRQyBJ<=Q`-<^qXhiOu)!&66 zxQ;2ijpPoM-G2q&&5i3(V6%KNk3K)_ z>tGfXx49@7>R-EENs(DaHpxQMXWAUm;1%^RMyc|IDf9%)!L^h#B2K%6+8eDG*K1Z* zeLyH3B#2(aZLZ=^`7!&MN^cgsdC7D?F$UAbA@uxpD~08YqSNnrDqc13gSW)0MLt}Z zT=|ygWq6k!7ksZO_^A#b?2UccZ^+O`p7=AD0!ThveLwO?d0nIi9>m-T8Rz#sa&uNK(O%pqEs@n-htNs{G+oqwNgsA4Tx$|n zd}|goFs6ybEgu7rKh*t}jf%J3B-#Z^rb8Hp7mic5>(czI_N>g= zOHAuybo{?M&Szt>%33YP3qPis1KezEY(zBG{}rxg&mP<|v#=OHF49!q+|hVj`lNo@ zR&L=X%@C6;k1SWU`&5c>2aWx}e4;0xD56v%* zzZG{c9-F&sM=R{!;*tw)AbL>(rAhmRt4E*jz=is%9l|HAP)QB_SY+w6Ze^2}TOIie z`yKZ9IeUo!c6_Ywy?5x;_6O{H`t$Wk$;&;CMLp8DoQ%~X?>RMSqnMA_Ay*W`dCF8( zqBAqnOR-RXe?#WUzsz_$^#4@9|AGrik=a5y*7s6GEhG#w#JJ(QDP$06KeVb^y429p z%J?*l(gU?p8+TF9-mfKFX=w1eZ4XQLAp3jvc>Xxr8H1XrLp#CB^w9_3nhjw%zjSiR zT&(w=d0=k))KrTmprh(`1o`GXp|6JI91kZ*Y~y7SZ3XvMro6qltH@VOZfiiTe0+MvceEFq>$;Xun;u(A;ka- zdl%YwGLWx&4qkqKRn?mBmIHsb)cF=>rjrdD93qMRWgHG=+Jl%rj!5=a(Yeh4 zt*3iVOnCbQee_Y_`uROtHjlHkn|4PxVXchQD?=Oro7zn`A7MmV0!L7GHh8dnn4L~P zD;_{Ap{U&~Plm4bC{w)*xYo7Jx#$0`fYDaj;wQ2(A}qA)5z_W@n_Mp)+pyoX#9HR zN!m(59WfVgf21^u*oWN@jLjANyrC(B5j&v~GA2T*Y_`k^(!ONIltt$!EcDV1)gt&j z7R)*msFXKQn)eJ>vBJJzT@DnsTwiP}#!+2Tt@J^M)kA3WQ5uzBC&ma=^D4aLSm!ar zfwYsRCH}INI9+yCyie>pS_JqV0T!nDoJ+9Cx@ofXdPZ8|#ud@6xjMJkD zV;dA^l51$pkyNXo7$Fs%1ERLcy|m%jfJ(3d7BgDL3kHY>yeha zn{a%dsEsEOE*m$FECL3SB6@QDd_S1;FPh{y8{+0Efblsy$w&$DW1kn)lM` ze*H0KO6$=8?D63*9hOYT>pT!=dy*NoBtEQs*X_6xJEtIVa8V4I@3Z#M3VtRx|I-;X z>F~R&=lo8IP7)*s_79<-E));30y(mJeq3mFpj+9WqOrMqyvUs7b#=t_bwJu+Mo;(t z1bf*Ym_0p785d!ku6A1Ws%IvYpI7}j@0)h9m!HWL1Tp>OI(0BJ@MG^bo!8%jMaJf- zeD^)RvIx`dP8Lzm(9NvneD-(dl=)PN*kY>VOWkCY1$6>5ON(7plm%qg4JU|=hzzsW z@V4|Sr<$vx!<|rx`h;H~q38YCMiTWCcT)dS=K^n1{9+xpZ(H7YXe6@~hH@2rE4axXHIK zW(L*aA4jKNDo>K9aYfQ=yOVP8!!^Mxw8YdCShf6Z%-!d`htN~iE8#ZqPMfUXKE#g{ z$>mx7uWHbclep;~B0ZM1a$R^Zd_mbF^79|g1J%AQ0vlKOOm~v?ko8hYE|li*#IU)= zd)p9VAQJOZZ(lYOOJ)-V-H8Hi0Ue^YfPFpT; z_Kvh=*@)I*IOmWRBq?kUHu-m zU(edqq}+Og`+j?IyDMFiM@U|)3)|@IUbF0{r2KBtliDZs#5{fYnLHh zvNK}me&0r}+S>{jE~);ZEe*OoO4+rq-+t7gH^E|*Voy^v68g$7ka@&=JfkX|SC#|i z*+Ou)xooKjx(LWy0ZZ4tSJK{x-=`(UVG7RzkzD_KN?v`u>olG!Uhhax&5O`4n6IlK z;UKeC-v>_ml?%NyD)b63eXs>2uKd4zp6d$H66bLK-B8Y?MRU!1I#sU%_aF#ySi~wJ zu`Cb`*l~UTl1`aQRQ}|u2PsJA)h_Eu!~!kjFwY}f-$0JdswYiB;PsCs`DK2<+yS71 zjcH?l0*H#tF6&Y~@+IfhsUK)e4qS@TTl<4iY?jf)di#rT4MDdgY!YVz#XB}egP3vR z!f(`i^hP_>&v!FK5PMdG!+IDMi}32hRGAa&V;iOex_aycstn_!1#~f9P4X5yQ%jc| za__@7#QmnQ@NM|PDn?2_-+KI*Yr_2atAQ?DW=^P%C-B3*=L*&PEeej8##}jm4gvW3cN5VVg>is5JKPk$`LM?M8 zHB^r~B4$t@U90D}-R1T>XisfBn!MHN4MH%Rn0ND=buK0dr@QTX0 zw$r>j(u(kYNukf#>EWzgl(-`yTQs}WcZ8+F>*- z+gpA4v#RU&yjV7?+vV#iIfrR( zn}1Y)-;7F55G9AS%xQ|2bxOaoLv=t-Q$rSRU;Jz=;Aji@#Q>4zs0~7^2pJ#W(%}W>%gL+eIjeJsfPHr)yqEp6>`vE+LD4*IxANSiqt)Qf; zs^^+HQdphWr(19D&u6S_G-q|SB&V8O-@YX)B-|R!vhnv%_ir2hCUwrno`Mm-ezfR0 zrVaLE_jMGWwlnz`I| z$`0&YU?jnN_j#$z7Z1%#Vb>KdPxg{pjLyofXF z5vE?)0+~l%Eo6#YHx?pn&H)*x-6NAca(BPVjvcLfMFO95=U*7UTr{PRg z9qMrVvU04~Zvi)B?Mo^<16b>ev@q7~(XlaI?kM{GvoisXj{D&1v)hhE=-dHbXzxEf zd;%rh7{a=Y)QK|U;$kqkJiE}{Ug*Q3ej`lhvy+P{S}wQBzj^k z@|*|#qePBMg%3!2d~ueCToS!=+x+#o_$<;g5GZm*b^oqfPLWVR#9Ggo)fOtK4^4(W z{WkcztKVQSeccFOJJ_X{{h=w&Ehn6uKoofIFX++bRWTcZ4^E4oED?qCIG#Lwl~P;s zlu>K@)2koPa-B21B8Rqu5*CG_IFs%Z8$_)YQZ(}`bkm8bm8dMo%V2GAtx22(d6glk z<}2c?n)@RMZ(xri9!B}6wRzT(N4@I`{J771mK3;Rfm+y&Zd zbrHNH9xjMnNOIx%#HM)7F?!CQ4d@uf=tDvMwVg-iI_&(-#owQNz}?4eX5=Db2N6f2 zbLaOrV{`M32oj6GJKu7c6P1tV#)3X4vuNp*8Kh-otoP77@Cv&w{_T!auEr;S>+qe`JfuHL@)Hc)@)sYRM;u8M- zzgf)lFDA2T1@_;~f(ly5;8-l_1wAQ;>v2PH;@EwxakV*Yu;M4P+oG`pz4S(AXwifX z@}uXxc6?cpsAw~h{9wE$jZ5?n!g)(F4JOgH>9lfQM4t($eWGPj`j1oHd;u%lL@yh@ zk}^j>sglbjUYe2hi`J7VoG@>Dxnz|`A$IXT-+A4lCWx*4wKeIu(eH2QL&H}a`n{c` zBN4`Tjo<%5WoEhg(qtP|lu5KB=ze}ib0$fn`r4+%mU??$HnS%{?psh52e5bjZ99Wf z{F@EKpk+WC_DF#P;j>cw{~^Z!FqR}!PrvdACt~YU1_8nVQ3*M|1`RV#d z@B)x%MJ5Tt-MWc54FB5@8M^L{^G*2OA*b(a?0BCsC#)6ez5HaJJN)UMc>xI>xt$1q zRe=^*i`^2%ll5-oQl%&sscz){8J*DizoT=ac(s5lG>!wAt+%8rPb7QGz<)EKz5yee z3-xnX-83~1-2?yOKWhs{e=?fLL$0yQ3dNNN=uSIz9Xc!Yg&4v)D=7`y&&X8A0>c+* zZn2o#Pf?HNU4#I_5vSJ?dM@y#n^EYY?0;vH?VWNe2CU`jU$k|KDP65W1yk!Uc0B$c2wFwR5V2$1 z!&_T1t=&}|z}iHbQ+BtIXMcvNsNYzB?agS3RQ~F&B^`1(J-ls)xHW-8PbsW^p3Z?+ z$}{eN?>QSaO0QIe&c64z4%d~Q@KwNSKvkWf_YXY9IRk^EVaV#d0Kg9)a#abU^_V}5 z5@66F&qE?+K)YA$onrVl%FjupE|0@MjeKb@Ml)X|ti2t zlyX~a?5cyz_#HHD!TBBckqmBl0MX^g;SCY!jlj8o)>ck%wh|5W(~LzxoO~4ab4kgO z-Cg#I))S0xS~;6{*QXMvzxWxGRYr59$NKvfxBi^YATB_2)ju7=QPUa4KD51Lh&m=NFA)Cxl7au{ zq{zb}(VtoC-qk4Fw2+?~gFzIZFP&EMX9Tq=(oFY#_AP+E#HR(|s$tLzZZ3}jB;x_1 zX{hV!BC5Cx;6=HX+7D@!wwWUbM6L~kBSH6mwTwr;CLY%O(+nNFkj97|af@*Y#Qniq_fR~rf1W%vXOh5bo>pU@FPZ@Qbbru>PVhIY{ z7`xMaDs=U>a~t5;I4S6m1_x~#lcUhmHFj$Z9e$1F>yS+~R{aNMt$!@FoNB3h2q)^&^Uzmg)&10#iUu`DbGh=y@5hKm;b7_R z>SOLUe6l9gaP2ZYxg_?uS6K1u<~Mw@-c(!vM9+359$*|IIITE>Zz=z| z?x^Y0`b5tejfk7IU(5(KMb*c!sWb8_e4l;}%mk*UP@NkTsl^DXF}u&_NrP zogKCNi!q~uuk2MY z4X@=L;-3x)wpF;DB-z=BqK0gYNubH|&>s|DGJFXpku6Be1M(_@? zn8P|{045cZwbTAD8J6NK?9eyAHBhYu!ZTVkWMxnt%6fXwO%TZwf93zkz{4@U{MPU= zohP&66dsph11ZB3JA;P2jCRJ;0sBoty?JdG9Lt%dta|!xBWq$1h41}-`{5z!0w{`K zw;T>{otix)JVrf1E2y2?xc8XU+<*G7I~P!r$NR@1D`a!= z{2F~%VJB351AUh${GE(jTKBfaP9yIrZkbCI{{LSuQPPl)ZrkM!{bACy_$D%n-cANnTAyB#xB0 zxP4CyCKE_o!RH8_ZCW&B+JVBiTg)LdimVahB9XP6CU^*G5)5^u;v6e zow}tcCkFo`n~c(0*Pqs|k4plBtb690w>qLLsdN&8(46*axr5#g_$}32&ZdajC(kW(sP(#FCo$c0;YiUaJ zXi^z>%{N^I-B~);%OH#U_H`%FPiN!aIDzX@Je<+9!=Obf5zu^T+-I51VAR}3RuzD` z%D6T#nu<0ZaH}63JYriUgUcY0tQ?g%9cF_BBcAj)+NxlfG%iinqW%9!d#kXlw)OuT z6{VyRq~W1k>5%SDDTN25rKG#0TSP=ax~028x}>|ic?hNRKhU-IUVHD~b-f4gp&Y5q zIp%$T<1?rgti~7T2VQYQy=YJ(CfC0~o{ zQ9h?7GCMeJVbEZmT=F++xDnk6oWBD!brI4vvv)z7-#>C{nrJa6ujf32DdnI}2lcTE z6AYTJt}p0UGNLzdkj~*4@ENrC(HX3FV|eALQVjO->YnVGO#ZL55A3k~qCiZ+Ks4ev zE9Zi5*8COiq2uJtYo#(7IRm=QMOGhpZ3L)LpV8J2V!(FRN6^j|xq=oxJg?bVq+!PNL#58ee|wC} zGMmZsCFmC9F89;n&sTw(bGj?VIJDxfI#C zIy?(=kG<`qHES5*m3VGh``YWaq(?gYRW80erC~_P4%K=PlLJRUNmb5y{^7*Dh|ith~u?q z>%>-!Kjw6SZ^gNfYzO`$w`;0l?I-O8xisZ`e+F%(h9mm1orVQcI5RDH%!&pT?7-Z) z+UdDja(=t7+sC1EeQ;f3@5OAM=031b4~gkZ)4(kb%myJx45iCCuaUU|QNbnleiD-h z7?q+J%5@qUrCnD_hP=j6QmGVaPWM&^DVyKOCC>O@zK_{N)YZ|V$jMKWS?OxFQ8Rn5 zXG!Aaf~G}46~sfEj@+s*ze}6(9`R5>!Bj#j|FBiB4!*YvGuWOsXa>o>$RAonw!A$` z%@$R}Q1AB9Dl+$5yX7PZ~szJojf*`{{7?=)WXqt?d~hP9w2387T*t7yPwMVF4|(! zI`Z`_Wbd?gVc(`{;a7FZZ;sG>Rw8Yjz<+ds#TU4 zWeAdZIA@XKziF5_&AVBD>&;QFrz$YZQ49E!C*?wce9}gK^h^R)5&Ce4_po-JSXH zKRHPqQKuUxuef%_s}14_3rX7G6E_waARpx^wctO^s;KoVW&~-Q+A+$52XD(_yZO&3 z$IN4&o@WVmPM>QW>~O3L9M6;+K*Sg1)ga<;48N{+QFb4SQU-QPhsiBVX52n3wtF}Y zLMU30!PhsLUJ}>+^57YG>U`u;KJmGmh*$XJz^q=vzhn4?$YqWiT0Jf-oMXEz*6hc? z@awIH#d}J*>;NZvfV4Q#qtCC~N%fpp+}0w#ZIc}&+iWcYE?_&rK%}HWS51a7iR9Wp zGOJ_XC`=#5k9V?C;kmWl$gsL8G3gdOqn!UqysJjAbg4P@q5y>@{Xy~%g9Sf4ijKBS z0d;>Y7$28XFy(xB6^4jjIBDATx@?db!N!5s6`^&2g9GUeT#Msi3`g4{{OE*P<5hPb zVs#b8S1}8mf@0$L+q|?W=2x`+!JXuB9njkFrgv;|uWB3H)Mtw%{LHe!A}Z%Y$}f*K z1>vQSe;(87dFBf*s+!12M^#D8RBVy$cIX1Oaa}KdoL|}5*?ieyg6G|erSX$c7+(u-zo3KQa#Uc`5ewezY5dFV; zFGCD+g?6J5$1B%_b7&8Bloq7Z?j3$ z0|qF>YyJ7#s=^U%oi~T=iYlR)#0zxl)RMOL@vB|%Tfw3k*^xe_i0QcE7#~;gGLTW=wlhcUqmSf5piIU)5Tl6> zRJOv3kt4SZTpuQ`*9LJ)3>ES@Ly#^jpODaOz~k2MBanBq4DM;40M=g2forBzm_juF zjh+RuPBu4A+}>2rYDp;7fd`O{%lGxEMm`NR$*r7l_!+SsHV9%$Afbd;aR&;me3qc~ zy3&vqI8d{Xr(RY((Qb`i62T6)8Xek^1)*C?h2++{t0(V!2>NsFHrHIPY8WO>k|j_T zF&X>F5dy$>WpE9KX+NXFOrzptu6EL5d${*H^|}Kk^&JEJ_#|fj*2t2HV3b4=lQ)JQ z4`Qcy)yyJCt57?433r^Zq}W3D6=OqrI44;VXj7npwU?P7jDP%p&U0`kKTKt>v3KjJl^XYFd(qnKd!}C+V&9QAZaE z#aH;ZFRswKuET+D!rrh&kgj_Yw z7a7<-AdAwT5%O8#W6Btxhz7L^{0tCfW<+6~r$EvpK;f5U% zA!v#ZK z_8&E+=zs`PE!KF6ypgGOzEZ=_M>|lDU^2*k$12S&#`7|uL4~J(q|^QdQu$b39x>s+ zSfY4r13(0$?Nxkx4{nrCq)gU9VUzTAIEy{{DaVo=G0pM!5yZ}RXdFUOxYIADuW_n_ z--bPZ$#T;Skb|4>)@3IpNrXrQP}W}BW28_(9vGzGz(p~WVM!Z$e$d;(1y>BwXd?OZ za=1PF*$(X^E|tKF{#sK`T5%!$^IPJ=$?9X~xIe1kbm?wFOm= z53t4}HF}%NNKapX#apXWBalq}v5fY3B+S|R-p7@pp`Uw;wCSW5Y}`|j@|{g%Vmd0w zfwD;2N2IIpm@f7v5A&g{Qg}=Ou`E{j=YazGLuRIDSBOcLDW`U5# z8Oq2Ph7}}~QMws)c^@PAF)w6{P{jxBV7*WnLoZx`LPe{X=qdrvRL28Vry*hb#*)^Y z?JfEHr@~cG=o01NF)}NdLb-k9vW7&2vxEk7+D#BQqqDT11Rff^o$WLd_z;XET<25# zTFQt#F;Gpw9bn0(r33b-JW|Hq!Z7UrQgNG`h3}%pcUHAVl5_dLa(A^Ud}n86UoT3U zNJ&oeG?ZoZ==}R}O*=*h!_$+6CI=d0gPgF!Yo(hm@3xH7;ZxltHa{(W!@Ph(jiCzE zoI+8fC-JCCZ##t>tuFfLUPAmyhoH0!KWMRidSVYK(8!QG{Z$o5o|)_3Nm7#kkff{< z)gDPvVljH1py$3u11UMgOb7)_OhQUUt<>62!cpU*lwqELq-)M$HX1FjU%enEDo*wB z6HB9n(FuJX)a9P{j~_PFH?!#J4&EBU^NW$92=~G>c?fz@%GG0e(=6Q#P>Cy^-!i9t zq?1U#cEkea_3Mbt0k8MRC`BLn4#`BcC?83_Ly$b|F=yAn1?m&V$D^fa=b5+Ljw?6_ zW(CX+To3f9Msh47RtLGkS7_0#{PV^TOlh`)RcpJd(7|cv15rYjfKxhn1I>++`~}Y~ zRa85>!0e<#_gK4RD`B ziQVu-A~8|5eO6VN@&KKUYzPVlfu6MjU=e-oRpPP04=9Ec^{@2mbg@fRm#9Ad0>DWuM0i`3;(5TNblI zRtm|S#v~d{7MgXvjyI%>qV=>R{sqZJ&=Q@P{!@2!9|;74Nx23_F`8pr8X^(vsn*H^ zC(&Kg84{k%IU9%O*$s3+;c^Vfn`Am1Y~5!4{T3!8}|*x&Q= zSGe9H8iBJrWOWnAk&~3Ub(X!te50<;UW$}Q{#eGkF6IXrBY@*WWRovNe+?;azZ74 z_|_CFjs-J+wwa}9QOEO%4ohd2&b4;b6r?}-T$-TO=~|RImMuHx?u2Ja9w_^{wsA=R zoI@v5Oj2xfdg?wbX!H%7f~WVm>ptQuhB%2!OIEf{Q>IxzV{C>*;i4ZaVRGr_JI=8! zYAX#&E0PD+&@HPy;I6$7pKme!iuygC_nuFroH1fOXY;Q3mH(82Sh19GZJqt*DKTEK zz2UaLqyEG(GSCJL0zsC_pW_?X=R*y=4<2Y5N3scFN+}ec8x~x=^e(>|ODxo=WiPh@ z%Fmh39TlOYSV6#th@a@3kbW@n!nh%5j*P;+N14z9sFbCHGX4V#wyiqWig){nnVc@V9F0DblH`{$IMuP$l-I^|vctXzLS>-5~Tetz&h`pjIm zDp9@mK zn@0;CBc_v{>*DI38LSJQ9_}s8M6=(SjrE$cHrI;YgTJ;$w3O_@1y34gZ0rdQ} zB!;b`fW(_^ZmHl;So{4PS8Fa<*`%FySM8DxVf$g7^(McK!?bK(#I`SSeyoGdJIq;AefAC$-jMugQ-QcmKrcmPva? zVb+8dzpQ#r6sSbN!=v_GmA<0VY(~uB{-`n1YlEP<1@)@^6$U(* z>}}uO=U{(CA2tpPE+vN?^H?MeMxGT4xqIpJnaVp`+i47i6TCGfF#oCfRQxN`;#_dQ zKnil}nfZ{}`UhP22Cil`8$`jh6K?OWRU~5;P-7vB6RXWFZrpE=ZJl_fHK(&TOq2MF zf68A>%KsfvF*f3i@FX)NPSh~8tNCzp)O}c9Ec-Ar)HF+xvf79u;)NI=-zezwSzCjZ zR>N~`BOIiPcG-Y?w(OJ5`?q^G%yLuqfN8V#f#}z(sAT$>~i@ zsGQkixZm-PW!dO!xK7yI014Q5LFDcf6c0Tk=d4ol2!qs#hu(Tm_-*sn)+2}0TYTmm z60!K)H;jl+GLOCGuE}d^&Pc}>h+KiuB}UJ~Q zDCof!&_4cZb3Oe>o2x)u#Nq~y(c{LT{Igqjp1*(tra$GuG-V(S2wTK6pjfG|!sV(~!>O`W8xH3fY7fG446Lx2ormmG0B-KT@M zPk>{lR;ZI=dtA^}%f1hvijxZxo(3Zs)LCW)j4L>gXrZp@m&0graVu(t&|RxXLQ+0_ ztins6Un7~7)29POSFOuo6WXR@`W3H}z;}Tixloq}u&VAvm#^y;;AZIT!3yA|JrI-_ z443WP4kHzz8VUNIeUhoTT;xxeotV2qIq)J_DMZiU$rb1P?knz*>>Pdz!V12`&DGB=`+A-0C045WzA|tSKvsMSe6~eLggalRk^QC zX<91rtjs>G+wK#5cJzefi_Wg$4&-|#w%&#BXM{P*z`kx(eAUv4f8BLT{?MZSLL6Dq z9j>9|k?E&QAp~}22|*UKI(Qp1S)Wng0X>tSYE1{vr>lxujCJNlfv`?Ja<uQI+zSEwL@wZJ0;0HH;%Xql1)hO+V`GA>Zs$!Hu>l?;4;}Ap35<#n&lXv}P18 zz>>g6#>@g-gTYc1&}ycbM~~`XdU13we@k_ax>dkN&^$NsCgJwO><^n=3tXMNl$|G^ z%E?R(s9sMOx$~A%=M%)WBsWa~iG7dkE?FE-f{ZSN=u^cV+T_e2cg;uzf|?x9LO}lV z2gYY?Gmu+*ezjJ!w~og8iZZBM7n~f$}}LrSAD(ayH!M{Ar*NffK^O{5Yqz*q^@NFt);tY zJE}KuSN|$J@3pjuWG4-7ZqmwnU0gDH9FBl7GANJ2j7k-(JD5EX4i~?kimDvlCMkoh zLR0RuBQ90fW#1nj+ozhY=XQJ-Ui_>lse-=IEXs8b;nTCIZ>vO7g{eM*rHSsV=O+oj z9OOmZKvRi~)AC`Se8Z64RBU)~W93v{e#6BZ!-D>zCoyuW?gvP-EpWO8GB-aA4AGO* zc-`Vs#xh)X2tY)b-C9TF^4?uY3hElZ`r~>01ak_73caYiUm>68(|X+Sybb9eU)$)y zhik8%5a2c42eu9+DY)$6sRWlf?M!<@Ly*K`1ZfAf9+M6}*pQdifyqzVYd#!B|7fA@ z`R*abSryC5fUbm_yqekLs2^m*55+3Id!C3Yi%GqU-n4WetBcxtEL>4VOA~EoPu;2F zT0X+b&hEFu%~!})?*{UIcPrBVOvn6D^0_c|*?_5B$w0QW9oMV z@vU>LX4n0TMtVU+l~iP^_ceLWRYd`fdhdwLcb~Be!k4tAuC)ZM|*6U4|&%`=nA5C$_8t zx3Dw$*=R{TKYh<(_m4;KCVv51{Y{;?;mDsRKENIgTl?;lSAZH@hDa3wq7Vv(pIH?7 z3ok~yrDkdQr$~C)87QUO@;xiBo7h)xtxWi+LWRTh+Z$pmi!c@%!BzCPreg@6ke3tg7N95wW->g(9JipF*057Aey^f zzdrMoX_0@l92h>|poc46Z{G58vf8nLi&S$`kyaPs=R1&ZS{UbBc0KBnVO{oUcg9T{ z=2fQFRgF3Pj%?17v_1HXmP;9}jEHw;yxyD8Kn(*A+=InFT}sU)(eQpfVvncKUm#V6 zk}BirWR#VhG6C#IP@@IOW27{+{A%V=hO<8EY3uYE5>qcb1_c9D`9ahv6 zcluYsya=l|!P92wmQIf_4^q4&iT=x{3sq3?f|}oMK?(nQVCRlgMgJ937u@iuGur0! z^6s|2ZqnmH0~Yu-E^ACC5yfUl<`#^GY(A8K&t?jIggYX3dYN}^W_Jwk%=3lLlj*@6 zGHnnaAy%IA?x8PFkm8b8icC_S_FXBDP22Ebji$&E3o7+MJlt`B;!(_&*v>Js*3 z54rk(S9zURb#**n`;2RD@&pI^ZZBj(MIb^6nb=OHypGwz);`2XGMU`zC#DiEm*+;T z*7bHTU*Wlg2-U}o4iga{Cwl_oGc}VU2k3Y+6WZ`=RP!#!5!u&xGE1w-+~-(vap}&O zm@nbfS$#G3iJ#N^i6M3mZ`=m0X$V9rg)I9jeoW#PGxzYH4G!!g=Ib3cx%FOcOO3$z zki;to(z+_n>oaDOjH_ggp9?Wm0iW20UXz*)9&-R6gmXc=-R*)~-4k*DM7(~g7csM#I?^DV7_B{2 z8()Vd@V4k>OKo!n>)8;*frypM`&WaYyxqHRBh-G*GZ|rhwa@@J6A%tsvweNh?&Y|^ zd7^^Nb~nRQDHC)QM+0ew2%nC=eL2MW&*!dLFNlCE}>$~=x(8J z&thEB0j*&QGQTT6dVq5>D($z>QRfn+=Rg8Vds;+$d&9yRzc$}m58(*iwJ6@+b{LUi zaXM+&qSgfi;wq0-s|MC2<2Ita;TI><7LmGnIVGKN^Ctp904Z zGF`sV&^}bOe+RSJU3O`2V7~6yyYyt=0X|(>z`-c-=V7#d^qRm_)E0bg>ymBsE))9&nCpx$QV?%i85b zg9`I5!UM`J9+BR{Rn%+-ZMH3LMtmBZ!Bk155JT`Dox}k@osQ2PqI>J)Is>yHsbUuc zTM6yVQa_Dn^v@VB&@oVQK9Js3iw94!X#q13Q9r4TTGfm1ji$3(*Nd-oyqXi;6XInS z_TyfB9P#nR1zg(P8%yWd>|# zPFxT4c}FS}^?2;K)=DjB_(v4OBjy`A4*CH{#Msz)&paa_rsv&B_RVvvMsFN45WTTv z?DThxJ~?NRAQ3C>M0aXLX$T6<{}lH^*bnu49IvqX38cjlQ{lb^!WQLsTSV>f10`v( zj6(43#w$b0WV8=Md^!Q8eb|F$zOFto6odL+J1(U*Le982Td{+rFeu!RYW8aga@9T! zd+#iqt0kuO3Df%u@%$nD(XH&mXdZ&Kv9r!O>kKh^6h=b6S8b6ly7W=5Gd=}O7Y(uW zG2uk7c$r;ypAsr${Vf;$;YwH_)y52^|L2*ym`cNaymHIbW0RsRL5K25oQd>0E(jX~ zoz>=aPVsD3_9D}5UUpd*8*a)fb%$`XhgWUlyLl>qWXha~ls{?NdIbPN1+}Ifb+3+D z&*O1b+G77%l~4aMxmt0_La!dL$<|pml)S2k~6tsI>4jI^4Ec5c* zfKoY3+fwQ{?mF9u7|UAfNd@NX>U_Dv2`Fbe2>4?3*E^g0+^T9Ew zl~wzPzr33t9E;t9RnJ{geN=hJ1VFHP)pVe^ztb_F+jO(=kNwC@Ab2GhXe^r!;A2hGluM} zb|94w3c_41yvPR&Bxvaoc=J)IsaoXIS$Pf`CQVft3DY{LbqCuW$(DH@q;Lo~yzjwH zQSYcb$8GLl1#~YJ(hJ?u)e=)u9Mw7}E<~y!&o=9V4~g+Llgz{NCt+Woxv$u4r3;$; z4aSk2zm2kr)=#cp03+cCKHK;eujA}41yY)vLVaofmyF~nLsJ63IU~>9uiyNeFIMNE zf=?DBbLX}thBM$fzAp3qf|J-It<>o0vt6(=x-XVp$6kNhMIz9>Xs}P?wMem^4$MndZ) z+~HD;h)^y!OlvbV^LIqxy=SX=CZj=T??4fjbQG^&JAz0qg{rW~GPe!XlMFk`#+{-O z1w1~>ZbPgm*oWrTT%e6w{*!MW=&AX8 z>vf1o$_Q_lE&LV`3LG@;D#nmUh^h$SD`X_gk09HHA!?6wc8Fg-)C%srqhND6@Bk*#_;*^E|NImJ-0o7YCSOlT*g?gk&V$dc6D^O5@3Q;mLGsF4 zz#by(J>yzHo>83w;aM?O--w{LbrKjP>V8r9J1oSRhcn_Cc3t))D)@$3K|$Q_?k5!0 z;4PIIpydf&?F1W9pe44m%<6n1_{}5`h_;>jvy2|K?(h5!D!Am|pFstucf{?1qO$9m zS$zeSVVw^FQM2rv4oiK)QK%mb?>WJp(ni7;;d!Ta{3d+e1rudAgzit3~`+kvoZ# z-j|lGPED6X>}ub1U^SS{06oi*<3dm9Yf1vRq2nO_6V%P;xv@#{+c!_LBWuBp`y%Pv38` zPG<}~Dd<%bI47Kobpj_m%pkI?#7t7gFHwk_d3frg2}R*P!>b@U@>y$(IA#pB{qeFL z3F8p>n6W)$y|T}I5V_mkYW?jhb&3}jlvF3H%Jt`_&Eq6-S^T7l+X4zHVFWnx4+tcT#vC`&*!sS-#w)SNC+WMX>TO7qn&N6@r#mU;{i14nR z;CVXsTYRmn+25+vz`?VaH#(Qi4X+O*w`kae|kks}YH5o;&ox!?c^; z>sO49h28+^^P@X3N5>_-&OET%HEh_%Y_2AlPe2rQ)yr;G?++Y>n>cIHGfQ>BYp67- z+tV#>eVsXkq!yXAoTjVJax0xJlD$OoC;g*`N|O~983}E#zKBn93YSI5WhieE)oO`q z^ukx5+UH3R=152u;{^f(r#8W-*wK0k!4sE*d)$(B7yESPG_xa{=MXeD49&izR7QM4 z)+tIo(7JY@sBD86Nm}4K-gn!@&}~~nf~#YfaO2_a;ZzuW>EArrO3}Znod24RNE88n zCls;QU;V*-bn`2#hBm8=1j?XXCu(fz_Y&ng+-SVZDPiwkDf)F>-rv$M& zI>T)%Cbm{CTANpTeUiHxr?^zZ_UWwI)B0PNuDT?MaT~If0u~f0$WZxQD$UW_yL0=XGVC;NTEBRDJR&cnez-LV{;&KTBmHWDR~rtL~r!I$5m5w!rXUIihOA6D&nYru1hW{rF4Gou^(pb zIEbJdgV-;9jLdrZPZHZf_hgwY=Y##5NbV_jO}+_pih9l-m3+@5FVKhJAY$}`E&lil zv03#gZZ=Jj8&$k|AOi|qIAjjqQj~|tL+=a6dF6a(eD9KUzYo02hC%CHw~{}q?M}}zs6yIV^)|rqYvAjz}rhI&}kG%&H2QlTu z5DAECOK{2Y`*6y>kNw#zhGuLDov*}sVvb4eYNGUrL$1s2>-aTNG}L^Yj7t1)}U ztR6h=am;zmulVNOr=J=EifhYvNzkKLh{g&pr1ny?4`YE#YEBD~0oy3>Flzs7L6J8X z+!Y#vks7+>my4G<&?{DT&kt>9#q`E-JVAN>7bxvarPQY}%u1r&4X6QQiqN!89`^u(#D`Mi@4OFBzr7md+^ zC#T({{NicsVs4fXx1W4kS)8j;D6X9Ka0!Y=OczX-$|8p_v3AR8Ix!%3QqdL#RM^eP z+n4!RaUp5zGwJB_=&QM+`>h02R6#!ES{Ul+IqG+wB32GFk}83~L?VyB+Znr%rok)k zrrJplIyiNGMC*bo)bB~$B7D>+K0T<5*7^2at?Lb7fO9iNHoxFLIl%eGPOufd#|7G1 z#B+@Uca(?AfzK&?M?b1|O@Usv59AaC{rM_FG_U>0=NC7TDUALq_sw`Fv40Oho5}q( zq^Hxj=IwvhDB^#BrNDh*uKaRK+|QmJB=Ow+ntoiJlV-i!WjwAS1a|(%idaG4Lwt z!}8H%^X@xr${|f85N>rEp%PsvI~ax==Lho}dK=8%7s@hHYx6w6Z^|RF^urb-paEpr z<=BJO(dx15FSAo2qo0~=G`VOb+vTW_AAcF?aqAL3@`wiZYgXfmn++?EcCQlv;AnQU z&o5iPf4d*O=b^aYnSm~$jUh&wKd4P%fp;Gr6F$M@iT#&lO|6_|GEbi61HWj*hZBhT zS7h_9_SfPK+R8$m+{xhitO_R75LkKz0q`V8RWh6s~{raY4-vAOomT2STSd ztpel;?>zd$8PtP@gX0L|S}?hD&F>1| zF*GEwzsDQjXJEX+Uii5YcV5^OW~8;LPE5r#Z7_6+bnR)k?_XW=yN;CLT5{^^c{&$a zeRG{;_ZkW}WF=A-P#6Q|FhD7GHF)Tb9`|EWGM^Z3H_B}K7gucpU(RbJuk=%QjcRFo zxnK-8=Z_~X7EWvyh3IWt*=CtP@6MP1{v;L_6*=J|Pg$JsmsN8RJ-!o3&KLy6K}prI zGAKq)#dF1oRZ^kkWNo94WuMG4kPNa`T1@;K)uB}9nl#(082vOc>tZZcDokFv?uhr8 z0oqQSn0D}^%6Gx|c%(`EVp3F!MtJ3?d6WaK5ri0DxoaJwx)wr-mWV7qZXdCp08Qg? ziz1`%In)8sBOK4orc{1+jY0WL74C?#72ejmPVk&OKu=off?gqE`3u+oq;D~QzfpEY zC@49&ORP1|GR+SHIlg^3jRoqO3FFdab7I-*uyH4i>z;Y;nKCE?+mFTn*` zpAz7?eC(qE=+>Q-7=H4Bs53*u&dUdyK(GvQ9mimKf4Y;0EV^kNGYl;I8d_hrg&bN&YvO>+XT@ReaG25CB@Aa5i0^FvO+t zb5D6_1$s8s*wAJ=5*2S71Fnl3k0Sut8h{hOebVN{jW|JqSVza-m>5{`+VTf8@MEkh zLQ1+1;az_fC*hJ|AkuM_wJ`c`glGEosr9=4YBVeif@+D9i6lJU=NL?R9h)*Ifhg>Z z@oX25$++AbPo7;LC+^PWI)-JY% zA8lM-Tx-47O74q9ghgIHZC&tVd3d!fFtRzrjLo-3C?G2hx|==n%AVKaA3CJ{LV1G)u&G=M=;F@O{`SOHM|1>fd>aH5eiqE10S9~ z6`5dI!j&nDfa-?hT)cNgG3#_!IO^a3J|VJL@j>DKoQ3@`s+z*#OQQ^lKy1o!)}%E zEI2dj>kv@>f>IqrFS+i{^^-UzVJ_~UdVf2>#D2g5rv2*aHzIhmu(*m0{`L7S&m3sR zz;jZ)unH*QMp}HHk#$qOHA1tK*PC46VIjKS%UdwVJ*{n<0!}cDy0$jLN-e5@x_nzn zw|z!anEkE3V{*jeH%t*LY#l%rKTd=tOdyk!M@evfOR!9pN5p4lV7%P(QNl!STN*+1 zhsO0|k8*k|9n4_`S3KIHUYty~&Pz3SPrf5xq5U(KFsce-33uY_Ns{I)0U8>B4hEB+ zy7@2esbrI8-oy;3HXO*Det=>J=Nf=VMTBdIy$~uS^#r-DT^Ngo1cjy4 zLMlV)919X9VNP5}=0(FDF~W5{`iELltZqXcy(CI{fzfSfD|rb}7>fMIIB>~Vt2A1= zx)OBlHFg_cl9IA?i+<%QdW6VizF*;faXM><6Dn>6D(12*4SxHVpJb>6u9ndEop(=p z5r$6bxSAgbUJL4H+i`anujg8gf4M!qWw94)+tdZHS$pwy87`l9SejE1PchVaPt4l> zMec$xrm76kmQX26#!nALQi$-DC|kSqXJCl+E%IP;aCF)kWWnO(T(hkVf<}4Rp zfmXvx8~QB{$R{or6)nmUQE4xS-u8u;m7rYe_CLJ%XAvBv!A{LfI(3`|pa0K+V8vy9 z-6H6r$Y_O%5ZV$a$#XR49SPEz~~na={1}}V-U26oJrh# zi4!&^9-`>^G#CEZ+k645S0K+Dqi%*1Ln<`A7lD&EGbBO=v1lm;@rsi! zwJN%gV`DFMotGXad0v=>v_n`L&meF#3ST$NX|Rw4E~f@;f38Y@8>6?gvvWUdC0*|b zCwyJ~&c`I#ar7b9C-K&GYvu}- z3*DsGT0c7nmT_cK-)&YMT0zr^F>SUVD-MU`sEU&wvQ{cE>7gqqdHpg1|I7pW9q_72 zrT%K9XfyV+!g8_?IMKG(HgwbTJCU(RovT(Gy}qE%iZC!j0d$RcjR6DH$I<o~fsb z{hVyA9_g&Bd)g=ww(sUtb2OC9_V*4!v41O7MTfO=Ij@7(Q(r_Hocdhhs!NgWtn2b% zA{O-ImCl>@dI72b)t@j(-CwI4K6q~%lX#B!1!cCHX%5W^DFZrkUwhaE>R1?i`4_84 zMsP1Nd3Ri)t_$8I(+ONKc6YZ*87*l5X$*B+qd(f~%xrdv?%M_w@|;utxKG1$))~bK z(DS!7GjhJE;9mt1M8gGxyHwS1wNdGd+ygF-tKLawi|PX*tW0=i+XdVMAcAPf8z{4( z97m*{ii1lNB1HWWK78IR>m{|~-YnM=5$~8;s0=Eu!~1iZ9Y zAz`BG05p;aXMyXG$t!7V|I9Prg2eiebN&JnZf>1Mp;D+-bFV%~yUc<_CFoloee_lr zK{Xtx8DVI~F%tOLV*||6bl$IWyp0yxi%h<`IXEEsS+!@pCW%jJaL%i%@#T0%q=lft z%?vL0ecFP4u;-2`jv17c(hA{CsV#?R_a{*PBX z)7B|nFh-`qWLOa&jby94mFT=NnJlL;TJZc?L6Che9DPhj(J}5vzv%CIF=jt>jrUHy z{Ev=oewqxB&%qb0@c~->)dikZKM{q;Cj0RYUhzk|s|qT5>-tgt*@>_i(mPuH7Iq|L z@Duc0bz7q`gr7Tr&l5gIE_K*t@SdloZ%V0xQl8(IE+L2gXc{~9%e)?3{3}^O`DZUi z%wB<`+HtI`+%jQkXo%R-g4v=-r>-MV;D{U-4{xEedhX5Tvf~c>Pw@n2{A;yd828V6_Ys@;O z7G^YZ(Bf^ywlNF6_u)Qpnc-AK+EUT|;Ms-KL!d=~nht+V?^zaM#R>2^urE1AChy*l ztCW9X^aD8mT1T58M>*8F)zlHdRv+r)C1kn6RIe1;KESW{f5mRhBHXr)1M(vVs^YJ} zcv~?aHGPC_&*tK%2By-lOVSv6sNsO>lOC;=pBminlc0Mfdsp$s3IDs}4YmvwX2RcV zWP<0J$G=nrrFD;M3=!M){VQ~^u=^d&Oa|k4n$=&HI{AAxO}O#kZGyP@f(Ovz{-vI} z$=jz(DCtt=#HK0-I-+2norNRcmsZkxK;DvDizp~-iYfw#>%70T$Xm3l$OiAj-;e7K z)GFXKUk&IieTdk?N~24NiMxt=8B(BK18fHPnByc_c>O8OXh|gSFo87je-~f*1O*lI zo{aMl;o~n&OWv-zy|FRp{u0)B`zr2ieLu@_hXD3eUt}6hSjby(OGI zPrUU8aX8-7=4YjaT9Syu#|1@X7O_{N0CB>+tT7(-Ssb>Uw`sh;S?7rvJS=UmGV@I? zX*7y0LlHR8@zaDX%1u|UG(Qzq_bTf z9u~I9-5;^zdbk|Q0&q@zCXj2l`U4rbY|n`(0l> z-mj*rmK(FEp8rfynuSuJMx;w^F zIpL-@{!k7!`?t-X1i~&4=W@t1LK0QA+sW&{JP3hAiAWydeGWgF27m2kG(i~}pBI-n z$7&_O3H&`NlKf**geByBHfk_YU?4=Jb}al}(sWfNg%(kAkUhjZe1iOp6#<4}M5~w;ri?L2`3`(+RPwYomWd zf+wVnJHL$uW{hE7G}Z2Jh5@Tfs)qevQB>0knU*xh&5C}E=+^o|K~~kGEn6Sv`|_#b z^8Sr=PHM11f(kwB*eJNpZIwnkdxQ@+ac1XnoU6zXk=g>y9a8+ltE1oeoeGcX7&!Yn zLUSAl%Mr$MGqo;3vee%SaHYdk8i{YrZ1+pYV(Q@nr#lwMX2_S?_K>)D(2W~N| z3kbJs&BZzng4ZV2iksS1^HO)AWCvVT1gOH`wCLvl$>^x>{WDfTe&ym}{_GrTz7>Gj zRU(Tzn>TQE!5Oj=N|+r1ZH0_7H##!v#SPiFXJPy=(0ahsD`C=xQAIu#Id?Q?^;Zz< zPm>oU|CX^yxBsO^u!7}tWZ^jW%hhMW$a2fCa`%*-O*rf?uSpj2?s|(W0E9CC@DKK3 z0i_PVZf4$Eph_GdqNi3S<)MEirvm<+oB~&(Y%#vGt0B6}1vwAgjfT<74>s;NyVynA zQ|cUel^R1YgDE}5+EQ(?op*ZkJNh5mXh~9^>6;JX$yfcoM`nWrc-S z96353(YsSLQjf!js$GJ|mtlMQ`l?@#cN%trOJ7Eo*Gt&`d{(QR?RhP)jiUcneTy1g zWYQ8}Qv*@Z$B1Eo_=)i_^G5kqkMx}1o8DkNRHH*o&VF~HtXz$ zZEbD!LynIppbJAC>u;R@Kd^>QVNm**#yu59V#5WetH4|4_Gt8FTm*0hh2}*%v@=v{ z0v4e#Qg3(H<$680305>dR%y`cB@08Vum!8mJqFe9)@mPmBI;T6`8L0_VykC)Yiu#8 zlpX7Y<)AV$5~f<@%aIh-3fI+#RFz056{I+Lv++LBn!)>yPY`*8i2+>!_xxlLD}x^p zCo}^*HOqX~#d)h}91XtrB{2*E`zBU! zPU|>;en*RjO?7Y@DioZ)(2=y^!q>t1C%HFqGt$KQ_jGx(W%sXd%LnjndFrt@!*k&w z=%b?FGpom48({Strmr)3YRinl<=E8dW)@k;a&eRiFj%1R%1*fH$|KkCx(MTw#^FTl zP&ls?e!^J$-33e?F^54((evhhR?AW7i+BNd@T&i=FL|&et8)^)4oEuFbEnK-!LYd8 zwWMM52s;|Z+_jJ2uBb9)>W})$D`#u}C>MuI;DQBE(pE{`v9_w&@vQFZ)KIsm)luc) zPSV+^q!aUyL5J6BtnD4Kf{IEE(N6{8eI!>dUIAu-6ExxjeLhoszy1>hq&$S-}am{X!_VbI}g9bMAG5aJ|g8AZK;OTi$uu zX*muDdb>J#?^l*JxJ;QAnqPfQ*U^1g0Iu<}Ez4P$>^~5@>#|);wYusqId#&7FMg6J zL8dC-Ajj^Wl+plzZHMMGC9JFY1Sk5$&Z0smu0TYep4A*3SN{Apb2|E>2C2au{WXLx zfiw1C3X?Z)AB1+X4`Yy8%%O*W?>8)wG*+s)&#HG{j=d*0e@Rh) z#Am+nL5_O6I~I2Q>9N7$QZ~nt%0F%n}B;v8LDv@jiDYe~Cay5wbabN7=_{6(F8jQ~m z3wSFStQR#n( zJPGboqQ|^Xp_f?(l5MH#yn!0wxSRzR_wH%d+;_BsbJIg)&=5noC!?k5FZ@0z$Vs2a zl;z^U5A-JuNM2E?oGDk-Ss)at3s<#n!Zqmv8i$mdB^6H919?73ZLChcu?=P|Sl4JG zKY~RF3{V~?Si!?jV*q+f3?2plIx!+|uD4DP5VR*BP*hW3Q)Wd_u<_(K9~P51+aN|s zIXSs#Y~szORm_)=oBeTy?g+QLf}o4CSAza8CgR=ihr;XXo&vbgm4@R*fE7m+g&TJ2 z%>LMNb#S8)ECt*oTh+OzS zBF23mu`Ct%aEY`1f{l3>RCqwsgsson1weLD2vRK&Ux>9S8-sHF`2Lg1&;_fdB#+Yn z>+^kn?lL~n+PBr+Ep2=|GSCEWWC|$qvXvZoc1*kwr~%w}ja-&l2)~VATNk$q-QHDm z(T6zR0FGyV8dCtgtWGa$UUp;2Wdp(Vqsw>;C|BBAlpd?>H3^(+pWmOa$KZ9mO|yEfSv9Mkda7pC#mz4gV{I1Jh=^o{i<6Aomo9!Ey>;yL zZ6ybWtlCB)u7RVpz8QltMuaO|8A<)K^wKKhecoG3KXV=f&gTR^H@$QhgZQycnIE)| zo+Bst?off3rMwyGPxPwG#Qw z}XGUsoBz{d&iQB?@sPvcQ>B-8}|W7QRsr0^Z#Pq`_Z^LIDj3wnS7 zC&qs~@p3r-=%Mc8jy>)x!<3&5fq>9L>U?jx*;aAbx{}HcaA{DE_JgIGVI|`ZMRh>-!{>_7FjzS#G+Wm16}j z*)ilB8005&dz<~b_s1t&x(1^*)zk*H$2@;CBzhVrZ zAGpM3Ma(BLezCNcNQTehat`M=G-xjwL1R>R?ZaBqyG(Gn_dl!krW+3kar;oZAkYe| zeT*dLc4c_nV68y3W|Xd9a?6^>{V*2&lNJ^LP(L%rGbVp(s-b1OEY|kOkWW?}_-Ru= zIva`KWr!zM7AgC4LyP^AabN_~Q|Ypp0H_ex##?mBBZOB}#=)jCBWgFlyynJ3uXZr}R?+LF21Xw z6;y{=2xL~>yjbFhV46RT72k~2d8PaMcki_#y_wamksOo*GgrplPr~{yKpvBZ0;B>y z$4k95GtEC6=1COyeAQb)P+;cwx_7OE(ii7*mvm6N#k`im_;hvPzl-4idGg}sFTm0` zyS;@nm0XY?zl0-R>21-;KVi7g!+nPeLnsp|AUFusArSN((cyBCYQUu4#}Cu@!&+so zZaF7fY5iVt21gCPddN@Q&OQ;PdFVdR+b2_^!fpl+6J2V{!oXZ9=SRoz-q#um3b@1KgyPp9wIpg;_|C6fOzyv@ zMfKqfkH1c2E%^po>L2z~;b#+$_M4v>NISTmx?mqGgZWi*vvKO)W|p9E0sr+J4c@`cSb+93;OvuHM^WU%%5YsbJ|E(|sUPXckc1 zU__9ts(Ae=9%z^R@zO<8Ob1H4{JFMyk6`*J7PdOTzn6)MSGG&TW#Vq7O_ZSST}e~D z{W~CEHCiPf-<*tK5D~6=AJ7QmSKn%eyt~??fRX-H)6me&{iEaKGezb^5OKZIC0*Mv ze&>1XBHiWZ<#gA3Lx^R=4iIPCE^tTyYm@o}WSNL=0+;^}Cp z;sGX;Jo7)4_(~A=ymvb0&Y%waYqNEeB+Bn#2t?g)3C473boDpRGh3!R3&|~PvF7or zb3}1Dl~=$RMqSVPh9*_TRWQfkZ--xiC}PcU@c&L^j7r1G{<{wJ<^)jtd|Z35##)F6 zYezE=0>5JNu< zH)RSqbOXI1<)UibGVJiYnKdLnrSO}0)i*p_AdxJ+F_{lug!e#SdtmL?s<+eoT={4G0&mmT+_`AeV8KjxPk2)T z&BQ$v_l*;@wtl3A2QXK;k6F&0pxh8C;UUn#a{yEq{p+C3t+O-9;TN?RB>DMUO3g5O z=)$(rIhu@S#Vlr@eIh`_C94h@BVKzZTKq62F44y4kyX6_PJydgnn!s1WuC|!lab_V zS;u{7cG0fTw14Fv+dg&U;mbQ$bH4It6q<(KFHnr9^GP4)zM0c*TM$c!{-&m`KL6vY zX;{F*M*tvZSy^xsxEm~HpT&YXcJILamqmxy2Zc;F9kaaU*j+g?;?+pAXtQn4t9gFD z&;G*a^V-|bDcs~iVnT+LY$30q@T-7opGj?gHFrm9AM3=HR*j)r4~KA=MAr@#7>Ed3 zZ%3%qeE`D*DsD;DDCgCkILK%$uNv&yF({5h4WsqbXxGc7H3GQAW4|fe>^LlelY&Q< zsm>&YcXV^!=uo%P)3$NPf|){c%!-y9yoe;oRhhj}rd4J;ix^GnQ#-WXb8fQvM_Gc% zkrD2neYbTx;=KMj4<`e}0P{@2A)r3)b?q80nMl2(><1-EyGvg=33(I>CP8ZPzdAs6 z45G!30{Z4n_X6mQ^hTbS_dfO`L+Z-o(_fYjswOf8gCG%pA4Sg?3_o7GVmrtDvy_>- zqHyiHpixVi+ykx4vD8-w6a3rqjybq!P!3GDR{OYfY&lyWRA$^ABS~s_>rAq~ZU3jO z!6xiKPp&ppf4u@)yrAoby76Cw^P+2W`4vfQpKUDcJidweM{9Sh&5EG2exel!=pQwx z&4qY;4(q5pm_#Zq{nG0KspsWmgLezR3=L#i3GEH8PPUip008))%Ic{w_OG zCvdXai-8T8g$EW6r6}E3JuQ@4{D_gxxkHTIkZFFBzrF62-qWO&O4cvk5BgC327_|g zZvHYf`SVJ}O#lxMxBo=$k+w7bcP^q|#_LX(KtAmKfe7NwEzl#3>GE+bwW-bPkzbPC zYEQG*xnhbuZzAgl0TvbVikawB0VZ6NRIy;X{?{~72EpBJsj0bZC7#@kB8A)3WETfm z0?sb5>&c{+;FXM)C%7Zrv3oeEF6nQ^{fp|ED23qMJ;1e_A_c@@)*10zAYtA0wpl zCy&xV?@$XI7+oq5--!G-``xMmdrvBJrlmiAQ9KDP>=S|cn>`HS1F<47*cd5qT2QX= zkJIqvb_))a0T@cR1v>5jl%`QRN=;);v_HVv&4Jf3LFVKZm^2xAE3rK@W7-yPBQWyN z-}B7}2|@Ba?K0=Lw3&gw*Y&W$xXWv`09=2qy0XzXQKu`e@w4Rix5)zQ^p9j* z^}0DctHniV zhg~Aq3Lc^2fPWW2JlV?|qu{*Xn;**eZ`V9-0CP=22<3R|SXv#SDnNR#k~x4wPS;yHrN$bMpaGgy1a z6VFiT^R4G7tIaPORY6!A(5hFaf0nY|pribqy<%f(R|4Cgy(Sn1NE5KV(8~>7t@VGd zo+B4vMYaY8`7%F=QM0m(j*ufs>z_+exaI7rwg86xgxMU~F5*8zhQpb9Z#-ouW$I=UMmIf+S^;5 z3QC>xKO&QS&6Z3Ot9fz_&`n4g1!|R10jBX3Yq20124b1JD^p?~UUpk6S#{X~{m(Ws zjAzF3-;{O!rcqy27-*0*%NrA^Ypie)Kg1|Umg=`gA#3S4G~@iDMt(|BCFDb`zr-Y+K(qU=WR9X5-Pm$S(1C3Mml4^hfb{;zRtM~kGqk=bL2ye z^Y9?XvwZ0wVVLIy0D1r1!1TpMI&wUrN%>{eA zQj?RD$pQ`Q#%>UZN#{S_aA=&zU!K|)zKNX=jxK93ln%ajsV`J9=+b2e8YQo9e$f}M z{uX?@#c53NR63X~G6iG@iG-iVzQ5ZqwkcKWfUntd0fcM)HO3iX2A*;PkGuLjBMaki^z=@5 zvYVHTrVJP<_l4?_6cw^a{Op)TY<`p6zf{zZcw5PwCYMH`SvJ zj`&16R!Q~=qGXHX^UIcAlsQ*z4eprP5UHA#1%1eUc%4nBLv+HM)=s<061BM7j)2LW zrjXP#YB`GL&=}SU|Eu&1^8}c@O_5-9{>&-1@^>-g?+h5e=h50Ay-g+az*Al>Z_HC|^(N6G$(6z9?_SF^V*bi~ zuxJ4BvNCV{zR}I6)$@{?iiQ!~5~)fZy=Egy~;28l+j@IKx_XR6=5F)#zHch|lM?T}Y)2x2eKicAX zlb(c|=XKd~b2X_ntaKn)K;DQo;#pgMQBg|D%a+yF{`E~fm%d*Q{hHK9T0fU3cK;^& zh*+Z;MA(^b zwdfhdl9jgT(YIcW!QK`%{i0CA8+U5WFZRMoq7Bit6blPSW6J(Zp6lGk$zWBX4K6~5 zfqi*HV^^_14S!a3N|N}P*ousQL0H10Ti6N5L2wS!A!7+)iKtqq}FL&odTD1w6g+ue)kYG0OX-4MXK9u>rg0t8niQbtxZz%ANUGHd7`u znX?mvX5Qvg=8M&_$LyBxb4WAX{Yq%!tcE#qB&r)L%9pS>O<6tbD7GAlga0zLJBr1k z>#*R*(^vEoHD!I?35euKD0zQObu=R$N2q_WCK1VKtFEHVdm?Obd{0IasY19D+G?$+ zswJJcwl`;8H8bC+>68(2H$lF~ttgI}=?+Ftu3h6Fi%mybZz_SnEDinXDDAW^6kj)H zr^u4;sEXH=cDZI#MPbe||2d%Hs)*q2v}#_F14q^vq~vw)6m1uuLAj?VjSq-6xFm(j zkdjfz%9OEj3g2SuDAkTJJ4$8_nM1!r?5s1tRA{!R$fZXgJiCoP=oKNf>0a^}E7Ze} z?|j$PFL1`M@Ze?~8VYfk6g1w!KO1D{%#N?T(o+!~^NCBSiOwqK`xRbJnKF~bgRoGt z$XT9fe}_dP_3*b?GxIxyzzyZ(6l^^ZB&zVqbw?^~r~h4Z=28bU)1cl9S9 zp4*I)^6YM3e!Twk06o6U)h`ezJ;lgG+`Y`nj0nz$iL=75P1s_WJg-4krhASiOx2_2 z_)DUcdtJq_MbsB#tN378w~`@mOPNa@hL>(q3d!nKxVZaSWsm$MOY?8NHr-hi9iPH> zsK)NHkx_Pz&`fDuSr9C#qs_IbfwQ~tmyafmdl#NoC={jmb1f9`3}f|!_w=1o-7B3| z%+M3}jSiDGx4zS_wyFQ{P`NNJOgWpF;Vd>F$V*GXN!Tjr>Or_+NongW!E}T(p&%ME z_uVvU<#n$TF_NZjaFwCDd(_g>F+_B^f^q3GMRwA^8-CT*tx0(NkDs36!^6Y-lE*Un z)A2?LUD_41oVKP1%r~W6HG-!5%$+VZrz^---vBQ8E9vX89qG!QkWWmWJ+?e|gUsXM zlz74NWU-?txd7f2o(v%e@};Gv+?u3FkNO`7VAn%d2hpK=eV;&BqCX~T;4P58oW~)GHwxA z(Hs#a2(}Tj<(2dQNWqdR4cgZ{BVzKYDx_?^4Bx)-O>>CvlDVON$lX$6lnO4(NiKa^ z6SgJ)IY9i{u*kFOGs()=b!-exs=*%@gJ=+V&NaSGYsB-`*I8E8g0~2==7`PlTgS!) z(|+8ov9M6Ey1Z^Xe;Ot8c7E@qll+N$YLOM~0chOV+?=~E$#JO0?Xs~RuxJWgXr4ZI zPJqO;kjI`)6fCKS29xK2EPv-0eC%v%dXBlzu^!EQk*kOL;O%dvFMsgPf@IQ21VZ1{ zXZ^k6ml=%p(O&}?UyWkXGAoL6+khuLN&F-E%EFFMl|y7bF0+~74ZD>!z6b2gilpWx zl3gJWPSYyrHa&Nm`$XSN{>u1m;zu#o_!mXj=Fgv*$-i?9&W2NlnbOGoYI%6x_#Y^5 zC{NAPYbo!yz(^bspCuA}iDO3f?2%JhZtnS5IY~q)6(< zL?tcbTyw0(3j96yt|6WP<&P(1D(a_QH`}}RkKV=-^Nx8(SSxZAZh7-JObMD>zO{W{mL-(_3J0Ti(avp*X=CuWyf-EC5%UR zo<^7F82zzb(PvV+7=pJ(B7&{2uisr^1TyTW!IT`tvqL8FmCykvW_EMKHLl&{A5K5t z3hC0GEK<2m$MAW8Vn=r=S(zlI$ZFNrwMYpS{bY;qow8}1P@-2!O-B*Wa8Tj7C2dE^ zZ#S{=f!58nyB>>oof{cMGFm!6H+#7aJ(=>1+A#l+W9;nwZZiVsaC-JQ*HNl#DhF46 z@!rP%&)3OJij&j|A&Bj#G`3s8YQa|}l3FO)8T_nabG*O%7R^730~E=^$RG4Sc6n8_ zp4;l~t&d9`sJxSzp>-f$ZPtvYm*XN+Zo9(A_1hjav)v@;_44c~gyxE`B zmp3e4UC?5ye=c?-)mRbeK-mFusdI=}3-SCx@`I7CL;3FLxS1nSp%NmAjfr3 zuBN=?qS@yU4`HN;DE1PiE4F?%+&f$K$LH8Y5i*r&PfjnUcYMxx0)oSHoi$__=2Vfx zYTSJASRn|U-dzV^W8-mlGu+b)q59X*qSnUH#bRg@-6?;TH1jk#d%5<-3T-+o<8`WB ztTpChevwoA^Wc)vxPzH56Z9MglDdFl zs-@kpy6^--)%ZZiUx%zavC}8%uc2C@A!mKop7Ha11dfoG zq$hx&w0gg%DuB{Ni?0L0@}FbTl`D#QNCgy7xPt zcLKvQc2}AIQqznj9ss{f(Ymv7N~&Ah)LUD7@Q)IIrTq0OZe;VV5}>3xWzI$d;I`5G`ES-c7el1d9<}OD)%Dbq622S z>ddCT-OJ`B_#C(HYmds+S}^O1%6bAE@q{{=BcB*@B3UH$`7=P335SI%&mIRWHqqme z-M%fx6f2TL_!Wln4m#;E0~U$VogYN%N8dv(5#3zQ8@hJ+;^*K!(scAWG1``qKN2!m z*ysV0^0YLb3<0~Fb6*p=lH@Bi`sJ`u$}L`MZ|wT=17|GH1}PExbj|ftqGZGGYH^;Q$5O z$_DZT$GcL#t-C~KsOP0$C>|ECBEHGh&*3E{Gmdyzc&fSnlfT`8N)g6pRhlC)!pGs& z+c8mIF~KaP1U#AMHGbIiTiPG$M6;iVX2+QF9OzHYT076pD2ylDw+$%s#Qc|2az<<8 zVl7VHh45=BDe-H|E`(j8l+Sxr>uEY&<+i;Gzu;m^X16lJp&wCEzzTPD7)kKC1-2i9N&pW~$T)|g>u*AIlOx}Y$b`=^TBx1_PK(9c8miCyClvwEe)$z?ueJk{EqM7`oqGEG@{L(PMVZ|fR@DY^ysqlphhsGz>PM4)o0H7 zKFPJpaZV6B&J-o3sOLYqPok}>>tC#H$ed(hZf@RU*{zf`UgI>me|V^AVzOB(ZV#4p zXh?v~>5`|Hml~#q3(3G?9H*lLp-w0;_TfL5E+;*25~T+?%27BYzBu`Y+8f)N^=eST;g?hfW>9IfC&!Po4AuB>jXMgfuqSsjpf$^FXwg!MPLuaZ zBF}cRI&0`UEL>e(r<~%GRclDy5;GNDHJ><2sA%X>kS#5VdXpPdz~v@q26}poP}9?D zIyz)w2`Y>90}hInXF)`*_jz6HfhU2?d7Ma2be=K!Z85PSzMRSF=~(;p4j3s%M&GZA ziS81Eszx0varecm0N$Q3#4jW(-Ctc_=kVR3?rDBaVDISoV`a~;SozQ9W}DlG1%$zJ zJvZhEZMQX5H&evt<>`6rdT1Ob>^Xb#r{dyhDgj&H;`ZOae#v@yd3C8jym#r+B_Pii z4h~H^Ruga+29M=lwo^|RJ`)p@<3PlMdRAtyPfc}oa#2yyg8Jtl3vNJ8g~i1{dDnm~ z5EK$x>)5<6HaMo&IXin7TdeA^nLzR6fSXmb-q;f#lpgZkKRQZM z&o3+#OUKJ#CH0f`%~VBsagx$u6uPbXX~o>%qzT0L)AB!KJ{1@F)wPf8Sdhb%E#v^2 z^A0BN%a{*m8=?gYnDfF(pRA_OT)h2nuQd91KY`WzmseWe|Nc&b^ukw zS5goq>sZkaBvyYna$DR(ZP6}R9JZ1l{qXKAS0bP4;*ldG636I1&umrt!y?HqOT!lD z&Oe#eYsJX8kU!>A(&ZSyA0HVJ@$zQ!+`>O!Ah}zY78Zu@ z!q;s6)99UuTfFJN{u(%tH-KyaVej8db&NI{957?n^-@dsX4C}4n0sss@ zIZfu!t8^Ua$0LcnjKoZ%_3J&^faJSeJR0eP&)jT#-zT{EOxJsDppXn2@FhoC?JIpw z;ZM~&Qw$u;Ow=`Z?yPD(Kwbak4)(lNB8h zcP2pybDkNPlk-JZG2yZjvd23IeEUC$m6$Y)4E;LxI|^9z;}0Z?hPAWoo+oq(?e1|L zPWztibgXS`&>l!}dvD!|VqqaER|pD^YI~)L*^*+2ZhJ}k><^5s0?lNmw{a$!W~I9! zKvnn?K@qJ(>eqW67OueV-5XYF1dsETl%CtMk?be|zmyREa(cu4bl22@aL1G;|B?$W zZQ;-AfO^(yR9k=3+V@EmoxNxr5yzbs^<+(qS^_0&xs#Pil481Zg-Z!~-7^+uwRr^o z8+w||q&7MxG7=;ZHvq)MJP@f`=QtgN*~~s5j{Zl$Sg7r-KTnb1dnA3APE603wr!PcF~Z=h%sSyP?6ya9G-f5dKx$>;k{u# z*Am*ew6s-bZ@6*VgZ*#l8z9QqZOz;|hCX|-;QS2d}{*@L@t9Q%49d!VDyZ*LoO{tXTX z?xmx8)U-!zQ>wtTGo&s&Ta_~NUwc4JP3=3qZmI}e zQNYob4X{%3GT{qL=l#qi*GyptI^2k3%aIb$h(nJ8_%!f6*mF$Xa=OEN04gMWwm#R? z9KO%^Y{m8s*wpEbsk$VGvbr#jezEXN1UJno@l$Nb&SGr**S5B7fu0+?wUKd}AwFbE z_{<++6x+T5>GJdPevcKIQ35vrR5HK5K0TI3gj~|+dRr3d&My_7+c(4g&ezT2*XzO6 zJ+!Ads?nkS9kP70a_{_67NLhtMMdnm`nkQT($ZLiDqFQqJ{k>4jvDml=H``hK2k48 zlhV`E724j&b~qlN*Emm$vyYH9gwdAo&{kPuW~Qf2w#V+Qi*&B_1e6}Idpdo%dA+UK zB2w-ZxH%vlRm1n5<1G8BD@xE_Mgc9pyLFe!KNaGM}jD#LuLl#O^uXI zlET$GfJPm8)wd%m4m0ejF;NE`iu40(l$iD^)WV6XoSgOU{{BALs#{#`z)M8$3NBSf zbW(k8XvlCC?d?wHP)zPva63e!2AYm$dL9!?0ky-M1%@4Lv=o3Wo=q~ugHgN{mTlKx zym+x|1MX6ry)92IqxNVfzz^)V3;H#V2F>{j@uNG9cEQ2H*zi;6N+YF4ir)l-LgR+@ zozN&`_Tk|nssAsD1f{o1_w^gRHwy@1lJpRIA)xntnT_4g2Zkownm^LU;DqLufNk%` zFJElr92T@zrAQ+$@A!T=JoMgbIx-z8HyZ$Y_px)uwedR4ZgO(+0yO6fx|y{98|i@ClxA#}qM-<(Lzyp8cOFlm<|M3jG*YQB^_e z2lVmr6M4Wf0r!Xpc3HTM0q{2r9$Whd2V}7J}i4I=lAWSX%Wlo3SA=t1jIRdKC`4N<(~ye#r6}Z2Mn>BQhj-NVcv=&Yx+C@;#iy zq~kDAD|oR^nSIpUNZuUNNKe2vAAg3Hje z_nTC!%v4#^p`mmA8Z)K8_`95Qztx=Zv3f6#XmT#lwklssHrt|RVDK0NBUp>)h#rJhl z&nl>hOY=d&ou|8JngR@}UkrbyuaeD98r?=v)VHgS@KrfwV6j0iJFJD;Q8P1t6%Lp| z1*y0EX*)J0R>F+V48&`hLBvfg8tE{xd0ql#4t%mbzI-S2qRc2CP-xTo_F) z_!$Ey>E28?avx^(q;U0=_mEx>-98EIIQuI3?90T~))sR{pZf7P6Nk~VzW9g51qF9A z`be&a>ess714eyeCIJ1VsVTFvk{_+2q0dWc-Ie%&cV4PV1ucoJxX;%T6{*-l*i~h@R1Vz*ZQZMNge=|u80@y!8 zLqq5WuZFiK`2+K)ZrX}5U8NQ<=;*C1`IOrncIEY>`5n>o^YaqmeAP092gk>|>b=&P zg%B}by)19fI=ykle<&^|!RLd%?u@UR&9SiXf$Rh~3rUQ$W)84YOv4>} zh_*wRulN#(tsYoz?_3X+y&{v85VaXl;m|8bS0#(O=fcV9*-OrC+-WqkOAc*!-7@1R zYHBxtwq$-i=FhUybwm-;(U^B*ZZNX6Om<`zge&FA=6Imx=6@CP8o;KyzWJbM&Kw2w zOuUBeGscpD?M@FA4|It(sS5uu+@oe?RuS}N)H52kFzx~c%tP^Bm`!-_h!HD*!=&*Y z8Yjdtq~Nq@Gk_)l1GCWH1d*8^Fz{oQHekHy8!$_o7wIIN0SV{#$Vi-+jsaU=U!S(N zHn7=>HZ~9F=;#`^TL?GCDqe%dI-8I)f;%rQrJC6S9K~r+`38zdGN|DTumRv1bW088 zot#SHg>F0a#hOm&@v89Wg8s51D~e!szf@Hv0cSCLgefd4n*Wk&YPrxJ3tXw|pghI1 zXU`siV7WEyhU0i;Xm_`AztoYji`K$2Y#<>RfM1rCtbnZoE74sK(PvD^svsl-5;bso zus;6Ho;1a#!h6#Ygj;*rZaL`P9qKw1(?AlPg!j{D&zeIiO!Xm&w_;9iWaB^(w*pKg zhZ3+(Cpw^qwixNw;yImTvE4apD`I=`Z# zVirNs(60KMuei8aVp&4l$Ov-g&)zkn3eZjhTjUnhsA{}^h>Of zkJQbWkikUL`Wnnhxn(F)H?{2NGoqq_{aj{T7!bFn`v%zq)Sd)q4dvVfq`uQYbM)= zShC_OTqH52z^}Q#IQTb+6XPqn&3YKwnWhBDg?_=P0PsNW%ntwc;Htco`{YZ1kpKy^Kn`Xj zOAxpH6jx9=S;n?fUloUcAcHX#Q9R8&3+5@PK8DMbb>rX>oofov#X!=9(LL|k6zT2T z2?FDh_dSImI4KDK*4!b%b9Jwuu!XavT4A{98GSGGiHtn1|6Z(Z@H;$lkt9m0eRKygZPN<|6+WQb0_>!$aW4jT)q>o~zrOzQj;dCMQRP`540dK|^~=aBMy`FyWovz*7)iCQ8yWFI_dk|sA@@xg zSlHoI*D+tw);ZHjBQK(kkl1j64avlV|BpZU*RSprv;lO@=wIVHG&0f-VzZ_;()n>I zd+b~e_L&XbM62J+?#dqS+zz$Atb|O$p|4bv;|@D?{{MBz_Z!dRm)n4+9?}+cboWjQ z{*C<8x%w5Ro9m)|KJSkz@CVjC7F2nCi2VC(xwR~i76u9e$uHhlUA}7aFRSY3H281- z4^(9I)_=sC2?A>WuH#I9H(g#`b9PYXez67}rq%nsRZ`Fa8-DPqmrHC! zr@hKw)9}D5dp;|oQQ>d;MGaJ?05RHgH?2{*JbSb-tuD9d$vg92cxDrTE`o(f`-O1@ z@D_hotuRQK%bE84gKbOOx-Rv_xYHL-dRvSxMkFuRM*`erv#;fZZw*LFWX7({SK%#c}*!t15faM_CIl`)Ms`R?p_Z%(we63g@gmNuUg8};Fu!lA=f{W>=QH1ufZ z4ky6!c>4GRM91^pu83rd)41b@bQBIyO^Z-9Yh7^zI0EfA5HN;-HTWbgB=*??_%KvE zKc4eAT>bRC5%#5P8HNPGIJlP%Ee$F8;9#VW2Uzs9%YPwlSkQhh!_E&<4c}-MRdB7~ z^U>hG1SZ8!Ykt7lSWRkG=|164`<$EGY9wg^0Ba}IGY2AI@Pu7vdf~|P&4tr@XSodL z5oj1XfHG{Zv|HtiW*}w~WxKcBH&gT~YEzLvZE+|YD>zx>bO{9Pp##C#J-}9n4Fnxl z<<^k-aY@X0{E?G9-yaIZ?qw4I=I~`!7I^X`+e(xRxJck`QnodKa;_IgZ@X}^FV8l= zK3hj(IY6%A@AW%6*PjLl%b){Lm|7qxzr_Sa-^t0Db{r-c=VC0PDzEO-5ulzKk#L?4 zu8WV4-Cil;O@Ecs0~>5zC;k=L}o*6jcA-}n~j8`oF*lK zAiver_!nPiuVFB%alBxDvbzM4-pJEpBqMqBP71uy=C?OvxffUvI-bcIzu6Fi+MRZq z3eFxQ*hItZD?;dN48EFQ`0(A!+M1L73*cU$K-!vrt(3iBEC^`q`8)*@Zx*P*HM7%S zsmJBGQyzf)I^yUg8hJ?l`ow@RePiKf9+Iz`@0#IGNBw{-mP^IMM1+(1vk;nW9RYM~ zB?6rxkm!Pcb6SwDDI6$z5^hNAVn4Fd+ZMtp+qR zC6Rw|+%rz{*dr0lj5r|XkP;4 z>2Ucmbk$P$jIyF40er@vBl~>A4kEfwmPL?H0sDtpc`c$f!sk6lzphwBkdt8-3vRqnU#; zAGg(?_bBVTPMV2>-lEQyMNZEBKnkFOGa58do3H1Nm%)mr8oOU3Bxf&`9vOIeW47m5iu+_(cf`W_i z1Obf^FF%CS%M{-UBQHZrTG~ZWsACP(G`D|xy1{2J&ZqG;g<0V3mw;{E?e{?>5ikU9 zzxQ|njPlu9HkOS6ciaK3KCp6HgB~#?d=~m(O}MzY09VCsCfrL?EVCU#98*774G4v@ zhAnYO)Y-U`?7f8ez&H8XLH^n_rc4V8P-(YVZ9yCF0s@(@hiKxzNBxCWd==u3vbn zqa)9Hr^W5V8MZ4ehs9}6RYfLpW9?*|VtwfBxI)}Fy)7SP#u0E?#$LlZ0RNLoc2K6%SLv%#3RjvfEX59IpY+=8x>+7iNrQzm0ICY9 zEMzM8VDA&OL{eYai3)ppd#7wn#=^_BH(aE%5C(dUDF6o2To5oV~GJf$8ekFoI|nkD2iLd{ z+#p@{@edY-w&Vn4E|sz}`Jen4!ClG2-S$5L=q3@A9qq~F!Ia0q5>SXmt?X0n=E4k> zY617cSW8$#TwL6ziq1(r_CwGF0ac>^VIPr=La#KTVLaf%CJ01fq5ZE!w7ac)h@J%g z_^`y`>#K~6b|jFqSI>di<8X$c_u=&Z5kRj%#oRGat;c}3fLv!SW~)KWbM+SLe9OoF z`SaNuF20vgKzw!B({(=_1~s6EJOx>+tAI6t7z4=COa<=sO#u~x$O5Oynw{-d;=N9$ z_(d0LaDo{p0+L#g`u==OyfbDMzXSeVI^W!`fQ?mK)&rb^7ht1lgdJxQm@O+n(pjnBJB7pm`q(A2WCtcfHwxu_OaREpKK-5V z+ha7-0utTFqrvBTh_fXgkJ;}R_|u5W8+WgRTRB)C-2)314|Wo-jME5cXm}oM?B4aj zak3^B4gAqxXAM{iP}=aj{`_$Aq=f?U{m*c59U#LY(o`vbsB!<73h(~W)^tOvd^CCU z&%PeWDTp-A-MIYv5rhh$XW0g>pd3oIh#*h;0=GP}a{(m*M4LKXthX1+6Bsh-g3JWz z7gxaWx`Urey8(LX^EHjXzXLTzR)~QSyTdVyqj)50y=`eNDg6>1Jh$X)vqWFKDyUkCzi1KlA~uqyjJ2FMR2 zK0z=BRPQEaI3Xho*0?=f=FB1sb~v7xd$)0C7to<}2j+bU7^Ze1PU84?zI0oEro_p1 zxJ<8!&olsAGJwcMVGrRD;DL047`IIv2%t)CX=&+m)jw$TfJQb$tU`QUT#0_gtEPaX zN}wKirXU0MYfTWOT0<^Ytb+9E9QdLoECy`{U_@`GL~8I^NATjNORxm$bOa7%Wo5uZ z)&VJvf3>&-y?2bnVPw3~Gkp-lDUCZBAiWtLKOR4KjBdIK7?}vj_5}xK1!Mh+iibZF%% zB>;G1s9EG+w9;!Q-3maf6QKQkK@JW2f$$U#i^hGFld%z<)Bhv61rWiAk;_uLLs{1m z6>={Vy$yD8$O?QNG>&Zj{{3N4)KUUc0J=?0nzmE#amSkHoVx%$p7(VOiDXCx9P+uj zk98hZaYjdT*GIIsD^U7x?|^MBqz4j>1*ly{7N#_>3z)MrgL zNI{(uC$=E9{)qL?{8144$QQVO5Pd9yq~j9kUA7E$JO!&I30ZN#+|StV0+AejeLl#@ z&dz?^t%qoVbQC<{)yo$-P3qqPw|ePTd+~Epnaw?kSq<9AeP#{1voS@ zP(;IIIN%5Hh<=^>1Cc4$ODQ&PCrhayVY;#n%ooJ8NAn;$v$1R0nx>}ez;dRVc&EW5 zpMf%uzknO4MzRe4sA+%`A_$l)V8>`?w(&W8EP-p615~sisP^h#jK{9VgIk7jt!V;w zzeYwBgfku_D<>%32X#gzrcLR<6vu-Mc8u?l6{z-vDiQX;+FMKt^E7T>1iXE>hLzX$ z>?4p4>S&`dBYFtRp^~~5U1FeuxFs6Yu|hLLWtH8)G6nMZ3ZPfHfz9UB|B9DApy%E+ zyQ7}_z%J|0+jz`O?YoTB5&z=6CJ+&ThN5eMB?W-L^(qgb(~v&7kLLngHv&~sE5PgG zfnt?LpaYzuMtG0;W;L*j8qXaatpOyLAE>CXlr3aaBp@I-0Xg$NsA(ZsUlkxXXlpt- zIYGoPNL0*0N#()^Dk;7hRBbdo#YII5Z9M>sq(dNg+$Pn+fE-{98xZ)wFozeu`X9Xb zD;^VGN)UK0)LQ;hs=Xa8`d++MBenZdM2L9oUF{p%lnX*auHZA z&S2b8aJ)S|W@x@~uYX}h1}6q3NN`!z>%^i2Ii%VC=iQ{IzKR#=nW z2@iX%cZyh7F%>Hdm*H=EMH(P4bPSM3|M?MWzzn-&wi_ON9R2}l#0>K;1lb|O0wsH^ zGVX|Xv`1Z=3F=eI%*=#xGe#~=pb&^17}~m}6eE3PkW~0hx_N-C>40j`kmZB4Tw`C% zc${7Z!h~<;Sa1X-nRsgJUSI2H&vn$~#x|TYkGzs!3@lK3I<+)*Cw{MuCn!N;tM)bW zI2y_7=iIdEn< zQctDmdP$YBG4L^3kl}a3Tb2Bn(0oMz@7(VSy0}!%#^Q$Y3AQa98 zwNTB?kBC}lQ;eK*Koo_-ouhb;Ust_n$?| zI&3vgT2S^rEGIu1>X8Wv2t*msZU&*GqjcdjKTsEuNViP9{^Et<9t%w zhjsJ@LE0coDgZJyP*p>=26Gc|CcS9_phkh3(vW2h0%a)dCQ85h1sQ~ZKz}v1TC6QV zd?4l_fouqbGLPeN$He{t0Zkc8<28L&@lx%;cNqw#J#ZJNrmx*Jrx8a;+_|8L$lgjYcBNxVls)gan6R!Ypfe<-vw36~y*|q^J~A?zED$A&RRAez zP|RmJDV+24DiS60$LmWB84m`7Ia%Tf?wW6lh5}a#6VKZqox|m46~7Skgo!Gw88Qn{ zp#g{!Ko-c@f9=cD`{bpdaADH9Ar|_9YEU}peBSoi61EqCw664FMZDXz*QgutOFQT2 z;B4)pq-@Caq41?D&HN;G9=cYwqvf(CCHGp=N#VnzqYFovwe@wTq^_7hq~rp+5-hn-1F6?t=nH>)<-V0gvoL;%9nP;i zo{tv8Y*c|-y~RJp<%fvI0x-OEFHfW?(x-8O?rcv6w^v~EQu#ouT|E8>jS5ypIuCx5 z2joza@)u>SH=TWnx4J?OLbDJ#Ui^;>i)=uChgfnOFB^BZ(lKpE0Rm!DaKsk`#NJ2K zKEPIHogq8u17ap742?&Z2xN{gfD9UdieG10!(@Rd>wrnFgRsp`d@zJ*+R}v_%vY~X z00IRB#oawT$X=;Mun_FGDx=~EEPdcRl=>Sr_y?;ybj zDJU!J*AOyeC4WG2jk|7<1R|;+CFUew_!}E#gg{}rl$4a@*>)>rMwVI`u&&Juk|kqa z1;E%NPco2m#MoKl<0cfQ>6zCqweVkBRlNdORp4cI*3EF#LxLwK1HsZoJxEqQ|Z1Zvke8h9;6cSMo~C^gAhJ)@)j~2xJ^GH5%Yd?3c5(@zA(lSAivyOS6Hp)7K?+jvMz(_HdECNVRpz}XZ$a3$H2Ov@ ze+VM^W*boF+-2+hR_#Q6}K-Bn_ z6_kV&+>0PeW6J1D1XmrBq#%uy)336<0ou$HgF*#x86dR1ga3!Qw~UH%3*Uzo1W`b` zOF=-%ff0sAQRxsBq?8_{hVGIEDFG>mI2a%$-OUivaF7xhx@07z``r)cch38dZ||pf z);epQrNTVV-uJ%m>$>i1@2!%^m-*>a;Dxwiw&m8a&7!BTuTVY@GDAnk>3GH#kg%>} zV9DZ6T%gDFm`Wgee!|wi%=) z2vY%=)8QcRBZ|q;wR&AMI%|3gRNVnAHhua=zpvEJz(YVVkDe}3NkC-T35 z$OkJpsqw@dGAlLgl@~fp`|K|s>$&&cEquDHlau`9t0DX;A1!2uJQOpZ5Cs{M4Oo~U z$5^V@dbQ2ZvTy+Bng?E&$#I}Mtd`xQhF|dPBFH4u8^*tn(s;_ocEZw=L8~Gw5PaGC zItr?Fe_r_QzBoCZK9`09Rp!^NrP$?TMT}3jyHxaA4KUnpPE4PP8XD$i2#j6rD zC^txbTWnAbQK);m&>Hn`8$|dY9Rz|LJs(6OKr93GusR4Dsh(8vcmRSg9u&~C>>e~C zM)tT=))XiLQb#MFE}dXEPFX=TAfQMAJcM}|36hZD*__}7-38{r!xaTtW#C%}lLX`d zRPArk^~Q5w$T0@8JD?qPt7>+0o3j{DyJ-y+Y{!68s_J*e#6i)Kc;)x3av+IT@C5AcFKULSPOw2%tR+@K0dqpr?W8uM;qt+5@0d?7aF^pl(xcBMai&V1}@pA&79v}&XQSX1AchNkpx=SFqYHw;AgC&zJbU&KEC5iWmrU7? z>HYTI{5rs^R)g@a0v=QdBSA?I*s&G{!j@u>w_1n=i@-7nSo7#gxeMBAR5~smTikJK z5ly+>;dP4`><7z^5)W=SPIy#3Z&0@Yr|tkNK%HN0kj@u!JQRQ zzKaphu2W8f#0;nqmzZ}et6QIcbE}U4G7UuFN`Z@{;jq`v5#Ss0h_+;DFHuNAJ#6Kc zX$FP73c&O0(INDmC46UlcISxzXD-g0gC#av2*?-&+no+1^BEQnfouRLU9rwlJLYQ_UR!5zTLeqbMI zMq_ul6<)2Ap%-(@>#X4?c9Fy-v*%=CX<%W>wq-Z)dXPr%0tTyKuE z!E`0SJ`Raa^V^3yAig#{M{6&dMPM)vK#}mWqk=`dMt8U$DStUbZn%8@;exN>4R%#1 zHt$oVkZ_t#TT<`e8O**GEa$ynJN*R|%eBJBbcpAd_DS%blRITjzs7*h2h=G5i2uA7 ztPhVh{b}Vp)Ls3IPx3QNCiaq-w}3P4!0&wHd<$wl7-_444pM2i6cyjLPI0nvekKS!&I^#1w0&9vNF*dsMEz7>aIZ^*j!ZEV zn%g=kj;Rd~`(E{*A;h5@Sqe(|N5t@Tu!>uOrB37EXN4MQ?&atA=o1jUI*%|s3BZJs zZTpjXH`T5R8H|1b5a7?BKbji9epZ0ZCWqyJL$UNX;0n;lLra#WRA3xhz70EH1e*uW zuHgB9MC^mE%C%6;>;IRMFKy>43_EX<04AtgW)fXfJM zV@i%S#qP7I?@%92hU}YypOM;Z!atdsK7Bbj_&0kYK~84*clOw@%G^5};)`0pm@(T& zs$7^fH*6=cq9r;MbpDE>!GtKtl5k(f9%J|aVD}r6Ksav!=IHRF;u566Z6of@Z@K&a zLKd17yYhVjWe2;~WaoFR@4FeuwwX}q9c%>q4rC4;VcG-%NQP zg0rYL^EQvOx<`UU2RQdG&v0IgPkZ8Fw>==9keoDqjP0On*dzdsxK3`Ft!uRWdiQ>L z3ykz_(c2kz9wTBFq|d&5W5R4%0>?S$w8kT4$ygb+V&8Vys0)}7Fg46h>Ca|%O?R#9 z>WTv>I9@)>p$76T1kRz}>V-@TB!YdQbwG_$i^Z-4&I$2XKqd1yUos9hG09nL-;|LB zl^*)-pnq=gKOOqHfJT*&|FQD$WFG5n0iqHQWU9^d{kl-#Dcgj^S%_U*7uJu|u9lfi zh(dfF0^d;22WVltDA1!+mSSCo(j8EK7@+?ya?qbn?n6jRH#Pm_wrzPA-3#fL>s9kN zu;7pX0P4~SMd2OLpn=-B3lJUz8o)(91LW5Gx3wX}lpD|18lhA=mTc_@yg=%{AXzwp z+PrnP4-Q6==(Uj9X23!-$nE!s8}eIv0|>nUfwuDUa%>XhrHT9qks9h}a&Bcnn}qu5 zfPTsY2=BL};MWSE#k0-u)zz;c6F`&zY-31{@xhsLiv)l}BbXJUnP-7$b_=M8#z3$- z*%yh!8}bKhzr}P_POMbN>xofKWYzw#$HgwXFcY1*mstK!J_} z`qfuKPWD1^P`4HU{s8*fWqaWKwg=RH6NnaDP+Je`$j(LCdCyyJA45BG)LEbsos|r2 z>iq8`{E9nnK%}1FzdyM6A7SY`|39;z{eQE={okgw;xJVTiy}G>^7c)FIxXmBg?q(L ze^+s?%Q0kyuZdyjm@!ScUw0EP%u}hZAJAyfu-T-gA|b4Q>~Y~|xB`YzodprkUV3_0 z_*m5Vu{CUM$+R75MA$-~c|FoT_@dv=?s)ynt254&r6jOXT>fSxTHQV3GVJ8m3Gv7b zx}LK1W4k^-^!1KEpFkcoa5@XG0x&i}{ueyrX;m9Up#dlc}DKpV|s@5V_Nt$vQLzT|o=L)m}w?#EJxL+M?+ za_9@cTgP35i=$pA>)0bJOrViPy%xdv%TPs`eN)OcU%9;jQN^};^u@ou?RZt96X(^Y z@7*%FaB1}g8|PN5pQ#&eTl>PBR=4y|P-T!+jq<6)iI5^YPR|G zRw8`_nyc22BRu;o=0|s9D{3_C2J~w>7qaHeTnqPUHR#=nlEB}v*KcXsCH(VlAz-gt z%u8=|;Mw~E_RxSkzq}$In+1qV7u-%iVO6i|(06$n`9!=yw|lE!H+Z}w zeO(5}Pl&lwwI}>Wcl^HnE)xtxgXIC=C;njklu1cyJMiP^bht?nFOlJ)g^m`yPU{b& z#eO+HXM>@Dkvp*y38ppw>+Z$II@MgT{J~bFx;6l8?KHt2Xs}i80oZcg34S2n`;V8{ zX&RQtyEJM3r|9h?hq%+KaNiBCd6O$G2S~o=${8u|sEGPuM@B~P9dw5@-UMGEmv>t& zj5p@@6EN!Eui3LuYMjuGkG#ZwP%;(~V0Rqm$C`LVb>n>fcb2&8+7uYLs-i2YFTwRR zHdC#IOyU2GalHJ+X+FT$@O`0+)sm}pQK^J~Lg7U+Z9|HMak30u0!N;=`5M?a6d=Uf(aj|tA=&w@&;zra*H;JIn(+e@QU`UKrKYSKIBH>zBy46 zzc6$jidOQ-;|g8ma6HT~>eZPmh#f83smNBeb^op}g*x+CCfD0OCMWXBgTk9D7#f^s zs?gxXWA~_63p8fAuF5AcH4`;tmD&?Z6zlIt=3>ggWYEXnk*~u0lz$z84V-eAIiRd< zxYR&kO(al@$MJNvAaUsauiy;R{W8x86)xxAE>CEDht!Nfz+8*TPqKM2vb` z{~ym9zTEDmXzQD*x=m=0({w@Vk{Ax@jwyU7uDubJ%iGhGiw46&mt9F(YwEX!4q}!6 zn!3s97dc!spwF4@zd$V8v1+?b8)zBu%)LvRgR;%aK+&lA@Sku~-;1rkoqp)+t3)!5 zqp3_jlhoIE)%&F9Q^+~vPG-hivOVcrG z3YS?>73dQr&~Pp9RpSP5wwnEc@~vxK5y+GO=M$(`yAS`Btr?Rbe=Pelefl z*k9m!TkYQ<3yqJlTrH9$V~*z&xb42adnNJZEI%0HEDwD34GKGlP9{&Jxis=-q{uek z#nNNW-pPx3_w$75QvOfzlE+w%?dPPiYOwCSYxV0>I)f5+ z33Y^DL{HxS$m#$QoA4p?OWlX2xCkX%PZBT@nGt71r5{IXQ=o)(vHkQSoeDb$U#)!S zyBizuiKq9cxK0A88JSJ9+KxwFM=w!O@vkK#`8Dv=OO&;oI^|A8FHb~!{#e;1s5<3D z#mwzcE3bUGA4^fQD0EWpRD|RsGz6<3MDDzq8w=NA&%VQvq!5SJ0aB2=bemvO_3zr% zYw$eA;$O@2BztqtILR#A^A?dH0q?c1!XCC=IB$QOHFdi!%`eE;TLkv-Ymp`NDJ=cu z23rz%7KX&~TRF{;p;&zcIGNS#{Gk_l?nvchRw4V)>a_nlmy-{i*7Pw?r>LD+j+ww4 zwE8>gva}xT3z(ewl|+L`E$N|J-SnZ+X!yV?82L98-&%+ih)?pGNEBiYErLGj(705+ zdFI$915y-2#8fp~b|V!DRjC8T_(REPrK)tk?CgY|=;fQzVSa-IIxgGt!xm&VoduP= zg&qRbE89^AbUaT)PYOTYD6M0}?95v0D0+4{nUUFUHv~hEdN&&~;Br3z22J&7$+3rE z;&aqA-o!I#Sv=y|65+cv#9nGT^|dD4M0>>a`H1o3+@e}CV>ebjx1FKmX01_59f#eo z!YOBSWM{mt`lXdsx8b6J1LC8`KYCho^Y@|h@m);pl;w8%nT)y{aYNRZs&Nw6ZuR^z z67Oz-j?D(6D;PGO^aGIs14_4LiOC-`U%}yZ?UgIuse3+SFGK$E_eZeh7m$gv>1 z#!n6W;^7_hfbrWEheZa$#~valo_(%7*-O5iJ6v?hZ%V2}Vb7TDr%dj;8GWp>H=K6f z&|T&%czNF1fN1>Q_()pv?41UNh~_f;_^nUJ@0Cn@bs{Ntn)Kj|sMOZ+f zUP`v!K|Se7@(E}f5uM#_hxvLleYZeq&mZes!VhWai{*QMjvw$?*}ud`jK@%IG)K8T zgaznoM(DnZ7;<@I)2-f9qTG{9i2H^Sn+m;5^zz8n8=mNiPO`*3l3y`73^zET{hA(L z=vq;!4W6ZaCW}x>W}gGs_wZmjLjlak{j8}Ft92?#%WoV3Gy)$^rv}2X|Q{wxxqg)agEd2 ze}KTQ#Y!(g3*LQENllAl?!|jAT}|F4w)gsZ^SQjyYMYsBgCg>L@b+3~iHX_)GM(Uz z90?1U@^}N4ARBKd?fVi+6+U*p$4zhZu6?Umf0{1;hx4g7C_d}6a zj8Wxp0ngGlqDL@OI4qB`s4MT*^Bd6-=wDYy+gxlEx$TFpO+Lp%NQY5`y|cAzSKIMI zONKDywC18i845b`b1^J9e9Z0Lu0rthM21`0$+5~C-DV#o27^#WXUR-N_%Zokx3oK{mA)M_OtldHiybm$EZo?%iGea0yC$ePJtg!=8!jY_NSoZEh^*vpYJ+R4zd))p z9%ArnikWY2eS89X&x2LlhD-i)zz<%shgR0$=sK7EqK90*>l-)*5x&vX zRx;WOrq_x}&NLkrhVXC8;pJAJBHD^ zYtda${&OVmOzlcv4LyfW2pF>c3V%z=h665GM4`pSHjBFdcOby}=c-=M9DiK>gG7vArnMGA4i@RRC*1RktH&{_461U1wLXI5f%-Rf zKt$cHKV`sC49)1dIBoUn1{>2?aeQmzIG=zOOy=_v&{v7oD}czAI=VR%_OmIjoIdkT zmFQ}(#*DQdUWihKOSZ*C_?MvdoFwed?bU*QcaST#{(7S&OUK7HW{HbFtx7RN{aRcH zi)6gwWzfiESWZ90x4GW^2Um-$x4lbIn;oTfMzu)|Wv|v&lIE4r=Al@%Pw_T* zFEZwZ+He8ci@#LL0zwy#rf*uc>{hdwtfJ>051p#Hnq5ecZSelvKeElEWj|_DR3E1BYs~M^9=&3?Kf7M2s~Naf+63Dg?rqN32D$i=nbhPXwsDSL z`sjzA%TAyG;Tvi7w>EBiD{_9vdC}Ak;21hEf9CTt0*A|}!TGPSg-%*jf?R;>a@A?Aj=R-m6nyaD~m1EyYzvMZoyuRhJ*& zIC{ZX;}Q3Dl$Yv|ZYwsP@b>)DCFjA&lnqbx1U-@4|Dj^%L0D^^RC(}~@|l3?;rI2a zFuyZ#u}<%+H z_Kh@3aeJ16{98Z0eN_s_FCZ<4(8Hf~RO~3WvH(PN59opH>;z-{l1dxi(Gb+lW4y+v z6Sy{Jwr|^|Q7^?1d7s{J%AhC2gFZ24r_W_Z;=rP?l@*71G4<%zu)=1)VN`^^_b>Bq zGS_zf4;I=#W_H{>Bm5_YSu%;IBXwWRgA>r=#&;ck-@88GdU89%T1Tct+SbfXMq?&5 zuM_8eIS<8^BF$6;5WS)ISybOUKhuu-`zr4oWy(;m@bDy~C^rcSei~GXq zDhsZxVl`YJERD59mPS71rbMCd$UGe-3UPRL%}(f2i0qrRxASGco7b(|Soj<`mahO?I<=$9iR z6s)e#V%hsdDQRnp8}5YDa}h#;=3@1~t2L_weXzaU!4!NPMP~f+RRKTp$V`X(E_a6l z;59pDb_3O%oAPoeQvhTyT|3KkT~-Xk${sELL+dLUE_bze0Yy`d-QkUi$DZVa*m!!{ z7*c(}xE%ZQgj!ygq_mC_5#PjuYhD+-ztST6<}JPU=j(Z>Z~KeTba6lWH$J{=qIjaG zYR~{%&7rGF@NT8Mpnjdokx0k*3>Z%=g_$(Qvj;r{$ zv|IJ_mUs~YE$b3te$7@Tp%tc;>U}Z{vjE*;!wXUAP{}(=n0|+S%ARTcVTPLNqxBrR zmLxAXdZFejQM#Y>>hJzpbair1pUc5=VLM`j*}mjpDSxK{Iw*J{2-3SQNOWhhy_>pE!|K+{yCmsi;fx^dOPJppS>SenL}lAr5nWi=5QaL zA3X>4t%+i`?6oIbIlJwh`Co4pZOTO|zF#;x7V6FmH`u=wY1CSqqsq}~;TPibxrsW4 zQ~ou*KdfQg!auDQK#q}n#`0@*XmGaE_jfxZ)3KJm*YaFNg4B)Ms|OTb-gAhmDo`4mlzNZTS);z^TatsaPelm9x8MB1nP(YO4)l2? zjJ4);u7=!ax+>o*L_j@h>YS5ZqntEj^EcO1xTt|4|JFe9PvSRRM<0|FNIKN&30YeN z7#p)$_ClrawSW(OO*?Y;{rXy=}~lXXEChR>~2W5&zKvuy>nG0abySeqLUq;M7WI$FD8 z;jd1%wP%q-2TO(Rk-sFrN@%2P&=o}NpsS|wNEzZ^>otrO|k>=$P;9AbZ}pV5L?wgE!T zWy$#|zWz-DWr0!SD=k&4LE!LX4uc1q0kTcgWv$@c?AxbZc0ep%;+N@yIVm0DMcyYW z&AM9|QqmuTR*Rk5W%vI=7l%FOX=p!87J&-|Q1o<3@JZt!xJY&X-}I5HG}+)b~APW9r$S1j{*_J+$j2rt9xgPJ4+Dlw3nkT&wD&o(^%Q_sAq3n?P0(>mM2 z9ti=xaaPfHBXDTf^Pr$6wANHG~pl z0JIe9Hu>x(6EQTTyz%*=cy z1Y6nXhJO5HXaA!&R|E7vv7F0xYOiuMOF{&LCWZpy)s5XM-%V{lZN8FE!PD_p1gyQL zRjamju`u|+?s!uve!otNI%L_6 z?81Q_w)zNPxPl^-9gEdxMCt zk-oN;2HaR6yJ3S%*Tw_KyCEJ|LgG|7IQjLT{z@Uu_&RN*9AcitbR{I+AAoVS>?Za3 zpW~m_B2#F;t%fdK8plW$#o&1B3CHi6Xd!0NegdeE89RN;Z?Qk_w##l9oRq$JCtebP zOaGfgD$@S_=5VFaPzE)%DQH76@iT|w7iQ{qY9D5fqjRd zIb*W#GUvM9(fhd>R&*S3o4Z5t6=O3|h-{?K=M-FeQcOzL*k~F3iE+;pao6L^K;_`f z){$XAn!gk%wmvG7+@~?HY6f7x(ui~~R@#Vm1OGi^^EH4;=+d74B$D40)Qc$8yf*cW z^K|ahm~@Bl8SK3m|DR$qcsGyzZ$6|h=QzhP;0w*`5<&2RK)Vsj$usqQU6oto5q5)m z0F6~%gDAxOzfH~;>K5Nj=bc$wA+W4O%T|0JWeYaMCR~WbAZ2PEokJ+LO{Q1HqpHR9PIk)WZBKMl2&mgG1+lEKTXMg z{BUM_ey424&VUH$M1QO{vOoqH%82I#*x2l;SYW-8PW5Es+6+=%z4e-7KMa?FJ7ke|%lEC&=8MjQp2hNjF`obkXGCqaGi7~Lve*u5Y1=B zf$Eg{jW#uXWYV*Os<{k=L`OcVMWzmIqwl}FMoN|E%B79*_TJsLp9_x9g|#!*_`}pc zCgB=-$9{Lbnm;9e5oq~tsWb}9P~~&^g`|0 z*)O0ZF2Cn5=XHE-xFBX2H!J0kzqveF7(a^{~&q9_~2(elg{ z(hj0l#;xI=J)rh5crW-l{Jb7Hz@IP>HEi0eA5IfK_xZTl1!(&wTHulhcJ^$tT3a%8 zLkrYTv(ff-v7o6Ty%IZTcAy~x5wxgQub6B@0vVJ?!Pi}&FfB$#!uBn`EqouSw9MsG zivRV3Kb6xr3-`PxMR7geYeM3p2W=1O3YyhOjo28{bVTutd%!I*3EagY-++eLh!Z|h zQ>nX1G&1s5LmN;VL~-Tl11%UCQ!uDk@ZR;Bv@#ZvZM5g2gVAq+&@{7CIghT#^ZF~k zX)dC!7v#b)=8IFjAPazFjXhyaC+nn~>$E&BINjC{hNZb;X6 zpA1!3yYMwK9`Lu~++Q$LQcx2SB8tfA_JFlT#@IXB`8fw4^-K%C&=$0^keSC%#A61H!Cu6(b?6b0&ql~ZCqL~_BZNQ z?f$S*N^o2L*EXPoqLqv*aWYwU7V_3WCjvc##YFKUZ=iRB6K`J#TS~mr?o|be3-qpBE^+6*IznVeoq+6f`HLiQ_vgBZ-B4?%wD7hBF5Q6u_%zs8muYr=g9B48Wd3>U? zt5#JnojkltKWJ6tU7g}r!qB55jS>wU8hz{6>@oK8_*%LP!9m2d4b&iKi1-h~z69L! z_TikMgQs4-78THm7vriHMd)!mp}?YvM{bI+QHlI9KVZ(IV}lS4#QYuXk0&v65b z8%>4fKh#rNpY6|j%KyH^IXWQHWvT;TGEIE!AbgEPGK!+08Q}y7G04D{cPDC?vga@5 zkdn8S$#S@gmD;rvtRi+zLC?=ydf= zfsX6-%iOgtXz1nKY%r*>y?=Oc=^Ws!n8;gqmaR7f2(zhcHnBgGQB6WZ zmxmHSE*2w^%ks#KVwF+15F}h-aUz<&u zUCEN&I8-})*L1kI1>wa228-MLz49$+tY{F{zv`deDW64%NfWSg!T9Wnrw8C4MRaJi z=$mh%grnmbn_j?)^DLE6W`&@>-%Fa>zYcgrO={E{ zxrxfYi%~j>EudA67GeWEYZ3(qI1ujes~@2xKu$E)7BOmP6vCU08-0#}IS}{c;~5>C zR0ZOLMx=sTxy^8Y8+b-!e)>-PG+=ElR>?71FEx<;A)2eTel1RBc`12I-hoj z(pa}L;I>B=7@8G3W0^k_I;f~dkr-(|pU-H#UR%4EEHca$NRe~fdz@_^{UtUnTX`;N zx(zk4!7t$Ru+WujDS#$~N(M>F%zc6`# zlV!xrjjYO0%v#Xl2U z{ZgO>^Xzu%E4(xp7JjE2M={F%c@(E*JcwKPTBPQOi88zJ};;kC*ZIz zzTaz%ME4p6@qQO=d#;AmNuw#37uLd?R*faNFaYF^_cXT zE}BVe-3(C8S;IQo+WM5Hx1)hQ3L)#z*I0M-P_yI_?zS_OfR}<=THdFk^^SmP=|NJ;yCV7a`zJ*9YSK zDL(xj${;@&yD}2#aYfLB11T0@Y5^LOFgXhET_+(^wSUH&6bNMF5A{27Sa9@K#1CE# zYH#=6ut%UJ-K0d#R$#3qVzj>ySM&;aMd0-9y`SwRZUEMDX{c*=^<%kM3UyyBzSv8C z`q;OV_}+lM9936U(Nj0xSgyJsdpCujEyOZTx-7m28}+W&=n97psS|(*KxK@TE(@Ib zWnJtw(P`s%gX5`^(fDJty*jZij`yK=ARXQCh_tWyC3fzUvML9v{g)80HE0iEa&y~O zB_h|v=xKyh{UG6<=&?QgF0QX0>U7031A0yJ>0|puDnx3k{*{&zRs~A^;Hyb&?O@1n z+#rckl};?Qbl4Jcyj=P*>!7A8kqk}_L?qskWPLkCe2<3p64$)gR6$ke!9b(`Bx&^% z1_(`OUE_Y`y#plVS>)UN4Qo9>c@H()k&i_{seq3VRnf=tlpKpLjl?n)v!b;SSEuti zfoo3ebc%yfs%!Jmp_IYSA)VnL5P)wK)O9WW*wb4r0%AsUvPX0{3_;eYK*(lH{E9&ub31WAWB+}%Uu)#UJ0|IDp%S{ zMK;2w{9Hltw$uF%Xih06e87AD!m)uJ9uvAc6Ka2Hmnd_l;H7jccFJ zUfp$!3M!V^@+==k7VC#0oz~lFe!Po9Fn}& zTyi8eAsJlZSA|#V`mItNteaSei!+Oc=vDOt+rUNe4r7jawUZ85uaT``O&HSajW|wXFul>F#YE955r*<^@=LLu_i#dsEHK8G?RaxQ4I8U`+qob_ z{J?@gsN~Kib%|)>g{;%P{#UD02B7hxXMZ$NOlHenx@_K~Lj}o70IIMH+1sX`tsAge z{zW`mu_e;eyF2t2#+&PKM7)1YlEIc|ECVc1qn##|zcFgruMUg@z*;#3*7X==I8d9Zvl}KImLJ4l=y&4&GWd%8}Dc1f%oK( z`|Ia|25MGAb`D1po4qo;`!K^|5$}#)`vd`1tM7qC1*~9sxtBpp3&PM(1*PO1F;vh3 zEXX8IP7t~B!XU`Wo?HG@HMLJ$kz0sE^J}EB*6@7Ijg&w%c!iGqe19{%>62k>763bs z+8_Umc2r-0^aAQ1K)+3DBr{x8Vm>TDz{&r`b*C`Ij2W}sv2Jx)GVrCz?GRnv7bk>c z13K5e{$heZ2VKb?wMql+YrxAhw^uQL+wqgr)I!q=6Hkb^)ebIPIKUX-aKMQoUz3`Z zR8De}7A3OK=wW(Y^yzLhz z+M^GFyMwj0d?=Yl$Qw%E-|r<%9Se^~;9FY;D_DEjthv3=K!))prx!>VweApeo7X*0mvmzU!p; z?VJ+?w66A|EkC3wvQlwS@=KVPQiOvpa<2|N$rIfEcN=k%xUjSg7>_RPSa9P|Lr8U% z!XBVD^uX$O0vedElaFNOJxD&~3~hA$mX;G8R4_UlH>=gZCQ#e*f2GVjUPf@x z6u()t!2b6{MhC)_0>u@m`zjdC+}fLEUprCcC21djT7CQVl))X*0-@@=K~rX^vWK^T ztp+p_TfIW%m-lAcy@)k(EDjx?oog**ox$-kCyy%I#>OYVhRfmjpyr3umF(s3Uw0j& z6sf0AN`=5>Rv1Yk(EP}1n=$KjmtRxA2j*{6YoisR|7;_Tr+(i%yk~X_I~RBD<#eP+ zP+~#b^gTL+NLc*ac`i>7gqZxaK(Hmp5FkcJWpVs8Gcv%N>{JAFe>z+$MT&kSM#6&7 zN`c06H}(Knsur=qXhy2~%ls_5PxN=&ad1#qF|eG}#JuSbEp(+-2O4GtU3M)gpCPI` zphovmS?i!01AQ^UZOv{kIEp1acFL)j9qmD!JS+zQF7HSz;xcQ=sJ8v z@z>#1hf>QEi-IbDTsC9X(aZKZ=Q^j7a6#xT2UCL$(&@*uME;7$fv zNw9*^v4vps_2A-tTkfh~lsHUnG2;@zRV*Z%;1$EP!J0Fh8~c3>6g}!%Q`v@UAXS=T zxh_b?=l}8FzsN%OG`vu%-%%m)BcGmh`o8YL03>YP;jkf(2hxMY;;+q}mUk*~;`PB)pOK&O0?d;awW^s|XN4!vSX0lwO*;EVKNH)M zY~8%-01wWt!iTk(Cl?a}%hY69fV4u9*H8PhDpwG|!jkd)NN?;DD@?^O>z zWDGb8)mDvLmL%l~nc?cF`^(~B6YAqLHmF6$u}BY}A$jVXS81NPB8b zu#GhwY0d&J+5&R6r=&8rN0LDvmdX^asT;}=Z9?Wen?-mF-Ry!p(W{ZKl5%ruyHldg zXqxX~e%Mq2a=-nNM02rF*T-ZnQV;}a`kSCM*}wEIO*9$lWn?VS4==Q&kpKMgb;(#; z)13s|F2P^le|XEo0<B@axm?i;b7P69?Tyg`x!!SDeU*Ygnr6BkPQ zOvn6OiAZ2c{9~1BhC0>6u=Q}hf-9w(F}vAcLNKuDO}JgcGk^CM_`-4@%~4+(YKa^% z(jEb7gngPpz^Ga_BxjconV}JLT!bO=YXTigH)cqjjoTQVo=MP|95xI1n)ctxYXJf! z*n81J1LV{Y$Jv5WQwFNAIqQncaG~$8}2GnSzw*}~`ducO@QIs96L@&tooazD9 zeX=3gsIW960Hkpd=TkLeq8{BKL4y$E4x;7bJfga=RK@_;SUEn>_lc1E(`4BuL0p!2r#W%lKlO72_Y z@93LQwp=hTp^$l_M|of)h>n&^mH*8w!8bz_Z>NSXe4n*s3rCTUee)u#omD?yH=LJ) ze8kXxi$aJ0$b0VX(J2Mb<00%^K)~_|tLqvo*!-|OqR6zuS-br>^-KV00iaaoxzZwS z2 zDd>F@F*H7BD^&PH&kFgNgim%PpOfC4h8}203P7L)dD`Jw-~m#gnXj;wC=t+Q{91Fj z_42_FlkWo`XHBzM2Yu7kGIV|)O2Nb7zDHA2>~_7}XV>)ep3NR@(t=&8%A$*12V2za zk@vZ**Ez#&rMN7MfS6oH2lc?xg_O3E*QLL5)-8pvBwuF186o}gX(KR~D=WQ9*hAU4 zkLSnUrhe~C!_5^{x|I;CUuiOekt8?UkXedONsIL6*1B_YH+uwyI>DdSv;AUVSY1TM zY9*w+oU)C1u8d6iVCn82l$YbPv0u;DzzJAX^LesV>@iqB2OV6Qoc9|z3z zQG>TUy=eA#9y>QitnQPi$G|>d^9%`_#CPxY?I?Xr8|-wih*F5O?l!WssQJWVZdUv@ zw|`z{Z)-O5y+SM2?%b5o@Wc%hx)Jwo;Oflt_PZyo{h!`)?))MByf)jD<{$X-QO?`V zQlbug&cTA0ExXq4bgv${>F+cgZ-i#o`UN#f?@D2-V>qmxFrV)J^O0@&9Dq_*R_@~9 zqH%u4N-(&@|I_fyB6)qwA2z$ZC3r?X`-d|%g?QyR&BrNHYk!2(4XWJ-*3PD(ukBcd z#vZWY*smvy-J}WZ!iN`)Fv*L3``ww?`QTe5-*X$oi6zz=uQy(QK9;MxdJo(h{K>zw z{(~?baB$)DyD?xxMT& ziN2f&%)`4eVf!2_xn1-L8Rtyyi;V2?ZS-pH*09j$TaAT(7uWx#a8t!)65h|QVha8- z^pR~zb`9(sJ>%4jL@PYi(6}^fo)2RT^!g)C^zg?I%bhb(Pdk<=o11y@K@l6|1+T6a z-MAafQ}X1&5^tCZO=NRxSUt&JJXa=5$N-_RxPE73{@BTn4pDWxl*; z*uzWj7KKvdHE!0C$W_y`eB{y~$NCcIF#q^*H-LBg7IPh4$#b^!xp$_#&Qy<3vAnT9 zt8`DCVo1rpNU?vIK4YKlTY03?q#e=WgS}GLxO>$dp8Z|sjN&!!uS!}lLhpQOHS^i; zg*h@%?FeZmywGL(ET2Z@QS2sb`8M{JF4-V6HeOHYeb_e zxB}ky7Hu2{Yh<=BXHIkI)ytQaiWZHRirmc=j!u>GhkFtFyd!_E z`Zesnc!kD9FXDz*eYg#Uh-d`di&it&RO0H&luJuF`fIqyb069vYbt{??UOpTch3h- zn@e{!&h$Mi1<2Uc^9RU%L;ha&rKr?-Fx)Qmo3LK?kVW#2xwnX0z*ycdxL9^ZyYzW1 zSP0OE&DhhEi@#^R=e(4s=7NA54d_*MTSPP$A z9<7|SEsPSPXxVn4O>b!pi+^V$$OjjXv>!NTdX$IAKUOKe@qq0;yFuNfDqpVyVe*#i zMNZ46%Y@{<0uCCvOp+_71zyqOPRkB-0yl*ToU{FVXu|gp&975aN}bOSDk+yw{`!2} zz$SHUc+OIjWXK}pofPDgD(iQ{(^hZ#$VWNjZ2PMLYiWJ-s)$3s6u$DU_i|>AqW*%{ zuhANI=vIZ@dB57YcXg#cxixD4&3D=@*5iBYEziOXJlw@NFFuP3kzh8Jl$1PL!Gi6= zaOpLwA9tTq4`~!h%E&DpW+-gr-|V0b8?pOTnW#yu@mJ*wqNKu~Gp}-@dlm+x_;=1| zkBpA}$7gbW-s>B;(5${bct$(>w|V4X*quknh%iSMEi}O>W=A53_XUM-;%id}_uPkO z4R29VHzeNLP-HSs#%q{-eDnG@S98=TSwY-XY5#1hJ7s-ixV?117ZoG+Nhh`kH8RZw zzz9Eq8N%Dw%!#GO^(20;J6L|&y~uX6*Y5Q4X)lE~_URke`coIHd9mowc)^=0B1ESc^1Sgl+n|FP_a=jbk@MgNxi2jh$n7Ip+evQz)A$DW-Z_c2#Spg}f zvP!usPjh#@OJ)uvKK6EaEt+PQ0W-f4G0YTV+!@W1=j^#Mehcm(Q$xu*hB4f{23&uT)My7|z}j@cr<5Ta=6BKF`Np zwAfI#!;*l}99}`k&VX8p-1~9%mj0Pk4`25?ixkC&ynY$juBcf|_+@9mqub-pG-igm zV|@uf9haS-p3_n7glPC^n8_Yz1gy-by3=ZD9Dn)(lH1AGq2n_;@^MPfd0NfX*1U5M-wWK zBrCVlkEA^3C2HVD;yiaBT)w~5MTB@*Rr;vRb+IVUK-*$7=p#d2#mm<5zd;jT7z%HAJ#8*q0B%B|3ak58UTn9u>=<4;M23Wa&1c(L&2d3;xBW z@$oH(XCeO%Q^bvM*AZA6m#1I1-m$oVu%Y}ycaSyW|6%Jb+@cDF$*7kY+%7kj?>y_-()EocDLG>wWnH#A~ykXRZ5l z-)n6qc*y?pU);i}<$bs|o-wrNg%#=-TIY7#0;0X$B$C<;C#?2HoR=G;xk_IKuqy%y z-K)Y72evUHPN2gw;8&|PT@d)%f-!bc)_pS=I~0t(7Z--@GWk>Q?=1SnPk*224zpNo zTHJeGd~uj)^Har!H(zqPB}(hO`#`|Ns(`x`bUm?Vb9ikIyk^w4>$L0ro_Dr^m=wd(yZEr^S5z(%w6Q-9WU?&DpGQ)B;_lYoE|Yi~gW>+bO^O@cqV<+*{J3 zW)+uhvZU#wKDTGq72!^FmLAc-X<0I-&pjg&c8`3&y>#*x1>Au0(rQU7v`-_$5X~6c z{X>Vv?HO>FPVJgDsbx-EBY{3~K0XkIoU`bbMy^^_Yd{fwHI9ZPQQ$nlBpDLM`;C6@W zcP~$kh-0ZjC|}E(iZh>lr&b-^8d7b}c5;~;Xiu5tjvXySQG}a=ze+u6=L0HDjYzx; zEjIGX{z4*YjHNUco2lD1X3mLV!do>Zk9%Yjo9TeoWF(_1k!vmqQVTDC77kS$gR+=* zsMonY1r|0Hddryl^*?B8{S1cQg(*m{^J$yK} zq?n|HIDS>C2(~*y3*}%kR+}w~{3}_mQU1AQ~{IomKpzHOEleGhlrtG21Lch>JD0M zC&`V_haTK!UkDD&d705X{{wO}@=4Em@+@aGYQdqw#rW6quihxY|3q9SiW>T>j&QQo zo|4Ihf?iP+;kq+k;3W!>jRddLXPUdgtK31sgIiI>5?c$nFxGr=3pT_}=O=Y;k08sH zhoDEZmibj$ne1!v^CI$+z$=OqHy?eGL>IF4@0a5SIF_~Y z9B;4-=CJ(~Q9Lep&infuj58F|<9diB4J*^4!=3vT?T~yh@ZiA(e?VEhFMRA;9XUk` zGm)|FWU~AHbi|mFY)oRN47*zYHBe90>~DXW+AqT7LjdUD>|%i)sT8DgO4OzyODhQ(8@r{vw^KX#)HD?>!0ts?#$ISEVdloD^zx8csk=q&>v~na0E@k@sTxy$%4VPp<5O|kRAiDLOnxqAdhH~nF z*wUzqh7la>Yj^UD-B0!c}1sU z9Z^@jGh)}k5Djc7UTFDrDTIc z-XP&0(G2KWmfle35+A8dmTMPy%|{WUF`g^k*~-R#)dJcX(*4H=Xw^BgQ^Nn6i0K(y z5vs|~S={|7KghA1*^H3gqTnXYqVVo{5C#**^r`MP^)$k9?R_DrLZitI19Ulw+S8Zu zFgkECOm0rjlve(i|2I(}frkgeeREf^+zjs3b?M5c%`~91bpBtL%gex$|6QC`_}Al) zi4V(|YHU1M#%1_ddnn|#G&1JkxMu6#lus@su=#;k#=s=t!;96M#A#rU7kDHc)OY(9 z1LJ;`@#JGLM`FI03f2*dwWCDCTG`+hD3IJBrz*fB%P-m#BrKy+_c8YU{SK@vTfgK~ zJUe0_i3CqoG>pIxO`~gSP*Y}(+}QeT&QavT&>mYg3qScbdA=co=<3&)B`}x_)dhgG|(G{v; z1|+RHU*aYgxFg)@aO&ak(eC;;BJS}{C%;ICu|}!jyC}A((+04Bu_Pun!v&njzwX(w zCMbxl(4TyD^&d4D1f~(4@+$>ud{Q$Pv(d9RZQ#eTN!$oI+D0AvBO2sDs_&}Z6Rf{CnWq#&y`WA#amRE#7-tUydg z%Iv=t6d~w;D<~urAg5g}B?te$=uR_=Zb*;PsitLz@2FRIqoN20klQ-Y*LEsZ`C|yn zBtCBrKKcmgZ06Ee;L>@)91%+gomwlhz1=bl<1z!v=$F!h*F|AOGxkiSB-s2KbstmT z-?OpdCuP#s0C#v0ez6Q*u1;O;Cv29U_~kiN=ga<+&r#7YpOUbIj+lb#l(nI9)}OG~ z*iBnBU2f8Tb-0iBYz{7cE)OI}%>=%}_N?GLH~gDr(dJuXbQm~U(ufs#3e`aKla>4O zupXqbJLgB@(Ozvg%y7?>S*>P0sWQhdc*s`1cIWr2xWjfOl|t{lICaGxDQ+yHeRC}d*7~wpJE%^G_$LBuERY2bNyd^N3ty$%OCTB0I((ONedtlWp#0hu z8n2;l8cz0NEj-ZHdsq?N5gKC;LRIAto5Ey5SLQMaSvX#-+`P%q#$$TcvfO{MoZ&Pe z(F=Yue!PUfzp;_8Z`+ zW6#>$CyYy1tm4Owf^58pu@wG}o`u=&$99e%iFOG1U-RKi7&|$lR=#9^F0NA5{K<`O z#VVqo;*ob7`k>=FEc^{xJwc=wequ_5+uo}Bc*{LB2OnS}``|#}wayu*3tn!Fo~xi| z(;rkA!)@ym)UQAfr2kfLVpMP3Y7w_M{|OyL<8W3wNJ_LQBxFQQuMJ?Ef8=KHf1}ov z$#`B5_bivalz>SQ%$dX9WiEDXtt1CBwl*GSi%5Yy#9t#99W(T8<{FHGwEe*)(y8I6 z);}`-FUP z#OhlA1@fb*y>)ZKS8+#fOe~SfLV!K*E&p783ua493UxUZYMGUrEq1UhFa?Ank$GT* z%cTS$c7Jc-An(;tS%-3Bxw}^RNK)`=Ww|% z?8)D8tSjR7M3jRPha)JNUT>*q1XAdgtn*66bNr6f`Oni6SFemeIv`o`eVWM&sxVdl z!Vc2zzeY2nl+Z6B4N)1==I9- zmytk!A#iyA3tfNRro79fjHPsD&|#LkKTMH61{L+1DxqDz44mwN0ih6LLv%5|=?Ox@|8V4QcdwKGe~^6dI`H*1DBVoyFDW1co&YUU`SNjMz%9WckC2ziqM2A6ZVe9fst?*NH)> z;_e^+1En4q9;je?(znE@aC65`2Se^nFV{(jIo8nVrfw}B^sGGZ?g7T13B4PEhY2U) z+Wy7&^^19!btZuNu0@+t8RW`+VVfK?yI7@e0X>RK6By_8XZqliT)OCV2LBv;3jMF1 zc+j<|cnEmCXQaE(%{1)^VGC7$?fsZPMH0&SR`>Tj=b9@KW;D`AZbn{q(&8s_uIeKz&|kc@^^ z`lxHfl$$QtTB_B4FSN0DPyQGyAR#8OsZNlgJgj2<9Lq7Qm&O_H;o$sdTxRM4)7Saw z`fY{)n8T*eRVntwq7~>Q1cy3;2fqm9O!?Wa?{&pz1=Cltidx@Hh8ZIAD&HZJ0vNPo(__ZYuRE}P`}?)46T=T z^P{_X_(J9p0T#<83%K%fxO9PFrCK&3%!v|W-OtokW+*@rKkKiTmlYZbT_$8=sq~A% zG_hbB4M09?HpZU_l|O+?FiN%TDGFJ#7Y9(nYF$9KJJstm|5|;S-*9uRnbkf3 z2{fb&w3GWfdmO(~Z79SNc*`(j5Ao#O?Se7LZUS?VY!vgJyG*R zJyWd`U}@BrM0l(r!mKtmI@Qh(jUoxxo-u_e_!_r;c-r_nztf*C=mY(XZDI}?Rc4B`FW#^4340j4*t>W?`9R=$zbo#h1E(Hdm-ya#Yv!M*UsLy^{>SQC>~ zw4RZ?esbMT*`TS{|Kv@)MtiB+%)Y+{iBE+h*%Vzf1~-@>%wo&o>T* zNq`#>Ot`wK#fO3eG#y*mLuwLMx(0Dcb870%hMx`jdd3!PL;mY55I*@|-7+Bq+ks+Z z%+ZTU82P)PG?#OcB3PG4`7^o%X9nd>Rop5ZyT_NfTZ|^g1P|qaLmscoS0kk5a*w1e zcP$>zH$g`GXRe9{A*vepe{}&He2LOr!QW!OwqE6vp}m<2I^0KKt1zdk81_3>!blR? zF(*=d;kcq<94Ll>R9U?NJ`(ozpRJdz`f;6SCTOQ}J-w6zfB3Wu zgl=S>4}5PTN+)Qd$rk#{tSNY}v3p{vV-9IT6nA}pRYR2Svc8?qz#?;v0q^twLedW| zik@Uz@7F4brxBakC2A)ADHG+sVHci7*TMSlzQNKV&6Cv9v}FjWQmXT$X|D}EdLaN~ z!;bkmQ9xo!4lbeuf-r473aTc_UrS%h*R|UsUg;4&7Iw-VkMVDg%V<~m<9Ho$7Q~xi z^T+<209C9qE;R{Cl|N&0#gd!djcM2{wT9L52MeMf`$zp*Dh=)q+F{otVHePg9^5Kh zSdyvQaDvbTRN0z1(Xz~Suzyy#77vFiU5o!-AZ?jf^pSU@(q-{OEP&?&=p88LDy@3>a`bl!gTiym%r)cMm=eeaW4TbxGX z4v+u7{!3utm7h+)v>|5ko!r9RnRE6183O@>3@hh4ucRMw9FwS5ilrmS+2PZBXPTI9 z-uW02iXquYyKjP5UIK7SkMPlSocT&(Q{S7AXF~}J*0^F2_vj^_qGhlpN zLUND;IE(^VCh#yv%}z+)a)=zK5QaTYIwxaoUkK$sfsRkKVDeMUKE^s_!kW|=g}8*W zfUJb18|v|EoStoNfEA}6us@Ojin3%HeSKs3fU4-G3H!iO7+U>0au?4lDYT?s(B?!-_&0 zNq~<4PEnlJVn>HbDR`M1yj)s6n}UcZn$z~#d4VebPvTx;Du_2t1YipLk;4{xsGx<2 zLw>+?R5D~grGFHgy5jP+B$FO>U8^nA%J)(>x*If&IVgT4ZjVWg8t`9J`Ek8g`kAnQ zs-8c6r24Xc?R%}qVXk}ELq{~I(;f33u6dh+EHBslvJ!7>yS?Tg_>nU$fzFXnSS~UM&kzhg1y_S2&k*$5Z)FT=~Am@4qAp zvwVahgR9dx%n9;o!5trzDEAmw@R!CIpDWdoJpLh3nZDmq3BdPWL!2U?nIY-E+j-FoD+Acwy7Ya-0-E;I8 zEz!fQ<6Bgcl>iYGE;v-m-ot~BKS5QhbEEUT^2vUg_J00ILnY-8<&)QXBJ%G6bEccd zqS24DOZxo9Dun+{_2LLo+o{mh-}qLtT7?Dr%m~~Mx2!E>{B9$|-UYlh7w%Vq>$c@- zj*Ve^UXwZGsxhl;J?PS!owj|;f&8vIm*zmEWhDY{&@|-zDehEWdnmx3k-YC5U+{r2NPZsk?&BB0e%34w;fRMU`5{Ivd#<}&oQjo zoWmlW$c4neL8BZZ0GIjJIq2!}-GH2T*w5dn_w$d~!ahQVy7GhI{jzW7H9eQf5kks7 zB5=wJf&L}6OxRQ4Q#=h=$46`}%jo$6e*5qp8Or!uLR4&X#6)%l|BUc3V8 zo_yn#?q;n==amUKD|YZDo$am1onJ0v;FIVx%6CB?jEbbg*A%i!tsO4jJn16=c@q$I zA(eUHv*?4j6hUFDf1^7haLBG77D&wlaQU<3!Aupq3JpNFJ@o(!df|WTr)-U9ZGPu| z(ec;{$W6vr;exS@zmcpVOh$G4T9bgh{X%)+%RgvEXS+dKAeJyn4gkTa9mn3g)IZzG zxP)r<%|xi1@1_=o`cD(hX4VK5uzR~Cj>E8xW7d8lDK%Q6+Sm3|`d5#$QS>x*y0Mg6 zuB1%^vk?JaGLJ9S;Rh@&Skc;O?d{Qv#tjNlD2P!N5^l59Tg_oB*e6Ora6AbmSl@9h zXgA<~2Y&M4E~`>^LGa;Ls>m_IMz}io;@qR-!Wk#M5?=>tDdr~o3gT`Zv@roXbYi>% zdXbK3@dZWF(m@3(Tr%r?tHZpkR>o&jAKNAi|IS1yoN|P_O^!*MJjvE|^ut=;O}Zgw zw&=-}h)Hk_2!U|fL@+KHvoF1_^Xq6nSCxfCz~Ysxt3w}$WYL00cW~yNKr8-e$2}@j z?c_ohOrQ4bvh}-h7)wdu86CfBUiSs<%+zt$Mh#5YAFsQ49CDN5Is{&NE!^x-MCnL^ zRqgzw6Z5=}n4P|B?_QC)J!i)ep*ZCNyutthkU0R*OclN9oow()FoL@?24%7?O~8T% z-_<6Z1xixPIt5$qm1$pY{NB~wWEaFyWAI8bwTeOY7?B~tn{Q-xu+J)~w&6C3m%qgr z+;ZH9a#V@z-+ys5OJ#-ca7Vc(_FTNd77hD3QP@ubq_oiIJMBrnjikniT*rvqybRS1 zTkUM%qL8(RuHQ>pe~R`eJERb}p?<>=Cm4kw`L4gw&ar3y1vqXiyD1eq)SGDI0YJTV zjBB=)GDH4T9Y@griB0%ZV!#Awb9`u3rgvoQ;*gX&8%_3!G+0E+h0Dk}UoN=9C=nU=fjWd%~+E~|^ZxT^oyTCxb_KT5$_ z8goV57XN|7w$&7?i* zfq(^{2%#j8K_mnT4}+Z!Axnri&ptUku?12qTc}f)M#;6dt`zhG9)!BHI7=2cv%SNq zgr9f}haMM!)h4+zQXkn>lg?bkTCT(seq9FLJ>~`Yf!CJ9Kb5Sk*!`Sn58o7TQfI;_ z`72h`u5&K>7zIc_icIKrY&f@bK4KoYCZ0wN!{<{OrSJyoA=C2YT;U_fM0}mk{g;r+ zU;178wdIN|5C69D6bVaAa@;vMbb{BfMc}r<3K+#NLQdVH6`m&Z_EnrB>L2jl&X<|b zT)iOlHC#wgn`|N}qlxIXTq&!Uz4ZTP(R&SySfrjvq?qp#jw}>1{-@45A!TM(8$<2_ zv8J3!ghgVgvoe52sxfAilqii;-?6{q`F#a!=2`uc>Ov6CfD&RE=wjggkz|31WzTD5 z5*ttOr*4IRk3!HzSGzJL95JG*RCW;$7)3OlQ9eY`nz<`FkDeFZB0@$5$oop>S|4!0 zm-mO{EzPkq3-!{@B%x=7=u9p<<6#6??UAw3{x~EN@ONmi4~%XYJ@MD~Wuse@uqnTn z22?6LXR6yoeCEtcrU2CX7bg71`lc;Z5c6?U7Ehi~kBYtR&a43DnSFx?-ft8T^t%JV zN(zt~J{KIruW;_)Ka{fMH`)OKg$&fxQYfeDsa1oM3w z&2{Q|v_KcHfvcO(XE)tT&i6+O9o7-BDxKq5^wM1i!D@^8GHs?>pGnZv_?chnMf~DC zZA#T{g#1gVinviD05~`b7b@--Y`haVZ11LCs-O6bX1&0ZFId z1nIlHiH|RrJPtL0R=GLoe=y7WTT+j#F*eu{42yB%eAR1q+7H%7nCcNQy>QRiL$7B~ zL81g7T%yBcO0I~?;%8Yxa*({S|2`h_bP^w3!yuFSlTX)H6P7N&ZMke%!yy_QSy6MC z(_z6fR)djqrP2;b5Ds8T7*I!0-*Z>~$qmFruihANC2Qfpa81)6mWN}rgxA-{D!>tw z@pNqiGU|1Jlt#O!SFq&vL>yhbTJC$XdDwD90e}Im9Jx7LY(r-tGaQtj105vO+ZJ3# zHt4IUVzH3v#d!(_U(~`g5Sm|p&LvdAfG8cSsYRO#dg`p2kWMG~WM`zQn7^P%CqIn7 zMz`qvdr+8Nd`0g=-U`SA@zaajqjdJetqYP!yyYrBKK}IfanIS!We@qQ_*qJhbl;uD zt%>#iCdaendzqS-is;e=f%nIY6AxIues?6%aVjqR_3QbFa2F}SU*Y+!dr1YZ(5!3x zFkfhH`|YsCX2JwQw)L^Z8}up%z_FV+P9he#Cn7KQ!H|bY$}kRg_dUU zRUyMm+JP9dA6tJsBVlNh)a5Liq>EgcO_!&EM5vr(suB7PqAeb#_WQJu&1??_zfOpn zRNQ{u+y(OZp;<=tUrjmNtUI15m-e8G<<;q zjs`pT!f@R;u9@VXP&XI#&8Ebl$UjSsu0<0hht7(WjQh1E3K6R`{45-NGRoL=J z#gEj=G~ZsL&zm>eyEUi+#2g=b-vu(qG_GLL5H=Yz{aNVeSWs@@Vb1_tQE8-(IX*^q zQvsR48_J&d1$`ReW&4sLlIz{vXKh#1sxgmuwo~mQ;|ut(;|C_nF!v4D=;qFhj4$|J z0(zFq_;G;O3?%)o299JXivH^eHX`rS?aYGguj>@UUsfa0w{7kCEsDLbm~)oXhsLuR zS6=t<&gRYZmh1d67|gpW?M?o@%4TU zWc7ITiEg-Rq@18yRCWEjxJ;h|j#7xT<@e(#iAh+$)oJVHVAkj=A^Z#%4n_1X#ed(u z8sdEsN8i>kh0QtD&lnD7Iha?p3oQ_XL0mWh9wbi->MEMN*uwU)*T;@dk0oV zQu;TDRKPdi_S0U*Byf3E&~=#Ob0r?fG29~w27t{_@pw$|OJDSE*lxoAeN4$b63+s| zd}(Wac4higRedejWp=(yzaw(5ipOuwt3NDVK3?DozM=;*mtkW)Y2R_|>&cXeFk&*N zubUN55oRlU-{+hxC7zmqBw2e}igT4_ccMSeCpY7+FFpO;E7jwQUC~CpTuU|(^Hk`` zpw-iWs^>uD0I{WHqDFDy0A1Um|A%c39K%S#8b&zI7B%kp^w>&lQ9OovwYCCk?Z5xd zz?*)e&qtYpAo%NlJ$q(pymk@p-n-CW;Yd^Y&m9 zsB+~R+k&Y?UEeFn^J^Xd>_2198|L2h#?Xd#se4+0W8ktC;j;cvAWj*usaANHxN~fI zwM&rblN+_`gUC)l`vX)@GF*(WjTJ=naaFz=s@b}M1Te>qCW4EWre>b$5i1W>r0l~4 z;kRLRt(>0r6VPqtWB17V}MX{hgyyBver~X3(IV!+qB@Ov_tv33H|grSR#mdiI|B5Rv5i zb|S^S0ymqwtcdWyDm6rQAtI|#o6b0@YTC=v%8*f~(V+MB)1Ad)G zUo}QwHB2Ix!SOi@?Ndwx`cFG3vVV|x<52*@p4Yq|49eVCv!d1`YV@h7S74+cz9oeBWc+%l~;}sN9&;QUby-Ta48WD2?9pjZzMc9vjGI^2@u6d>#dAi|1yHTj(-r%qB$x5PWtKG4 zA&t?9q1{A1Z}>EDrmN>hrmI8iJd)DXTIYEZm|{I${Oh1$nu{&9*r&Ni?kYa%Vx?%{ z&M>&AfIQ9Kwm=RVIw})}a&RnG-z@VP2eiDhi;dajJ~6jK|337j z9+eh=e|}_UKlX0Bh*n)Z;`9t2|H05d^RKc0os>RXTG16sEX#9ez;857!m3Cf- zL;ii})~H+8RU1C40OpMSX55%nIGRMkH7`$-SpLHh%5OBPFDF$wBW<}IsG`Y%CD*y^tla-xKCFx>yrXvzc!8iE9qb6rEP zYr{n?n3jAlW+?`kxKkSvojj>MtV=%@x_lErVKn7m?U){U{bc4c=2lvBK@qFrID0fL z+A0*P-JwniIX&3o3LkSsC(hw~9oyzGgt>l3c5CHZnwj4J4ML^yw>Exv{(1JNo9lj$9{L(?s+w!bKd%nFGb%R3e+?<&)}eA0hT{I3oj&Io&j?5eOhh42`nw-hsW%(sqN;AgDI9cS463zy=UOkH3Q zYDn^jDiKLWhe;DGX^%#&-}Y~NWLnn3suBrW@}9C$w`)IXc-D_?6ed|>N>wZsVg!{( zmlmLIuUD<>3|U?43OceCyzjz|O5+6bp}>?D!^6J3i%cY|9;#e33yl2ekC{J?und+w z1IZQ6+BM1VMcci=M{Yw}z`hY*ZZzD{_*j168U3|ENwuz31_%X?U(>#w?jU^YSdvvZ ze=0fX@Whydp#w9M+a#GIwTca#?D?H4B!*cNl4W^AJvC?6y_hKz;kALPKv|GR(=<~I z4?5;<+Jz1@pP*hy47$Z%r3Y@CIZ6 z%%udNW@6w&sv#~nXD5K^MQIGl~Frj467?8{_WYY=G%5T3W zXj$$lpP1y=nwct`M^V)-ktE1^LHTA#A2*3$*cJ3L{|;ZsgxMdFxS8}#I*k~}_$gg2 z15g=cypPDkyC+abZ6}w&J+z;^O8iWqN>QT(u8a^rE3pz#Wg=RvfhFSFL1_9{DdVd* zftYudYih}SwPQ(Wg%%&}3Ic>0ru8PgTZ_y`jJ}coPljtI=cM#KbLm*CJ*4I8-(1Fu z?Elz9Hv+gVuHCC*DI#z+h<_K*?5}P%5uq+2Gd`l-I>KK}9-?voIdXmt5-n;ukY^N% zkcUlSrXWFrx_(X{`5p&<2lH5-kTIO14`ePP4iEddSqYzKd4J6RIRR^wGJWchB zf~P=JXMi5#``fz-mIQ_YB=7l`7gXaD??o~>U<<1+U z+5KisKxP%`JrTI{rsE?4u|wG=niq-~UwGkwQbVx&U!07fyOWI1LiJGJXj(HQ@Y(F) z$Gf0nAA7J1FH>-CmUQ3sfJ|)a&>uMVwx38e^Rsp@bGD|7!*z{Sip+^SVg)d|sCj)_ z6@x-}mb@W*a+=+;qEJx^_s~!Mrp#9R%1y@4VM!I`Y}^Tb?3ztf(I&Mp;O`9H;!fhU zY;)LX-yj%(y;5dMFx>CZS>3N!vp9YmCyo1`#ye~Yfy0zn4+)!*EN!TCBwc7%s&t%> z=rXMOnrDw-6SS|isVi}f)>rxYYlVdjl3PwHJVyq8=SCS+VlPQ9pTQ>d$r1iohw?H^;gT~sgQWW2xG`?HZSdNe)h zyTs9ovB{J4e_oP@I~1OP7q_233^^^}ViYpgTtSq7F8_Qb^-bi$r~>e`$WCh}0{YpO z?c&{NLp9d={B~vl9~_%5zleOYRS;n|Uwi*$Q}x;>+H~sSA=hvHZti@#_)?K9dnx9`mpHto+mrVpRpc!?M9GXP zTEv-92QN5A!TuF(7>;j-(+nGfXv12XH%}YS2P=AESJd`Sz>NER@ZwT2l1E?fm2J{C z=hguR*akOYQMNtZZ&pAJA{Bfpc67k$*=U1k(hHtU*4iQP1(!?P-_X~JlAE(Nd&)Ju zU&ggLyIN>w)3D#kPZ*bQ|(>+YCh1`MG=czVk&#oJ%v%>CAWhb7qn3z|bxLv*-mG zl;s;29ad}e9~iUtHbstI)2O{vTmIp!43oboQ+AdF4InI&JeG?;kDm4nGpn%ya8Mwh zVQ{c@H&$7F(r9|}zxZg)teqZ;YWC1fxJfKfuQz~cW_b>!y3R0<0HBFJZ5SHBj;@i2 zSdFjzb~Y{*c2w6jme+49_>_Aga^74;J0}l0oKArDb?!s+JHJWtpV6jI*55@IOMwv* zsla`rYFm+saj<{MCF;uT|*r4Ek zYSy=B#Ii?b`cilM>;0`sso@G8I`92}Oz7|qyz@qA{J?l+hy*OU))lb+FCqk7<-q7+ z!_xeP@*}~M!N0xv<>vx5ua#zt;o~qe5BKI3EC9-~x&xq-Jl6DP;8EvIEK3<5Neao? zxowHejozIb&JRU>$^s!7We&iey?EGajNYHF@C16i-{U-X}@>H4ZgKkM-JM9ub zz6I*QiaR={1Xgra)FhKa)LHjxyEepH!!@5q|PG^lOqD4uA?^F0NK1E8B&!CH`fy`bCPGQ`;JS!?EYF z=2e=gva(-7yI(X!>9lIF5ehu$X!ehZ0um?fMml?HL@eV6!Y zs`A+>_w!h4CW6RoTO+BnA`Z!V(rCOHkW@fc4^|bBpyH;vpSsn6fdPcPrsz76 zrWyYll=XnM;p0aMnxG4Ye~4OwKw@V%iw>H9yAm7x=g*-LM{dy9@i7hSB0y8lofhx7 z;MtJonMSi3|b98jVLIu#NaJ*?A6zhA)5X>BAuVOYd1kv$ zUEYo7dCdvDoB}c$V#T@4O_w6dDu%thh62h&bO(6|uY;6{B+-*8tyuL!!JCFL_Sr=@Jj%ql;_VwG_7Cg^L!vh< zv{(i?a?a&Mhfc&iX5ErV9_?o3lerNfZl+t0Q?Q)wLeAIwu!=pPbHuJsuXvnDFgfT? zb-ba$6SJ~jotc?g2c1;hf-iZUZK-u2gYN7PI`7-pXNZTOVgoT2cWX%u&~81;ugE4U zhC7~?W{q9KhntgU$H1hI)aolJ;}Wb&*sk!WUc08l#EbRa=pLDZ7uw;BzrS+e#{lK6 zyKvubr8CuAcE0zNaW~~9(>>4hM83KwM|?i4721qcqK?OQjELK#wQS+lB+UzxQQ*7) z>D|KZ4Fl)iEI&FuCE~d2BT8sYlvginSlc z_OH)O{IJF@={GpXCxIU=q1B^}N0;h-TA1Ksx?+l>gJa4cwrGa7&0MRLL{J3#hGg$l zygCoU0CG`w{dG%XY$3Xa{g7n^>;d2c-1FZ@022>%7dRFEgvURij1F{@oo-tX?C3SR z4MWj4DOy$BhSdgBf*BB=Dzn6rY7M|%SZYMN&g}pBT@36`eVPy^__d_o8PQjfc;O#< zsifJc)RbNY9V44OoZ3$rC3hJ%XiH6GVtyJJ>2fHdz^R|F*%S!mo4FPf{d3_vSpf4S z?zjg`&X~uIiTomM;_?LTEsd6A)aYR`wxeCWlDwa(JhlUbiQfUfwhdoutg7l7rU*>C ztn6i9eRes?o8$NCU<-e7FSX9uOrb?)IvM^EPt-`xM2?f4Sw=imGsdki;o?_)j_7r%%!DI-o}6Ig{y=Lqh&tX-O` zwM@8<=I)81Q-dx9+sO;&6}%iK-jHB6yfoqJx#}KlzvV!0FydpYDXpIigDf=&3A{^k z5x;J9lW%_iOt zL)KGoA3ooiIA~eMM$U{i z7+Hd)PmAgq71(FNt%!V4(*E~W+AB(M*8 zCRimvcgND9lQp;_C`kT6+Yz;pWhKT3nZ%V=-?I9eniiP9?9@6wbl%MIr}c99`j8bA z`rM1afP)rgeK|O2?A=wdl)j8=)k#zuP*%NxH4ZAVcE@i&8sen$J;5}FDjqvC zwxhDanKV3ao!jC#41q9NAwmSlIiX@j(rK-jiv;Xfm?PJ9G^W{z(T59U%YX(q7Mw%S z4s@k}Px}h0u%!`g8dC!6dVz@fI_JBH9^es5>7L!ru0Y#xs9Ud=eQLaNYP{bw{lT&a zMX%(~=bz{_8tD5P;ma(yOPxBvl+gsV&rB>a2{&^HZw$s^|+Fx z1|;T4T6EVbv)2N984wq>B_tG}%)1kp;Y5_ZrF0+_?H2SugAqHwIN(JqedyA_27z!5 zXOfjbl1$D&BP>Auj#z%Hmz|nJvKY-1DTeJZU5HNZIfO+X=eo{>pXL z2OWt%zi9{VMn^eUHv&QUt8h2Lb`fUWz4m)Y{Qz9&9nyPIi~bzRD8G&Bg}>=w`S>k! z`x<>ktC^S%GfO_&57cdq}rjsElXb5uKFlxvM~QP5xhmon#KMV`T%9N!2W`n)Q& z_C+67f$~K7V=(Y4eXsMzbHi7e4PzQy5k9(=TyJMx0d_g}EQrs_$cy@^*>CuP^{RC& zP0k+JOd|HGn8`xkfUR81fuT}~Z)#+3AZdahU<4)Y})tv!dAI&A^7Fb_G# z|0n2fm+=!k@MeCp^|W9BOCB(~#&U|0?fjbn?WkHSd>r@E{l~^TRD*8*z9odMThp)K zR`;+4>uPV9Yo!eUP9yL#dvq!`b%1}b4*Zz-qd5w4ssuUkfY?|Mq&eD}YrW5RlNM=( zj3R+)hFco!9{?5sQt$?4ptjS2U+FReN33Vfi2>IC63D0W=w`ux`x0LUt-m7G$=&_4 zWWq6_q#ofUIyBDn$GWDZD(clw78GL+D_=Uz-zx7Fn=ZyrJ_na~#RI{n!%o_^bKVQk z=__D*bea-)bBEI=VQfWfzu+kA?~=DAYF=Pk%B~3x`fum@M1h)7X%7m*_=@K1$-2De zA|MXlHa@iN4CnY5fSv1J>~)3hVNW6KgM0i#XHzqq_P=L(ZmJpoM}PraK;HJ|5q_Lp z9=YHPihaLL4g5;KGhkpOV%7NBl5sa}+|dv&BQ1Y3|M&E2!o}~d))fGkj9FX*i#EuK zU-REHqXU`ntcHTdWo4R!UtZPp&YOO5m*y`m)T-uQ1B7FBk?~CjCZKZ4$-rY*ou9u8 zhK||n=dsgS+u-jtQPMG=8}#I4&^rfHXR$4Psw@L0&idu*I)Q8#lY;|^@JB1&b9xcr zG6q)j$hzYu4;2tzIWWK)JAnkbH#-B1_qh%+HzcK(A0?ANAA(9&^ZNVA`J?#wB4BYG z9>x=t=yRp5D{>MBk2wdV9RUNed*NKOngOVLK3o08G1RRbI4`5bB7`LV&O8u4cJ{8t zAVMGSfR$Ox;i7Al^exWT`JcW@#gu8YoIeZAs(cy_3%}f#NsjoL69mL?e{&`sop62$ zN6c6zEiwy{MFy3r&37=c^q>G3xibpKPlR(j;m{gbo7I1eW8Dyb6xUJgHoD4VhhNsJ zK0QzF^sesm9%W{w58KYq=%WdcjPDs+w!}ZWNo359)56rJucJm6UF!jYt}%dZTTif| zlnmkWh;S2ho#(>(tZ|IAP#Vkad#{KncP{vldaV=m>BwXa3~VyiB-pbB1=1&vF}2|f zJ+Bhf`XEbu1;R;q$_6JXTVY&y4Q`TIy))ML41Jh3xQ#VZF+!+END4+t1`)tyDCwmE zq5_w{JZ=SImaXzZdw)-`kG62!C@jDRWzoxi=UHNq=X2De7LnSiC;eH!(xr)%aa#74 z5bup2!qzO$_bn)a!3hsj56uGFt_PDf$oj;i=NbDrGi_h@{#udC4o*vBWs->)q&&S4 zrPx#nJ>d7ki|~NBnCLmDH=;#)-o~o%0QH9G3wL-98SvC0k+L)iejG=`XH90dgbfGo z#U55ji7>4>4Ug|!a{|gN?l#Nh%tok%g7@^;4rCn-F)ed?Y&GL35_RRa#JP09R7k>J z8t*w7xLUo=hIgTs0qOI5Wz(+yC=vVrW9zM>q7L7+Uz8d`>F!QRY3Y;{1f-D`>5?3B zkZur>E?x)B(mII!c zpvkKjfetM2td%7^O%<`6AU@x`|)~#3ESRd6B5lkZigec z(Dmbtijw3ZKY&~(i`J;!nkLc^@lFaeG(#kG32f3^UEK#;C<$hgHbi|S+qXXRyJ1ph z-%|uc8+b+EpHI7}i_15*eWXlRu#OZgCO_kq0qyNOr=bf=eD>U~(Md3~m!7S4|JtTf_W7KovHxIK=TV{Xm6CHKmY<#^tLIuJgL#-3-{| z*7RP}?=IJYf47%cU=E|pI}Lkyam;^Z;;b$a>U$wFyfl~d@CWxL5kkvM^a=1HxK$x* z>6ta~Sp{%=PAj~jL+A_t!nvTPB$*T;)edq$(0zXX&&U07diM zA+%KK-_d42x+ew8JIOhqaRDlr;KByp5%IJ8kL8S5qPo9ZmZ4qfQkEz6GE+k{k_Rh? zs(1+l448keJR<)ted#_f3&g(&|5S;)Uq3RVwapAsaHrjK@)n#DzyUcSy;26iJO0>T>!XEc|nV) zQd|0Lj#V;B7Dk!=^K2eh-u)i_hM-g@PF5|eGcDk;4(GhU`c!%~)YGaxxELEh>a=iX z408rLQ#|&U>SCILABOSr?TO z`P@tFCDB}`(ddV9cuaE4)f)aqnAh(jju7}Nc$B;%Z>BKlu*-jb7>}BFpoyCRfIKbz zFw|{YW0Li&`Y{KY;L(5G;s0O6W^%YB1;bs-dZ6hgCGZ_}f!@bb{L``>+O^i9qtDAl zIpIEQm;K&=A=)GEjR(APtT>Ac3`R}nh$Zz*1z`LvH_|9`4@EhCd_YD}5m%;8KSak!TQYG&40c@_N8wu79pN5KQ+8X?mzDO#Fxe* z@i8l4@96Woa4}4xhm9sW-!A(Q;dgp?PxN8gXCuokmO;ojxVGcg^cD1$EN_Y{Z?bpf zFK*x~K-S_wQArKs787K3GC&;Oh$q#t-S$aHAO7K9bh~{Tk?q-6r=uH64hl9)*Qrqr zJ4-8if2xBqu`!dLrj%i|)d}5T(#|gRMMcJ*#W_D-K z*|c)a4dEcFP)I*v=Q)oFaT?p(+rK4XXvBsj_vq_npa~YX!YX7&n$bHD74Y^ht4FV^Z-MF1QK9hVqv#@!WZRDd3Ald4&xVhQNflpRgP2jF$a| zJA^Zi>cWUBv`jtUb3Ic^ju}U^#_h(tAhj-=mpjTGn&*g&Cl4u~0Ku)}cY^M7E7yY8 zOdksnB7u&FhDC7zhmqFO60}s4^6emrJ1G9M3Hquv@QVo^taF?De5jm&o^H%|(0@Zk z3grAV5p%^zfB8EJG&qaX9YO4ItCDwMCP^m|hChl{qSe-;$5x*i(PG|^Qh__I9^&RXr=bt%17X zFewzXS;U|i_Zl-TiW`5#Sop=K|DGA91YAoxpH4pv{M+>dA?CJ_p|DGAX!e6u#eLEP ziCe%;Dr<&loGX;PG9YPfyKlVhDbT5h`%~mHFrqa`gdRMPzvjD}ZdYz>5`OW_nMS83 zbSH;JsCau)m?cZf3KM2Gjp5YckhE(af33WC$iEQQ^11@{YET!$CMw*BI@ieECVpYs zVfJq~>vzXTqN4WY3^2dxr3=;wgdT7R=UR_Sk(vi{t?mmYTw^XN`aczcQd1=vjX)Pl z6_&Q5tMl3;c=plq=IbwOO(^irdCdZCh04-@Ob8f4P##-6VEpQWJ0Fo(9U_NR78yan zA9U_IZ(IVQ2=o~MX9>1sic6CW0lO23rAwGLWV$v&X*8k3c#QdrVy>FOn+plrWV=wG z>4r*a2v3Mo814l^!1H2bV)1gN-PaaAUlg*un@yvfcpF$f)`#UU@phGslD1b+oHJ`*`FQzvgjMR(=1Xs9g>P|@`< zo{=@10_Kx0GqAV;m>2n)8o#B*%u|+vMIaaGDJ?UPxUJ% zO-<`@`a;^9H7!z$>ok5ZC|>DzXI|aAvK!JyetV_)lU<9g^&3I449FIStrKvXFfSO; zEf|QDEgWr)CVHQ&_p5$-XG7I30f<2pywdWk*Hf;X9~pD?iA$3oZkNA`_&2adWEe<9+q8e{<2+Wdl z)oe~mbwI!?STZf478}Pqu_Z)6CXU%KsoPlAs@Z>}0E#t-cKgyZwYzT{LZ14-8SH}N zF}JUkq`pAhVJNUz`;>snQ1{juK~yAQNbU)@LZVNqeTuA=hY+U-KlG&A3r1TM3G^r7 z7k11WNBh!-{r;rDgDYIxGOGH+x0+X|xwxU2J{EYB4)l=%+R%^1P3Uc0qYK_gHJ^LA zVB(fmiO&1X&5LrsnK4o=E}(rPwTyfGNQPurbJGchzY#$=qg*3Q*YAQM_zAw$9{jo_QRMpbqUWaTS!LVHD!-U_0TiC^gKldj z!R7g#0{Cwm*ZI#(zyd!S2SvX`^EUJ$ar5u&4+~JcJA+}B4m(lBZS6zWZpRG{Sid-J z2Hd9(#EezlWmfWC+-kgffj}wWb;@tW_J>k7ybZ|8Tdogw1ZHv6aQmS9LML-`P&%lP zg8d3;GaR@H9JtJGfNXBE__YR|G0mbx&coar{GSu(k?V6G$O@Ym>Da8~JH*zqE%ul2 z`20J(v4JobIMFXK-`f+fTPL_}!8vHCJ~oEdsNu7Bh;@$eBEE=4lXozjk>~TyVUO~X zI*cm-ecW?2*dmQV(BzEQkJahAlA=Fihpah@?OD9Kf5l(e_w~?vBSr;uc?2$?y|kfn z`HG{SS9OPe&;v+Ch=rDUH)K5ImK|}vFR9q!@7tYly+=ZEE97;z;LRN)zJ7E*e+_d* z3aJ>OXK90(bsr$JictE^t)?NL_@Wz4`lyyv^9n=xQ<+YaP_>)+GrzMYV)L? z#fdrW>0|eCu&G%cMbm7Mt*TS~ZJ%TKBzmIQk4%S^?v!bvnoM;V@r0IN-(84VX{`~( zmjZ=ih?HtoZFp6EbUk^uzY7EtkECwn1b}z-$6)I>E_+DulpuFWfr)8*m*!_xjr^Q535MZX2;WGjePgUd|guNb}2VHM3`{YJ@?& zfLctc`~HdsA!3KuL1mhI&kCv&)~SCADec;2H#d^WL%nLtp38r7dt8D*e{{{_JTUSu z6n(#jQo4J11LMCsyjo?Z?_ErZTF5Kdt`L9$ z0`=xY+Sttb;uwL+Jr^hsNdcsQe#ZmeeqZAe@2%8t9(udwkMWGLxk`$Gt;0m^YafBsE=I(#$|)W<*c(`XoZl7%0&-q zcQ4o7PYy`o5ee6d+HhVC>fG`@G`Mcw3u|jY@>ny^pXQ6$=MPwizX{}a4=Y$VB`%^`3B}R)e0O?7|em z{IgbL#q!ka`f=X8f>jNxq{X}iJpMq)KZNzG%%wjrK-t-YIkV#Lnd(vWm}eQ=lZ`A{ zD18hDK4H$=T6?v9I23?!QFkOfF-Qbk&;7c0SzD$lBF$GKQNMC)W8vT%gnzMLTDn`wMGVa2&9sFBifCVyO@V!LqNs)v@ zxj{Zs8XKeGVaj_L2JuMu5Lh7MAK2p_I1wB;;q4#hVOrh3jK6r__*qs+IiI)4<(K>=NaVHr=Ez|bBklAI2>Ad23Lt`4vL0CPuSpaP z--}k<4ad>DaJJVB0FyL6b&!h@u#Mck>2SSjgK*pZT-^Dc6TPy?cuq-pT~j{jbO09S z=79JDe6!y8I_X^y5eV~Q)S2rPy9Wx`Dq8Fzho;8VF%$YrObHs?h#02qZgslw3^oW3 z;0#cUL=@~&_mc87)1N*{{8#2GHXSBu&A}Qssjcl?XcGm(F9iQVhKhpXN6l~ypZd;O zj0qG z#x&m{xS&@{!=jvM+L(;Z-p_`E!idmSA7=zf1QvIu0!-kI94?{4Uk!mH+Ns2SPgX<)3 z;-cG**f5K@#`T+nl7^BpGrAIJ5megMk>QUmJsx*U+zE9^J8!4|nA8W1*=p9U{w(#J z-Yt9ljO<#XmPH`J{~>Zs2zd!O!@zzWvAcmRD^maXbaeUGqdwi;!D{{VVagCr?TL}A zvFh#TU@`E1)dd$I{4^(vz?Q^$%{JPOz-yU9Hp^q1+I2bCqb7vj%p zv6#}6p~CKe+jJy;e~sY#`9t>qJH`9Ak*TPxoZMe3mv}~e=vbkcK-l_P8IK8)-51km zaJkr5SG_J8?1yEQ)6aW1VqYV4pVXMsH4aMIqAH2(9d2m87Lpn9#>QT;~NzMUS1Rr6D z{0lNTB?gH1Xy?jELkFF z>LZS)G<&&`Q){!?pJlCU&Zbi#4Z24*>TBE?vWI1p-scoyUCnzIG+pVEVG($1u;lvG zci3yx{3X7cq4)<^oV$gf5S*Nx^vd!a^Jc?|&9_^QAYfT)$no7Fc_1dBxg)Gd4N@my zLe+Yiv4hf8-VmW%`P4L#6$D+6KB9juHIh~Rr#X}O*AQ-nQPg2y>bNf_8$4rXQqT;0 zV{JIQFH=P2VRKh5#NUyIGN?p@0kCST6=oK|x?Y@m9p5Ig#6JneIBj6QeS<-%=0);# z&6C6?GGGT9_-8jyaL;+g&0AflIYM5HPZSD~8c^&tNjbzJG%Mv7O%)L;J@} z3Ae&V;a`+MD#S&j&}$gE#r@Un0JL&**q%>$GSR-yS7$rWB_WikCvEWaHP7`e9WaBc zxHy0E0ZvH5<6MESi#@E zpFxL?i@j-rY^ie_gC0OWx$4l3c@tv6nF^}8ej?{0b^H$ou=!GVC(|wzXzO)thgxF;YM>CW%Kbpxx>`2lPCdb;$FI}!@(YM|ZnUdWUhh-%WdwN}&>|(BTB>LC z4gB3MUt)Aydu-wn9K!t|=3Xj&@J(aonNeWp+{du|3_)Ru1nzB5ZDPAC78(oanxlu= zKdE7C1r!Sli)O}^jFz8wq^aY^wE8OjA$hJgyTEVNcELR1eiUu?hLIjlmnY%)%{p6= zg@i|wCYpJH^3Gf2;!;@ztRwTzcLmM7;(ORnt^QuUcyFIoTpbD)MwTkVSaEa(^sUFx z?i9NplWp9vU4|Oed3J_$MQhA>j#`7;mQv%JMQLT*QnQ%0EvmM|mr^KH@Opc( zKy`x2S;fm{T-1L1h~g%T4o_@XT3i|f;vun$7mCkf_V<;p^xYdGV!@`CE=EBS&mio> z!m$(uOnc?2oNJj!opy!8B>{@=%GBJ41A&ktFe6y_ftBx&7>Jbn1TBXBPelD2hwj(o zwF8-EPGGhCs)_#Q6)tu7gbXbG(v3 zBWz|*?LwL+>$v~%Q`-Jt?2X+;3Z#f3bto<)Dyj&x*oAOx`h2Y2{A*9UwEOgBDQ>_w zSN76)D5&e({m!cySfZZq`>fk;8GU2UM4Z?BQApUFa5c&|TKE%~gau8YF(7EhIPL+_ zBOb8!*ydWRGsMU>Q2fge3DvZZ1CK&gs?j$(XAN=rst;Iz1b55Xw(B(Re-1R}ECVkt zZSz9V77Y(^4-BQ{g`buf^|4L6^x3R)+;{4h{%m6b4=!&TSJ(YTj?DBuuV(l#QM?J7 z4(ocX+Nusv2lK*qXD{{pdm^`c2GhidhNR;T&V{zQOqdpy6*g472;3~kBmkunnacfN z$qS2p7l4S83qks^dd?usg_QKXLRsK_$CWAFD8MreyJS2!yru)D?^Eal6s!5)-KckU zZL08+XHhVAi{S@#i8h0QpN)Ixs0*zE4}t%buBrPM_$Jr;O>Fwtv~#TvzWn6;H*Ci0pAQ}ZGy$tixnCtjGOTQDB?|#Dzag~7eNL{R zloJ0APx2FM8B6R-SWQC<3%H%5a+s$FTy$OfsX8*Av(fn@L_JDm+!v}g03e6tkLJUR!7>9&mfiIvnCqyk-wj&- z$!y;VWqil9FczBnC?Bxx_u6gOVEYe^4YrxY>XI>>aRlYdHEllg=yEOTg5KpX00rQ- zcEavfRwm_rBY_*3C%p=dyqi;)&o;DN=C;5t5miX0C2p~pL@~@SeHZH5IW*qlk#?{@ z1W1+*&cxeS?vAE;zVnzfGVFX{tr~Dl0GTdoaZS3Y6M{dBBi247X^@aV*pol8$?idc zeyQ{i89i@sF11LOxSvER6&m2oP=tqXz6l^8K>KTY#ksVg52$%&8La8?geWT`*+m^* z-d8+Gd~b5D2C^Bxh(iA#&<46@E*8)AuQ8tcJr=!dus+-i)kqL?dAc~qBGeYxE!7Z{ zG(ev(Q6k}xed^e*PRLL}ZNtKCH;Dwqj<2Y3@f|Ah%NMJHi+Mvz7QLOt&$?pw^(9>J z)3|ZVxqA2%p|)mq$7wTl+F##T_|wJk?ZG$JXe zfqLcRrajB?fXy064`)bcwuYCf_As}*WFx+;`mRnu7mLNS;GTeTO^->7?T|eq{cBt^ zEUW-p{Ho$EEA$1S@snPO<=uYf_h{ntTW!-He-NWO%x4>y%=qeS)iAsbAQ1!cAMdEF z`9$QtBAK8S><2`5>XNJ2W_N_jv4+NTS<^1Nj(OVQ4aPWV!s4fxeTGH(z)UMvA%kujxQn#FqsZ49Gg0VnvU7OPRe;n)V!)&GxDXW{dc-$ z%%0++0dqFMis|;ZC2j2VE>o%zKIOBvfZWK%I2h{NJQt=ec~>3{+Bsn^VB1LhF7Ee3 zrIHrSysTIqk29|LXdTp|7t$IrApOKDxLoH8cfg~xf!9~J+`kN)6%Z$-o~1S_0;;5x zm{qVxT{)5Fge9+-BdeLMk4`ZurgVp%{Q(yK+q9&{B)4Mo(4)6BFxt6gGQW|`ACZg2 z^SwPYoieUDM4jatYZ_ef;@;FLBNpGk`mR6oY2YTg!de^{oJ>0Vg5f&a}-WU^)0;Mp5Et+QVO`)i-vZr>OBm z67kapCVltq@)11D;i15;DsN1sN9TEtrtq@$wT4-+1h8G&1qnu{Qb04rFo>ZP@9-Z} z+Oe_UaeC>;^V+pfh1EO%fBpJM-W=C`f;IE#TFkX+f8&h%Qll)Q%f)4(3(gN-(L zp_#t2vay`sL0G%x8(3_PYGeM?=7tc+&OPVrPs(Sj4%l_HfcF33DgeXx!RPsHkpE9;(LfLHl2Y?|KM8! z8hLj4-5AMS-*qa?u@2bMGLz>8{lpSlx#YbuY%A#juCcE6tmmMxFjcy*Ne>Amigo{) zxRg!cNECa(MufK9txf_*HaPHszZ|DPhNQD}O5|bs-fpV>%#cvSIOn7X%W@}4ZXY?r z=qcG5aFsDmyFR53fP71`T&Gj(mP+&T*|*! z!O*V`LJ2>W%j_^_rbw8-9`c9WX?$-(lb&Xly+r7`WBcY9amb}huSE-9Vy3^u7{BCo z%*2G?6TPN@0G`AlD)B7Zrz<*|UhlR*vqW8A}z1N&!*w?_1R=^;7=7&XrcL zj(xqV+nkoY+hic=;g-)8>{{yLI>eWM7~`5>itlA8(Zn8qQM& zyuPzrkyzNSqSYuh)3Jvc&Et^^zSU7tYqtdFb8_a$_)xyl1yoopkEWd0zRpoCkVY^= z_K-8`Q;1#qjZhb<9YWZ#h$tW&e{e(DH7zJ6XS&?K1a^u)P)-aAwAx4@?<03_lnRDV z*;#-nqMxwNC6{1F2auNOOOhoENF+*6@2@-~E*e;&_o-n05`5=iH{y9p)!p{2`)*%$ z*P@6|;o?j_PZRnA{c4g0Ufz2~m4sg;8vB~8@0&X1==`$L*N(c#gYR&s3WJs{(urN^ z)flyPjnO0#mq#hwv{Ye>mAAx>P3qPMoM73KAaYJ>;_&4@fjZL-c2R_CNtpv zpE(NJ2>mZ}6m&V*@%mO?{bB9l%gHQD#6>;sBHG{({R6k$mmWDdo}nVR}`kO!xyc-18R^B3=~^sg`Iirou`3fNz0 zdtCPxj$72}P<#TCoUgx>GncB(x4mtMkY0%%(Z}l?Gb@lgbTB)y0+ULSs~xA+5ylrR zjEiDOpi^n2>Hw_@ap%~IHVb4PBy5~b6GwdUh5Ju4Ut{|)y6Qz(Jruh>StM~d8fC5e8v^dB4h(88&I(MJ>wV1CW-)~l=3n-Je`Lsng(91;K2@-zeygv5qB zQ=(o_CF7R+(Y7z@=gV@gc>KxTJR!$i!xngmI3RDfVuLN0_%)&E*L}#$l%OX6y?9D& zR6?xUZ#Qw6#RKWLvY47|S;9VCo%BGn=$Gx1Z5kghV*)R-b)eH|4o*yh!_A{PSc0?d600zkmz|l zAW#x>G!h=A%ndBe z0Kk|~$eRa?d&e_vqiGHKeuQ zW9YN7f8|Wr=QpPA5XrM@v#mO8R#0%-+W_Y_W_sw>pl2qAFE$5vjb9zS(QKkuZ;BPF z3lsu5WU*kt`ka|JJjIe5RcfZF#Xae*XNa@Y{KbYEM2nu$(Sfo-G)M^AeL)v1ZS5M? z)oBJ>|Fx{2-{6{5>`|FnXPBOI)@^gNll0vrAg!ue_IR6Q+vHwC-6L`MmaJeMe?Pk7 zcju6lOd*;-u{k@cl@+$9dDd|4KZ%7ujbq1IAvdqM_{e&k|ej6O7xwH0b-qhLmXGPz1OBdRq>4$z>Vse^tZ6;f8 z*@y*k)6=j_AOX?Z0sYK%)9Z}u!iQ&dMOjP>OI1Xq6;Xuai2FC=`4SmVU?Fv<8dn<|6n2(Udtq{$LAAm?T7KS^pSwhBLF+%o3hGT zuGX<6z=D?(Nipj?n0{kJl3a=SM*UtsK zpmYV{AQmR+AP7_vq~(P0$b~^$HZPh<^MUee9|6kp%lZf(V>yrDyX6NV;Ut!$>{~BC zs~UIdzQfSPZv-fIyaVomAm+eP0P;Z)bc2u}XYuY$iHR;SZFVoRy|fUm2~foAeYc>T zc`p@C6>6ByDEw7MXr|d$ayY|3ajljc1PjF+284{pG~o1sAglWY{nl;NW+85iWZ5ba z15#Ay5(`*MzOe;t9c0IVMyMbF!BRQ}>=4MGUTJz9nO8YS52D6K@9DN}V z2Kr|eegS}K*_$aR0TLz_d|v>E3^@P{qO-x9o9MUhH!>xD70?TuO1*H6Tq)x#gRT*iHCBsQ74fW=A2jDR%T6>BgqSl#Fxqc=h?5G&q12zHJCRqcS6 zT*FJ&7m#}8mt62U_7!Hn5$mF%X6ApjLzjyGH>5`*I{4t`Mid=guy~`H%YviwS5pS< zd&aW{kx};TnPZqgN1uuBa3klGbEHm&(WAwgpUam2+}@l7R%(KRq0u}u%@liev3@Bk1$Ys@`<&fZo$#6$x3DaPiad>zbnqc#s^Qs zubi`sHB8DGay4?=M0QA>-LH`F`%zr8%(F~duhokrGg1>0f;^oV1EUF*+LjHf=}(s~ z9b3Kdst-jF9hU)O8m)mxh^y2knb?ufTqcakJ0T-Z-IpnemK%XFyre1<2MEam&sCj_ z(8)#{3E78DCh!c+?5?Rk!!ApFZsr#C78>!^EvBkkx~eVV%J+yC_fw29@8b#`vL7YU zc=na+P8E54WH(Vlmy%W_rFyeU5J3ygVsQQaO=sTBN8uzLi&1${jyttsGWZXJ-gJau|rI>At zIPu;zew&%OxwVZ{)6LrKJI<`FFxW)NwIcd-2ztsq*!26L)qS5<(-Z0jA^kRmL`}%9qkld<_OOTrQTP-AEP< zTb^n%lCcD0^iLy8^@!iEL8kuVxp$~A65an22u^i@mSl2K3Zt1=muMw+t(V*H5@J;rY{^Mr(3f&h8`Vf;2TLp1d&YU{h zc4$K5JiVi1y85_km!BmTgd6#>yRxFr+#D9jRBKxuuwS(zc=*~FXBTBJ(NwiJieQ3O zPukmq=%o|V;~R(HfALfKAA_=mYuwrGF#Gi5GvL^Hyxo{zQv6MhtDh zCRv$lCQqT*%-|+O>_>nJds3)y!S&`4Em0GJ&9umGwM%x5KC0DB>P)wTvI=UJFQu0FCdztha$K(Sz4L z6j0Tv2$}5SV5|}3_ro3lE~mWLWk+;q^FO|PR@7z2)xvYCB=0LW5^-roBTc_9PNS5C zSp~fc(LeaKZBS?LPME)r6dc&NOt*6x?(1-RuN>O{x9a_*+`jnq)Uk0AdJNvIEDeLJ z#gv6X`hzGLyl!06vgb&6;ZBtjA3YaOI|WsX&H?L{(!8LZfRKehF|y&N@gYWe4AI$v zuX%e`b&w#y^JOv`wVCz2>u@r$7)NKq`()=I5G*011miQFU$U|KhJ-ZT`%+F?TZT>Q zi?88II=w2}IB8e|>F_!S0lZhV8jUWdu`*%vIF0h=ir>C??Z8kl63UJf<&)M`syPU5242Ovxn z#jjC*xxzCZr1LtNk_EoIojkSODmRabki4X!*N}i-ezv00EBD*}#YEY+`m0c-C4G!S z$kBO!PQb)#6&1#}RQTFD3!}4Z-0>kjwSZ!V1 zPf$*Ffx}Ta;Qj?T<6fkxemvb8s|8<%=eK=9ZPjBQi{O}JpI+ZHeHiPH)>v)i!UqY9 zHB=xY8jDwMr1%%}YkB}FTZBIy5yY(I3QFVtT&X#5 z7`qJdk+$_kv(SrK?o*=YU%V_58YgAIC+W+J_prp~>W}I%1F}j{>$Y3Jlzf-^#67qC zeyvNeYe7Ib&3B5P7@f0C{E6QEI~?Tb@_+^Mtb*h}FJbAjYSgIQIHBa0ShfwT8YuZQ zo{f8^m)k0pctRgNg@Rv>?!f9kem7o&`O<%;C0O<%(Wh3NvYFVY>ZUl%yW^^PVaEB_ zmuiiN2Nlh;`Rv(zcov&ri|F%O&m<*|ykOGFUxJiWSG~b}kEj$QD%FsmH-xvS!S>0H ztt>DK>KkIYWrXn6cUwHw&Rs2T#0El7_i3OeQP}NmJsnY z^=`KveKr^CYxvGz(_5Tv6KLE*Leg)EbML%f=DcNjIf)PL!SM8Rt=2l3R*~CF_I-fu zRuP;tkoPozU(|1x9PWK?D@&68^uE}Yipq|m|0TvJhc($EHE_hM=|DfegI@U{4@W!8 z&~Wy--x@sa7R0cm>Qlgt?(WJ8pta9?6jL&SUyeg2%Lk?zBStH95F!3XoR?=)_?ktb zXEnvgs37>UpJW2#XDjwpnG47D3mK`7sHf=k=UEkcY20LeXmrD0zy+Eo5z_xj^^unC z-g-ImkGJD#^Fj}?2Yz6Jpr(q`3^$qnOL#+7n{`N$8p`5hE$JX3k8;%4b~de4bhO$=q=zEm)-=lG^>N^b-?#xyapt~d7L zB3-LXmX{roPVwg_dgHQ<`bqXt0wqQa28J?(cALjgP6au z7%2llyP!QfLnx!~MNq3ZOSx!wIML>fQNYOWhHX3heEF8z%mO)uTl4-bwYsm!)(>H7 z{-*bsSUo***NpO2RnCu2#&2OcCrqtr7FVa9Hs3JlJ~}#{Uf+R)#&GWK_E|a3WMos5|r{Fmi zA#?4=Zxx;iz+J$>5-DISPe-35w3Uanx)Bc8&z|$e+ZK9QHmZ-`g?E+_#PSOl`8upQ zQY<=vTe~ITb@y>}r#S3;fzD2os>EywSK;Za&B2~U;_eSIF=p-N)Q4V>N~vU8zL#tf z1U;m9VdD!@&xIy9rlYIqnfQ|WO4QQ-F7asjr+)uFKJp~*LQs?kLsvgre(EcoDHFN7 z{UOV~2cIR{Ziw~24`Ew1Ad9uQ(`mW~yGy?zvimB={-{(i)bSAbP8bYYQDpLZw^VIX zmiYx^(nYc*0@M0f=qo3F#UBr>^Fpx5g~G$vWl9^_lD8!46k|P+oHvP?t>U;p;koH!(G6& z6smFHNm|k8>%p{VgsLsCRtR=)ImhshszUuwP-*DzYvPG zYc>jfj`~ql@F%wcPUPFY$d}d;;Qxx=BxW(*O zr9M7>_iFpe!uLQ_3PCepMr*&cK+g9UAGEPRH@gN6(^un|zlXT`818Vo9FL_#Y zDc2pTeWIt{J|$eFJ<(cKrdTtL?5cN+o#&PKWg8 zcuL<_e zy9u$noNWklIr;b%2dDxF!HgeP;IS&Or%GMQr*L}iL||VQh?|^sPd^KAJlCt9wx)h= z4;$1F-KNpAj>`@@iJPl~>def{+>6)eH*Nf3jd3IU#Rk_Q;IzB;ySKn-?rXnzL;CQ0 zt7-wexz>VxBveXw2mXgH0G(~|yD*o_3c;ce&cosxsX*voUYHf$xu~`79In=SQF@TD zoRKU)d|VmYkc#bOjGJ+%bZ<*(89oVlR-!=#j?iJ^h?J-gM&DC~ zK6tU2!=<n*N(5+Q#P#Hv~%im}==vShV~i-9LvQ+%}tA7cKp)fvO4b z_L)U7M_wohS!}x6U@2LpcN0++F~fBnfU5EeTN!E9a^gNLP8O*|FlmMe2dH${lFvEK z!jEc-cL-P4n8F!;?=ckL6l}vVk7xL5G4eM6dPHbmB7q{-te)Og2Kmi1;{O$ApHuMDp3wp#Ic2(sj*Jn?tCWG?`rql_FfJ_xvhviLFz|coh6Um6 z`IIwelIy3@E-7c#K0C2um|=D<;?eceKZUw~hz^H)Db3T73$9sq2Jsp~7@~I|c{7B( z+cU$}BY)L$6KWFbW1L?coqz~(hgkqha;db_o-|h3fKJD*o0YI@&GtysaEIM$Bdo4vy#KU+0JF z9hj%M*0{eyn)`!v7SR)$=v`#`9tX0=;0Yv_A||cj%G@^1b@)p2ftd5s)+emxxzjR@ zWO*@G@JrkjUWRvob19SZ&MxI>P6UQK1EyhhN08>~lo=81?E&>}@IYXP=xvD`~c&BK*f?Z%+7w)xz-XYvQ{BZd*0j>arWUUr;OCxtW%6Oh$LOrZ$oK4ctZjZ|yMO6*8z%1~ zV%h%q4;xSxChx$ScJ9Nv9#!&3($_a65mev=Ywn2|UGz#!d!)^@t3OO35HufBlVv2* zp5Yd`C+eqQ$c@W>uUB=Uz;)sbiLLJ43J+ymGLiTE;)$wjMdv1OX~oyHvKFZK7~SKX zC41e!B9k71#f@%2;KWHr=X+Dk_HMy|>AfQz2f?di{5sEf_gx);mEbkzM`j;4;`E?0 zcSxhYI>Yj4+iD=oi_+Kr%fZNya2>|NECEW)lMkaE>X$bN%S{c?7y?mFw9+G~xP>vB_;8NIJZ!&rJ7 zqHTo~a^)YZd13|h@HyVld+uNaC#yec5jEpH_(;ceFjF?WurmW`jGErAT#!@5``MQ* z8%FoR0h_AtD%}pwgYsx_DAyIWV0XV`$JpH-fBeVzm$$x|{fD{s6rT1U@5@Vp@{ev| zHt%F1F3C_BJfQM>gQWWnCV3r}_}&M+ zEKMm)p1E+2+PvFa_REqC$a32neZ(Uv*_6HVst5l)ZYHtih>&;Fn*oBtsA}nmg>jFN__2IeqNt`mpLibZ$YDC3F$MC{w=gQ(RWfLu3z$BIrV2!`3q_p``#G*! z;W-kU%}3?=ZE0>9nCbIp{OucK>fBl?Nr|6sVg*%cpg^2xh>)6ko_ zdAURXhpfH@S>@{RvJreIY!^Dx9BYkqk@<2o7dxy~YfTF`xuNOkk%DzlMe&Ed((lRK z?DU!Kfn=H|q*?o7Z;x`(Cm}lj4_$8=RAm_M{Q}Y;(kR^>3ewWuQUU_fCEdspkP;S1 zNwZkAlyo=J-AadaclWv7an5O|KoS&fiF~U`F{x=FeH)hAc6B)}~kzv$*#3MPI z5xqW)`a*yD1F=UHRFCNVJ-8w+NpaC!THxy+X)T1Z4CHWR2d9kml<&`I5x$v@XlDHu=SlR?aVx z?VVX}ne0`GaykdZucH3%>zlMh?Vpch+ew8Q0~Ngs-XTXDkpFm<4b4jM_(^-btYw16 zJgOqo)TvP1OLrfRY?;c0?WnOE?}Kx?>m(f8Yvbee;j z?ImU0!U>^3w7#tT_@+;P%4Ih&&k{>weO9pcnr>(p$PP8VHc+afgYE1eC#-ZZN(H1g*8)hW(*J28>J2tyX-K z&ej_^d3HA%GR(*^OH$Op8TLCTe%~`)PupH`tdmH+r+M=m>&(HZYnWuK=@PXWmUwBj z<8Ko)Q>zw+hc|6FbYr-GL z9iPHI!!@Ff_1R7sq)S41-MRU^y``OL!(6dW@oFA0|KZwvf&)s+Tw5 zA%r0;3-Wy>r0w4mM5TMV@EP_Oo_Ha)$H}rQn#`3qOB-&N=4JInFQ0~d#O-Ytsa`st z!fBaYotOJ)rZ9bpk3mo}38x*29Z5_dO*4|q4f9!JsGW0kj;G4yD77Fb_jRZ0D^%OM z9Cb35x5`B+JSNhxs303?IvtTd8HA5b+t^Py}?N2IsYe zroW!J`r^JM@k+Q@6I)!~KQg2=eOy}eV0G5HR%Uvd_OjD;>t)vU1FVWGjZWAP|FDQ$kEPj z@2%z5;_?>P9m9^AXb3-_LS3_iLDr4%^fhZkW1tA+``_-P`x;g)jp7z<_f%_FjBWD> zkp4Vud3Q+pzzs+!3iENr$S$gv!j;Z+qsG!J%V!Q$W zamQY1C92{${PmnTuzM?M3nJKwnTmZ6B+u(h!f>Abh=7e70b2R>oyCSTkr0vzwTIvVRV!gLVaN+a0+yv4FA z%Z<#EO1C~It`KstTl@-TW8oWaA3}UZ8u2(;3k_+`jS9onCxfuzw&q-CiS6 znvnYU5fTZ7%*MjOWhm+b&G-=Q&csW;5Kc90A2Bg%zC)VGRVflTx&PES1`K=x^IsX1 zannEkp^U>#h?HxpmTq!+VnTeB+x4yn<4n~)xu8`q*Rw3li8j;;?`At|3siVQ} zlGb2i!Nxlj`8})j-|Sn8SVG6cq$SrM8A~#rvz^Vv$f6eoc~A!?5|_SX!4>3N)fld9 zy!>*Ts%Ys5m8^aDEC+&!U&0s9i>F!u%L2Z)>Gw5%LXvQx=<(-c%nFZ~qN5MAOwfRy zM1xU?6#=|=?#`FHUL!d8eE03YuG-BTDnM~!+Sp=p%YGlseXvH}?!2|oB5``Ro39by zUchwZSyPT_k+X_>c`HAX?Xyq2zkA4pHAfXQIEWNXpk};|DL>b?WY9$c%W3t356-{J z(dyhsjW~SdEMLk#`n_53<}nr;$zzj+k`onPe!@`M^5$gip!`2Cpe^3bzWD(Motv%g zcRH<+n(5N~lbKU8vZC*RWk-g{rFzxe?lCTRugk|ATqUydOK!{m*XHG@1FCk~7vDK_ zKRCroH|g;O>Db1J@t*97?@h+J&Cb75<;&^qFa}pG8-U^I?zHf5^dNkxh{!MG71|?1 z-N*%XJ@-}3T1nt4cI_X5DTdLBQ7WUp3GUF*fvx$*!Y@w)_J?>+AyH& z=UUn=hPi#%;`ybsrP^O62BK$MzXkH8_;Gx+K9Luj-2PZ%cwF0r-igj+M~yaoP8-ts z@Y?kNlcDGi9!1M)B-xOxHMg2SCGn|m!KnOj!l*SO^mY5d-``B3_bm!7ide1X{;ej+ z27ay<)XHC6cz%mM#=1Gs>(exxW8CawDBx#6PBGP6!-e@|9F_?e*HV)&f3_7wN)$n7 zpWfJpYl)qj0SYcU#VXf_Y}XlGArb2X^oEnph0Zh!y-N`_>&_4>$Gri|N-CvMciYv} z8>~m$ex_mk8jrU~T6-O{Dm=AzVk~}*?XTdOW5r6+;X2XluZn_s@(Z$aDgAu zJ)@rl?9=W}$mSa~DL)Q5=3%~~BBhBa6NY@RtF~WRh?cH#0(C?$$$&@%{}exDURNY_ zaw(Gj(9aC&=E?-ro+H7cZXOv^eD4NKsAh$s<%ZLILh`u1@%BR4+=5PToLv8|Q$su{ zr(ceL$cy_veJEu{B&4$PXSZ`|gn*wvI@mkwK8t-al)%nLB~z0uCz#idRM4kgS9fz@ zWjsk!@mjVD&}r6h9G26o zolwEHSyrtG-nuw+8kIft8+00i1wMqJ$t~oc3ctSPY`G8GL0YX0q^eMhRdlpmvDmSe zy)EAv*H~|uv4z)7fJDn@0N!vOSJqL&^Azg5=af`5|1_xU@YN@%0=-6OyXl6*CH>Z> zs;rFBa^}-5QF}LIJGK6l-y&Ra|Edns#?emCWV!E)2u&?gxouHW&eX3Gs=oPp@@CKUDFup~qd|_>#*3_O z@KPZaF7?4eXyk5r+-@ZQoe2~An5}EEWBVw|J`bM|_!stia9_&Q<9xC%mu9}abX{rA zXoYKSUWC_-GyZOLk@jlQk%?F$Z$G4Mk0Uq{Xm!2)^c4nj@>t~07Hqz(o$H--R1Te^FOlo)=2DE`4Gt6|aT( z(<~youdh1LvOdR?U}7Ft+vj9`>X`JV;Boi~C)R_}XoTS>xn(CgL8pIW}!Y1@~bbuevb84}fE4i^9m!u`4{ zB^7xN-^K5CP96yZJFlI4a-rTLW%NUyMtPss?;i4^#g3V~D%0BwRC5lf#wU&1 zD~|Zz&D?d6Z10h!#~2DItoMy9Ywds|Y~kl7i|7se!;XDGmu=P3VS?9};fM?-l6w>8i znYGJVV|#B1+d=ae*RlA8=XZy>&cENG;R@tuo}Z(hmTKi{x*gF}T(=3iy)+GIn>3WK zLeM5>T70osjj=tbhRaYFgt+k`#@NE|?PgiOd4!n?(s)HE!9g3^0#_VNfg>%ZMkTds zQRzh&0<|HRa}Km>=tihWd7qN3tL0zxu+C35;NYLL{l;9hAi&|Z?j9CR+2Rc&r~okC zQeE_*+HTNaY+FU3H`Xgxd6V(-VQJvnm*BQMq6%%1Nwg37CrZS1qj|`7IQrYXn`n0l zT@CfJh37Ab_rxeX=yMio$Z2%GcGd8~cAHs}rQD@yTECN5bVc2--nE1p7CvEoRgjJD zXqvD%eiTF}?y>wDzT06Xg;5agkifh*rr)68xQ)87PR8iJTc`Xe{K)D2+=OUAelFK_ zmlUqAvt7(Jwxs*Y(2nX!qi&|t+Uxi{F}3-_aqq_vyVi3|1he!-m!IM+T7+^n)Z8+@bj(7iQ0oq`*tIb8%X+CyFx;NtNlY` z8@SpCR*yG+vc8sxY%rPg#$JJ(N4OE4!QEEnqqzk+M)l{^>hm$FF@(&Xj`ArQPs+Eo3zC@psN!SU!!JaHoe} zei8Fw61^P*eU6vH;J&1s_UR3yo?p*XX?f|IFU)_+H&pRaMBBPC3;87GcNslJp1upj zaN(4f`8`iNuM56tNLM&DuXc=n8P!KX*6@V*Iq~frqruAu{)5aCoP{%17~ zM_}7x@G?QVzd^&oWxLCbg*dgn0$drqe}>CXb@XpYu)I$ksdQbAfOK20MW$wXUFfCW z&`VTGoHo~P@$((k#&$gyHlmfkGE`4yPlmqONq3_ly#LOu3?cedzhd?O;w_>|AIp1rs zw!ZZ;EMN#lCj|JSDKTg1A2Q4~fOV#D4eb1GOY{;r|LP0;i}VWXqEHzNa_w|kbIiYW z^2HdM21Mgwafn)oSz$GE*%gKDENochSJh$bmIx(pgl$@f7@a#VnIyiz-KCM zY$B)CdCkd1HXyx^%BmwNTryMn$4X-=vwa{#(~K&VntHOlye!ge0&o5>zyj}sm|B(h z>7sk47Elv--Lc_+v)ZXiqSr!WH%?Fh)+iKz@1ADioN=H0(se&>D&ax|v3HixIp7y3 z_ov^9Es^QPd;ilp0u4BT>q&azvKW^6#l>i}_dlK1qkGSPIv=Ew5ALC(OrIa0w(pXZ zZK!5OrZRvur3wXI*k`v^x#*W9*y8a$(2L;!u%vQr%$FpYjiwUC?RkncT!Wh484@xK zTS6@8eY~35T53Yl7}c*=dD!Oq%e9mRajk1Ul7Nad@+p+PYEmK=UsnXqj)^Op=Q8~e zmKgm(4FD*#vrb9K-*q=6vk(VM7o(aqDoi_MHeokccikt>cfnHfYF`^PAx|Je@-!ta zT;eDp3G-u>(?2kqs~J2vn-o0lV;*iW$32d6H$W_SHBwDO=$vrj&sym|;m<26{Ctqr zb|WsWyxyrjCevSwO3l5S{`b@HIh|?WYZ=VE^mfkY`rPXl;&N^!EppeIMxA8o4Dws% zLivS;>zLB}%VcJ3M!yPFjp1IVmjGUzJ+%LCCb8g7j^fy&eC%qK-QV6Uw1?Cm56e%=nwo%BJj-;@ZPre4KBbpPlDa|VY?fnf1HY|!`ISDf?rOizwf(%QO0MJ+efHy(v;|V}d1muQ)g_OL z*9MI)C(zuNPpGGS(C$m*Sz?;`j!(3+x_;)O=afhGCMweeX>3^rT3bC?_?UDGF5@0N zyt2N}gH~x=WXwyf?c!Z!q#3O+%T}JpaN*aabgMH&qE8WTH$S2}hk0E)_ln-j{O(i- zQF7fg?PsBA8wi**8f3 z19H3b(9yUSDJprpyM-YB=|q9CvzF=^!%GH?nQ?#mvY@t zG4K6(+ODvSe!x!}nr{f3kx8C>87^ka$aK16ueLH07vvN^Z0VoeT|%MuyHjUX^TFBo zJf2E)-i@6O=5Cm>yuEFW6>3?_c99#^W=fy^?+Ih`(_*H_7Ehih5eX`avxr}wp(sY}Lm9bI%j6JpcwaJ}Vl5|4Tm&y9Rlwvz z;Q1y@z$BMV^2<7{!L#Lc+z;JFd1#T06?_qqp8*+)6edGrYi%-FVRPAvcR9j*5%Dhp ze9wdLCigFYLUXD>=yplabgEIf?o#NZ#`p{)z8&CR=ZKiU#>_5nS%ic?e==Uek%K%( z_uh!!paq1|*E*5Tgpm^$U&Gq$DBaK0C%W)tbSs&Fo?ucNp-o9ApU;h=EcfpFmn}=` zBNZJ3SD3X`EYPe(`44B!H~iK%$29PY78tD$qXmzVfpi(Oq_pQHzng zx7Uvhk|JJMJvMN^z~0NgK?)FZ%WiFu-_XP>cR49#aGq0{H!DA}Bu2@yl z(lgxUnn75t<`V;08O17pwYsAdnr}rr0TypKt21%^fn$Y=7eO z+wqZTvDXQa1okGDtNCH-6=v$sL5Xf`C>m(>UwWK45Q9~w zKrTGhP&Cg(!nnj+-Wa_P(uMaSBH7pL26JcefoL1BEeK@XZt;NxtKsYBi!3zhXkbyEmlJ;sD`@SI?})MhMIPfrCYu&GQHoEF%NIF4bHEY znqQRlOzAeQU;5{XN!P2^l?N26Ns&){+O)VM>%ig`<<>COW>T-lD1v_4gQCoCeqeN6 z!MKCl-*pQOpS=Q;!1C|zn0kD;euwa7jz*_~trIoBXX=Hh{&Mr$hU#cbGW)k&jPB&V zPpi4##UG~i-s>zb_&rB8tdLGAtG36yKs784)>H%k3YJu5|KiiqiIz{vi~Srfa%!3a z9tn3bn&x@L(Ittx`Dn%#SV0(poL`pf3%SP{Q0x+NixAgz2zQf`3EQ|0(Xl? z6GypZJ$&n(OP6y>FHOZKw*a4)-jCBj;0`dvx2idrt z(9d1;gE^AfQ2nPj7#D2_tVWEA*DdaV{6DRn8Wa2J?$htHS2z4zfg0#cPp1{{A-^g14;mC=jW68eMnQ)?P!O40Rbtt(jsfHYVoP97i^ZFG8EaRbqDiLf8H0C=kJ)d^80q~ zcrUcLM(*4i-oI8BP87F0)^f$yHtEF1z3pWw>w@G_uUaPZX2v+aaPV=ZbTnW2kdlmy zti$z9ku-an}}s zmE(!QS_~X*`POjkTX~9XH|64Huvtqajg z?so1BnKKGCCXrcUVqf5X(pXMEV~ruR8otE|B+Z%R$L~?jZQ-i94wP%OuK!9X#CLff zFFiawge)+~jK&AMc2;u-X$}Rr#{y-<0Qm7<~c42bKj2)hf%!J;g19roN zv`bTm?syN&WTpV+@l6)qw_s4OdHX|XGNv+ASTz_Mwo83 z0$5N2xdHi2AWz}iwiojPBg^xK1$>H(b(qj^eB5x2wR?_g`K=ATtsWWt1L1n}H}v=C z=2i)T!&n7_MaMJ(>q5Tmq^SSA)5HqC@Ox3=%^{JRyWg9=>7P>tzD;}YTBK?at*`e| z2r76SFqc!|x~Bxe`HF21&DJrYrmwze=Knop`92@c|0=x7E-a6-hjS`4<>{o~5yzy_ zrx?%-h&6f;42WPzXgwZDx*AJo@LMA^`6+R^gMt|)Ds{Uec!xZe`9eO(~A{XtCI>4DrKSI+Iwlcv&+dP;D^FTx3>? zEwXY%-YX8Gj0y#OnA08iREbfXcbKm%A&j(=UNiv6g2M-W`Q(Q5?h1`YyWrL5{3uIq z>)cmGfoaK9i-)A1!2*1@HEpfWuy{Wq^ZH@h-dv52(Rj+U-JuR*8?(?vf|}-*2lQrt zLGs*s9d-6Fdq-3E{6$q<_lXd8hUgOv6b1wVoGZ`CamZw$BsDh*KnEt^n+R@nc>Jn3 zH0)8Zv83{xvuvKR1v{X)uh)3pXO&HVr3lIbJ(GQ4(7=Nmoh#5qq$*ZIUVG&O-p^OlW?PHS)v5wM zr0qjlmXX=Hk))780okEc>I;Z94c;~8?BRIx5$Qw3<)zWF|8m-A{M%kL5ckLkiuF)!{wDV?P?fsiYnhg%ZKJ zHkii`6X--v>*VTY1h%F)kPGDTV^Dy??b$f=elCgY$cbklXceX#DH4e=QM_x3FFZT3 zQqr3^dQaItK+BC{USj+`IQdQc03$KKJd@JiGf(}u4w1TGoWtd<4Fykh%eN$5@jtof zsmpLxn}8B&I&Y5EqtV%~8>m_JPbH|-3vrnSEwt7Fc16&o@QrL$C1OILivfs(x^XkU z)8`X1kxe~2>1R>@jY6kFm$$q?i@%Fj(myU} zh$ARb&YQBFYP9u?v021vgU_&T*izojAPKOI6<6U?Nq11O2=X^QVByO;j}fD;lJ1BQj<-(!HTAoC$vP1O zJM|yj9xa_8KRNuj)Us4=)>C&Pc4q`mG!9DP4zQtJ$(+e5#yV#*)EA8fdC2I|F?LFa z#g+@TTx~jXyL*U8{rWpJ@&3TL`{y+LlC;+I;Cc=u73EnZQf81X}M`m0m}9Z z+{o}UL!S5YJ-N1qigeMKl}l^Gc1KmMt4}7&&xE$%Pgme7EAS!62HG4`x+2Gs0tdo( z{2U8%3cIN~TfsEFC2!CnPzWAggTm&JVLvS+Y#V!L2s*1@1W39hI?R%4$zjvq?q zL9Ka5hd885F@(BHMsOWCY3!eE*L4&13?!}G{Njg<1PRuU58*KhtbjPH8D<9uS&+pB z1)2|StJ>Zr7=g!zg(Q1AV`Qz1??MuAvZwh$gA-if ziSf-B$CRsh<;ia`rF3+pftkqm%S1Z-S9QFC}-j|7~=wM{i~@@2A`*zifMZ}{CH-n*7#G0iu(EO+s9y>^jzV?03^mA`S6?XU#5xF4uhExv)c!byzU zAtiw%wqe|-4*?ncD^lhB7x4q@K$qFrRC5A}mEivE9v}&-J4?^cQYz;t5zv@U&oMfPBBG=`s;En`$u`ph@a@1>XS|eJg5YM<=h5>rgF^43*4T&#D z!nt6p4pQcrzoTMQ(DUb5NjQcg&$)~(hcI80Mu=lK+^tf7nPha%vuVI+v_Cyn=kp$Y z)kqb?mPzoB+7XHqD1r1UWN?EVj*=keyla zSY$|VJhdkEyMEpGiG^3DUZ%V%qZZUVl#KsXa+*2(jP_Vfa`grH9 zseY{OS_k26tekqR+-Qtioma5ar_u9#LT-KO4W({IL4D~pOzPNG`rCfg5L)E6eidAN zy~2QQw=uP0x*VA@@9=|Q9Vn_{Ub}~rnrH;CYn;G0{KoL-o!bI5lvqE|Nnt@`17JBW zl`a;M*yY5urrdTZ7Y!B>FdvKh1was?1po}@kJpar&!JRm#KuB@Imt}&Lv49&Y2lAfgh~*#k@DWZ2xlH)3eAwJf;Ggs{z6- z{A@DesP=p7!TsL|mGAljGQP_}$$4Zl0%n>(S7@tl}0_$PGiFW>xAoULG5i$7&>}O{m zkW}zLs0N)UKYGO(0zbkvih*@gqU1iXY{a}K^k8pqm}$y6m2yr)h^>uqc5ir81v+v` z9R%%>e#%SyRRL!SHCiSPOOeDRP8iTW}S(zkbFJM;~zd=@4?~1TepD2>xqPMbZ3> z?L8KBtFb;Ibs*M*(aP_BRMpF7ecezUhzY3SMvIcDZ-iMgI=Un2<>Q_=ZoPc@=dqXq z)SWqgEiF=CZdq*=&r1pbx=O_4y61MTTUM^#D&oIAJ_JRJ2!KM>#`!0-BRbyk9u+K{ zKff;h%U{#WkxFm9|F@KDVoA4a={+4z;KFqk7?|#m!YJcAqS9i)q@Zqiqtx3S&|%6RaF?kG$`C46VMqS}>~-`R)7B#l__@6ORgzD-N%Y zSE=+zn`7(P;GgiDnDrT%e7 zi4jF`uN~s%6#?@IU7ZWg!tUQUH{@#v9$ya`IO-Y6(Ky(hcyj-m8AB<%@Q`8zJcWy$ z(8SSldA>+g7+AQ1=!A&3W~V@;wYYRih?H{-tabBW|kLH0SQDC`t5%Wp=0ax*?KX=)D*Vi#B~d zFR^X-LYSUW{da|Oz2xDg&qCtlz1J@x=?2PoJ%)eZ8vY@QvHR`)^#oG(s*{ScC z*W*i$|LjOb7aG&=92JKDu-yL~N0aa8lJ9%{iSo+qPUO_a>Uo>4&@!Cv)Ke10w&dIX z`kIgw>VEio0Q~1-cT$oi+6$jJSQ`bbeQ7bHwm}+1?|cJZ-Z=xbk;4OWFkK!l(vAM^ zS`?f{%=6o1^<|&(V8zYtBQ~2+uG@x9sB)$ize&l7#4!8t^y`ONr?KIJNKLS3x7=>2 zxikVO@xVynU}q=y4k@X!qr8Xtku>UdA6Muq(#A{I>R)ZPg22MFf1R+p(o>TWER!$` z7jUY4DI5`xe*3cBI7iy*N(e=K18ek?dx2$q*khAj>o~ z6eJWqjdTh@akBYD`0Ew~QzHoPO5~H?UKNv*>^GIOD?Mz0mT$5}*teUCW_+ z){JF3ZtPqLhbsF!xyB#NEioN<;w7kTY;&26kSnFaFpY^=!Tit|wE9AV9uu8U2TDp7 z6!>i0Yc2f_Nx~HiV)s=b44Mr%3_$S)#iO{i8}@}DODRjs(;$RT2m8M^|Xk&8QK}Wlii0 zUAslCHykx1%{35J^uB2lUwmPsUo6@zV%INfmb@_51&TherfWhDfTu{&5DsP|a{l_C zsJ+TmnT=ldk0uD9N|&5|%Mca?B2N^@PS{SrYG~vC))OO;LpW>+rOD3n)eEseVoh&)h!;e~x;IV~1(hm8`-p-;S@6tQY zHtp4y86P!uHRWiGXzF}|^UGzc>H`MXzWt46qjd!Z20*VWxJYeSYGh-@mH=J4MrdJ@ zGlo#)F;{xF=Y9LaFwH-_e?;XGx^t=0?)(7sR6~sYodq_)K0{0+^QXFuTKrpGV#hcA zNQ=p(`P42iv{P>gGpTUTg|3Pz5?ZgxZn>(J-p4#OwnWNfoWb&1oiJy#>>FhN`zNoA z&E4%UxVMv)3q+!c9kdNfQ<$Y95<2&%@Dw*DwvA*vKRjK@h^it7CH<{Z&aoDs_~Ct9 zsj0vaD9}C+dKI|Mc;pANoKDn*YD<@i2iPBO#IoEjz?72yqtT1V&#X@SXZ!#`O$f;j z;(z*L3+?{RKof`+J9l?sN}u-o*eSJg?{{_iOnVeX;CRz7cxNWhS&?Yvf-hk;vo;~- zL)zbN(4WEi5=m#KpZW#oGmq6dU74q!=r=FpRaj_bMA_`3#N}+aKQML1j7yN6(Ishe zUZXH;(8h6_L0DI}UB^HQzw^Gzc2fR_P(!`K{5-vb9e|h73-^82%8}HqNjCe*uI1iN zXa^Gxu_v&%fwEbBv$n~5A^5RDM#s04zE z@xfDxic$6^gB4}7WlN`F(U3xweKFpDmm<1@z?cl-f8RYzR?EtOPJG~p6{O%ycq}1+1KZ3KPMO4!<`E$u~hp83E;cM9(E$|g*brw-Fk6=$zNJd`Z z)z(K)PTE`{l!a@97mT{V1v*gv>cJ4Q!3Rc<--j>enj?rN`h>mG1L4a77+(yT@m~`Z z2Jq;CqoJQpP5q4vKATa_r(^Qn(mPSO%!H5rn{$D#*r?1V_H{WincEwgswJ~?SgY(o zFCBDcN&-%*0Dpz>F0*qj>i&((^58+aGGibqq5LnTGW*#9++OO9Cg5b zwoOS=WBdJ$)Jwy{?i-E+cMp!g-ycLpv4NMAu#l$VkTyxNn)w!;jeX-ci{{tIb2y%!5TgiF{FL!@1J`2tnT zyw%9ufw}cXT&r6J|M$=rGilQkBBziMwp)Jt`Zxat3@m-%T<|+zS~^Wa3)2FJgSw_% zXvZjeJ!}BnFhB-;)g1pyx)|Oj#3^g*&l(3Mzz4FV{%eoTj%fU!qRqD2i;ZV|59e5y zo$^4;+BhD`{E<`Z75MKib1R~isl0Kp3GEFmPRi!Oa{MF))X2Jb=ALOg*WDAx{o;?9}g_AscYv8|j zMgoSgeb$GNvOoU@2|pjGz*cq>xk(;$dSW~G6;d?+D=9|{uUZyyhh^k_an`JgHw8061)9sLBW^wvE?cVgGXPGAam)bV>A^YOXl}=n2*PeX84Y{#QwdKz2 zGaZtce$(UHhgSqfH!n_82qwq-2k?H}MK)9`+>mvo+pa6crC+fRk}v(Y-3?Z$JzH>j zVSF>-_x)PzIK1u$=|eaEJHjl8N>JPxS4;ilGD5GisC!BMnag(hD~mmq9p;GJ`kGZd zUNp!{8eGLp7nz{lr@bhZC7ik{L~DopyhhJ0oJ4}?7^7)C)zO*GWZ(e|F=CA<~mwj;18 z!@@m4fT3pDVrbR_9mux?8@ouo{m;jCIKaNgTc78jC;hLz-rCOI_nO8J8r_XR6+I0L zWXm1@<19)4|IU(zi~;JHTXhAcLRTt(P?VyA_6|XP*PZ@?=#N_ z`ru99fP?c(yqa(kJ}Ka{u!ugqX&$n0xDPi{QQh-VE|P>EQ{8HwO(oz)N-eLgR+W4Z z*To?#eL&o&S!f>jaIz)%oqns{P#YUu*j~_M-Qwo}-sW+;COS+`J&eZy#cLuzZTI)k zZp^Sr!p~}8aCBjY(VBtYmI~p6eZXBztQO#WJNS^}$=Rht;OoF03pTT27Q4Zg)QeLU zQy87^G%~V0p3)4X5Jd$l%BtV_p>evm_vJLm$<>j6&4ApE+`I3n`JxWg;5PH!dp<;i z_cE}he;wT9FTCuFN0ihPz{=}O{XFg_|5RZs&!a_%GU&lULlF&87c-uXrX8IE?Pce< ziuvhQ&@>~r;0pCi!yK^VQdf$YwR`dR5Or+3d%pok&=*r8`$kZIqmkZe-p;t~fV+Ad zr(aUzwGaM5!Ihv|u&2QnI-ijCG|{sj2$sA~o4TepIy~4VZ%S8~65YBd$7t}Y0xXhS zfx~l&RyGaA71-f&>ovt4R;eVpi3)|3${+#XB%b)*ZLb}Uc2VXkE=A9lfaLmsXK)}* zzCjFg+jvad_2RALXshq?qSsEHdHQul@*^2a)siptVMqympdD0jhUXR9_uX%5#p+NS z0$FofYx4h4&(8q$l@W5n(zI$N@&4*3zl1J2m(=El1*ngcp4M(1+G%>8`VSWGVyE8%?x)Nlp$=C~`FBT5n6BlVx(t z5$8|~rB`)mLQj!WDRVV+G9C*WPaaEpAvQar{_9+i@KLn>sqlpHuT48w9K!sH%TQ7yvc0kvN5q+kfh}kBrC*{i`D`dz+8=!NIG@5h`1+V=^5rp-gwhg?9eT zDr>^xM?}d;4Z?TV+%T&5zdS>pjBF}(7I&B2mz3FoCV+FEg+akh;0mApq#F{V#uo(b zd`6OGW6V+l3ROF_xQHr|Ecm&E=K-U-*^}fx6DprLFE&BZf*oY_l$ReHjRnDO9w#1S zNG{v7b4+p*OW5g2G#4n>ZMBiI?mt}0MKs$=Bd{PlZ_#D-))jTdupC4piPL4RLGTiu zD(o8m7(_2TzWyiN{7?F-+T*;E+lT9g`;bFg^Q>PT#AV%^N0yOepKpnrc&5);QZ|h`Sk*xFX69!3 zk~#I$#uI3s;dsN3XGvykaqR_aWjAP#{q!S|X+MC5nv-a;zrNJ7wD_wy;+frb6V3m~5^}X4>Rg3VFe}fMG zL3u6R^J))B4NEc#i1#=T(VxDySBx$@N$7a%g-YI#eCTRDUKF7%9$dpOUe|22u}9O+ z|EtVNjYVV@Y}FX_lV6!%RuYMWqugpEFeG=?6B6MCf#;V;9#pGT*oKN@%c4&zxSC@T zjlMc4?mz6T&Q zvs@pvvpfjE8)31$XNzko2Xf7k3cc2nU>Hi4Sr60wL3-VjE@xhWtiLM_CtlD`1Q?6l zt4=Fu7P?8Jd=K4T^;kQ&8oa6*X_XlLNbey_LBF;0WKZi5_jL`Z@Sz`keq9qvFu4>W zWBD<%JqE0E5Ro`u%RZ~+|Hc!(l-F9X>gbdF(2aR-e=7W!|7+_K`QJfP3m0&E=pu;H z5b(yY)yl5*hJpRgofq{wp5Z?a@Z6)|3>S@OIt~?J^_}@60~NX_<~8fcXXnQPyl2o5 zlloMcaQAWPBkzf3CAIhtx;ID7W8!1aL&$;4Xxim!s+w?*PpVEAtE8ePZW3D-CPU6X zo*d%%a7MN$sHoD!;kgIDRDG41UiTHnZ1bBu^CH3cpw8jmFXNJ*VB2iD?EJjAe7Lp9 zjD)y$4^#tF<8>0wAK`=!6Jt!~4um+B`B}*gG&95snWE%Xz*T#DZljg?{dpy#W>J!x z=>Gg)_aCxnRremVf`h@UAEw;aJ@f&1r;=}RhJJPifo4$Ij6#a=MNhcbO9H(a=yHy^CZJ z?`u6t&#GqJtHB`Ee=@M@eg{_xfZMl!2+4<;uDXd&Aq5Jmq`$_LQ{%afHxhpz7XDcJ z$TO2n_f6!{OnQMhm>?gqG;Q3}6@9)XAR)^E~uS)r4czTsuZ66I3N@zy2|+C4Fm;oAAs&Di&s zA39neKA4sdgvb!FO~=ZWq1>T9YfVqea=+Ub0W4%3y_M4qq*K@D`Sa6_2nHx)XU^@YuOesutQIqX{Kg(VbPcGZE};!3zwwpkYU|5k_Z;u7O0smnr;ZZ0!#ip4c|s!z0FrG6F?k zeHSOg}c^kDq?OW?jBfM2EPZ$-$gco4iwdg8#IP&+C?1pxI~@96%Z zo|(}w47byHMSTv-pQ8a-T|>c;R9)nlo>l6#6)jBA zC>KPNF`kkEIB6f49`}fkYCpwotjs)*_9EWmAON~tbtK}Cql`Dd2qQ>A8`yiM7{z!a zgA{qaG@mQ`+}XVzt0OFlhXyJET$5=&(2Jp4FFWOkcOweesAqv>*b~jcJ24r@1DfLqKMQ_l5Xau#ol^*vrPkPaBpeqBscF%tygOzjjl&e*p->i4QFfM!( zoo4{xK$6N;P?3UG{VFZc=Vi6aGv_zYR^K297oj}(Rkj(+`WzOAh+J~~N6T?$rf-#Bf)%_ESdrA%*I6>LYTp8i0` ziRqA$m-@G%zW~?6T8Yvsfe<;_VA!NJziaX5rCX&2Gi96pF?>Z=Q2p5YoP>Jk|D*Kl zrnM$@i~q~AVcgiTH0t*sfR)NlX?&d}i0b1;|A`be&;_t^p1hQ0@7*Krx`oiLrSyO% zKao2i-y zA5pK;qynpi-@6W7aKXqSN!8m0ou-Am6Xw-@poM0@1P5Pr{gCu&d~3cQK}+fxbLpOb z+=)cfG;01VFg(BhSB%;7YLlCp-3cnBq{~-AbM9^@R!DLHn8r@8Rz5ZWzkx^S<(VG? zJvwtI0I@!emG0ov)Z|+us5=KT@9)d%V?cbqL)5^z$;u^$=gsxQP#{?UI7VcxoxofKrjB?Z zI59Iy@0_)Si>E~UnuO}1fA#3MacJ8z>4PC4Wqg~OE>#lPzQMU!d!Kzj`}+{3;-k>= z6YX@DV8<-8+M%NwjEpT3*eo75_x>@gwjS_17JpT!6I9{krMe_dGUa6%)9QCQ;C}+F z{D+JUyip^6k|UKY^>Uj|d*_i(XBM+qUC>h$vj;{xG{$$;}i{4CYJq=a2=QkFC^Xp9GYhI2CYkg4)Ha^poeoF zFA)=Y)aeotibgfWx=Q!%)mds5lTyZFShMfA&nLmUR1Q4mu@5gFu zu%{F~^xIwRolZ>I0INO~;Cx3<7hs-4Yab;V2($pskxcxDuP0_OH#DtSR~o{ZaoV3% z2916ORUafg){)HtSCCK?$v5t{+~6bp>4lXkfej0KXA+%?f)RnL8B$%ZY+)=s+3$%{ z-@*tgjagLO)e+-8Ns>Jzl4p(spCke9NSf6`b+| zy3@JmB>xwW_CG))s{IFbMjO3A(U|$ld z7iczTQa?v?PI|dPlyo1QGeJ-Wd^z-cmdM8GF4Qy6^FS4Z2qvzg+x`Uv)c%WfIChU#IM)U9PltwCPq&08BOkxb|66 z?=K&n{-{afv<%%CacTMfVJoEl;lAzs(XK%wKSjt9m@<{uD@ zmMI+=hR+9&O*AX7J$D6rmt8tZ9kiv2dP+SBG-x#%KL$V3)c=(ql)NPZCi0l}#Cb&=#b= zlPVKno*cHZ;XrSpX5f&k2J6IJ`8|xm81w7BDQn|Q8wpvw))urh*Al~TLG}?n>`4Xe zR{H;zvka+XL?=}@k^z;X8kM|u>GWHC$$(Czo1&@y z^|bef0zwHA&Yl!hS6?EP3fr>N9vcCgol&Jd|A!15lPzo7tK|Ey2c%?S>`6?yz@H+- zC=^H)i=J{1=o1Ah1m(YT*Ywn=6EH4e8P0n!w4jFq0LMt)3T;Kgkxkp_#8x;P_q&P{ zlBd)BX2~lY0MQ4q8EawLqi&=D11JDa1O2^)*6-v;7_D=XyC)eid(h2edBRw|pi=Q#2mg=Odmu_3WG2SV>Su9J2ibFhIsT5b~t}|vPj7z3N zR9PhtkLvjtHruQ{Ifk_M&h?%bE{2O-vnE~RYkI-S!ZMU!MtBAD(f<$w#(l|8If!4x z9?&eDC?XgSeSnEnVQN57!TWSgw9U$R+%z@4ZZPPxchE7<QbASG# z3ODXAugcSJy>jt~*UI2qsm99U79>t`)!5Ff1=rQVYPaiBYw#)D$T}*9xelKfMhCWE z26&gqv}+;;m;M|ID<~F_6;G?Z3DF(kot`*v!>|o%JM~F!d0Ph{7@YpGRNb98i#zVm zf!b(=abJdHn&DE8U>*s#{O*kGQn)~lO?ZQh;^2plMPB)n5d~4|e1K31q68|6eP$gk z@Yv2D?dxS963UW4!M&JC&eK!G;${_aDf#U-G7M>rJJcu#(Ae-sc-QAz!oLvf6KjIQ zNvlvJ7XUigl#j79{$GL+KAvbW@6QlT002#(J~g84odnc`|M~y_??7u{1DUp8Yu?ku z@O!p-G#VbxZ}Qd-RbWwS_>M70sHyu7lL}W|`((TvdpE@CsHZgGv^XF_4-oaOCq89P zolX0ld1=>R$xgL@O8lGj_!=8ZI`(7#ps608lY51WfUwpQB+ntBl}%_Mdt!;O5Le-GWOi7C`u8 zU_}|MNQpuT!wing;UH;yN-$$ksh@amebK3Jd&&U@tgq;A;Cf>@-1i`w!m= zDo&iPcA3=#X2

0A!Zdtaqc#D(~h>V{21AdJ~vDhbS0(w!LTD-m!9MGO7{eYquw! zW|DOPvm4SDED#K>lE(3v35g7@$$GC>VYtZV36uDz&V>!~a@`T$;#PD}+wn125-k)d z0^M>p-11)>{B$I_@hJE!Ve1Hsw)u-&?fMRP#Fs0#?xbK?xY~=7*^0!mv@enPx?a6w z@2_C}G9g#uR${qwu~t|JAEx|nb^I40eK}%@e4h9qm9ss0fbYAd!m06il?2%9HU=>) zDnk?Le=hGtj8hqsM6Vtr{X@}t`r=d3I-X6L8OiD6oZj)DE)o7SE8K{BmnU8|{89Vf zUN1%hm>;?a2b~~WS7tECw41;|4Hi60(tf>^cNuxmVhM-^2Oxr;o=-W|)BbKf{rla$ zcXr^hy~^O86=evmn8*-Nzz*9uqz{r6YER|DFFD2qT6$)?MIYTp-{=B^%)xT}9<5*8 z{yP`YU=`<=@!7sK+gi%IA8p$ue_r9VCZ&xzU;?@A*w7V!m-jV@I0>=II#s25g^DP; zU{Cj@D=ddof3N0lc*JH{$Z_#Fx%Ql;~Dx=BtCbzUedZ*K!$1Rxr%tU^Pn z>Th5ru*(Us)Z5bgmdPi(2RCBIu`ZjMw%Y-zfFYiWWhhBMrJ3CwE0k|0yja~~H-Z1qxR{6|) zz7(Ax7Tc!g-D#YZGWerU)an1)v8Sg880m5>KPY9lcE5*J|0CEX5mo39WQd00Aa9@O z_{S~Ql_uf|3Z5?#vvr*}{wqG|cSTAB#+R)#E|KRhp=woAV(;}IEAGbG-Ym_Dv+L1Q zIzz(-nSlaT@3=tr0mHu@YrkD2pkaSRudZ?jRFf-o>5R{=J1d%r80Ly9mLkr;V=rJ3 zuqz*dM|tlVoH97j3QV4YztD8ME4hRyRH-Cp(7;8MN~!k`;a9<>!P2+GiUZY&o_lVO zCJ&9J-bwS0&C`1~c*_*9l9CeY&-qR^m)ZA~!CAeJ=syxaud0Sw$P=Z7xwn01e;vtO z5^zA}pFRnwehottc&$djF{naFi;Ev~vO+j9_bNN12n~hTjCsYF-rgCX8SM+IK^K$3 zpJ3w%?ccIw01GYCSX%Xsbhm8wlYN-$nj^7aRKbK8TW9kcuH4?_m-{v~F0k!hE^%+bY0lr*1<(s@n53=&%@X5Yzs z;_0xu{BMjq1?=!zR1bauzb-)QDAr2yd~^!V=$%$X%gUPCpgTRrtHS150|pNvHX_E0 zsTQhHtUG1+)pQAZ)HcHCTu2UVk~7veJ&6zYGrIgh~>>;C-!|WjxK?ZZB)k5sf{tFyC0E zyjcQmi(+v@0(w=vGlq*hbeFEn3)G~5MwJRBj(n853Idc$p=lX&g%T9W2$@6EZJB?g zU1(tP{_TJ~|Gx_U636|=EZFO=c#xkFVBbhU>--!p31m`J?SFAZ6Ip}yh8(&t*|#Q` zC&qXp8tN-|!Xs3_-kN?~Y#>HjKbtn{Qmt!NsOz$*x+_HJG%kHSPOtm>qN&N=R8sL^ zc+$$|!gLQj>R!3BTMo)i?j z3xSh>2y9Ia+9@r>{IpKB5ATfnD(iASB&2|^S^=+$AJAk@X)opV{OC84!$-V*|0$O% z@Icv`HzOc%a&q!=&2tj*{Qoaycn6p(_*cRVmLv**5SUZ^Xv5z06a`-fs|TI3rWNZy zmBIz4znqrxU+C<{zT~!KC$%=qMJ=$1~+QOUna&ah-zvF;=N;&nz_D>?V{Pe52k!2`y*}> z6$E9LIFsS|SH=gId*yw@?`l?R^ACScP`(4^-QS7=!a4mRzv`k^x3wgOjdnp8sbzgo zv@q5e-4#+?nX^3@@DI#5pLmBRze+q|p}oIduqj*+oah&SYG!H}qGrGd-1*MSqkQw* zVFmq^6+yRK?)%a`|L1{v1%HF=dNu$a@%uJ85kMD_PAp-qp8ZsqTC=z}0{=SJgTJOv z*pBJQB2i%|bumv8ZPWGu(a~#1haMr05y63W%J&+!x4=IHZeR?;!1s+odED# zHy*zr)l6aJ{35(cjlnmIFKN7vfu6kps#G8%=Wzb{fEpioU|07S05Xty`0W~jQynuN zJ%&{{x#6Y38RMQ(<`)BIilrdyr`5zSvE^J(=q09i4iD&!i9bGmF8Wj9Gdhg_&{sKp z@+qTj(c*A4_#?bruBD~L_kK71{@6}R8GvS|>X{;L&XsF*4oOVzbV8oql&a^Ith+Wg zHT9>1A8lOM+I|I`bq$eppTF4fKjK8l{a=P=`dti=WMpP;k7e+|Ob2LasK4b0Y)`^5 zu34nQzkN*&{%ba4M(x@dCR_w`8+2VaeAm~w)qCm7^d5G;BrM-W{^)kc z14)=!hwWaVLjvHT$uQUB`Uh|L1AsB=T&$Ua*`eDi6Ben5`t#@!VrwJ7beewx@zZn> z7(@jh5t(HR*fn`*t^KaHzQPE6+1TF8oOZDQQIMEi4(?!w7%*wP`4a$%VphCKwmT=L zrn`YP0Tg{8ru&;D0rUeLRIky)p^YFnlj8dcAh8#JsZ>zhJMstr=niO+1mS;WUKy*5 z@58HRs8Y!ljy-3#)riEnZ?^(Gg{XH4*t*@90pBLXRk!|F8N1d^$cbr7Q>)RpmIQR*v~m6wR?Vm6h9o0+~g@)6T+xpp8?T4Tm!{q*G3q| z5scgVVaUV9x+J*RCp;Bx!kR#ltmOy5^MNZ}_B*<1nXgZ<&7TF-tX@ zGbJ@f1KkR=teniEMv&)!c|I&jI9>-`3K@L55SoE>zUlwg1-7NOpqKd)w##hY$C~<>hMs z=bhi-_@Mpnhq$r8UAyTn>h(CcDKg&Zi+uVo=1vLblVjQkzHPubqFi6V{@k%&-^t1` zJ)*XU0p-s3xu?vztld(h`jsOYhW8aHhqX0J%%z>scD9tYCum?)@+Rs~4V9~hXZ_0g zu8OrdGs?X3=RKE`rF(st4jEtJ1q6z zJ5xJ!qS?@O0eiTR)MW%1CY1>6e0{|}yX$kl-vnEA3~@ZZ8~^@6nSOJ>h$ff@H3`lG z0yCdI)`>9>psl#qH0wDb&PS{_LV8yj=n=?BQO9R`>_TX3R6KxmbildIJKERocW4Qp z7esTE0ie4ddZ#{<=i&RpAl!ppcV=4$lTTS2+XAubL5X$E;S!ROySC$*ptBXvNiZ4ee3|~ZDaIe@fx>yZwrSZ2#C8x-3A(pyzfK6AxQP_HHFN9-%dD*k z^O@cI4N5*S0Qi%eyq7pF#x0)mVJM*^6NCt=C(B%?{}4aXqkZ@wL^b$dc-r5XM%E#j zLAq7Qqky4XU@*K-lHX^LZ>=7#Gr)Vg^t#u3e2HcV*>ane{{@?2sSlibjtU@jI23rj zgWu>p2yF-*{dT3O)JCTJk{Hk`wmAH~t8NFFpCC8V>>>WHPKYE8yXEcL5uR%;flDoc zE5Lq61F~qJ69p%4Ax-+%J5glj=QAAZ>Od?QVqT<(D2PQMO zQlO2>bdY_)phICrA5ri#z(bp|_jRQHIk%`Skuqpyi&y)Yhik|5Zk6 zYR0?#pghlt%2yX@zO~!yZ63k5&q2bqk6&(f8;__P)l{Z*>c7@E1`*9BR=pi~DU=+W z!}u8usb`Qw;L~D(*RDhr@({Xl(nGr*&r5~jz-?vF2$Q25I3)930d9Q0&EK*Ztbz0( zx$UVZ`xwS+j{N|$kEs$3NeiFgqVN1gqZccRN#;t5GNQ7d6x-}#CYrO+5^@S<0sr1IyBFIOnKOMtA3s=KO>7IP z5fM*Jd$%=aQuMsxgc1aoNfb*J_N7@?l!^;e-;F$*%>XBwk}`Xo2WhLG1q$PVW%ZQz zHL(bM{N5N}teV7B6*pKU{QbO>hzUK6v_NVN7vT@J)Q4sme^=s4mKny$w}#awepaT5 z-`~=ULrGwlDUI0}3k!a2ugELt{*`_o6^Bcn;G_FGL21)Ly&b8pe&yvDXW|f7+FQ;ex zv}Xqwu?ab1GO48NVT<|@=nB5Td5g)9lU0MRC&}A{yeZ$KNUtOV4%c4eH4)WT$l@nB zC(>kJrg)gh&!oZYxTaDrygM9!Z?rD%cpm;l9`4x8cU#R_c+#7o-iMA?+Ox6Q=L)S! zTES;JD~+>dX{vvh`k>)EO}1}R0?}b=H z_QA0^qg&t7@^y-XYT%4Gf##$_d(Y$KQXzVrMa6t5p|YEx^FUm}7hu!ATa)YovY!ek zx+A-`5|416lqI?k3F}|c@C8I)b^lGqJZF_(yL=> z-|^qL1^dyxgfqKL+Nwna9$XX5j??%kC~BAx1N5q>VARC7`Ro>8=VC@_(WG3?{E`Ng z9Kk(kkf`VMvhVhwRIigg8&)>ElKzC8mW-w*(mBw-A>?}`mUF(ecJ2o8&^VEU%)F`d z2sHKF#yi~}cRiN~bzCjeZTl*Q_DNeT6jByRkkMhILx^@uMjX^{hs3RLyEAs3r(MH5 z3x(knQTthYWiV1c`1Pf7H>b-*`a3zI<}yM${lWhnZo_ zS&JUuDK5DOkEz^Z=XL%H^0dZhNG-V;Y!r@bw3fPHYU*XZ_Ax8DnIQXmD;1VTB|C{5 zX7Ry)xAaF+ZojAK51hOo-uGP_>BctLi3$@Ni&_Rir&;!R1qF!M&Vg%k)*!Q}i$5uY z=FfTXU2uVjn5xx7V1?crjX*e6;*%nrOxdmbcf#3|$C+|$QhsWPtJCA}!W z+qNLnPZ#os*AIsY`&U<2E<&xmM)%&pqkn?kx*18g0^ZFMrs-1N_*Y46xeu7+*ayFU1G#s+jO4)YG># zlzr922d^i#=ZnI*vx=E#N!t;d>cjP6NwPsG^t#7`FK7i`{4^vhUhl6>Jy%lp9T0i+ zf1yppMgJl%ZA2~zXI^P@k;C_dIjC~F`c=AIvvYiC^6y{GZHsgGY-^6M!1Mi1Lg*`; zgsN|OT&lJ_vdiW}>O=SG9u)+P@3UzX#&IqFME58aGS1#9z~`1cAa-~tb5@R#Zm140 zZ(TR=q$EuI8ql#<okVy`LKXf3f-I9OpNTH+*F(FjMS{f=11>R9e3)Iruk zZVk`ntQwV^RUXCOmRI?V>|V(vD#W$(dSde%@vqxH{+W9V{AlVPHm(~>DiR8Gax)&)-ITSH}&@W06-hF=JMi}S6=-4;m z;!N(X)I%2+!lH#y`@ZQulE%wt`mp6_vW^Ce=m;%5*lG)_h?ZIW{GN%zW*Im!p<^az zFQdiQQ+u}HdS1u^Iel(InuJ91v$~DCWtmZy`dd5-+!%eruLzi%<;af+f+M56D%H7M z^6+Gxb5TH%c$VoW10km)2`908PEx-NPHD0uus@u+aBBq?&3&qHmD`|nzFMhA#HY0v z0BBJ|OIky}AIDOf_S`fAPYgtrJ+U6wz>%wE7C2ZtMIVBmxZYC-qSdZr%<4FhH{U`M zRPL)vJ=-`Aklczk1uH;ld(f)(`uC?|DqHpHd{-G}`HveEb8qsBc>v?~V(!i}tX}Op%g@O>KNmY&s-B`$ys!?cspez6jwq~lfvL={wS>6t zZ34?M0sPkXkb74zNVaq`7D0X<{qdOtbnT4DkP}Xu?|mvz^@}G=A@ZSJ=sfcYInrl@ zTNZGl)CB+ohz?F}c!*NcG5; zyDg{UAbByjEhMGTaa}vyBE)9B`}=Ji?6|@;g2QY@6*!IcICoNs-P89kR>yxMj<#)9 z@(3$z29SnZLGLY^)(|RkWO-DYKyMzz;@WQ_9WI=K&sYyTbjB(=p23T;CKqeiho_AH zS$DNh3!Wg?D>HdCJXQ>)esFu{*yd1GAvP#{#1m4$7mVx)k}8ju4CUdD(lY!3Tw``* zRz2cYrv+BxSMeL}?%7|}Y44=&P(shNf?zhH%6vbP#L=Qcb18byn%=2VDZXc9>w4l1 zJtOcn)gIhk(ix3)-PDb3QdX`+TvPK1%-{O$_84f0>8S$0hsTm6ztQ^C^d9VX3*2{* z31ptABO`nWn70FA_Pj%p=^9G_WTPLA?v1w=tF}zojcM-+R^B(s;m@lT?7y@+8z35I zJh!|lnrXXZKFN5#4nEjutSvEa!LNk7oQcWV)d$1TdVXWey;RWQ2zC5U%0OUIH(hsr zLr_huQM-^7*W}R!C65x?qP;pR%&Dedgd!lGMc99O1Za3e6K#an4adW%kc7OWqF+ z)~bM~U%!4O86TE6yFhw+dRkt9PLe$mpE`rndt(&aF1Vi2n{Q3e0)Izc*EY+=9+#_| zC#lVJKTEoHseFWMW}boHUOLL13ozHAuC=IZ3e4O}$sW#?P9MwZr&lVjIk8v7T4uKG z(x2QPwWV%5vfFrC^YRJ=uf-zHtH~`O#VOBMF@5lT6|U=nY-q^aRXpERk=j$8h9+8F z7xa*6o}Np?2)#6E_+_VYVttqC)a^Eac9dz*N06Knb)|yXx*|nevLAhZsKYN7s!J-v zfmO60rGZ~wSM!%x7dpd2+qV8Ma_d|^)8eOcdPImRx4O#_96!M1hXn7pR3XP!6x#fS z9*8@N#^p}gHcp|5bB58>3MhI@a7;NYh8LcREyB*BB*lWrhI z5X{=0k%GJVaOOJ^MYWx^1|`ic1!)t-Lg0GZkWbyW7IiX^xYX`Yi^3JB@Meo1T~)?D z*at|T)53X{MTbqT!H`=kH>!eVc*Wkiq$uWedE7~P5o<+MuF7JsG^&iK{Mc0&Rdd#{*_lj$bI{#dcvPm#%UkSaoR{)B zX#cSL)LIt2j-(@_$xo<*&7#519%~`f->=E6WXhAtCjoC$ zwg0&Yip)S-1e820y~7vP(e@M z3iKo$WMv4BU)E{`9x-L=O>U*RR%`B zNr>OB_O|;ERpU#AcdAr$p69}QP{s;}9WO(a#L?!nXJyA(l7Kw=Q@WY6)j*m*7$)-b zzEB@{Eu-S#6o{(zr^?aa6DARaPY`f*F4Qo06>;d7)4WF(_M-x4w((v7UWhFV8X=R4 zVm4>K4F+k3xFc_ZBa@X=%F(^d+6T~z6(=z0dqKHrzoy9Ul93sA7FZB~lbnI?%P~J^ zGPB6Uqav5>;k0lBgNuFwvY2C{6n@m;^6Y@-+hXnY1}%4u2(u7Vd~~ zepRF?^t)uw84&r3nzS>=&KkpCO_4s0?+_&g!*q>iHLH*jp5nb7L{r2_+Ogwzj&(Z+3=%JSsd|I*7|eX zhIu+1wiG04DOe8_d8&T{=#wUfBaovm5*PjV>I^}(<_JBGt+e!u3Y#^5GO(r$&&h8c zbcG<+D%e6au-~}}0GB?e&8%{gK5VrYt-%+0{;(5(5)=}K8ze1_SJLbx(Cft{)0RLh zO()%qk0KM2Hc`MdgAz-=5Zy>nwv0F@*Kx~jPJry8DYJb-?*f@PJh`3EgJUWM->?7I z(=oCBr)0QVoQ&`5@*&s{^WQud0qNR|L1v#*t4ErxwB|IQUwi>ie5l8jHU2=8B{GVF zD{F&oVc|iUcjgR-RDs7XWqA<`4@O^Gg6K^@BL8^4U|{InMf5uw|By%$b!0@$NjM(F zL-?*WNDM1cj{7nkL?1>CJVB${ZEw`I9Hr!kHSCo*&!#v`P^@yB2gg9agv>)=r<=>F zoxwuQOAumW(8&>�?opwdnbjOvx_yAP~*@iyv|iph*}RVl|RmqjK|#%(<51fM>B9 zKl2~5W=84NZZC|qHM0jbzQkxtg~A*HKE*DKJ;VfaX!rF~QZw-Qp^U3-5$>0n`C`iJ zyr=%j^%DYY7-_Z_9n&NO!s-A0h- zLtDd1&)Jh^RKdmh-&r`kRWPSWS zF$ZaNQ224`P|yJufoFNin9mV`*Xhjl612a!$C}92dAZ_12)PfgrDt#W}S z(nxg&BARS2)jr`MmrANRJs^!!r2G3shl`oQbzEXC3hn(#o3KBD#NJ1k>w^b(j! z3siSc>Ud#7PH5WZ2*@;u4$rz08^xo&pomSscnq&ab3PBVQXCT0>R=FiP$Q2A*q!TY;;Jzo1I*EVboDojMEJuAn@ z$v>;Wg;ivWXeEWfX?Gh^cMiodFl=0=Uu z3;|SwB7H%7QU4%3PJ#vNYZH>m+w&&`2_fl#6S?oXK|hkmHWxT7#&tUgMmvHDbxgDt ze^QX1sF{Z&FlgnQnBtfMh~n^rcHb6>A;qCGAR zyKsyFdaRrSF2Z=-Ieo)t2XCa>W!m#?t=G3RRVaqMk+v)hEZIYTq0DOfG9gH%*(S<9MWHWIM0E3k)qU0ECs8<9o- zI3bYzJf0F#gC~33&_z1crFWMgTC5i=dl7k-5(q^X-DQg9k_bk0v@|bU-Df&C8{&@{-rq%IU zrh}Dw=b2vFGxRz46vD;w*`Mc~JRG7E)@TPe(GL1prZ2T8MsH@ayFY7jZ0U}o)P&~_10loG4(dhb^e>HoM}+E(%C4+} z&aWfCu_Fn%#7R8uDQjm71%gvnihbJ7e4aUwRILsoX|~(nDA$U|<&JRwZ3hp|P;ha> zQlLbmvd*Xnw}Iyq@Y&#>m5A%T;Yl9HPG&5Do2;|&OL)%8K;5Ywmqboq!mv_tsb>?3 zD}I}r{!lYTl@0-rJ7e&PA!H_IzAIdP{|Pb##Qo%6gsX#`it2xqRj7)|QgKW*>lJT{ zSP_BamcJ%fagz8Qm88taL$u7)ezrGLxnOErE{C~3qRQAX$7RNn#94#b+z5j73%WO2 zC?O)k}~w37INZ*a-#Sz0U}IQWvYXUXOdhHU`e& z0aTCv@S`8O!-_Q65=AGm2+J8$J;u?X4R83B`K3#TzWNjYJB9>L34d zmk%>A4&D|q^<|X;0Sw9Ot{daCz5xljmp78Wt7KDDu&Z>DM-K47Sl%<;z+&FXdO{%u zie}>`B6ybhc8Y*e;dZMza|>f!m&(%|tF?g;=j-(nR3K*?35Z`(ME@eRYpLfK^UiIE zghL$VUh3~SLfJb)7t6K+aFp;&DYQ94(?-nIsR!I3LGcKNqDgv3QawMQ%sK5x>rNWq z*@e9x35Va}n&Tu!aUefvHbdv!cwpN#BK0s3g9^(M&g^!3Dt^wcU-oW0cO6x|qsAom zW*V&Yi$L@s+9zD#t@AV|?BXU}m~M8y0^vNC9l2hCI}0hcE-~Noo-@;@ng&JPTz?Nz zQvs_h+gQ#zvX{so?9vnz^I5A0;yP zo|lq0BE+T-uP(W6)Wg~Py}t%QP~BRQJB9;Mg`Zo4(~py3_CIe$i-k;~foKT+qH(LG zO@kPo=A^ara>|S{^A|>5KW+8Z^)4iu)@aon=!|t@q8ts@=d&FMXXCrf5}nQtZW2~5 z7txUF6mO??IFXb?sbcf5c%!aTRX znT-)32)O#O{UlCHJ9xbYz2TyOE_09HIF4J-&3}E_MQFm}UIgYF;Fi{zK4EliR=IqT z&yLLCMmvU)-v2re)FzV0)>|s903s<{rVCirl!--x>U8c&UWd`-pNzYCaI}Eva;GvH zT|e_XX+1PL?`2ag=z^nwXb$)9iVF7A)k)1@`1(e4b!--0rQOH2c_`VyMWfXYYRR>= zsGv)Z0Iy8Iv+bEJw4_D}OMR1ngwRYp0pgGn$ZcHglyHok|2V;6P2)>w<^JsuW~Ygr z5=oL*AQF&J1b(L3X?{Qzp#53kGQJL7#|n`Uj$b@jXgg?fKhk;hP8l4-HjLu~DUE)$ zHK@Y*KgFaE>h`FB+=mf~#P!5twhCyiTLnWRf9Ko^4TuvCR<#ZXnu{_WW=yj!ZUW%s zPQLNI40(lqPxuPnv?>F}Y&X?>mBll@uNtqKLBubn8vQcUH;Vmsl!WSF=vB!VbtZ?i zH-|CW*5o1#DML=JGMeWUI$>&c9(N<1eSAMPzR8P&%8feclBaAsyx6c3Q5(m!p z!ha&s5I&fTs(nOVx#WVrhQpto;+~AZ(h; zcyUB(84SAUUXUl$MP;59MpHib4*1=z1K&*AR#gNmF}GR)iWpX1J+3vP}gZ;ui0yzR<$Bysz1|cBX2b<^ghKV z*8}`oI5EgWfW$gfsb|kM8I25=2`N0Z&v*^&u(=ccHH@<}%iY)gdeD3KNZ0G*O6>{o zuixo#swk<;OW|GmfmX99TJ!q^l7G2#z&4L<-VCZ~=q#<}9j^wR7??jJ-qpla9Cc;6P4fe9avvb&B15jZdHs-D-|igx zt#~e?XX8|)N~_yUeIUEiCYHzy7?3Ci6-9N5 zD+WA^1~sEpM7b{OTcx0!0NN)?sCvMS=t*Q25C;m6Ue@P1@Wnsk?M<;R{FcNgK<&F^ zOC6}zLrl8qeI2^Lt~7ew)EO+6yjvnzX!jQjJ_AlNYa@#P^8ZY_=R3TtiYwUXNrLgR zaNcVQgq6*!@d&-f1Aky|;uR0t-%i8?GD(A==Ky^ejs;dcKFE+1nE?fn(CmrrZQgxl z*)adS@>v1XhcWo>tpnG@$77*qx*XdCTe%+Mo_9ao>0PCXR7NXORHC;>)!bj<$Wr|@;)`M;qLJ^z-OrD8HH5% z+T(Ajq|C*xo&ETF{`v1x_mNSQZi%Ax5#o;u?G2H)mxnLnA87$u7TS)KvrW&6v9Kx3x+#Vex*vT~SW;*p zD6<(YK+8~;844-Qy~BWbuy)6KImF}PxUhoDB`a@ zUih#opy)*`q5o&$NcM62!g1kQK<0py{rC{9c5@!cUu$w`^c6^q$&08Ozs^%b)IDuQ zjb+GD@*^slb@)OTG0qf$qj^n%s#XUVX2%h%cy%DCtX%S*=4TQhaiH9lb;JOfvtR|Z z9Lt{2HPks{Q#g+MB%J46zU3<2}P`6~8d`oxTZVGkSU z+6|fZXks=Nc-l@Ew9_)*wYO=%1gFmFAakq zWJ{Ges@1N*v+XGW3cheR;4{QT4` z8PL!-9gDWtUu~~(!gwe7PmWM2VxF;30?U!lH_?Z8bnh1^9Ak>(5(2^Wqboo|S(g@Y zuDS^KO?~$A+xc)(UXG*C$`IA{{XRODneBjzfIv7WW|dWmq%}c`6eC=K$8q8PPM4>-bI4~q zqL+T?uO_ro201S*k-$Zl6(u8WnaWHg6;J*K*q6UnwhJ2BWRXk~5T6)7gQM?aJ~VakzT)Bt6t_HWGv9*mgL|t}*}yRJSewT4wOfxvoy6w{c=F*Dlj|pVl82>hMdT6= zu*nan&={@TuD1NhTao#XTc{e*gdu158S;qwhvtqfbI}bqZLm09adt{2Wt)Oav-1jP z_(^d}HEa1yiV7#2=|k5f!nV`5tnecHDER<~G{9A&|CZnfZeD(uJHfb`rTPu{%>Y$t zAq8+IHj&u&eH)ZPkXeea9CrR5)}FLPTW=E`I^BcI^+HM5VCZ$cd4jsUt@~#q^n7w+ z1q)J6EomC^x2iS_s0%H!n%~@YPS*t1wvk*tBzY4&jj`LfT`b8tQxuyCpyiZ~KzOW{ z&#LqXV|XdF_q4kirkCi$HyMZT^?LPxVxsO_M-U_q`@t3zT*jlsB^9n$Ye^g>vxqK^ z3pto-`Vy?58AJqe!fBm=x4XcAgIW4K$LZ&HCq zUTvkjT;+>#5|IlZc*x3_Kn;9gR=YO)EU*JlOzppg&ea>#23em!T4sOlYM)GiC)8IA zzYSjQgw?QhgeFgf7Una31)PHwsd9}e_TETN)@J$)0i_OXpIw(N|3Fqrq6p6_pYp7;B{pZE9Y+b8!&6Zc%#eQn2ioX2^L3bI1* zXW^T|I}N^%eEoyLl-6-m>r$YIXcM$;z%}5v5P^Q{ud2i9f~(3X}&i#JIuR}d|}j4jcj%t zhN@AyGcGJLESxn#tgn!vyGlR`4^!3YsRVA&{FBi&VtXHbsr|cMft9gYyglN<$k9U% z3FX=4kV!=0&;u6v%;C?XGMdu!Hv~QQ1HksMf~I~g%7B;_dZp0fWx`+?7_}2aPfb|0 z%nAUjb4JFZ@cWS)ro&5$?WD3v<@bP(^U+jFnTKD<=p8Wom)@iqp~d6_@y)^3#_u8{ zcbyqczgDf4L;Orh>mmxETV5wr0Iz(8y487kIdxhKi_`U3q)UZLN+{d)Ik8 zbX8PW~cSelq-8m@;P#(BGdIVS{hXqW#quy0Y3Ysj3cKcuI`!#Za zoXM?ty-?9YTPHffF!VfhsAbkW)icp#40l$BbE8elGn~Oflud!gzX@+1;<3G>eqN8p z(VGpS`FS*4aQB7O<>7%yqtC3kv9XYsB^5AfM+hpnfOl6s{n_*zj2SMm62zKei@2oV zXJyt>j{#87Zgv#Y){ETRV%sfTu%E1X_0$N&@6M$Ja zMeQZ!90ZZMyLE8P?PE^-o=2x=?ksEhc`1r3j3-Cm*^QMtItAWdN52>@rF&ZAj8gCw z1tE=kQrI^F9TZdu}4k~aji^%ZMJXF7({2XsrR&Obwo&;2DyZwFAsOV12x|zTlrnoy8Z(5|zllu2lIYm+mYqW9+T zy>Z#N^ViQg=+jrY@UmmDvucabD2Z!}%65O$;R{*-+}J>J6Z2ljX%SM{r2Cbzi({u5 zZr8cLiC0yQSJy5kOL`+;d*}DJe?lx^9VJ?sSx`^|X8q2Va04w|X{32AP|-SCt3SC` z*1L=gHWxJdA7N_tiJHII~ekP^YZD0IES6h_# z@??&#nSv0+0iZ&la$aX(WaL3)tReHQgud1z1CugV^ z00gyW&ZdrwBy4yTfnp$*BHvsJ1%KO2rCkvg*l~)O&)DLM$owF^c@tm|W2XE4?nSM1 zn&~_60&A6?0g60J$=*o$1IrEbgzo;>=TUO1ZtGI1*^(0`4;-cwkrfdI7rf5{y?`X$ za6NKRa-2%o8^N2p^#bGWWOA3i_7#$!dRlB5BzAmp(Ey#@JXes~oKj$-0xJ0*_mm(SzAuk)pWU$MY1?UNxm^tR8gtp zd??sI+k%7#f2i8(#4-bh?0ZEk|E1&hlC*0@=_zVi+1r4iLH07>#%A|U*Ia06_zxWB zlYp^4$R2En%K#dY4K~ zPU|a`Lm2eiyv*yB*^zzFf@2=&sl{3u=UT#(%6L^0ZU0%H?w||t7C!MU9f6FFtEV27 z%5}9qlK&BzNXFIf{Qj@Cc0Kmt9RlGb9nR5L`KF_mP)ApsUaDKH8)~|{v2#Fo%8qJEW;Cg&SVw8o?#F*-6yOS!dk&Drg>Wk~p z(0>;MiQtR^kP5}vXOW$buzJc6Dn$N9XU!eUS3+N1XQZP~(%Vuv(t5=|D*}@@D-C(& z+|*wfr$f!!q~GQ!wwYXsJp9QQdm7)b%RCWwm-E!#XuyOr4YzLd&w2QDy5#+!=(O$_ z30JaGgVUm)%<>m+BwNwt@x@Xc2IfTOg@%9V%!r&+6aTw75&6=&m~m2Mxh{$@?8YyH zCsJdNMJnM^i=H-CVVY%ux8+~9?*}9c@p+53oipUwE$c_DCC3T31Kb2*>6?2O$a^h3~oSFR1pilP^9blsXb1JKQs*>QsUvdYY z`4W{k%XryU?JfG$(M5}_P=|4$)96LVFEOlUvYN879Y1L@Y^fHL{A=p2bLp2CFz;Is z0=bp?DM>h$Ms$jfHYUHJ)aTEtK^>> zDJ%7`Tq`vA(vo6FzIl{p!Y9cWB)Jw@vVpPvy@7F>#qE(GOo@BjPfryxdi!6LmXlc5 zZr}k1>#JZWdYj`AO<=9uc6r=1AfJ)KBu|%;dc|WyZrQMB*VzI{y$39o<I*BJ?Rw^2d~z%y_Opt_ zz4Wriktcig<4j$P)?1-4!DP%4aYch#S=D~P(>?}A)oP^&scp;_b{`!_}k^jcq^MIb$gSu}W;^oxn-+)J*P znT})^_}-i*=k#X~PWtRSt-%YR2>-jUJL7Icr50BR%~|gPrW1?|O7B^gFyX)BN6&`TtN9wEgs>a(?)7-UVd{j|q;^_nij z8KfYT)q?~Bhcv~g&UolPr$E;|=L;;QuHS9EjDA^snF0!s52 zl@l-aeFJ+GqC${dMd+NORpjIsGIy*Js4l_IuvR>K^$pr2z$dRN{nUd_;i)UNaDvJv ztlpEf+T=$*Lw-Hsj;8(D?}D2s4ZXJIVL$aOFCG@K&zVMB+{!Tt7j&g-@nY+qIJNYQ zwhSnnx@8G%KZicvU;Pi6-i_GlA5Djxp0XKKu9(0LTt6gb8Go$XxRUSWgvuSu-*2{4 z_l&E70WYZ})^={e%J1d{`u!{24=#|&WrPH2 z-aazz_ju&~|mq>wg z#&un$aE1bV#a!k+y#M7hzpEBXwDoD^ZS>uyYV$(R)IH2ts@c7}_ToYy!q!+a%7ajx zmluBqjWdV4{3fi#N1_lcLwFWnu7}GfDo-{HI<5byr|{G7Y2@JSduME%V=QK&-q~9j z>;j~ei#H0aGMH`z4YuH98G32Dx~8&jTKRG->G!Mi-GworFWG56h`5RVwlq}8FGnB+ z0TX81$ahTu>UfDmzFy(x-_W-b$~!dg zZngJL>pA!G(_O9+`R23poaOpP?H&)|o#rjGe*3v|&!c7Naxj1=-FKjg%w%Q+4Dy%r zY#kiTw6;G}&XRND-LY+0RX?AgWjuDkIIW{FUPqVt;;gQBWZ0gB^h?$_4oT_Px=T&3 zkli%>w{RHSxi?U?W75Y3*0cNqGsBLfv-n#w`w}L+DEwE5PVN5rwb~W33qiJ+rPqb5 zhm>X%0N6gtDWg(c47sr5JZ^N=^YQKxtGn89U@Tqw^1x4;9gWjXtt?ERJ%6+9rWo3p zHH2Z^wcXkMyg37=X1z>A7Hl?BJisYhZLD~&g@wg>%2w_Yt6k3|K`;(CNzCHJv0ih- z+#3IW-TBiAy&AT05>IzkPI~~0pGqa<681^Yg1mcY>6055&G6;&%jn(D8M${y+h)OE zqqf;8e8pwkR_IFuCZ`8FeQOL3cSB-2Gjs2PLm`4iM~+0hwSXITt6=p4|Td!ne9H!vxB)uJ8>?GA1Q#Ig`*iY6+*zkNk#|=XL`3m8N~TrVld)3Jxa?abmqfnL?LSe}fMiy_W4|aZg7NNXx)szZxE#m_(vnrSSCWxihVsEPzOTH<>_ppK|l` z`~MU+6dSk{@7$#(b(udGw|(r`PhuAuw6H_Fe}jj1uqGfM#3TT@R@k^?-1wmI5>+(o zVVhk-#zm4FjCJ1_zkQ@h)il_$QqjsHbRnO2X*kFpp`7a`Miu<>{_g?5j~Eyzv5?pi z4`jU^XTAP?kU#Cf9;^F$R1}20d*L0o4)Q@5>?JRT0i%TN`vrSR~On*0B)bBK167~-hFZ` zm|YsLK0E9v@%y@eZ_66}Pn%$U4=A7F%wx3IWKS=34*Y*vrR+7#Eg$Lx(V6pt;Qo*kN|uv52e|2g+n z`Gy_BJXg{$cz%MW-XOSr@mhHJtq=I~u}thLz2^bp@0=Bim0(pDT=g3-ec@nDcJC(Zv%CAcG;K7WEal;ypQFYQCSW_C|8A!;41p7h#JSEH;nkYMTP zeE&(K4fj3Wgrvk)rqI-T^3``lIqFvb{K@$BO~=D^`PVjyfU!lWy~b^>i3PyJN9;j8 z%V0fos@ga&_23<4tr-x}lcZlUi>4}wa2RD8;~#Ebgz(vpM5OFcTJbu4uju2KrhdxH z8&vSwfyMW(##G&65`P|xvo&+BPMeFE0#Z=;!1NjSy?yz6bQyGX?mY3*2xZKpcpDS2 z@mgdtlDElTMvAmO@wnSI)$1RzjNG=%VJA$U+ggI7zN zgLks9O}CU1PCq&*LqcL>W4{b8c|_BrY#}JGokbmsgN8ttUNZNqPSxa^uum~O0p}5# zFSb#E501z24bgSalG=D~%IrYLsl@v~+$w6(nJ}qz`8uS!;OcNpS`H+6&XsKEUokTl z*E&idx%N-{N?|n2z2Ku65cT7VnvVleyxw4IVcgl5-DMOH->tT>rDdRtvH*0vlhFU| z%+5q}-2!uH5WSGkLpO7ik;#tYJ2BnQ&zfDX*15Xq4$|T#RN{W=Brjvwo5PJ#oftzm zQ_tH3P$D!lOvIAyKQrB!Z&pp59H*_jhu&aeBRg%v#XQV-{uQbu#+OSe*Q5n2vQ&X0 zD~S4_mc_(4ydlvzNyyO}@i40N)+f_5erACcSEIgNT81rTF{UWNz_YDn<9F zH$t<>tTx7$Ue8{<_jNp4V_jO+ZI1=Wl~|Il06BJ=T50@Q)hNw@@I^k-yyPg(3r+?= zXHooMs?IxA%zeCuSmO8)UO{z7v-bBe0SRmwtn1VLrbbC#w-5)3U5#*h7#CTlhNz9|313-{WP?tY4VWeuaB=Rf!^ zLK%^!*7E<<$ieVy)y5X*DH3(_8J@jOFxvm+1rq;i{T{Evf-D@pKkc;w>pA`WeC~>Q z=ge$jtL5u_;XtE1#0L~K5jlgm-teW8jGQ&Jm0%|sIW4Ll!f@R=gb|%ot6AK-pFohR zrH}r$b4b-KAIQR!qZ~sA{|?s7+(=+LPU>*EN`(`q=j`m&H(rI^?BHA|Caj9%3>2!n zI9Q(TKhydE$6l49D(^mCM8Sfyeecqr-+y2yAW&3d(YJc-;Ei0UJ`)Kh8(n;Bgzrvd zW9HKSF7H%Up44z3Q=N6cSt7`pyLNtWBsKEo4K~FFeu9#QLtB2=v}id#VM2a;xCSJf zdo0emk@1}$BoCMl`^W-#DMCZyJB$1*%oGf9Y|9IlDiHCdZi`&#@x`D)WgY$1vg7^K zlR|}^=jW>X16?)BL49NP*Qk;ePsjLB`qYcDZ|oA@-XsHD0Lz`8kSm}tWtv~$^}+)$ zYgKU{OQs?hBq-ko45q(1h(kz(gBq|`EO?vNnGB5LFB$WUY|GrSjN*8YKL6KI11e~) zZ_f*x9gh&)ux(Z5hf`4H^rJ$igA3!ot>Y~M)AqKwc2^RHk+Y057XMWrs^qhd;#5`e z;<*(Ok=98^CRbqPNnk1@V7h5TW1G3Y(6U9QE;>c8w{_CIXG(AHq*ci1tM>^XfS2kv z>}x(JIOl>;Jxx7U%3H>hx|IX1;<&Dio!9nyT$^d1=esX^D>SOWG%qwrRs_`j<<&*$ z-WtgNNI9WdbI!0|m7_j-Z_D4y1Yay?G-_zrM@?TksJztUXNfquNVd2{z4m>~^=TcJ z{-&Cdso_Zf#ar(to_L#~P2kh%u4jr-d7pC!+#`-j3!%r5I!yS869_pIYh{2eT=&+r z!P}ZhmhhOfEW#sjzQ{O1^QwZ+i&DN-FFE^F$W`BI4ScGd1Z*&DZz!LqW_8jehVP&G zu$h_Sv4Vnvfq)esn-jz!uy8OiyDjSYM51ca_{GtwI4YOv;lkhb3yR}u_Y{MPg%3O*!Db@t^psn53)h4&dro^xtLHTne+7tfCzq`fV7jmCfA;px?s-`sm_5}%E%=u6E1ScCMsqbk+y-1ic;iHg|ey>ljtiOZSGya z7#w)t#Bi=U(+W~^Z*AKrGo~0w^7b|S%haH8OBge^C66x!2uGSmZjU)sZudF~CO2U1 z?)T~*?b;&?jHh~-U&s#L6Ej}bE23d@vP<~+J6GQ1G#Z`BGdSAz?AnhT54G5@3jt?N ziC39+R>=#1u;|YKD%AJ{DDU;|Agg7=J3Ea-1#>5gA|*;%Om3zg<6Tr%wK<7$otpjp ztlX@_36)!vB0e#1x{~+i8>dGnPH*F0n1ht__Vdxnl>xV{5fxO2n*9!q5*PRiyYKp$` zk2&I8Y>;I^Yr9-fp!WL!+n!r`29fLX^G)g)TX`%$9r4P>XfaE{U5c4CUIa5HDDEM)`)yd^40mV=YIq z=gF4=rX}@Jj3Bj$G_!OJj~FVx;B%fs;{0gUS()@^T1tiuHV|;;R5FTGw+gO3b+=&@j-}P*>p7pq)GjJdBoqaVr7Gixe!QP;q^_ zj-0)*VDHIQ)G}H8xiI(c^z-lP=lM((fXw!85?u;{OaUqK>WYFWH3RxVHN9Ow1H?&2E6-kgB|EQGPavlbPC}?$?J|yZDeK&gRbO zC-Ym^e(YtbKGCPVx+n5iX(V2d%zYt^U^T~kv#!wlI4npOq1j%t1!@#ix410InaN4i z9s$LmX5~BG(hLXkwHXpn_3f4V^U~G({zE^TCn>NNXBSKQ)Ki9nxWN;YP_7HSjjR#r z0gQM)!_vnD@E2Nm>63DzCdN^eYq0Hm@g6E1b}BzS_<6LP!t`9$mp#rKl8u~x-kCTn z(^nSKL{h(1 zIL&PuW(MJZO(yz!6h`DjuJdUpiKCO%Vm;{ z_kwI^&T`X7)y5r;D$(%vfO+TiAysQ2cupK68EzKb>tg~3r48y@sLG}}CjxAItmvwH z$Ts9~__YUL^lXBKJ}c-@n%w>nOX25r7L=!w{a1Oa<48%rok&JX0I&CwAE<|KT7-=j zjK+Zq&WePrL1tspwxL`Mt;^%rbcIDN7ov{$u)3V}`dW4l4iOKy%GRMz@u2Q!>p;fv zgtN&{>kMEoL7;dzCA38=6WV}16%JE*;>v&&^y6ePRWzjXHxVzHx`UV*<`u~i7^n#d z2Z6E)Re4!(1e8Ia%5gF0F4He+6RF6gTkn}LoRWe$x#cw%_)Ok8G3AL5jD7uhk1II7 zC-e8Y!~-iC^djt>`{0H$^4Bgb{qZd+(;uGit6Xe%_wZ7^M=oXohk?tmM7pOG#L5~_ z)?O7H)AMxh9Qw*4<*!ZBn&QQ>$eIr~L1P`EjHM~lHrKV`7b_yEey%ehDuiB~S^ca- zGSYBqLaZ3n1>0NMY?s|i*mWnb9u5?(is|_PTb%u<8%%V}`Fr7stlu90J-YY5o@?vJ z{rK*+v7Qm7Mo0Eh?fSWp``8kVLZriDT@(Zb@-5$Su+HCG=In~uk6XSKjlO-t*1Mgj z$Lj^7u7W&EuBNyw)&^w*)~*Ns1f*w*4sV=l_G2bxLeNR1(})l-5xqS!u;eZ!lA`gV z)(qU4kMZsE^0C{TisfVN9_9d~U`rY+oE3h_`4`5Ua{5;a5^y!Ez^8EAo08#E-M4d*!JWu zp3)fHcuIc3vC`C7W`2I2iH+^S2!6zK@*MDjh~L5A_d+$QHVIUiceskLr2;c-8>h-O zc*>ql;aWHPsHDpGjyMYq&|1c+?XE{;-#pjV)n$4TP&L5Wkb<=>T+;yk-If850$W0J z>FxL1F!^0yc8$UHeSB@o%Ai5%*)`7;Pq>Cy${M;dikP{Edi__$+}rP51qIGNbnQ4; ziDeV;4$uQn($vJHRRp0y`)cQfdBWJ3F(}FM^MZ`e%y3mfT$XM`u1EepI+DTfp_A=R@xTcK-)dsSuf|$15ZzHVk(hw6U>a zVqywgd*5y^!U7x$l$Diz!OeG9MwnSyQ7_(SniPY+FtOE(;`cSp;hvG<;b&`W(O11t zd%NZJ_3uhnSkK!`gu@}6_*&Fn2^gZL!?Ey@dXyOP`|>~ELubjkxw*Y$R4*?$qdEhK ziM zG_(4jfNZ1JNa$ZH1Er=QF7>bxu$Z7==D%ISXg?BtTK?NB#2`(-J zveqXFD9Oum+up4`lnbe#gv8GUd4f+e;)eWTe{>$w;Xh3*^m_RqXqzaj?>jpp3q7f` z!s!Rp;SZjA;L*#np_eWFW5Dn%4!<%!=mzeoHum=RhK+9mI$Sqrl;Y##4bq<_-_Vjf zxE6BX$^&H}nxc^g+cRE=W95LE_wX^C^vj?<(e|z1p>qG17VwoB43Z-#dp+ap_?n72 z?d3|%w}2Tdw@pe)8mq!8tVTr!bp7SLLEgLVEZyPP8~Z&s8W1TQ2i`kh`& zrfl5@WiQ-OTV-x3nHCvfih>k&)b7E*EF^!Wuk!umG*dt6oC0f_TrnLIE8F&M!Ue$Y zEP+D5=rFm}Sqw0oBAkn8d{5M)qCAvBzQ^(?twoAEA0y=@a#Zh5?(eZi>-%VC5wHrnGwtC>Tq)AwXhz_KD_<|dZJ|d-p8SmWu(+{0l1#bm345;j+Q-R3T%jZW1nS6KY@adefTw31*3hs0NF8h z7E7t$8+ZI9+BNmTs3Pd}))*yw;R-0h=2h%}+HD#s$xs*k^WPDF6thdC!E8zD1=jdr^a_ z>Ip}nT$&JrTJngc!Q9gTTD*&nCM}x0d7GcVNY15jeU8aMT}!K+X#Kc~Dz5WfW6_e? zBui4a@i474F=u!8KU@N-j6HsL9$|oA8jsgpwmSlkItt6(u*0crZNw!HNrx3nONKrz zQ{{@8YN6mX+denbmVv7-vS%qaaP$Z)MBX2)Kw=K|_a)-g&T#d_q=GZjFxt(@iMkHb z7Lhm0&v4HFWIG*GcFMUlGOFC9_=8&ZO@?#VE}s21#=q+;yH#DO3pNkFi0@pN1uQ0F zs%(pkIc%{$2r)2_JB^mu|KnT$UNo{g#~GErfgOA!1$mB;1`FbR%uNqS#s=WvD!$u&uM zzZU^Gy+6Lm06Lc<6$p;PRq8(&Ty}M_KMOWE!|+xq&424*n(y*0BR97pC$WQducj`r z2}}C!*!7lI&1*(o1#4_ED|%0Er({<;G%f{6T+r1pT47<~!f5+ylw(?@hnFw)DZ>&o zdD=68XB7(T-iZGOglJzlUVH;FIq&qlkgPt>BE*{WwW zqk`6bwu)U~ZvpHf*7C3Wn0oMZXy0Uz@K_$I>xiJ`0T|T))D4dqGw&~YMXknr!eOS( zMI+;_OI2IznHYY467l69*TN55TI}z?UWV4HB z--S2sqHcIv4B;kAdjYBR1;caPh>8Mk51i*4f(n52UEjU5^7jko-fb|odAyhNa{+jo zLWpBlVT%x7(iaT|ljRu6ihdXQPG#&E%1Z)FSJ3@w;4W_J+na}l6xYbv4PkjTv9^o0 z*Asn?4?W}#erc7Us^h90v$o&R9DbGFOiNqPDIEb1&?vrgz4Gn%nW#_Yj!k$lsT(XT z8^|HQk1hawAo~Y3;@%U_?wvs`m7Xwj0O_ivHUMrmkj95UcvTAK4srTS&wPK&I{9+f z4eZNl0f+XDyTvZw<>Z%{s@iO#J_9eR6h!?CYA`yPXyg&nlaEoA{ReI2u+da+Esa4C?115r zO0xc48N@DWI}(5^FE0l`6?rz&RFb%UoM``AKXdKj^fJ3cy2P)TTV24}*2uyFoXi7G zVgQWaNI`6Yg-85qH80WLKU$FQ)zy;yZrF5)M6$lL(CPSUF6KrJ(2YL|z8)E}8LNWG^qL;y(g3^~ z_OvVK?=q3?0Sj(1ts0Ca08}kEY)&x6kx|02zqCt73{ksk+4n)VeHSxq5FNX|xl|X> z0YMvpgOWH{#;nIt?G%p=VV@CfihAje@Bm%VT-7FQ)iW?;Mi-E@CVa~#NURA8fIYCM zz@?U~KoGL)Rl~K+QV(F#9z70aS(b!b#ra$eZ+DQIh@0Y0@$Ze4Qyc>48U?x=%eyRG z6z1C-H%08>_o=BX;N*GY;NSo-)$;Ce#32z=dHw-Z30*O2*%E;#GONv!tT?m)IBEP4 zh)?nW(R+sOMY{OU;{3$V0RrNaZ$m&wFtcC(@2&(ep{Z$UV^y!YnkQVg@D2idMeMKV z`}-a8J>b1;d((dJj#w@XWItk)5BLQ9NpX!s@sN2Y1AxN-)=f-KZWVmzQR*f>%%ONE z;TaSflVBN;MBH%h-fabN34~|$gcE%I$>EAwQ$VVg{|r5Ak6t5viX{2VM+tXg5H>FG zvyG-DD|cmO5q*7hKthae!mqCKgBAMJ&MwSfuD7tXvD4J0K`CEvhCY4&!Cb~@>UgJ6 z5xS9G%#WIn@$%(-qyvZ@?9eM=4UXR4iCqZ-Zu8wq9)uiX>x-)=XZAN|0S*Ih?cM1u0jXg8EdfeF11}q?tGi=IheGxL?kij_WH#tH+Ya2nL zGY_>IAj6$59^k-Cu<#8BG3bwu4t(Q6MCF3^giBx+&djf24d(-9bdCGcMX=9%VPFZw zFO%XQ;E{`i=~J?)1N)sPx2W92$8{*5vV<$CtTIREt&Mjd&?6Tj4rNfAX(^Jn3GwmX zb1^E3pFT~*yLr01S75y`PGVp`m~RduElhtVyii1UKP)m%?K&~Uw{bVeqAS$$M^^4( zl>u-{5f&Hc5#RcIz&QF5Jbz&+sc|@S*Ee7B;twCY{{90Xz$;UENGwzTTSyAH$(zJI z=aAb2X4kh$Vo2`r-4eZmys-Ks4imRWjIO?TgaR27&!)?6l9 zJ=TnblaOtLVTwpijYj=>s}0 zcd#L)e|NDl>T&5v@MI)-Q!!g-=P1QD=Rrx(-v_Y<@sFq5Y5k8e27BWFWkx-X_O<=- z8`o$&-8<>9yI!X;cy_|2S?WA!OTSo{QI%EKf!GL88~2hS@9VD zWAV;pDH;6ZCF0Cb3HzTiPk$e)|Jfq_|7u71e{ZZ}&nL+?5LZgV4lDlM<18h9@`(KL ll9mtn6cXYmk?a#lH#avGU0%DGodSOzDrr6_x&P$V{{ljt;z9rb literal 0 HcmV?d00001 diff --git a/docs/src/assets/tensorboard_demo_scalars_screen.png b/docs/src/assets/tensorboard_demo_scalars_screen.png new file mode 100644 index 0000000000000000000000000000000000000000..a765b391738fe43289cabde66d083b9de03b1810 GIT binary patch literal 326427 zcmdSBWmuKpwl{p!UD6FAAuZA!0+NDsgMtW1cb9}T($XLyjdYhtsR&4ScS-j%*FI;T z!+$?t-}l3_uI06ab?2O8j9-j-^Fc*f77LvW9fBY%x#!PbLJ*2A1R-q{vXW5QFN#g@1ERTvk^}@*Mq^x?Ac3FJ?4Ij5LJ)Qr>>pf@ZJ{Xy-Q~$WlTddv z+?jQCBN**OK5)HyGeREo{-erg5>)zlCK}2>B*b#VqJ9k(+?GrNLUr}9utHP^i?HW- z64D%5Og~kmIB3P+$}ypRw*5N!^Yr5OIhQG8swB?b*_rT__%8v+H!d!&UngA$1-@2W zlp^8c-G2><&?gc7$FF944iZD}zY39!-4vePdpRMPa#^4a?RNZQ!$Lts3%Hx|2j}`( zLhl#Z?wv-}*{+&i&JK}%)&|q|!~H|sz{@TS?|%QsaY94?uM<8~N8oIxe|Y~@1V=LW z;NCg#@J6BkIC!Wf6kK=jvcZ3Opf0`pM|qe-=J$_F#lus@YXAS|a`v8N?k%gBFR}NE zc;#svi~Vzq@PO#AzGI+g3JxRqX9uR0%4bK+CQ-q5JconOS}DOs^S$FMCY#^Y?Hjvs#I>fkH8 z7Hy=UU{#x_hIgzI{|KqBJvJR)b`Oq#@{TZ3KdImIEk8VCGh8H51+{J953FI2`y<>K z7m#6u+)LPNaDtweC|Rj*P|hR#@QU^>I@$nUKRPkG<@_wcz*i zXjvTou9F-XQGO{=p$7+{@9W}H@bW9Uv+vq42KgGCpLh~~3dMevLU+fU#vl?effw_o z8iESsaJr)I+TG53xb(F4*x%Qwscxskjbhk3`bb{};C#;G(d&^e9BGp3mP+2W;M^yP zoH^&V_$l(w7}+pnrb-|U&l%B+IXik}QG=n8{sz_O&=Zvx<7*owoZgy%Mcj0M)3i3Y zH9UxBqO>9}9fEpA5VA1CAZWtzW%fKLq0bBDkdc@VJA~c4wtUXo3WzNg6xiN^=r~?D z8g_IWQ^NGt$nl5+!Rg^y-V1ndQ(Z#n-KiZkqZ4?W*wkx2(b!Eq>~+4a_`DNhGX83! zEF-}9X;O8J#3nVeb(P`4-rt9&mM;jt`-TKqJ3bO=a3$`XhCA4s&sKEX#?l!1rBVb( zYtHv$Gk9AG1Dj^Q+^GD{OANP5k7b9rw&M*md!jpEV51M>iUTx;Nb*J`gzM~>s^P9n zPh%r6rr3G-734Q!86cI3Y^EZG>VolZlaY4(;)B%2?qr|cr(^c%_|tXnO_Kp(l%N-s zOxImBaSh)O17^{uYaXGxgewR@g_577D9O;EihRaSmlJL%^eVBBkbM`a0O54Uv^Rdr z;mU!)v^~QUjj5{TxK;g+(WbW=-&+)oQWTmAwhBYxN2jhmNKSt2%tU0=?LHRxin2KE zv=%w2)X;1oW!5t?Rz}~T$D==!$lwLV$%#-&9vCP7DgN|L^2-nZ6Q_&TftNfVf?itr z-F&l|=+}%tW@Ax%WNI65VVM%JMYV3t;JqhM$}lnfqOn?a)Dk`=1c$=i!j3>6K|X_V z>vA{i7%NCbjB-pNWRZIlgl$&QNJ-~oQV?coZ=~`DCE}Z9OywibDdJj@^UATz#Jzi4 z0tYB_xe93!t2%Z?70?3kqnei-OAl}YRn!;$$~;?CL)k*!r8zqYq&s`a`UR!?M&5`c zFCOkB`{0YgUd`%W+N=dEL*iHrekC2(D`cV!U+wKV8>IKtS4a2%GSD$Qd#xa}=zysq za%v`*$(JX;Pfc;^FrC;U#nz~?bD}F%k!&p5h5=<+&meI{Vvh~AW2oYAM36S z#~f;&;-nTW#U~rp%Z2?o^-ZV8W@vT6bbrD4T}SZT_-5oQ*p25~% zowQmxt@C3N6f?Wml|MWV4=6Eg1C1`>il&tExixwaFHS0VNxoIIjF=g-@4e1Ydu2)dVaKUwv`k@VD)v8{?+kSBpzAOZ-L=6b8$80kH<`cNsmff**`xO4&Y`# zQ^lLZx3qQc6ZM!mTP(HRF=g_yR0#L~_`A=`1H)fWMwH8QDe2cX|#C{$R@ros>HK&B0R(l}_-`IW$9N(o%_q@-;~)olCWcKXwQ=lSRjnHa zYyEIkISfc_R+DK{kB z>V)6a41uQ@E&qL_9U0f+qy_&9RqHDQo!W@13iE>aY4geTEaSR%J{PVPL9t})J5+@& ziMn!$j(2{W-(<8uo^@2+7{BeD4(~w~_u89sWN(}|e_Vh7AO{{2{&dFdv;2Us?R*`D zI;hs7j%%A4)sEz=v0x*1ZE-=jHwZ{3lU%o7!qYgx0JdO9bF*{KTmRu;60PmRc>Y~E zSTWDJAu*oHb#uG<*j>eAo>0`8*~>sr4M+WggnVgD%Y9GfL6K&4=J0mNbkE#N)R7PK z2EWpoKMOPqVg@OeI=WM3?HuXbdEmsBSLU@%~uGf~Q6se2u>pi!d!w z?+Qc%id^sypOSajNUL@tZ}?^!HgoW8`{tN(s;zZOpi(rVZe3cd)Vq=*Hj&O5$aH0R z!|52|;7wm1yJ2Od2Y0#9!%Ys{1+`~~>*oisnaK(GrD^2mbvuQdGUJ?|Wdi8QU|&^! zjs4fhojg%puHGr+Et$ys_KqXCjt^7ZUckn*K@-)MJrEs$z3_w@T(0me7G*&hsTl52e!m6EwQOCw}WLe8=oUlH-<|- zcdP&LSZ9))pZu_3vW@$<-2Gr*j9hfLEVE~->rMC-s(aq}$(3Vf|2#K-gOy>(VtM%j z$ogCw1n`sW-ly@{HjDgfcTz4UD<1#OrbO)=bQ{E!snrykuaEZeuYMXF2_A3Hv+xo6 z=i8eX29S4VIO1Jmsln*TX^Cl}B~P$yxacb(z3)0nt$%$oRvaqXW|K_TCHc|IBs7XY z44l3sJSngqCPkme)h>TTv%fCKG;xVU5zJb+T@zeuZ*IX?r^@OjrUk(M!3YJljFEPY6AE4DGj;f_aK)rt4!Ku%y zU*3iRzz4?12-43fWBL|{{yr((u1nxWfZmdeAoeD3QW{0i@RSq#zLsSOthM0d5C5BO zbVubd-i*C`o6t@7ctF@yUP^W5o8xbtc$_XHBZ)Q><{#@WlKEp2_=dMX(}biyw9%dQ z@WnK(IfLXUM5$%GV-+of3_8&E4p+`jo9RMy@r_Xj1!I8uv*n4mNpO!cc% z{pR+VSgkSCG+QspvEIw;HylULoYD~eJ}TncSjd=lP>QhK-L-nEc6zz^cOo+~Q1Q!S z*FE))$nY-B2KXY~@izZ;$?O2;&kYK(TuksPh5G$_b^lWmP$8N)sge4pPNgW%t@PiL zxv*YDNFh77jHw`V+kH9PywE)~j{2rlFIfB(5Xhh^PVyaJt2=-b@xPYZZquYbgRMA&xVG&UesnBIr|>K^ zXTe`r$x*$2@KC65hXuXNK=9NgOH+nah(jdU;Ak*K1Lyo??GB&odT#M1m#>NYk%b*B z9+2}k*T?xSqI$jJ=l0p!zG7vq8f1Kwom5N8-9fLWt~>C)>Lpy|f%RzPIijALF&pVk zL8uO5TQasvAzbpX@u0l_2(~yeT=d-0!uV$|p#o8)(-H#yAJ89@-!3U=Vo53k({- z@2SlE!`!vqvHT`RAWr4@YP>sl z!;z0xY!OP+v}GbsyvY0Gz|Rfmw>)FRkBh8yHL>kHx-wEiXgY?NJW>)9bn^a6PAW{` zrLXkdq$#S3)E-LvAPN^G+2Q|j=vIz%#{hfegLMVL^SV|?#3m%^g4_42!zR7zx`kc3 za;f5FM+otj?Iy5zgpB2)LRLEs?YUPY8;91jMm~qoojpJ-X!%k2Yx;#ofq*I53+)l* zb}t{-!wZ26Mv5REmGfY6gYw7;&5D$4kUqNz1_qbyl!E52Q>CqC#g2RN9g$fF#TW&X zkiuV4d$DfYwW=9WVnEVaiI)~Z(Nz3mPkK{aG=dp0iWnl=GP8_8@Zw|-d;#j_`FAHk*X?>`Qn0km_gy+SeF3JdYGAQMG|DhvhTgKSZ&m70vo zG4>&i^ffyYE)(H%1jJ&zL<~<89An;+dOzNY?<{46^rbaXT`AWsn*=%1~DaE zb4%6%H#?rcch`ugGvT;Z$7}Bas`@M#z!pCjip=tXvfci||sl79As6YWU>NoE$c0(;UaxOhAf#&2L9fy|dPrLFzK2}1=#zgTW&Mq~e z_&OCO8uB9nKjun_VD}L zq;Ljxby-lBXO@7eCd>O0rQRz`8o&ddeIMqj5P<8Y%kruCK?{fLP)B>0%KJQXj!;17 zbv6b|>weVJxL5&K8m_jjupeTsS`@r@KhbI*isNP#sXZY0;{!S17}@`XdkiMESr9u! zt7q|GhZAwDB5|0Z!ayNl%(=F(|1TssS2h>#CX$ilgw4VKoC4Aw` z&b;uKH`a|WW0&2Hg1KuXEZ;&(XVhz$&<1yO`eMF_EKb@pHB(Wcnb}DtN0oO>mL&A!gk;Qpm!RxCRA-0(xR%MXy3^sEzO2&4-_b!MTBL@WgMrJJGu!| zrkU22ll}#?Hcb8TMVH~q^F4h_@Q`R~s(T*S z&hP@sRy1&65vkguVX~@W&M2!ldr{Z| zwL{ynTs;|0@Ru0$XMFtV84%{YbN8qYrM>fzsrGNosl>_y)GA3kq33^~?IASI#Im#L zW}Uv{-p3X1Sg>l~dKM8XJ_y~+Kh##TBXi6GvK~mFq8K8-5ws9md@epKTjm?d?4s!h zMU8CP*jAe^y6|8)NY2XNiyXldWWd3ggcr3pMkDWwhH5o8q)_iKTea`GvRV~d@+E}M zaXulzv_{Ejz1ufEddCT^KbgRO0}{MF)|XKJuJL!x70NZ0@8IgRuB-gwSzxR$KOFWm z@sT(04hhzVH~Wf@A3B}D`_CXIf5d5b;=wxDf@ZN4wMyJSKUH^NdDmxz(B#tb21z~g zd!s%dBz|Gsm&7_Zg_>z+%g<3RvB(Z-`=^;vcex2*9qdB}XYQyzR&?;5bA1*C#T`E# z3FzlJnFU*r0)E0f&uSj*36iyXGe~L-@URy5M~b4DF|(=DvSoprN6*y7-6299B|-8q z?}cQD~Ob>?N^ zxxkaRM8eaAzNwhdiY~RAGbz%YL?)5%fFhIV_hA|hVB)2`#PW1Of2Xrfs~z62q!ay- zk6XD44*1X@L9);-unQ(tDBzROs`gL*2Sc5z6w$~RxYycqyK`0CkmQQPW#`?II$YS$ z)*PD_I87xfhv7fT;3%ZdX(q1RfCSAxE=RGBlMU;V>OkA>reohVl_%uJ5|Ws%CI^@+ zF|v`}#Jlv@@M-!v78ToN=l%zrnK@zIEl?!P|~>HYIzkK3G1aRZZ<|F z3porf;RQRC5(AN3c82$mbk!BZlzt#ZgIDc~$TmDHF-}6$B-gL!sdI+(PftFGksay# zuxr>)XQU7u{~nYU#b<=RpFSekhP6Bi35QBomQOw)KnEaL~pgCnJ*Jm zhi={H^bM}E@J9Ktu{L|3Li+9g(om5&E&-)MoxK7f;(`?c)r$apKUPj6QJ69;O)q@v zfp9@6pEl3oQ_yH-E*O2qrpc;m%q@fc63(LL*PXG9go z!WAFWE?TrJ%JJba1j~l}&q^f1SLHJ4XtH>hzqUS}_=e;L(CezYJTDE=>U&nX#yT+& z<#bKWfC~Rk>xER=NpQXdH$f|H_o77XRf8QH{kG`ZjWC*fTXSTNT56t>-$$r!q1?Uq z%31!9EKixSI+7|__Q-I2+LYdCe|ueyQ$C*p42X$>0xNdAeDJvtdRasD)=I+!8#`ZrsoHH7u(&jRqHrM)%X?b z`m8=93~jf_FDp_2Z%2=69)KXd@1)6bVX}iP%~leNM#KSK=nY!9+$XuT{O@7_n@}4I zzv15j97A%C5Yc*>J!Ttz;dgtqjM%#^c0nu^VNz!))Fwc*ivK%y&k4;cNV~?-Zb0IS_eJ_M=o7h4Mm+ zcH&3bc1Hhdj8)kSH?}iOJE6{&Mv99~pf-c{Pu42|<~j_Dqw+f1dy@jedDM^&;08oh z_upyvUwesq-UeFhGXf4AQWYe$0+i1^y;)fVerirNo*>warh49LEb!<8eb^#io--%L)mLjG132Fc4nlf ztU+uy1nSP8B=TEt-BV;uS>tQS5V*ugXvn7WXS0sWF?9NzinwYRcLctG)&uR?fir33 zw%Ebz_sXJ(nTEEZW_q?R&{OY_DdACj#~2XI@r8@2l-)d*$`6vJzldhYK>*x@ z{MSQ~uSp^}p2|fE-kT6p!I!_WNj%KWgat#j479$ghl1s0b?aH>9v|9X(WWmBaS>TY zKjkc;2(_vbdUzuir|Nccsaq?`&lcR_Fuzzf%@-kQA8Hdca94O36GMQ5z%&8rpTgmWEtai8on)+rU&K@SB4GtpZ^!Wa+fh-KQ4o)I-5zKy zEZFmB1?Ti>BMMVsL<3fMD~rRF;AhO7f!$04j0)7i(;@c*8)}T`Q(M|X1D4(xNuKgN{Rj^c3(Yibq+@NE0cEYjYT-h-<~!~ zKOtm&BW~DKFkRzFsW;aC61A6H1Y;g*PtHIn?8@5YBA;V>4QxeeL~d(0Z>5jox=_#!#H*}@48B?Q`!3VTL} zCklcZXE*0=|6X#DK(8IiNp+cRTAi-Qsx@wf(J+Od|9ZPSwsd^$*k42l3B66_E%gSv z-lZIvTk*X`l>M^Y#mPO3b0=yPkW-7S!}G(s8EaKSi@$-#xH!MbbW2f6K^pI40+@KR z+sJ#@7~V@y7Lab1c6uqzMvPrL3~EdR6;@AxN>&Kp4+Yo;=YZtZ7#*jXkc){K;+iz1 z5+n^|V0`suEf`Skv|kOZK}JlLE!9M~FT4>!QO3I-wsaFY4yY!DfK|k^BIs*z_|sm{ zc(4UA$mnfQm5N8T7d(`8XDtY(;Pa@;ILGbGtYLSk)mdi$9Nl*XdOF%0!S*JF%|G9v z-=wXBrBdRGlTZOVPBUWL?bAiEw+vniN#6%%5no&C9-3b`V699bI?7-};)Z9B&p#+^ z1a)j@V|Q67&0x|{jrUEK$WO@vX` z#jCA{Dv6DTR&Fj740BG_C<)}N8cvo^e-NLF16F5#{PZBg2N}Iw92jWzid7|;VRoAX zRX1X@W#exFfjQ~72UhCahk|m&(u61Gg11K69F%Nmg2+6?P9&DpVr4b ze|_}e6ihg)XU#i7SHz7E3&Ei_+qi4ITj?}9So9W36HQ;7b!E7|62++D!dj!mk4e&R z)MPVms+QExC50$FvD??;OZ1AZk;-pj8Q20hIDF!O@uJJCSrJ9sKc_lPe(cu`;e{+d z@Gm-Y=k1KgO*hV{K?8xY`D*aJ?_K5ZOSsdKOgh^nr)eQzDeyR1X9N^!zMlB{E7xuw zy>3tgh`)TgZP3y7W5~f57Qzk$tvY_TAkNGweIK7Y%fdZJmHd<7vR!dE88HNahIT6j zxlD&=OL*n$u3aCSiMfK%fgvAmM4SQER#4#U5d-Mw=#rA4za+(jKG;LS+AM+TW4SsU??~=D`e(@ zenJHd=J9!lbT!F~6FoCa%4TYJq}!W;a~~EoM>c4ISKA2|VoWN8hl%=)_0=Yw62?9_NlWB#vAjV(6!+`t^8& z@@2jGV+y44EGrR6bk-M^V5fun(^J6pa~Dyb)?~+;SgXPaqC>}kX;<8|{UWsndB33NE)G~po7tCGGv=H<+cjMJ3ZTf~UYpQYvBI09C^w>`OPYg;hAU8KKSu;je7#C-sf)TG3Sji?xmyOct!dF+8MI^VBk|!`L?A@|KY0%+?qL3 zh#s@z-DViYVK}eJ0a@+kElk{WSGGYNOK z40QvtP9}@OZ&Dp%E-hlHR3WelxbVo=q6XKW=esp)1c~+xy z)~-v=U||VDkSixxPc;za&6ks(QPn@QwcXgbUUob{&)1YGwCHnBS`ep9;eR?f1*|bZ zr0Fl7r<1SBxNSJ->Y6Bsfdxz)^2G+Aemu0>kW3!D4w}hioIAyBU^O%550LRfXfTHW z=LvTORsRjk&+tQmm{*KW09X`rHx zedsO-P+-8Sd~JQVrWM_#6G@6$tN z(%-tyxW;YNe9`XqHnM)rUYcOp^N+icuA8~E#F>iXVSLf08v(yO2_%r+XH({L`Axi65E;a30-EQ}bru@OqrYJGv7lCH`GNC%Yvy2O)OeJoe z2o3OD(tS$E?KXZQW^8|bFS6W>p!Y1~CR#N?jV>fBWYmYr?>iBbd6mR{ULL;c9%C7& zDW8V3w8b(d^X;u6Llu}de!};D7$HW0%UBR`qmeg|LX-bvo3!d7W(|Z{!H^c%ESI#j zt05X=#cgLeix{4Z7O%V6kgK=Kz1C^b`;ln=sj?JN+V}o-#WuPy(64G%=Mt&+{55k_ z(Ub|7BZGJRxMH1%W7u#6jrS=?Wc~c@GPJ#K+maOoMA7xl-F!?uCutgMFuzvBRr&QE z+wQt@{r^^|oayf-EIJ5$FLb5OzO>^dP zHMfHeniy6V*C<9qKl8!32|hCsti;=jA?jB1Ndo18>3o@P<>nGQOxf07vCMCCqftI- zu$eTVA-70 zU6{gbU~Jv!DDWcjVmcsC`rPv(`YeQM6Mu~}!hbCb@)KAsi>OtDEhfW2olJ<3WEEiO zh=Cl7l7DF$ZJs9V2L4-~!#?-WK{ptz1_V~@=F7da748jPk*EmwO7>jARWc4Y7ZUj8 z#hQODpPM1&0$p6t?iEm%z@k0-f&~l!10k%DN~77bb&oo?>J5ZD|IGUM$trdl$Dt8+ zGuH@x|E%>^fFSe~!HO$4!gymWW++95jB1{pXG45o;S3@Te{9QjH~Ltzi$>r-SH`h4Afh8IIhTxLw#%S` z#0S>FV1k7<{FpkuS0~om98`%et3>~Ca8K3+>P%qNp?oD0Lx3%fK?XyA( z;2zo^mks*&kfVvb7pBc0tQh(a7d?PilpV`9o~GcpHJ0Q5k2Sq#$qYGkKx!CI-0;xw z=Z&f(^bs%@l0TCIY8I@RqZxPW$Vft-t{JIFo5zwhsdb8De)4~%H@Lq8cfW&i$Ajq_#p#gS_MH0A( z_Mb~=uZ)-u`|7rjD?g+sn3|uFW>-3SI)A){x(~ zZ_lbNMv%ja*d9!?>sF)AHad5iXL<*}5WPSYySsiGj7^Ci*9W`2rK&+usZ?I;-}y@9 zj~E!jyyH&|bPX++zI}LQP-in6lalgy>|XGU63EHPfdDx;J0l*T@;+Am_U#)41q22z z?(Q1A3GWw3SAI9!NC*xnDI*hHeVOqJJjUS^{cgGzYb0N(tJV7|CM_-EWPAMeRJFx( zMa5^PrjOnXW<-L}qI>!j|HFq5+ASVDt(RLY5!7N-wyhTo$XI0WHHtMQ3P#`{-ggsz z;PUZhqp6S}OlnbzD)T`Z2M4YP`1nIP(imRHL$aJHirUq0@rFl6Vw00YS5{0hsf0=H z&V27s;`$y5$p3Ew<#-lkWkKL>HYO@_tL5Vp5|C1V2LJx8Vxb|RT!8O;b3!~kJiK7X zU*UeVMn<^MA0d-V!`2*kx;q`RJ6+dhStDOu^jWibC|4H8Y3q-iuJkjf9<%_cU<9pc z7CZGPa@AzS<;k`}sz!L9X{Q25%llY5*&Or1j8_*q(&2Wu*X~}In+31Psi~<62ne#Q z#>+@VJe(R_m`J5D#IGmQrNfC#)_FwZEYYUDZR5Va_cTh8#qIer&ijxMP!ix_ zqh0mp=kF4or z>P{AR|5_aux)IfszG(gC4MT?e8mWGxlbmjlL?H49+IO#BJq*U7jsme?k61d2Wt(>e zrnKWDy@HCiHdEr&<>jmHFv8G?2&c(=&-;K!8JL*bZQE|vzK*fUi*DPDm5`R{Hw2uY zyB+UN6N`$9vRi-t+_C#QS_C;=IRpeZg|Hhga{_v0WhE*mX1tBZv4t z>$6E?PUDUMq~{6>ahkMjY*F@dNB*(Ft=oX+WXVEl-Yarr0TJi)frXi-poJ-@x+Dr2VC$L)L14XH*hEiVUl z1fnbl5gWG0&`K@r@9#gDp%QYz1nFs76EJPiZYOAK4co;-O1M)aAwI)S0*F3*$dfx*EZBi|bh_PjRYU+F?2 zT_M1`n*FNH+WYfoP}gFN=4^aK1m@06!%^*tmO%&(b=j$RtLmF7QdrFYJvz$M=mkeu z`nHimyMj;H&tKH;MTAiW?HvZn=xc<5O8Q;%=0Sprp6Mo;@=4yFUu9SlzS!$Ds z3KLWe3`g=U&6RH-@WFqjUcJiUAN?vMn2uenS=tHm-|yq@J&3U63hxe(3c;pjVZoU9 zy%TA@Io0#J+O2yoFaMDj2_lJ<(Qj}-0uit=UT)N|ibzLCHUgUa;UkJUl!&I_gTbZFQHT8@K!f!U&U6kN{xgFms~>92{ISj};M> z=gt!g!Xbm~kxfpAmFKMb^|&BX#pSexoHkTgLCJ(FUUj2G?JVWZ0d?~}|9vf+UM<1&J=QTwKo*INfQ%^)vh&+r+d(G= zd)-&7#l%&Ri9R=%4Olh`BIgT%ZlG=rwR(GkAU&zWv_0FI3`|ZYffaDTBEZOj`xAC> zaIibw(Wy)ydi(8rBzdLXq9ni&3EVP{J1gGQ%GW*EUbh$P6P2$+_~rS;#Hc+_ckmE! zLc06|QE(p8(Miql($c~K8nQHKCP0C`GhK&sv_9AaqHxhk&|pg;dUJrI?Hl;9TeT8w z#qV*<6d^E=kSi?t9z@fF@BkIE`}*Q&KqM)YdAQ2_ zMf3IF0k^+>j6)SBQqN>$a{jA=R+H35Q3yN$qXzQE?P4|QiS-n>>64I0aD;VpENhhM$$*7jA^%IwS zz|qtFJTgZjSLquXdg$@mh_Qbo|bivj4jxmnQ7~0K|DW*bah$CK#}&deJ=` zv1>oqd2eE^aziBf&RGG+wa{>pXws+1_za5T^780oB|3pgMn03fp(Y>{!Pmxr3RR!K zc+pd4&~&g6G0_1W!5r1{5T3E!3Qv< z$2*fFdDZ{~EkRN4?R`!m;-P+h0nW(ASNgXg(}(%A$#Rrg_+ljv7WW`qx;H;6Y%2`h zBW@dW7ka^U;9RmG9$|$ZlavdQoX>_pwm)(BE%*6GZZxOW80(Lerzi%EP96RTC=eue zdrqg$OxSw0C#0AzNI36(M!Dl6l*nO(ZDeG`Z83~^b+(TJrHT1cfiwrj2T+&ZzCM4$ za$>2auYl52+Rlr@YGLw|*T}6GYvh3a>6NrOtfI?AQ$@ZIyCHbp6V)9-`qXZr9qw~M z!Rv)~e-dFgPI!2DPM>QxZreGE$;rvLLpeyWotw{>!oiy(Yt+(y<2P;6O^)g1pG@Cd zQb3`;?@U%bv7HmX-Zr{>uw4$2myku%`0q;JtJJ3g2`?Nnt+E#W5(zUKBMx&*}QL$mXUW5 z>C-pHdov9rf=*1L7c2M#L`0e%)RfpLfaUlDe1N6n(kUU9Yq`90lsjNRuvlhzkr4qx z1|EVz;4@j-*QYy^uwj|=+!vwXw}X(7kl3gH@o28b8c515CqczbQA!v;g5fi`MW^jC ztnKk~Vp%Bwg4rh5kfbDH6)qeXz=-UQH&h7-327M^kb9!3 zLqORD%{LzI-`2Jd}9*ws7D{wyBfl^XH-3jB$M`1f2GVJ3tP}$fAW*sKz!d&tt&F z#TnwjlW|f~-A4tZmL_%6v%x8#oTK94$S!}6^#AAx!YXiPMjwD`-tbl7__jURP5Ah? z)RK?4x3{febLm!cG?hpgm@De#o@m)}!X`rB^XZ z_obRTB|zd@^>jh!gDI=>Mc8Bm1^_Ej`ps^tQzaB3U8?L}r3Ov4^{rNb3K;XI+V9N> zn3|d{#L7}h0Dz1Ed>s}{fb82KJZqX|XLGP$>BT$VpQnbY@-q$67Q^TyLk~0%wGH(y zR?-yMvUwxtf)v<@$jFU9PD+Q~F08Mkgml3HN(}}MhIafu*ZiM&tb)NcFK>+&1F|BF zi5y7MK8M;gYiQF37}oE%+(1et%*hsv=#(BgHGS*p=>p8=?q=WDU~G1GtdzX<_R>nf z$ps6B!l3vDf?#iW_m5}O)f3tb+)@Eq(lT^M0z`pu0Eluy*F8)LT)T_EW=W?n0S&ml zz2$fR`&r@Q;%I$we;+4OCQ!G=l9q`Hm7MpTUuGsXn6;r&J-&C7Uy(q-$@WB18q~6B zG`UzO|6D_tnt|mi;D?X$mD9r}CbWU%K(nmTolnrm7m9>C51+UorqzwG%TlaRNIaFhr0zI7K%PZp) zk060dg9;DGBi@4t0Wd^>@uhnE<%7+F%*Hf@|3%M-4|9sHcRTgK1ysKsf_Gf|(J@(N z?*CCWukG$u$dro|Z2CF1UWJJOBv5z0QYtL4vmQM%X!8+y_4;)-@GXYk{%&-(D$%Jz z9vT_~8@?U>j0P+XJHRc_&+rHdg8~BJuK{iX*QDNMm#o%y9vcFf0g5b4=uEx~26_xA zGr(>+Z1$Iz5gPQ_%jQ{7;T;?uW8>lw08oi|p2lOOD~KGlBY?Wr&CzxZUp0xDI}|$a zbEQ;b3*-qJKK&0%4Aep5Ij~@? z`FL2t4G2zH1*7HSdZ4PRdVVr)bO>lsj?HZ2uu}i#T#FD)yRB#XQc(&zwHK=9!kDqs z{+z+P5isC?inVaSfJ1(Meh@6Z0J|x*L$n0q=Ws36_7y1UpFQhaef8dqueGe1+9j*ju;-`XB*6sdXf4fU+I0~E z>}>WF1R?N;7B)B0@?LJf3_*|j;`GSIdGGb+DHsi#s~)UVS0TWO3P&yL=-i4089*Wj zNvfLM%mM%~uF+lG-o^l4W@&yKoCGca6Hxz6swP3DRc-U}ws?9k33Jc^OF;wP9}v;N z3vg)Ar#QH%BX`$JRAdOu%$!$3@jwrP_wn&rg&)()Q)gz`(PD_}7$2|eG#;IOvgy=l zIo~t9%d$nyH!;7vvb(#>TQAKM)i*ueGm9do;l4oZI3YQ18p*0XB#qVnV_j5SE`u{+#bG`R%X1R(uL~2d*kd> z%$&-50o>JR&(2u>;n0I`Fl_fPVO#qW>(3|O6Pz~cW*6|lXv-mg6xT-s-bqIf;Jf8^vJ6NI66>6HOHS6wN9roP0}3Ji0lwsGBbp3*(W z7}~GOoB+^8g*jo#qmC;@QU53r{Mipx9yH0r)!|L2FgP0t2{>4_`{!POT>D2yN0ZDX zvJYvK%{fe&KFqOXPH)X}YSGJk`Pf?W-o>ha`ATP_%HRw83nMw?YJw=<7Jm1U$%#%r zP|tOHj?10qVWR}hDEyz-#+wA-&g@-&s=GSf?E<9)1WTTV#!KdejnQIa5ZjMRA3ki{ z2Idhc@Z-}kg)tzV>VtOgw16iAgDigU%j)W_*7(H4U?dEpc4N-x#d|`aKEk-Xai#WWjeB?d z?3t@ra|hI zgG`{1=MLLBA3sJD@i=Y=JoB?g-6NorVV(yJBDeD81}A4703`v&2tGK1fPjG8^$}@LxXAdS9y=8J|rA zFimotx5tKy$O?)aUHA|Y5sd+Ay6sf<{PPx%#pIuu^~ay(1-ZV|*H5c1l+5d}R#nA= z`657Mqd~s`MX*pK2JCa9${Z)dW9zY-hX*_a$Z;@?ApmI`1n>iBStNk4Z)hEwZ*fns}QW_9G&=7!w`uh6ny)M4;Z%w@8r4tpU z0<{JFYNE-N_L-TX%OhU?CGNo_sJ0z`?;$Nd*B@1IEa~%t>UcgkIU7O@M-wBxDZi z>u?t!^vDpf#euyGqe708)DS;K6#C#em`(f5Vfy3kaU4Lpfdd~>SI5`f++5^^4d~}1 z28Jb|A|=5zflkb?3=zFefxM=!x7?lc^G5$Daq3Zq<*unp32y?=xKG@{WY3lQoavHxsu<40FP{WvOhVQMr;wNr2&_#j#c&x^Zk2i+S54vz-Gcuw8i(CeC zLR7G2Q1u22`1xURj4zf}`r=?g2tX4){(T~~_c2~DCTRe$+hOK9uop=9Y$#xS7Dl^U z&gQy~H%Gt{MWb5kpg>Q zTm$2&<5lGXKt&tbk7YVlGBbv_h^%_GnB{G^g20$KJQ@^xz41F62z}z|TOcYsWvRX2 z4Cx6-PBiLlVHp3wy|vR`Cwb92)T_-2P)IAS1%VCIS&u%S!!T&trWm_kOa!i=W>%#_-dz08~DwX znb@iSQ)j_{_A)$)=0p#_;k&KG$^uH&>j1a6i)q6~gh9lvANt>t7p7(t*$u(~xk_>Y zN!1COfG~3Q>U#v~b5L&qpM+WB|1HduMLc<7ZIgTQ{M+vTVeZT0v0T4*UqzIPQc)CY zHy~3JNisB2GE;^OX^>Evr({Ucpf+hDL_!%#=2<8zrG&(rBpEVh9y-_3{{GJXp7YQ7 z^X$)V?-K9(y!Uh8YhCNQuC*S3)02;kvlmT_4iw|3BXvYm4!@l5KHTJQkYOhbR?Hi< zepV+B!*jfM*FzmqBHV7uIfxQLQTx*opT_7@>RnJ5<~?5up*I$Q&w7{Ra^^S>FA9<} zU{L}=Q?Cb6qNunSg6i1|C$msL%;Dc;3dsocMPXC1zqCc^Y+^icgjH}cr%<7UdW!Xp zb|g)43B)#lK|$Rf@mcQaqChsa8*7z*PfkdK2BTLenxY3Nl*lLs(Eb#&jA%(D9lhCf z_PGoOEd~Wyus9`PJ?Sm+f(0v0CB|xX9NvH}_Z<5vLo5w#T)bs(5vQbSO`mXzjsxx15i*= zO%3lBr>^Iq4NiT1jtLe=jy$N{RhI_dg4chSn~O^%xEEru_OAL{ZOkwvD2Vaw;AQZC z){Qxf2~pvb_;K<+-(*>-g7nReN{tw~p{|CYik6#OoFq^b=|9jPDi7yj0GRGXOw7C% z1!`rty82F_gp#t@S7H{F>7a&PLz&*&hbuQkqEaPm{C z66u{TEeoR&9^0r@^SY>O5w_yS$k zVWu4f3r|BILk5yJM3hka$bZ=fZD&gr>Pi)$m5Kz zN2w>l?Wi5V6^nI_>EVDNAqvRZ@0Q=h#l@9+qDKAGf;BTU^M}83&gPS1aPmrQhhEzA z(a`pywj5Ie`46ha*UCRI+C1pME#fxL{+_G_vN^fsDCp&49G^=dRn0)$Ik(5fK5x6M zIo~Su`pd(RFMM|12NPIEx*>>%@wD(2{>8%T!vDp&oIQjx!&zTD5~+{bauf+a2NDBR zm+4+sZ0S`B(FlP(FIV3)9qDTUP?=)Gp>D_z)>FoVW9e zz)Xg$L;Hf#tAbalxPdC99jjh)cCufP>OThY8K4|z2)g&Mpp9nrwJrKr+-rXlk6v|)^&auVh_y{WZ z8LC%!Rt_D<+dtGzxZyk*FE@90xL}OOjnlFM(8Bydmv2}y2ZTC~oVL4R1t$*93O7Jigb&A4N}bgDsHD+hCy$|Zd!Xqa9fvFVzrgA zXWqiRyu2SD;&?oVo7h2tsBp7dGxL^0XtE4hahy%bYwxP!7`0HKc(Zl4=nC*XYIm|8 zcHUjMaADK48k1riBcs72y@aNwrgK2QUjf+YC%mpZ_#&iSDJoLt@b<#hKrk(6vNHvS z1^ssTR-^5k>0I&*pk2sEl2UhGOD(xf;5Pd8pOpP@hK1c!31$BqH5(GzwMEQ%L-IL0 z_IQm!*fnh`@=M>CA->W4IS0^j6o_8pEr2O!+uGV5U!QI-w-lt+d2Ev9V2&Zp?%ubr z1X7-;Kre{|UrF-?v%(D?)+E=pu%bfEDE-+Z;#7ey2#OFpL9#n`)OLhs76vk?3YZBZ z_K2ByeS0G;HD3quxe=sGp^2Zz$G*{)nS=06t_nIh@8Yyq6GMoozYC!^dLIh|gpV@{ zE@{V315k$ZPz5Q1x=DEU{iMUo!SpYGftU~oKO!C5kyB9iRlO8 zA&MNlJjB6BDTe6#vEm^ zCMIVm9QNLnV!6CzqcZr%c}tgGW|=-C0%Q{9Rmyg!CK~SOy6y$%t7LD#A z6ag&^wnS1gNwmgR{A9<^pL6__g&&_UH1$%Bw9D>}PjiTUG8rAMJ(DQ{M6zSY4iJBS zNThoDySZ6m&?tES{%Lu?QM_F1qYd^Byua#yIwGlOHB9cjx4K$WZdS&xkyM)oIaG{- zcQ<9u_zzQ|vy@lTBzV!3gXW#b1DGVLqWJZiWB29plQstYwqo^acGuixC~J1^-pv72 z6|+w)=6##Znl;*M79bHM=tUTO(p$oMqi=99(T=HmvP0c+VvopzS*RgDzx%Ri<$l#| z+w%Em*=VktRs)9SU~4Au&#mmoo%xf^DO8uJG>##d@o}lFr5f_o*1apy6LN&qB*?B+mP`F5;M(AwF z=KVcfwoS^id;wuCWV4V>|FWqpj~c5rzPHJRndecP9Khs#Vem7k18BE-N=fAn5?JfVe!}9;d zPI>Fyu?5k7@b+z8ycnLl3qgyRj##R*g)M|m6Wl2g+eP%jSrt9hXLaY zg3hXaw<8WbJ%Yp7k|sWYvTViX&5PlPIQH?;Ed!gUb;&2|H*K)4 zy*zC0#*i4=B@wzpUS0r~DN;4j$)-8I&}?-(G7?{nI(TnE%Ti6*%Ll;HXkjfQ%0Ef_RayZo^MJLi+{=cHqbdtH!8prY)(tuNv{- z_`5l3D1ZP7VoHEw7`x!5X%Kv*Cx%Kp5ZQ6V$xjQg#=|&yDMwx}K?;NzN~a1%{tkpV z!ld}9s69jK(|+kKInwp%8RuMomCyQMwvdtL?%%&3M|nA@A-#l!3_GZ!bTlCCV>=We zY!P`p)g!0dSNRw%JEvwJ1rVn1X!ab)74i_;S~Q_KU4id;VS} zA-H?$TsE9UkqSnn41z$(I^YU1{Y1<+DY8j#MwLezBr-(F9VnMYMMZW{%zAU3!7RdL zG!L{6KHP`LhP(h{xL3P8J@Yai$HpGLwSw{F>C=)?yqWNd71Otk_e@6)U6r;Ocb~X* zR4<_?A^ruR{GI15M7tCSdbs=SZ_Zp3uHB;&xz%ynyT+HVnYzM-&09cHj`=D_lF{WY zoGirn6HnJt5lWH@1940RJCWG_+5DSk1NNhk!m-I685_HAS#jfS$AE-jDR>27mf9Bn zVMY+tw53}dzr@9c7p=G|?+vn_6zmrOOjcI$YKBg;XH2IO5GI`YTnfWN2h*%Ct`2ve zhM?kIXd1MMw|hU{uNM}Bs8h|QvZudsX!Hqx1b;z3K|=Af@3AQrfHxq$XmVnV4iu^T z*e@iHr`Y01;NGVE#{JK_)IJr`vh)YLnceHu_8vH$DKKZr21S%6C3nCCk*xqpe>rF` z;AQr?0$%y~`Lb4NsFsd3=4^%_{{@bpCy#aNM#Hzdk=z2C$ZUe6B;z8J!tLb!zKvD2 z(O(cQuzj~TC}H!^0m3nk(0hE4Skn5uJ2JLcAZYxG- zedh7=i`|&o0oB_t^UIuXu;C5m&YTB0LhcvrT39PBGKYT2sIK~(D95vBP+zM=YD6Hi z0C@pfv#U;CL818YP<~!TTCUsB&b@mt8SI>jPr4T59K8qO4!jli2iV1RlSu4E_4S5E zvAQ7qa0RvbXSeAk8qGvSw!!KH$C?qTmhA34qP3(wM(wGZL^4MS24cE2PCFJF30y%e z@Oc8rs|}jSe_FWmzH>!9Kz~JQ#X`+E9p~@2j>4*V0n1?qkvjtgNT$f&YIW9|ehj#N z`~Ka$yD@k7?%j&8t+FZ+1nw=E&PBHfP>FlnXPE5pagY)e_uNdV>4>c9F#b5ck#9Dt z>qKXTkBP=&f6TNEVnE;khg512V_XdmfZ!9^aBv*Vz<-%1LoJ~LbJ)^SSX6Wtd}~#& z6H08-?}N@oQBM9B^7p{Oq|D7qj>duZYM=c4ZMcQcSMCJ?0$Mx6@i91BGc#dC+!9Hf zX$3ftB^HO$tZ&I`|M96A)8zFZ3Sj>!PU0?_1C_x}_#9PBNyHPp7d8@+I%dxfN(1y_ zUogB5J}xD)&Z*Iby*sCWE~-Wm3D3rdnkzv5f?5=kmY(;_s`~Vn`FaweD%d%J#tN6> z0-$l5xcBbZdutsVNVw;y|GzlCHe}#T7a&peq7)^Ko^PYo0$6acbk`sXz>f>$PuY)3 zE9_JNJsr`I+Ok{gk0wJvCFzwSf5~aU@0`I;C%%r*EqpFFg(%!aHf&e`q*(-fU2^=Q znn;K$Dw(f{-DRLCuOeU@x&Maf_U7*9>Bz_MRlwGpWo>8-L`(EKVkp9w4*^tM!J4&e zN!IoD_J(>pZ^@E?4x=P86gBw94s(zx;Ie&ll4NER(oVSIMlrD`BLDd$zZq3)w%E%yoYR}*8 zVBqFc^;~Ol6*+9Vw6x}@=!1~M-=*6gBDXFgsEVnnkVaMhyJOqoxguti?7AZ(BUCto z)&MoKi&F*}5@Enn_D`|JLs)I%^$&YF`SG4&;_R_wW2$X-?Ap}~o*BnO;>4#L%9IqTc~=QyG))VM(ZL8^{BY89~r7Ug@VJ@-J+84;e+>9&&V!_!zQU7XtWr< zZZMD$IHnKvla|TZ{~))0y0#>9HZT(y)~}KN%T6!eTn{G?ok~O>m_!SDo6AZ(W_dFL zOP2o(px3<+9|3*4e5^`&`SSQ>kc%H{#-^8pp}@fdL*Z9H5w`8@vYq$mA$HAB-T87E zoN>sT4(%V5U@LPl$v-hyW84>D1jw;(kT7)yBC?<$Qr_g^*8yrpQZ37EqLT zXb_14{e_zKyh+k7d<2kF&(Dx?72!T(>z{`vq^kg-q`oLY4gzP!#Y zC7>Osx8yR$dhg5d)d{%9I()18L*>BW3U6p2SDJ!TEpq%ryg4j@0;D|uj8Q> z`Odw|@k-PDl$)Mxn+h((jjX1u*?- zd=I@CEX0AN2e#BE)>LBYR*i;v=`slqA95_YymLHxYD@eu$#m|GO8sG5VV-M7mLZ;+*Sn)GUifidB&2+nk74km_btE>P~i6*bBhJniCgi7 z{ZA5gTAZ)AhtjEi|FHV)scrY4|NMXRz>6Pq-?!OU(Q-m?zWVv`(69e3RCgs86cl6+ zn*FIz8%$v91OC}f!5_%wxOVi5!^N;3cfYFC=rls;BD}Q-mIJ#v76jm?Nidvu; z{e-Z}dDE)sJ;W}85=ebHXAH_rPbt4`#KVWX(fIMNe{|yDb2zwm5wdn>Zrgw>N6~98 z*2!P*_fu_hTv}t@@;)4J?6sokBJS=lfl&4wQysLoF7|60Cznw!BG`~;V`>EtJ06kSa|TndV?_$7l6As~pF zz*{}`Z=2KFC{BC9Ll#_w0;5dhSR z0hx*n3iy!4#O#Y`KcJ6AZY$84pVbfDMcISWkMJJ715DPniBBvV@Y6dlFY&`qM;yxc zBy}oY{sEZ{fmn9!-Mcr_1MNA@zbCtYbEBLgMG^VICU$8fevot&vV>o_as}vmHqi1# zq^``L`mTbi9SRe_v`MLhRgzD^T^5(f&LDd>=`$#QLQQ#e-paF+Jc#kMA%R_!LHN;YA;}bhl{5sQ)xsW(atr*C% zP55B7IWFs0so!05<&sH?IU6OcVAfPpaZu;ZgNYkUsl@H8D#+i~3$J(8$~E0MyX3P2 z>bsG-df`)pwN#6MPWA^y4L4ULS}T53#RS%_!dt@qPzJG@8}|fSHSxyS%_^?0atOjr zaIT?n1||WJJGNoTtMIM-q!d9wN1x4GbjpE^|J-BWhyoh*jKmoDoT?*3I@`CiTGb?8 zhE+d39sMM57b<1_yJdA=gD^%;y?*_=1QnO`kym_x#YOMm^T4!M0D%Yb;0nM?1eDt! z?_;@OzFp?}LpasCZazxp8;-g$h&A_N1tG5}T$rvyU6-Mms@*AsMZ-J=W%zwaH@K&4 zxMg}RDbpx;^&kVR5E5d{@>BlgusJd^l26JMZ0bsK69)xx!v((_2N~A15|p9%+!wJJ zWTdWoy#v8q1^hS2=(mZ+TQ=By<|81X6}KHMK8gno4Gk}}#6U6K-wDE&m-+=j3q%_S zP!9(Rd;l-1xKTf^5fzR9m2z!aeo~TcOxd9jh#GKH&jXc@n!n15Q2^^K9Dd2xb?e-F z3fVzKaV5KtoW8kt)u~TbB7Vv&u%8Ng4zpCs_s^!Z;Lxsf{AoU{Ssdvryj7HydtR)# zswk198OrgmtP+*~Y)Qx~)VfgsCkG$vt>v6M_dI$7;S9lEjjXmR5z<-pH#M6A&#!%7 z@j4C+Fu&X|X4s@x(s?5_H1bcj{t#j8n#>hsxsvff0cGz38E zTSFX2Rn4u~8$*vUH#3~r`w)>v2F zN75tE_!oqh=U~I6(fEK*xb(PJ#g~6I7+&~+;~?WL#_ z6uDVb6kw5o!})8aOogeGVw_G^FuFMtsskuygV|xa_s=0q0U81m=`*1aWmS4;_x#7> zp1!`RGl?>wHw}&p?ET~KRdokzVc^HVp=TV#PQ?1*ow-+G=9Yc^Gmm*J* z;TmEWc{9xKpy=d=Zcfc*uxjBoaWY6~z<$a4rLUS$U4)(z+znhY@vCr}uU0q$9t+*- zg=Av$B92np<4(c`orA4?6b@fRp7X&{|Yz>)oU^Fjj&so z7x~VFd6O8t(kn{?YfRkcAjmw2!I}DhQcu?FeOd^)hLRIl$f}he#9)-|g_KB5z7#FU zfUMv#nvwbr+B?Ls6tm(Pq=ex;eCn)s=6g=W%j-GC%RLCd`;%t16Ff0RF5)PV!K#kP z?2XhQ;7PP6*jV!Ztu@KvLo{M|fx%h z^~IM<+vhyasaU&+Q(&%teVZEuUnp_0v9TGY@mr9p0atMpB|7rLp=l@ptUU?72 zw_)9A+?oSix{(?gC-v)6RCVq5l93wr6+}w!o%ajjG`I$S9To!2%nc6cQfb?L0LH)2 zz5tzpT7*U9q;vFY1=Y~Bw1iHBnD{e$yU2n?3r-mfz8MRgdN>tAQ|tC6{7_gEQf|eb z{;<^I{`)r3N7;*)Tz*ilp%?pJx9-8(7_FI5{bpU&hALlKnRKvFTy?a6U?8`t?C!r| z>ty~)$Aa=*-Zv2QHOyLy4oG8>`L=W;{{I|(g{t^1QJs_65|9+gMg01?BmRP$)$@121sh4A_naJgs4~Z^ zmuhBh^C|o?nDrf&8^{8Gzx<|UvJl?@*|4F|Qm(ZJXXXrw4N|1u13w1^&_Umlw zay;l>AGZ0-40s_6mbzbl5EIjcX1gl$EOt2NyV}R{swQx&z%T1(beB)2!ITw0o8~FR zzlFvMAKdlqMW&4+05UtsR-2&(doS_b>(;N2(WN@bn;g0k5sC+OufWlQhIR5C9uKLQ zq_#AW8m3@ZtB%MzbqP=p5Lr8*5m#9)&zfWN{kGXm z;kHRIi#|wDU(uc{F#umeX@rswCLnZbnE)Cl(%A;J7o<1u8o!L&>xaihvm14eU@MWy z3K=ss{vaw0P@yp;+rJTQVrCYZI-K^T&ibZ|?K1MyDE2MMt?TgJLe158H=l_g@Vw9^ z0EUW$Wf74*2V1`GJX@pt%QL-m643H(wv%nnXnO*9h?Y;e_zm)cQ%D)Og1<`W0hFT9 zZ8oANYIru!z^NQq%XXOm9n#0Kw-GGpJrjF;8rPBnz3%kchndZGvfNO>u%vqu%75+$ zh6QU4%a_DY)PeSf3de+^0vcXzy#FAs(^Y#Of;`COuc)d0l_P`nvNNtRxfU9)uINev z)lRYnR>|lSq8>Za%yztzae2agn1lgz?<3>GgMYgDNaEs+nmcOll!Nl=gopeuuPjpf4;Mty80rU^jEL;ntjeVrHm`{L+Is1 zQ9B+!$0_ z8B%C3j)WAbeE4v5vU9I_;gP2^QHAp&Z%Cqh(+Dl^_kx0hzdgAMdYqGHSgeK-fx}yf zBipHakqN9aX2{jl^FmUUSxb2cL?nB+*}$GW9nc$BgO1h5vE@cnix^DGvqI`}-O{B% z6_|Z{aZMR+HD83YPzBX)3$)wzpbXOn9$NsCS!{|)x6mIn3fWqQ_dD|R0GY@9uv<9s zN5^bqY|u>9nk(s}@yRo~pxwkV0c zcV#sxCgX1T^5-?~uGFnNvzEi#4lJS>vZ1n#O(HfyP-y7t9NgcQuA$50o_0=QkB*&% zp^BHLw)8sbgR3VWj2S9MZ;g`fU2T~!-@I8wx(PJTnaV3GCGWpmLyKPI&Bp1A+BVCm znN8;Edlb(S-&$HO*6R&s`#uz1n0sDL*M8#RBlXd{;%+BJJi>x)WbD2uLUYe7I|ddWukRb`0ifTP8iFJ1&{i<4soAS+CV58^;IhZT*lsvM1b*AQBb< zGqOd#I*}?@a}mYjO!!k5T#bFw(SWa)oH$}x^DBN*FLC#d?uPhL!^Ef)C)=36vDCb% z$X3Hip$zv`5ip<7)DZ~?m=76sRnEXiLuE8{5VmLnG0lDTC|p-XFj29hEA+-5UHey6 z`Ayo|+7-sknEY*Yqr*=)m6^1Icj9JB%7v+u{itP`KmUYrYu7|#_Cy%oiJCe5H1F@6 ziFSgx+MV32O*onh>4#~)#n)cFU$q<|IW>>lU3SBi5{p{2@W(1!;A(HkntY9YVEb|! ziher!r(^p&Lw54R(VdCkQ`-XtRx@Y~IDiYLKElZNJKhi``uh5OQ7FyCR!B;fkde`M z9;`cxN5cI!!3!55!1|E}m0{m@-42f4NC+b44ba;BQ0fQ+H*vEn!8Vhiwp;e-8v!#I ztPxkPp?(y?P#Xh-47;Pe>%H4m9+ zMf8IQG&4mRDKMh}xnFFKwCWI)I#K#|7?9^JJ3D?#`p4&FGoK9G$ZylVtD5cQ!ivz6 zunPEC9l>4M#3Y>HuNf2+^WTsL=b5;+t?cDPpT=5wSlr=-575xj`HSvh5$#_1W}DCm zTm)uJ82n!Fi4J=?KiJDIw4(N(h5qGv5En$dDjFtLw;2)PC50lj_v$Fv6f@Y+i%^n3 zR}gb^mo(1OX>!?o>Z>nl6K3#jdcQux1LbB7EKDmT&a(0}h=**|7t8k4(bKPcW{LI` zW&A41LOPiWM$}`X6lAnsG+QDx?I$f0h^k2Nx0t37C3WiSc8XL$?h9$EQ4<#Dt7o`- z-yVbwHF9_OQaqxDhV(n@kE-8#s@3Q_lgAhMmIDc7A&5=eAFkSU&!Rq{3N^kG*|~8W zS~`Bzrzbf-&OxfH>NqSig$7nAcq+dffc}tI1f4v7KsI=*44g+(>w^OkRn@BB=7P@A zn?Ye=;yC&pqTJJ+ln{}$(|8o2iE7AJKaHyQifxK5{Y8hv@>YvH|09}tbh5q85p zW=d;j^3y~grKB4DtV1vwRO{Ed#g>~Kts1hWu6a_D%+TmbOHccWCKBY>gm`SzAKWOK ztA2N@n;!Kz_|lr=WI+A*e;d1BP*_?zrM$zq&QmP=f&O6n=^dhO-FkJ*(;*YNhFJ}? zyNq&ObwRUH(?bb!4x&9dgG-vju^)z=Y!N+sUahaxaebZGc{Ap0G4Fx}!P$A>uC!=@ zgKpmzU9fQBOv(p60JEGs@4x$*!nv~MC!(*C`+md0p->!Q!UOXCuhuIoDHYC{NaXpP z!*oc`uWEgd(jN9Nbdi{gZLuDH}#6!b$n1}(Ub?`I^eST zV6_o;hyXZygy1+LvJO#Y4t!qQwr!)55}3Uz3-|?TpSX)ZVjy*9!@R`Fc&HsamwaJ< z%4F^QiU~R;sKTQCXD}$hNMoP`^ksZDVw`F2R|iDJ6@%5N*-^*<>o((Lfe9i@CP**P z;8KTQa6{rerTPj~ZeabwKWzsRV>hhcKbS++AN*1n8fAfOOH3F5J55i)&=90wHv}W$xzvdjPGB1mgqM|Dg zcZ{?6Lm}6~1feLMh4s&bh5~BYSUK}VjTUU5XT4!Z{2JZpzqxmJTR!zT@@A~8OWpCP z(^obZTjJV2-TTtL7qxGu=|+N_JP9_=a z+GG}T$YAkFdqso|YLtr zyQMpa2TBiUcSS9&`FMqBOCBvl<*gE@bs6q#D6jb8 z+)f8TlKWs#5exaG%~@gGG6ew#^B&xvONi%#Hv$EgU4?jhL{5$X4gDZ5J;a;c_r|cX zV56A$C@BLP=5avo>os}OpKGHdhAYGDb*M0-3YR_@9Q&B5CCcjA@49m7z=H8=3vxrvx z9d~eGpDvRPy@ccv1dTd}L6rgZ@EhV*raHFwi?VH$S7t9bTdBF9i3Vmanvc|BX%wxlCwWUck0b#uB^%0Rcp^rCL?b zBH0DS>b1~Nc5t6ho~#qte3}(@-RlbP6Z9ot-QGx*k1{C#-YPZ8bFD6R0$>6UH-#6dd!vyYyomjmTk1ZM5IB>B-49r$7t)E?_Jbo-ljXeU(T@cM38 zREKcabM@@F%BQouZUV|-hawR@k##X4LF;x694~vrIJ_qfv(FgI}-Y6)dfXAq!S2%+JKyC_hH$l>Un}7Cf#O;oizD9T3 zjgE?ji2mqKX}?|*Cr}oNa=O|xZlg|^r*wRlllJ`fA)Dk;G*srx)$7B%{}#3?0R?wH zG=>#ztTFPzKC5`TM<8Nj@y=hU!-H5OJ-Fu?|c+6iat*w3k6C0q*Hy@*7GR43k&US~~e z5D8nr)qvA;p^n?X6~wfS@%2~`Y7fupf3tR9p38H%uo=I}eRrphK#= z=NyuZX*O(_P<|0Izujn#?pa?|m5uF-l(-T2qlJ=_GzL!VUjO@VVGeH{g;GAeaAChZ z;|oIlP_|9_$@=rSDKBnBJ<1xmtYuutSBzdQYD!YQcl1&r3`+3R%eoIs!9nPU0f>t* za_gF8+9xI#uBIA#8H~waahMsE{bcI0yI3atVPs(doK^7QL^rcls^nEwX-SnTdm`Xo z(WtR|IJ!b-NxWt{B6^R!VCw2?S*{H_>3K>Qx~G9>gJZ}P%}}0PO-Y&Gmrx5R?gcU# z>`fCp5VN(m>bJ|CsCyD~C~Ou39G++Ha=#VWm?^~qTA4&W!lkSjVcP00L(#vtq~Uwadqg4v9~sosQJ%!WSdl7fw)?7AqwMr zB%V#mVeT1uw-{Ppwn%gEgUMGmlev#v!Rs(<$Pt#k=QO>gln*8xV)D=s#85nSD&^PC zqi}yyD>xYX;gE~cGs0VGTt*yR+NA%}$OMC?rwgkR!+nrEjd*3;dGzsJLb`)nlPa}# z@9Gmcfpj{do`5}tg?VP|dlB)!rB|`N$!)llWkkgjrm1c;HO$$zJLF?)0yIo+dE-?T zf)YhfZ9}fu%8vO3WeI)AToOOYfnga_;|t;z7C_)Wg(E`%BYeK@$HkEdrf40XPM3f1 z;1b3cI8bPY98&OG4AOgKlsO-b*o>*ss+jWhjOkMxuM?X$Q&%6N9I8$p&-!kAIaGK1 zzx=&lfyH9Vp$rIVHgr5iGpw7P>AJ3VG>66iK+;T@A`J2i)}E;0>S%kr4Gq!Geiyybo0kKYmWh(Qy;nnSO+>!oEHq zyB0yD1iUm_(r_;U*D>aXdbL~}3)YWoU}-0&{UrQP=^4`p0MIF&A~p^UKK$+!)*Tpy zBb|U#LyObs+&l+eqe5Rw;xx*>Yjruy6!tX=TjQ+8A?&alrb%!J=VR}AE}=$nR2wi_ zV-E0a_y-XB%#c;cJ__$X8$dFcUjMxa8;gk$q`{SRotI@AF8~A|->V1(7=Vre2B7f5 zycKVe!`u9=aJ8CRTHb~>nQW+dX@(rlX(Aj(P|;M1520<`lY{L&Cd$6LBf~{0A1yr8 zJ4Qtf4%QB+b;Qh*^|pScO0(3@lT{2%VE>R(`&|tTd+) z?QLa1cNn2)S3F0C#69%*{grx99H$-MNwW{2kT;{{~i7+Dn`ZwRj>4b-3=h4+&LsPx5#p7umeC8MTN==qQLp0Z&I4 zIKv06mQC<{Dq|2a;cf&Jnr{bB|14*v6~R;JBmgW-Gv=ZVoTy8x>7c?6Az&GGLE*Dw za*VX=uVWFnnOuESCrK6$b2KZ)ygd;I-2l-%!G!tk`ei{e#WHnvFmB;l`yCA?8#R#clWAD+OL!dM=o-+p z32=M-)Um1l=&&kjHMQ{J)RBLO@@H2@^IUMC^JG5T`HbHe_KSZnx$~i0y2b}9hiC1d zu=`Z*zl(sH`=jpZY8aopLK~l0s?pJdSo*8OT;XP*_|qE1kas{+G|P=H4`n{V$32q$ zBkN$6!M0Ki%EfEY>udgLB|$+du2p5s1Va zmc-ax`wc#xC;@8Bgd#TG*>l6#SC?hrfL)VI_%PiBV_oC*f>^>UZ-j=ffDtYtCQkk* z65jQL*M_rjQj(9oTb}P?(wL~#QqS<4_-ZE$D)@sg6BzAUSlDIQyN2DLTz5a@Jk#3? z#ViJ0sf|6idZrxvp6#diCpQ5MVkishNRSxm9hmj(5J#LEYS2EpuUb_IFXu7pfou(| z^5=|399AT)kB<*knW?wS`DI54T>KUYvz{&t`i@}lxu=^x$mAW*>o=0%CBN5a7!}B{ z!#tY%ZLCPmWKe_2)#w4C0`vI1gE}}{w63T;>`xHw>khPg&oOh?!xOSP6Z1s(d3sDM zAPXA=oG(ahdO3P64m(d8%j}o$Wre!l8oC-itr#=28I{R589}p;GI?V=CXF=?9t;QZM8<_xe~&@L8C1wHk8V)4|xhs;aCZ!eQdTT0&RQJzykLj2EG*? znPJ<)MJ1Y5%bZ4&#L!X>Vc!pD0lJG&VEF*u@L}8w&Hcl>Eu%g!!pm?;VI=sGwT5YH z4@-q`W7Ab@>-OkPAfV-~*^k0+{<6T5`Kg@uMvKs;)nxbOJiiUc=nWA>_{-?ZK$V;2 z_|sMMF$;%qw1TL(_znb$gQ>@a_b>P5?vts;=H0$y2Z3|y@Swq$@JK7iXqmyBNezCu zzabG^p-33qr+a}m;ph^%C%!c{>P9-gGPB*S!Vs5)WAUH=d{Q1^ItxM8CU*4@QF7t)It>a;3S-EoMM%UbT8~5R*j3)kMr%N~$n9Nm~sJl_~ zJc?5q*V$M1EPhp5!YZAiGH2bfO`ls_1UGPaf01Ekk0Yg+0eYa^{`*i?gH0JUN-7ca zM-aL`pGjR+t+NoYjebEQCdFpkwgWDra zB^;S>9?>ir8pJ4nG3cOv*qOWsAGR+>{Y%VYGd7I#mvihAV*>~tM1&$rH+J97`{0&~ z<4cVz!~?Cq7PvjXk}~$(1vx8ygXF%$%~ytw3W@U|h%{48$i=iC%#e%Zf#~8LIsp zaaZgrHCJ9rQJWiJY_-@srT(X^bB|DB{-mpm*5kN~KjTFT+l5v(b=KR3(uDI@_qH)@ z!<|MDeYZmyq}LI7{OA!~i6V0LgaS`FA}9@Vfz9lnHPci`wio5C{HCSbdY9{b>xh@Bo&#OV2>5*(+KIMKmnzFhy#$&qXodm3p8b*o zCXyI32nO!Rv#t{t){T0o$ed~otQLbCSUm!a{=x=KJfIsbZITZavj23A;Hi5bx@E4w?aGU#DpMA zF}+8ouohTD{j$b5j!yKVAB9EWl5{D`+B)ou1Hk>Yz#4U^(pEkGja7o#(*-S7(xDY4 z3h=*f0`*G2(oVOit_oOgaVZ5&l$+p3`-rLrqmRa4F(2P z@>TZlU9bZIf72%DD)i0AH#hdF-;_G%&{pLK-TFeNQKFYeg3c8HmlVL6r%28zAjy*9 zSipKk8KCOKAPG~Lp${WTPrrlNKw|K`q&4WH@#_vi${jd-?jVE%(xd2TUsz892Y$Tsfe@(lsdaCf?P80mC8TT3ZaU9ji_>%fQ?3j8yuW#}5!W0BCdmV?`D$An+MiDa@rrFQp5K90K}=lS@{;r*08TRSl-kfV)v@)#1YiY7MQpZb7(QJ4P3+hwGb~} z!|YapY4hHVVktsH{CUiJR98oUw2$s>az85krUTy9L6~EoB8fjmz4Qbgg3<-;XSyBw z;TlsLdXB}`f9t{jNPzcDgGhB@;fs!Qre*pj?7F(?u0xO0J0TjHT|y~QD?Lcp3I;u* z?3H;6UG!)}{=CyGUsSrpF!AxOw&W(cU}R|>uFT;0aS?3g_+R`V)!IHC$aWNWgF3`pf!jPH)9Ab+8yr9# zJ~AI??;W)0;E`f3=fmV(w0fP_cZq;`!9Lk<5A{_JC7jJ zmR;-g)g`=Fz7i>zXWxc*_A}qN%xzp(N~4767oWwYleNj`#Emk7@J&#D%IFjZ1P0c@ zR8tEt%K@YtxVk%0rCe9wc?BNq`H@#Q(T2f46*yMyHHA0c6uiDQs(p&4ogl=oc`g{e zVTQzOjRuBJRH3ih?4LlayYaI&#Rt(85`G<;7@qT4Si{y}4Ln-K)r|U7I-wfRxke;L z@I=FOWw`U#nMYC#3{IVrrp=DWip)lMI*MTw<}_u2XUDZ%kc-wJ6+6*mU=2$Yg`<$r z(5DzO;Pta1J9Oz**WiY;zb76&e0YJrj{El%zQ<&6%TG{*CS%!;Jgq}R;?`9Y&ixG% zF{ho=hY+)AS3&Ry0+FMZ;@&8aaq!o^BRtfvy$MSi9ws9-h~q02-n#H=Qb{Wde`SB? zt)t;)VBamHR$o|$ab%_a@)l1#42_Il(TZYaSF^={t#3}3U-UHxnZW{HhNB?Lv~GEX zp2fg$I&Fi6?1H=N4Ky?gC=M!24qLR9MOLL~9!#oISbbJ7ul3kN*CSw0a1fVSY`Sx~ z<=eMpFg8!|Y07VWU)26-1R6jcz)mfS=SuQ}#;FhGs-rcylwhbHBB83PYAuB^G!+yg zr9cHZ3M2g=77RDscjf z0{t!vZVLxp;&!RkWh(z+@t}bCgmWT9Xv*jBnP_smB3iv3NgQvkS~d!Zbp(Rmud&3z z82g_WqF!K@{+mYE4slxYrWn3sS~I&3hbcPd&+gsSzL>}m7#ap@u}&l`mA1(icArukX{saZYU1ZgB2Nq1* zty-fF?TC^xO~$HK;oABf1a;BPN3)wIcWP%bO)sUOX)76Ne*K--tHf=wPp~?JXj4hX z=<_`(66WEfq!Wky5$hZp=@cS9A_Tk++Y)-RA*;Ik_TWVN(4-RrB7g;DmE8kDRkjk$ zO0lI}F_km!|JoXzdMLQ7F4rMvXv?0qyBKn0MyC-rdvoxBRrx-e6qinnI7OD2o00#Z z4lbM*gk3gSn^Mx)bVvM)=hb)JXQ=qm(CxXAwQm)0ur;t>Mn__H4>oW!(iJtHqavjl zo(O+r+Xh7sM^Wh650&tzk@QSMn5Y>Blp6d>aJ%_}TxlX993+J=)U5Jtvl#T8D7-D~ ztG$@Wr+oh%O<@}D%I*di$HIVGO0#8%K}R(()vpTcI7)v&kO1&)EDX#Lx4TVSza3&zBc?mjbRkk<$ZnM1 zBK+KCI6MYKC$b_6==sW$|IR;{g@ za>(@Xp9440)incdkra2;n#}8VdAr>G;tgBI(r9i6as~D9p{ombd%1+f8(WvAL|&yU zVQ5AHF!M&oQ)F~BD~z=_+CRn*9#vNMWdcwRq;>)+?g9^1sEuo*umzOxW#A; z@zbNV$k$IqpFA_)_O$>1n-iD{%-w&HH3tKaCdS!q*2 zW2|&6EZSZjT-JSzo1AKFgvS{zMc8yN0@-|>CA@`(PBsoah>ZnpdLJ#{_z*aGc-WQ_ z8bS(MzvbUk@i;W9CD;1xTLt@s!fM~3ge62oM9&5A=BH;^5lu_Igj1wk=`-C~n^=qc zb2hwLhJ`?zAgM?N{mDVivSb?^j8jA#+%}BRr+Y_(iO}zPt%@eOL;9JIJ5L=BRP(_T zf_#muQnNTiHy$})2PxU0|7iLTLnvUm?3L+drx*;d=3t9aoaFllB4(j6L?V=v1>5VR}OX*1~MN`TdD0s|K3Kf^m87Nw>ccr_pX)`-HiqP0jeLdt;!1OKg zliTE5k0x92bh*A{8a{MA-|Es9X`riYyv6Dnb;ZKBJG(<3PcoqysUU@@(~HQ~9-|>@ z38oKEZLjGKj{L~9GZ-|NnS8!mkLk$$4r!MSZ=FcIk53$@pdDZ75m((F!Q~NL9=SaZ zXVOJidFi1;k?ndTc_-l_qE<)5Wpfw_Xg>cVy#!`ok+Gz=z!t_2JS~HsO9UE%1|UIg zWR);Ks~0O^Quu}~L^a0Q^Y76;apAotobYH4Ui^Z~N8G{s(i6-uddp*7P*v{rs)_SZ zvk}ozzj5fC%JY{?(iI)D0DpTKwn(W`ZxANk)4M%xI|(}biTYnRZAnmHx;EC{y(O5g zkxgjpO=jkq*k9>Y(kr49wd9WO(DYT0Aa7tu>; zLD>M4D#!=}X1Q{jPOs7Si)-BGM&Kct7))p{*K%OG=Qc5qL**i2XHNIE_z-c~d0$Q7E6^P@qp}}^149&=PiGeJ^&gn^_Sp%2Xu;-i zxMaXv8Y5#D7!W{xf8cwjp3H(q1{@`Q6O${{$PMQt$*_ksegR(A{{Q^=icTZ!Q|r1axtg2*a{qcMOUzmfMM`6Fj# zu_Cj@4ZeRo>uCvDYA~lB28r>ikSqH#I#!;wjcmUK$YG9v0x}DE>%f5n3`VIz!N`L4 zPjJD@(BvGH5zSzixkkPHlTZ)f36PP9R^;AT<`n`N8X^wbd#8prL+PT&T6zl+0`TOj z3wZ;|AQ2y&<|px4z+^-YHOlQJqXOanGL7TxT+6m&?V<3ZJ}~wugJsMS zb{}f^mj+?97LT6u7Q$$;hNH)ul4MX^#p><=9;5jJrsylzT6(BqVzJF;ceX9OQwY{p zYnw>*dO95(jX?%V0+lo z5~c&%aEc3Cv#VT|;FTokNB!q` z`K?|S6?xXkED{hnH9?bUjlm$lG#vue#1Fu&Bq zOky0;DUiwqW~;a6sEvLWle+KmRH6j;#iQo!QSAZfB7=j209S#wB%YHt@~mj~jy7kV zT@Sk>O_dv-j?HpVr|bo{9N9Fm30sFYAL7;acdKz5{dJsCfS!WFe)qS{;wTt@d5FZ? zzj^sGw0j3Jw%^*f7lIv+v!GsXF36(TiDZcHh5AV?{4|eW1Ckl|W0=`#5IJ@lA0sb_=_Wg|e_U;3&TWM4_I_j`Pmm;>5p~p^| zE*DH08KYrG$6=+}WPtR|7=OG2jg83|>w*CkMYb+D16oG5=<%gNG%(y@d#o}Y$s_9~ zeg6$Zo0-FAkL|64KdN2m-h4YWG}fS!4mG-~NGR{h8?ymgV+l8Hq_qcj%eS17?FjxZ z1syYc;eT}ce2N`J2GDh^SI2XGXix+XE-l@%2w1lS?}46B=;wj3)mxx2)XJrYqrr*> zU^JHdGRb~YtojsebvvQ<)2+j|t-yT;FrRtwo|~W%$d2hmfs$JVaFY5~S?Xh^77Uah zlv%gu>2v4rkUrM1#F{yG$p#LDA!WK@kh?K!cQ&|(e#3Afj)0DRd-pykyBR2NR$~SE z$Lr}~JK)aqySn1Dx2c@Wzi!&9jGy)nXX>&w?{4_&cIEco2N468;L3&nlC(zHl(~Uv zp8OgCc35(C>)=ghv0lvBb)XsxL=?)$q)*dW4Hy`D#Z=&QNfq$TIEu;=W^8uYD*r@*eNA9}Sg^_DK zt`@xC7?VC%i$MCv1k9rVzzOZD3BH0baIt%HlKq>~k`gn}IHZpgPTr4)4qNR{T8``G zqlXVn-9dOylJRH_G*g;lp2Sr71^CSc9w%w`X;tRW!Y&zPf)P!-_JEs9;#~?}g+^7Uyn@Wwt_#8!A1pcG0Ncehy(?5lPAY z?Q*@Rp$-d_VU(SZ^o%>Nzt`-0BE+E;bhTMle&B;P+GK;7wW|xAnSJ{0J70v_F8-Dy zo}6PmcLe=<$nVG{KXq@e~x$ap!3h*ui2yR?pdd@N8V(q*`&Q*5L!_+y8M9ZmKvX%Wl3 zJGMU9wBFw;oEhD9?cV*uD^DRY?!3=Zc8Ua0nuv$!y7k-U)%lLf*Fu%l+e}^#c^0>v zHbau*TX*=v2FFMG5Bs-HU6@Cu6I`q0v!xK}#WH=`jTOv9jTQ~MJ~?Obl*2F9hn^&QBl*-7*U37xNL*16t6a~pNc0JzxBQIVxKD|43Zg`Vm$L^O}Z`9 z%7e>A*I_?T`(1j##5<_Gh;muwZdxNA_Oi;@syT{@zs7D&vA#3ElXC5Ly2n#SgB+Ms z%5}o^&`^IGaf#}5=Ya!@L98@-3^jPAZ~J{Er?4I@Tac$0_vw($$fpp(4v=LVJp(lU z8AIVES>;)OZ|R$1%PW5HFDT6)&OpO>PE)_gy@H%fC&C7Dol9E&Qs$SR_)5!5-yqk$ z+^lqqsR11YJUv4KLpCB&`1L*dW~t`@FBdm?VK$+)wRNrS@OhbT4cUkB z2))=0^Cha2^QdyFhE~7@;2Kl@Mf@4bw1G}5eISwlk1mei#T|;D_5UJ`|0AVG&yDyZ z{y%#8|LE&1qyqof>*9Uoyzu$|k1uj-u}|I4|NP`Xf8EZQ)d;)of4}hVrHTYq{`-p@ zanog?kbYYa@!5AZy8lsP1y`<8fOtGHnT7{E<2Dft{$6t)Q<}y>KT?kZ9-SbcS&9ik zm}tawT4~ai>^&5-C=-8DpJxQ z3MgIDh)9QoG;Ep!C@3k?f;57Hq=ZTcC`hW*Mp~4V2Klb#^Ss~t$M>Bv&NvK@ZgB6l z?sebSobxyD?AAFAdYY_Ey^}8Vt37}#$Ga3@%To`lWSrv;c$ZFbL+80SN%XL-r9Uxk1pMW;IkQzR*76KOT4Ii{*uI1L0;;L z4ERMn((r7hM@ z@=Wyg^&^~KzBQD4wpV;{H?U(R?fLx!JW_(SsIT6|GR&m}&+?}B=_5GKaP7QR&JO%i zIV{VGKr9T1fHhdv=Z|?u_!<|>*uDC%la{=M*%;%Wx(JK4;3*~aT5lkvYp!SkF$Yd5 z|CX2nmbCxnBEZJY=q%PBhE%}D-~qHrw*D+E2|#K!UZEyw*36N62m_O4;sSB{Rxysu z_vFZcg(m?Ir!RW(z|a*Axd6S_$=1J!26oWdtWiMd1>t9(9$d3{QoII33s^URoqtBF zR0l?>9dL#~!LDuhy(G%Z7!{{oNN@VcQ6YRGPSO!!H<#R)h-WL3+LwjYVh)%-!BP7;e)Ja?#hHEe0LN^4cH`b;=!ex0yhuLF+lz6NpjSORUEcKj>ooC zV08hMmt}RDUF8Ef7yv?8AxAD~POTO;{IlZ;Y58__mF@k4Dda!T3vx5u3%@|r6S({k z`<__n4W9lfQ5uh-LhKnv`bDap6h;DRf?>)Gg>E?#;M~ID+flw?A%AwVchJ85+6U}D zF-Dot%{tzlWHm6n?g58tE%}%4rTI~5q3Y~4W_FieeL3GiCh6Apor%ml&?aX7n$^N! z9QhPJVi%8W5sTWko5Hs=E(vHg(ARIfQ%xAOK3}MQ6EE{YOo!hpGaHFe<*D>VHv=!W z+%E<%0^A>0W4ps|Uz`YGy{UapEY$u=c*>l{KIG0&ODpgnww4usc7Ebcr4RcyxmyTv zI(Pr)HFB*51*0^Zm+8XmmLt#Ek5#0dL_6w0WT_&gb=b$~XST3+N64v=2b}SBa-_=B zUpDW4^$DUFr_NE3$8m~G9${tn^UX^F3?|L z2sK4;!kK?G&PNb#%3mI&uo(ETJlq6p7=1@tji|f zx#l-uQ|VP-sNj7?G>xF|_P4OC#Kz?xpWV$6K8IeVLKQyFz1v+-PDda;go_~@ne@x2S_ zpYTO*I2l*xi`ifN8rMO{ZNFlxR7o1?G#0?wP1Nd)K8AEP{u#jFnSR>ScxK}DDO?tf zsX2+}+G@||&23#RB$nnhX6r}=#}y{^n?{4YO$Lv6!Hbaa%1>7A-R7pNnp#<0>AiEe zNx8SNboP|*B)+mxwc?x;aT#kK$zv=pM0)8SX$Wc5@+F(L$WFC2oJ{=O+S#Lt81`?F z4olYSzD1IgMSi}%6r*Ix!KmY^YI z*eTM#2YI;sJChFck?u#0ntx9z#ju439Lc8<&`eAk#S%TmQCymrTA{DzBk8*rT6>#h zciL}p9{nN1bm#I8j>2AVa^<|FQJW!WVB2B*tFA;}`-YFGoBm$3@CV6;Up!&zcolBU zTeqXjP3QUfTs%{Rc03U#T47l(%^OUTwO4&jz0I$|+n1Q}Z}I@2w6}_rl&_mnaTW>U zCuTv+v06MmlD#^u8RiWtu#S9rdWn^u!5_xHWKIk~E_>|F!pWgvXSq$!zxM zfPG~>p|`{J{;k!r4AV>d<2rsE^wBzu=%%A!!K@lr0d+1g4MRQhASPKHJ&Q~G0^xMD zE*=)3-lR6zRB_0XKYQ4C8~lw*Kc#z1$8a)@to(X(ALLFD#NGc4&)QQ8@1#@&;f^*L zKXsaJG01*#=*PR=>E_p))7y#0s~l^F@$upO{2UmhDF(rC&-KK5-9FW@cv14?tAN%M z{aq;nl8DvHG*96q`9t14PWdSD*?Jj`lmbz=vJ1ZMmHy+r42xkz%;Q%C)DLwX{?4DZ zydGoNphzZT?2vaN(4Z4id)OnQzCjd>h?BK(7)b?>2bw#9R5b!*ut(_7QXarwo9myiuHit|-aL!mr^BcE z97sH+xaOKniCLm1DeP->8~No!c zu8~gSBIS%#{a(NS?Uvi*TV4I(QUsR9t;Qo$T}DcY$DM8brVN)}(6H@x5pvwI7T+FK zsC1o*gDINCza>SymZRAlm|#$LhMvMJC5 zl}%93sOB;gcz#9Pb`MA9WbK6G;+S^R65ZXiQ|oxLZ2mnC4B$xthvn?+kg5}#x(>4I zKawB>Ilvr;O`qb`d!BSu=Hst+L z`{m7V?L<Vf{T+cYFC6r( zgTJ&O1SepDLlptkKLC|~ZD4DPKx^!v4DKIO@lFRh8Yc#6h5$j^tx$Ce^_`#{s61tvXkiv;#HhxXLWrgcdw--$Up-@xs*Pe$f!b)7P zmjmwkxmUDAF{vJ;4a-&K!R8q*Y*NgfGrRk?+dtwT%$~1*1^{ z1Ol_@DE7~vKUG`*X8!k>ZO};}#1aXbCM{N!!_D|LEAF4XKOE59aW}=xT60_!E5}k389)2aw8z{ z#5QS?zLqWIWT<&mR^HDPXyR<4a-}QMao*H?q}VRazxo#BK__;Z|wvDdy z>&$5meEg3iIRhzmIYbPgx|O;$0N z%IkCHm-E(6eKmi@STqtEr->kv39C^n$xY8}H+RpjeKsx|$uIAlbR5#SkN{9l@Fk+o z`o2slTC{2n@@(K9K~pGbp9BbKs4@%>@t<|^(w|tH=ly)rmHxV$k#5pVka&J=E2poW zzN1XXU66yd7YemGVfgyyh`Lhma7McEy1$5U>Kq1d`zoxV98& ze3g~pKmguK{Q4W)I?bwwb$sZoE53=y_>yvStOx9`RP+Xs7%K1p*q4xXvkmB z95_*%IdpMl#68|Uw(FLzXYH^{AVA7l&cGffF(rxO`g1x&VQNZHG1YIs2uv$*#wO}} zxqJbrC7>SSZ8`bFQ50ZSu5Cvd*+Od#25oTg>QYCMtX$D`y~plbhvW~qY~yD7*~4ddKhg9OShi5h zjXGEPd8h5Nohx{8Kl^&epLYoQnc5O1#E#~|PlGbk`1n0qw@aWf4wzJ4s}oRVZMfE6 zQg^Nrx5WU3Xb~_K2ImqyDqU*@Q=cxi+owd8*^+r|_=q-L{p3O>d(iq{#|$5TTc z)qGef=c=G4%+9TxaQQW=PA0b;s#{wRR!IVn+NQ&n{FmrmB z9VAW~oyS>i#1xY5zw_C}7iwzi3usaNFtt69B~OeDNI0OFdT^jAj!QBlRs#JL#`kXB zM4cWGL`kvK|&WpL4({%CPnr~x!c$lK^W;FX!IbPo~ z?GmNUbYvU_gYmZeQ42F{2b2Upk@&7j3*X@+q!d3Cj+XbqJdzhz{IksQ{o>cXuJS00 zCF%?DvoF0K@evKe*^v7pyA-pGDKu{_rNuq)8j{9nXg`qm_Q(T8IQ!j;3P} zFpD07VOh*^Zn;I^CivS>832aNq;VY(!A9x15IR8z(=fM0N#Os)Yp@*tV;5kU5a^ad zXu>BxSjK`bhN@>^$tLRGf=&6Koh#@CLzX^7)zy-Nlis_`cKt!yQTywv<8?AKy95Lo zrhL{e=5ZQhPSPvS@}#osR!sUjon!?^;7@C;sECH2G4*Ko2wLt7z6v54>YM$5V~0RU zbP6w|P=U{t#!++c-o1Q4pn%{-0FAwkoLqoW1?SiD-ytKw+D#XXI6~NpS)}y^FZ`g7 zW>JV{@mFI6%YxL|2!8z-gdjoBJ_Bn|MMe4|jmt2J054=<&hHTt4JHuHJ=RKd3OFOl zZ53!?DX@a6pYTKwy*rm3-ah`_M1bf&Eh0$0O{)h&Y5w!)1Pfz-0Q&=2zhdnE71?V6 z`1PCr^WV|U{aVq--}5&ArW!eZGAU~5m$lX5FJrW^P8n~RbxIa~O5pwIu!#)Wt9f1( z{F)9v?RPD+tgS~#Tc+Gwd418;!tFzPbaB3Ozfz{eBqE<}{aXok=)QxXTX@im(jYR0 z?yJ;`UnZ^S=Qq!uwCUIPM~0<5mww0R>Ai8=&U(6@Ey^=`PA!6PvEos(MZtQfYgsYx zzxlvxM_FGdF&0rEU_x*24A3dxgFX=r%5g3rvX-V>TV(=LU|$gqQ)jdv7Gw}k)Jz2I zM3irY*7Sg>tqS5Z6M*&o*Fpj7{%Iv z({j@p<`iYY5J33%7zFAy)LyZ#t4i2l{x?9jK9{8R1AO?8JBj-NCk|izhgS5!@GTll zH!_N`McMx3=!y-pNaVzXMnJvt4Us#3r!q<2w70C7iXfxH(}W>2XW2rWi4msja@d%F zd&=W^ytpC!OKh1Y1O_SsVuF>Ci9UF5TrA)DIa9+Q{P_AwnK9&iQKBf?EC;PzO3;4- z%m}n{07X!6Z^0ZoAKnPx`4ponNNu2u1hfnY!h+~K2G-a+@Wk_lwmh&{dd{Qt-#=`IR4smQ^4&E0wi`!(}M%gc7U6b(U{nh^q=o{D0 z*(fm3p+4})+GAIGbJ%f8?$c21%PTiTs#(%|hlbMn-^9_|;$G{u+Z8DZ{8?M&KyYK5 z;veL~o6=}^Ps+NZ`FBG5{pY4Hq{VJzTZss-Z1>q^J(8V%4_7Pcw-iNJwe;Ef1B&Vj z>-rikk~P`yO>fzVzIV@`{-Xk{2c;V>W!pGG1m2z>g=rS=fTgejs)h}m)O`VX4)vnw zrGYY$$;eit1z|r2Cm0nNofh=N{mls1QC+f}%XhIOu>HP=iv)|BK0w=ly!iksW8kju z0v)p&POA>G2zVX{&{u-Eiz;l>zW}%ltU1~&$`UZXMSl?jAxD4B4Vb|N9dk}275BPd z?mgro7K|Q%lH>v_1Bxa~ zfZDgvAQkKp31J8fEEsFZ`k+2i2xx>t=c7>eeDijeB_sW2;RzpZI$a0%_DiA9?vIb$pA#w(~^yZogvx>Q4i^r_WNw8 z?-v*#XYO(!OtSuBXvz`wTcAOK#PlV(9JEOfR!KC+2W9qnC;_2vsxf}6hGt=o`uAHK zwEzyfUQ5EwzKFzGDqUZ)$Zx?RB!8qk_eUp==r-MRE>G`Q; z?9zpz-D`|r?8cvJ4Ls?WirzfuX*Jzi>%sh}C(Y&q*Z9&^zZJjzBV5vEaFks=@>o=) zKQ8a)U7BmB0)x++G27wG(XO6#>D`#l9ses&+OV3oaJ(s1jvy_P61c6fBAKav{l&n? zTJhCYa>Dx6(;YPP?m4@mTTksc1A5)h@p{y*%kfir)x<@p6dWzMk;&WrE85Z{wh_qr*kgYf@E}0sXR_+i!$(R|YvV&+i2jBa1V?as4^i z)dM{AY98CCr4h;utF&=ra&0DR)O>5bbV6-EzKh6An(&@ITc1$E*S5bXM7sY})18_f+9I*GdXB`lT3SBlcA=u1+qHSonAd!-BQQO2U;?>|FR%~D2#8vgS znrQ6Ba=wcfl>Bt^Lb5$B_o!=Vn;1s%#IZLf1?0U-d2Yt}P}fGOZ8MPfQ-gfolebu1 zrg6+Us$D6T9esGEC#U-_B`DbnDqE}ABwwP0>tt_&Vt}DO{DZ|p3^AYn^;`%PH(ox> z^Jr+&6pD9xbowf1Jym~!raXCVMRQLe{9PbZ61mhcHJ5a7BwAcy%NMT^s+~@7%Rxw> z)0l4QPTOxYl8trY?gUMx|2i1fzm=XJdOD4Vh(8Xm#5FfvxkRgTIw|5#w({-!r{b^I z5g-CAwB%wsvAx}H11#snqXRfeZm0S13tpt~mxG)QV0QrNPFS$7d2aq*ao`(D@c66rNI4vwE9ZDH!hw&cvsYC>ZhaDYV<0WiG4hoKTY1JKnQ%e#I6Prg|+m+*0JHRCjbc8+Ih@_K7< zs>AdG7KDF;Tiu5m(BA`uYH$qhU!tN_unC}GunR{ z8jrS68aON0KUyR3l**0OQt2z-MQT0T_~<&BV8jvJVPX#E&Gx&O%pa#g8Ra-V8OxXt zY|(IjQ)@)ezN0-6=um}PW*t#6CF)t2CJ~axW25EH&_IwErkoMmhY5La-|)sOuSW4# zo|4o{p7z*_9};OjIV)*%cKH6oHoGFl|5f|oUQX+cgmXuYQ+CAQ{w^LeyzyU5b`$1} zOPTfbPGPdd56%RoF`M-MqKl%>h-_cVW4;Q+1pgo?{=w4z#*f~tYlrJ+9uba*z|sr= zv#4T7@lchZx}0WVHz&;4BI2u^JQ1UgCv_I+#E%mbvBi8RK}JJhx`534m#RFivRM-x zrO5D3Tshp)sOJWD3Ug|6m*Ct2{@^zH726(=aeu8`eth>+%P+A}Ri|&E!b9h7m+c+9)iT5cF=rnKlb4OW7DEovrO^LnqRs8w!?2pe~ zd9G&Pf|@h8pB2Jx?Udix&0>~Fs_v{?8p=-n8u=chl$_Xp$;j@ed+)p#XxO4dA}hBL zrh|l(H{6?{A;^35X%1R!=03tHqU$)}-tW-(q`|Zh)sSSe0UW4s!J;QT ztJonAnT_4@1~mU3L~aWi1K}9z8qZAYJ4NIPrgcDcU?9K*n==J$u3< z=gk@aoFgKy-`?-i-s|gD7903tE-$YS7xa!zbp`Y<23a?Y?@w)wod3V7F_;zLxJVFi z`j6bzLevFh7FKr7*Gc?YHJI>G#v)+Uz?@Hj+7ZFH#~)q?4ovjXE&{33T=^(SSmWI5 zr#GXEh?XEJ`K2W&0Gue?AitofDKLy$i}*I4lwX5!6&&#!c|vW#$OddTXt&k}+X6bB z2De|t=Ka8n&%Z590ExbAP5x#MYuX%`mlx+7HzcSBw>@CScjq=cfzhv+US?8%;WgqkDwi%Y@ zUfq&B*Yt?Z-Fr%W-Q>c)haIdmu}4h_3H2@+cM=F^;3pxDc;{U2KTYg%7gIH_=f|MH z(QGcK#lrih6jv=##d3cUQ_M&VEZWf3N;(4ZLl;p6c|SrO)oB=}@=YK+VrN#^#YXzsYCacPW%C;(gki zCypoQSexm42r zSk|9%OB0vUvi5NxPVxu}Qu<6SQ%ymbx(h({j3}EY%?*`o#GQ?61A0ZDeL_u-qHqj? z`4w8l3iz-0KxBe+idjiOOKDhLrzdyJ(T);T@k?~3;zbG+%mtz;eF!Po zRRRC3lL0{wv@HTG)FTITzgu{raFeS-`~{e}#2|-l73^{oL_!tlOKCg$o&oH*(%RpY zVwjA~*SI^ZJgbcsXzR>rT^OVf-9?+8DOq`m163Uy;n3#W)qLOPY)vEa!;G`smE#Kb zGSpYjJg87SYH`Egik31j*?RkUG1CctC%kmJFaVf?+nN+Y|) zCN45H?^-g)egfND1Ws2tstkNwoCgS5O5OJpt}`j%xKkOhTMjd;U$-kPaSVuA!(W?a ze^FB+SV7v@42z%DkC7o!Q*}yN6XNzbajfb^7tWAXEkAw;w&|+bH1jtnRMOPbZ+?Cc z=yY^YBPYSGbYF$vcEu|D1b5lOF(t4wzao>q*?H#9=N`s0^mUe36&Ua zaVRXawOtLMw}h>gVssnYd4gimWB|7TUG*>&aN-0XGGIL(TVPz_P{PlDS2$!?VvypM zmn%AjH9CztG3NNwo;(SI1Msq@3U_ZhD@?hcPx?srH#i}-^2jX5G;hWC49-j8$dg3B zX{>2cne@mk<|CYP`pPPn)pI-xvVTZI;>2Bzddk2gXx{gAA8oPscka|VMS;Fl4u!Z; z51+r?#>F?Y8K!s0MV@uA-yqveyggr|*eyeFzCQPnPpfy2%1|^XWV6K zT7C1x(lGm)H1!dF??E993kmPEgrt49$S-6=r-s!51T>{G+>g%PuQU6y?1hrAU{`q` zB2HdwQK?LliOvTVyn734xXkn6S*kcAyL0UW2Wj?f(7yXcYpAYpt}004DkzMV+swjt0`} z#1>rmZqm){d9(i-Z^ieNrjeaxFQ!fDx=V3g(q@YIOe#G-KJ{Vhh&$UpeWqbTH&iBrH1nrAJ9VPQUHc6nKv z8hgG_HezCHzpopzvVkgXZ%01*K?g`!f}7jFCE6?zc#gI6X#eb4waRa zHv8JjN*Vl@kf&dHERQ!cI{5M66+!8D1BZt7pE;to)?Xq_`F29Yj7dnfB=zU%;E2i< z1^uJxK!qaZK3Y!ooQl|H3fbyr(s?&|s(W=@JB3$pH8b8@7Usi|7Qb_a{x}+%FNsSn zj$DZGPE};jiHQlwNwmX5;QGXq+ZJ95nC73<(hoeiq@pE^XK_#&j+3lmk9xKm+0u)2 zFg%W*ZCid=?0a${X4IqJ#OM0EPkBwZD))}$X?o+17W}$w-x@DaXXANF;TrE_YEJ32 zy)oDnz-rZfyy@QFT>k3Ne`qN>*MTF@o`73|J=J>+52p_+rVRa4Cs2PO3opK8ZWOfTizK>?LXNsrG2Wn;rbDA0n2&;B1 zQWS`})qUK_ntr#xNaY|kLs~a}SF?!3Q`&00`E=#wXgHLJ>g75tloSOv-eS<$)Y)i_ z95`DS>F`Uxm{yN#E<4&do$~PW_CP^RbmcgWLvGs6jP`qvUhYuF>o=;0)l#LaU@8 zxHp4Frj}Bf5s+Qxck7@M8{jU0<(94dGr#clk5tAz_R#sxajUfft!&IKSC%`$#^iQM zZ$uI@d9+&WW%|!tzPuHC#32i-I*Q6>pZ)#>R2#5!tEfbb5gpF!>gyAxs2i-b;(_TN z!f-mjrzg{Tpy?fy!V4GDb|!FlhIib=mAXd?OI?#Lpvcm+TscCwx4zjVHUjoO+7{}5 zkcj-|Y#^6NNP_@2(h`y`-xmRwC~jc1dclMKUI{ojXBdu!YF#B)UW2EdIAJ1*8_7f{M$e{3mvqX1w-z?%G;tnni&@d=(151%P_ zHzC|x7=dY_@E0TAA`g#vGecIxf)*v{nhmUKO`saKVC?{c!OyFzMDDJ9h2sdi_M_2D z$jhOqay19y@byOW8K_#P3%6 z(^3xp#oqfsFz^R6L4C)NKl5UCc&Y96rB#ZPmQsGudSMh{Kfd!LK&`^~*DZnPQLO!6ow>KOB5EeBr1z{fqK#sCw#?x$6sAhk##*6$3NTcyk123^I`pnvt z04V}L?3IVQpX8&m18YL=v{3g|zP%#~?G7=lH7;v&&ZGm36D3!)uXVLc-oYQHOlosx z5Ydog8y{=m=o;;DWgu(lxnX`bps9KIXWK_kUox2w_*y;*Q`Ka$lkA=*P)5;UdWsA` zVuHd-^D4+sJGZe-<2TK-1I!dZ)k-K7mIWgDt^;4zj<>#;pez}}_F3Mi z@#M3ncSuW+#D)HAIwkGQ6Vu*z99m>xz}$7iW-99E_o4ACFO?YIdStd;BypX2Eu=MB z{7H^-MM9(fs8KYP?3HVWkh`!tZj<1~>?i+|2O+8g-C=9DLy3}|3IdO^N&!VyBxntyHLE{E)hnDL&hKl3Rm zFxbOTa`C#n^|`^?k6B>%`PLLta6gcKhY=4sf`|Cm*LDei>Hs(yHMr3Of*r^;g+b4r zKK&0Y^eD3dqCaRq9UKmzkAZ0*>=LX}z|$)Ea~nX6De6QiMJv{pPzd9uTQ)M7s8lOe zB4hL2u{HxM22|qk_Tx6=3SE){^PgVl-i-N1jyZ`i;e+;iSA^-W;mQ?@b{nvcUAeIC z8iq!7=E$o9I`xOB8+zIQG(2gZmA&>sVX~fxhjUK?6Qqjgp3voRxO{^9zWe-_GNhK6 zklL%-E9|^FLj_m3D5hc!FMo*D^^uDvu)_2$2dDQjpJ^)@#_6x(DkPYGN@(Wuwf!Br zIzYFGAYK)f;p&$A`7}kB8@r~6ave;*If2q~cJEgWc7tN%admKrCB`7WX*r`h_FIiFS4y3By<(^2hiuaCc)9;^l*`D(hB)c@u!Wq z49}ACg?O?=Jdyd(vPUGDbz-`~xN@iI7L}^NXQGfDEy-e{mY*t%ZWikIs=r!UDG zJ-uyJwb9SBbAk+6j_Z8!6mVugIGArWd$($_b?NZxqY&tKGhLayLa=A*HDbotcuUAc zgzS7fv4K85&)Q42gz+?&6~}tb-@7aLb$2@A@PzG`q<5pY`m=N;-gB2+;S2GJnl3N? zDBKinNc!$*<~5%1Gp6WC5|^e*1QC^|rFWVRJ6}S1vrhI$nlRIXhq^iO)>~C&8xj20 z%ExvDAW_C+TNd40`w{H@y`X_Nzxf{uJ1vRgH)g+wyLz9tDtPx4ZkZ#eU*`FQi$`m9 zcg#)l?=G(bvn=@a#4rSI(KaWB;34(M8(G2rB^@s^o{>^nvvOIMHGf=uG~CHKOfYY zww7K~DBH<5x^hQNE`0=J@csoZUI*KzVS}eU6~FmM9Dp${|L%xe&9zlds83Pxp3j$B;kzSc_py)qJk_0*(jL!pQjFJ zGuMVk^>9TD8x6Z$f-73-C((k3LOCB;Db3%s{hogjs}=Dg$cJgom#%T;0Ia&t?ASDw zgjB(jc=Q4sLohC+gW-Ph$OV8Z@u!f(*9u$7bW7VQW4Y?j6?Jv>&Po^s@4qkpkvPah z^q5#yvNKP|<8qDtH*)@O%9kE4JsAa@m?x9hYIJd_>L(zEP=E#cD$mKjOgwdKtZKMx zS>N~@_L`tBrIZ0e#Hw446492Zz>J=M zJt&;7Q7_9mUS7+`+n`;rfyolJovA~4E||Jt+3i$uB;l>aVZQtr7~uOyFQtRYaz>s-) z??IC(OC0^Vl<`yAe{sEks0`Y}QcIo~KcUdSe-mr9vQ4_ew!YkXJ6Pr}8*F`Sk9A{+ zz71yI%Rc6at;ym}6{fozcDrZ(wHl53dxCx4vdKxp-pI=l+LC@hvqXf6;8_qcjQO9? zW`U-A)^}?7jK)ioWJ)x3u5~E0k1?I{xf$K4s3$T-?_YjZNeRxd!AT|+Q4qJ*EGipO zg8=!gk9{#l7@IbSQFf}F}mvbC31v)PM(UHWRt z6pGW92~}A9B8&QjK8MTqdhTtp8jaF6*OE{_AbxU9Kg?B&zS*2+YYHhqz#KNOvC#Hr zI|OgPnXO5pZDU+3<+4)6cu~M262|9EBe3UnRUnm7SzwDfWGqcg)s;8D}VCj z)i>pb2{=Cl``=U$uNGN*Qkqn_H?QC}m>GiFgTpkhi8Q`i7gi{%=GorK71W zoivY&7Rgn26ztcjb7uodDEG3$PyrDv1B;K@H_al3O*2(_AMRtc)>CIC70TF>?+9H5 zw$p5uRo`U`LBt^N%t>Gv#nH0zD#LA_q|X2JCCYv&Y0;0(68~m&YJQO!}U)?UY7ttcTBqUk57^F@=%95x>FCQ`>Cds7N;5<{Bfj?qL1% zqws>ALbv*MKW(g!>?>^HV6XY$Ug1tsX1@Ip@1ixv@JoU(NRsX@e^F&X|_A-5@drT{(ooQa_!t}QOWJeHO#+L&VZdKX* zo}oNX(Xr~9QPvqoY|@d>hK^)cs4pJT&du*WNf2ba`!vFgrC*BS#}O}TMEdmnf3n|| zOolq-|ME}G?12yX^>wNTYL>X*y>!s~j)#~PQHL4ShigX+`(Q9Q@H?x1KyYpM*(7sD z>pHDztr~4#9a6Us#r7;CHb{|AUGqpyJ;P(#1;z0VRr}L=2(n|@5^+5C5=o;4&q829 zQ>~LET-{=V((MCl;>CB~Q|uYWnGhUf$MKNBpO%~YN9_yR∋*!cBJbDt z{+X8@|Z@Hy)G23l6+|K#W!c$n5A zj15Wel_f4XT%A}-E2`AHVo&U{@|mWW-1;wWIakn&w8TyFbL)JCbPG4YFW7|!3?JB* zYdTUIyua&iBC8TgLI4ZEYJz{GjG=@p6{y!L@z037dwWK!D{Wd8|9HLqnE#`2-$18J zEW&zeQa5fo12Vjf8J!nkqGferTOso_(I4d(fydwXckNh}`-~C@yud#EI~nTs?G*}* zX@@9CB$_|~lNh)+mQr)PBlR`>2;Aa{-q2AnBw{*-O!Ud8deVwMu+r>2C|o&56lxnt z(7kE(s=T(+Sce#9wlnI-Lzkbwx@qRe?e1k{yYQ3dwyi|Jz+THHrCcw;P~sYgpG2!- z>S9OvLX~Mes>*`h5GUJf^u6fx+JWu-c4hxo$O5g|4kc$9PyWRd()&km4^_#rMjt(0 zKQ<2Dd&TuSEl`di{J4(O>f|>Gu=vefZ#w#x1^xx%Fa!es&yqn{#&@mb7>NQd7xK9O_eO70Cgik_JJza-Cj=sK0&n9 z?fdg3Wd%Mrn-!%P?jDU+#D%^$ZRhKTGCpyhcdl44tbKVB!0}qAEj&9mk zeQElv-F|yoC?Y&rkaWSLm1|LY_8YZ&Gv1!nd}NUi86TS|lHXu_;L|Pi_&upy6MRPQ zf6pR0vn&IzzME3r_A6*>43O(8HL+X&&87Ab1I!Z=F$+`tL7I3Kj*->A6ixf)?`} zo|GTW2rE-+XHLaY`9WsUmCDmayxL4>N#AoFkdTJ|zUYQcqWBfX1Zyc3c8mDT+xAlq zmc-xsIaV2hrnZSv1+o2dKl*dlHJ;3ZB`avLPO+C_Pe>y#P;UMnUZ^3b++i;((<{{b zOv%{>#z~PPf<80+FZXu#X%M@0&$tx2w);zIJ?M8sPVTS ze?V09rP0RdDR`tCEV3Ua`gazM&%LOSc`fOl&G3>9F;LR$_pQ&4?ulzIq<;CCqam=-gNgr>D|40@7T&$g;mBksSmm#SozWdjcF4`yD#gG)?F@xJx~#>gekFj#*Td?CFTud~TYzKU{3{tXxS3pBNIf!vLLwZFfw z*o0p@K3O5{Vt8@W^I{jBU|)Zd9Pcf^P;aIC56+`%qLw@r0={#F;9xm*itvQ%jvsqf zmow^gUd?MHryTg`nVabTs%sfM?W6G3p$_#gbiAs3sa&0s#sgmy5rxk4@e4%sE^vg5 z+Xl%A1EFolH88eehgK~N9ZCYSIy!m;!>&0IsWj0e+ScM4 z4^ssKA}?1p%tt*Dy;s^eZXp@ zJl4XSYZyK>){bb_|506XYi3@r8LT?q3qdmsh{C*=eBW7bS{n>}?477F9bol1$cLra zkv+8oiwjCth7x*0;1=P*(*;2?rM=04{FMfU8SI@aIkPI=2bX6M(qb&`? z6n}~wa2yVHF!AKZF#Zh-t!qll^BybVe-z$sh1InD)}&~l&t`>Czps2b2eG_AIGIU~ zGAXJIE8Fei-|%A6F1QB-Sc@|6H76|%6ZVNii^U5*+CojkK~tthSuO@6xrt7Pf$c?UWy%Mx6?b1{Ho&}BPh9qXZwNec) z)pUjVa#T68vkAhQmvm1=)}Iy?3gMm>nq`Ng%lPY3ACjBhwp zeqw(C)t|oTgoIr%qOBgD^be1Vzn}2bk6r}Rz^J45mtyGmPhQW;j3D~=H;c@J_Rz+r~Tz@`ACaFhcBo5ealeBgp#1`*fjZtTN{ z2EPWA;6#T5-IwxVk7vS64W8fPsgki!iqn5a{C|pPsfORMnWs2c+BXF4s5{T{Z-#m| z=&YTbj#Ye#=DFh)@!ul38(s}%I%U>kd&5OYed_~)!YS(T!O7F9Y`EhL8p{km0HDC~&mJzSI>wo5`%Wv%Pml1usm&>y3yiu7xTKfwA zIm=ul&F3S8=tcL@62n~}WW^KiKI1h%{cm)X=zn&7H8YWAPNsoqK4*$#@nZ#cXz1LN zA$<5Md*5`9lRJ&s27_Y2An=Qx7JdM-y#vLpZm)#<20RXVfI~j+kb)6W;2n9hi2f#hl?pkgqKk@ewXLZTpA!9Ouoi zX954`_jnzN47DxzUjN^$u|`FHAlTb|ki6_Cjn_wiB3f1S2-l}wvQ>YR@0a>}MfeM? z%6Uo42O9{er>Y4%xDHN-L#vGHzWPZ&MJQCFsiAe#G0GPO5)ps)A-Nl1gj$-RU*o z;>~@F7MqfuHEJ19kLgnrx+t`qzE#EWq-!*knfvY%DG&VKVc$x*;2cMXNpp)7X&JEZQ0An@nX_i`)zVi!_MVNsqrj2j z82m$Hg1Ww*_!hxnWt7_3$~`96r@vZARX9c|d#x=F&PJTxH4X?#E0J?=IO6=_RQnxU zy`8)Xqk0&FyjUaFFU*cjRP#BR@td`R-_mVwovB}xni-mBpg!J>|Ez2yX?kMu2OaX& z97-=j938b9p?CzeP#P{s%15*ApRSCdJ-NCqfV%pZrGdf&8hZNqy7)%H_#pNNy?*_# z(n-629wCa4L}$ZE#BV1maN%gV?&j0o{PP6=#e;s|k|~$O6M4+dx%N!*_fsN@x}-}Q0RbuL?hYyGlJ4&AhVQ)B^Stl3|Lw7VIF^G20@roMob#wn z*$v>sxbzgO4LQh2b|UTGtRIvw?W#(`LUuDgl*a)T%e^SSeV3tmkez$jJH)n$BQ z3a0|RWJoqVAe3e`G`t3zLj2}<=?nIu(gM>e^#;X$=fU)m3P3SsHoB*{0H++nE45g+ zmHD&){t*!2g;@FtMZuoZ=VXRemnS^#dE<-Cc3Fg_EHJ17_FrBto{J;%#(d4>cv?F# zYHs-NLf}Sb#c>zke@-v`i;Ii<$H3mzOml$*9RYYcGG~0=DbcP)2GUOvuo*!QS7!qQ z1@b^SN(B5Vq)R9Nm-PV2C?sfnXab z%ik&%IV?A=TW;G!NZ-(a{wM{Ay8x9Qx}X)t$-#S<&;AYIMn0Elnlo)Mz$AWf6|k+d z43Bht?x2MyS_E%VXtQh<(3(b`476^Tp@i}9Li*4Qe}096dbyMl7g2l2xEN&69#lRH zdpS`DxQD??rNX^Vyd%@9qi9Wn2qOwAzB%x28|BB4pO_x2IY556rZD>FLWtlVBOc%=_UC>h|C|Q*hCDjqpsC~h?p5eE_HHwJaN8&y07*KU&S2cHp@KVH zMP@pdn&UTaGFES?E4Z1RyG${W-)~mqS)|kj*KI^r*l4{OX1^pxc__2Xl4-=xQ+|2n z`wUyM;tdNG+G0m`i;~}wA^3{&Ll?^~8RwO{n%5&$@*ui=wUq(U1?#Gf)`3kdim>wr zU1+;E?Ne!U9YGrHwTy47Of|D>e!Ef{Uds3-musK0>&2M{Yu zrmOu{(Rd^{GrQ^Fxu<;XvGPtaSScakoSV!qPfJH!uu2*@-GS;EIB`IZs=j#3?|_?C zQBqiPF%=nyCFoSCpPrHcoa_Pv1GQh605%6a;65MB82^v|8)R?+@E=DY7Vv!*;N%0? z0>5n6yjun_7{pAbfWnZWSr%P_z;AXhb<3&WMCI4&5l9F;1DswX;IezW^Wh~7B$`0{ zSlmFit^)|3zh%5SiSVzV($Lfl1^?^o-aiRomx!$v=?2U4}QM4|&(d#$%Kt zU=;~cIbRtX8U1ItS>ynWtmzmT#eqx}7|^YQbu29-<2S7fo5hMVeKpuI5P`|*#5Nge z$t4ZcB(MM<1xFS51#sY?L0YU>YL56UuqzTeV5BA_0K#*O^yC46_=X;8xG*~42f-NA5{^%Pfh2hC*Lr3~WFd@SBCWbZz;BHKhL zgnHfL?Xf$4cg-@~(>-lGwml60J0h8?_gv~=)de(?W1z~3VaYiwlrng}g)1PYq4c=M zc0ZTMLU6AQAlsZOX~JwNP5uDA|IWWYk<(5+svM01u+R!LAL{gdZsF|8Ljb|1!mAlo z33>TbLe~03($ls(On~0&?3?L0Eo(c5Se5NyrgK&$@KR z6WDT5;iXRah$1mjLi+XBJv_$pGCKmEehakQbdQCzJ=p@oC~yY2c@3?uD>lnjo*;eJPU=_1$Xk-R(q8GRx-B&(h6v@uF4A@ZC%Pb7X39cvwO3Q>cr8rc)z>S1v>Jc=g^tN%X&U4R zUF(2*4&Z|J0CS{B5GV<)4r`|mZdpdHD)FYh2e4ma0dXWrFME1CbM;7~(5YjgL2~tD z?S)aee?7fY?o(L!C;=1{N52gg=h1oVaOtKjJV-(0@i}DCU1*`dRYfqkGo@DxqYrf# zXu)Ss0$-)R0I~#tDi4y3&H5LT$MBtqbD+F7U4;y2_CQo5K7_am@|=O2ngdXzK$Pv8 zb=HIs&OC?t7!+u#fU+3WHta>#Hts-m(H~G>cOv8ue2iC7-*!Jg_^Jr?#{R1Cxr47M zZKgOExoH)?dr%bZ1&IX+OWMhsLGq?Z)src*(yr6$j?1^#e$wH~ZVFv_ZWL01Po zYjAe)3;v@5Fg6FwV|DE!$oqv`)oXbqnwtmnqtk za9gepHJ%sQG<`Lp194iOPTg5Mwg_5E|A%{;<5dLwN1rQY?sXRG7Zr^3JDHDHQke?2 z5xax8I;GPA_5LVzNBSLYM{=4AOQC()7l4I_DQJZRIAEKNR}PM2JylB|7O2x@B@ttqjR(~3KURbJ^m}#PD6gz zij-ny`|WKbQ}^P9{iA~5$4NX$&Njr;4|rEWQsDth3iurT1+MSF(e9X{StT8u+7Pxt zdCNI6fQbUi+wPHpP8h`BKmtZ80k#1G5zzsf#0UJ+RZUjwnAfQM+l@O51#VEZZ+Pn4 zU`HFm)0kO@3G!87v@?!>d%t|{wdWJ8`Q-s4JZ38o5Wm+(;TzxKPZu$ofT3?6-vN93 zd4^t;An{i9tG}M5ab8}N6v<1kDp_@q>0~z)gPY}{D9*!gn#yo|)t)Q*z!#lba4Y0d50%nJUN~Cv{iwH$sTt$FLEHf6Z(aURv(B-~(ed;<_x@73 z?1Bh$DgX&YfO!@qsKWR8f*f=*;JtlJXQHc~`wn=tkTevC&fd25>Jy0h)k`n6E!?T4%C(o{?jxJz%lJVuRXB(cT5ErK zVu4x(5fYMMQ9xuikdhb>W&u47Bs@Sq4hAP@Af7M_*bzYz6atZO3KonpEZudyoy)dt zti^gLdbX}z?c5gxn6cNdYmd*GQ)1Q_P z#o~^NkPrjj$O^aEQVrf^t0WZE&|n6%?=#PLZpFZ({L!of0Vu2+SQpZx;`NJ{KhEo} zP{PkJC|2co!O`~GzzH_P86S^a2uQ7{uNy~M8tdULgOvFT@Fa(eP?+p&SXQVr(4ba1 z_*j?23PSY!t`6Q{hCAkP0DK~#Ei}two(Q0(P{Ip&DF4~E0QcI^$9&&Gox!3YOfNl2 z7%1mwdq)_2n11rQ)p-lICSI)6w1D7JrTVqYcMZ4xm5;0W+bY_6YDSx((kzY7kkpzA41ajfCDv1 z(l7$#bckj-7?sc;Bs9Z8a)?2^1+zX4iQcCx_QZ3H1 zokL0+ffC|p+MTu892mE(Rfj)II4=O{Q^1oKXsEv+*dAd2=va`QZ9m+f4IaB8K?f8x zA@-#Y^vU_oFyGbdSrfH)rvD`yC5e)fV%S*Sphztv90opq@Z2FKmvTNnF*B_zmP=&3 z(X)s94z2nTB~Z`y8x2oj%wk}7&M8cpj5&Rj3@c5JZafqLHe!?*3R70FVTwiGhOHcP z6^&fgz%|#!gOQ5{e|7c0qQikLfsE10+8sfsyyKz6yYw4xxCdr!#_X3YOG3SfPn}G! zTeadlZ8G{!bB?y2-f#W*+4^hy2HS27&O}-#k0m{saKR)puZXvvliFksVfZjCWlO8T z`LO>~<;S7Iq3XYM_Bm+}MC};nMS$raO+JR1eL8ol+ej&0{ysM`?InQoRM5sO=6vrY z5g{3RGMn(2P^1`pP=|OQII-8gW>oWm1*~wRWlh=aMZ?^h!)uC>m@7c3cg*t_v5VMJw zd%d@}8lw1FYQN(>hn!HHk6UhLtE4cuWEtqa-rL-Fmt&MYoomO|zOY-|@gkn_uO4E$ z4?OLpL+wPNZa*AMua}W!e&O|_J*HV+w&pU4VUn^bORqOg*dGtpZLVXRP;qaQxh%ft zuZ&FoW^*Q!F z#pDZY{^;9RYd0@2NTUm5sfswo4~#ZQzvApzx;#hG#!`2VN{p00OgJIZF67yz?v&Vl zA^s51M{8#+xB`_v!7_0{(SA=CJ35my(yS|pd_rDE)mGo%f`~Y}0R7v72((;VzoUiL z!Jan*6RN|-#(0pf5ehy;ggsgfLgs<03Svw26GW0gyfkg=Q-vuYOVAy#ba^j^*ne_b zCA#B*3wD{}x}Zqb$%!2plyKDya-St>uobQ0G(`y{{i*r5gTy-~F>KUM^+{RoVD7{F zR8?t8axP!mqWpx0<{Q@(O-4yEF&L0>!=8HXZ`Es-PU88w8@Ms_Dyby@b4k^gDcArG6_D0Sofy zG9>#x%8=w@*jIiOW*!$UcJW;+1dFxp?Xs*% zS4_mc@^^X_G0A4Bw+RrsY>_GZ_@8hx$&~d7fgS^+6(`^>-$|n065?FZ3O~FO$V% z;X$)0;@1f(UU!OU&W)kYc{piTw6bCV3uGI>5bGfRP_Y*H z>j$qmR%(8irisJe;p69b2fj~t$FA)W{|5P=m0B;Zh`8ovM0S`~gb9U$|B*k9TPtMU z^N;gs-^^9?ugyHmtTrOpk9_z+s*3;KqLb&b{fSIlNpa`X<4SwC5Sywo`NwX4{V$j& zUa$NNd~>ew)M2n>{H$Fm=05jzdEP|D7(dYl&5t90 zD{XScz?PrxdNcSY=n8R{-O5H#iSe*gacW5NP)lUnRUcT1m{U)|S_dM<1QJg|B^~u(JlH+4KI-aFy&JW!l^KYA%tKbkiF4vrg zCH4~r$Nsg%^;$hrhhMlZC-msg5BZM|EJ{9CsR_O>a9|VZ2Fl_i!ot1z;bOJ&JnSx< zDIrQX&PqhFL$Ob?JNx&e2sjJp|9yM$%PnByAC`ypr<6KRSmn8dwcf}}l_xZ>I@XFC z+F;b!W=$^JU1s{{5QdwWGRIb<^^`=^S2)aCZ9ZTChtQ{_Z4LqFH~rP)EaVdUQfZaffSjB3VbXo}?IHOMY_9d|x-)iVejTLt2md)n@KQw# zbv_(vSN3=r!*V8Fr_8^&t~2&BcU9M7 zh+0vOt&dNx#44@~`MfU~$(2x*KkA9EFK-vTf5*5rUrrGKg4{s+G=Qg}+o92Rjt8WV zf7Ox~;85`GACBssfNxgy*F6=}A=b8f>A3DUNxGdNb&hxAJA1=cq7Lew%C%IEG1;u% zamK?mHy;jt!f8usfggvW`P}gl2|KY*o8*#$0IY(6x!oyLy+G zJWeIjX{G;O!z|lkI($=@mHdHBz;0?<(n;O+a?GqeCu~rg(Z7jXj?Ados;kBB+oW9R z+_8y=Mbe+c*3urTRyV$DW1LO@Vbd<#nF+oeY8jPx`8HgR7S*E$-uwf?)lJtE{goM6 zRJ<~hE`*~In~n$9bw10kV4Vn4&|$*3P2l~vW?u4lL@+yq$0vDWF)l^KbePG!5Rl@Q z!c;h4JuC)61?qXvE{apUHgqJ9jUNoATp*$2G^&tKv*FT-C$T5*`{U_X89AovC0^%a z$b|&!|H=rzjxns4QG&~=WWi#yf{bD4VEFCwJ%88{NAQ>7@S<(96mAsyXg>Dsqa&2L z5ednR>0T(|NZ3fcMj_%Vk{R7GLrF!g+UlNDUYQn?q{e}`G)KyK3DmmI{RZtRB-kgK z1=!X}Ztj@_rj2HyOY@>|qJJk0+x=ZCGH_69S0~{u^^o6iHoyNYQWG3Lu>LR+dS=)t z@NlKYzudaGVuaI$R;+~zVi$X6|C0Las!4jel0LVyaC2jkz`_QIh=uiTh*M#SW+{ot zG2#Oz*W`{pO}3pBPulpj?qnsqz1}m5wV5w}S7NDnw#Q4X`B&*{Zd~Lm_tx=j+07y> z^Ut10)8(TTJKCLVtZO7u2L?$2HmzAcX&W8y5U932)#)5;hadC`u+eYGR6a%aI{K`r zZcHC>s85vt{;adB?SS^Y^O6{^5Q`j9|#!=f7|d%{Dz0ch{N)jm_WDw8h7%-qgrvf6oZg zRSBA&lf1mB2U{QQe>V>vP5a79*FlCb1%ycP_@~ z=Lc@jHiq+Bu-)!$JFU_wIri+|wY!iin7P^xiH=WCOL7q9*40g05Adht0jXEhVPm=4 zkKH;&B!P2&H89HCyEyaOL+DG7D}gET&dSPyj_wr$VeMsSU;R5MZ0j8=#AEvZMoLB( z+w*+X(IEy=oNSXjsbJ_cJ~`Rl8PvqxKypd-z&~#7vcA?2Uj5V)NBHw+Qls7|31!@BdWIe=vfjpLdC_XcKObI5s(EQ$PL|~XfCEHqrmA`t zR#sw(TmCB;UP9zT8Re@ttI{;0Mn=^CQ?QO~_QwyaKL{Qj9Uab1kbe3!!6Ec?sfx~j z$ST$>iWL?}c(#hRZ3&ao3@f8f8PXD5)QrnJYf>gz-Mq`U(M)I4Oz(5?CHr^&@0z1J z>jj)Oq>#0ehcVqH?n7oZS0u-z+7NSQb9C;wxk0>8jqgyx7AKys$77mNH7eMzcm=i) zMMFqJ4kk1lro9u2FvxuPjxo~ZycKBqOy6Gr%E%WgmcR=%W$L~di4S%$eRVO?U42dH zBb4idDl5^QS#sRJTueQSZ9`slN0XUG9tC7i$epA}JjgmZd+BPQr1gEe{EE z#uOY6;+;6?xtqBUu}?>Z_t)jm301VdAtbv((|a`-8U7yAc-#B_wXCn)ctt9(Zk7UK#1MbU5l}V?Bz*R5pGyQU7bWm5^NWh!{Sa$Z;^5@WqC=jVngVZd@9;3Ex;h>>vx7zYh6KGD&|mTtep!O^ z4jl3FU@3Hkm_^mo^eP1XcdNh%ht_+WWnkICkYb`y|4^ey`jnEo9TXtnGR1+nlHn_A zy(7t|*zS)d^^384fw7yoZr$^Arr;M7-IS62(95f`jS+V419s7trI*)5el46<(-jsI zZ<(79-$T_XLDiOG9eVI=dMS_j3E%(~r6Stqmh5Ff(wX2r!l6@C{w>2y@-QzY{5f*K z>%KvjHT&dRs~N{3HnDhYN?c^D#~zKLDR>%JEbRA|V^&-y6iI5C9?d~jG;zhDaduCl z(J^PYFNPU>(QX@DgLQ(CiX7b492z%B{l}ur%+!$9cI&&YZt(sf?h8%xvybWZ>yaQg zhd1GNcKg-d`vQykdZN3vydoS`!>z`1iknoulK%C^!)aN=+k;vHq7NZhEA)rr+h4Uo8sM|n z+zMflYg_5fQ}_VW$tv&80uMo&3D@r)s;|sXe6zR%c2&ufIDbh17OR0W}gtuqxyA0fG2zMB{ZgKR5_y_4njk z@V>;ufxE{(CVTWV5$ukn2tJ1$LP|MI|1pIMf4?<;PS*Fd(1!#T7)-l4nbV)`n9r-Z z-tR*aRw*don1`nt^9>}3#p3dx*-)L73RjHcMDL_m*VUgkH*Wh31t&Cz_`1|AUKE*% zRi&3?OLRS9+fuUESbm+*eu@?%ss2v#m$y9=!$6v0d5~8zvnPAIXz~ORrZFv*WCjVJ zUay-!%b=qFTrfUHIFY?=Vea**H$8^5_Kh*F(}>RQh$jlB&ymBr{1tpNq-2MEc=f*( zLdP@2S+{Y&s2Jj=sRbyiFuzZS{IM!)3~p-T6U%tuQ!yOt@nVDxkZLJZz<~4WQ#OtN^POgm=h0YKzXf-6 z?gdSFx3L}TZqvDjkqrNph)`^xxmDQVJJEN{^_RLh;3s=+xu{}vKprry+&-SY294t8 zc*p8AMG<3?I^=JypU$8qo{Q>eW9G-3Z~bY#F|1yj#XZtUM@V$=Y;Nsga8$W@erQUN z{g0Ixg>-h7ALEsWeBn4^Y_vXgn^nXd$EJBoI6gWRo|b3JfXQFatnC9GIUU`K!O4mDm>6dR%Z=^NN24^N0TC5kGU@=@iGYGi4{h(hR z07%0KP${_Y(+et27)1;Ib#1#KwQbzO_c@QxIGt2g#2R(RG$t2T^?YV~_nPPIvySkD zQV}wFnOnPfqC>{%8xpAuzs<|cd%n{TmpWcAw`gaQY{a@s2JoyDKEg(>6a;%&CsVER zro~__hKw1GFSbzPz&s_=2#liY#qfIkChS{FeCK(d@kxxC{1G!nW!lKhW9C@Q=PZq| zuX;cwVOYHSJh2wr(sM3hH!)h-n{?X}MU7*4y-9uJsree#--kj*wtPm%`hic>PT(ge z$-UBVi7siE=tk|{FCVvX?2ZHjoBmrkL6V`60?htfwe!KJJjIMC8W~WggKQgM9@5vRcXvvYyh0%}vJN1qRV z-@tM6ZRKRtJgHn|_bQjbI|Idav6a6bYoQvZ(2=L3Y7OpleIu^N%J7@lsHT%wpK313 z#P9D%W21NxuwlNp`7TP%FhrZw92KHoanfRvgwC3gMi@I`daa36%YYx+Xp<%}R<7+| zj&PwCvTJ~U8p5a=PGe}F_g~SLsdeSaX?U^Eip5d3Zlju%u?zN7!ckgw?osiYpNa8j zzD?IH=>8BHDP(25CqP7&S6tD8;yha#y%W+ARw26xcTTtKR}WOti@#soVcmk%>6o}s zTfxM(w?7+IAjeMQ+RZ~@K>@4Ai7JiLxB}q%eFKBUvBgDT+V1p`$vNu^I5_PLv5$6} zR)hSNA>f=XNr&6HW`7EphX1CfdO+ILP?Ph)>75tw(~11W?}{DK195o#n>hyP_`Cc2 zohLUNHxEeg0pNyTJ97hX42}s*G9iU)N(#~XvP)+Ng`XyguiCJAYBZqjh=QevA7L_k z{uvCI_I7uLl@m}G43but@z-^P{b2%nPY4c6ru_^Xr))qXDx;pqylzw8s3a)NDEP|#;RzyN9k zd!DrLX=S?gGoD|+eyORe|CIL^p&*N%n4RrQW-}Vf^Tz}&L#fZC?vfpiRweEpO;51X zGJV03XQ=HnW^NIFZ8e%9uZPXsipXT?mckue#JX6VFm4-e4dNIQ<{Iff-Cyi=SR0<7 zr7|jcV?OGYK&FA0!ReN7!o26P#JPRV3kHJ^={rEXJsxQ_{1zrks~7Y0OIafyH{(b> zUR6HsRQXQPj|hee^7rISBsAw|R@-^4*&a73#qTR3e<_ss{AwiH@n;WfxiS2d#rR1m zEsk1&OM~FMFon|T&fxP1m;%=N-ohWZqRr+HcX4@y&!JkTou-(Lb&5b{=GO993vGV0 ziP6H5H?zz#lq+{?z6fiaqZCQ%8v^Gw-(7{|BXORr$*7c@1m}ld>{RmmgEtmh~pwb)%=wnVxY;0_{E+-VZ zYayv?5eBTumU8P7w_q9sDKY2gwIOH3$cGoN>)dU{pv+d4yT zR9aff!NI}mdaPSbe=<2Ua{&^Z?fc&(tzOsp6G^>e7GpkePeq6z<#$oi(^Igpcy>zp zd3NUo+OhW_-M-qwUU>ud#hE3mJ_GuX^N?1<=rb3{frbQ^!M&^@kNuwx>$K68Q{D&w zL15=iSPu{~;Y+Ake|@_4>|RKrYr1_|0~0tWb~z#>54SwBkNgd zAY9S+{Zep|cE$ASrENwj2`$$HcLdH1$8Ddv8VTxVFX>AL2ZHmcf>-q8h&7oSKz_P) zF1?cLV&hMBD_+-Hv9z@_v2&B+>h}JU+Kr?go=VX3rfvK1*~}dsN_4}NeLXxE(gOhw z?*Cc5HmxTbYPRkOqm3&a?w3DJ*|ix(XO33Hjx2w#C(;gW<7Uld0P`1pC=ctT98k8N zC4T<8bmpDF7Ek}Qe3W?N1r{^rN@eV6Z*k>RRF}i%9#7Ogl}g!{1t;N_3q1I<5n3?I z(*RfUYas!r_im1dUr*DeAt&=JEg?uz0x2sJa)F#hpfk$L;}=(oQ=;o$uxlR%HJ?R+ z25t~_6pueBa()8Zawz!wE0B-awI+R4SoAKoPbm2y4}rr8oxLM76aERF1?i!N8r4N) zCDz&{hUTz38s^W-De2EOI50LBQI=GEC2TYM-wX*R_VT93tCfEn8_po}fGm_Q)+Sp{ z+anPd-`&tj7CALrG4dkfN0M`tUh@;xc>N}q`_NBOdb#UP#ZX)l@lD5aY2A3DOt@xM zrX!qgoE2(%Pjlyo$u3B11yz}M1e@N3Vv%{H3E8EH@UbN6fB*Y+Gk$`a1YlHu`--uAx5c=$&F!|8K4Kn zydhkHqBxygDilHL_%p^438XcZ#{Jk3{|_*ox3T?alnOrNFfKt*3G@sgGPzq-k+4g= zuD;%BBa-_%*-E$KC2LYaxQai_`uUqCOO_ItKKguopKsJ;KV9yX!y6ha7>X(rx90hv zh`taDY^QV8gjPAI@Uy&~umY|{R2tbQDzQrtBE(m!nqm9b_RD5CI6O4VF@M1Z1k%Wa z8P+9BFQU8=uD&0^c+|A^Y2{(7EZ-fl-!h75F^2VrB6ZMGcG96Uv)tH(a1o` z;K$RD51afecjyo*n`t$;a2wWwiB;T1AYJTF0o*HT#IrgLRkV1K+sf45r5xmLWfPvb_IuwuLzo+aj0G+nyvwwt7rd zsQ$H1_gR@flP)EG?a(89GT(p>NaW#?t=ZlA)}qHjDdcdNo}NxyC@2~L$`H*)$2UOY zvI%N0d8T{|B1NG)n#jn=?x0y8Vag=+FBx1I-^^LQD1avkEu6xd*K?0$lgEt(8?#A5 zgq8qZN;TMtFPfL9jhOEJ+Gl{%+Ct<~w%B|8{Pv?_8w=fAHhoc72i(grH-QmgNY)6N zCrA?oG@I)0JkFSSA>wqUwr zmVBFvr)urJqRQ7e-H5=&$F3^V`Gp0vH`rmTS013mqccYe z5;adrRMroDkNdDNKJGWVGgxpShol|}CyeHX)N-#GEU0tl(fZZJ#dLC~`Kz<@_|()7 z<&2Ymb91~jJ8lKj;ETRIr=Xz2R)vu?#)(NA-*31d&<9+!N2}=B)M>t_I9aw{uE0+( zOabGmt5s;TAYFF&Uab7&Vw~NF@l;kAin$V6&8?3qJDM%Eez#@A=69DZ^2j7rY4m;Q zmwW<Qd%FN=<2RVAs7(qS z*MwGt5??q2x}8nh+WzhJ2Op~!!Z-Vdn15=_3W?jyi6D7fLWjpGEnxyx@SuIX{DjMd zP4%grY@MysPEfwZ9l>%&&xsv!NMDL3*4zDeTBD<{H*@_ghJ6x7yH`y&8`&70=u$#D z_uu?#l*)tf?T->BAG@RU^J{KWlc#ey9Jmnxer5 z0-;UGfbh)1%6qkgtA{7CD!q(RZsVEhHc`d9rg$(Tetz8fPz^b~oA%#9GIR!Gvi%n; z6nQ6gfAFiEP>I3E!M;&%7`=;{iwjDJ`r~ZIeGYbmrqNo(&ihg_ zr9K%SX>VP@5W679INTfN?VIJ4Zd-YFk8cqt778FhFbXgiq(7DbJ)7sd6xlfI__J4j zP(Tp$ntR!e8blbG0qa}HFCJ`yCy`Z95DNGgpgD3|^+Vu!x|~3>x#qn;Z|%o-7LFvg zd6++ml~#IL+2Yb+jFo#waYjmjN>c00-C_13YrM1&_`wVBrDz4yZuyJtTL`S87xU=T z?zRCIyuZ&s(4Yb4;?R^onYoQkZdR6Gqtgx;mgcv$r4#76`N=Ui!tUw2;@oX=(jdLE*Uvq6V-{g1mUsDkLSm!&k;@QbCwUq_r5U?J? zk-depV?YzVc)SSzF*pvW3EqPm8f1CF{Q=E)Z^f4`p7l`b`$>3%(R4upknNi0GH(HK z?=QS~23;la>bJ&c(HjD`=4gY-h5rqw+1#th;_8+D-)mf4>pCCAw=#yxd@rZelhaFd zMtLgtty|mpgrI;|RacjgkqHCkY)VQBV598sFA7}3NBo~c_tT9UGcM@VfJ~Czd0(x1 zFLNybL&yL~r*z%cf*{Kc+_8}6;1|fJ%bkZ<-+@}+aoK$*%Yq27TQhhc4y!@Z+V?CL z_WwH!?oF15`@hrRfGFc?Vu69f_#Nz}^U5rFY?;apAsZ~{h#L5jJAInREf-G8l)hKG`#(eIZZ1^o(F~G$WHt%)s!h?r4gWDi=-2-@rjqK(_r1d< zt4jfE3yY4E8v-wZFQdO13JN{R+fF%ohB})C@q^lzVULFGr!qQh&mNdazRkQKk+toM!_nRoz8m_03=mNy$*JJ{dX&$hTj+Qh!+k@_o~+Z|F?6SA}y z@9NqW2%ie@1%Pn?WB>rFQCx|vqM`xNwl7Dyw2&TsFYzQ;_9esBalQ0UskGO!9sSmZ z9VR~8=w$Y#j0s2Vj9&-B1DKqeV)MGScXGBo{Q6B56EdKtm{pV+!HqKeDbKizvlgxQ zrp}Y$x}R#srY)9+u+b9sxLh~DW)W4*m!PBfgr;iE+euXf9Y}-HOLgi+MXl>S+()MK zz;qYH;WBLH)`8hXQE@RKbKxrroWX*d&j=LEXq|>0uD%XkROleQ zOUXL}f#r@M_&^7_o<_ht9%KTB-QRntshfcKG6)$1#OXMIY|)EIJFkGA2!d*mE@<1d z_ZFz~{Dh&vT?Q2BjqBkInynt34iUQj+jMAvYV_Ycj?P@hR)+(-zXI+RG(Z*m`9J?D zmpW!mGN2G<9A4l`%l*~3B6?)kJp(8F@!zN-9WE7^#MQ_p+8c&!tbJS%mbE(=)&L_Y zv8rWzPn0P6lg{4qx9H~c)dr*JROGFae@;d-DcIH51aVz#_a& z$rD|twYdN8Eb^l4IsF? zUpPomum@CP2T(jIYiad^Q*5rmff~@$Pdu$vb#w;%VyW-8SbX~-v=qSL8z{_Ax6}(- zh3a)5nwyoBmxQ4rrx8#Blhkk4cTE$#kEdPkpz&}6S%mJui4$Ct2(|T&d~p*-WukJ3 zR&h3`6JnS2j1I4u3Rg{VUdfxo^uNr991UW&LibZ;n7cUYYm{Hoe7i=F7n2L*N`$9c zHswt(tSHTMDzebt_S7R%k+sE1cE8(7Dl98A?eK>)#i5~6)s+8B%xQ@WI{SeESxZaH zg0eEmB&)(2z^OMYzP^@o;1XvX?89H_2VfnMEO5UD6ehrDD$4BH8#~cA+1etk1DUOC zj+@ffVV*sGSk&(iK`^gj_vspLWAjNYo=Fd(&5+4vUu@w<%8APM^i5@htiHapGbhMm z8Zu8}oceufj-#M8Qjwda9U{p@DTzLM)G{?W$x1cIHe^;4eI%X!Z5mfFXLj7K;;Ppb_1u3E- zXi8{p4pHj`GbkSP&*oex=b@X-f1MW_``-KjAX>=Da;nG#V%sAoX}uTBC`eW#$Dg=* zAjiJb9F<{YHLRX%03xCWFm!4Jk>hvgN$uZhWFX^E@~2%X!8&N3oiry1n8OSCFCfh@ zb~%A?Iq+LdCKtmYAj(c5F7EhZ^zTvDdA96=!(ZbLg#{<6M+=GA+zypzo8m6CPS~>X5n?k`y&aGf%y~Mz2P~UNdt&SsqRo zYz=X!I&fZ63+a0%kOw4%cucN(XiTdH8-bpQ5sO-O|G^$>*A0FKXz z3c&~Dla>o~kiX2&(t3#vp`JtjK!jI-0}XzBKqyFbey;~KyCCLsr|F<d@4E7<5MdOEMG}RPUXo+G7ZsV@YAbVK(=|b_;D%AN0MK5I7Z#kL285?on!_L)`+%NWq*Q z5ncTMaG0W&P0LX3CA~(`)qH7Xugqx_*DmhJ4*Swo!tt3zn29Az9EkmBKVjaFzT?op z`DO-cYjEX?eSB;f4qvhzO-Eo5spAUIJ|wvFhPxAEE)_2vZ{=D?(*a@a1{oAYkt&}| zacMGqpWT@oR$rlic(hmGKjHv9-ro7zpPi{owuox+^G__?k{D7CTM;HAk%++Y zP7&$gHianS0?U0n!MK?*Y`Y@b)5#2HhemG<%R%OKo5*d`J8BXdz~BwDeXaljrE)Mt zM7b+EQ9E)UGIt+)8b%vP+%;YIUo&mewprn<)n~l9ypLa^a*rzTVd>*CO#P5^;QK<} zu|r02nQv9-wTa*2`^>gh|7@ZMASA?V9rzojPmn9b{|QQlXkM!bf#{6%9`&n9TDpd! zlAE zZm7%NYZcA~UF++HVrOmwZUST=2{JgxO`s924+FMGG*ccuQ*$fjM~pp9XKYF(ttdQ$ ztrZ*gpJV$=E%O8#Bp?qSj9-Aw-gLP{=t{imDjxf+5^lDw%ps}o61b?6ugRAyN7>%}DTx0vLh6+zbh)jN=yqjNK zwj~k=&_N$DRzymUFT_)`L@t~$-S){0uZYJCl{rrI)|=~aIX*`v^8AIWyuUIRA=frz z;L!!eydg0^n#m*$jUp0Fx?ulT*hhV(Y z-^X)d>n9Wty1(xec?W?;3IU{zdW!4tj`$x|p6@CJ`4Fi!RYoh^H=A|qY8fSA0W;lT zP-?TA`WJuo{RG%pkay!Y`&S{LhGf-0i*kAXo9~njY?5#Me*074$kxi++eesfQv^83 z+uFGlI_t)11bM=ZFV7Em6B*Clpb_M`-~B!OnKVH&%&LEUrE^MwNjydrzn^9z&E)#38zW1#I>8c{xn(ETIe+#8(N zyeV^7HT4yOjC5)})eX0kHnJ0MZXCS_Y*6ZV^Lt>-r7NySE`&|_Dzv!sr?khfZuoZI z^quTB9rSMJxr?bbi<$J+l~XTI!^Tp~UP|M{6(jaZBD(!2QHC=1yea_|rTyEnYa1g)#CFqB2el{dOwZA4sn9ENxX ztnqNMQ%Ps`^re{J2P=FeUyT3NI4lGvN8Y_$qBn05fD zOQB>j1GC@U@9a&3PgP11Elf^d8r!8L9FM(mO7P}AJVQlnF>PuA@~ z!W=fn12Gj9o9F%^t!|c#0e+R<5?91YSN|1|oW$Z}mu?>W?rx)cVDVgtx!&Vx?LDQL z_3RV*t2Jm0;lK{bUS&r7dnH1ovQ7|q*Cdx+Sg?GI%T(mbl2T7fuamqbkp0$iQgXUg z?skdbQidzG`=+4R)0U|JM3qtY_P55_lMUfov<6J(UGrG>m#0=LKisLVR1Cbc)=25F zergDuV5P9>7cHr@fI`EVzr`D6vm$&uC3V>z60JBjh!=JV!$o||qU*o;@8sodX{pdl zw3uA%!ZlaOOe{ho%;t{9nanzVd-p0#j^in+DCn`^^EB@+XiE%yMejxcEutF0+jQBX zR0DoW;o**6yyP?h^#;BJ+m<32u&pp7Ks-#m6TOgU zeJ!p&RpP#TE-xpC!pZs5{o>p&XI5#!1!tjk*im!J{qYXSFH(vxL>cjkmE8UY{D_J| zS5u#ITEL6>-0T8sh`(7OWR_f8c>e*iW+3YiOeQSAAf%`W**ymS&zt7>J_HsVyZNYt zS*KV=(Xu$6Ub5)?)zMcOqalogaK0MIAzgu8YiUl7=z*sxzBqRPf8wNZ>}phOn$`7I z%A^C_3wLIle}J3H!Nv97^n3b2;}~dh4U5S+H89@E4r{J6H4jaFJ62A(B$74E@OUlT zW1pS+fnyS8Hje~87PF2`HSEnl`Q%E)^nj*%q*|lsxdc*Iwtth<_V18mG4$DV*a5mJ zXRY%h+B}$!UGt3q`-Wd;0xnJ0p2P=R_K2q@6N8G9Dx=-T)=-$f_^-n*Qn#xeb<-Ag zH6dv2VnQOJTk}UeU-eAfI;?E7CyyPJ_B#$0Wwxr~P&Xq|6$jp^IUudEqBviU2(EK{dulNN?a<%i#Gc=ae6jak!#@0dby~W|v-8W}=>JF8TSsM?hHbx~s31s(NC-$u zi69}}poD-*gLH$WG)k9}f^@5NgS1MwbcZz3-LTJl-u-=he`~M(2Ww`{FvvX5{an`> z$MHK3i!vPXLnrdwwep&2kOlkm zGxsz}v8gCdeD624dYBpl#e(X-3s|%mV=CU`<1)39DYN-b|F*C+ewvtLX$X88pSCPu z!zyNsFPvE83sTNj{G?hlUgWWTe5_-V z5Y>avD}B6kR;NExQr}7lImeA29-Qt8@-10f8`^)dK=WQV#A7HAzdz#5**%2Pwx~`Y zWxU!c!)Db*E7`MYw4s8t#hvh{fBa4;m+iMO8Ee5x!(JKx#cq-Xi%-3-r_o)?$vy+*wM{=#tiz^zbH4(2oIS8@Dl29my!dm zx?Yy5gRlaXDPllrs<_<}e*tf3MsjxM2zAA!o^>~6OiE5B>HY^QhAuwof%cf0;RseP zW9)PdoWBC4kuMdn(zOpAWydP`N&1J=j-osSV`v*b zyuH}KpU8#>HzTn#D>ov$`E0u9@=s1#@=WP@-$oFUwPEyeGIhlN`RzJ-JZKcx;iWOU z_M)Fl-!X;2bIS#qFcb~0#17es*hh29*+Qu7r2VQP{un}Ms`?WnYfb^raT1c-GRUUR zsll>GTYWiIrn4)(lJ!bL$n&G~a`Gm5B?h@Y$(+_(dN75itwhp&pEnV2r5qF?NrU3P zVuSOg?yV1AGZtzE4W{Oaqpt`oX*sFl6B6PciTZ|Y1VIKFnb56ksK`_^l(Y_OeBlH5Dv>pp zg5Zh7GhG+lDut_GcqfM&rkh>l*L}J-r)rp3S^E*k zM7v*)0$G2&KR#!VPq_O%H`f5BbiCw#N3P~JHXy*dBWvm?KY$ENRlZ?=bRHiZ^qtsX zlPQqpglW*u`~hx>_xhKu2oN#Bu!6&Sl2_cL{sfS8Fb-ufNwoEc>AHULU4EzaH*-xv za67|@5);O*BBV`4vAfkzMs>CQ4Bz3O4(G?{cNJ*Y0Ogj^+4^Tp3^Ac3le4v8;RvG4 zg1M0KKq_^^1=pdXjwEw|2n7#;(Z*i*A1N*eJX*UYB2xlKoG^D4&D;PsfpCofuN(VnDLUamLV+IZ7~l752=G&67dCFkYgwb%X7T#btlj_j838XjO8(d!yxZ_ex0- zSqa|Mj~KNn6JwRvWgQVRCLRg+u@qZ^JlAFg<}iI{uEMIAP?AgQPuOx~ONVf=yS!$H`#B2A!ec zQm12*14l$Tdm8=kIufsoo9;L)&&L+~bE5B1J=VYdWad&`O08cEL@keLx5m#n4-O8X za-mmD1|9k5|ETZ)X z`hKZk`NY7M(w@75bT1;r5pPhA>z)y8L*x=-;-<42nw+d@kL4ED+>n07CEv}vXAch{z2};ojUn4 zk6rG=D}gtg81Eymbb?u_o$32%sQ;9O*8b2C@E%(vEF9XMfnr_i+xrt2HjBNJM-XOhjW+4@hzvI&;C}d;Wc3DTB2({8-gf%<$JqnF2rY0jBPQ!){$_MLw3&Fae@p zsNQ3H92E94nhw1$m>S6*6ELy=t+A&VU+tdalwR<3o<3~Wj4?bi>r`{Ovpi^YD0RU{ zVy>$BZqzV$?M=}mZ7*}VBU(cA+hTKPF&*W3Eq%2c-!IuN?Ar=?p8JZ1ZH#@m3gQoX zvLWN};%<6MJ_mZGtC7SJTE+6FBPJD*BW7L&Myaw_?xg~)A_wSyvA$O)fzvauPg=xJ#lm+%FVyir0GP>r^Wc{!CT$bkRPjHUI^ODeI6J}Su2YQ z?`csXl>j13e}e+H{Q80Mab({K=$R)8y9yp2g6y^1*L3Sv#4;IFai_|N-}mQUl4Kdb z6;O85hsZ7HjZ`$olSsb409h#LP;Ye;l-M^v`F=;!mcmO2E)P9!6U2K0yVuxw!PhdN zK@F735TC=yGP?)emjMW*j8#NUO-+B!@4Qgb6TB{zf^1l==hv-7x3E5wv;g~Xw9Jek zR@*5KPT<|Yei6)7&U*U+qXpg0Tj%!|g70-)E?bwnysdq7DhgBK;B>-C&YaTHQfcS)4{{5>Glb#^ zoemA1c|FQlrEG;kLP$e?HoKze;j>!{$2}w`E3eLR zuCNiA9Hkp&eZx765p&g?YTM^>Tx^=pukf6AdnJTcJcVSkK1W|23qg&eAB0P&AH~g(;(->!-RU@1*Wv~mWHhHqva&_dXrn)4QG1) zN(C$ljZ_QYOGMwi5^uQi(__x>hr*dgj`q{JBt=ARkKU{KpGxHMqi)UMCE{KAR04}p z@9`p{b`@{?U+Ts%S->S91m6J6#QllGj_%^C{83EDyB0Pho979g;Ej$i**_GH@eA0s zBJr(nc#EbnC@MWKoTME8X0RxF+w@}lTKS|@ZZ(?n2})D>zBOG{>%sn~0}h#VYNG=7 zq?ZM{2IX|bf7ha9oMNjU@B%lU;hJ zkmfb~+f$I$@%J9L5$mj5Sal^6-Q@VUUd17cK3wxZA(O3TGT^(mrSyDUF^<7Fl<^`* zD)r^CvR!kbQj458Teb)#H-7tO6G!_Of6=w^+^dMTv7EU2!t0^~Tt(Zps{Uc(cGaA| z6NGFYS4N6Va7wi}uJfG=vfq=$bgr4meh7s>&Hj>#ughJitJ+QK)|To1RlMQtK5FD}j#ui+oP>)_^I4f2RPw~3V!j8Pkf5Uu_ zFJ*=h(Fih`!Ydms%wAUqIcI7oZ~D|*|nJqel`5#zOWZtkJ6Ir)f`e4>79_c z)ShUQWqiPp9y-{ln2QmiWOt-gTh14rXdRuSL92?_(H1oNmGYBv9BGeoHbnpoFQPA3 zju^{bHPZiJ;vl|APyx|ZY^cn2^FOw4JG@?Aj*4Q`#A`W!@KV4In<=HNPo;P$RFahQ zM!R;XVd+|03ISz#eN7?5bZydca#A=t11p^v<8=vcPZ7)ImX}>6&iefO*y*QNdYEZ%7`R%7JhH`OJ|?mIZmoe>2yl?Q_*ZcL+O2g4m&ubJ*I@kI`=e?fIwV&TGmwldmkhH7* zwJ8Bduhl*w`bnVWrCN&N*7}4CGK0Au)WswJKQHrJuChTKoVwpn$)l<6JW+6%*FZ^> zP6-083F;Z@r%uvh+B_k zi8*L*?Nmrp(~+rHHpXA(r6=tBWhFl4^u5^V{Q4}ozIyN}SEqRHLH2;0YxncGMJ+l( z8#=z{1?{3DQQaT(J%>_)|LFKy8Axd&{73QdVuP*FBhe4lg6GIUOisZwq5#%h>YMDYUo$e7UBNA zO7uLX>pJ?HLZa6u8MHu3052icovOUsXL$yH-otD7rQ2HwkSnIB+9+Y}hcPL$piuhvVDAD6C*A0#RF=pby;^ChxMY8^)WB^X5u;icU2iJ$xH8Y0DF`h|P-i-g{-%9Kp~ zX{jxYZ0E09o<G7SSn#Vd%wvy?UYkc@G2~tiXj6fdCn+{>7 z$Qz-yx+srKOyJ4J!I+BT@?*k^qarBJ$9S?LSwQ;n<<|fOI9;xZIweZGqhg@fUF40? zu3+||_ic~`J+XXnK0c4~Bdq2p)oqMjMH7>6X`mnmd;mzX#g)%J1!v~oM6wN=MoQ3j zo~6C!|M0%~^g-WU(5?RH*5k&*LR72Of+40P=r@B}&tmQ?4ZXY;R3C*##E`bD@se(U znX69wcF4v@2~Kg3mVw%r^CIj*xhUT;WH|_L_bncL{Ul1O?_nABJwAA3jqc0#W=QKi zn$PJB?djgh1=_W^H0#51=zB7f9&GEi;eU-`$e5zT@Bc z-E72=(R6Y|rt8NB?1~FV5_YtiUV_fke`74gd8_V-k(Cw1C)R(#N1F=XCvXELB&fqX zjNrklHYz66svVe2k{l6LnQztDrL>*C_+w#fM%%3y20){OyS!&-lLkm^0qK|pa-;S& zm$yQ{;!PBz%3h<3XeE**Ay}NVTMtO_wfu{hfMcl01d~Jq&LCi}nc~)yw4<{T|BX8f z)>8iP*qtjGlbFozq?%nVRO@B1hxt2RCsuL^ah#7E5vnGovA6H*J>nhrL6r$_cKaEumreFU_} zIj?e&=#&vH`#X^1!_Bi=+ztQe$4YvLTA3*xFtz7Eb>)415L5gQ&w}0qr4EZf)#K>- zo?Vv23nEaVQgqfUtjrwEdCkUtpRVKm#CxOlFGGC7?cLCvob{<1o>w53-#NQ*aB#qq zU0o+X|ISp5H&um#njRsCN<^g+ZUox&02+PxEZc&2J~*y9a1@=3AKf|~ck zqpQ+eUV*6hFKLukm^rnalcTz?ZRPf3Y`<#1e%c)_C8<}UYodhm_=>d#x4eHvuWTK- zVlYUISxV^J!XJ%+<``D0#$t?n>*B-v>Da;}6N}ma+=#PCZaVN_UgY%%$F=&sZLtN(b{QtmF0wTS)RSxVepnu&M5p#-+Ue0HaXymp%u_*o` zv_XY0cHPhfBXa6PB;n}ogBpziXx*u*LL%@1!h$cUTNN|cY5m)AKki1t0v+EJG&oSM z=#%kbFj>_-V^6Ns_!BT*U86}}Nt35I8BSqcnxzZhpa;y62UZ#lwMkATH}fsy{pU6a@2Yh8pUcjnY*09; z_r_^NRRewqey%P~A1)9~x?g{I)35|mye8|)Quh-(ghM-Ap#9t;mlB^PmOCe>1jxOw z3$)t7Si*NSX^*4DjwPA`H5F~_W;T)grA<@C9kJLyYG*u>0fT?M5ikU zU#{I+`s#h{g_6=Q5Ns>M47LyJzEC2_<*;Q*`RumEpTtn62ZW%78~LTvSg=C_#L*bQ zAW+xO$j0`yqJlW!!9bMb@xm%1_|eo1nKBYY(N%xtHxReI+l80VEd^4!^75&PD2*^d zl^=KcT%)UQk0n>t85zY<^9`Jp@~!hS9159k#R=gopR+%YCa{`%TE z`1xHySFTsDTvtrK4amxma}?&>Yk_CruFim4y<|Z1C0+3W%_dfEfmHG8wE$LIYg*a# zw)~li=gigivh=n!_MN3>ia1Og4}bGrg#b-M*|E`oME^Pe(jw)2xst|fYuq64Qvz+P z=eU3{C-mND7po2S|8(?rQ_lz14oVQRhhmBX74B?tE9HC(nT;WMhq{sl6F@A~SCj|F zZ6YENWU5tKQ{V_}qkK#8tWN8`42%iI4No)-Kd(wm+z#Isip8JtBXqe`&!@91$Vsvi zi63FTD;{yQJ4N}@@J3bUwTYGNYH16N6?di;ajU%RBA7Q`)EuT~Njk#DeX8-v^UPcC zod>W{7UDP08sE$ct?EB3JmI8MoleGIqx*KNmxTE5m#UwChB@p}p;V<21$3o!h=1|N zIDJ!2(@~01dMC_^Ljm+AWIEJ9)%0IeOrDt8TLwhEuqJ-ZeF2|M{dE;=&V(D@7xAo` z6^}el9b~Y)d%tk_oSvR0PQVD=2rK;lcb&W5_0(fY{=dGhEC;#gd+Y2JR#R-H6wpJ&8BweX0Om0OU=72_igKkkjBHvS_2YgXqX_iY zXP^u*-v7)3Gz0SOOK!{KXo>?zt|we5xWTzohZ0xtL%Fz~ki}S7TN?v6g7o5!@mSTj z&nugNr0 zkInJ&kd~H~(9`;uPfXGua?#7vW0Jb_NuBITkql$l#-Z=Fi%fH!ee7K>CI7h#S2RgV z{U7jjR9FcHWH8dcn{p&k6uu~{dg}Mp42($l*lVRjc6z!K(r}86di8~tdf(D3S{I?O zUcLV3<+^=~iQ$(54b>cQwh)7uYkiezv5GnL41mZEcF z30hR%%xhA{HxtB{`7~L}!`WWaEt@Ask#Lm2WmDtO|NGJN_`$W!XWX|UOD8%K4<3I3nqVFW9TT{Dqtk?VnZ=k_XyPWRPc-WDXbFdYdX#|g%k&)5$>6!jH{SJN9U=LQ5(WIVe z)-f+xSq!7kjaZ#TBqS=YU&r*#yov3Pm}k1jbH}VdO=c56+=_6F5CoS@7!@k|QB2Ic zFLX4-;_{U5?I@M4QUq7j$M&frUK|eL-RUV)qeezDK_Ph9fXjt#>Lu8?ze23Mh+bDv za=Ul^h75u6+QCr9Ho2oli=B_{r%w2>*`$8%>n=cR>@G55_9>peB!nlUjiCeLJGMFP zjp|Pt?_VMe&t8sJ@+hSlKyBrzdt519{t?I70ky3i2+=kr}XE~ zpN;Kr0($--Wf;R+J?LKSAXpcwW@UE&x`-_gXd69Rw~kcw@YtS*CyCHVzjAf16zl8j z`!$@e8RyZ)b-eF5D1m+dEK_~7Wm%XU>SzYG*xX*~otr*D;G)7^8Nmr{tLY`M$!m06 zueurbz8*2ZySSW$3p9YLKPN|7%aY>q(M(xc*$WjFg90{mok9}uH&0kmq;sS+=@(;# z4SGbt=OP-$;)8rSxdY+}@`+#CriR25%m%*Nj+=e6g$yiv_yV!y@$q~Z-vX{6j{^YA zvafX9-m84@OzOSyP><_}zhBxp!0 z++$#kiA?TW56EK#iLMxI{!Z0VxU99x=n1D8uxHvYa6PT5bvWD+*qEw`g@b~+s^WAn zZ)zs+|5h7y&HCGReKw_)IRE(Tj`Y?S7p}g8t!u8IgpEdJ=4v<@6epx$k;)m@HXe(0 z0Gs|%DFxbUTUPT}%6`ru`(JTPy=`h2Cg0r>u$)k!?F`(S_8%|4HKvk->07s8*sSf% z@(1c+Shu(0Jm!`nRCXIP-VvM01nFNU^y;S}bvwa!; zoLQ+O0MFu)!m|i+HW}Y1pOYw|of0iPB7DF%+kxKB14G|zBi~~@YI(!@*5%RmsPd! zCXQw2^n~GbKOaUqBG^CDCQwwF6YeZ+082p1a*e^?D7xeC_l@dUeZ{us#qXXTC0_t( z!EvSrjYANFSl-hx-p?!kN6O1Dn6e-3TO{y?IIB=-Nc48+5Pw$Tx*`;3Toi-nn(^Vo z$EsUAwdcE?P-Q^M!ta+!Q`XCf+3W9bzv$@b*&Szqy|4+_ni%CepWe z+2G>zpesdKSUmL|Fma)WDju^8y~}a!+kkpe|H)3mj|sB3y&58YO>v}7P*}M)x-}(K z&d1raB<~DF@M{LTpWj2tYE6_q-Y^NbpSJ_sV@9QVTm&B5xS6QFlYC)$nQEYIkwi52PzFUNeT?`9EXzg;a5&1 z^)06ohuzX-39WM?2Pmuggtg^jBO|{%^}lb08TETChiZZ8W&wB}a|&g>Gh!1}s7}`D z3!|KGV_!KPWwlA%ztSD-AqIEai^o^dT?a-?5i*c0Bxz)%;pM?ZG{kF6;j^|)VEcKE z`XZ^Bu1$d?a!Rrf7BvNTV~P{MnwiE+!5!?M&))pW->oB!x25;zD~)759ui3<=)mDu zeB2nbMFXw+^|b$`xr*nLe=EGGIde)3v3d5>)`>YeyFkB%*g4A5Y~9+k&6*!m)8e#U7kiv+ z6ulCxmRX29$1n{*D(FAw@RW&}IRlb>Q=2!O9(3ACdDK6blxz-Pw*dw(oE0x$zBC-f zG0!eYb69fE?AMctp!%Fuy(~RFVxbgCd2Q*`J(jZ9Ru+#4JMMPu$6yg=$&~!BrUwrf zdIV>;UkI3>es0X+jO|R@|1m8<^2_tt_=Q%K>$Yk1qQgk9HH!d~%3ZOWnnzaKMxQe$ zwRz9pQ)AiU=e}(s&a_FPH`+-q|93xJfKJfuXMDtB6Sac#tod-Os@;!NCjoQe8Ko?( zPqua`%E^^xlr`!-S)|#wdf&)sO83AkZ@4<~Gv zvto4+Z}cqk1&)ia>FM4ld&~dv6CjJn9;o4^wi&jOKf$L2uML2Ht>=(}yt3hf74nU{ zaIKH{BaePIl^0~m)Apt7dGw2nAAIv_pz{g1OwDM)0PXc9VA$(5Qx>RdY8bFgBYhVf z9#nn=sh@$ zz}4Ut$*Tidmm_EoekhzgJAJqt#WrTY`w~2(|acqkT=R>p@-k(^#5~XzL}o zcxH`Pl8x&Cp5qKxTNPMv`M`*BysGH+%pzAv(++WOdR-h$I!#!)ALQy9K?;ZfIC3X} z4D2gL?Rl}LyVq^wIq*X0c=kF9FejUzjA%7hEhl%v3)ca5)qoghy#@&V{Q-t~b(kqE zC%dsBPG>~c0zZ2`-l9Mc>Jo%M3@$y)_hG`9U$#7tY7*^x_z*5bEhxdw+`^HMHISd1 z0p$k$o$pAD8 z8C+rUK;t(-H{YJjGpUcgYG2v2UM!Dlp`9@(Yw#LqziX$dSDWmlmY*!ewd(it%}b6T z?!1E@av9l6$7CfUq&LSTb5HT6A_GbYpt+6N%s2XwYtc*W6Tl?Pis$K|Opo=>>qtYGD@8DW z+}aWMd+g4FqC8=Jj&m_wv;iU@S&M8C{p>TMnv(<6$?@#w)C(ajO(VUG7+DykvOM>v z@6c-4t%L#cFI1Vs%25FV>;Pb!az^i;7b0EO6+9_F=0EWxL344uwlsjizV+)(IKXF- z_uT)^e3;ky0|EvGIlsRSPm|oY+-Bx0Caevhzh+S@LW%8chIxdkjm`2%!{rmij1|O? zJPY}Cdv}{5PAJ!=6s1qF7B}(b75^HbHNX9 z5Tb3?pIIaLq-4)iv&*xFs|5H@*%?qB&ki?0eFVCNMhFUZzBm|x!Pg%#q-~@<^n!mW z01?K>hXep^-wyHK!0(+szt{F4?2&#G`sLQuCHqhqJnxyMP|PFt{(^=}SBOG3B6mmK ztld)pFiZ495^V=O2w_1-0m~F0Gz3fI7KKL5!9=7-acV3r>|Q6Gq3UgC5ApBC7f!v! z0>iY#T4{ha|Cb<3jSymNNPCzFuau+WeZl+hdj{MO*N>*&-LIT-B7=fBlu|JMBN@-` z+00daD>pdc;rfcyz1)oz07Iq#xH%GC|7G7QAn{L~fr1B>s`}ESbaj@FQrgM_(Hqo= z4~-{{e(Py;>Eip*d;Zl0;{#PgTSYWO#-Pva$OchP6uwyb`dmKh*fW+VeK>{1a$7xJ z8!|!x(ZO7{4`MesA~ufi+7-or5+6PAHB z1`S#)n47cSzn)5{D$=l*iflOEc+v0Wmxv%SwCBB7=V58c-=VnsOq@T(Mct`@3uos+s$tS?anaSHRI%WqQwbdOh3mx*{Jj3wfJzOa}_TJ(_Exo=TQX zJI|vQ^2F5oYnX$yAYv(ZG<-6SFSpC^s8;@Lz;!4tlc&olO=~=yi99}nwp}@My}h%X z-SqWE=9ak)*%zFCKaD4Ue_7H^Yv?&n-f;|Sa9dHtd>3MZ63MbUVi|lMWbEw|v2YOg zqX54u4;6jICH>CPV_7k=9-C1^`OYs*Z&F;!{_fTL(lR&EQy71bdd?hSQElJs*7GA2 zk!7Md7G8e3>$!EK`n47!pGFm2ul;ZEufQ@Lh}npo<&aBh!YEDQNQeUO1`MqyH?46} z($i_4J%0{Y>a#UE{_gJXb4aO}hm&0)CW-#6dFprW zTpqUy?;Y_zN;B zuo>5#YV^cXiN?kmgY}(ld%(kZ(aH&!dTP< zq<^wZ$_{&{kd`_pbUt=qXBbNw_RjTtWU*h-O=Er37&3DE>`V62!;Dxn|2DH?R>MLC zz4EQq%#h=D$7iXq=FJyV&?M*2H84s^3-cm<nAj&n!~RW2AUf`HrqMRXiCItEx#1!I9)rG zozk1ln%f=BOmW_G0>-g87xg&(#wG!qoX3BFreA)|nu~wtooaw>M?*QHi;qGRfeyHV z*xaKRcz_oG$QK6;W5H`0`tl+WFYYfF5{W#pTGk~xOhCqMISZ^cz>XbXM=G?F;mZ2Y zDxMigaVJ700`VyK-M3MZuwt*r^(nfst1|a04+y}&<{MG?m`!>q(SZz?e(Cf z?iD;D2eQjw&nLFDL?zt<%%faXG$`FOl9s*LZ%Hyjagz}W>?2(AdB-h_u@OCP3iqaT z3E?4?5#CRNt#2Ybb6iPYqIqA^bcWO2@ufb>rCnTa|8hcU8Bb+;jHax3&7_1~w&RPb zX;78CO$g&{KbiObyC&~qJ=Ite;{*EmTsLZaP38R`%z`Yjv{fnX z2I-DhpNjTzD|p$4TdQicA2O8iMQUj1lGerBO*<{q6QSSyu)jtT-rr&pHC-4#wBRQI ztVHGbqJ$_JX z&cm(xGd2neL7XNSlj*oD67}$J2^7?yBBe+UGC+clFJ4IV@tW>c2b4(dP;nU`-_|J* ziP+x}Mn9~Ep?8I)i#!W)DWNL}N2yd{R1OEie7HC^>KjnqA76Otc%B#m*%1K+t*o!3 z%`V338jqKmy?k{bFyRPOY`6@WUV#_D%+wTd;oV?|4jTo4s(A8&<>pF!C{{J^jLPn> zm)I{W0LPK@AEpuj1`#rel!v0xa)1R&pi9SNOAl5UbLm67LVDoGh;SUC{(`@KDDGHi zGgbW=2$oo@K&VBpj*t$$^>e4a(|F*Q-&Z{MMLdun+9@#=M6o@t#6@>yz!7%K>JKi% z5q#(=)nDu2NIjxIwtrc2n=<~O1h!5kkpn)<-pwHGi_}SDj5#w`GLq<+TeP4v#-@v$ z>@3$W#u<}23YHJ8Q41c5X_frVZ5*HdIA8l&8BcH}JT^-@Ph=m<@!}eYdTRw$cdopB zMfG{5!G~2=fl)?FRioA|y_8r^ZnL8La!;1Vp>%;wtbj5}<;y9xWaNuZ|Fpz2LC~6@ zjWFpp!~Q~MDC2FH79@;Dfx_ULqU^Ju@~!3D4R0ylC0A)6ih)~rH$3~7dXQ!hx?iLq zI2j+QZ$Y5Z0GMWC-Qe?m4fg9=F3shBS@WzYZXK*JyLHD%&k6o$gWm-07g)CB{~kP%OwlM zLD>$aY{NF-ePKPogJ7|dh*F`eb9?((VAFEA?ytN=2mmD|k$4ZJ2y0<5LWK&o*(km+ zH$^}SmPn9xyQ%PKR&{m!UqJE?lBE9+mmo=LMull6V>#{}*8K#%H49RplR@!}Ja&L9 zfS1g0kR%8G0HZ;o9IVABJiyCotb?`wXz_hJ;Nqk6Ed;#ST78ZEvdlTU?N;^sjr#2X z8TDGK8{T3MVqbr~jG=AT*el(&mUDSUzxZT6(zuVc#`*bCiMoI$=Ss0`m=sl9=@SD? zR*pa)`Unm`>h;26U7vuG&p*vtCYuPKFbvG|HOMeU=sfp}9LlTx&dT$=qif!Zmon%o zGR-`{=pT>Og)60guGF;;5r-H7d*eR{Y{~WUs`*794u!}67#>J}nVm+3QZjUqA{|K` z$I2kTo&k{$$}~9$ZQcMh3|VFPKvtc5%7KRs(tjzVrw^+Xuby_a)k`53AJA_$g$wKy z)E#OdU-nOsv^J!xpr(#tgGv&i#7sh2gM2X+PC!oVZo}1C!_A$)ow}Egk#C091SpDv z$Oywfa{V2=$;c!F`O4EM54Q1G(`4G3+&{QZZr{a$6rtJV#&CI11G7aKDWSO&KHdk4 z)%pDWt2eMcIsd2HFn0yr))xqfGt#9M@VWw`8mFE&$9^U>z%GlQkuRjxIfss{knNES zzV1nfDuObB8S1l*2SMaNVK(u1%j=3C0boJ7dih%~fWmkM2_ZxQF?%aaBUG-lffWUT zo+RMi_H%}8AwC$X-Z=c*T}=C0T4Iko)p~XtR~| zI`&S?MX_}i9hL7JP5Ed~S|5c|yz3RM-@5i8l?=3OR+A32y8PptK0I6b!{sF9r9@S( zT%XLOLAWVuy|0?_Pj>QIuM4y6aGJGS-t*uD;x!o(GW@@soDtPGWMzB0b6Ev>3Rx0f zTa{Bx&6)SzP@NN+f9zA0(B(*`EH69UD)tQLY+|6eLajoze7IV7Fyr3|k;yrHL zi*lR=KMF7-x`wVJ93Na|KGm*HzNDT+akgb2cVx8mcJ>jJqm$M=$TWfZbsoZILk=zg z*}<$t`NT#T!ctm3Q6xk()WE(3(k%C2(-dwy-=coI?2Ilx`GWgI{Nd@CCa7ZLG%3nV z^@KrHt;IoZv_OlP31NpM83~2On$KQ+o$;Eec&!l+N{1)cc6CF#**#F9>4VZl%f9Vp3g^B7H^$94 zK=0r}8x0?&s)J!o^%^Hu=sK8cCN`E}#;Xq>{yeR!$XoZ_!x0J#lgih-r+lex^lXg5 zqJ`btk?Xho$^BO;lhvCiSSDf~By+O0+7Ejri|PrRE*99#thiW#na*o#A_H97 zP4cPD4!xS)4#M3QyauoQWMr-;Y-h7Hi^38VE&Ziexm zJIG6eXv)a#^B8q0eJK#PuOA(ZEfsH!5>NniP7Go`lvV83Kaow%K9?A_PbaWo?Zb}gHa zMhwHTY;V7hALR|XC?~w6!>CHXr)kq?**`+f>_2b0DmocvYIjYPEz|R{+r)wJAXo21 z(+p|yT#2{8Kk=~r9QMQb+mJzcQ+WrKw`z2=$zyyZJXdOk;G)ET1i}CQ`sLfKnT5O* zXt&s0iwysiIUj|-OAvZP;CXbi|MeD+_9>1d6Sd`k1DaWx;H1&*9o!Hoyd%cke`dH& zD7~{r6_NEtCtL_K<%)=X^kK^STWRUQi&%*Pu4#`WZ3VtX!cw!D%v*Ye!ZN|~Bo+gH zJeZ2D$+EXymt0j|;mqaheXhzAj^(b?qifO_l)X8!Ag8GOD5Rd=tso(XE?&bSMWR#f z-C``%tw{ z@rj^no>|v6)J6Vm*y7|OKtGkVqxlg1g*%*>TRlX=Axb}fKXr6p_GZvl>znj!+cGsY z+B@x4SH5zam>t{2yh|Gly>E~?IU!p6*3r@S!~e49l1)Jp^4r(5>#cAg0*m-RsF|_J zUY|k~g<_67jHo)J-7S~^(m=gG+z@Wj^1^B8es{>7dthcwt*uS$@BiIPeE9zW-rFPp zSX|K_PhRH@Yd`_7Q(U))F{~Fr4={=ODVz z>2DZm#Xl37zDLC!N)i?=v(wuZY1)>fcWYa9Bx*Aw^>C)Yj|_#jR(zwpnqR!x82iq!$?OH*Xw5Q zy$rzAjP*Q^j26CdLmBUFh*xuARpye&G-J?fh&5*lcAFw&Oqx3T#upO!`s43nHx&)` zDcU31QvL}16Rv^Pr;B!wAbxvnLdyAEEAimIk3Pd|zH6GD*iU<+-;D_hjSDjP zMoB3oTboY2WvhELbzk_1`c~aBu{)C^MU(%>UzM{BSR+!cV>92JyXQy8?_qh+?Q{#1 z^_t{H_~?`d{aHA14y%C>2vxww@xeSBA;kXw8IF}HTKVzX|`DauY zWYNHrnm6Pwy-~;8yXHh(IE+HN%vT#t|(^nw;osT z&}`1QHQK@+>t73vmpi{8`M4n^_xoVT;@2yQ*_guXsiA_t$Da;H6@TEK^_k%7IFjv9 ztVJ;UXH=|-rLV;cKL9QLpYx<9?pkU0se5Iq!b6paueI*NX3jAs<7JqrmCduom@a>f zC$|sEY}9UF|J!;MIId54DZo=8F#-1iiOXLbU|M~T;_W@Y`Pbyi{CkwSRK~{GjrWf? z&=)%XN{pOO{E>=#6yiK(;(8YOOiNcg{Yv{)Nam;#!P=*MudtQ1xNF=iRd2LaFNq}=}uLbn(1-eLAd)}Wa!I1lEh+&h&` z$GR^Ko`A>!E7E^M2SaOt0!ONYhsKtiVbq5wnlerd{Y6UOKTf>$a3f7~vwp;4kRX&Y z>VJgg2*e)pW%ip?W#)YG@7N3M3#j(@wW~b_4arR|c+B^(e=AO7ykDE>3_L&68Jw!V zYu&+DWdOGJVM_=U~#8XHgoyt3DCqNS*e2Sk$t5SA%@uF(gQ|ak{wi)>) z`63|hYrkIfofV=Y3b6|iOD%}t$tbBhz%Vjx3j*t;UTT9Bwj z_GL(y!rsC2%1!W`<0`*aupe)u&_^S)AF>}5UqOaOy{tr@nd#22UKh-J8h^em z*G#1(ze4&PT&(w$)A#;^9rJGg>A%&Ff8FsgdvE`b!s~hVTV(N4?nkd7M}j6SG0^a@ z5>m2yUuMWY?hnmC4YYKIeAqYO`39t-gxe+i4;>d=)_cEfkK3K=owKX5sT84WMbP)i zqzjq8)}Jr3Kajo1_9Zo~Fbbm$I2x}~Hfr5ou~ke2R{M!Hi{K`?{}~<#H2xFgGJ(IXLn&Z>mi9=&z_VG0xsO|t z4VIPw5kUHSg<*~u<#)rEU*+$*oz_)iqwfgk` zC9$&FrdwG}OzFM&(GM)D@^0NL=iPY%n71d-v}3{mLw(q=`MI1js3NUYBHMVqi-0l>ZA3|19|hiOEIXwaJCrn>=17US*Eqad@hO!BQzk z@%4CX>`e_>@Vph+16*cCv7_@2-UCISe{BOE%no{Y{JBVrRk52a z{Fse{0qnB6(>_UN#CeRp27}LDRll@dvaAanY_9d7Rb)vp7|aLu3V<5eFYb|(|6;M` zuC|iwFCILu0iJpYZeXUBQ2B4)zr#s2V7OWh{G!Lit_l>vYbXU)Ke^vbC(w#sY9 z)&YBgOJE76u#(G%!=W7YesGIhn?Y6mJ{4 zpKamJG!+-|lGA6Bg`hs3M1Jn65Tm=1a4p~zJgj7)?%nD+uc&l&6ylzAlLM)%V)!B^1|9&a^!mjg&}FhWc6p!Q<+eDFh|g&Ra%lpMNkjVuhg>|R zEk7BEUaKBiG62OCJpDY0QCat=8OqPJ$+DS^6F6cGb={M`119{(H_bBGM-7F>1I7Mo z!1W}SDEgbWzNlIG5z6dR{1>3WB>{eZ|FZzAbX(tUrz$XX!yT(Z3i!?9cz|bTDj@iu z0`G5v=<|auIJq6!n}K^@n2cY~l?1@Gh`^DTpHFN7z3rIxdnI9!Ps#=KKl?9K6ky5$ zF~i9mEq+M#qU4~YookF+h^X`VBdbG5!FXDNb@>GNqn8gEVx{%UvITQc_}eZKM*M0P z!<$ved81T$kF&<T?|l>2kxu~(ez)w(-3^OCsoV&9S!-I7m@N$!{Jbi1bVx;%UQ z6U__TyWBMN?|QhUdhD6;vrTo&^@sLTtUDDEFZh5J>rY6NS!2H1ga|My2GY11heaMZ z;pBbe8Y)V7whT6!ezXia83D?%+d_?Rj}+qf3Rj; z`(WI8X1qG!-AghOgNylpcde1WKxy#*i6vtRCytr$SR(qi;<;>X6u;kiHllhv3MdAo z0`Do+tX*mIoNNELb*%u_Ch^6#@C43uUh521l>GngUS-$9uT8k3ma_L)p6#ZCLLba2 z!M5ekJRSP~_aOo45n$?M{=2q2#uqM17)oJ5!DBY~AH$zRF%O_lBvbsUc`Naui0R2z zOmQ(2@ZN704)n%<8Ax){Hj11Z7_?BY{e;kJ@mwbhb@oSaAiMpaia zIH3dmv`V;CLx0h9U7d;1_J|BzgTS#G4MgxZ-1~}9S6iaKR3mjaU$n!F*C}!j+e~B+ zNGY)OCo@*&?~eOA2>+y{IeY?6!$)g@>*@-gBtTnKSB3*D0ed~?5uk$qUTv;pN>@s} z*B$d-h=#|3K#E#3zRF6V0uKtr!EM@=TB;yGb4G7J$Lpz9WQdFbUNb?PFXS8@`4(EQ zR$_@yHGK~LJpcUCCLi){NdTlUl8O5X2A3Q%)w`L0_dj8rf8q`EewHcT?J)yV$^?lx zC_C>01rYLL)0O;om^Q2JX4J&O+AKaiTcrFZ#o3qo=hg9^Z`6@vcOBG0+Ws-z!VUN- z609!0T2wzQIMZ2Gsle;xz7u?w+iv=;CN3>%r{f25Cv3tgs^PGBH>B^HrbDwqJuQ4^ zWEkOC>{uD3hZjj)bL6K|KdU~ZqU4Q-|0R>lsB=&5;Y9x^-+b0c9C(+yz&yfJ%l4Fm zgTvdu9XkcYQ^JRBu7I?YsR{uUiwZb!$q$`XCu7nFWJsS%Z)p700h>~ECr@*K&{3LG}%L=LmLpMED@Tjjs~^@`ssDm#ukd0N;dn;9ZF-ovOL@tq>K<+Jgft|Y>|364_pHA9+&25vl_#>jgFT$wvh?-j#J2o~J+x6Rz zzIW-KXLG%xA@mqH=d5V2fh8?nDfZ=hnPX*$o@wHujPJyA6S>>Iyw6~{&;9Xq-)54l z&-j66b4dSBfzHo0*qtlfhm7Bk^5^yeIMn4~lI40Nya-C|H(0>rb~csjCD?86Y$mHr z(;0-K8;TzhSigv85NISL!)iY6_Fv(6zztYnz1hH;JqwGI_ImjNWGg(It0IC7td-EF zrV#2^&lJ5J$>@RC zAM?kn%O0bMdM^eCc_s!PECLV z%0QqP?FJ+P@L(OktCrPKe9X7W@_#Q6mLmUUI{~V)AK*L-WWISNVH^rO8vY3kV+QW0 zk6{nmnpn}NmN32vud>TavK13!9ssN{78pq(K%7`ck{GZ*@jDf}>=rhyRJ9-;QApcINZ1*p~mLnIzrt|L@#c&8$;h3428`DeO&o zB9gmG(;||dp8dyxc5(D1K%BZ@lQ*}?T3m$p=*CZ6!vOCWe-6sy!O;%UkV#3{y==YT zgRg}>;u+pgKeDYyO^g-PM~=*Fhq)>A??tS4pJ@LL8k}Qy9MVFUca;c?ER3Fl-Z*QwVD*Rp&ik$jD2D&<0Pev>up7R#GXY z>aQS=&0kMqDfjHnG)ksTfgl~ky2J~r%gdvk`?Rr347fCIXV~`^F9LzgHzMM%AEznu z6^Bufkg$-EZt1qGdv3xjkCdkwCFGW~V47BRg-%dGZw(c4c4%XsqyzpeR9c5nF%0AV zkh5WwrAMfRj~W{+JLwG`&&{-!9UkH%d70g`EUD;BLRLtlvcEqn+D3DOdJFAgM5l|6 z2x^jBNT}J8R%m-L!wav~?-t1eF+C&daz5|vIu&n;EfbL^826PpcEY}7XLH!|2#JeR z!>QjqJUkExm|OG#4Sy`qf0_YZhS>+Uo$L?PIX-_`zyuo&5EQxqzo*X|(!Rd~W}n@l zC2|INH}LQz?)?`<%pPB`uvMT$<_K}M{U3rP@+iEDV^a={hbK>#E4$dOww`~Q*uJxQ zll=0P&_{e}bh4_Mqh1WUute%-=pha!u_#5dZV*Vw`6*nsOUo+x#~Kc_aMgiBB3gRUSAZxDrqOC=lzH(mh{ zP!D~AC}K=s$jpq^Q(|JoFzPwWwM5b&ZBDa8@=L=GSLj`9a}C)iSE3}lIGYe+GCr_ z=JAJq*rT+9elI=Jhf68pS6Kh8a;>aUD=ZhCWf7nQC{!WmLp`e}tkb}_RM~RRq!KIo}>P^42X3x=yRf@qow>AWkY+`B!Pqd>FH@o0R*DhBK~T<3l@xE zb3ZAAzpk00H>LniZSb!lcF*Nxz_I9+L();6z|>C)lDf>b)c{qm%YuiFg+)>5`#iX# z;S8*yO>ygk-*s>{BADZ0LEyfP5R?8`vL{=BK0a}q3BCVYR;i(*6A6zITCWB3#9lxJ zIX+wt}>lGqNr;IT-O-IVos?P*<`4B@7~@C@y(Z{M72 zGuQmq`7K>jYfBfo)H1Q|&^Qqwe2TUTtrxJH{;kx!hlB>HsUh*{t8i1=<&H*M?@q1;Iv>0JQE_3wfS zh9dgM+q+JhKX^Mk`q-|Dt_Nix5LGK`!EC8|hw&>B=t8a9y+{x* zBkhgOcu+Qal);p&4u1aB%!zrJu1sJ75IY8)yiS+tb0QmVZow z5&<}eJuRlqyYgJInW)zqwsC~-?t#niinks?F8hUXbCB8-UOhP+kcTZ z7Dl+OR;+?uS=zkep{;FzJpMk5ZV-Q#*?(~nS=Dic7)xRpe$DniH7*qP;Ra01NV(0z z()!baE>~9}{VkvT#x*Cl%l={YPyAe`_R3VJySS*psrH8qt|;FI06rcu#0G5;K? zhQ|N=2@fx?%jKf=2R1wikmRq|%^MMBZUOQx4bTikXF9bDt*6TR-^dy{Y50C3;qc#< z&6$s>msp1M`{q#yBle$FhW&7U%2z6O*Im(IwAsYw*?l=gu={b~*`Ld; zeQ3q>UhjwTdt62)gl0K!E*?rpecV`*kx>7hGsy+$f#B|`vQ}sVh5!uLFpI(KZdyKH zQ6(H~(TP2g&<1Z==>B(z-mx~D=jxNEt!-{BS-I_NnVt&@Ui;sD*uBc4m8I7YV)6z# z!t$_J0#2M7uN*%YG5)z={z+Ui;e|LSkQ>b3fxH4XTk+1blllSZ?>ZqtFWR0U)B#@CxiNfGvc3+oiwQf$TE6s4^f;-jFEbDS8slU+Zq8< ztXzp!Q!ABejGbRfJXUcem7Ic#EmR z8O7;gKy2-=uZi!D5F{vI)1r429d|`o;vL#mSEXt5rtmRZ`XQ z_A@Tj=Uz+x{x><}noU@9fiEK3EkxaA&7r^y!KNCMmM;Bg)B&au+Gd#fSn3s?cSr_D`uhh#GawMk?e)`LM<@b8Z z;L7h^zOT46`d-eDkcRxFS~^hep_2X-64^fTee-7N;|3pi>q6=TLWNqUXEb5VwGG{F z7I=+~n?@MR1XHOvG~$%<3AaW$y!~2EIWk)yPIcgHT!NEd$nSJh@q|&)(UGIxacQoi zlY^|VR-d$F1QBw~%xdDhVXJHO7|NrQ%Q$m)8#uQ`jDqqWV^7t0TD~iJel!nlAb9$6 z!ah+_vscVxMOmT@Z~ET3*Mj3DBHg%mIB85{Qp-6{=xty7L7liReR}0-<2RK8Hgcp5 zA>Mone#8vyzC>lqU%w&(p{2uuXj4-YDUSs@+$aNHu*21nFIxWbq>Wm!8#dyj;ZgSj>Z>o@Awaj? zPe@o;I3CqB!^j+h)!siPMU@W< z`Z!R3sdd`e;FI^AHgDqpTX}rVHS}TlJiAq$!+d@7d%=%xX~T5Nc*p$NVFz^*(f$wE z$RlRNndQ@kR&4TwJkULNVK^`cXAA?791nWCUx_y00*-rRVs>48emuxXwg?G4C2)Hz zI|jrA(g_HVfG!Eni-4;-;92cp&;t*WHlMN(-lO3g+>2^Cg(bR=Yeuzf3PXbI$4Q19 z{3A^4BTcxGLP-3S#UPR;bLv!NTq9PzAm+C>zpjqR(a{lfWzmCRyp0KQX1m2c`k2bC zTan#`D23l^MQxz3PkWuocX=#I84taa%GojH&+OYm3hFbH1r^=z5vw!EXfJ~=>UG(xy_L|!kAFUc1m9%TfEZhh zp^|z$k>4V{@Jb2-b-A0HXG6EKw-4>vTav&I@;yiCw3G;cx1_f*vw!h%e-7}sn*PP( z);6^{FU%S=o5n`p={Efc>F9vY@z;1!1Jk)qv!B=Xdet1%4QL0%Sj&%+Nz-djcL*mY zx9?giDscESokUQif@rTV+lmU1fQ71QoqnG?!~_a|`6a_F#Rx&8c38soqT?~cxRfMi z6=$OEzM@h~3o9$Aslz0EZi3m)ds}thqgK3NBsXdL6OiVJ4JPUcD!LqSaYsHq#@t9K znZzO(t-dUr+&3llz>VD*31c!UB7;gEcm|^x>!3I}TGt$h)Qys~z74ov>u84ro&2Ry z;O&Rxpq1b~ngqk!s9(2^$MvnPl<>^R!wy&goW!2SXG;Kq&KWrM0rZ204>)bmfC3h- z$tQHpa{mp4cTk|mgNHb~PI7NJ3myZrh>cN!)n0HPMg!p$0g%V6Uq9Sk#cUw?R+Quv!U413fGXzv>g$`c3A zS~*80xB`zkjsvfAx6gwT`Yb)VBm^PNwk^Jhk@x87duXI^eu5)3$AtwvmdopTK| z3};uygj2La_fqzj&}_xA;Lhi^L8&(ldiC$A6Rx{hIJu7H0;gvJrXJ{3V`gdJ;Z4D! z$NOS~Z*t?(SLR{V7CO?*aVwBcoil!o4pFWO1-%soyFJYJI#EoiWN8B^YWtZI-~i*% zJs*Z1^hOi90ND#I3kwDsE@ja0RyUBS!(+!mx0e6o2QDB=|N8YSXw*su2IDJmf$a@G!xA)cO{^?9Ri z6Dl($V+{G8hFTj2(06y_PFdblTNd@oQ+HbZg8X57ffm#9- zsq3kOZ{8gQN-Ma#Jd)52StYMkMh`FlHGc3(xDo$-taX59%($0ZLPL13`ig?d2>Ais zxHAY}TH)L_X{yuKW5NnA{JjE3YXuI}o;79BY^-euYhhIn<0{_?dVlW0)qvDr^Wv=) zJ(7yPJ~{kp>6n?(($mv_4G+f*;_qgPChaIXY6o9CWgA7N)Q;id@af}#0{BzgH;~b&H7Y6M6*8lA}MY zEH7tYJ>}sw)!;+O_>_(j+C@UiO&Vv0g=fb{zUos_R758tVvtqhjxO4P7^Gc!MOC@H zoag6qlKr5IYGL(ZTUqtu<<5^QG%N5)13)Y>ZL`dKz{SwoXs~_Ou5P_~YkT_{C#U*I zYI1TY1MFNWE3nz{v&Zb7-vBeS0GhYA_pi}WSsx!^P}?V_r?VWoT_>2zS)r;tCX^*5 zY4+YA7g}4;^70burKc;XsUbjYJetSMGe5lusQsLgff`q+ZakfKmYA6t(~In_@luFU zul{Il^+T{F+T82rN);C-7eAB5biGBcbj1Cf*mI1X9zmC8K~-qh(65nQm9wK%UF^lh znUHZwf@=*#70B83imyu&9_icR5=qUK_traT*k)XFR}HQ_dd>|!*j-bL-=!cs<2|;e z+Z>>R>MAlub&ABJ!3A+Va8MX7b%je6fq34eH|ohXsCr^N_UBANHpH=)D1Z_Bfj0ga zWD-T!X;I;#0nraL?vx8yXmI~Vqre9bxJVW#cb;={>Xb|Uv*9BLkjxsOZ*()J8ioKK zCNh|v5qG$%C@Oa8S!Xli0`s;BrBFgTUlm*cFKxkjSe4C}Nq=Z>rQ{w`B z1x)X+PZTsn^MG9g`N6?~8I%NqOCuf|8;gCyWCSoyFgjZoo!usMJUKZ5K#eR&?11Ez zmMS_F58Bm*a7O?t^;05`OC&u#z3A&}uVc}K-@o+-m(l4S!WZxo3b#21T!LWX*jSS# zj(I|sxR5~i1lL;O6(pyF*XW}qDdxAx>P1ILwC~oQZ#|brr<*LC42e-kEa8oMkoURM zJ)W!EAQTk$CA^Qu6qN8q%IRr=gkrd){`oedq@eX22?5ecwvkWq264<-StXNK<&)H7 zNo-&QF|StN zv8iepp)-24gjF8-^0URe=Ct|rGfqvCuc$e4?f0F{NE%01I))!)#rGT#Ba=5Q?%pM* zY_I0CF0q#ems@1;qhXvKqNeU*5hFna0|Nk3XRLlBR9t-+U?#~nBTl#Jt}t9D8T3~F zOk0mS&#e{e>0v|^Z1w3abK-m}&N<-^hU?IQJga0-d1LeBA3^S_=H|3XcS3$hiibQXcD`&IhYJkFG*=>L~tyd)ae5gIy%(6HX}}eL2z3RJ%#&V z5fSGwh#@ z#{>=q2IN@l@J)Oi*`pQ_B~2@G{vLoN_Tm&8*XAb*tp-mC2$X*>uSIp-zPI5$^}|T& z)X^B_kPUiE9Hq52&U{nJckIbj_;Rs1TxUoE*b^O4EqjdCKS?0ju>3Yph5{IJ(lzCc}E?H`uK zZ(B3?2w^MPZ#7EUp@G<_JnG-SP?VSm&U1uz>kvbd@?H>zWKyCDBefdlS#iQIIfe5T zDqGIm^%%}7;5G~28+c;p_yItj_tAev?im{!7Qn=xM0%fXM{l?bQ!%M#gaJ(<378Ga zn3+9`r@4B`vPgm+64Vok2fsn!rOr>wVd5jgwz?90nEIt$^XO-rNTG*VW#=N}itl zz{g;r_UzXu`cJ8;k$?Z%0qTiV$uu3?@RjuU_I7IG7!>dj^1yTv_%6hQFwiY_46rxP zHwY?lvtTH=XW!7A)||+VGBZ%xZ)wBo#{vdq%n-x2HJz{WNsixy%wj_(3f=kXIDNQ2A3wkQWEjz$Sid&tJx4}emd@H!T+$RZjvQT5mEgsw+B5M7d9OD8H$K4=k3h? zTm%0)Q-8lMCH`46mg1nTWH^KkXuKfJ7%<(G5ybH6Ey>iD}; zJ*kn433fedrLfK)3AJX9VDqBM@2E5ALR9Oepr(o(eY6^GYJBC)RHuD@PuTQty>7}| z{0L6 z-^B+oTNi2Qq)nJyfs}_wo$Hsd#DHfSSW@>Q$B6Pp+Z=?*T-zum0@4!OhLE7U7LFkY zsa70j6aS5I=YUgA$v18dW%)pUHUvb0uJUvw?pXEYv=oQOawp`2~$y-0B= zk!T!JG+2AG@%3XijorIG|H6^HZ%q{I_lW{~l-CV>m2%bdNM~mW*5zmZswQIHl;+aS z9M0n02(edJLiSNe*5^3+0e3>?t>swHPGYrNjh_nZcNyYxeXura{|gcQ++ukn*<}DO zqEOwA)|M7vhUNkWT|HZ_YoKoIHiq5mWC^+;f`Ngy)j>VD`vAcb5okR-fjN4Wz0T@) zmZIrB=aW8?4bY|!obOGa95k$UZ@oFnq^Houx zt1Azvkes2N2ted((jA8Jus%EvK5hm^#8vr&@zBApn)AQj%F5=vAKzG=P#QfNMb!)w+k6}e0uaF#SNHQ{>c$TNn0J9N zjBQWJWKHyUdtR$frgp@Fp&cy<(q@dyXT=K))uM?^SQ*jWynTKtfiZ}61GH-F{99y$ z1LM^~o8fEXk)L@8^%5Mj$^S1~P=vA2WuE`~d|D0A=X z{j*_n+eAId{IA-CIq6EIJRd-R2DZBmPh{BrZfbBaFDYGPwsXME3*nr*m&?BQG$L$6 z^5c({CI%gd_mg5~7u>j>iV!yJ(sQig9?BR-DM1%rBTUu5}Q=k?Lhc_>x zw>u9;o$(iri}pAVf+R@4NXFAEgt}=KQ6g|Nt-ier0-Fi&aw_%Mhs*V zz<{wbi-WFELL-3tU*ONaQe-DG^LBBkIHr@}&q5AE4qXhRW44+0mIY>`OMV0+8;Ge% z`INHYxc(xD<4(_n1PLRI?E0PYS;z;artS_#7v#MRHQ0xWc_aU*6o)`|mHVZVCH)JN z#b0r76{E`yA^B(B@*$WR=|$-`(2bzB@JUMSke=nJb?_3r#%4^oycHUq34^FK)&Jhr(VQ6yjx{a82+~x14Rkz-eb^$K|vl z3fBthR+%7x%e4J^9m`Vtt&orqfEk+v;dmo_{$jO%7Ar>&V2%i<_8Yl>A1;84%m5&q z_pSlWG`{^d>p+D;11_^#R#2BoXCj?U?+xm0rI_m``ttjRH0tQ(WkUugrmu~Sx(;@N z08=sn)@kdfsT>A#*0+RXGPoFU{^fWo?eKwTfsCE zlrX@9Ob|tSdCQ{jd3d(G<3AR~OC3gu?0GU9yyMN)A2LY&1B8pO3}FOY0Mo=jzY8FH~^HB4@P_rqG!kO6mcRg{CpfC#RFw=XKk1Rggz(o}k z3(J&`{BwcNJ1}hr0EVlZzf_`)S?n6LE0mPiD%Mp?3q0n>3dL8MJ!|Ne_4 z2kyd?0389d?V%}O16f%V&=kP^nYO+e^__`=s(|H->Lf4@2?y1TRGC9~ermR`2PO*( zi-H3Bs-f5ba$XxoDTPjGO~z!vsI-@+Tgu|Ix#eZ-3T=vN(FsAviCjT+8=R=68#+F! z>^lGK4bE`4nHzk9*%F)qySi?>I=MD%&z3(R^+Lupzp^aUhLwfoH4~2Di&QM&H{S~= zc9oPwL~133_H*T3M7E*?o`LKXC2Zs|V2T;~AW_ztD~i3Lm)co(=eF9IPj4a|h+FP- zPj-wpPvGQDs!|aAq7t1-{SS(hz1X?=SUA7$^Q_zsmfWkVPYTWZ>L%0z!jDbJ)b=7% zKMbI`I>LDZo%M&dUaTLabu>^PH%*;gFcfY^vGDc(c9F%li&G2X#={;7a|(R>yqW(z zJk6r14Bq)=v@5TM5a?c6exxw%t<$|%iBhRLD%Y(}Egjl~b0UPI;EEQgVFSBb?VP{4 z9hoDFle#BrkV!T`&o_ERsPnzraenV>{N;;Zf)fl9^uNRKjZ#J}va`)R0AP|!QSk6D1cI@^`58P)`J5vFqB zX9ryzr!y9Y$7}Hg2_KY@K5PirXd`toR%OIla$r}}g_z5i6P-U8SM3$hvP&5OcjWcT z+a`p^j{*crtheql*0yoILZ&-Twl?utglazGs$e zSorr9JfMPw7gT+koS0+_2aW)I{xvl8hUp5p6Hw6vT+@Nk@=ufCqm1~OU?j9Ez-I)v zakmKFg3cRQ{}M z8GY&28Y&i`Q2vufVBZQ%@7caoIMy7!nv_lLXVb{i-O~=Dn(THpaHAJHLzv>UDA?0u1f` zH(lS*WLV;J7EaDooWa3Cc$2TFsHhbQY73jX-+AXN)E{GF%&XhL)$;Ah-FGM8|CyQh`%k;CD{dCDe@8x+|BYiP z+skUWOxj;-gbs9>-;aiUuaI~Cm{QoJ5x<|6kjqq4Q&;|ez6yJZ#PQmZB-4%f9)`zm zV2Cn!zGjVby+iW;BHdjgjKIo=#anZxtFl9DoTiSiv%@9(4C-zwu7K@e^2?hgtaS1Z z)%PWtW()qz6HtK{)Yd*Vk{uoYq03I}u-y0r?#~Jcu_3@5iU1U4KX?o}dhSVT8tSOQ z(Ad~4j0P2bYCj$WVs199odrwR=NfLI-Z)2Hl|bBzr6FvE+WT|-p-YT}&t4cpj*Q@w zQmK!&_nh^*$1*MWySeh#VN7Ert(I!cY0Q3Sr$)Zk9gQRS+l=bSY16nnUm8pUKYT71 z+J0}2XlNh+fv8MZhHIblBmw|swF_LjLOp$Gu}oNPN`VDEX7WZ&PGO`Jl^Y46T(U}yY$Az|jmw@aAqIj?5>Mw|iwjI^<0K@xN zP_^_l!h%NGC3s#dt9Yr4{0DPJq&CJW;^UcIb173GO}5?H+nmtv3_DrwZG8`A82(u@ zMak1iU%o_$95%|#W$Q`;i&8i}6F%OBJMVd|tcFz?1BwRRbT&<;eHFmXD!LW#{FayS zY_xuizZjN^M*{2L)Ng!9#la_iBilqxBcCO_Th2vCBYIv$86ZU)sYdSvj#kU^IOq&3UHLC|YA zKeEc}WIfOJuBcO{Kq-Fz9)0@K$}*V$v#uKiO%Xo<>xXwtBLm>l z1Zha^S4nr=PBIjQD359}#R%J1-olQI>*Zcn{l0iyLu`_EkfHVJAyWZ7tPk-~v?is? zoYgGdsBahrU2wM2Xhj0pRdDvz*80O~=Nz;%wJqBeDt|5=!0n|@V2`V?9^iZfkEaKg zvCP$?`oKvL0|S`)!&?{NO&hvcV?BI|40hHc7^0apEcG3te0>SfDtPHx6gv83*(`-8 z!4>$i9{X%W(m16qA?=`Ji44Lxvjhc0JnE{A@c(icVK3AnSFdgidFX2S|Tj z8*u_vz>1JvuNoPc-}eLb%+h-dP!P)BwP;fY!0uLohRT+U6x$0VbHG(FaM@!ga1sjA zG4_AU@7S>k>rT@wo&8%Xh6FVO8jKfqu>d5f=j$d1SbQ+Fi%)02gIqZa+L=HrHDuR<1oh-Byo<@ zI$Dwkpz4DOo-G@&lKs(1a*=ydh9MBJ(X|PEGD`kJAd<;%gRX}IF(0B7+uLa|_V#sm zO}+&5T9A&XV<0!T98dQ$OBwSIUPVgKF6i}4!UE$p1Uf^&)86 zQ>}CoWi)bwk98l5D;~*OtCWm0JFv06?eqSV5LX)R&wGV+v6f4$aWbxkBy^)(ci)tU z{D-=nS3WDGeGuT=>w1Vr*+TP^GTOSqzix1!W!O=&G3_6WPw1dg+iUu|yV93Rdfg%S zvc4?o)tDrho`DYd@u~y125-L9vW3IJO|}6h93lay$+;%LmdaUBSYqbFOBB5SRg1y~ zMoD%K4kwmO@ub#oeywzZu#;m-0@LfzR(g9!6&2Qe(Y;mc>yLC($14SvP_ z)PD~OY0ycB{?97P%*+Iqp~NZFabSqzNuq_@j8;I?y#z;+H$(XQ)fr zlp{c#Lm=&!&(qqFE&-v-@nPD;6N~gH0&0v45tQ&Fi&r-ygdO5u{d|Bx9!S4?D1-5e z6jVUoMi}KNTFH1ASL~OYg#e_}YfcuLG}V<(&{@itu5e4zPYRzL!B66j$BRlh0&PhQ z2?BgI`^vV6T;NnE=)Rli>YiInEGbH#v>4sRt(d}I)mY`f`7vGV^w-qWjiRn*=TR7| z?Zt$}CX1$}g{lA>*L6tnJI!&zT?)cPr_gfZ@}VDsgiladUQ&{pw->LTDQjg0=*-Qa zqzpWd#lI1Z$6EEPA-9dQpY8l99c7uE!-$Ru#+TgQrxw6Sku257hb7>$CU@zUxh&_C|x#-TBIC# zpWm*Hfhd?Q{yf2zRGXimSkPM;4OBnRS=paTn5d~M%ISw3ZE(q`A-KxN%a2{Vak+O3 zK_FCTLp$l8wudv*p4PS=V#`EecYz89zD(d1lBucb|5iwS0D^;mmlSw0f_5H$8j%7y zAkZfe{O>B#6gYYgpWZwTq5Vb8df_7mLV*llq_P`J0;Xe9ax$ojG zSGhnSf&gZSB{=24kQ~d7pOrjxiSa0RZqIeNf9b(k?aavN%lnrNog0@2B&h>fF@1obdf_cp&)_2MaOb?s?Zl7*dBbLDngkgEVFtdDc0feJ0jSGqFdv zAY!uk6N5@bpkTv`G3zk^?dCfYv#xg+8C`j<#e#pM&Z*&J)Fup0G!B!fi2S4CcPE? zsQLXq_-r4fjKJZRP7vB+v2lmh(`XAIeKnZz$Dn0fa1s-A2$jJl(mWWniF}Ga&z%Yrs0G&3u|k7Fw()mIL){R#1yZs&pN$$2%z-_ z6a&6LIM6F@a&ysh#>a%u2+qQR2gh83ntmE_E>_$zs!Txp*0txmJr|d?oc?b$uwC3$ z1mk_+==P7>B}O=-F7MG_Knj3yc5rJ@U|fR&NlZ!#0VNPT)&kfI4FFwqa0dBmjBybd z&HxbiqYP~nlWNQy^jP9Ks&0k$;+zt( zgzA)}tUEpqU)&2}g~@o-V24p4w2!gNz9#QrAwTaxivm!;;LIh@YVz(bM@Ue8SS)-w z)HXEqIPjwt$(sZAm5hObfrd{l>efsAQM$P$HS|3?eGa~+>^c*}RmX@eC%jGr-&bEM zL;w@|>c=>Azg49ZSz(nlzyLTMJZo3n7o7>x8 z3k#8{sM?8Np=KPL{^-<|g{qNLiu{q(qcvg0`W2pDd481hQh4!6sKyLHY^VzvoYM?)Ny?v&~CMs-9(=JtK^?87W!1S`=yJRQZlx+AflJiLf zA^QKLo`}`L8*Fp<=Oj<#{}hyz{5c?+!O(qDR*FOPLPVd+-IB0RLP)07!Cm2_TW+N= zGV$&zG33mr>mN8?`8h}ofsDhPQZSAfRDRGcnk3$YBd5BIv;Sm9^P?g|yd^kieLIr; zx(%85Q-NNh)M+YAq;Xxwb%2%vW)1m;g=dyyKou5pvN2!|1_f|gJGb4;^I6-^qZbxd zR?h&(4}i$8X~5jbV*d*uM^NOZe@1~Qs3<(0#&j1=%KV;ZTY&=EjL(PyE!^hT7M*uD z3M9yaL*_>?0-c>yA0C^$)s5F`N7OlvMD7#as3W-RvXqtnd?6N=iz@hcCjkXLGdTiS$^k>9Q;wyP3dYiC|(RG;*T{ z%=eEEzdT54>Ux@NsVHe42}6pAiqE!#&d@l2b>{u^)u@~=XnVJ^=?O@;?T@$i|Ito? zg88_YP(5fz{V3}%?^D&ah{};~lw}01Vyb4-8=uCM$s47hm20jrRR|q?^Svw6c~~YPZ`=SZY7#;bA5T6zvP%SPl z!Y!sPZ2u3!D9a6@_#Rb(KVgi@U!bSMoCCn`lM7hn>*YK~P1{&lqKk~)A#Hoe?C##@ zB_q++0xTnMkQG2aSQ#U9L27toCdh8AISCKJMlZw_bJXA>G{oQX)ZP}Kczy~1*Wdif z)wO#Q9xy}9%M_JXfLYfpCVtu8k1Xn#+;d+5!X~*m^6609m@fW*BrGJ+!kmeZved~~1|Dgz9B;dq*ewO?u{PCW}}d7~Up zVZ<5sYb$pWHg1@vq`uU&UR~vm$CN8L`G9-pxLlsuwRdjvg+J&+k3ZDjCV6^IydJN- zLNO~fWv`VjZ)DpW$GRc zlbZiWrSZRb3s2bKN>>4QxL2?De-)BZD=A!!c?@b+_)SGG7aIgFr^7!jKY?Tu#I_)u zoP3(qg;P#x(G}E>T5}5EL<%^;u{S!qj{U0?J~Ci5|AbxG*a4R_@HLak?*NWSKfl($ zXzFV=ysr7t${|ejB>kl|Yb$LiBc=#h{JZk*{9>dZXYIn}3Z7*8ooi7A0SFO7n8)#4 z=04#Nq2%C(=l7Ot*On`azvS!^u+jiWGN94rQ@*qTV`4l&tzLK1c>B5X4rTA*HwfYh z1{$Yz!0rU$y;-3d8RWVZb9s2q;3#KhWz_)fGU$at)*i4%A|Q`L1y+QwX#fYr`R@#i z#hIhRdohem79y+S@I5WYtXr>{bRNLr1%K8`D}(bV8xCH`ApTvip1>9RSEOm8ICN5n zZT4QqKa#3A)F9tw$uv$myl>dVpysOQD$;M1JBJ72k?lYu1zNV znUf3erQGb<_~bohtQ~`UQn0h@h+4H1Hf$MfDkZ|VFL7&M3cv}+%h8y-?Ab4;)GXp4 zAMPRUU$otOttD4|Fik=PAGP$K)Yg5T_`TF+e=hjhFh~>U|KjT{z^dB1z41**ND3+; zAt9h3(jldy0+LF1BZxH8ozfjjNC`-XfYL|_NDGK4ozmU#AItOJ`@Q$Q|L=RAbI!Bf zXS?@WbB#IYm}C4R%(S$ouOF&yioDZ&N!=!k;p>6JOL%T-Gtc_dWFPttdG9GQ8y#wN zn|zX2Zu((Q75~Ye$8_3wrq!+RwxmEcDNPC*b9CSrk3X2xa_&S#IpW%XIN*_ftf-_1 zJ1U)|kwqK&3StY{Fw@17jMDd4sB`4fhF(5aOuA4+8mONqcFR&1HMpn{qvPXZC!|67 zr(Z`mWWLgYM}x|=c)QRQ1}dz(+te&q!rX#DLqh|)FX@6dI2!pBC_U~QnL6)+ui9Pv z`8LU?vi&7r=IF10%6OBHiQOgqsXj}ybONDLUcb=^*1vrCIMw&=fQB-Gn&4)0T5+LY zn=W_BO=p}xPSmx^$NHvw72%|kWEy|c%0D*hOFpc-$zb{!j##UOvagGe2vL3Ukzq{t zBd*#B;Y&E)pK(ZIGROSZEz5DN*~gjGy)jJVKdyyctP=6|BgseJ;U>5eVBA1PRKi6- zne^7TD8UpTw8-zzwcTs7(Ms6=7&ZI!&)~kB57|iv!(_w?K=5J)^^@;vzF~d+y!Wb; z=AYIEL99hQiKgvSLKNy9CuVibgzqLz%Q;8icacU;tbKl3U%>(>ge)B&Jj(a4IzkCw z5klx~?#>&o!IHaGuJzpSYZpSURxdF4MXrIqgQB}Cg_9%YZ{6D{Rqa<-fc+2%r3tLCG8yXk;ybG5Pe*Rv>Ys1-d zuqM2Q!m@C&R?ra2y8QOz%aWBT6!}5ksh%ZsVg+^bIF9yxiX8@K@t8%|ul)%r7u=`F zt#LazVrB0QXnUgD9Ugrcnm_RAe*68UDao_OyBhlLyAjqW$AUP8DMXzoADS1{PI3I& zC~>^g$`S(2+nG_QL1(*`T0eY~s2yAi_K52^PHUeRNN>PHjowZA z*(WvOxE~ss+66K|p}L7;8t9N1KmtPx^*^~T*>QN7WbJwU;lOday8%Puw1dD2TuT@I zUldCWP@Jlx+#J2)asA*DC zK-ba}sz(#$PLq%r&7g~$sZ$`N%*+l)>a476y7mcr>BlBaGEBOKy$1&Z$a4bij{8ra zUJ4+j4la{gNP~R|unaAb{zt|p<3kd&S(v2r961gsJbUJ|wRNf9I6j{Kl^U-7+3{Tz z3oETR<9S!oPC-H1ylY5s2=T%>@mD<#Bxi)OLpva$I8AmE(=4JrKE=I_3W|;<8FG7X zZ2Yye2Mv|=J_mZAR8P>(xgR>K3tqhFM*Hf|&RtG)_3pAU`Sk&@}H#lJwP; zddsj+0(s6*N-)|Gtka#~*5e?zhT7QQf-1DYu}(JND2{9={!P{{vY}9NzI$t)k^NUq2#5do5A~&rT*hZ4$81ZF;7uso*`P~f4T#9xxEvNWKftj z7ry;5*N8k!BErX1#gKh#7CqS1dgB2Hzb~$EqX6e8%CzoVUVOc(;_{Lmn2q;Mt+1Sk z635WUXD)d*`@XK(!D@^}Sv;nZ;V!}+TuztTs!N-iCP}At=0n{}5c!^v&3{jI(bWbQ z<@TFXO+^%Q+1zvIc9(u2wBc6acv`vEi$aC{9!W^y%fFY*Pv@)6=>8y}Yp}mRU1M+> z+|yfNL&xsM4q-g{C?2ez?7@p_JnUzkl&1;k`-zeiy}H47tP!R#9pOpTn{I_dK{$NX zu)K}|daKPgJGsRs42Jm7(D~Z2d0`11Fz1^97Z34F>Yn!)%L`@Eim7_hJ)1XmcYVKF zI%y`~odru&X};Np3P0v~BhT_xGlK;&UJY{QUN8M`&M7mOTuz4+Z+y9+qr^09gy|Vd z{?NE4<9$x5P*zgUjqFAN+1t$O z-=b<0sugQt-CQ>bC5nt&iBI2yhN8LW(EG8>JsTkTima z)d|KlHgG^hC{2jb9F6nrB{jBsrdzm67Ft^Lp^A5~$r5n(n^sE-v~ZTYJiX@p1DmL> zas*x}lC^3)d#7Bcac5GbjIuf#Z{bxq14iff4~ocR0_xfUcBVegGBOzcwh7Bl5a zZtIoiD7GXs`^iunFO@CM#6M?vSs!S7&q{iw#D-e!?CWva==aQRvs(a z8-BxB8$&4-rj012HJ|K`{h{*8K2_gHVq25xnHj_?MR@nSqSO4F=N!*_sNA-Kip{np zD=I5Hfj{LBFx9mBO&3?|yD0|e<^42lSEUs+cmmXJS7l~m02A&0(r@aYY$_jXoJ#B# zf)`@+)={1r=<}-a=@zRo*3@T&MXR*w?(NSPO)c*M{Y)dD(AO##4Z31si9UQ}v^?vn zR6r3ku$60n0ohSQm%r$}oWZH|K$luN zh|kCY923H8*6W3sP6yv{s&A(bTnhG+^wms$O!9GtaT_N!RmxnF%gpVzwHTRjm}I4B zv}fRpiuY$(=e(t6;pAgL#QpnkQKSmH!%kA00E+Kz-WGYkL)tXJT*PF?s{{m8@P~UW2`MfaF zSf3tBvM88r)kiQy-P~9?rX^p;dLFzlvV*>1 zc}~1>aNOPf=NI9F*U1|1BA*Nh512#&AlB!t)*2jx;s}I$o0sgrSXN2A0!{>?3$nil zuvmk#IzR(Jvw$#=fu*i0Fjc3hT<@|l*#xG?w+kD|%gc6e@&z%e#xQ=IR(x&nptaFG z#U`ww{*qvYW{G`p^6ZDlMtR!d?hbsFi@j?N_b06)C~D%nhv^irb6w9LTvAH%T3>FN zOl0%Q!*BJ!mLr!r=#Nu-LHezTcA+=zu6?5# zr`EoQ@0T0;8@Ky1oX=IeRH7|?e!56iJ*_ss(S>^=bYN<)NXD%vqmXTX7K8W8IR6`? zkNX$QrCP@Jr^XH$jrBo#XMQ^@73RwRD?7Ur3}A#eq4CsqVcQOs)9>J6M1N52If-gq zT|VYh2uVQt&NB4JyMGIdXzUw}Uu*UFCdj@(kz^9(zVuLCfp=p-GA8~;w$yQ&zsj=J znaojHEJlJ5RkfBb?I%=Pcjr3QHL`j^mY&!&8T83zjIZ`n!lnbZjam*r`0FpCIL;;? zw`jYF@N9PI?JD<;93R!i6mkD+uj~Zr#0csmbr}Az)@BW8(`@ECfi$7XZ&8b@Q)1J&$#CbQF%32%Q<)t}jpLM}j}o z*ZM7$Q7eC&PUF70%jlI3j7qBybbM&4|D2+{cDgKa-l|&RBYdEa4%{c}t90=TSA)>h zQOcKoL=SbY(l1^iFXn$T;FE(##x_Ji>+9$2*vw&2c85-@PyA|R?5twp&8}DTMCESE zdE3j3J?txPSGou>lbYp7Q=QgtOV7%A#!vNNTuBc%e6FD7ye7FoOP-U6-Tn$|t=0Vo zu1wJA-JF?|?i<|pJ#vLNQU^uP{E`WmmQthHsY%~)6@BRJ@-cd*#i(eeTF7i;w!b zBdjY6CJ>ymsyrI;5Rw7^d5r@ez?tY|)~0;&UC{-K{Xx8wWEHh|#*!a$%MAsBywgvip+j1Ex*T3(hh@ z)1aO@IkW3ntCRj@v>L?zQOlYAKWh>{mqpNQ|?r@vsHM9AJ z_aVm;7eJln)ICiFrY_bk&ywqjNs~WIFRl4bc+LDqp?d7+ zd%wXpC+V5F_wXLF(8>H+7rc8&OMX~wSZ4IQ?^56VmCgY@4s3#5d z8?BM7rEXx~DtT+@`ohkR&^;`iinp)n&^1M;+N69;UBq8!hcJw&n{&6g2}sFmeD$rm zukDJezxU*ag<|9|rE-4j(t;*I+$s6PHxh?c@5sL^Wp|xp_Nj{x$&1Jij z=mm1<1hEBurF3e91qs@m_tRF(4mq@)DvW~VlF!9o?5Eyw$F0Tl=^9xjI`Kx*LnDr$ zm65*-QRM6$0d%6!C&@Q;PH#}U-Ld5PFj|kYY9pRgqsZ<@zbo=_=`-w5G}dQnR`UJv zVc00^&;Iq43}*=r0a6L5GY=p9NA<#f#GfUP{P5!>@`vcz!{6F5xMMsI4y?Ck{3r;m zj-Sc;eep+P?0I5q#|?4=jBIom-UV&%?H?NXFbRec{q{kBZg8HpWkjLADlOGLrXYJe zFdsMXa)wHAv|D`CH{E*e&YS46DAsnCZM3H4)*Fn?95&T#x9?SZDlc5HFD-Az;T4}d zi@y-~o+0*xA#TAh)_(YmGWh;NBy9qtRhfzi8C@Oo_ZuY94XqzgvbI<}W}|v-0*|_| zNY1wIS*yX$JA+v(+~_ST$^>w67XNzRzbXo~UunbzQ`l#_$iioUi0lp6&Z%P_Mc8GV zq>dGr(E>7T`XZ9)mldJDZYXTeZH1kX%0O&`q1Wct2N=PQ{&nw?!hS$e1|)_20QXx261A{j#%q;weQFxA)7R>~G)3^OlC< zRQu3nF+a4X31q07=l!6bvV_|)-C!Kswe5r&pJB!Re$);(`2gz^_wfzn#S!=1aXj&z z2Lg%)i^cAO1or+6X{;&4wl2KsFAh^LrO<5JEr|1f)JiStM>)4z%O#_^cRV~4K#~x` z9GnyDyCSuU>}2P|Msr=Eb~vmEXREKN;Jk3DAWnUVIG?uQuY) zr#L6REqh@kD{NlTXGDm`Y!UrKmkE>i0`&{uSYElfrna;sQ``z?+h|mleQn0*Y#OS# zv%n=5s_W#~Yxd~k$(?8T#J&UId&u`pEo@}4TMI3$+y65!Y1#@N_ zveTAc?p;IiME{)WbiEukeW+$?<+8 z$4`{rN?kD%0C|}EF%(~ zwl|c_y`Gc@T#N^^tj;rM_GB6@A2Q>TKG_=J|&g2?s5o6jR_Gq1+mE& zW4Xz?xuUNHr4)Yh>)ig4=TOg8$hYI%{3;+=e5iJHZ;hVu*;|g@W|FtF_7m+4cYRl) zr%v35pCmma%wQpca~O(4PH7!G3CTYel~Qs3Ze>A=^*D;P2Yrm$O#&8#JWGOQ_Uu|4 z@q_o0;wFT6&0L9d_|dZ;8gs$6*Yt%Pd+NlQBUOwHMxFMPA3h@;x&~L&tan4NW?TU* z2P`qwm-EgwjMHR~;GoPCw;PnWMWg0}))$c&I_r9d527b=nL_@*96PUP8mUK{eMe8c z-<_3bbm^v}n(Fs>$L!17Mz_q$7&`=Hqs0_f+iTrdIYd?gZfWs$W`@97@d`{2RG zG5crnEm^#D-*fBqmJJhcik>9&AX9-SJ`&x8!#hM8pD>YlK)1t39oBR@pCJ9EFuJ0c z$t8^agwA6bc6KzNhd%!Gexzey?(Ran)JzQB`t3PykvT5$rvzAmnOwTg8*$585_6&i zC*3x5BX>B8({`WzUTE@(@OfuTEuUbUl*Uza&%(-BhyCDyvkg_)AgJDP)<2&BXrb#} z*TiP97{AqAd;6&;g5A9nAh`?H@0C0&lMVyfY#;o7*U@1_gWB#p+iO-Yfry6E3W zxp7z|@?abd;G&3s-5^G&E|L!&oG^(XW~DZAqZD=hWVJVp z8o@2=&GbaNA9+qK^Y=gLtnd6F*AiEq#=DNXb;yWT-gy3Ax(~UmLLGCNQQcb@cg>d^ zuJ~vWs*R_i!Z>EYtIZKz$W>(`{gay3&ctNN>L3hvM(581C| zTZKs>eAzt(Qvj0;r!N1>vRvVRAScmxI5JdG(57p56_vK{S(~;(s`X^x)urdbzV$EZ zKYmc}%j(crOYL$DX~Y5b zCv1z-OkUirzS1(=7j#J#TQ*y$#jhURUYSD1iLmN86~^URLN zZ&K^*ax0FRLUosW#>*b{&(zVc6vx}U{H~3JJSbAU{`>r#ecv}YO;9@F3Qu$-P20_) zhBS}#nl_3XO=CDO)}AD!cTf{*A2KesYZGh9AuEY5<|#TtJN)QlPHXM;WbljDlWZ;^ z*1{8M(MsE6UViz9e{oNaWa(M>HXh~_loup^LFGj1iK5ZQsXYGoClZG_%4ZE@0#ZM? zzvw;6>Y6^`wNm!~!Tdxf2N9@QY)>ZhAhAiI&vm|LS;tr%>>hmD(n(U2D7mYimLwo$ zp>_%H;sfb@-=ADVdx{F|Jrnk}uTT7T80WC*l0O{NdYCabY0jM}QMeUq+iXhpwcL0R z6Cd^ofNF9hr;VIQ1QA>FCEZ?3MZl~^&{hI%_beGE5@;8cH2|L-$Ous}q^I){RJ+WP z_A8p3R_lvqdLKqpD4d9R=3Pt)kGD;Cy+$xR24p6AXw>3B2uP2IQa|)QH)w)h1A@xU zn<*6%86TiC1mNaAsUxo7tAWjEK(23TS>(UcNsdSpa&a4Oqd~>STcLBZ-mHK4ph!6GqP6P&C&vpjlV@&R}$ z#M8A-hf2^EQ#>$_ANSW7$XEd0K_P4ZdioTOUnu(Z8>DXyC%kVMKVYF`o}c?knf?I) zN%vb8n^&xb&x-- z2|D$YPCCiFgQi{wJ=^cfE77R1=ifE#_3?QP`iMEQf1L0n=+PpAoyUulCb{`y_Y^e> zwSFL-_TeX9&j5NN$>eP@Y`z@4w=I_eg<$hLeX4OUJk2^@}g|_ebX1LLJR75DN3ru z?f&4XY0&tkGc?)XZJezknp;`*YHZ}81RNd+NebwSb)lfD#EesKVXx+X&ew`TL&oz; zBK<=#dWgKY<2N2__CPC_w!Z#;?^(KL#-{DXva!`fj{5^G0=NV3)(#V|-y5@i!sdA( zl@PRGoyEg^D^1V_=$E&X(5>1cOZMHgesh}U?|Ho;nM$#LW4i;EOZAIs|EQE9LVNo& z-urErYj5~Pa^GtjD*_Ba$JyHAA~dDLjtE3f?)v}(d5E^n)YQTP)bHG6(9K|$0M(m< zf}->3QxHXey|c5Eh-n3g*>639ZRE)GOGwB80uGeV0EGF}(>hSh=~{lm(P@wd#Z4Ua z=;&yprMm8asxPPS14ou00en)Xa}G@N;1vJp^pOrsFcMPI%riPf?v{sA_Pdx7h!H@I z?y09>_qH$qETd9xA4;-5v9+^{lR8ZueTj7k*9%<28|Q2v)qRTu$mheykFh@foMZ~f zq#NE>dA+&rb`SW^@OeX(Ydk8(p-KgvyIyKyGmW%tw}73;M2cIzkm*`)ii{4$>wP!B z$i?(Y;79DxBg%t7b|%hD(n?)GinxXVb%0xc3Ir$Q*1vmHXcPjxDq>VR4mb|!fR6Y> zRJ75+0v@=aNA?Y_sq25iX0L4%rxtx%rkiyDJKA_<1A8bth zvrbGQ;*7j6Vr?%kp_Sgs&myD|ehrEyxg(|*U+>mkF*p&TEqUHc6G|&4YSN?$jY)uk z0p|kH46^?<8t0skK6>gN)u_c~+V_%)l-|0wm>K~Ycp$rP6(V;Hae_|{0vw%LI**#h z)_!HQZW#FbR9&tO zt5mE1{(f?GDM*<@>dsb1pw8?g?7FYZ+Q@yvw~kF5qAr5#lorwJU2Z}aCsz#vnc$Pa@!#>3+{SZ$|5TGEpwzn;=?*Ohqn zY#6J&>12$Xe8->2&%oJgNVU&hZh~dRa5w3(q+_25?b2=gUI`qE*SUxSOETKu<`!fF zu!;WtPo(72ZiL$XZ*Rf-OV}(<&;G=5M1zoyqQImhD0AR$)iwC@Kxftdd$9{ z%}xeDPcFe*PN{*vEmfH$!n#d-N0ybDBp$I<)dA|-PqMX4_~PrK3W}~}E)`?_f^f%z zcxkLkHEoF(2I{GpEqQEl!MmJGcfcv+O`nd_n!I+W~m~NrxI6gvbm)Gr&Qk zqd*2moHJ+85O_79{6#M!LJgJ>g^5L#w16c7vj>`!S!S`QZ&N!!=mNJBLPQnnw`DtY zSP-2kubEGg?WapQ@7h3VEOce%<=jg3D)ie9KndZZZxaf(y5GfG>?GDU8(voEZU8me~h3_nR-!E;W4bxe`7D z_x})z3FUWqoGY;}p)Qu`ZJjco!FD+8n;z^0IRaHw-_{2+x$IiCLFz93q9 zXQINw1Nk@$G$?Q9s}?^7HYzNnHmAEIh5$ymcPC-_8ECUQ0a+n3F_C3#SfRm8Y5WrJ zi#e>{+bI;t>Ilk~g4%yOj~!2$noW7omA2!7AEO6y0iYOUr8o7(U#-jt*Q7T!EbJQp zt@2#~P-}yBmOcn5BO-x_Q;%^xO@+s)3+kS&ZP`lxPtcRQ#{bJ21EESmtK%9VARQt+ zS2ba6B@#VAL9-tJ=u1V_elwsiB9oIt5s3_7KAT!uwF4tA!}b?UigAx)i<7;o285e~ z^iXQSV8H9VwyUS74LqG0Esw!?tT4HiVzkbcf5$~6)p?!*DWpN6A3~=wh?LoSWAZ+t zt^neN{>@X3z@UzcAtl+hYc(m??@1P%=G|N=@1?(eTlP(%1j0}O-$MkwJ+wUfAho!_(pz{S$tMav+$T%&o?j4{p7}5v7{0jPyF+UQdf_la z(;dw3S`dMAKmkv~JeO^LU`u~VC3!tX7rxZ>yNGCm(jd!PogAfnvgGEuiH0(!Pg7jJ+h*t5Xexs zyxwVSl53k+RZR4+C%PnyEb7EulW)3B8qar`QLzaLnd#~G_ecu(LB8-_@d#_oBjMf| za1v++Vq|QlTvr(X`0I`sW^tHHW-yA7xdH_ch1xs^4JiW})Q<*FG4LL^>H1?e{9k%& zlJfGZ;eTw!fK5CNbCXabM-ng!Q((x2i2@Y@Ah!#o^t=v-saM=^c9+j;oGtqmwjqAG zNjC|tjN-Fr0I-|db!p9ho7FD9Bva)MYeb@uW6^;lKu7?oX0x;S6j2kRYWJQIfbET@ zJ)Am5c5D!4>N|QtRhMTH5`k(Mbg|sGBhXEHl7lF?O`r|eF%Ur|=mWVjItqk!9!JoG z0l`x}mHRVaZl%x|I~Xwk&7wXE;K>h? z_$~Kjk*5X;|M|Y>Idf%ROmZ@Q_zWzI3`eq=TjAHg*k&@nQZ~uJ?(J5XQ(_!xe-o<+ zyAR|j!~;oxcNC*WQq22%jTtaX_IG{j!&jx?v49B37jXZwnQ-5qf_U(5HMrC+lp==& zI=B^F0ts`5q{^I4;X7xV&_>xkFEbxuN8pNpsqpxL{cW&+$V0&6L_o)7=>{V02xp-( zGX`Zfwb!6@-*~RP27qAztbApUsJV`Fupo9G1k1XX+h(gl{Td)1r}5AZ8hlbgHXU#* zK)I>3{2dI`_`lo>=yDsiXE0Za^ijo+zH9^Ig;2n=7;epWY`D}BW8VMvoa;^BzySRj zb@z6}j)is#t4JXnm5^1LAwt*(3>vOzR=$i1Tkqatxpz4I7(wdRX`j?E7s>K!=Q#LC zqEP2MQV;Jd#RWch(QeCQlL0j`eSNw~Pr6U;#|{V=WN~h$aOg!;WF)HQcepP$kwN!c zUQpcOBc7QM891)KTVHqM*P&bX$WzBx$`0?$oJoRAe=Veia54S*+!xbsH2XEmpl=ek z6@!wjs;*sBI2g`FqN>KiAfqnOsYC1_E`>feOhA^c+biX_VY^E_&UDpKJ)JoDMj%eqdX;@W@T0kiCmoe=FpX-zG z>LKVqKY~yq91&K^a3P!VZTE7c!>1@f@FXXvJaCiu5PiAh`3uk@nGV#SohZBVs?M8zBD%#iR)5Ej>7V6m@gHb= zDaOG#y~X3AtgMGGGd=)98P4Qwkht7Be#S!yu-4GWnV(kw9U}Dg8%5O7zYrM|*p{#lCcaKD$1=(@_0PQ!}JHiGK#v^WsFv z_x38sRvln7H!?CpJOPl01c9FS4Wuk?@>P&^LHN24*uCesrefA1yPHCIczBpwSa=~r ziRJ^G4kV?d&|Eft;@?nu)2BFM%+~eA{df=2w5Jp z%ZYmT?oM{#PizrqDi{P%fdVNKz?9iQ2+e@jLm8zX+Q0+=G2%~1?x`TTzbs)^djC#?)_1FvOczty&zcLb3Y zasunGR^d82pjLs-B|w0^8qRf77orjqaSj?HwLvRo+-3Rp=2RZD{}@pWlk69f{a?O_ z6?h4NleaR^yZxf15Q{mVvPR5H11{!*SWk{WOuEpAUyAf`^AE4DPz0 z;Q1hVB*`J0D*u%3Htg`;dj zAG~1lX*m;=fj^kW{`WJIKmN)P!S;*^3VT7Jpv$14@s{h&4ktt$P}30jCKBZlVrS$C zVcBK(kuFHb0V=fwGBHqzoP@DPNClXg{jU*LGhzx3$4(??2PD$dJ^Do%cX*oQVjjY9 za6+LViV@TjsP~6MNMa*Wbg&PDe>lohOb6;*h(r~Kac3-dUflrH2jCQe?8!Lgw6G6A zy^h0X`XTZLB%y5pdy&g8PG23XLL6SK1*i@n)!KlBEgj&%0E)tK{)KUz3wTSIvzk?w zt)K?0Y;Nl}WBYkyqnT(1l72+;46$Vd*>B`9h)+)6`1rWt zSSko~A~OP!IRn*_y|v#VAhksaX8|B567yO7L{j%A%c_}R)*`5XtnR|}y#utJyoKP$ zgF+KdgcMwuh@&ao!v=7{(@RQ-6?5cPwf3HM}e&BaM(!C&CMMNcLbF#L>m(#k7#bMtgPgo!NkXV<>soHyR{7GEzz0fTvo9BaNS?KqB{_HtHyQPQAa)A#K>sp z$epm7#Sjin%Dw)nEMr-J^JF*%Juo!PRIC37$XuxkyH{pE4s2b>Q3E*F2q)VHA|?Yg zS!b;%;~XE}RQh~>-|e}MT)znI@9j$uzAgbfLD8L``amF{eDr0`eh?9yR3VQ3@pCz1 zX(Oj1lt?&j+F>jnf&C*4Dk9)HQa*+hIG2YpG~|QkJYKijBuqQ&6j1kTKDf=GbeHZ) zzo;rOUh%QSiz~fApP(Hhd?sTYTcx10SuNhb&bhYPLY2*PUvfQUXmhoD`*Tf(wnP3B z-ZF8%9o_Y}b1u0SVMA7wOP(3--FyCA+$tjyJY85HtoI++6~ff~w0cpQkK}=*E|bNj z2e&rB7s02>GKqq(im@ru>m#NwBM@|tu>T73{o7HT@tHf9Q_bp!&j&NAxRTO)7he9R zHgURG+&pljN-wL}UjokbWdC`lkCc3MrFJzXoPgeDytrh3j#q7ai?Tqofn@vF^5*xk z_Snz=s{~-A@LGFA<%y=3G&{>ZaYGR=EVqrtLbZx=JNxDU3F~FN33ODw`;>}s*&aqg z^*$w{!#;8{LA%kkc~6c%yzUtLWP;bueP&JDzpk?9@c+~y{`E>ycZlDoYCPuP#FIHH zCIzn%BWV;rKTBRKqVUQ*p{`F&b7&nc&6nIq#fHr_<{SBC;%d9|e7bFhR(hj%F)W>J zF!*X~uo`IUDI$dHE)1-_`rq}6JHgr;d-))HK4!T~z|Y>uZ04xnFCQHDS?S8RI=a<%$Nype8>yUF0v|<4==qK5THoHNTpSt=n7uA0-gTZXH|MorE?Cg^zd2 zog9{SS!{Cjj|x>Y?&W{`E}OajrF?&0Z#&}}=lyQrhU&A;XL|3M|WT!zT;Yg z7ig1Y5qu`8Iw5x2Zza-GnO|ZLBnT+CY>&B9A4X7I+(K=3Z8ND=gad&d{Ld>{G6n-9 z!_JoRN+c2(JOT-bQrD%eUp6aNonBBY!6Hh1-dLG4KTS)~JKZ`KjJD5Ndz5rRP3(Ju z=a{11=8L8$1-0po{Hv<+`fES+)eftcBTJ_EKfRi9DsbDodf60htWCnYIZ$z9x_mp5 zK@${EmnaAb2w)|9#uUS?G_v+6Mp=Q$F+`;~U04&ZE?zO59%NgBIz{2=Ej~vBK#7bp zsL|oj{XLrFhHFuVJx=Szv_eaqI3=)j_hd|UKO?;S&W#L@#tD~M7T1fLfI-^gN75_R zgr+g{bt$(Jqf2L{y}^E%L@#>`zG;5MsS1@_)B;_)oiuNn+E-5Gg#25bvzAgpgJ~Qh zTMnD&Tb~JNsqJsY$V*2DH3yqN<6z|7ngdmeICtp426T$Rg*`N;MTXJfy*!o`!%RRS zhNPrun5cQ3<&Wfh55AbmKppHi@#>^SU`%@Tqcdwk9@&tO2R$kq4OWv=^Fkqe0wRHB zFH;U29jVOcZPu@?!tV=Kef4TDl6=OLKV8>I^v=rrX?r@`^3JeeTJz0Gr+hO0ccc+X z*)2CgALHoKtz&u#xC9K0IM=95+lWYS-_H84Pe(yp)NjY?Q~;^Nx$A!PtUq%y5TCJCc-t{c8%(C7S{{ z+QaZ+IHA}ZlE8N|LE=)`wLw|Vq;5-MsXQDF^>Y{W`mw1Gx)xMc3N~5bPOvy`9p|nv z7?q^kM!>*gG5q}_l8_1gEjm8GuEJ}@a9GVZQ0&soId;MA)A_ffnVXV>1}^H0cLLti zt1kp&(M-@dVxVMP2*vKQ5+-vg^6y^(L%8LhT`DQTfh)I;LF;5V#au9&D~nZW4I~|X z*0g$~Vi~m4|B0*80p)H@WNrLPLB7~DX1d(*YOSZ9-fzd^_vcjCGOD2XRIP=z6;{xe z8A>t#%-j`ey7Yhh2r~X6NXj0mb9r@g6}OyBm&!rksE8&ea49a+_?J!qzvJD=tHn)M z3}rj}FD>Ee(yLZEaSDr%E2*&X@%x56my8(cYX*1@MB5ZR(65c+b2?6N*<2h?N6Ba) z1fe9=cpp*LTzb?`IR1F7)P!cgzQ0IjE#58!-)SY7(YWkZQqoj=zUI^956v-RPudjU zX+-HwZZw8I1mV80t7!1?fQg8Ia-E+qe8;3Gm|!q*k-yRBUtLC9SApt>{6HCtluhK=u|#tA;n&2x77 zFGZ9@?m;p*g143S;Cimz+J|qy^!K)Lg5ru^KqVd)!Jc~%+t`1c3J!mU<2@lr6k>O4 z5G5pP&e*?A9-Y_ZBTa7}aC7+k5z2NOAB#HYTVCgkai5uhHB~Or^#@qQw~oJLmcgV6 z?5x{B0$DGk?2ho?JBNvcoCgL%GN@};dobSq^woEKR7aFXqqgAnPY4XBEPrP1gbDah zRKaUvN(f2H=lC{p;|VZ~l{(yA!Cpej7#Bf)R))z2&mVn<&8 zdwolL3%_h@VxYXO^5={q=+n!r^$;r5!6+p+M|roQYqz63f=<-^@s=G0OQwHb zZdn>iO3b(ug-aojyRr@89NFaCDMAa^L!tH08?bIt98|+pLIOq*0|Ex?2o+szX-maK zG#KJ}zGR5^Ejr^=21e?Ctb^M5GAhQ7+*&o&SDbHZuzg}Y!N_fHejxhwOGB{^l%t18 zWfJ9y%KdiCmG)l2`W)Hh-B~AxgsGFl=m@fSBdCwezb&Q=Q*5iuRizrTUJnyRCdaNs zy1T#b^6I>y8aS^T4p3axG2SwBg}6=DG*Vz9eIP0M|MTRpAoEl54kgS_HLx@~SWtD~ z(G*Jha+g|zfWt8B68B?!zEY6tbieYy7wNw;v`gCm6e5u5{$~r6%z~E5i&%#L^Ui<0 zdPw{KXj%O8m;dXdJ81nx<6ClSLdlbHW)A8XooaYly4!=QPn9|FI_*gSuJY<&d20@F zMvcAMe`FEuK19GQ+W6<3C;cF> z3Tjc7%>_Z~k{3hEHT5f8Pd(LaHZouRaL~Z}pT7$~o*cf2Z50!u5UUbsD1m`1n=Aa{ z!b)83%N=H1W`&VtAezgj3|?TAYdv{HWT+E#Zne!xRgmi|9%a#JJ3Q5QW@xIIE%D`L z0Ivm44@H!J%Pd=L1m(pz5&TB)>R?|16P4`$b+;}ddr-Dh&yrcumLisO52D^PkYSZa zySt}1b3V;sB6BadX!C}or`clpQMzLcA!!`+Zy~Y{4 zhJ;Lj@r-S4Z6U7Z81BkxHp$ORF`PW(L3#2zt$!-k^=7i~lxAu~Oyi12wcH$O9`V}< zIaiAy5zn?=$P3~^CdkVKEJZes>q?Q zbk+V$+3aUEW$)?2^}E6*RAZ&ox0ePvxTH(j<5Y~o*d+pV>M3M3RcAiS%YEI8L+)ct zBfO)TL{Dswx4!hsOf;QD>5 zl5W$s`FK;C?7NvR_tmf0__<6qaf6tWx&t7aMBrxso@`1+LOYg`=@v$`m)t@K&f|vp z+g|$OfnQt-NMupT6RK&J2a?}zu|C$GLlZ#bNy)_)b7Sm8Yc%xVZQ)F8{}td*q!aRV z1H>)A(4jJmbzb}11$%!qOKh+f?dio#o~R8^Aj;Ms#|SBP>c=?nUQ?_+ih6R~fJ8Hq zvy5g5c?j8^wi8^7gT*je1KJY$Cbawt66PJ%X)>ao_8sI4GPNhI)#@wsKz_aEDK?oT zUJVs)KJ%Y$Y_;x`0}7#^@yHCuSsH71jcaSgBWMpsjCIa93tTy!gvzqJiGHf;)Lc=i zp*NgAL~bJcJzA^XRfDOaOtdLXQKv(90j6{Gh}$}$?UuJ64=ooPCMdd}f5oI0Yt*m! z@+WFGif44CLes`zgcHAJPM=NZBeC6<++?QgvD=~C%a&zLjInBBJ1)ZM3Vz3?n{TfC z&u0O6No6?TWk)eYj%WpvqFWzWUkUE)Ok=$x-oM!_z$Rd`;zYU?K=w*5lJkmP4=CxE zNfr3#^#p6zZzl>!@?_)F=@H0>&I!15h5-)D~B4OFa7(+Tt$Qu2mD{A;zpo_66 z>YgBbs$zJ-?88N#srY_BZP(?y?Mnk3X1_RW*oS}DC@4FLnj{=%ECt0dr+sRk(E6B7 zC3d#S^1Zf!((|;J4!>qvLnb((z$cGs<)?aJ2CY_z)Y+?>4bujftJYfh+vA*j8~ck( z6%#{gWwwXVhY3WmX9n}EOSmHMS9{LJp#K*15H(XY(SP<5bfAISG$)maM$mfxHitnLE=O3?>srHuGgE>W za_`e~89!B9k5E|)c<1dWOqI6NY!g^1qt9ngP8KQzTHFEEi886+k=7mki@*HD&kC-oU62B<&(&?{bqD{B!vXJ#9f zVB-H-`|Ucupw?vJSgD5AdV_&9o}MM)&-}W4BN`8zN0fU7>H+On?=L#*n`y-#z0jEKU9XSZn|Q4*=UdM_b1M3$%N~ds5PFnu zaI$$EkR`@_!h?D-fr|0pjPKtc!%;f<1uO6AX!=C?RImC^_}+IbgN*0;RF%`szH->} z@ll~QVbGu={kO^0$T%#JD#~{+f@k zc1n{z-Q89Bj*DuXY3b3nSBes>L#IW)9W*2RI`uu5C ziTo&Sp`QfGi!GEkE}-)c|6u~QTElp-ds~M<)kDsvB^*ruE{V)scQU@!y+El8tPbu6 zXt$aRbWPR2_F&2l9URlm%j+$qf8DFy9aAlJ+s&!B7<#X-CPzPM+c=TQ@xLad#y6Od zQ_YdHTv7zh0%Wp#Mn6cfhE9vbeQz`B^8YwHA zSCAE~-%JSjB`oWBMiT<-`=;-t2zQ8C;sGghlzxt+}Mc=(~iG#FP2 zjW!f|YJ|=uImx655j-tA|4%@OWbq`_=M|augwTodNhL!Qc0BXqv)kq{i}~+6-fikp z=psfrooxT!rldKhCu-2*5Wi|PTPSzE-;aHm9g{|mRqu&#*y<|Qxa9?zpfdN&cn24y zO1futC53*;MgIlp_>cOH4~R8`KCHwWd?*FBl+9a23@rL!IKMD^5t>8s$^VG!K%`jz zP?}b6hj=emM4&QjN3FwMWu6#Ak6K6w5EhxxZ} zg#WiuDM8r?z3TyPC@h0Tp%*Bq-;&s60hkuzg4z4gCxmBK03I-?8e!dkW z70cNM>L63LpTWlUk)AU&twCMIdt{kFu)bz7nKBV1Opp$4+WYs91oI?DR~_7-Bs%F# z1K!J@X2OLOo<2?g=I}Unjx~t-ult~HXPV@rsss(Q@L z4)3ZxI`)v(XoD{TNtFDx^F|kFwR1e4Sd00wT=-o6#*$q#sL_?$FFiAk=VrRCi=EG1 zH}QuZ6xKlxFsVCRqsX~V2fUT+kE`O=rjQd8@81KoXf`xO<#H6?{K`a}I6$Ekae4p+ ztx7%+^Fje$1iQp#_Yb$n=Io}^#z@22mEzj1VB5<_Ary0?9q(-!lMh_rxv|Lv!4gis3w4|MG_hNF(N!awoi$A*w zq6mrtJRiXx4Ff>302hQ--1TpVzqC8I;#zu;F?l)4Wo+A$@k%GUscXqTjTSr7H-)cKkQ=ZV*m_m+C+xV;x?NJEt?uYgzQ97V-3F-avX)N) z@FG#rj%lrKUq^t75aca0OC;7&?#=8INReFKG|sQe9G8afAohH0CX8?Y4-%5WCO1E9f)_e&=LVaP<&T< zyKxI~>w%)a{$RFj*(RX*0zoYVS{TO25C$iIxT%egES`1^N=La4}%ja7S8H#%F1(zH! zivgY(*lG|p2c6vWd`c9Z(RIB2UwtX&C9LW2(FcWW7vBr5Q^3ced4^apCg^$yc6N3~ zMnzrPxxWF=>Zz7iDA?YqyQnVGq{2B}SNv}!#TR-ifgr=0Sx|t_|Jy$1;7d06#WWlZ z6@w~u0CdS_0LyYYNkX&Q{w9Kfg6?oT3oC2$%4j(fP@Lx=%6@0~7T%E7B483WYbH(! z!9=Vr!t=yXNlD3T!MS#4Ksr&th8`})8g#FMmleT)1Wfj*kzP26gXC7rc{7#5JV)$Z z5tk%@KqD$yEeXe!m|Yd zQ-E#CFWau$28vn$fpz@-iVV@(>!8HKtLXWc^{EYTAgA~n4hfKD1UQk?P1v+8(9jA4 zqsy*6#HjfWMWw({41r$KKVu8!Q$ z2@rBN&>Qa>u7buG|F{!_=+Pnr;?PvaMEkyLaLN7?OcP|;3+4?$CprKdFLtoxYfdG5 zG4@??A$ChZvY|vJJY-gj@p(8WQ)*IY*+UnZtdW;#9}efb61qCSfmvop=a)uKC3E(V zfTq}WTl?dJr`*QUHKH)*p!Zv~P~*MEcwh!wOz&(hk@6YlmX5=yG4hE2($!D@sQ!Qp zMMeX$2A$?IH#fKGx?Sa0C-k~-2pW-KB;tMm!pmd7W+G^&rh5EA9B1biuhQq=Lv@BMom_$gWgms+;qWfn`B+U%Bpl>BDg$>={Fbn2#vPI9~lx0*v42 zsXMUz!Gk%#yy){|8Q)Hu_)6ja!S--sUZ5Z38B2XSK88(bdT-3C-OBS=v-BI7D4hol z<*VkW#tbY3peoFXgSXGhy4agx=HW`N@ruWB4s7v$uLxydqi)81Rp{_aB;XdexQHP; z9LFHWk#I#q{$$OuK^zRwk#!IB#h+@uL)yg9()~p4r5yhV7QRma=}^f2w65&hOZ-PI z@a|(&2|x)=D>Pt*q6ha(v6Cqxk94uuoFKuE+19n2?R5u5uUz#7zA~EEM3XtGyukHbBTtg2rLDpHSi?W;mWv^ zx>o|OS?cAh6dDNkmV?ew3DQywU2t}oZo!3MNhpOM_Ty~(0s1Xpi$2d&I)EP7ytTj& zE067Ke9#oG1aMByKZb?MCa}k6X+j2wTYwR|e(9jFDf4 z=3^*ln~v)$FCSp*RJ66bp@FDbYH;CrwAZ5zvM9uWJqcWDVHsaYY@g8=a#+zD%#l}3 zS?BH*ZuZztn&1d*ZUO?x4}i3>gu8AuVUNPHI|}Pr>#Or_E01Q(`+Di%dsPnNp~)8G zwQn|sdm%bR9N-em06o12V79WSnU6~W*C$WKZ#OTaqN>^su*%Wh5#3(6dr!{Pg;5x; zAIXAtYO=Cn0>5FaM@DPgNq7Zhj75&;?s#^9rm?xDr3wFp8#i(d>VSH$S*u?D0q#8Q zohDUORfQbyf$9`Dpc)J0 z7{H@?@BjgeQu^6$p)4REAg$KtdPy9sYG)6@(k6idd+~=4LER}r3CM_Ww!wW7B=MSG z9RmQQp>{H|;*c&VK?6Jq099k9hS)RCsTMy{&)%6urOZSMsU&5S zBBOyqgcex|WpAMrMN*lOm63?-q7)U8locW(mA!e-Pxt?Qp7(u@=RS^(Tg9*M_cN|> zUgvdQv}Leo0UySk29g9BIZry;p1JN)*;_yAG~i99p{*i|b^6Q_+0^5_gWe^VOiwJ+ z=9=2cl@mNI~dyT4N!3)AJZFly!QJ^R;E4t>~em}Hqh@Sxz3Xli<}q)w^A?({=( z!e#q0y+^#8W%tgV`7q@7$mBdMwh<03p$NZT9I)>xUu71EAVI?V`ja0&en{mN8~pEA z5yv7cLmRN5U>R)M(|BI<*fTbl>l0yx+nk_a1N|H z%N^%FoJJ(`r{H?jhuxh;{JG`qn>vfu{q|rrK1=_IWuLXjzKze$zF#+{7ytu-S%#4% z-SFYpkGn}E`o?LW5LNU+BLO+jRz3rsAx?EB?$__G6rcK-qFFFteC$|$+>Ubvc;nYR zjs5-wCZkFZGCS3^|Mb?x1fPuO&a0SSSBClI$1h!adVF~WuX@frZ+HJiq?@wxn9F;p zd@vRRuy!O2p7<14{Lg05*bL?LqF0U>wl(wC)(ssMsmw;z#nXXbo|_a3q;2YuF5@<-w4CVC2$rtY*VER zx{!4d4cR%_tDv1mfg{{E*snQ}R@i7w{S6_dAq z$%AL|3=>UYh{N*hLMJy4JWt=M!)N{O`&d5WbvHycZm(7w=i|y}{vgKk^qEJKU$jhC zxy^Xo{-CqRVoge?k?G|#?s@$#3ST!|?i7-|oi@VtyPW;9gJk-`BBpEK^uF771^h62 zW$G0p^V>&yKR?G+KQACYljD5yuCFrPGtK9}uW$eS@#Bjhjfv8gZ>*QccN>^j;g0lG z(R`}kGvI#kfd0{hKehu}qJxiGZO?!f9{9`TmihYT0!@XS0{-FOQ){xk*bF3#W9Fhq zk{%Tm#b8XL@{tOGqxY3$a?1v8jxVct>;tWd7~3x&;`g2aA**aSEBkcaLHCuGqcf(q z9qC4|b4-fDyIfjyiCO)Xm7RNwP6~&yhVWd+jt7_Vt{Td;)(XAnbmpL6`%;ChMNcWK z*|qvhvbUTgGtCzK7w&IP^pZWFQ15%BRW+#bh_yj>Ka`sUVQ54(8q5bR_Z zZn)K)B%2&VM%UFHF%t%(cQaywdp|H0ExE(^OgHODKbfDOk0jptP0uI8zjyBGilL-@ z8YHZe{#!aSzRO=9Zxp>z#_#2{E=LJF- z=)onjlC-Lnx{F}^)*q&Tzw(?GECezZmQ1XE_h1hBcLpCLI{WTM=%U?`(|#rlk*im~LIO4`LT3zX}@iks+5a z&yP4gH>JlF4bsKvHNMn}^==yktX+F}GqLrO~TSF8jWh=e%_ zo#hWhd{NymCiW2pF0(7W!B;?c9>avhkZr!D!;X?%>6a>ko8z6!B+c`9(FjT&2(L?0 zqPdB|hn1D)cBMO_e?REJUxQBQQDMFZlR$gxCG%>L9+7@9@B|Otm(z{Y<#CALua zk8f}>zWn>ou5}T^yIN1yp9B4h{0I{NGoSNIJ-1yZR$i|}_UPBETNlryO}blTVdM?8 zif550k)9R|0H%g2q)KSP5E+?-0R~df`?-je^(>+jn!p!=an|X-`7cliV=shleF*sC z+jX;Bt%xi5)q7~6e;0=h7c$ykCy~3Y$JWvSK{ZmHv-4b zAT1zp*<)9g7pWX8rq&Ro2S|qG)2R&b&A`@tGjDnExmmtRju6c~TjbPeNeF{sUM1l5 zmuh)3UD*;|zTU12%?A7U6+L)h;%k5fIN_EN7CVNM;$V`~71jd3!iq+fGTHS|Y3H-f zVt-DNvHKzeb!^hL5sV=RaHTOP0v`NUICuIqnN%Mj7-|DtsmEQZ{|Q+iq-`>UgYK5&!qO`;@}A-yqCxvY1%ne|=a8=`h;7RMzyS zLi~uXu47CG__NV57C3Zd*em8*9cZ)%(HoRy&#%(EASR8p3n>^CT9f|`E@Vo1_Mth} zF`3q!QF|fi0)|$sJ!N^l7g2mQ7`ak=jlc&bBHeO!vn#*iFMIKvS*}ywQFdQfu0mBX znKzR@HO$3;hqi*7eKjq+9-U;0Q@WL6t@D=-%RO@veg6FQndj&vj-;tGZi)_?EPXpI zyQA^X&91okxcDwRaf!d>7J2TQ7AD;x;FjR7G~t!#co+k~RRig%2AdiWi$`c4Eqou+ z?U-D`x8w#6Jur;)AuWR5pvTy?Nl_h$#OCpy2tGx)5A|}|tr{6q~ zvupYJ@$WeX-VZ`CcoA8o7Qh{L(rGn6^XDc=kgoZW*1gv*j*3Sg*poQ6G}n}Qbn~k+ zszvX_*(WxsJNwOVL>tW5dIt^fD5`(h^7GWwub)0p{Dy|k6O;mDmlbisuCI42=VYxp zKdl+Wfi#kcS`yTZoL_J|c`bbA(iFbZTU>x59loYRa&t8Dl=Ar|L0}ZU*m#Dzi_Obr zgF99!w^hoBiP3|U8a~I38)|CGqITfT2-n-E*VU2@#A5}Hm8ThqN3RJGWQ3W-;ivdn z*WDna--l1}(yDT(F#5ke{SwNdO7Ms#!VBWhm=|S~Y<4vu58KOZ40%E!xVrluYY9Puo#28-Z z-J(2e{0wbVQ^x^BDO~=29V23>2ER&u*!(+5HP8uj${#3sucMHTFZ2-6q@|?|x<-ie zG8A{PrMEBva!nX~V$&ja%*ZG!@FYj=bZ67THXh#6Z*tJ^-giZY;2QvusVS>ACVJw2%!YhSdG?czFDUr?a|BrUE){hfny`)f0>8cb-~m73sxQa9alXJ}Z0^2^5WSIE z+r-#sj5P*tbPQ_~KPIqwkc2)7rY34yB~ShaSGw_NtIH>jd8lc9xL;#ag z4WaLR`wltuAE>UD+!xi^z$VmLvF=95WE@-|4Lxf$;$O=m6L?ij7tLbaf$<~!`>t?+ ziapd-wwohG8bI;!5+|WM(iW@K7%>Yfkg@f~yEW7>@pwCY1^O8k$#fPN4~E$) zH#V&@x6!`{`Zo~#50}XafziW^3`R__8cu5Z=|bLp6~DY6E)VI4L1=VW_#J5PqAdo) zZ@2FnG&wulFpdlL(oT+y)+VQn^ylC@9cj^UgZ3}BFV!$t7@-2h-s$&W=ko{lL{HLQ zI2I*xBYtURQFAlLG& zk1#NBO>OP)(^)+Ku80G9MXb#s1Y>X?HNaiQzF6N(1}pyGEx9VB9&)NFNtF-Uyt(D$ z+KWgn)ejxIZY4aVCg|AcP+X=uV=6ASzseia*aXoILYi-OwV4G13liM1V+S)wJ@FkwNk3M=9IeAHlw%51xRmeVOSAwttt_gtK%xj<_fg z3=)VM**whC2_TTogpzSf__%>Vz&7<>z?@SJ%KM1{025iMde!5K3Y{856*dKj{)v%*U%sLZ(L zW0TS)Y;M!YRP)`-s0lEyz&u(0?RkM+&!2o!U}SN6=eq3(;YmLVnGuB32`zgP*QxAk zbV7q%ew&GR1h9zRq#AQCJ9%x$3t$>o5%D1WQgc>Lyf`~I8H{BO(M!KQ?DPF~#FfRd zI?mOrTa!lqT^432+XgD{fs^3T)$l1!J7vl6hrMv-1V< zAP$sRaKhdn+_4Lx9on1rH!aJO_7GsBqaZ5-YfL3$6vsJV|+?5`?r;%n87>c_)&fREdVZ5a1o^Tb- zD{5*1E)hWTQc_ZOj=aUp1=KYFcCNZ_A-}F&s{et$SXuE&r;pUcNfnS z#fFK{exK}{A=4csz9VfoMLP&Ye$a)@mAy?X)!y`h=<3axzbh9UI?;oEWcmJX$Jgjn z`HPCy%kw+UKgnME)OOCZ!kl30B|sP=U{I`)*j=P839H*2-8{Pk(cM9UhM1r~~(WR#f8&Je`04@mV;cg0>zf2QBr zccsC$2y>^tBY09uSCZmM&b_3bw;|YB2;qfy>iMp~s2fqkBApeFAE97{29sB)yR80= zyZQ<kNMW6TPV)Eb#y((9IR#& z^<~s;-~7-+jJ=S@=-f`>Uxa~vRWFZy3zSIl&?AU7i71c=f1 zLN~Xn8Z9&T9V=g;SBEr=(|L#fck~B3ll!*8XP9YZT=D!#dWa?(m94RQp*L^VdI)x-w9;7wpQ5 z6v|y0%Yee0Gw}ZYuqReyeXm@)1IeRDv#_pq#A^=-tGzPC0u!(I|NCFmk;E$vS&IM1 zpZ@RfX`cPhNs32=cZ`NWE=7p9@h?r?MKmK;WVjPsppM?F{Nr0~2U+kPl|$|Z>v+`| z5vshn_@Moon$0wa8mXDPm9?7l@?3l6{Ba@)k9DBeedF1ub16z?KWF{^J*bYrmhL0? zxE(dUPSw3m8S(35t{o0R0@Z`cWF2DjG1!HdKV7l{AMm1U>C%sPFJNhjlOiqjP z*wHvKEY3-Sk9P@*>k)3+O4six0HR3B@V4i|4&PqszBE{UHudj8suaKoT?hB$H5 zDPmu4<5ymq^t#0qSOcu_P&@wYAfg(1Hfb?f9s7_nUQcgG!Z!gP$$2 zTx%G3+4t(&VFQDtY36Il=*aXiM9!HN;<1z{r9V<)yboEeJeAQ9O|V?Mu2RDd{pC?J zhe5l$GcKRFeQV>y6-Wa-ap+PgYTKkLx@3^rxGKlvPI}epw_K!@Ym{xsc@{|~fQ@Cp z?{zmNJ0)Uyqn+M);wHFg! zO`^`~d%nq@7kV~>0cJ&QbRx$DT$QYkBRD1v(&!gG;(3xwqnTZE{#R4hIrn*-lP?%g z1RQ4b+{C_{usG0H?Rcn2E*9YM{+DJ(ad2aOUQwD^A=UcO4g!ROwrY@+GOGyvGje|!w zx~^}#buZm<(=Pqa&cEM(njY+WU8HK$9Jp~ZNy~aex_+VXKh=WZzfzWXdaKS+oSmF>-e0^elRrutM z?{5GQ>?Z{@S&zx{1sA{Xe|eGLed7J@x2P!|WEAR0*?bcVuaqdFum>ruXq((b1Y4ei zyYdEMC3J6A-)NvEA#MJ!! zNTh0ktQ!=fagVgNtRNQ9Gxr+Pl*P#TTk-L_NcUW^0($^Dy5kC_UC4D+RD0E`#z9+v z+!nK}_+*ikj3Wl&R^@mD8}#Tb}i^n?x4vPaCdID|9aj057`D%C1 zz7IY`2vPl}06~t}22C=Jq5$$Uu1~YZs5#z$*-`Lj6 zMWR#r4uZ0P@~O|JwIfsXud*LMhERS1in8OF+=XYsRKiW<^U;&KYb}z$Ih2iw&{JS; zoY8&m#v&v!{g_r5`9U>d8O4FOs74*YG%}!HU1gVVBPwX~+{P}vhZn8DNe(Lovx3Tz)-CHQO}G{8XFo$ zT@~=Ti$+(@yfz(ztQL69jVH-wbOac!XfQ&!ZcjgAEHUIGqVRGunHd?8L8k@5@Dj@(~4?jk`~JrQCfY^sAjwOud$< z_b)(WJagfLJ22;t9FK8WuPwRv`SgF)K`i5B0aB67?(y+)>@#|ZgD})I@>6T8%`=*^ zEYy|C@s?d_X_tVBCk>v=@OcFLTdK7N4^IA?EGM~%e7s4W zJqiFZ>YnNZ<}Lv8p}7|G@K!he2G;W44ObT^wkX-0wTK!{lwW!B>2p|Ch5miHh{aJy zUzXv`YKm81d3r&vCzYHHuu3+eiCPSy;U*$47{tAhfmAD!fFThNYr4`Qp(E&yd^GK1 z3-*+8?B*+kHQEP4FWQupko9^wmDoG4J-6dvw(bK3S8b0Sm1WJLm%i3*ftVHal|;lLEJ{VXgJ(bIK25-W$$oAv$H|*Q-kk< zeFE0H59FhO9fcCt-VaHL%`noZA!psZ_wj*@i!~Ug_XciA8&=PA`j^n9!4I1dyZfiG z4xhVx=1khzmDH) z?(fF#Iky@bM?uu*7H|-?)85hYN+70OXyW^9CwCk1bF>*++54Y$IEcW;Y^wd{Xj|df ze&)}|Wd zKHbw_@z0Gs8bp%N{Pehw6Tg=H4G~?b?u4gKlH5+MHX-}$BJnF%Bt$NFYAJ_$25SsUrhbwY9Z<(_P{D7Wwr7 zL>cfq{SXR?>N`IMV{prT;sTH@#dtmj3A_*>`gX7s;=k7*FcWn<+COWKbqAj0N(u{=CHkqiP}kr=5co_nH1 zZZor?bN^2$^$<_1eLEjnO!=o(BV~8s41?Z`Gyb#h?t>fP@`w#5ZVPpee&Vd)^rL_8 zeRA@A>keMEUsYz2->Q;_@6G0QsIx0-U`{aVP@8}wiH)@78K?aaId=bt{0)M3_k-du z0x6A^HxS_vnfmD*b*Oud+LXRj?6rNfJ%P4BITKl2XRuU@nEegX;IJ-- z%>Xh_qk+39*-Huf9c{v& zE{Pwj_|#?`?roPLM*?SZf4EdRcviB*3U3+?E|3#?;^|q=Yp>LBY{;pc1Hmnzk5lac zA|iL-c4?I}IP=l-DUC`C*CFb)_4HnYVx9W5;6-=dti)dV8~euJh#aw)Mu>Y0PZkLS z;_4g}WYZEL7zyL(R}S5>ev~{#3CploUh4bZwA#xv^4uSdr{*bEso3>!^;N*~Yn z10nX_yL-E?Jy7(#!{O^&d}YikQ=i39xlhYz*sG>!vvz}8_XoA99SFBjXgxaIfN)=x z1a`lKXlo3<(_`6)3nCW>rQD4N58RGbUHY}ERXNz>GGYj1;RJW&N^edOyy=)lk`Fsus~AE`60N*J)N&AlDwE2GPsTcZcXLl%leMaUN>o@skwXnwrRbCn zW^J4XD4dGY!D-(t2hYJv+rWm31D%NcE64um+}XQ z@mkT~vk;eOZdB&2erhK)ds10N-j%ZW+4XPv0%LhYB3)*f-3k?fBMuQ7E|I~R1qnKs zNY3FZL263gsfR*}JW#d)$OSx7WrN`hU^I~l2{#B25XEo7pdL^&fSA-GKpLy2Vei3| zGELB|TMtuFAc1gfqo-7o=-Z@U#OUkH(-vn=j_C@B>MBT&?i9O1(3Bcinv+mIG2FzlhhW!w)i zMGKIX+h}_*+?ueQoRMrrs-ZMK2QYvpivB)}V_F<)k+HE108~)GA{ep=aG34gasTV z3N%XrClWy>71}o0UAqjU+`I>dzCPXTq7Z+Y>)N2Z-M7jO$feX>Ty_=|6cA)z5F`Ku zxswT|+v1#Dx8=1EnX-$oRu2zxCASx1<`&Q^mcSSPz%d~IATkUO`90niG@JzG-Msx3k-dt53Z!qf=4Q5cWC zi2G2|7cL1Dbj>qm!<*|hU&g49{A1{D*}@FTSXkShe2?g!V2Jn?B`omVTT3joZ_-)_nAYAXDn{lX`aZS)5?p zN5dxp0QaOTXN3v#9|TJlLi_LE4c-H3)Bx;%9N7S|dyp9eEXo)0I)C8;l^^sot#2xZ zw6~iOks6YfFzj&zMW{xmnO3Qx00lA3+Zs-~7gV~D?ZwEHww2i8?O7BYje?>?!gpB3 zfub9Vq+-X=fYh=3_-;}Lga->np~niK(y*YPvVbZ_stZIRiMpk>bV@QTd3XW-{YcNh zqaZ1DmAc**GcR=;C5=BR2E-h>rQL7F)9DU;i2 zRa=4307tL9-o>0(2hZhr80p_N{}7aY;l}r2``g0F?Jl?%P>Jm8>*L_%HU3kib$2<; zl838-2oy(=IXA9O$-%RpH~c-j2t z^?8QqAG#Sn`|TdW;%D)-2idm3-a;-GCE2jBu+WGI!&j_g$I2k^{2FSB!9-b=)H^^^ ziNYA}uife&n+E?r=lJQJrI|7EkpuU%aDHplf%$qT`xM|s*doH_haG6jJ-PS&2$yZA z)aGV|CT)RbA1`RT&B8?IBTI(D*_IERjxBMh3D?Iu+i+wha?(=ak-|OY`FmfpJ$dp3 zHpjlbFl>k>(qQRm#${gIZKCmpBI0l=k6FfcL;2bT?S1+c=Irr$D8lEg$~yQz52O~6 zqc%l1Tq$dIpZGZ9wa}tq3DXa+r`oouv*e^+s%w&-00qbSB2iFX=J;2&{pdfR#=f#81{S&pZnp*^b7>wI zhKjBi@;j424DKm_gBo-W!hk|vJ$S4!mb-Vj)OTeW^(-3n$bcvSfl7)W2bT+5P0>%B zh-8e>1QPKYrR_$KymJ}Lng8h@`{||E5V2{bxRw}CCe-n84TRpvUH6#z4N0<+P-QV2 z#;ERelc2JVY(hvzc>Z0=Ap9J1y_@KhrU%+ zDe!?Fh@!|x9EZ2t{-@}UASVnrR!Bji^l&>>nmcz^;=x0QG!S{A^h-m*%-<-Zk@Ma` zoVmJrC(G7=WyJ@)7wojPJI#-AXPsQb!_$LkO6%-dF%o`vUilvJ<@u%bv!3jl>WMXj zYN<1s#J#FB&hRs9ih7?Zks~_QR5bKGpwGQRz-YO1-L5>H47i^IBPx>KQBo&M1-EbK zL?rzp_26w$%XOB+>AAU5DP9t>^vUyU$11i-OSAvY`+*qBZ$*S*s*XPSH5)=wY@^&p z@5#d?}XD-n@B}F%v(o7LoZ9Q6`auC9aL)2O0}1f;uSqX_0&U z5{8Abl{aI77#097(3eBqKEJl|ss6E1W~)Ixmcvtp?Rt)R;cznC?!ZTFQKI zph4(XTwG@UmS>>V5KU*HKWwDvwbR!m`idlTaqXF_qbL zg`}9MgocA0(ucGh%=JJNgiw7)3cx`4sANj#4FTmzR7PLN_y!#K{LJr>>Wk46jo;_rjsi~`lF!I&qKIG;DW(@nmRnE zOY|CNB0LAQ1fGJQ6AVf!DLHN_x045q33bqmoPh6>s>-dfqKQpXQmbHPNyCpIBQ>c< z5rJNy?=JzkTqAJRRPJ?dCRfFE|6Tz+7BeuS$U|W}Kjw>Fx_$dL87D{D7)dHpSgNU; zAxBl^-j|(Q$_(BC)ANE?=Xd_=TqCSQoaSDnJ+DA{8HxY00oWux0nHl`DQyRI;wl5X z$E*;q_oUAX3>PB*Ow0;$?v3Q(5k;EZNj6H z>P1Ymx@~99p55|p`X6Yq1Mnn=nhbztqDLJU7k5|Y#Z0BpIRJFhk|tyWyGjY8itD zCFgwp84oHIu8`Vg&5_dc5gkyeT-|uX$yG4#T+XDXiw}1pT-z!S0Y*b*%zO}1;4J9-ylYN4k$P z1X@m8<=dC}HFh!m&MxNM^+!==tleVps5npf10;EGSx15a9LccKAnZ|N1UvPms8r)b zGYjJX*^Y0^AqQ`Z1;;1R3wrmieQPV}zV;JnIclMOBkq7}!!k0&hg=j;IAh(cpAh|y zPBWlwgsw*B-jB!+tJN6gOqvJ2GGlaX+O$MSL!yP}tgTfgi2=p1FGi zszRXIVCX>;i}0`wH&Sm9rd}p4Pi`i)N;DjAA`BYMMRbHPplyzUf~uZ|mevLH1%sdq z+?0IR5hDaaHuugqm;M;Oux5+*#R39c2(_?lrnVi?%Ww`-A6ay|G3Ax{-K{Kb`CxYL ztA*F6WB`I#qM?}#wN$@XyV~Z!$%cj`u}?+Eiqo7%6?s6s-@bkOy_uQk!rcOW?iX5Z zQZ?4iz~><0@V8Rig8l(CwQ%9F0~6FEPfi%j*p$c}hAufl zU?2g4awA89_2CBgYLliQ4InO&9DRRWfcN1BgL}J&2jh+IJInKfm4#>(PU;oJ`v0Q$ zCZt@N<3)+;jZ#)ywIUsGq{gmraC2YM8$H=|*evh1rCC(@He5-y2alFHBk6IgnJ=eZ|9WWbQf;6NT z-3+%Di!vNL1+`An@9CZ2?A}rM)$Vw)!v<0cd!KKjq43C7e0cj~qxk*WsTZXuzi4Mm zM{?)tmIJ3JfsL4c0{?VrQ0cSbb6Ob+KxL2_VKeHUPhLo_=L~lmB9&`lznq z7xZK}FV~mz^L16Vyq#>x%kTN#^8sqrY@0iUuU~0cDrHvtt*4fd~ z$F6u;rt=wx)7M^~sf|PF?*elNIb3Dnmznyk!iuL3o15Q&5CMrAGqSTuOEc-=9%DXI zpQe=|M-U>EPq;Bb2zAd^v(>7}g*x`{pm5bv#|GouuqAhW&(hN+5 zaj;Q~*$)MHASf3>{Uu}F(YY|36x|SHV4nhx)j!o+z*|4nZAgq^U_!lZfBBj3w>dAj z9c?NaP2q4F;dbEED_{C~l#%XvXz9#qm7ZRoiy;b(6u&Ti)lcP@sVKi=&#EXptaAwz z*^#c1Y#`-$PrE#LWgrdl=->Mk<|)@L1LLaMx}ek{q)$d-daNhKj0@urkSyaqW1g|* z;%bF~X3cC}#88MVl5m>}BMhXNa7)q6irjN3Yb`TJiY|U0y)CPdSsi9bH!u+e;SBK_ zGCv{Xl%rD8pX`x~5cOlE!Vep@$O{#U4|6--f1gks(E6*R?pZ(2-;@zZC?!wT(_4gg?OF|<>9LYDiV$d~ zr`3ShtagxyWkv1@nB;(--lG(LI>wJ;K>I#|B;USYJeCz1DH^U)xLbIba^y&Cx25xl zlmy8vvkWEiwdf~%q$47zGAjvy;S}ur_M=^`>3PPI!`>mNgRxK!oi*k#-F6_tu}ZZo z)bx`og;E-IltSsBw5%48=90gmjwUZgo90&y|C{YZ4EX>0-2hk8iLhb=rjkLCPHIZW z6ZX5ar=6;DCYFBhVEq>p+OqE#pp$zl$=Z@gx&L*wAnoF_m4Kg3+=rb19yzm(xLH&% z(516~RP+D)x#X1mzyAtb%GY1+*&z`+)ZB@*l{+m)S8HS_I#Q{;`AYw%bSA0Ff!;-3 z?U%IF zyoi>g-`JRbYi|4BeY4-oRI|dVD6Eu6){gn3o*C+d{-yChbhH2Cv$Rt`ZSIzP{`GX% zm%Wq<)lvSn9)Z$6sY5PJQ>E+hc1Z$z=&-vPPXD*{AWwCVPPcOWAKP2jWq?rm{?``# z&%YFXAk%SR+ka%aeMx=xOQ`-y_&}te$aDZ;VV-%N1T}GYQ{NXwn>s{yH$P!d+TpjS zNMP~qPmXritGyk*)IVgMW-6Ghc1kqM3utR=W3q!E__alCnspAv09ZvNC3Qwy#R(x2 zK~ZRUIG9K-fU}q`DQoD(L6n-BRtL>1FC4O=673H$s{``I1`vQ|abW+6e;yP>8`E z93RhI{avSD{X>BM+loo#Ms<~DS*my?j@LIWzj{@lVNgD+aG*?*lDA%TJ6q@tI(hcH z!$&l)G-qw7&Oh~Tz^{&ul9BaPFh ze!m9?PF=dJGPIZLSMN4ICFX91Z*(GmRnBlG?ebvdC)uWR!rVgVAdS1Nw5ccFVWtC*8gt_+pk3UsuHwrGdy(&D! z5x?Hog!&|%C`$`&N^*TZ72zvHJ2>j6m%ftR171Fk4iC|$)XwAR^UX^CGq zbVgkA8el*^MvhFYFC*jn&d=)tF;Qmn*Vm(?ohg_oud1!h-2SZ9;ZMXXbpAxe!~`R= z%B&D&YC2X;o;$8@iY=r zQXw$+sL8Zve+RWxiI0C}b@)cb`Z&zc04GQofIKb-oEq{oWc-hwX5f;1 z6}`j?_G+{Lf3#xG=2<=zRTq;y^F^c{a>2D1O)tY zt)=CSDwuO8S-AvOc)tX(>}GPF{&fPbQb#-NY|8PWrLHa+ z)fZHcubG$gKbQDfW8=m4p4oA>D>wdVPUhd|Xm#ZI@_F>ddArynGcQ>gS4ke)-58vF zNr2<#dOK%HnMYSR^460BnQ6JwB6t0GwcB=0- zC4u4M@l9iQ!gMM3`|rCv$@5`L2&{S`|5xG4v^_0C2gRy&J$wG1p{v|xYLcyVpr=BR zpW!e6`1CK8K}ip_*t^upCUd=9_Y;_spK<;5NV?E+Sg4z;m_{weBI)zbq=uo;_H>7s zao(l4yT|h-)^ZGIsn}J9osfG-!&fC}ZtA?|MuBjlL)SV0rgpaL8C%l?r5L^#jaKtf z3p8>h1PbomjL)rgpyG}dPh&G;;85jqbj|6Y@t_H6*FN5zz|c1yR{YWWk+4VY`@g@; z+3VOFUYPIU3M*C~Zm1jZGdRhdyH(&u(I1uAkDO1AZlu1xy~p|T%dzk0LWlRVeiU*1 z$m8g0zn6xB^*C5w#io|fevDGHz5RbO>bj+Gm#z3OPV_Cw}}>D*7}&Le-hQC1P^ zjk?UUTsz=5@cydc@hmFJVdDtRUpefOFCR#oSXaJ&B=OA=#BrThre?y{O7N+L#F=$v zBoZ$a{m4(;B0scZ4Tn61@^H7G<=5)eQbF;T#2G%_)c5w`ff_n>;ScIz7dm$5m(TFg zUUPIkEgxD^Kf!;BZk3uL6Ya{DcOhz5x>wk##*}%7)$>2AWo)4uyY{A+(b%(gB*b&3 z@o&G~%+lv~iDLr;g_(*{{NwYnd8IL`w7!bL8XL7Xd^2X@+_mXMcetC7`DSKKjmRQ) zUsECT;=IPNp6*mU;+nwOeXL`GtCfeSd!EYt=R4D0H4pXW2r`2Do$>f_Dud#X>dgrS zRN!g1ereYVo7ubx?@b2&_L?2Ivwqx)B8L4*i4uVqw)<5-(_HfpnVNn3r; zs%=g9aGm0-c(5;3oO)O4Rw3DQYVM&|Dx6l9xy!ZOvb;qZg#;bWwOorevCcDaO?77P z&=b*+u)7ew>DK%sGm|$RakEuzY*xE;vI_~<{fLUm&$s6f4a%}6v4<81J^aUMHW1&o zHX?oL6-Kj3Ofx;iTU~lJ>Q-~MEHqnRJXUTzFQ!ZHn??LaJLd~3gWQg3hQ|>YGzauZ zGFz_9E0)YG_QmF_v7BY&5?j&`z8iqIYQk>ftz8B}ydM|U+?eAOZNQy3Mo=RU` zpvS19!FhzMeXWFV6vs6?;gre@p$0K^=A+;0O=E&t_KaT&7uDB2-T32?tnmRGB@Q(n zfec!sriGOf{^sR(_;;P(CQZ#+^S!D!75*0fj~~yYeeL1LSEh)2!RcojJu1$&|H0O2 zmO{VA!h}ZMKPy&WtMoT|_o6#z8%JMZp!6O#t6T$5IvzGNG^DZt zhZl>NV&n3!!479UXm<1Uwfm*IORFiTOwUME9>1f{0Z2nzN4>)Nsiu&vx9#OwqdOGa z#_F2}1xa_xyapbbR6o||tB4HUL-&sPcF*D&?q^<_LbH8Gng2MQ|C214t)m>o!5E`? z&xYGG-jV%qks-5i#unpe%tyHFX)0A$P3dY}^$#!P39;nKZV2^lxYqE@o`bqFh0%Ov z`71djHQ$QEIu_qp@>Tb&Fs@x5-0?3cj9$a?F9r;DJ|Xm8`l)~1**-Ua$|>EkN*VgV z#;)(*SYmPhO}K2|A6BoG-)#9X`C`D!Y+r_lQl;~|*BQ9|dD4~dyR@<7>E=)7w(pOG zmCV>{c)pV0W{$H{JhLkFL2pf1$>){z)2@F4uZT!k_p2$ zb;C2p57aZf;y8LGqUlo{l$Sl#F5a}z)4k64_tzZVbkUy-Z*g>%sJyvI-!suV*KO@D zBj7;#aB#Ia|0jHoUENIk%xWO#yxiBBf(8xEh0c>MH+N!BWFz0zadFASO3+@jHW3!O zxYzs9ooo848C&jjZt|_Vdm=BhQt()>dhI!lbE=W`yn0D&$`{wF}Jl3!QtO-N9p>RGrnYcZPgXt78Mnz_$lD;GSgQNqt>8?qv$NIdH;dy$%n<5dUwH3 zM%0mc=4(3QSJ;JwqyprctuDl9vOY?fNH_Bd^@R9%&*I#rdXD!@Y9|=>*q{K-C>X!#! z)$=+m9(^a|kVXrKZ6F6Nqv0lwVK1wW=PyeZ`|{Gndical!#Eb6Xr}J@yk7hkHErZA z?wQ1?`xZIM0teiKx#Cw}qwIPay09G5puJW);DYBW8CD*#^Nma=qBMGy4W=g~r5`4Q ziqY1tIlD_{V7x}T(wf4!>x@!yh)-lwfROp_(2kk0WCLR~fF;TK>fxl&TP7~BeyQF0 zlec%M{=Y2CMD|~=HBbGSkUzo3ooz-MN|qmL?@}nWXKp_yc7HbK^N zdCOHMYE~Ra_=~g@Gn8&we(5o0e_@m@^K(5W$6r6!=utA`$SOa3m@#F1CGFCY9~OV& zw5^Iw1dlC$67w41P*ZCxu1^VUcM1lnI34#=E^L3liP^$Xcu6|E#DpV{CE(Fo z7aXVZG3DZ-gg90jF)_Kn3$nut|Bm5v9;O7sP{lQKR#CL!KNG#&mR3klxuT=jpoTxz zW>MMn+UC$Gm8IB}2-hV;#vjc2dfDxJGPbtcG<4oo;hVFV>1O+TKD5}me=u`bB9rUM z18VkyzK1o8Vs~`Hl+-%>Y`&h8`u%wJ@TLRhiVVqdz=m9W!_RiF-7mXAIxeP)KhpbwkbI3-kT?g2 zj_#XtRJcY7v>S_G(6G?6-o0DmN7FSy5=Xc}Hnc$Q>b@nt5e3F`w<7R|pHkD)v*XuA z0GUO5`N7f7Uth}IcM#=E@WKcS1jW}ft6-MK38D*dgMSb8)f#_vq|yd&zyJQqXi*!H zT|xAV&Y5*+fbgsPeqR&;cnz8zuJ-qzmbkG7g6i7nh z=D@`$L|z5MXW0`53EjmKRjlDtT;RWNK*O;NdK!w1Ie^n)uGA~E@FEA{F_Zc?XzS38 zO!di+_MyXj_~vg^^v+uDVfD`S{~1zt%G+0n_A1@QmSy_B!WYX^o=s^*n!oIC(s4Ea z^pfOzc)cm@+`$iOx@*nuR|O!R3Ek*LlR|%zAzxvropzqfbot_4Ny(;X_NFppZ%=U_ zQF$PT*q>g%+egCerS(dXR8hp_ddk0u(u=Y7dw@-ISJUO^Ts`HdxR1W5-Q<78EW^{1 zo-dy2;$>-iibeNhgjL&VFKv3-PDwT)}h5 ziuu;^G?Q&&Ce$)=g6szxs8&92;Pf0(Z+1)= zB)I#Bz^j4VcP>xRFVA#6;=gasNII-;-3owAB1uW18z(F&DQV}cE6;A57`J8V#zr@8 zD~AV&^d3&9ouE)!q8TjtopQDs)u1h%ryW1m-&jaGEr&kRJbo8Wb+KKgd}IE_FiLjd z%+R0woGY9Zj=h&SQ#@F2rE&PlKdxNZNbMqFA04322bmXiH$_P1mZ*)kX6&3QF~Y5c z!ff{2KQZXBK(zuOrs1gO9(DjWS=lr{>gZHeFuRV>5H(9)zeF{6FeFjtxf9Lo^$+=7 zllig~&QtqJF{Ete`@-5-)`r4!F_s@dEe}JYjcOC#F9KR+D2nWUySL~K3c?>T8#DBA zh#4yYTRS<^+vVTFQP3py_a{#ZTDv0{8zGiGcWrHFl> zsMdqMY5!2T0j_imm;+}41c2T7=psZD7U8hJ{MB8t9#vCP>L6p6lRyPQ)goq*NoW>L zr`PbFe|;u`F!GR0RRqxR1X3TQ2}xI&V;9f!w+7yWl~kAGRp%3R$94O;ZS`)bJr^ZK zTku#x+xG1t<3Q0eaM&=dVm=@23PKDoG^UcX=1Gf4{l!VUM}SdC)s@fLLx*`ysX?;Q zhlAN?cJ*n`X&n(59}kn9=}(wy&TkS9Xl3mytiN+-UNO{>F5;zbNC~x}dEJz*VE9i? zwVfj@DHiH8<%Vr}kNMat=%-TJ%XWT}xa#!Cj6QThOVY$Fbou)cm3-6c_7! zg1jy`^IGAajw#8Wt}*?GDsl~i3H%=|mkMM(5WFtV7dG=dK~6^o-B#7gbN8d7sA3y7 z&Hd>rIq^Ih-BDWcj92W+*+eOwf3A5;`n zp@v$sdB-OvT3=LOdk@1a_>+}UU{ zKeVZ*Hg>h2v{KsNJ2lla@1h>AxwL6#pJa`!t%Mk(CfBf6A#;YmAX9{PvQ}0dqrtgt zs?iB*hGCAa_pwj;2M4pC5869THE49J+%uV4e=K6E*Ny&z@=Fhz8b2y-j-b_XSq-V2 zuM=;cb<4WM%r(~fcHv_dOZ}OEFZ<2h-b%dboKB-1^q*K55ZuVi*y#V}gK7R}{}O&D zpB1Lgj!LFlPFjvUh7W&M*t^S@dh`Zq7f}h-Ff)752f{7*YHZGqk43;p_J|&FDHU8P znZ3gIkY){aXxj$sR8U4yT=AEtxF}V5JWm}PwpGt zr1ABIz~37Eb#bmXM(vp0qOr?V1lSHJ90&O0YyCQ>Dff9#yK5Izxh07yMAa0o`D3d0Bh`KSa z{0N_Ysl)gBoZL~Dwx851TKB8(a#4y!&iCC#485=1d_Y?b^yN~8m2lCugr`ijEg5NVcv>8`fDOjq<2fj%&Ka(??V>r!mrqxzUHP|qx zoGr%RXg<1uW~_$c1@|mt)JHqBSo#F-^+NJnd&Y123(*F=7oKB!W^#qyG5A8;O+mf5 zyYJnrc?bOS#wv{WR#`~Jsm8wi%g;E-Hff0b^F;Ll_6d%b=gyaRS6u#Ai?Dgyr06Iu zwDr|<@d9d?_lIfQg~!+z%b{q3{6=h;1b4u5!% zntNvM&pWQ`bs?cnRlddlJ)dVfGwcFkJDB%si1WS1!O^s@e$j-@sZGjYZAcF-a#vz* zdTH_9+D7T^^ev0_PWjhsT(=d`=`++dTF!$I4-C4LDI+>@?*%8V)kV%&^GQOXs|8V9 zxj(Xxpbxk z8A`o;o0B*BPkJHqzbDEY3snXWjQ%`XZ8m>oHZ%+Dr4YzJ0Ge|?G53S7YsN8vLkGkj zJqYC*@JbTM9)QT_uO=+Jro?Nf80JD^Zi`KV7YWkLoqq`hkWFfRYy`yNj>QBO^h5!aP@ zFV2@Z6jcsN;6qZ|+3NhtqF8ZfX#gg2DMm9N);exm#>3T*ERJq(#d>jstUK@yv;=az zEdH_K=-VHd9Q(;(9Jnc)rS+G52NhLF(iWu(Gk$Q0un^>{UFYs1@t?LdB8JXR6k{QM zze{9DU@G+<3dDikR+@s$Q9E0BT&1&W zhqtFtdRp|*1Jij8f+SRC41y@u1IOld?IRv~=7N(4;+wPtuRy8vF!PdMHy~`#5G{K& zNcF{@(znWSe^)U^`JU{*e;uoA;YhMJOeYgm3c}oyq@GIYrGuaJJDwZhfv-M{%mIH1 zk*@*j;CtCq+o7+g7O^OIHRY~0Af#4fOF$GH3n95(eFTxg4a^`!klGu5TA>PN~5%E~1<6!Z4FM1o{a zQMq=YT&H6N`U3;e_w!n!_t_Hm2=+K|y%weqQOjZ=q7i_M9r>RYZfFFELMVZlG2u)$ z9hf)JZ~#5KP}>ZM4!}9IFKl}N2uL-X6JPtBMkY|-5 zArQX!J;f7&_&4QLip~qi6IZ>?iyCzPj-Bc-N+H}q*ZbgW|NS79l~!vXPF`Oj?RjqzjwAyHz{aV^kL%KAq#1*~u{a1g+0g=BaY9qX9p^IE2>Q>ifQ~C z?6+2lofQbHD>9#P6)%L4nk1RE?xc;V;+W0{@ksH=wTQ$Ir;q>A`R+-sT~yE+ht8Vi zTbGMtAbE?lS48rq!mWc#&x1S4y^u?3dTmvAoi?&=l2x8z;Vy!oIgZzqD);PsmxYPk zp7y$>^JrPp-Sh>IpSKWR={1Ft*zfkSJ61l;KGa-xbk#?ijq`vk3XIqY<@LjMLfJB4 zwszSVMgn^x)Egd_XA-9gZ@4dkx)br7Biz`4Kf%6S*hNSf^Ri?a6pu1yW@hm)QB+ja zsq$~1&DVTIL-k?f#AST3t_hXR`G|;dwgu{D`;&HET*v^ zNM;yRKB+w`h_XG$x3V1gK`#K-)Zw)nt(sB|`wdQ0X{h6k+Enr*t)hBlh#(6J-^*M2 zA_%1LxY+6mMO&_g%3!A<-cVBM(sTozW>9wr@1nkmZYYvFkSPp0e31x9jlin1oh4KA z<_Gc#f-u|?fzlu`*QY9+9~Q(+UnbJWVN@qNG#-Nnlx?B=W|I)KtZfgz`-9HfQP<4x z)R8U>JuPO!D`ILYD`_`2}i^!!Sp%KohZ!Z!XI=m+8yFU3I2Fj#Sq7-)=t*Nu_cs^v1;n6?@!`@s+OFWy;x?e04W1yw1D=h0^`?7l)JMBT4e2Y zXSBSz&`yav%%Y(=EZAiOEyMU*)2I=KyH`)n-uj_JI=OEMY#Qyc{bxQ^I=o8w3T_vY z*hK7<4%~itbDwEa_IwEI1=AT4$dSRm_>)0ELMAE%+`_48v6ssNg^L`#e^Nk9X}qXU z=Fz3Gd+sIJipL(~v`}`N3AHu&5zk4LLPRZ?_wb$D9^?d#y$YCmv>5rU{d70Xbo4Rd zmmKK7~wcswR9L?!!@2{*2wi@!<=`wpk+ zK@5Co(Q#0TNgve-v4WcN*RNXM6*Lj4`&e>V5BWaXI{HO0Fc<(4j<`-xjf8w*3vZd8m3)mlef; zKB(v&9Z-8rH)im2rRLDDwChqar!+WVFKD<)36X9$kqYEyr}ch?DefiITJ2Gs z5My~nvoXsFFAtx@J&)O!nZxTGa3>nxTsrmCbXatA;XN33-NBrI`w0sEyRYlc5`ooN zOX-D%E2MqhpCdnXyUv(&YDD)7vOTr_v){><6cpX!u#cqGcq#){EDM2%W%DZX^Gx^I zCz;AGs4|a`Nhs^THh4Ej?fT>C;gOK0AVG4*$=7g$!!M;P)I#t2ZK2TJMjT=C@@$e$T6Z6zPG13pse78!hpTP6o|8QfjBXVOD_;W z_ZAV*DQ#^sUzH0fSQf6c&3cQQ)Y0ndg078Bv(Eit+}S z_7LLY3q&pjLL~_-zpd&*^CS=EWWPNFIU)nu8P&Nl6uiKDg>>A2B?b3D$J0JG1m=Jz zd|mtjyhmky@PLag{>`c@zjO`4n77_<$vU&|#{DQ3;95_yU1nXHZV)OS6^0mggO&Xqr2g zycnOP4M-=XpyAhS*gN~{41Ih5BKT2%^6NTx8{uL+P!9^HL{4#fGJW3l-`iFF==}7o z-9yIV>xC}2Q|#*UfxY$NydyK(S*$lps-zD_NyDFLTWUP!r#f~*XfKtzSH^1k%XU_H z4rsw_{0|PozG`l6egI}li-4*o2bgCF$|KM#a_Ln-!I6akHzQmQ2skicK(uEoL>>TP zWkLK4Uf&z{BHeOi1d#s_SOv1cIh$&NEg^TJFpC3UcYwsym3E42@eiMhvH_;owE+S}NO<%iE zDl(E01)w{M2`E?w4=N&=q@Z6oqNZnhn@oEy zH4<?a$qF#MpJftcz&4sDaY;q^n7J@5kaaxTT<21eGAdEns zA~2)>07bzC@m~=J3Vkp?L|Cx^fJhN2ywGrljg{v=Vb+_7@W94#+Vl%uTC|qDz3PwO zq8`xQ;C61KrL7sDsu{UYWTi-q~IV18X1Q=34^9OoS7~ z0E&^wg3w3Y?eMj@H_&_Yfr(RsVh?;h#PINk&_mxp5{3VE#C02BLU8hB=FoiE;i6^Y zyPa;Kw^=bR|6P9Bm!c2^i)$H&!Dl>B*Q510K3vV|u23PD;lUIw#p zz}_#r^+LVZ`a&nPybzyCb5n^X>}@|zdD)@8r>|nN*vaE^r=+wx?P`R6)MY#cqHUn% zMR=$X)jR;o%+zpnnYIFNnHm4*I3ThDc2Z*CFN((-(W>|YUYRPVv_O#ufH>Jea*Xg6 z0@@Ju70ZjzjwSzbtEPvnsN3IwW|xJ{X=GX(Ly(&=^n*^T*IW&L3eZbw-YTh@Nr=oc zYLPJ)z~67Y;EsA|1Z2${8yl>Av^$6Hiw?qIzVjXIO9~1L!5ERG$~>PBm`_04?dVAU zZhtuxK@O>#Y2pJDAYKX_b@Q!{;KhYAu(H%s!G)kDg2Q1EkxT~Wu$ZA{z$%;s`fXEk+cIR=qDGIPieQi8*hs1A6G9mX11)ogRxU#SCUe+Qt zj~m$7WS_(f+amgx=94EUpN+Emcb19YQlc>+PX&{>TNN%jO##h3em4aQ_;8?e$G=Bw zGi1zp+jyl|R<2Tc2%J`4J?E0~0}!01Q2%Jvgg=aDqV6B=p%};2gHx}K1eUh?2!472Sj6!MeF*yOPFRy<+Jn1IazT`rRWmm zsT0P8ho6SC1p7xngO;=FNE1a;F1&6D8lfbR@Wh&q_XAXeg4KlN8h$H7ckCg*tPmUndWRn3((_O2>ty?vW?Ml=afU zG#JOSwpAE*#RPofY=lZ`1wH>L3fax2k4-n z+W_QR>0t_BCINy}eSUJD)Bu6B0bt+-Ob6SF6`=D62RV3|$@ngt{V0(?$%_7S>7Kn} zrtu#8Suf>Azc(3q(T`nC(nJyxp+5+2F(80jRij-BtT~<)4UKsi8KwWtm8zmF>R)?Y zx<_s~XItuDk_&BQ@IOrZjthwL6@_NJ4oem`{70#B)#= zV{F2{{Y3ja#wb6Y*s;0ve5AnOxd`=2K9K)`h#>b2{3Gk%a*goRD`P}T!av44Ebyss zbuHwXJOgIG-CXYJTq?<=lV=nU_c)kRIKgX2`HFVjehgK>e(%&X%^UAKLYW0Jjl5^I zbKoE0JPBdVTJVMx8YO~A1+YdlpQYYY4k&zN>Ksb~v320QQ&WX!&>_#45 zb#WtTn-lyA97z$P&$XANWdkw&F?)MOwUQDp8}-jSg16aBWj~n4S*R$7mNeot6Hsor z-9puBn|ZkBcnKWnB_f#8QP`SIqQ|YZU!TVCZ`jre7tIOoh$}0>!MC=bzU0k{r4I9x zB5Vx&DLLhW(~w2aHR~r+!c~zYOrBRb2XW#3xfR1mY+?FF5$TMkS^W10%~T=Jrn_tm zcCek0$-PQ_91tQCWe-;zF_P%zETMQ=gqMwwLj|>2sGNS1w?@tWO=8cx&O7}bmYw)c zBDn8`;33Or6s_;2hSk&0DIDKsn3Lv7J(7t#vm?FDIUppc;vX}y8~T`zP`U`;FVsa4 z6ukO*M<3B5zZj^K9U=Ah+9-lGOfE|U`R+0PSS8jakUcGyO1lmOz97~iDBSw=F;Rl4 zGq|foJkN$whSDVCSC1J24dUx72@DJF8A?`G1t(?;KW+Pb$`$ze`AN|GD-i1!a4Sna zG1VhOJgmJVW{Ixz@kc8rwq#uuz(Sx{#LoMJo}8MTq?Az!=w<(mjt0$9UxWX_a~iE| z6RP{+qtp5xd0SgQcH|XlHt5E93Gc(mQF@rO_6Zn_Z_QkIqpGPOrbUnB5(eGqmBy3M z6W0x6PyRmm&c=pX7bXgRAn@N2{apb0Hv0ONwK{;u_7UJ15TAJcLQ5;S<#yNJ{c1B0 z!C_8Fyj-tf!a$&62gUXm5%ws+qKXBE{lag82FOEA1o+aYeFoP#7To{J0Q*DGnk8Q9 zb2&22&>I~Xa?@EW=)u;9^r{Onrtt8IuHzk_M;C1xV;ByxHAQWDBbghbJd0=~sX z7&N3-fw4kfkGZc|i%@SlKXAXIlN|MATsxEPgkcb|+LfiSv(@s-ECmHY*Vl@24@#x3Sw;%^bR#}Us^{Ga8ZTP(xE43{Nv9h< zQ64E@AX~oLx)X)!v1ySo@n5%HOn@Kta^?p#(z|7$fWi> z)KME^9$20eH?Y`bpQu%Oo(>B!cbuCJ*A0fBfn$s*PCnEmH|NaWjoud~(XyT4|hl$W4-X*Y$PFA&F)POV-)C6`9> z{Wv%73n{7-)*MHYxHYeMst7{p2c!a!9q%@N^He-p=~u0oqHE?y&iqV#^X zWO=h{t*!;m;O;d5K{KTQ_mx$hzNiH^IDZEAc{oBFX2?~QcW|?;cQ7aUm2WB5Ve{88 z2|csSqp=9*SSPpp7A#FI=8WLKI(`(gPfhW)dpQZ7={pt@VRVF#Gg-CisC4jDT|xiw zZo<5#LNJ-KeyNhRy-lt|XHGqPna}~p`|fG61tw zbs91#pARR~s?v^nOr@qiP|_iXI;uRKl{VKa|pwy zl57)EyG@~mGjzexsr}pc;MFKRNgEnMH6fj%J~v#n=3Kh6r8P{O zENFU2qK?5>3*h)HqfNl{1y1+H)d}YI;7x!S2YPy>dvq=^!E|Ua_$8KkQH1N;dS&*t ze+SuUmKy?Tj`>G}4_1d-0D`Ujhc=!rC4kXtTd5ugr*YLz++m;V_ZIn)^Yl?(=bt>kdqI&K>BQn|{oQR*R5pK2Cp5}+JcwRy9G&Nx1sb% z$`#R$?~-g_fqp^&Ux*<>OJpB^2yf!KILAjwgWpB#i=V6z?=U^DZO4qnWtdwqQG*t$ zpe$$1NR%yWeGW5;(}KnG+e73DjuW44MHD)+Ho!w05!ts-HA4`3K!;g~xj?mw14G?W7jFCwV{=;J`*%@P17bUb*CYaX+&bwTNgtN6Qf zx~y3Mzq8O#Gh5XvWNOn7(MvV`aVbW*Rsd2_2fG`5aj!`fNOlPg=1RWQRq)e{uo7E~ zDJ+dvL%jf?VG0a?hMX3M)n*p50>Ae^A2VYw?o?Vpnk`5NDmJLI2v?~TM*DSV@RY&2 z%w)YpO6`NP@E@QxGQC|lk!iH+gkLjJ1QDve5QX^#n(*qho^^3DSbjF$^QOWy7Bl5V zHWr!_yF)*3Hpx=8#%?Zvc3a!Y1Jj8#ji7tXZm4w!hx{pR%*IE*VD3unB6@D*WIt&A z--*S6RS3m{mJ0#cByLvr!+bl4bUr(}64bZhmM4CR=4d?un z*{Ny?0H3I(0TPkc!wx6N!R36jw2ErXsmU`{FVxC%Oqkz>I@n5t9``&$I5cqlEw{cg zXmEnxSn?1*=AJuSv;w;x`O<&Z^< z1b4RhLRr`5ey`0WNuk>>AVH+TMP(|8?LHpcMlz$Yv|q`kn~VV3CSb!CxNHLC>IlFS z_?}zPV%%~f;(oy3d$q}iz;h4x|IX>hB<;4UUIwXH=l~@d`CARX#;TpBR`&8iwcXq>kwC)zE8&o)-&+U z0P&`ME+qKx^55B6er+72NoxmMPgdFfNzPbC66RvCga0k9oeQ|XW8O5&I&{3Pt*{B#;ogI}8 zr!f>FA6rYwNBmCN%&5f|bNz~kz1J1)k%ZX*%AsJZRAy4Y^ zqqLNmS}}T^TBMofV(S&Z#iY(zLKvNEq3#VDfB#ak_=jMg=W6 zm7gL^BiM0D-G3Bss2sjDQ>M?p;CleA4g6+GJjyWkO5kbZ+iZ1VkH5U4uDe)9PMpG% zkAl_@v?;D*0}fM_5lg4BS18D(j~2*if>s*90=}201e<3;w5Sa1s336{Q`e?1eX?b2 z7tDld$Pb=PV&(CYUPvr_J9~&jz*<{8o2XAA$0PAf(BnTg{hF#TL zM!0*wC0uk2vK`mZ|3MbXvGA>h`LL8e zpkEAvnEncHh&trOO6PMcEI;OKlTQO~g}|vtfM(!^@l&+ZPz-nEb)IZlDw1q#@@mJK zpPvqyB5K+Q(&1yW0Cl_Cxaa48Y%nIMApYg>hbg&(I_O9ydN|-hE5EnjaxBImwNFa| z=NBT%yA1$xfixM5G;~GS8&C)klp27VD}XUGB8q1kOKzwQ z)^v>NO7O3C*xLh%#u|=Exn~GK%pj)m{U4FIT<;b_AVox&D$~>&i~n&{$~1iFi)EsY z|IbeTGi=b21_&8`=$gT&KsK4+4}XLyLGm=bW-NshaSU^Fl9+InA4%B1B6hnA7neOp z#K1iwVWJvuh+};-ZW)qN^(XcB9}b14HQUv@i3_)qMV6kXo%=G#wDRRLK4-uCO8cdxo` z11Xz$XpOw!ta3Kq{9tUkQCSb3b z{}40p!#O?I3MX^_l@0~A;d2Vl;UGHlJw)Wme`KHtV-apCr6SRLB>#MEqcXlbpTI9J znZOwLNA}|x$v6R*A!{C{Y2@^>L5e1>Q?tJ*|&IAQ2 z3}dKgUL=?a9ru|jC4QO4EN!meJfdY8;K|y`z_XRV9qLd~CAUV5gp9xZAy9a?8BVp% zrtWTe5e~)tLz9QY4ZoknUvaehDb>dkQ54Qw9!@|*2FKT%C4)xe6Lt#z`7|3b3+A8M zQDCFYLc9fOrFf0#2ISyo&9S84ZjgD_LxA!3^(Vc6!+qkuPB!KbeI2|md(;QV*VO2- zVOd^&z2WNMNf~!L+ilxjYyGzOXj5>c!@cLfRptQRKe;kks}-`6yB(=-Sbc8_@#It9z@Zc-uZkQHaK1GR z>(ZBEsKRhedk=4QMlI@U-h5P)98#!yo8FBHvjh`XG1WRn$^?l*s=o;Xy_v#*zu4YNO-`i~yO4!|eT+v=$AR;Z0&^uJqK^mTskYMExtwD*lh0 zRZojlg4Tn!q7E8gd^o+23wDTuX$z}zrggPcB(^!ZLHvI|5q1+bElG0*ULhzvBIzdOJu&#eF{(rgMO}ffzbrHGxvNO5jABQs z|IH0+xZa0R@oG=Aq4@iu(lcYVf>N0#rgoN`!E?tJM!Ei2`BADQ8DW8H8+j&HU4#jc z=v$BaK_E6Ss7{Qok)a2FIcgw4lM5Qhz^U7I@zshRK=uOA>`uTO{|9>8`-ufH?n2nn zL6Vdipazvow0nBs?t|E3>dE~ZM`WlC zi+92C_7YRsTfQ^%?UZN;p6Odub_LI!rCo4pCyI3NFCC-z@4sRZ28%gE2Q$6BvIP_3 zSQ6B^tlsgY8BhqX-}7W!ePwMPUC>}5|>ev z&43>3@$aP!pSyNmG-hbxSFDRIV@B=k`$Y1v3!Q-oWSglg!jbw=NMp}=JI8GN=-Fj| zS>qj~wq0C7xGyJc>>Z_cMLv@jNxQRq7)j{I(ud@PQW)=l;g0`i5QHm<)eBE^=u>9@ zcvEI0Jte4fabuqFE_SIUv)a_flee3K*D>Ih<+KScNZl4?M_EJ6y_?LD6gKfi)rpMe|nzJUh%812ZkJ=U#|6rv7o>#SeY{T7&+9^;qq!AtU5`y2^^Vdy0Y72l4;o`zQ4 z>%Z5P#n(0$`yLSf3^i?n%*K#u%01Jaa|*>E`hYaVVgCjRh;7`@?Gsqmf@;$p?vCs?Yf7vI zU6hNFAQ_MA7O|c|AQu(L7`~jsbkQyk6Z&y2)rhvfNp!olM9|wmrO*A3wbJoF)=Kh3 zfG6u(auEgCY_oD*s#^!)o3&L4hB&?$c}khHh*3nDb{Z}$9CfLwEa@+Ljw?5arUUp% zAXJY6VRt~;g<2;x0lt}M+gYbUU}9vQviv_O!jL1SzY4;zZ7=jOwwKZu2me0Iww%Y_ zI;y)F!YCZq!E2buTNVo2K3KP`*3UT-HPV3iw_?Ab?5yw*_l@tmd&Op4DzvzMmL5O3 zlGxXEt+U?SrGI!8TEILqWL2#)Bvd$#HMqk0cpa-Y{IKiz6TODT;^mw23$-AANKu7& zXNA~X6QIRY;tx@2-23VjfzH@zk2NFYVN6a^kL;EY}ZZWUZb;J1tR6y!$L{b5I#ChB&{V zA`33G=qH)Ab+ah%)obsf1TY2jr4mS-YL3NxW-smz(ZC1BU?4z^SZ;R0oG`7tGwij* z(114)J>ImV@G`*_MTm22p47p7;SfJm9Q;@7T+HPy)7UCmnY9MT3hTcx2X#HT^5v z!PWXj4kjXaki~~0)Cm)HG}?uvuCA^!d(nU5mrWJo8K8d*hnM9+n)Q z&{ugD)%r`H!fUE4yz(Y&lD2fkX=0@3^|uoy`;2w4uYWL?k!J#uAL>4NNtf?awQmz} zJNJy_!CvqO?vi)poV>lP_cKD>ccVuv6FAu_Z>nazcEl z&GCq!5$*$B|7cX!m+{%0W^nh#FReg^R=vDAiu7|G*E>d2af5#*$RBhM0ju*$ZE5{T5VeGTnx?u2 zRgfD2Cjyxsj&o}H`QVDZXTz)L34u^}Hq>m0gTeND1=P}&`lc9}3kIlP(G zzrk?(w@`Iyp%!h=r$xmsijV5h*%-~8&SqAljQnrgzXPx<Gy&dD>+TU@Uo8d;*YoPf=4I0UpG@3I4VB`CdG@SdRb4_nDcJdN53F`f^q}|K#&76v8?K6|BYu6EJR6N0C4;KW-eQQP_Ggu9Ev<~Ga7G)bKWqV#e|r~|6v?^g%s?sKBNVf-gCVu4j1P{8lHEm zo6`v=a~%E{ppf_B#P+}ga08&ghC&{QABehqPDg^cdW0=K6b;%ikql^lNuRN~T0^J1PsF17G6l#)+k0Jg=$`@;Ij8Qq_ zHGtneJ`=uC0Nult4%gYbqBy<;Uz9-q+h5L^v zF>dag6v&N5E>;B;7Rtyd2-F)*OD)Pk$C`PG7aO0ZoC{7ROqBWE5sCX|y@LOIyiD&c zK|tq!yq@S_s~?m?y(fF}OG;&LLC(O`AO{BRA>^r9h&`}x? zM=f@gI82@bY7oGH1b{9LFxL9JzRnB~dxwY7LfxM_{%QEb=_EY!fi_>&>^CU=Qj{i-(kQDAEy^0Ib` zJXp0QBtZy+%We%He6jW(D3xn6CMcvlsFkK618@a@gSuxw-rv1^tkbe7l@mU^_yq%r zYhMDb2Hu!k>&A&fG$k~d8T^J(BzW5BQQ&ziZf!UVbD%vc{b3$wEVCBsZ|q1|Zn}@u z8&*6_%pGfwm`PdeA9NT3;X?_k!Fk3xjY^n)S&o;x)Py!_G$~_(1Y=%1SL*!4 zrPN6^YXO{nC??tr9@sIa*aX0!3Nej0V4s^Nfrs%~MfrG}e}1m_{VW?yQ@-=XoxOe$ zXm;A%@?W=ovI5V4U8%2+@6kZTeWksdWldXF;*e!Z?9C||K8ZS6Y7N}$rZ|ecio`Ivl@9#m{cj`_ z->Vdv^#z{SvV0G;oy4tAz#&McHEh##CBRzcm)*&$LX$&+X{=u>t%&@mpL{F*pMKI9 zw%-tZ0iD^J1|?Dm62FN04fSe^e&V-zU;>O+5Dr8jL~azTQ)7>C&6 zFJ?9OmA7I$a-nMKnC0P5zuZeMTS%Y_@&%HHCy+(dj}Td^v5j5+E{Npi2zW04kOy*D zyErh72ZZiSce>wxFvvraD^Y&lUyFU&zQ+Y_Dx>YQ;T(n9Pl7X0pBi7R(F<~{l_@D1 zcmePaiTO};zC|ZahE9;+FKg=SLKy1!Mhadva$(EG%J81hM1dnht{tV6(XKn*H2!gG zu0?=@v2e2|efvUY;vpDW`HyaD(SX@IcQWU%rgA*sO_nh5kij@grnehBzaeWh7B1`y zycs$L5w8Fm3+h&nC#SAJvRH+8<2p>!_w|GI?+&+T0BO?KC1d`esow7>C{N$;f&VtF$VdHnz-!w6(2s)&mmJxVrTii6%INLAHL-386#+^0 zZwxeT!v0RpV4)vepH<0@3GO47f7TXg?d65c@jT^ymE(h#Kk!R2;{Bc8CK*93MR!Yu zQd7GwiSxV$*r^A0K6$UwfOPR`RPyD3_BfVZfDY!6Z@E6J2C+6iE4L5u}`iZ1PUy*45wuo{ATEjABdqK-ZVU?AQTdThC5o9aoA zj_%HY)BTo5shX1(A5M22?Vbb(7eyQ_E3sJ}CV}q5>-se;?Mw$O@l8i(uJB&tOzFaX z26V_|r;a0;=ztR$Tt-l@6}coNC1ry$4S28Aoxs0U$hc_ml;T>JA0Fy4EQ;XeD1@}# zt-Av{z*pc5`qji23ra@tb!fnTt_c!y{!XMQ0jz3eEgrB1fhWZkeC3l%*N2>(FHflu zmS;1woe$S_L&)H!)c01y!$U;Wb?f_w++Z2+rGdfb17fAqj{r0>4{FWooY}8KJ5jYF zrL9+I%!`E)W~oOEQ79#^g5CDv(4JHwGa3oh5gj-ND~IU&Pd^wD#!V1N_4MhmF_IJC z|6}FaJpMac84%b3a{-9E5O5M%3KP93-6AVYxv}S3VKAO^#YwNaqD{GY>yQ z>|JejanJ9fKT*HtWx87+_i3B`5c=p|`1dPB%2qK+XulLz&%I=lFN*Zs&U$NiXOQyK z!!+$P%!s6Oy7=}KyHpgPhCOMuqGz2hVl4MyjOGs}IjpQ2Gk%Gj{b8?n#TeLaTQyRH zK%oi98mqe=FH)lxAnhK6I8<6;W}rFjTeti?`<#}eMd7e@f*=t z`AEN)=ySwVJ=^2174*e~JoS9XVs$S$e|`_ju1W2yPP25pMUTxdNDOvc-esG5rn4Uc zS$NQ6vLC~YTWA1<#jM^@kOqE_J@?tLbD^9d6fpUKAxV^0_a&2+Nd_wGOz?%5F_f4T zb=j%Cdes_Kl8Jq!Qm+YVfUn5JTg537AUO7wcoBoK0)D%7S!qH+{g4kHb$Lk1r|dBBhCPaMvx3a~zZw)GX!IR%F;081~E^g|Jpp7Z{;^j^$h zRolqmo`q!JNJJn3*w@+~So*&T7v(zczr$wbu-)CdE@qswp{|V6yX+RJN zpU`K_OLe5x&_f7(ZqpZ^t+%GRK@OcwLYsZ?*&A1PmB8wV`7nIdbcLDvn{dlLw4@mR zv}OCQf`qogT3RG8Uiz#RvXh4)io`omB<6x5@hVz&XY6u| z0T}Dn^6XKmGb1iUR9kZmQ_dOwZ$%&#vDkUtsq2gSVDqT~Wc z5?-s9#C2I_^jIiFr|EvMCjarZ5|rNjIaJAfNvN~51L**3;dx`C_Cmzz*YczCg$lXX zrIG4IhD&sRuv2ZEX0bpqZOa#@eNU9au1J%QNX$-g``sD1dGCB6zX1FlIR+-Md0^BKktAEI0X1MIglI*7RXJ`ZV~1;H=5#vTpp zX*_%-HexQHjR>XA-%j0~;?&+4rr7yFy9*UL+m90!${G(DTx=T{&SKAl!lTg(Q-!TC z0E^hjV|MDvYVxMbs_n}2{l3|>_3S-F-wbK(W@X$PIxTHnMRd$%SbHdGEJBL*(x7ca zg4m>ihWX2|u16ZM2HvsUqWRZKNudY|j$u=gn?n4U?u%7~|U2X9f*w@dm$u?Q?pwjX82Y z;yWBxcHEz_nMfwaUtz>j>u>#$iu&o$)8Zm(DW8Ggf%Om4lfl5FKlfd0^Nojtf(OLE zR&Piao*Qq!KSw~Ezwm|D!R`)!(Ztr^x?K$dRet8n@tKB|3tN%kyEB^ql#~RrQQ-%G zN{^~<>~J8<3^+_)<#pMKPNBBw0G%ip0LtxDh47wW6g9pzU)DVDGijw#hc&rjPUXJ` zjHHqQ>!sdl?nKVBv!2D7BLQ%@e@a`52sogFuNZg$>tpi;iJH(rz)Bkacit#TEP$;I zSs&IG_PfGS)53xEU>d1dcPTgHh`M~+!4)&zNWxtYZS9+_ZMmTh<<>#dUhqA{ zKUj0>&5RC5UlPYU9+Nc}eX-W0th1nq0p3eae_`#>1c5;7_dQ2oH=_+C6)FPqR=q2> zvC$7_v9FbrvH%*;_jBCA!UZ)sE_8}mY+Po^Zk+Jd;6 zD!jQ+$G)7{5t5b(>HRvKy`3z5r~Jozs$)U~E9zu#YlpIpCz zhr>2!p9~p;m{jE0p3%SOD&SB)@suDUPMdh+ohj)vrjbkng!JdPVfJQf(|Gbm0%Sln zQiMn3Pmn@>OQ@#xB)dmV0dS(m7zZ)yk0#KKJXCcSvQc9$5fHm?&51xA0k+8r$NmvD zxOpPsHJIm3$g_EoO9Nv5Q$LOg$Ddgy#R}Wz8+o&V#cbz*E|irO&qn1yPT&OsmpTi` zscb^|?z6(M<=uffOLPS5X!^~^e8~<1XFv>e-M^#UgZq8z zGyq_$iP#Ke6Gv@AHnYKg1}>Csse4ulY=FOa{Xtpgb3{`Mc)I=O6w4Ka|bwK=<|X(b`v1m|b=ZN0x)sq2kU?H43@HAjZ4tGX{mS0$~QJFLoH$I6V5ECWB`=1a)j^a=q77Ndi) z<>4di2=qfMSPg#5lC_+AYYy+nNuuAZ*gy5->a8%wS;~q%aj*7nv!3+_TVK0@;}KX? zz|n;%On^L@d*6DgTINoDzHVW<;hWfAT$iFQ`O{uV|K0))<(8t`nziFeuf@W&vyISB<|8EQ2&LthoMXzt!KGY* zyWjG@OEenE*~zA*Sri5daE#d;ttvQE94jx|-t)n3UmoZx1rs1uM|uYqbAKZyqQgsx zk)qFc-wr~^Zn{|b5pE21Ri9;BcQNW@(J-CmIzM{t24is!-!23Dd#wADNY+=|@OFdk zj*wacEi-uiBjFXz2B2K;%ZWV+?BbQIda{Nw42uBtF~ZA)pXQ2vfT9CNsKkgK-*1b^Ykc?+dqT$ zO0~w$O>g(qz%F^hqj4*Bqux#&B`iYQ;iCp+}St#+hr$``hT6?&+ops71K-; zB)9D;ycMuvB!pf+@Z`o8Id0}R3R3;FbITpJc{dv}v9L3UT*ew2rTF(v?4jQPw4J{8 z{ZzT%Jb-W~MMzkWjQw zxboya&8I6l(Wd8PDO(-d#qQx77H5l-7ksa6g*z8-1l2|~EAAY#t@X3)db?e+U2C#_ z3hDLN54;#7K8F;QkY^~f#B{Y=y?jl5dFGHj+dEl(Z-f!8W7y(wgXUSnFt)~gWHn8+ zTx9U1(jM-!H@^!B-QF>zI%&7>lWgGKChULqsWmw>g=LCO`7Aq)n5U@unWi*1Ut<9DyOMM|72Be} zV0a&1hN74h*T?a(0Ed%JgwlDE0OJfrJY$q4?pr9etwfp(eV0#~Gy}L~$o4AU^E(ov z)C=YVNgDryslSYh`u)DgVH5!s1*E&BLy_(dDd`SLiJ?0c5Tv^Wl$4f+p}Rq(8A3V+ zhVHsA-k*v5KqfaJ=^Vp zv04P{qL(ErjBJ17tLqfE%SsA7!^)yl!2WQ`TW_lx&xO0GJ1L3~w&Weo8eBj|DQ~xl zYAPV0&wl^97C8n!*D>e5xKesvi!XAm`-{)Pdv-|g-x10+-j4Y4x=MWcO)EE{>E={4ieJsa? z>SFD@pPFiZA91JEOE-`A%&n*LmM^cdgg-;ZIxISjweC|o9XHk3oL@_kHXCWm?>YJyA2aj{9B~bnpZ;c(y5$%AIR@0 zoz{61IMiZ}(mWWkc8^m=o3cZk-?lJT#Rj}Ws-D<7W%_SO$+nNXBT&J3e>e-g3Xn1fDskE^fgQ10Hts#O)f}|GoY;mVR-zZKO%5 z(Ur(uq~eRVE!ybfxii9V5|{jHM#*|o)$VTC*;Y=%_B8P324fu0X;e2!$O+S3_#n*F z79!~0JF0W_7sI5YM)0PM`Gxe9Y^mxo}J0*Pk=6wE8#?Uru z>~wMIauT9!tbzCRNlp@oRRu|A#CFZ6n!t%coFmn&Gx%i`|6npZn6C^Vv2Th60jh}z zgxyq`fxNvvJ8+J{eTWioSPmw+=#vrd$cYwyZqbwutX`9W_2a|B_d5(Xiug32`elWD z^(6~$>K2ODO1f7J81lyzQT;=-qyV>eWkG)uFg6OZks_D&H|a$#pMiYdXdN(K0)Z&G zhl9K$Q;?8#vn3<4QVX+N6}i7uR>`Oc&MnGKTG$*x6_r21YTT!DKl{g+m+tw33Hnvg zK7v1w8$G{XM|;3>?&zv_u7&aW4m1SCGSkPe(20lbr!3qmBtk8SjKQl{skd@!LHg`= zeX7z7(K-eDxN9^f3{5uhL|lEA{NjITA{UR~Q+Q>``fR-*MXtZD<&^c|bjkEs34PR(6M;H(>*7D* zg(Z0C-q748DD1XwIb`bnMTcq1ZKR22Frcq2^SvHnf?$lM1V#f(u+Ys}yM|1y5}@1~Bb zpnH*QO%gZ(vmdK9rs{#Gi>ah1&~`P2w}5}G(sE$Pv=c)h0u0&->?nNajRjfSL~rKtr>3XD`T9+g+UIi6hz|Gpqc?W*ye4mRWPsf! z6&9iQ-SomzgOfSgz?zOM6%AbsvYa>uiCz5hrv0wO;* zSzWnIv}-oKDZ^?3bc*;%SO9sUD0WiNHS4xZS_p+-%D&I0z{9<#?|V8q?{0KxRs*s| z(*Qp87T7FTa-ZLox8Css)0ee}gP?BFiy6csnu7_KDA)66xG0RqKE3GsDxiR(#EKA- zz5x#SGVdC?8U;O$hv$93$IW@o+FV*6EG(G1CtRAm)AfKiir0}Eet$y)&Rf+?ZLMxb zOL7Gwy_tFS;R&m+uKDC|V&}n-hdCyP;IX=QqYTiXIJA1+u{bGXsG572qu z@amQ5ivEajs?vbDamJ_f;=!vV$-87U2i@Gv=r|@*em@UN;mb?gDAoG`5g1Ml9s1q$ z;_^_>vQiy})aBtV6-E=~?#F;vBPVy0Kt!&kpdQSr#DMiQ7*9iE%r>z3=Z9}+XKpeX zR^$098s;x5PtMLNL8Rcrpg}f+WR41U=o6c%l4WK8E1b>m&KO7#2t*JBL9!S&rGU?k zoAz}7;zD8>L?+^qel8$oAT+k8jSr4=itEp0pO^Lv8eyL7qZtCzX}>@!A%+e0p!P?~ zTb);hPjvT-j+qlz?UC+ zitZv3KesL-*5i6J6ytqv&V4DeZ45$4Y}6QPdfSI{tbzwk1*b52w4^BFi zRC2`AOJC5v#9oJM z>YSGSVI_eFg=r4vQ!7fJ#yk9Ch>P1%`k)A+vMa-#Xu!0i@=gFlkT zwv_`pZJp)1v=|>+4eC$ySnxI4Q30Q<6119t*<$9OK0?I zThmYVW2U=i8^Honu0*!pv(HHyH;v|x3&^Z3PPjqBVupecgm~d~om%hC^}fman)30w z{OG@29H!a3ebxjDXVP~w9q{7i-=>yWkJf5yZVDiz1!UY~Gt%=q2q}|ec*)9}sPw7M z0WE<-k@YupY4(;2Bu18bZf^=msj8O0a$A>FeyJW-e{4{G*j2KnKYMbGe(2#d(fE9^vOC3u!+Api35?l&EKZ2b&* znEze=JwAMJwg9-Wjw|2H!b!8T6F^rDs;2u!8#owQj;X5yBft5k*`#f1%Y$=*_&^Om!uZsNM&Jy z!3uM7I*AEMtbiO_%GXzDwU;EY8{s#m1ZthS1vippLodd}L}`5?fsBj{PA)DTUtKLN z0uUxoM~XpE)9#QP6@>v#blx}3=>GG3Z;~U`V1)N6q5G* zGFlvp_U=4~WuPh~{8Ce{?dsL5m?QHXE4+Ivv^(_NMPT3&fA1(=k^)id_*9TRj97hE z*=FwrN9v2_hZnF5Og)m7vHnz^BHPr6?t0Ci5Jji%|7`@SbK>Iu)7ArraUEAlfPR!_ z3MOIPnZ6Yk9Tn=l9o4=4-h6v!M_lh7|2@nNds1yCw(lpy^NKQz$8hwr$VX5*QdxWH znz`Q0zoo+$wdFNCZVEcad;Zg1d?)!;BW?>S4!1M!?1EkIpitl+nEYTh1rasvqH)SZc9Ot@qu5?$~U)v`xg6{4Oxsb()+o z?Y&p`G1fkvM@NGcl~QoL8HXHOGRdL$YanB0cpfWT7@O~lo;A8zk80$#{Td{p?p_*( z^m-cu2M`dc_ohKV%6-W<87$Tj!D9upcTwJq>Kb_s4YP+Cg5TGi__)hFBDX8Z7;r4H zQl>|R65ju)wWY6vklk4wACMXMD8pV>&hCDT{sQhOaNdUZkOjvB&xnWIVkf8hMY;^7 zc%=fNR*m3r5Ufre`?UREp8~^QPDocP4^HTlv0sF^1W%tx6ciVSS8^2e$_%-aNe8Y& zW}5<2XMQJfIT4xTnI~MP=~VH_WvS?^+B=S7?r%gUL|4jH@vTotFz)Z<#?O*+^Yj&#@gDKH-}o= zdd2|xlR9YPtTJpGEScWMvyS8>JBeD!Gc=AW$yU$U768w)on+$a< zC3fg<#ZM z=YtfCqU@XH_cWfnz?e)O97*e#T16!#ECVEE>KYncCcTDgruFYhBh9LGM%$x6(*PXJ z1}%k;i5`{)8){W+)wvb;c_1DVkL=zd&qrX;!hd&OOXQ335@K&K`xRLDC2K8)#YII= zQNz&8k4|l@t$z*m{OUj9t;LDN#WYJmxt-#loYc@X5Qvri=wCF%ZwIt-kXF+d>daeT zZw6Leksh}rX=wCtANS_=RXWbEn@_zPRx+1*owy+^yWt4iFZ^MqofIri1tKCJvbQRm zF3tx#sbsEa)T)POHP0T6ReqXKnHG9OQInXQoUBLTC)_$V6}D~2rp&uvVd_+dzKKg_HXGM9a?+`o1EE9w z3g~{bP5V7hDg!viQ{JS(CPjCa{E>f~tYDzXsl*Hk>noqshof8*f$`Wi(4Q^m#w$4y zBm#ODZPw>5M4Sq2a5=hgAwL&4x4(09)_Gtjf}`=1y*)+j#MszJokd_Bo$chlLo3Q* z++^CNM-n~|5+@CPIR}G*gE+gYs*1s%SIynsU1iZB|K^FR`<+8Rn=^KyfIsi}CtgfY z9slMbdUfbF|1pHaZhWa>`@H=FqjxHz}-HTWaQnRdDUrw*z-T)u=5cNcJxm5n5z#=u?`)b@lKR=v@tm9U%ysCfM z4Ms(LciB}3%?Hjo1^_?VLt|f|agL}|W8?k0SYXFJfbjV`a#JtcUpqTeRI|!^^sVLm z-#;~FG0#1vWBn#so25yV$L)m1bJbS1bJhJ}?$dw%7!UK;9?v_E0)Ds`B-`7sbMf#1 z7~)(TZc(LUrX!tXPVVvV(NsB4Nf9{fDk{dDr%XLP8)&|YQ$4JVJBM5c-Uzd(enw#< zl?F@xjlcxoEAJ=KH&n}Jc za3nskH5kcP3}(oK^Mkngj~zix%=pOHPm+)^1^=j6^!k3MneADxb*pVeAI@P2lQ=n| zCVYw=DNWYj>|56;rtp!?fA>!7UTK{qn!ondLCRN(XEL^~5!W2VPE+V8k(QF2#IK3p z?leA2AC3LQX&w4It_(P2Mfx6Tqp5j}o`d>nj4h5fwH5EQy8f9Abx=nSdWFXHl=S7^ z6A7`7uq4Z3M+&5yp_pO0cZ7>CI(2bP#^l= zSlN^#j#aN=dI4a3%pe4bae7`e2VIYG38V3(Qi!94&mAy#LkOOKeO6yaCKqQsOA%}2 zSKZfMQPL+ht;j$~NgPQ%i1JhG>@v0#X`maQJ&uK7fxa_!9>P3BvL%H-EsGtu$6wJn zedbbZ2R%u;8L?3s%_StIE7pL5FaLswzlMky@Ci8$~MYQ@ekoPZz@e=750hvp#hQ`$~lpn~aj1T`T+h zJGcJ5wLWv73)G{9-1R;y;ph8tHkZA_(W@@BXlTA`>EHc-GviRk(-0i+mBw;Oc=4Py zrqbKpk^EFP8b*V7MdUz;Ggrzq-d!GfR-xlv{V?+e_di;r+nz~J1QB9a7%Foe$ET*GO-*ym7X-e8n*R4u z*17ZhV>l>N3U1`(=QThY5A2WW!dh*!@=8|gYlk(oP{R{0_nJo)V61;|$EH5C+oZat z2Cspflx?cq=%E>q?kZLF_7<46b(364-hqy!aoMDZ__s8E(*9&?ON$*E@$I!XM=Gg` zyM>!m18Lp76FQh10q>!6J9%{q_dM#SZ@Ahi_5^K2{eH_e>E_PRyV14kaV2NlK}G%y zi|#PI?+zW$5ZNE865k&dh}?!Azax3Z&9}tn`wl}4L%Of&KA2`nX>Fc;C0*0w(d6rA zOSu6su~Jj|{sII|)sBcJx#(;`OSnEChWUyM)V}3$X>np$v0cSL6^T}y&yMnltMK8= zHE6#q9@meJKdVAp4J^&>zP&{_e4AAl7G%~e7sxTgf1IytzD6RgXWjqA>ttQx*<@^7 zOYd`y-@aU*hS(5ZU>eF^&}4;}eV>r`r$0u7GjQR2^E=X`9PGNgF|Bqh!1~~KiQSjG z-MkqhyUZ~la*zBpSfxktG38;~aPHDA=JGiE$Mn`W z`vOnvCM8p#^`+=+_C94gHHzqNG|!LOc~co-FO(L>9yikp!qA@Kpv(rerRu=Y@7Ge; z(YI0aQ#A>`NB7Gj9#lJJke)E}#FLwga3tBEPw})C6jox5^w=z~#iP`Jy!MKDOm$Ng zO?kXn`~*`V^rUgbhSup0@7Hj;EW7{QfSNVk54T zp)S@c&j+=QTzmxFCs!Nl!Uzn)mM7GdUDs?DAirQ!IF0x8nuf;9Iv3XTaTn7*PoE4DyCi;n)+XJ9aA&t|jE6WN- ze(`#JUs(R)yD|>{dh2|5r#N@IIY=7;c7YD(#a>KGyDjN`5JQx$i+l=>AMOV&TVA_% zCt7!MTi_MKm*S(Lq@7|iGH8YB)?NFF8ygmnzaZ6+FD9O8fX?=EmEyk7Qsi1^;M!5I z835t{=xd`2A${Biu7x(>bKEb6M)sub0n{EC9PI59Sc-3LNK|ugQTq35Jk)Qu7{MfE z#?vgni@0wG4MKwNng4uuART%1_}{-A*`|~#tajO>gkrc5bTKV9mU^Rb4F7?R&*0 z!7l?-5b$xU(ng=KR+;B;p{CQUBZT_ z5{o36o%}iML#A;O`L7jC+At14MZnO$d3?BM@1H)%))-;$vr3}r&t*A6TGn!9jl>4s zq9*q}Q7OjMuQZcu4fMzfRlO}oRNAq0th-G$CpK+Yp$|K?Cw?W$Z{YoZP6_tI~? zdhVt6(ip$xd%n-KA@CY;W6AHXD=^Q=#j7bV+kiW=Wn*U0 zxNLv^Y)M_>4UBBfQ4Q%soxP~dLX=(lQ|g&>xq|TrezC-`IW64|8VV-Poq_lNZvg!n z`dykQu^H?bcDGv^linfrj=s~t4gLP z#qjQVMp~0X(S%GE7w_}v;PQ_mGdt_*I=vA|y2_`UafX+&fw7$r^VD zSLb+#Qr-T0jo}sM=P9^z9EAN`ERrFkne5f|nDW|i^!O!sChQ>0@BD@Lit0Ibo2!^}D_QH7rQ~?X(Q5<_wbi7apgs zgNxkIi$DLvxcPc!^jd#>j^5cut2&tZO3G(x@(gbL@cT$GX{$=4S!ck>$74b58uA0| z!t+CHX|#Z;3Y^l?u?$G8*CoYTZPVt6+f$NDN6B8{6RIJ(l$CITydwy&q;_&!w&hir zhSmQ0aH!zr(zq+8-iH|4<~K^Z`VskF+QA#gy9ro4?WRbz?6I?v)AnCV4VtFiNl4+) zWY!WMjGx>~yoT35tus4XzeJVs!@7<0D#h$1E2oXQ;_kR4omU~ZOn85f&G7A zE-BUJGoaEiZl%6&Pj@fnF+Q5=HblHZ0iOzTY@{H6fx*mfAOoKXovVK)lr9aiIjWud zefl+t&18_|2vM)8u2(CN(DRg!4%v5uY?g<+570ninmdog{cF$!i14v8X(A9Y=R%8E9pkn=M zrSt*XK4X3^;hTr%C)AIb5UTR=VU;*GqLAUTsr;73J#164L^|E$wQihtC6jT|S#pHW z`&Jfw`!qJ{xAQs^9pPL3v2MQRfS(}nn zXVHwgkK?94|2D8?GJ_^v)A1W&-q3q`HqqxUnwEk^FN#Q0m@<>o?b@o?R z63VC0sxw|Mdo*3W_!|FIcSG97WiltdMTv!)VIn>K@t9-Z&m28ndZJ;PSbXQ`7nZCJ z1TSCeJevKTG7;~%dN0Xttw&=G$IvndFh#o;ImU!9l!Zo$35l$lZ|=TJS+5UuM_~Zz4c1w+t_{=@zfmYCQky3c;_XNevjj z3oe5L3;8b;H~-K|^y)@b+{P7o4*Qk;;y{UB@o9{D(dSqZFdU$M-vmC`%fS4275tgv zPglg-z-!^;-I1DMIQ9Y-o9!eECz;P9TG;guAvPOBtoih&z_tKzZ6}liOkG0kUHx3CcOmMRzK3Uv)rK= zgGp0GM38{T|8|yy#b`4h`hNl_x;G*&Xcz72GEwTEX>%f%J;a=tHh!;w$9|1kneP>j zgWUZ(;6)coRUP_r`$=(NA-v0qi{HWVj}_~8qfxp~(67>zw^#8}uGbJUXS6&~v8Ku3 zne!c}A(o5aJU=X5#pssfZkQaQskr;ryjfC^k$n!+#3|lPmo*7{D10PZhU7dn(>>jG zFn(Pa<;MyQjOW3)W40DTGG3repU$f7R9rN0ak$!WjcC*X)uVhe+xk{c^u}J@QqTVR ze<$#Rph1$l-Fx4&yL{38_Z3^O;*M|W7Sy^&nN2;ZbA4*5D7o=MNb&BjZ^?V()NbL} z&E=($C5~$SJA}gLl%{PdZ_t8 zE(KHsox{rhw+eax8ZWSIth(mKBjU!Q(*hN+8K*SX$Th%)===WEBChO|(PCq4T#mVi zmHVUe^yy!io8<>_{gbu|JEQ9Y?}i0e-RF(dBTd&79QK0i1H-1*>o;L+%vwCUy=BjqN(&h1{^P=ab&L9q*!jDGpT_w?~ z95_D|o^}kieJzJNYZq&i4gXOj8y124R`O*(g=87I(XTi{)ImKPj=+Wx3;#I7Ll&Vr zBYC%G)?k~vyJ{V@Xhz)e?uzM9VrnnSm66BCx*yyj&X(v;uAfY?s!voTN;8!|raj4Y zbC3P+;RUD+wOsyJX*?Et7JSfbL&^N_I8v^z--|8q4B>yUHy?n%#Di*w@>uMC3kqp# z#RTB{O7!BF#SDrGxIdZvpKA2P+NGn)-J#X$&#qI>35kTO?oR{CPHPr1CTi(qG70S5 z(=YYeOBN2W99dtD`Rx|2$O#8}y5Y{#3f#L<6vtXR)7uWR)sLNNqfJ+&Xt21C24ZQk zcrFbdX(o%h*657j<{abKaMOlGk2#Up3?{v9SgU#TTD{3P1uQgh+Yddo<`1f@hjtyb zx$VX=qLiYRmh=xQ7a+DFb)8T_O!luk0c@Q=F5ik4`>b(?~3Svl-zf#>HHc*CIiKWSnk)Txv+U$!9WP6lFpW~&n&=SC9I=`GR_9L_=9K(QIAGD#RPZO28cyv_G}#q9&TMw z|9Ai2!oSA5+&A!iY6m-VwC^Q_emuqVTK}jzD*TTq{R7w-9K}Xd*LNgIpQj33b97{E zmUL+ARo)|={L%_)R$|+P{M@F><|pjiUmN3edbuBKa9gw~`-^sa>g=TH;FHAQe)z4& zu|JHJs)n@CUqtdI7S_z_EdLMJUMLFY_bW35vMaB`Yc!ekanI{c`#b)3U#iq87ehm` zYIRc9rX2hesI$kVXoY~x@HF92&nJx;;`(Pelt=;(jJhp^Mc<_bzR-~+#G+l+&JgoZB7FNgQ#08dwcqgN@^wA_=hh} zPD;thglK4SmH(XDkY+9~Eq&=kCaAsnv zI&h@Me!S(!DKwlkZ>OLI0c@9<|fJR?16c#ERd;2@Kc?z-QElpD}qciS46DXSW;>AazjOk^YPq z-YKiq(rNV*0u49~;R|T^89xv|0%BqZ4quS+CNr4Usj_%^ygBMl@Dd&1dy>?zKy(E7 zN(LagcuCzX_npCcq*}~)k0kV#_Q?tv9KurX$zTD`#Hf}sh=^{e@aFkISt>^BdlREm*auu6IR07SklH@`~W|!JI z|3Kmu(Jz5I-Xo+N=V&S?1i_zp$2jHt)ZHt*zOnb!9z1a(-*CfzoVxK(9V+t0{0XIa zefEzPNnPI+UG+_b;0V@p6aNe0*_ZoR+78bfvrkDKF2pB>i{%6_W!BQXs-rS`+$_k$ zrWT^67S}!%beXnF?C(i(!5;;UUcTt3-+$C50)JDPzKHT;x9VPEH(I26=aJ;dB}2Q{hGyZM*9h(M9D-}zzFlbU`czHL^y>_($>`~{b%YMevpiL+R&1PsyF}3zP4^0BmfSi-DB)gqEZDZnbZa=4;NDT!Egh`O%jP zOA4`_rLRjELjp;E(1gWq?y__txV%>`PW#PYk~mpjEtvHxTi$SqxLab90HMIdWMb{p zc>~aj4uIvwyA~rcFNO5buY!bZr{%8%po(ST8MJS?qytKq@6IE92#ql9W-q|?b19^) z;dTY51A!q2q=Pp~IVK4aYW}Tqvl&zS;~}JQ>u=`>|=9ja;;ZS-rsU!E8mcR{?}0zs(-MA1h|Dz zxp=ylm#O&$IG-TH0FYZF?u2T=w<+%mUazHbFQ@aP<@phV(p7RazvNV$;(~Yi9Rbm) zfZJc+W4u0`d{xg=_EP>%#s7yV^%`)NbeX(`F8al8wSu`!@RVb{mOmB?9>tF00JR>B z*gFJ}L8^rl-io#8kqNCe&9?l$J_GvjDFzX<$ZX~Q?` zNgv0*ZsLxooInN-6+B~hQp2RXe3fHF!X)RMJ(R$xHZRrLQ)bZkG^DfhP7z}HaM5`D z`?4617xHCs(QxJP;+xOX25^qgEh-B8zli-DcF2%!LL; zM;c276Dga0h#FiMO9V zIu^VpVk8tR%u?DKl0O_yQ9jAhA~YvYI+LLDzvQ1!gm1}p4wo###Jny!LLAU}>3FxS zauhUsei5WJe>OD4VpRC-H~`Af|wu ztkh*^qO=6b%)T7BkY`B#??U!YRG?dx1^hoqV+Y(Z;5>8!Kd1G!oF==dH4UG*;3vMM zjht|_tR$Ln`Ad8~1=W?KH|ah-Ga;@p1(YMNt_BHDAji6cR2_{kRf7eq| z2LI%FX!Cii=>60#`@7VLO}9r*vn=4p=$HLt<4I;-D$W+s=)DXfzr?Xh8$e@_T~dd6^+yTl)__!=8gp zN!L!8(~GKi{Hh57|7?^n4xl_CQJz^d<=zHT@_>+n8qg4c-+Af-nYrjd=SUvG`FHbY$?D zUgmD_2eK%jXlk$d$d+sh=7LFG{)k0+b&Bcfk?h$E4$84I%Tm0F&cyVaGRRYAO1_N} z9ruEcw5Hh(o4Gr-?#?%ir&S1j?@OhPC7__JG-cJLj7X6C>pVa&H!9d+;9CAb0fF26 z*%Q=#J1_Tb1cEMkF!CESpTRUZItITrI9o#?uL)nMzI|-h4a%kva_f5Mh2$+z0Rah$ z?v!iBWU-cW*Q-u1Z zaft+i4PWA~+9tNqg-WhVTxDHm*HSh40)@DfPUCF{~i4XIn{(LbZIqW+p_qZLn{%Fe!UDhWiqYx!&uhA|nvurWg}dh-ht z$KWtXAU$(jM5epS-(jsgS~yvu*^#^`vk9jkH*NB8d|Ssuc-{U6$7m40+L)-hz%OpV zyj6<1IRAP=zR>T+&6K7EiEPtIVp6SDD$E@lJd%MV5sP~w`x`NAXJyLD9nVoW1u}=H zKOx0rp1!fAsS0ib`qcZvHtXheBXoWfA-{a?l=}|ZkmAs?WF3y*uT@j|G=yp>QF|_P zA$C9J0O8J8bOLDAIlpJc;=a4CMbf~2_}Ch^=T(p+>84Y9iQ6u1)s0n1`uxFm7Ojg{ z1^U=xV;N1I>r1@p8*K9%^|s#~dsj=!KPHrNSLTfLTqk=Jf3d>8-JcR%Y*HxCX4`jW zI;4M(`02VEAc~bY;=q*#yJ2f?y{2&2Kx;`2!M^-sNrfeDGcUQzE<)qbWhE&h>@@A} zhTEWMw^S1!*4P@VuPN89WyeM9#3i$fxg-Oz$=>l#qMm)S*!;yIy~+PAvADUQ>+~qE z`83IsXrU0yad0|G|*|DYriVskhQoOaN zSXfv%IXQXbT6CyS@(k$xK)O_3Q`5WwC(Hk%TBHe+V~y=Y1|HxL;oAm9{QtnXT~zTV zGC>-$W4Fnib0^io=Qn8Vxx1C{d5tUD+LK!Qh!B#Fkn!kOkc<9_memtcF_*nVfmV4*5Q;Op= zJ14zq%CFRtB8RRf{<;CAg_Kv@`*|C zxy;SH54RLR-Jnng;4xV4KNWYd>V`CA2rj=lYLr^j3v12Q^{;3 z`L0`^r{USV!p190u-;9L2>VF(R!XNT;!ohpabDXh#ddOsXYSMSu%@uE@|zdtac{@O zNn@!MMg>v&qUQ|iwUMo(S z-E~5(M-iaU)k(hb7O(hETl=`|#iBIhJZ|hB(;JDNNCc+))YB7btUzqgCoykR`ea&z z_9@4U^oNNyec-xGEskhmL|H!eR9&#!@UerDy4^B8UeDkNvKaU!v z_4j{Lcj+NhEj~X?@?FbN23QlzZD?KIt>S)E~+O0V%#`|J95Fgez9 z6Gd9RV*crEN^tU7*X{;K*I_2s+)SP5{T{*VWVCjr^#M9>;CY4uv zV$i6**+hT7N~7+FbmBk5{p_j@AAMQg#1x0IX67<=dWpg3*V(Y2o;@1c{ONrpXC%uJ zw<0m!&6D*XaAz7SCb$RK7f^{3FmOSqMJ`isbjxNsK5@poa}|Ca1QVi%io#fNZ=GO^ zGU4YxqTkA!01X?#SWU}`Ec#&h7e$7I>PIEAz@KzyLn=W~H~dxIG&Y6MlR-bmny7po z*eSMB(;wGo`n~1^33;lmQevEsowJ6Z$hQ!lOmR1_f46nF+XZ$8HhN6j)H}H7JHF$+ z?=((lj4;Z{<&x(KgUM zmeo$GOIuKN=NVH(|Ij>GJ8C!h@dd#K81`Yn$w0{dhayV5h_W&JwmyB4>qH|MItSm= zHJ~IM)ZQmU^waxN4NCh)`^h|XOpn{Qq`uYt_e{!Tj!mI~siog#-lARh%!HI%U>I)4 zKBvv1Xs{6E$MV16Uh%(sI~&Y}&;T#H3(HT$ZQZ5TGrVC4P5zV8%Q6nMI4eR?)ZQh! zHKm1pc!!@EYLw_uQrneV#`F)J^RQv;#L_h)mYmI$k1@w!Vq<4-S7tna0#WZ>-`+0) z^rQx;CRWZ#HFMN&K0=o3$AQ&NdxOuX8Z+iWSC1HR`cccnS5kO-L+SFYsob!=C1^7@ z6gxS{tff(|XxJvK!7r8oUyiL_pl*6e(WPo>Y{dYDVAb$e_D*OV*%jtRD_TUn&xT$9 z!ACmcO_+Wc`V&)%;_01LzAfoE+z+_>a>oDLQ_`#wg#WjvD2%Zvnmmt?KfA#rD?Zy{ zAZ&gzAiZw}gJm_`v9KfZR4sDn2>@4_hEus%z8*UjAA;@fXpIS=zm?7VJrfEFhpP7uQCCl>QG&{|D!*9KLQNA5oV) zY0~RlV?st;vFAagQkU+^4LuIeShkRlN%NOHf`^Kd7xDspgMg*!!GoFsUf!As_<8v5 z{Py=xUuW(AzjTqoi#F3}p`O2a@(Z&$$v129s_!(LV$3DlPIuhF;Urr-Hiv|Ce#5d*QuV z4C(I;P3sWHOVNW$?jhw7A{MtnD}!Oad98EixY+|z!I56V1?0f4OwAEr-D?aEi*jRy z6@>d50_lO~PCgdje)!iTmyYEkb?}H;&(?nAEX1k9_goVA zo@la*Ik#P_e7jGhUuxY@ap!s=L|zy2`^9I-zbW#nI+3OzYxZ3Ah!YZJPrX{+l|8TO zjL5b4^ZF_zd&haZu}wQQo-=qCLVQ+xWIvvh_fYNd;`@-ED8`!&h+zclBpbqKmaJgn zt8mIKK?KoNBbyLCHj)##2d&eaVq5d|HRqi)$W%RFs=ld|VYS~o7x(MaqSw$p_s3LTSJ3zKxao z-*NZL0!!H&tSdlCldVzJ8>m~qbfnsJ`dNsW3!ba*cQ*D_k0Btpt(ZtSMEl^mSAIAu zM2u8gI?Dv)O4n~KL^il)SZC2h+zVQdv9|?LsV0;55G-h*=JVQQb9a-|8ua2;w6hE( zLU$`}oWYU%+x{JCRdkpLb~q=){z{{+yJ;aXi5;5u^`?Qzao*EKPsGTqJH1ZwgcsAW zZ+-Gfv>;izXikz!%r(y$)@7({z%Baq8uIlTy8I0bRm)cXYhJ$eng-A2LBr`d7Ah3+ zPmJlsh=uN{&FxS^XnwZkyDffM?m^wz>RKtyn4|2fQRM?rPqPW8PfU1%hf2}+e4x64 zVU_ODk4BSX^d4a_@YmqHsXGXUt1W>@lfkzu((OUO?6_Oe%K?T;-N$Cy8V8v}*C^7L z{r}suGg+|!saw1(0(A#)m@sH`dutl}N<{t5o4L6;prJGaZ-dBgR+5lFwxMVUS=C*l z1ND10fqy6H<4-(zgj#P~oz2mVt6|4EhCcLxwNO+lFpiLBQyM<`L1Lj6FLnaT|zZvXMh+m82v z_DCOAH8R>~n}cutpSZL2U%nSFKoxLfsHq6ijc^X89uV5sDR+xPJTIPNOU_ZO&mYV!3{~NiOj)+kGS&BmU}S zqRk-veG5_x(Q&_>2h2bndnrNZA9}2fM|q5vNX9{ku*^Qi_q}*}pB{QSVP}yq63Wy- z7>Xo&_k)VhTuoB=$P+vIez94%Rg(RR_%OuI*;4JSaGzQ$DrfTyptKm`plaXAlX>)k zPT^gq0o|8X5%G=5UMj-ZPE&cbcb9swv~GrY3+(0tCMUfm`oomsGLfgVoCCS3zZBCm z%*nwT%s9~-rIun2lf++2m_^dGHT!(vnH=x8Z2w7UuQmI2l;+M( z#2a+eL;#n7QIO7Dx!?;fRgfN^u#MB>INy#&ov1~nHSsvcW7j>`$nynKLlb^!T?S|Y z<$-#Y?sOjT>eL{0uGL`;b7u$oYA5c4Ju{UBM zlB6qFEst5NOF@N5CwD8> zPK~uIS`ri>)X zXyTn^|O12X6U3&kOWn(c&EvKkk*sw!v6@=NgS z#eZS}#0{v8O&>{8cQZ5s(%m8w0us_7UD7EfA=2F)0}Kr39)HjCp7S2p@*l^=0%q>}yZ64X>$6>5 zdBGGGs8=962EsqW9{Y&60{H)k@yS}8_+lnIC<0L|fbN^+=jFfu_FpYn2?n(u$I&gG zFu7P;zp&+%LW1k=a~oE7hcj|)PZ4h8rRIcxyjh)+hEEwjb;A}V+!w)f_|=`WM&)wzHCR_hpFEAwXkis23{qZP`+~7E2Yb=kT zMy&puBVtE!Z?v7Qd$4A-wcm==F$vh6lUWv@zjH4#D3cMp6%1k`TP@9;bPZs<9@dbu z^ou;UCJj7T=o3Fv8*K9ob`4RETx@Prs`J8rH*@!>vD60It@l#SZYQp6fCWgIip!sP z6>bmks`X|FMBrU!hJFt|3_31G=$p2boZsHue|1>;5OBzy?B~sm1l*M-hx3h6EeCQf zvcDx#71}Q-BElT#J=Zb9_1$Wlr>P{v>*qOvaRyl)n3>)N4f9S07D9Az$W|pYg69`QBe2uv5(4@CCksM=g`3HI*bY_;1yZ zedZ&&>#ayA357=kJK|2rz+$+gMa5a| z3EEGl|8Yv`E!~jJ82Yetwj2jF4{rA?79JH#-ub`JRfvU;m~vQAbGTlZReNSiHV9F? zc2kiXecVicsF(aA?$<$(z>h-VjW3;Tf!we1ECXz{~m>9eKolZRPOB1 zzdp<9MU382?-v#C4A!V%41emKTKaUM=}@n<+ujRi!S{=wX9_Ia=>x^XQG=`ZIYUT} zoX-org-kx)y*{Tw?zl#KBtO`!()+_$PJdLobD!RK4OgAMdDGn`W6}K`VYEBKIzG1q z@7)5a?pE^2tZ(f!Q~n@;t|lJcg=vr+MOd0^Ux-Nmk-UB439Sm+&6bk;Fa z;DHHevyrCY^07o}B=di<2C@y)CGryUmERKcEC!+r&p1EZKsa`TszyK*8=<%(NDE4- zY_#dh)h5!Qkl=l-CM%1^zvxMicm+&6OAVS+!R49dwMpjCwDZiN<>b|f7|afkS^_=@ z?p=b)#e8St8{+X}bh}DQF9dVfj(?o*L`(^}Wm9Uc-G~vf`E3CPK3_kB4amk-J>mIR zI8i3d);$aa`}l|z&{uc<{-;UV$G|ZE=`pM3*!1*fIp6at`~xM24yPi|9+?_@y?V@e zLn5t~p2sK#Gf}W1TIC`#JU0Vq^mqxMgPWz!I$xQGC31*%i??{Er^39wMWO+(TGR&N zE+-ndQo0A%AGCapPeF+=@1YS9ik%O^9gHMLBsx%k;X^MSxygo^Rc2@kn|KM z`9*WB8aw@%bf7=_gb3w3;+@;`lMW{&>A&V#VsUq0yrochz;2=JnQUuMA{^M+%7mf9 zJs9oB`b5NK;q7e=p0pAph(#2bQ9pm;0~`woH?U@f;V%{bh3?g!CGE#k>0$vomtcug&#oF85ReNXpv!t*v?1O#0b%2BhalRTE520>L zvs(Op_$2|?s|T(1*rJOn7F~L=x5LP!&sh zahPm(w6tE4W!}`euct|KXZpITz`w7w|D3xuDRvKCyS4Fh^XT@ z;p0CbDB{w$^odw>SRWMf-9*hz>|0rkoq#fx+O@w%gE1twj`CJWw#rby*9n?i$o_m} z8!Er|O6nACJYlQ`ZQQ+RyD8QItM-#$SgJxE(;5ia#1EDvNQJ7gqG3%3yG(h~tA^K0 z%c(!~TV9j@%De+HdQqCQa2H{$4B}MR*P{U=29SlGL`Eg;YBS6kqX1Dv?4+AWl`Yb! z8Q3vd7t1oF@dWdW;8xF;rW%=4FQNoHzOC2%Gx`DOooW1kO-}U7x9?&Mw>$D>cS8X;E_?zNTq%|g;Y!`zh@n$BOd3$E?(c%9j6%`fV%bIN2 zLD!^qKfyz7$La*>xb6nl83@#on&ufGRX~i`v9wuDR&!H3OvA z{P6i*ZmBo&(it?5%7eV|HwW_1`dg!Z;psdoSH4~1E|<}$f`VrtNe!6guA~Rt`HOhI zj$$D#&S>5}0{I5GIadm7B59iuXX!jW;rAO7Z!j0{DCIAMR+)S*EywX*$lQqbq_XRM z67f0>*S3Xtcq9&O6qWF@MTZdqVYSi(1%uKp9)#)sG`cbYYQdnQDS@Ye!Z!`&Y_Ww* zQ5%E>7Mp~vl8txX&oT>KZCa0wd@8XgIn%vcHfLapY$4z$(ioP%Q z6^$jhk+r<9H<#Ht8*8kKGY76bx?H=;cX#Y6vhjbKJk6$$SE=@%F3x}O>RxlEHq-jo zQR1oGPVpz>va~{0p{(zoQMGnUmugmJpOg($tved6=OsV>7JUmnbR)e`VABXrR3aK7 z{wS+*No(6P-Qb{WW5LsAy4|;Kv4-5|v|I=Jw$uSRuDla_B;69coO0WYG7oMQch^so zO(U7O5=s|ty%4@i_y^O0t1gO$16--upr2V-sYxetMd4%)S3Y@b+K``BGD!v$^T*Zi z95*J{iWMQeW#+iW5@cVMmvUV!XHof7L_h1O9H}iF_`!ML50U5EO4Gftcp;@UX2MJ! zxpeN#JU}M1 zCVqZ48#0+TNzrC`B<+9y(uKP5f&27|9T-nx53HDQ10%W?3#cupkyTd?S&-fY}qxyLomEjuKByOb<$hSoUZFv8-gO zIk7C+CBslP`|Iqg`(PD~pOqqs&AM3E8CrDqMo}%UuIhe1D*L1x1Q4t~hz z`2LCeUkgd5Y7@mjI5cfZ|60|nDs32XC|D8jNO)yLK4exio0wbQtonvH#F$HfZr}(i zjH7o4Uw~BYXtiME?sMGuMk><~7>``?KQzPT7G6FB^DglCPi^+=G7mUm3LD+n)ghPv zG9|V>O87>dc%4>135%w=pb1Z=0j+Bap4DyHdpMjFMS{-WWphswq)2U_%z1Y0YsT95 zo7GyJX`Q&6mZsR;_>8T>`hiWMkp;&QYh;jJ6J_d)+W3mSS9W@F5F#D* zQXj2}7=_4Sm1;IJ80!#o1eLs-bfa^-VpHh6t@qF3BJRDXeOqT_(70UY?HW9})^i`L zKHnlM7=7leF5v~^OGzGs8kpAI)B9?1LeGtaTp_xHbYL#NIZ0M0Je$q$`*_j#Zyali zX5xh?TbnzyD_a%-Neu-2DL}6zn8Pq#(&*|5zZK{trF;wzyS?g&ss+^#xdovY?%r)w-S<^0sf7$4| zC0kd=oIN2#y9oE~l5%b!8%W<7FiUi5_(8+_*YkQK4S_oXZRR;;_fSx`djWqkOIB>9^L%x0~sFO zlGn3L_tY*i&e`VEEw6#*pYt}RkN?hi;z+~{G3J%Ql;&=tPE#Aex+0vuMM*{C6mSzH=9KmF1eZn&PO zl~eojkTNR)LHPW@pHDBW6Twpw@i_e5JL7WOGAqCFuHWJ+ z>?#kE=(VPRluPP|Yu@={efLB@;r(9r@L&G$B_H}g=~yQ3o%-=9iXBpF+Us)-FzS;B z!%*k)obL?x*H1MZMP$#{W(WjUU;NLY4E5UBMGWR)Au2TF-Ig za?Y_3(2)>aM380xB{CqEY+cM4Z6U}Zpp-%&)DQvRb^yHrXp>U}m-eOY^l|$=tR3<1 z*|+OVz&PVHtz+qY)CzS0>{{0$_IfTbUl_$0DKagpNl{rZVrl91`9-lns90MND%JCd zuGW_fgeBWSPauc;)=_1VJgUPd25mYX?y-2MRmF-SoZhi`qQD*=Mk(CWU zFPxm5#ObG8v!bCM@`+n{jL%NshND(&u-KW-L{-InVfQz))(6Mz*zRFaSk^Dk`aYzD z;75?@Wo~u{cP)K)K`t)Ra<9qFvcpn3H&%|864BPrTADQbLShQfzeELg2c|{a=2Zxs zCkks;wDeVYc07@G(ML8UwM1rdtjdb>D%rELe;zUD;G~8fu4Ma3b1v5Vr0FZ{Afmlb9r+<0FDmr0rKBDffu?3-EBjDQN)hDFWWs zaQWA^@oF_n&TezZi7tg~)xO*-D&gy1@3L5q2OdZ2>Y@Zs$a;TYo78oRIIY_t+Trso z`3^1(=Aa`a>HT*Za)#j~4?~GS4_V)SXV1~R&(n4i;}~5gX0OVsqdT1`ZM^7wSlTw; z0vQyCJzT?2W1WZ3Q_UshEgqJ_Ou5=k5?CFgItYZI*vww_=h8jI*P=gPOZp9JACsGWuz$BssQ3IM(@*v$Z?&t|iQqBaCW0dp2|20VHQs61Akn^(K+`6? z$@+Jb@+dj98Z~vQjt7n;_wID24Hy+9RWFZX=do??-EbG&YB;W?inm3<@i&i^E%Zn6`Ko}4bJU)S+CnqVr4m$CYBfS@Ua|A zGZf}GIB9-1dx&sGr4cB$C^=U9(3@u}8plQ1RPHd+b8U^R$iXOOHE#a(yo&#<*-;3W6CEs!P(odPPTRn9K zqWqNtEwahpuRX&R@P=I$*iRL!U;Ypw*s~E8#}SP`vn-6ekqxRgR!$QCeaY*P4Wqrt zTU3m^KD2EQ7{)}dw#L#$Ua&^FTti zhtm9iJONCrL;qT95G5L&r|rW&!-%(KdH{fAeNGwrmBZxy#utW+j=vs}e=Zrht=jmw zQ6|A<;iRlMOVpVnBtuIumdHI>@T(}Zxm2WCNuNc0w$D6$FWWiXbT)?KkTYu<37s2e z{Zvpl(5!cIxQ6NGyiNZBet65aowpZKnkqj;I=hdR-jAB zsjpAFxe3CqS;++|MQp7jFUxok&xQnuw0LOkkYZxG?~wx@5A*LWTC|{iBft6Q_?hSG z4DCDUqX_QASG9gDk@iB6UIa+mSgJib-_6`0VKEx;jmt9>eczpHQo)lQDD!^|o^o&i z_0&2lXjV-E*i)cAzUt29PFK#gCO0?VG~VX|u__SW^eLdkKyar0+q0cKuP{Pf8|MwH zE~)K{zAFNK}Bf3O!M)cq5aN>tT-L1>xmhpxsrM3I7 z@MOo|IGY7LG@tLzm4vif(79OF(2vGCo(AR=7d0#5PY-QOEuZOWI(spoZ$9`F<9N#E zn}p9$?;xn_SlI0Ovwz&>T!wRSJsm6npXt-!k~$8@*FLCV%7lrifiEkXCYkPpWHZF~ zz%}kwaj~4eJwv^<`B%dq4_F9Z@tRVyrmP(U4O}#h{!DYF#oU6E;Ztm$W5Ckj9`-i} zEI9b6ymWjv(=cwZudsalyT43NeZq!Ai#Osl@3kuk*?^wT>c#E|)f>>X5#WWfa2`2M zbT67ueSh~>mR`BIL>4PFe)!46toxAqQ+{LufpyP(D>My(-8*>7HZ4fz%8x4sVUMD# zFy5`wZ>JNl)Q~jVqJV-d!2pI1()@wfeZOaC6}-HzKV(~bw>*7;D@gJ3(tU>Sfm{GV zZ6k77*TX8>>)?-K$Ij62egJbe*x3L{U9z#3Ax#R!RJ5iy$Id?FaJ! zFtr`v9dB;V0I+5vyf9!mr@EX3-`e}%HoHk>=hLtA*wu927QT(_AzEK;MJ1m}V0$X3 zw6UHmgrWelXFwInwboUib^4Ym3`vw{kpHFu*r6#1b|~8rB1Qo!c#wdh0eq+wTrKc$ ztiE{Q?^0x%)O}yHBazll%U) z9iPPfn&_9J&P!C|ueKZ?4vS}P=Q=h=g?0a@-2XKsDu?B^wr1M#3DXgwyBQ$(Pyi#d z1boZ@Pe>Rc^U5p{X!aD3#yuMVPy~UEB6=;*0bb76V9~ul!cI2FCG{M~ZkM`EFhY!q z#)_%wFFLzoTdGyz;$RXP@4qLAl&ruTVd(i71b_94&LS%EJof3XhqKE>zS)QjmUi`* za+L-@IE!NfP@(=6mlqk!+Ri<3JB>AN0eNp#B@X68C^-7Wx8x^|T9%o$EGZ+Zci82! zGC@R(HiP!=^6Zcf`0_mJo;WU*c`5v8Ips|6q;2l>3JL3$gk6viJSUh|xDR*Xd=VYRo)8EktI9 zb@RvXJ)_r(<7d+|C^}F%pLby#{D@N2aKqPczSFewW?PJUYKGHY3xlTlgz|m+y%=0j zP91D7nf+l+l=Mu6{Fqk-fE2>hC?6*J-a1t8Efwsy2Pj{rFv(ZExZx1gmE2erZ`3+S z0tGr3&xM-T9LSy_^{xdfJhu*_Hw6ooJTVK5S=Q@3Y%m&SsrnpKp zBWr9yH^8X%E0k_P!z#ZDePr-kzWun8abD598A`jCT~7eyW{X*Q28|Y zTqA@f*1Mr&a#fmQdkz-?d!H_o!1{E?|$!H~H-DdxQr6Y*kCMeB%12A4FmYYtpA}TnzIM zwrJuRW_6c7Q>!{%UfQcOBhdQd%m1+&w z8N3vS0@GI0z3yQ)vVUhSoH;6W>;{4M**^1@SeJCHzRd;C(5dz2x4D zRT-s@@JFUoUp}ph8?Voc93J%pdash`bc|TP<+yyJt!Es#l=@3SdKj)Z--9=q`O4S3 zLo9rTp%IxbWcX7*3$60zxVJDky$bNNdb35}>HaA9BoNqd{{C-p*Y#T5Na$Zhzi+xO z?g@LkzZdMQthaEv!Wt6YAkg@#%l%}L=7>Zvj%1GkESfQ!Zi$^q0kN5Ro zzp<7NBmimh)kchYgbSKka^|IPlZkp=A+x#H-YW<`%`SP<=8xVf3>tk!s?>bh)U3;c z1~h4OtH6ouW&_1$%haI~%uLTVVIPU@VB%*7{g-PK(PwPe=uGjc-PFepN|pLzX)=k5 z*hSy!b^`THltUBeNm`y5(zI-kvY-77FyOKnSJd}m1Q5LQFS8XoB_u|!B#9p>Sfo`8 zvG#DW)}9aB8w8hIltEvyXh^wM=7#A(+B8XBMUtqhb@9 zh~MCo44f5fP{)Jc!5>EIv$}p=D*|~jaTlF$rhop5-x(wQ$l}mD%#vPcOzB3c&q+Ti zL;6w92ln)wm#!$jDW-7LGv&wp7;b2%eQXnxG5-x5^JFy!mqW~9v2RBDD7wIU^W)G% zj;ao>sd3B4Dlpe%cvmH-Y19Ba50Wj6U=wE3Y<*v4uavo((N(TZtP4A)!qX`&tE z=jTy2;-lEd<(z5_{>ml-am{}74}O3x>~A|KJeHY8BiVPIDU~9jRXf{YIYjQHvJ+{b zK?c!26S0x7EHi*`LkZ;*KN55BK67Ju4@d$EqW3fiUdT<^780mlsJKdx{dn;i8;;qM zokL+79mn)&UGf(5a|pk5PhOHf$*;%dvRLFqa;@=uI5T5GesQ<;rCZH!#I;8+{bc56 zg!Cx--rv8b;u0#F<8N?PXgz&0U`hSKu3&p{PU|m7#enN78`*c~-+`{guNGd?kHlvo zsH4hlQ{X+Ow9-~9viD)~*W4_#R2POMcppl#sxGYDjwRbh2NsD2665443lb==Xvbaf zb|KF56YhW= zz-iiau)lZ(OD1AiEbIm9X;a~V5Cu;*UlUo)Zxj19T5mjJ&iX1Z?2cSlI)%l)l?}t$ z5<|>&7wMLZTQ+uU6ShZUYe}eaf1FP|lvHU847FLh2kd{=$czB58jpvx1QwT(st z0H4KIgJm+Duvqo&rsQ=iw2r({Ckrf8;!Z}Za!ftbM7IakWIU`{(tCE2wzj!Y{+Y)r zulDc_e#PtDVIh5eBmN2mq?b#w@gz1c3di0XFl1ec?#5n#MoJ}P+&hx#ITqp?t>izx zQv5Ggv-C||H6BGuGyb+C2=^^>Oio@j3l_MuXQC0%lT=mWy7t?s_u}@M`i|%DlIh{G<-kL>OFK={? zG#A7KKCITGIbC!Il6Q43=O&dpo0V}vt>u{xGqRV}|Fo)LZ+ zdVDJ}W)M_C%)$@HN3}0sSK6;M)_zFgO*nW}Orro+u{3**CJp5>dIQ24Y`F}@olR_rHPk1P(Ase7ikmM8&&Dy1BCEat0dt=+}KEembqgM$Ampn77Y+I0LSg+MumR z2;AZ+fQ~nmAdSt=4glZPQ!4LmTF7|Ov!l4Yc7g|4{k^WbXXA_qVJU-kdfL8-GbD8yCSnkJ$k9kSqFrAMCg?Sr z?mR#Xp}Cp8|GJMY-knVv4<$~NG42>ZGSh4e&r-~>MBjc5s7N?ZzZp#4ECu zec-*M1NM@0H^N$LY#Z2Xmy9LZ1*NZ2U|}1$z<(^h<~eHJ!L zkgwV#y1San=Y-?^{T3DBdybWSH*bClg3{UzPPF1T<8ciKb#qsv0dQ$Oy^OpOU;*&F zJ?TR@NOs&#@@xE3KU^Dbo#JtkBzOyhE;;6JOUQoHV>9KF%P%{k7CGBH42h$v#vKaG zZ}4Qw$yJxbf5+3ABbhCFQ`Oes*0!c!897R;GO0oM2&_H(T3P!Jbu${(Yly5!-mk9xI0X({}`gS>AILkTJH7z6s znRbVKYVNmPBThZ9f)x|^*F|9(=7W@9OP{DNQ@86Ci=wa@ERPN2;bYQ~$T3ef< z#w_F2XmY{(1x(BE#OIxu+BnC-X^EwL4c!Ln1Qj;PeyGyo0!_xR>WkTSSB*U^q$bsd z@Iftf3)#dHinxmAknS&Q5v8nkZ`D|ta@>v{QHDlatW!C`rQzlX6(5-72(El2nxAb33l;1@ zYX`iKqxvobjDW=3_q=(hAVa&+g|V6?2ZW)FwuS=&xX|E#rV*M5CtP|^PFIL_ITcUEd+K@BG=&R=?z&hF8)y~kms)ICG(SWINLO-J{f%P=_ zz~hHDe`|dJQCVTiE@ND7-OKT_8sKTqRJjhgpERIE5>2AJEMzp}ugE>M6)&VM=dqq( z=v)bGOpIH&69<{{yDjV(rPFiGy|6}%@_M*ZBYjJ?T)x^xy37fi#$x(hdHih`~0Xat$UehaDg>Y zn3fBY)jjX(1$Ln!O}0;Wr=dXT#ejSDX@DF;Q_0x;Jg^cxNq{Vj_ri|aM?uC3GbB2K z60+#U1hitRBqmi4EpzbOLHOnYU$8MsA3I>h3@~5hY@h5#Q?M{gIx}(^cPW)6;GgPSWz|$D|GW6*tp%t8FBdSf>SXDKPispZF^t*3?Nq&56Ov2v&Al%pT z!T(9o`;5T;82?9v9{GR$^2(o#edp#d(Q!F-{-v{m79_&!@A8`1NWgvsut}&d{2?V` zY1ke;#MKk#gR0u}VR=@XVt&eyKv*0y_8Xvl!~6im>- z(k>u@%fz`S7hXN>5nx0nzb~)Y2_CbgcQ9<5;jYO>GitzSB zkfCu*K{mq|qq_eagmhr!^n5l2O)H`!iSuW`c0~8#RREFZ@y zM1Y^I+FIvvJIs4@i6cZ`IO3-XQ-T5XSsS1ev_Z*rA*}GmzIeX?!Ih!%E&vzbEr2M9 zXcLfv0b@d!dUXa4z*8+71H=`c7{tjtFap$4BH#C=d|4&tLUaU|g@PMKYi|rstafwPCv>@ShvE;qSj!@}kNexhcE{{;UF z=Lttqx&Ix{J*HhuH3qBpMBrCzz9&&eGAETD)KRMk8TAIEx8=A9^1_3#?A`JS{-)Pk ztJn$8ZHjJ2j=-hxeiE#85(z&4Ys$>Kl?SQKt8>7JCct~gfBSgYN3Og`@;T=n<>c9( z<5veG)eZh5sd8t$EXe&5X}qu4pD6Jt$Y$C2jioe$n}&Wk zf=N=qXJ1IvGxtQMGrH%o(1j_g1$CgKVuy`Rai-ea_P6AUbFk;OC!;(cJw%fj?y}p7 z?t8TQTaLBNUg{xU9&|inwGI%w^m_#5jtw<~YzY&T2qE3?)5j}A^1i(ff6fPuu4WKM zMFGv#Bz)l+N@|Apz!qos+gf_z`j|fFKWPi*#!WT#w9Vz>3W*8!?q(HB$!7`cIKD}i zkLNQL39Aeo?#oHy_>|VFLmPQhb*=>L#Vqd1uK(Dra4j zxy}2?S)<0e-!Tjdn__=<)4d|ohHUVYBgsnw&Tm9VZPDU4q}pxFh>cheeasquFD{qX zjI5sjR_)tzt#cI01Z$Z{?+$OT&ji6Tw$csYDI8l^I4I&JVRi}I*G*-$QGYgiO6<_l z;ymmlJ6eFv5hH34oFUKCFUBB2ZDuFGu*pLv0haG+lSES`|BYZ?!-;#L8~5l^X77NZ z{@Zd7ZQS&f;_1$}?HxGN5O9bCj}SxlJ?pj*SgxIj*fTJKj`YJb&L?HU>bW=FtIdV9 zcwgiPVOi_tw9Jw~;{(AE(yc5X2laaaHH4(IyPmwS=HD%uD8^=T_yK(m| zb_8$jXSI%{jvR(T#!{i_P*bk^d~r#MEx;fFM%wZBANK4`pBW*Of<=Y;sPERkmSP$F znrQUHHn1-{XS?Gz2x$0f<>#aErWfJ?;W2nyka_7miJ~&}w+W?mk1h_cJKHb59K-RO ztEK7qjSp{3=-Jrs-_rjWi%tcLi;KA}E6S!Pt%``K@6FZwf9t@(G<67n8kd$MpR%}g z;zqBSJdT1TOv2<@+us&6_Gtjd0|}%3U`@F3m@C=2+k*v)b#)u2AO^CUE0qU*U(EGP zkCrpM9s-#HaB(*$Rz>r(ygm#+Rc$K4LJdkVe(3K8{Pg*4-PqAr(Oxb7Qll30I(~Em zVva+o0N=uqzp!7EU@ph@wz!(4aeCvGVIoDKS_+M9+4*6pG)25LT(!CzB zZofpZW6w0b=kQK`Kg$vBkJ9CkER`RFP)gJGHnA^7p6GdJ?{C9{m_j?k>kVgC;mULg z%NuD%o4{5hre)~Gh=_xLqS}}XaNoc$Jjr}0wF($Z5vx|9yQcW{pXT~RCEA+Up4PsY zGWEkZ~kaV=bFpw8EzWbLgxM*-Xsezv0urUxTzH z?7}0b?j^V>>FUj20yUQbzRbQ(&QF{6jy7!uDW?yeZ@I$ud3t@e^r$&PROo|-<-7pj zkk3(T+Nkd)Z`NTVhBO;V4d`H)z$P+zhF1)XNeU%>N|ro`kB=Eo2vuZ`W#UM+XS5lF zX{Q{Iuu6N}d&Hgrc%=~lEsY2Px7r8sY}9hOa0x=v0MgpQZO7lj^$GKJcul%F_87(N zN0064vrmtzBkanH*qncUHS2u5Zb2!zn-7*2k4>d-)_dj?de52sDgkpJoff#EGVt%2 zO}JBq34YTkezXua?!^8qN#QJ(7)&Nw0g?>i;b{h7A`#F3g1i)u>IZOfaZB&#jsy$- zS!s8lRFbiQ^&IPbtx5oI^Qdtdq0Q1=-x?{1+V?J=Tt|F4BLmw!@F)_E~Hv|+x}2OT|k8SB|lBb zkUU2-X_+Z$Bjr=TvQa;|5T2hB{U2QC9OuHb3Z0rz00M3X^-6+AhKL$zl4<(*veeN| zv%^Zh!7H}Eh{_Q@lighM_>stIFo?3<8lGH$v5O$|3dg;y!WclZlF3qDB{rz~H!N7oS~M!}QgafWhc1tbkM7 zYyAEO>!khhO?}IdG0^Y=M%43{yhom+^#2kkTk=7J3>j`PC341G)qiXlMfZ`)Dj;=!zYk5-- z!AC!2Z--VwuI@ts|H!AC4r(e5NXzM<7q<$3G>%n$)T+4ZT!<|P9zOjJ%-!rGZ%$IO z1KE=F>Vp7!lrC*1=i>9UjD*W&mGX_gvvU8+d&lN6z5fjVP7UIk@20BRVBq|Y00my) zq?>5mJrlUS0n3>Z0T%~eu|Ya$C^$kuKNmhF+|1cu6p0Nyo>1cC{z})`GC(xexnVV~ zIQBA^^DbpMlpksPcKtp#BR7N8MM$z|t)3oon1A+$pQg{J$alSP{n>EN)_g@n2>=Y9 z$=&K{jl;gO{wWQ8BJO|tbJ4^tCbBOe#xZTYAcB6B*1bFZP*?grShfOU3Vv#uP@m6W zJ6$ZLaOk;MBa;FHp_{w=L7T0k%C}w4`!I?l2ItAJhZTNkEaNIOeQhzCFR3OeR-lFq zEw|2jZQ?S}My;>YPuk}e7F0MEl?+r~>h?cmA@p1E4|*Ci_S{1wEIXpwl^33wu?_!I zulDQDh97Mq(c6W4X^FzU#QQ4$E)~GQ17?%K!Gy;UAct>^kb8hcVFw1a8L+2QcyE6_ ze2-x|ZhxxRu07nbkP&Wps`4NVcag9e)|Zy&Ua#S|mKUO|B5Tjb*0li?3qQ}XCyyPH z>K*A_Mla+e9KPH2CHSsF^WkUsbilwU6#rsLJy+KzEEjmI8KKV`xXrl4a9UMCC-+=U zFGFpPd;zhCOy;tBnY3dKMpEZOBs*h8MshdiUaI^2Mr3_E{ zlp=^whL2`6_>VaLSS+MN(Db$I?B8@&H#pH>-^#XU%RR3^?`gJ^=#QMTXmV(Bq|7n5 zUF^h$H6|-j1n=y=baXCh4v;=ckCEsgpA9iHl=Bu(jVIwq8**UCFn3sQ;S?UE@GNa^ zH-TUR2Q?c&vw^L!z$^szULr^ph`%6kS8duVf-q|^=%j+W!F07dg8nnHEGXf*0CoXv zv2BA_g#Dm?v-BL--_9dgYGg(sO%tC5!3{(sZC;<+g z`TJV>E&v{4-6{4U^G5CAa8FH7lWgEZzE@OO&Nn!N=Sn6ZB0`5>3VC6{^Tfm7zRcRK z5sP^5T~AiX7=2nzlTe?gvz25Qx%+NZdr$QfS76g;8=EDs#E6&gz`!dZeCa}jXK9I5 z?AQpkD-?Fugq$_hWcIX3XZ$sz%U0qr%4e6{j6N;ZwlN(yL5%xnwE9bkKf$ngL! zRV99lRNMTk74zRPF?4t=>++xW7yS->XS#~`8u{?2^A?RNS1G_RF@n)DO*%KBt1zGL zMQyCb-jT-kEY9q&k};qqR$TETHM+AR#rHkd_g8=;0rUes*S#mJqa(dmEbFa-Va%vo zdU35?{S?3jn_}ltvk~r|Ht16fJ$}hdWS>f+d%s#{7B{-XJ+@r}mO)co?MA`%MMziP zE$s=k?s{o7WgV`Z^2h0`ztNzeCb+cUGN{6H%RboKyyu{mAnmpP#pe>WQrGY!_Nt4j z^ZdhtjPTzwPvJ|ym#d7V`r0VWNq7u^jdis}X*)GXjQ|A3iD*=QaRix_wze!%L(f1^ zF!cT%BSLl|$d|Rs6rL{=_*6wDeul zzi<{B$F88!FqCxad>ty$GBw958ZX*bGdilSt|Ofu7Ccxdp|=|Cu_e2&fY$3 zXu#euL|-!m+(%i_3BH%e=Q0&}Z6rsMVEX(W!$FV*4Qo^#;a&Pw6bn$(>eelvJ#Ef7z)5$et@VDS>%mXF?tui0HIFw35(sN_3|qg0^~I37I6 z%)g3XIH5j+Ez@4jvU7@tXkm=FR2&h=8!-yg%$<9@MlgzjB5$yu)y9)68GQJlNC5ni*K%4lW{aMLt<5RX zg6TY--57w^e!rY;Ixju@D-_!csj=*lXd2_itr5`d*|jd=!O`|Ny($bKA`snV9vbCX zHWxlKOX}^&lnyaMmGJPxcz9`K_C}xG`!zm+0^gF(umYxW?=GLS_DZaV+f?`))(p*V zFEC=EJc?bxF7Jkf3(g8ABlE`GCYFPd|jMXy!mBG>E!@= zC@{XztsF^y%+Nk`I?5pa`BG{3`I=xGg6-Ng+ z#!HGOq+ISwZq@b`adMx#c6GSt>bi|9HmhH;5Z2kP+6Sagptxu36IhD=l^;EF9j~nl zr~y%7xfVTH^{e?Uu|BQ#n|Bx2k#PTkP(H9#~Y_M92PPtz!`O{okZhF5pt^@$8* zhkfqKE7PCRR=)3awrsw9!|;U5V?{bqw8Fk)n~pjaRRS1Bk#wJ_>~8c)Xe9)h&{4OO zFCn`gj|!3_x$o(khPV+nx{@M!3n_SCu!gc~(twgy<1&PLHA7@BGMGiSB<7;NjCcAd zcwd*k+|{^)1vO6KmjN3A4({24gcdekLF{XfHN_vP2ivofmtI{Tvsm}jl3$YrG%VsW zW>epHg!0EOb6Y<8R3HCy-n7&OtPtm6jlq0m^}G?fBsFSY2J@Eh$I=jpbo{HoeyZy- zH~qC1dgQExs7itY$DnDk|Gmdgrh_ZGkuD_?Zjk}2U+~IqHG_NUMvsFZ!&>)qyibee z?B47PfE%s!od_Jmq^5OQc^A5IkgpT#{)*fPcwv$(B>7@&TtTGc;j0JDLHt}_B|0q( z)D`uew5^5SNwH@f&bY{*VkDH@xXN1I+s`c}u4|{}h6>+kG{pVXlSpQZ!eOl|S@@fe z|EPaKMx%iyNI@)n>uC0JF+u!^o5J&lTLn>FlFji2G)`WkHD5f9h!RV+XQHGtcDMeR zHDCO|p5+*6dio^Zezm4+?&F?F3>xd#m7iN@E8tT+|LwHzc~iMCXQzL;BttP5ndBST z5mfnM$E?s*~oJtfiy{(5glzu zZoNfPB62rDZ*@Y&5dCQjt`kNpi)*Wg^lc(sHp_p-q}sxYSoH;Nttk@{n2|<4Q^UM8 zD$Od%7Aqy5?k-nuipQ`ji|M{Uc{*vJhn*sa2}bbwSxxw&nWz%8Hl9U^cjXa&)l$b- zaRjZ)ik(~j9sS?4K4@q?6i)_7dN%`UEmt%CGMNXyZ=zw|Mg1=?~Ft z)$%w@4oePmL=fvf0qlq&*LtBQ`uzA>-GVA8_4T8Gb*=3aDhMucRN4J8>qNdJZ8G3u z!wQ;JTjz!f9hwi{)t)Y(B-F_^c7A&J1`ArJR2xh@h|RLuYu`>wyCS~cEftDe zZ(c#cQX})$;L>MT&P%dBpkp#Za#1a1gFm)C{S$$!*M^Hk#OHxYdmPQ%`>5%U34gu*D zq`Q%llb7yo0B?dU>-DmIhto2))v1Z!(&6_rY5@a~Ytw$!E zZ9!iC-yE83+*Q?TUwceX>njh8`abrbNJBxqh*+I1Wa&`kE?ZLIB zD$~FZU1TF?-kOnZB_)0Sut+AhZz;Kd$iU;!?|W?#IC_i2`@{V@>Btb7kx&ubNWlIUhST%vCt;N>9%XF1q1gxiWX`-MJ zGpOIwj~uAw3RkCAATOr?Nd@R2JK3%N{2%Z8C}w2s?M$TtKerP|pXS+mk=2@nG;93# z68*^D^MBg1{FS8qSR60i<4bt`Y16gn{+j&Itj{x30tb4VQoRW^ywIOl_mzwVuxr!y73ES#S|~={RAMqa(Kd(ksru4K~$IUdie7GLC2@ z?;}JDPJ}1?+IRo+qgKnp|2%m>@KVRW&$mZ;o1y(H5-2)-5t6JC37J<7kN*OfO|5gg z)h9XZlCXya8t?e_-N|R>;V}>I;-j6m?L8J}1o6={(1=eBe!lMB`=zkb+6EaIWD@qO z&HL!^QSYdnq@BX6)Jlk}m-Jk%Qb;MeN1*{fdldPf@PO9R-VO<0PCaDEP2Jf5@P-1E z?Wn27IE?H*$wp#E>QYJ5INyf=GZziaz+`}eC9;|qognBXzEFugC`mHt*7{2#r!V;H z3>%qh;yjA@ozmx(zv$V(yBzJ3V}?8(?K;W$>#vO$Sz|69aDz63T5wL&rx`smHCU^) z6uFkE|3JGij7tHe?05Z&KpB4v8b{Bnn#Y?UD+N*h5a6FMupu83l;m9{J|(U1qyRZRr9 z$>}DVBF)Vx6w=COODxxWT7Kk~DC~%EN34ea)G~iCMOVR#*Bazu{rg1;zOdFTo7e8e zuM!g|W0FzCkAbmMW}9Ct{@ZN|lP!p8m(%)qF09ve_z5U=(E-Nz%|kR~?Dz~3hDpSj zB@P5f$plR31;2!MF0V0y@M?l^%JUW+Fg@J*#VJoP@0;lez0*e-w|l~|#Qdn+420Dp zaZO5Fk^9RwzcE@MG|x~;qRQy7XJRk=Sa=aruQ8xt1 zWsReyP$v?rq*q`t+!szC#o17z+nB38xXz9K_6S^SE>NzF`5Y6#d{p=-FUiz(*z3JO zIXO*8aEb_8nBI(sv`JsA9{>2dmNc@5)t_vTO7o1!(!1`$ZvZ*&=Q4&2RVkXd=iTzx zn?XI({#a_0{Wn!OXbef%odf#*jIVji7@Ri6%Pp%%hu~tVtvk7!k23G(~3a=c@z6VeeO?V2~F`J7OM zT-%nuz{|kvg@ldrxLxuI{6P9S!`%L71<$W#3_nXh^~C6|#~NYBco%HbWe%|*&TWTT zY_P=fYuQJEL}DsNKZAC0#|wa)(MP64T;rHw!eFG5K3d#V;I(Zbw2_ zGMhTe3sGMDD zT*r{{nTb)DMRu(noLqHvWRy%fR)JC`)ryBmVtf><=X^?=Nri=e6iWB+IEo_q|-^k;1qBk^v_ML3M`^P zT0aF8GaogqqdmV59v)r;ltICu3*EE8OifMgc>0Xd<3%_CCr2f?>k^suM%>!(boTZJ zni0L|*D_t$WQy=q@RyXC$?Z?uVfC%G0_p~N>o!amh;L#(s-IKc9p}B83ADIcHs$>Y zoQ6`ZSLihv`{8@iR7Sm^K{yz4xRthiPxI`Ec&0)$H#ZlJ036>)abf1be|5!Ri+*}g zJ(@VlW5^@ykQ2z(_4XT^2>sIP-(H^}rPZ=@`-6N17|d^8;kch#5ap{jZ5lsRClVNy zEo1qG@Yo08RgN59UB70q{4}E)Y7nte9^0>M@(zO!*$A4d$(xq4jOTK{g7lyBEj4WK9W8>^yN{##e;Dd(smqV3?L6Wag1CpO?O5V9 z2OSr7`XlNKEJSGTqF($6-+U@(F>UB;LWf~bplVx#B!?C0ltbNM$xXLtCCL!Wt!1rR zy_m@l!f-;6SCPs8$O*fDHNUINbF0UQ5->@B{XnR)Lrgg^J7AGCV}w5$}`xP&nT! zTR&tSlSB=!UjvmQ*dq_hlS*3am`Bl0Y3RhSY<~p}imnJ`4Kc-s>vXL%d#UMQn`KXG zF-eH~v1o_Bducg{qm5l?mQ;Py{iYl9?|N(=ffcM+j;Geq>p>$W`%!`$XxVRkQ^Mek zja6ZC7Is3}iPQ}W9$rkp_xm2YTON5)S^jqoYaeQ4M3LQF=v?F)Qfbz8_-mStT+SHw z_a@o$)rCG?^gT(N4m;(mJ&@F(+&=24wf^yUZ;lP0n3?H2T5LY7v0D}dF*cC!CyRT2 z8&nH6H-8!c#R)F^9?1u@DaUTdg0hTuHjru$#=GeX)8i2m>O<%uMAFR6O!{$Eh6KV@ z?Yqr&b+k0xc9=Hib(QOOSXIvmMf<19-I#wUr9@D%n4riPIyaRAc zvAr$=G4_XWcID?A?d@B<2$Iw30$>8_<&Z0ot1f-(<>fU8yo<NYFVO zH^6}A?-_vD$tmvt&Gn3fDpncrVS)vjzO{ky1h1lku2`TKw3ra59$kt&2< zG;I(g#J})Jg99DOTYQ7vvSkldc5_$!J z=mtWNQ*b06+;^%*3dd)|Nux#bXUY>(T9a!E;yxDwuiO5)W-eXaexLY{*vLq`I=xrF*7AN+={*QE+$sZhsmc@5SF#a%9t z`eM*HXYVY^z44rfoA9ua{`FJsI;YBx>e8KDU{sKxPvFHb&?m@vdwWmLkS$I-W@Kal zq9RCEr;Fp7fMn++JX}qbRb}a-_lv;txGzvFfX!a$W9)KT;}NB=3XZzk`m`f(=x&>lA?--4hu1A~azkHPf zV>(b2so?|rDToCnpsh`ih?sHaml2>t(U3+fYw-nottpBm!&?rjEc9i`?4|!2Z~5ro z#|T5g(k*a3(g^#r+~RN8t1e>l^FP(er--Id-Jt`g*~kz@5zhP>{%Eh;ulx~9tJa!{ z<{aTAB`;y;W_M$|0gtz5({a_c*`aw640*uoQMvGQ?fLtZKnyWG-{2-^f*GXkHQRIr zC9{V7_vE@>u;O$L%dRmA71XPn?X!1fQC7WEA28i2U)Kw1OlBTD%zz)^A9Pi!+!#ll zH_B`9{Q~Fr-sALIIr}5kzs*Cj9YU~<1rP>23%s3Z5v}NMcUL@5e6w2;% z@6JyuFP$>K0I#JddEr7HtEheFwjy}*bwO88dNDvQ*g!v(1}r7iCJ8bC6bwv;{+(-9 z`AX8Ns=4EIpziPa9VxO~MZVj>w_xp?YC99>l?C?64H!l$-j%iWuaAXFf@uRgK zM$Bgs-WS0iojX0m;m$(X0oJH%l|{FrKL5ZzKb}^&sbpM}>y@Q1t;{HCY^Nvq10EeG zo~=8#I|s`O@7|!r$^5i$)TTDc%K&^XaAyXJxI-abaU(4ou=Ek-)_!=tQHSCHUXz+5xB%dzQ2Dh->TrFJv721IWW@f49V zqob&tc8(1W%DeBL-$xb_Bc0=FEozk<8hSzb4~cD^Chy_^j#0e80qZo8Fm#bv0cz8W zIBjT1X}H;|rF=O;WgpnGmoL)*xp7vjD=CXGH6Hj zGSpnCi$h9IM@qA3`jqSWyW$!Pu-dl@g+1kBJrq+qg3;uNG@FoNasG#G7E^91Hdl?w zIws!a!qs2mFwOcMgk4w{_A|TfJ$90vVV6{Jp49eP%L;`;TkTyl@*%kr^EsaA&*pp;f$~BRCJZBBu>vB6v82KkE5?=4|&xmem%aD$q6LnfF zIauvZ*Fi2L?K=WMLp#c)h+1yy*{tGqL%d&p0qxcHck86i87sZ~jFi9= zpI3Y9a2(=Dax}AwTy|YsQEN#Fco~DT@=v#dZ~Eh+)<>wMpLQi1*5L@e6Om1zr-f^o zTuCdX;#4|E%X(#h# zK|E!dceP?8FaD78g%-;?LrrN0d!Kr2OeI!Gd*A_$gPS`kUiCeA#em^-adGjxcfZ8W zJX=9QDUDpJijrD!{(h5yAb6QkAq4!l1R3M-5cNWIni;sY*-eM&O3YGe+Ha>SG%EF9 z01mCABB4o-7Db>_=rBDLb6t7fY6D-s3I_m~+)lTOe9BGR z3o=s>f^IyoIF|c=326L+O=nv%{W{pKVoYKZzqe0+-HiR`8uISut00be4oK1GA5<0w zJ2bHT1%gM%apCDu1mHEuX7bNHcKkASY}5vgsen?g0aldarlwSP{*g#RcA0_qF^=rN z)6&vD4M^~9!Z-f$Z))OQI?sgK_u{Iv0EFXo=@(_HC0kJV3b2MWvdIdQpC>q;k#Xe> zYvI2$U;ahgz!jW;^@9OqO<>nfcoQI#FHGK1r>|6fac`*Mz#k%aZgTo|v~q<$kjdL>$TWrMFUH6})flUq`rIiDEza(ry2 zHIy)V)@E;{A#{HF-AmQKEmt@NnG_sWm{Sv`Mn~GwCN#B-*u`f}NKL9r z%tBFX$ZNcZSbM6AzhhsCoa1R#Emr4#jas?zm>klUq9e#I$U(}=WZ*4?$yvu&6fj9_ z&Dx!k_e;zTNZEO=SNT*qO`=QW-7)M+Zn`Y^yRrE zzE9{#@0PX*l~2_W181U7u7O5kp6aRq4L`Y6+}HYBTF;MLbjg?;MrX?FXWxj__9PLQ zimu0kqtsG{0%SM4<+fPqkpz(mjwZcp;@Vx7rMQu5h8A=T_Bav9$!m!k^wE|HOg{{X zQQdzP8q-C_72-3KjfhFatIUrAgT`!myzqt>hhPnSVRM&OXa8%uensG1z#YF84zq}+ z)cw@G<(ee!kEFkXYJ4J>Hg-Wy9Vxf<*S*f?D$e3!i?Qu0C7qDEP1GTG0vMZPwXcOb z+A6fIdq`OAtz_);Aw}hqNNU^2mnf!O2ML7Hly6ukm5Xsen@1`ewj8~09j{L|;^dzJ zF`xMkIm{HlJePeJ$fc3rQ9zcK1Pho)-ijMXi#8IdDhOM*<|2-qeDiV4x zU_s!j<9qSFtlATc-wu{E}yqw7$daK@5(+pxB|fSLTd>gfk-9Cg4CuSe8# z6yldTMWG6=A}*tXfd={#2&HUU)FOmmtn9s?qWlvRC@$~Gqy%q1d40*?i0instz1~T z6P>2Y6cw`}h~CaWFYOn~3&bj=K3S5dSTeM% zAz~RjmdhAskq zfEIv=$w{N1p}Amp=f3+h>H4a^eHdGwzY`Q$J);?c99UWXi;}5f1=a^3nV;dF4l_D# z;5JdC43?6?bdh^mar-6{d!&=IwZp~b%IHSpqYC$0>Ib+yJE5?4MuZL&sG(`u9#yQ& zZ@|;$vYzdT_PsZ1yDYPNCZ$_h(GzpqZZt1HFu_C%-qL|G8vWjI+$*P(;=+MGEP+@| zChonS-4)V5M4cR`?c3NYdcNvka?~BXB4`>nUM?+&Wsi5f8%Q9|=8!YO=x52IU3i5D z6L85x5OA1PP1dWUo38dcF!#+|T|n4|$M0OFk6sk~yE{l%pi#1bpBlgRk6h-Dm-y~FSM5KzuX+w_{j03t2@%esE#>-H*Z^%4VB9}Tr( z>-mziKAx^#uz?pJVY$wcU|lB9+rG(v-`07kV&X*+1DU^R+6gp^R}$5Fuyvw)zksS( zVdaZC&MM->zyH)SFM-t3I7&dAyLLd>0UV$NFYN zz)k}Px7LCUWq3JjZ8Y2_R6d5l0tj^De@?HAPSL+gS9iNgub^v|vBh_!plj(mIYmunKn=V3to z%l|iDLQNXv{H>vb5DF^980{53@{N2?NM8grcOBLVO*`6_L{Z=4`=X47*@ZaAjzzRn zU-mt{y>I_?==fIq=EaMCE#i8JO&=Q1v_rTNmx&m^B8_SCF2)wxYsovf-I3o!!x1sA z6Kvkeuak4ulJ#;UPqd9+@Xp!^E0P#gjO`i{sxpoY9;RcwV)CoDLD0fSs~-uvOWQZ9 zJl7B&=~9d5`_Sk!pxK_d71q^4QP<3`2BF0KqIh66?l$dp=(pPSp2l?dl#w64TS;49 zbEyrNpwZnbwmq?yu_A8d4?fA&ZQXGOTyy3@r;B=u*$=Tb;cL+bnvss`61CTVzUm4>WAuPJGz@bZev*OKe!+U3N;PAoUBJ{5_+ZWN!LpFFvA z+IP}iLX&Kqcg-Z&Am{x%rA{j=YGYA-_8NlfNb*{>UyJ6g%-X(4iq))OR8&(`oj7dG z20_n|yaZjVwG8IX9bNS$DjTu-m$|($Y@);cii4gI3Ms8s3Y^ighfh>I@d}K&B_nti zRIxc2SLb%u(172dDXA!N#Y^awu;*gL4O>#-&YU^T`pxgxl-i^%g}TBkqV>EHQJ*dM z9LVYs*$LmC1^CilZgl7C-eQ~51QpqmpR`e5FZobUeQJ|i@t(<3;am|sdI_ukB;-%l zl+fWN_~P4mb<*S~-@4l&&ln(7VD(oGe|(((Z%R(dW2|ip$tX}#J!TM~v6oAZ;Bn_-0`ClRqZJvd5ZRcTAJ`4>m`H<-g`DqjXK_O8x#E9mnslL$&7H6u-A5a$=pu*6hzj~v#9>i6XQ`6E>wp0^c<4n`>B*0jc@%iN_tr&T?NSci(?PwszaWa zWQc9^_cXh<6p%(R!=;Qt)O*-dZv?o5hRbQKh&{mn^8wEWr$v{UDxZhjTvti1>2tfv z<%!k50_aoI>k1`A;l6pe>iu_ltYgYG{6xvYekn4-G#TC=n4u-S@$*LASUQM79bQ6V zR$b0R&Tq=h$V@4N!8YFgvxiw*ZthCTIhV+c_xCZ*r>N})Z2M6`!qKkk;r4T7$$SFS~#QlW7H8qVl*TKJyky>G1kAiBv1)*+GboN>3!P!hv9E{2N z9|M{{{5m&@7skzzUqmW?c`79EtSqUnDBW@|Vu ztaV-UD>@@w_U&zR$0p7F;wa^UZb^AF+|MS`K=S+Ldi_AJqPEK?1uLR)NIhs1WecNK zTj4o~jBqus~+=U_H!X(r5Ty8n9gDZBMJ$ErPWsWGHSkF2NpTE{$1PxAP% z!)qkLd|$67>XhgBt^KN`l;D#jmhW{A^?+qcZn9a|VYN}}&C=rwNUiQ!m|pBsCDs$4 zps?w-1UMv?-7=x8W(^(l2_NLx{18JHcqs!@E(b#^R>Tq67m2EW;ii>RGH^sS z`SX_5=N1>nUwv6*4f+&xPy` zucT!9s)s&qxJGIS)qe5~$J|BGfg`UzM8)!be0Q{ae%f-b>3Vs=zTTsZ>{-G9U>cFc zW+dx*FXSdP>TPutGYtrU7af2pBhKiD2NLKB@h@1bf4=A@6G5NM&c~hK}XdNtSSb z+s&j+0x#uce&a=^)A#D@AI~fi8yg$C0NIh^mw+eYcC1SyUuS3apo1+g38Ftql2AXYU&yWY=S9po{y9&0%E~w0NMSw=&u`ZK}Zxt|Iwb$c7gyK zfj@QEFYnW}TbMNh=n->Z3g&y=P4?XB6KwDwkUZUKga@H!Sh9<6d8^sBfU_=okN8L= zgJtoHi5M^-`B`9jUE5xiyYelA=QmrLZnvyvoB~Wq(pTbIP9bS#ya)gb@zCfK9x_JB zD}-BhWk1On%?-3HzKOkLQj4m(Z|kpeJ=EM9$?y`U^z^(Gk`{b)x)9tK_;8)WypqCw zX7%p!pI+$G6~dL{J>1hs4|eb)>Ki#QlKu$#J5^PU)<4QlaMW4Pb%Dh)LmYSA-0OKL zAW8b)LAG%&#m3i7>QoJkJJDXeTO$2n#JF^HGxfw$Z-?DUFBD-m&X=w#k>I#iHr`0A zj3`zKPtD>ga!gow@rIpD0bc6NfED^&_E^l&= zXqN5ZY6pS5t!`g)@#k+i>;Yb@B1B_ zY&tQrYi0u37J;V#c46-OLfbMeX4?MXHM~c3 z8+9q>e=zuc%Fz{uP&U@aqQ5;K%XTT*^CAv z^=`NRW6*0$uXDIe=W?T=R0&X;2u%sa^4jn+o~{70M&W6?Wsn&Gj?UZDLIkO{lfGQ* z<=v!}_KoH6v)9rU-hQ*pM?KXi47{J)B0(Trqun9}rvU-qf&JH$^hJ`}s*XLL->-g0!8cSwr@m^XOWsD?yHXTYVBThfX7GYprH81 zBlFy`Axvkq58-HO+~MXphTV62yK%k(#3>~&l<@i;qLkr^xVg&Mp{Ky=wJWu@{Q z^?^TX8o5f3P4VTDBfC#0vC?t>nw-MXB_I|W+Z~Ey7yaE$5SR<Ggen$DIPq#?uo?Hf-sU0K_DkKu)vv+z-u!hxYQ{R=`6CP~L6=ch3k!|0_? zPb5$N$K!V0qir%zzTTl56VbeB(ovjZf>Gv;Ghb^B_`ArQP4RiohI{jCjbgWGUZHS) z;QULjD2Vs#(l=~nCGuFk2CZ-T3wLpFc@kPYlGSoqd-Z395{RK=lx(dg#fQ zQ5km9+Vdf2thfK7Q)Kj0H+6baQ)({T&u_rE0F78Mt3s;M1C*6~X|T^>T-X}p7!-y3 zR#F1M!C+Vicu~)>miy~Ip{-|^#Rwl*=)FqcetiK{QeK1iT{exOeH<*9p{0ZFX{9V5 zQo$qhRI*+2V72*0)Z*-A2{N=){F?cZyQNTXje!KOHYa7C`C&53@0aT#>;(D4?L?37 zop+=Z*zG-~fddRMHj=pj3Q(dv{eOxSOO=MTtl3x6?>*}dpnxb@&*ZYeSJ`Ur@rAT?@n)&lKiPn*zI;}vnS3NM`(0r-Np#NTAVeP&7 zYTnQbQqX_!Xo1?_rpcLR2yj3~&n=rYr>ZSv zVpU+K)Q%d_omk-tr7H^S4Hb^pwdU)$FE8$PYwQrz#$`6PY&&Be_vD{XGJLMUm11i42ndy0Q3YD|DCQGU_ zs4AIJ6>}%%bH~tZA+7E$M-%N*Y*yq{dr}@9+GSIn!|K~D8egT|JRE{)MP6QjGq29S zb+yv7$>mQjKlvL=2 zxMB8cC>bNpMFwNIwHP1CI*7lehN^>}^ek*!aK}7N9_t(sKVm@TZPyw&ZgH1L{ja`qCI=43g z=?S&ohxiFHQ9Q31|B$G;ZnDU+`##|*9qGO&=gt|Rt7&2U4N_$u495x3s`Du zYHPoP#vZy4KKIwLXK->Lt=+S1+<1S5;4f=!(~JGym10prPkqw#U%qsR$zo8kAU2a` z;ov%Rv2rpPB>x4K=fGr_qN%AVbM`)gW;i)0*|@PBda!8xbkx9CuME8yO^M%Qv|uN) z=n6yvT>^<4>hI+;`8{MupMi}yw$xbtMeG;&5&zu*eMCHD(VOsRRJfuqOBB**^PtMvQ`w(#wxnG}DO|Aulq<<*IR zIIF;S>o;^T>}H$r$(pHPyDDAblX`KR#F7WMb_ zE|D!&iW}4gQTQNU$G|f_j)#JLOC)o_E~l_3Q#OT=S6T5p*M(=Gv|VAAq4P`oPV#0o zV`r7KuTA>H8*)+Gyg0V)-Wyp0XD5oxe0Pm46hAaVW&*l8+0NQq{$5{UzS}6YW+pwz3oJQPiHDQo0QU zZ2*EnMfYV9&?ZYkDA@<_{mwzLa7$^g133l=){W0uwBkcAFLNx2K%pujyXkY6VY98C zp57NbO`a<5Bz{tK(&$2}cBTIHe)-ot43O3HwUIwH_)Peu75KfYNK(=gGV>&fF8EX? z+0Et|U58BI`u@4)2RG0{xAl5afiR58sknHbEYcTU#GzT3-9BHXc~hK!8d-41n3bqO z(0p+HBH;tPG5=T7i-~;SwcppeA}dS&uysx_o~NZD%YP=Y*8W5hM(f+(k?|B`FPXt1|i5thhh~K=f-nq-SjxA+6h6j`#`RU> z6DKK!bJt~_EXoLUyZ+9L%X{N4$JS+;Wu5J_vbf^qdkNKjVH9< zpa;;LNzT0KDAD7^=sF`EMVJ4!i5Y+O#Gc;(R=i-ZD`^j}+qXI1Py%@~h z?ww;1NImMRV;-0MAA%j4+qjBY-5Y#uIGvq4x4gso(DB932jJR6-n+;ZT@E*xGIhDl zi#HUEh&Hq~q(Vw()A+c5cs@qw>ps$ZKb`tu`RaXK8x_iV+9#v^y1X4Ga3*lk_RwIK zE_?#Ozf7%Yz{gU&b>=Yr3n}=$)1OA!o5ygi29&2xLV=1iN*hEfVxFCP35QzLCl{g(^%W9U z89`Q~63x04VG~SmIgitGTRP&<*XA_eEORyPh{V#i{-U$v0N^Ym$E;{Bu(`Xq*g*J= z(yb5t#tfP@MMb(lL2s<}{rTJUsT(#4m$y}JzF0Az*L3bUj)p66rsOhjeB#^C`0XC! zE`Y;3)0+q;SV(NR;;3hciq)T!uIfcia99uXEr)9KVnFD{nA_ouy(A-aF=u%}b<*zZ z76j4Svx*K~*e*kEEk45GaMAzx=W=X{GykcZb_CH;=Sc{Qe{Dk(RKJ7?#qQf)-_ge& z2IS}ygr|Tpp~O6AYwE`x}?onh{F&V_8_=2Sp!&b((6c#~@knvykK*Uc=-2 z4-(m_dz(*4w#?(7Y&#HDjNnU(ZhH^uss!Q7ABYN=Lw|XpAL;C$l;5)N@|fk$aIE>R zvcl9@AUn7m21_yTT0}@Of91c@-=FAm~(|!?CvL-eiR0 zl}&dm#F5d?6RwBpwx-n<<|$4{lw`+vCD3hksX9{_`Wfb*GJdS!>euGXRY#-iUpXC= zmAB(|c^8_7IKmri)H~QwqWN(zpDy6Eb@;-vpo)=uYukmZSB8_3qSCzzzik)g#7*4( zL43Y*zjUN1SUdK+^19;igi$pYwT z_*OIJKik@ThL#8&pS7)b>w6xMg_KY*uR8ny9?VrC?V_fGRw~|SpS9!48hir`h~Rhe zAEoZ2Z_MDoJ>^EP@}0Medjt`T`xv5o6WiQr=Gr|WqDCx#+*%@L{k@7HLUzM;G)K#q zhWYgH6zjPv|FXP+^jP}X8IKGL#6FC!4(42C&#Hh)7NnB6OoxeX8=|?!&EvsVAJ~c3 zfFj-6+DaAI&)TjIViO^K>+izX-}Br9Wkan@vlr;iN8scSv@gcxwwSQf2bJY(fyu4a z_LShRoyF*sa4l@r-(5EMZqPW-(@|Fv^?ipxK~G{zb2-znUPJKsigHKk*@5V7nCceW zP~8hXMemJ%?W;ROeS&U}L2aw|8)$~}_a>HWk}_)Q>wyJzpsA@G2mH=VjusjNKBK&` z0f{=qknWm%Py5jiog>`0yoA@&E-)&~&dip|R{{eZrN^K8UW&o|duJ89!4j96{(K$- zy|*PLrEZNfc@{*VKZkJQco_J^|9mIj9s(YYSj=irvz3~bmNDnvI(@FG)8xFXo*wi( zNhTzGmQsX>qTp3jsc~MGpSXP&4(!e~v{drpPF~Rq zN}+ArLe>zZFyX$S92F8plKi04z=p))9Pbdvx(>H;y54x9{IYPELPJ%jCG%E-zM>#e z-v#yP&*_iPtKQ3~*(NNI`fq*F`;pMxAs*CAf2-4Bo?2rsf%DIjDZY5CP0|GCqcrxX zeW#?pGSaQ%vcM8=jq*E>1QZ2jS_o!EFD>bsj+P&sQze08O0!x;F5`3*Rw;%1fXDSB z)8x@&@*N{)v_9%y3;Su^a2M`zpY^i8*O@G=a&#Xs7?+kw`d%JqTNU|P4yn9RKl~sP z!7OYXOZUA@CBq#}@a^~I<39Jp{#>KAR1WO%s#ZGm4$ks~j)ORR+Pq}QQpX}&N=e+Z z-{>Kw21K~Bjx-ClO@XtsJS>rp_k#i=@YwB@ruY$Vk&)_Kl{NS(F_tN7}>nZAb(e z!?JoCwd#p43 z$YFGCUm_GJ1(M+w-M2G7PDOfL2l*`@b{#|4%g92iZY=_5pc72wC=V4IR0*u;b_aL16LXgBi?l1|N3la`)gf+wvLq4tyj)MK4PB|>3EU$pwK??|%X(^c zS?H7RJg}v$JdwRe9lm+ce!|MfR?%@s^>Mz}MF*B_b;`&_Z&b?(s(W^MDih)Ti*=c! z1Q}|Imzfw&x;b%{x zFsdO5+bv6&PQ2%nC*ek_wV^4WP7!yBkShFZ?M|3iA277Rb4~kM)OQsSdV3&W=q3jh2DetpT$;B0wq9N?s1x5?Y25A^>l_1)*cKV^V zRxQ1+3T%S^KOrc(A6otv>Hlhzo3wbUSaK6P-jB>cym4Q?vW*|hd6-7@MFde)kOcir z`k75@I{TO@ndLps!uhB$lE#cXO&m`)E5=*QTG4i@tQ*u~GvA1%))~iB$e6#vA{c@* zno=^Klw1zGf99>oPBH}Qjcq-|lbhfz2mxAHS`t-nJAm~iK}M0g)}8YE$!&kBHz_+_ zo!GTA7Sw@OU+k8J{oRoJ%a{l&Yt19;NHG+4+-je}*8-|Lw-~w#rAYt$ggfvE-hT&j z*VR?j?y(}Eg%Y6fR)d_4anA)5n#6h1@9~oG{@rt&8R$0I3L9Xb3{H#pKED0>X4J8x z+tmUG9^Ol_XXBp%F;JLXAyzL806qU4G$2&p9SsfsEO}Lk*}z~WohWT|e;PvV;`k2Z zB(Lq(Ei&Y|>wX=5oU8%$JZYI~=R9F@xE|@vnFI9a`t>D_<(+9w`x9*DS45YIL34Qx z)>@c*e4jvtG-`stR2l`RMK*u3N4I~M*hspkgqF6qOq@^0J|&NvTq1qLv>JyPzX$Wj zB5zdm9N;>eBubcXK6Ik{hK(WEQ8;&Us${sl%bD(^{TQfOnES?!vTYp?%i8??JF-LP zQZ#bjEQ^r!Ti$r^Q;-v%t2%svtAD;_{SulrCxlNfA`m&`IudXR`E5U4{|{Yn9aZ%f zwQU0ipmZbMDBa!N4bt5W(k&f=bf*YN3P_jIjpU{q>6Wfq=Cntbg}gv_4$Rli>Jf-j-yEw@AY+)a&in6gzx%Tgi3YoQBD$ZLF*df%uUc(7Y`&4= zs&5ND>7dVgq}lLkjyG9;zzu4W5wgXKzx+rPzE;FH^WXIqRHqPl-~|+4Xu0eZ94fIiP zyf%#?Ke#Tc$5Z|DW=LC~+c|`AWFulhr;$jp{JMq$&E!?{2vhVu8J-Cdy!%g{PlM|jal~%8B1MB3upK(BSXT%POgxcPhjemJR9^WB#;{KeP=qA2qx?7kZF2rlxX8Rj(j@j*hF0`ZX^Si!^;xh9t;$gFc z`O5>)mlYa55=06K2wyK}M&4g-M^;>?5Ka1V52Me3ffdHUNmA?}^xi|8T(C#!(aO5T zrri`~_3s_zT=Bs0&2U-auhbLlT%7mSf!ayOJ_S_Qh_^$2_A{X1$^*NOkI>4oT^QVN zo!U+fE?GGOassCQr^+~t+mnus4CW1C57bg2>6_5IJ>61oy^ zXC$9f&Da_t#+oo!5992)EU-$q>B)@ysT!oCM@3oF)#1o)bZ4Dbw^i0uNc<8^ZlcMy zf0b(Q?1P6z_A1tRCZkFCJC*|zU_yXdcKJt5l&sVKS2OlWb=-sp$LOovC=~XG{F)L; zJoSp==^WpnK8MW>E#4QdbzU`8daqU7JB6DBsrq2H6wCYwlIZ9GFM-_Y1_SQ6B?!ov zo{fFOo$uHPRy{#NuDmC*;8#_*vq-4-w8eS0$it9|MI*dM{Q9l08tw#1`7bDvOhbF$bdSVx!Rw$h2ilg?VQIOV7*E0NA^HBp3 zK_!4Uheog|!&d>nr6%)SU*o>n}FKQ`|DLYeEG_BWHMz~kU2KwVjEOc3M>qScvQN(|=+-=;Dz|nP`vp$njjTDIoq##o-m0ja%vG%A zkN#<9HD-w+JV<73zW7&AkVYfB0~*2#eRm3kr^E+-fW1vTv5v7=N-o zA<>n^ywdhu%wA7Q&}D>-&drdy@ZA+CTMaU7Yg8Bb(rn!h8s`SPxV@@sna~eBIBx^e zs1td^Rr-$yoT>XdXPV?5Ux^n(naT4FRY)x#zFIQh(qAQTek*(^P9J^BCYTjmMP!HG zG)klJ@ssz?y|rfb6>m$}U4~=AmK#Xevc)TGyTM{G`YyrYIbGbylD%n>&kq z+zT+GR@N_JNIV6{I-5i85J>p(k7z^#Ke@B%36Dd(~kS@O1cRd<`2Vm@}^)J?~(34F#p$Ud~+5p3hgvHvPg0=GvE^})+)Xv zeV7-DI;(42V5vir-FOZ&^|p_KUvTI_Q=jdq$q@*ELH0YfKo?&MVzlkkq( z%1;h+#zuk0SU%X}xzzmF+&w$!J3VtQ-#FMJ%P4NP@g+s@S?$n^Evilfo@xaZ*;|a# zg_?rlUPf1i9EFPuk2Rm|@aR3Bw=P?HjSr$m^A6c^knrzcmsEeLo55G}_c*)A-S(5) zVH)sJTuC{%C)!m>ouQy;`pEI?u1e-_s1?{je zCLER-Ik-EQnDp_)1H`Bme#nKM7{h@k>)*CY&SRo1S_ejcpdWz|aLaTDcn77+tohx+E0-};!wG*Q3V&)v zO?eM53w+^0q%1MhT9I33_5KEg>azPuA_#Sxf@r^NKBgMRZFjpypM@7VDNu_=(3zm2 z^QgyN_iG`TnHHdg9qU7MaGsm%6=f7zUsX)SbaD6@`wxZj6lP4bRJ%nyn8JbBS^hwT>x`4>IrYqiM4L@W^e^ZnP42pcSpS|Zw zZ`CN8;6~SnoEmts{fc{}IeKBamgDp0Xp&I`;wB%UA#>-lD?B5lvs*Iz5)0|M$+~mI zxAOzv<1H>Uy)%1I7p@9E2$W3Xt_p7ZHI6nDf(=cjPpKtm7UWziNEuk-U};-nU?-vPcuQg39VPC4w1IC&6|c8cDJ%*Gq- zz4=y5+!OJ4Enqub+2&2uVCdePspjg>|HYYS&0zx&_Nsf!>0LOkJqlMw(V9ESU5eB{ zH=-c5LMiBFgaaXp{so+UwR=*=%SBhEXZl?`%hC0wL@=^$6i0I@8ZFCB1oqqBdWjbE zDI1;p6c2-#;N7)Rppb0D{p!r0<7H`Np`ZIUUxzMMgI5NyOb;(!SCNdfjC zXBqifL3OxYc5*8taHorv3V&>kyU_VnI4{HoEng?3z)12eg%W6~cjm<`&TUIJiq{1; z1k4Pc;DI8X*Z5^+_C^Q5q{2VVrJD8vZfW4~ZF1VUKiD5c?Hz`6#ck6QJiR+{L)2So;|}Vq zx+#p_8{ot|D*hO$`Vwm^Vb7Q2#47P{9XV=&O+g%oiS$Qbf%p^XGlB~3Tj`rk{|Yn^ zR+i7XQ|zYqtaGETG7uiPjW%Fsa*W1njqhq43alpqhH8s7F!Nl%lM!LPd zwX!4BZ74E*FvtV~_5Y)zfcX3@B_Tn~(#R+f04^p0zaQW!z&ycjuI5FmmCXP9w^&18awr2(yIOEZ5MWS;(mjaa^7r4YhA`j z1*VO?V^YC8BySo*B`tOtLr2uL_c4?o-|N$5zYWf5Z%?QX{{K^mXj4r9_z>vIP$u&> z+U5Z{N-g!N#Nnx!6)1227ZKF zpNe-@Y7>Jh9~ynG$l3QFu*7KU*09|Js?m9OCkZZ8$nby{3$!?Jw0_XHJCpSh|~l;`4=fBJE)e+z0R{(7gFHv9vUj^i~akVT>n> z6rc(T>BgB$2dc+e)ZbU{O+Ig5_oVGUPp@!PKEJtB*<&bMa49qlh??zM5&7njciVeR zem@g#Nu7v49s;X2ly|%mIX(&djT|Y#p6g1$V34}iUtiK zW`HtLoScQa!1*f}8I|kQMNKLREorNxCk#-=J*_&7?&(F^PSC?0cc7~xvJz+}c&?|y zXg+?0zG7EF@x*C+_I+_m;>qK!wt7UYyS#a-ftqS$Z8f&-#Lb zGZ2550vHr7Z|e0o{AfwLy`Ku#|7kg-&MTl7>!k&iC_cj4JiL32(}RRGf3h1x^Y zQ}u?=?wyA=xx5^Ks9S!6W8EG4FB?`+3EjsD^>Vlo|Dtmsz5S{6+lTjr(ZAtPaWt}| zlv3p4J0;1k7WT4Iv>IC7nA9arkjMjM+qNe@8q+`k&3{&9828f#UfUG1EX_ zYNG%73pgMRp07kMT=9j4`P!V5!Ssk{nn%FK3nP3G?=yaNEZn*w2Dpk*wpTAF3*jBbA@ZJ7&w@W zJ0icqEvT0lId%xQi>dot&n5kMQ|$RCC+x0#Xl{CPECy4_jk637bQxm^xJJ|c`qPRA zz^L}RhspmJAZ(44Yu6ssIQni7lpD0Yp|U;nJs;t6osglaHtBg~;Jr%)xC`goW7~UW zRmAZp4M0^71_6fRorN9D!8zxnD;Xz?R=M{GrO;gNbe_W{Lb2rOV= zhpeAP&70yt7K|?hu}V*r&FhRla{{JhL2^~5t4I4PHhn-L@b`i5*H+O{SqB{H*#lGF z;j;J$u78B8k7rdd^hx%)w7cVvd-0$A8CyTV^w;|i$e*3VL#lN7*qgQ*z(@n_C1m6t zOk}F?REo81$DsyCGZSB-X)b@%y1BCxXYTR(O0u&r3&8WS4jd~#xC}ex#mDb1F&ljm z=d;*=>z?owPa1ei5)97yf6)mB`z-I8uSlRI{U2rmzJishaU-xyI&u4YhKfzno)&G0 z14B{#lYW%)QkwU2X*1e!?A0{#qqx&UooqdY28!(6Ks^mxfbCGC%Q& zwPk7Cs?E1g3SaXo^X)4znE)uYW^x6jw`9Ta&l^_JI?Bno z&#OPEIS)&dNCt2L?^7+)zQc!m^$@OoZ-?hIJb>4l;8Tt*2ze#Z3a26mYBC^{rGGsJ zSA$N8UOKIapi-E#^}GoqMCV<`*7IgD;l?&kkXgC91=+6PcQubaBFfZ>K{M~!bn#MN z^fD&;DlW`OtyRk$X77-BAoV+sKsyGlz>05pO>pkzTP*Nwo$Kl<42oUrn>DnSj}8>$bpgbt*u_;NyKS zuZ#0WImz0tv;@)~bx0TUl`G2HDXzkz@_wcYzo2;kS)NJnS!K^B>8d&$HXo^enUCOJ z(u!Yy1dlKbU~;Ia(=C2XK$iG&xUy9u0QX_Z8<)TWBWsgZ#0~xaqyzI7QuT2Go=q$v# zZ{mi6qC|RGm9|O5;s(~Md&9<|%V)w1&|^DY_gYTc?!Jt^Ge^(oU1Y-nraRz<6A};N z(`swLv>(HX2_l}z)Qq2NkKG*XKzmqWLVr4ZD1>x`sOl^2+&XRuJYcj&uYB^^Yb|)B zN}z}>_g67X*1nD*&|F2Uw~Fqs$CR!9%oBk|tNwLX)D2Y<*4;*6S@kuS^NA|ZJk;yH@&jMt-z0*!LMp4 zelCZ(tZUQ{za8dH4exBS_rk5AINo><5^ACP4lH^+ondY6_(mRO4AI)S{?=Pci$RV#OazR=yn+-yhWgw?0n076ki2;aTD{1BkS$ zZ^#|r{I2wDtQEVrxZW43L3i*&3dXGfz%p?YFK?AgBg6*m1*?P2#a!#~{;>*^-wj}f z+AyVKWkU+qbJ_!EdvYZQbQWJ3!aPwufi8M`q>~SN6kO@+WBg;#B#g{6m%iT;iE)Y( zh#705rfT2|ciLEq%Z=yq!q(1X0SeFDu;iErIUNcUR7Ey(rV+UFqcb_%Gb{ zlNSyxhnx-_5AJtet)MoI^E)ura~&e?q_|5pZvA79l;xYWx z^?*A7-4aoO(*VW|ZrM8QD>?ov0&y_LHOm?%7(?@0rR(;uNAlaSr3~;8O6SVyi$MMi z?42++=Vst)fMOM)^(wKkC|03WXJ8EqaRG_;?I)p3PD2b0Cm`mMuMF!Hn23V5hEn-z zS|9=msG+|CNSntE+7=TZE72W$8&>6OJ-9-QE<1*GciPzl9sB_wmN z*PlPdYxL)t7!Poo1+cmFQAM*lkjuK|OMI_gLfglCIY~c@Qfmk4L8{4F%YeNe^&)A1 z&EWV#d6m-#A#ty=rz zMb){`)47m*Cg-PA1MdMwE+k;~0|mdtQOau|h-Z)uGyc7@VwhmKyE#C~4DXGHhxfgq z7>K(VvR@jJ5;9t=F(M;{MBn0Bzlji+DPlO))KY(0+B*qZiPL00k-v2RgoN~a1;`I% zjNu;Qtz-hiGdd|2SH|T*HHCzPl(ebEOZ0YOd}SrzCuG{HkiwjgQc8&DwKf?&o!r_* z@KEr{3obmNZG?5f%x)Y z`}GT>e)C_tQTcykhZsOF)z`1)>!bJtgmeGi;4P+r^z%`^I4Cn3q_v9$Q`y0S==F;u>`n5-!eGgPuiF)V!ZvWs)V&80CK)nQ(gp(Uz_thKOg#YpV%s~Cs zz<^p;S4VY394<oM4SDz-e=nh}^?%PT93E-D%{u;uwT*!B^>`m-iE$-d|?q%rgUeBQPS z9VNW!w3h%H)#`ar-Ny}Z*$B^TDyv^ZajvNRCoqZB3MRikz8GD{_@HmO((Wgp!9D;g zDS)HdFU7TruKV&IZv;DlWl;h2J78!zJ~dh<>nv`efzyxz1!#ASU)o6?FNV%9hWU(s zOFJ#mpiu|x)563;!w2{@O@3>t_rX?paZQ$qOSzyvVLSfd!xQf0gJvG04#SoWa-@Zr zH;iHKxAi~a4=5q9CbF>F=15eK#Mz$7PgDs#(+-+CuaAzfK;qY#@Na+D4l`gG0AEV* zw6KzUOv4Ei7Nn~2TJ)_>_=)E@-&LNyKl0Z~#IYYglQAvirogxa2g?$wUAoM51Q#$V8qUFCUH2Z0s9s{>{y z-rEj~Kpt}CVfx{y{`T*S6VR2gc!#o^G~E-H%0li3x`HfsmlQAQ8=Nao)tnVFtm|HD zQcO*3SK$-@nhNL+gWdFyT!(MAau{8eFYTnAYgp${N~_Z6hQDQ zD=TT;JUk{B7l(m4p`@aMsP@O&CkVclS`TnKe{;Z-(jR(W>PH;ImD?Bdm-VOK8}lM$sHg z@9NH~0PerCwu-bm0F{iwzD*7}=qKgFUgA#M-D$Qvx~xW9?Vt!t$_f|He+m%Zok;I+ zSw=Hag%Mi)XB2sW%M4i9o3mjjF95vhk1$s{L)rM1gT%sj47YoB(5S@dXhLO6{@(ht zksq|HT)Bx&oFuAg# zM61p#nLxk?NR|JnHl|S(x(%$LDwMm&_|3ligwP{|7K%D-SEOhBA!w+@>{5Iq_VXH$UOO&assZQr7Bat@&Kw zH!{Pp{n$VsrMmaZvCuvnX_~P`Ulc3TEQ2Q+1-{679`5`zR>h?F<|3Qr)!PPsyO?3S zIzS(5YGuVDaRnosVd4#Xo_NJ?*5cXRL~7N+uu`nSWgWB|7uh%jHcz+G0tlIDq zw|NMiVteG<>jtOGlHZGbd~zX}=JL(l%RH{D!bTrdLO~09S1MSI1g5>nH~wWvtTO7* zQ?sVzF2n#jn3HxUkC0yJTyPI7GZbRNfbPrBktea$A)!8wb4u`yuPa+HzqsL8ESy^X;$x&!vlB8nvegHHusvxB|b<&_#+)YV&!-fLsk-O;Ua(&Z{n`nm_EU(DehMmU_*@USx z4I2aSF(0S(8sAQcTBL!ciw-6&y1RP{9XbmLccXOOt zIp3f5fmie&Vh(V|*bD+5+!O^a)JOTxa;fZA;vPttH^G6;Y;|zxd=jk z8zfe_bwuC?iYNK|HOh!A<$_Y$AXaj5ez>BbbVcMnV}M%+hjA?I{O0oQeCyS@$CtYt zW5!6vurikew$vMGfe8KE>$>=LmH3b!P1j8K%-~>T)crC7#B_pzM-Gpp742w=axKHMnZ87`ho2Qbfq`9g`Rkzq%>07y3>c_fLw6KoCMTwzF3{g zB^trgNDQut7LQ}&Yq)91FzCMjt|p69uq4IPp$ zy)xpshG7|QzsjcL8eSeVTi@T{<>TUC9kYnp+Ox5l!0 z0GSQB=!juJ#QX{@BbPpjL0FkjoPH(c%M!2k;zF8HN|q}-8{#LSmh$7Xv0A1|mBh&T z%I}|ykdZrDi6#jO?}DGKA#NAP@C?Dr%&=;-UB1fWV_e(81GbJ`Z0XDS2k9Ghrj499r z@3Z3k1MN3%j)2-rDwjX-zio7x1q44<%K7RC zCeQh^LK>pDwUI|+3)RLNhz?3yDKS+x%%pgg!;dQX3V;4er-rRg{F4udq}LP2(h36c zJExZ4TbPEswP)G{aloP6b?=*|U4v|a^_wE=l*Td=`T$z6p~(69J*2gwqH8S1a`ZQ;TPDD>R&T%1 z3!2p6b)fn`rzc+<8dA+zdH!4tw)@?kc=AgaJIA^K|3DW2vPbuAkiGfjvR~1V60!x} zZ>U456`J#*D@iTbeCl?lmG_>@4c($|Drs@d+Iu)9%bh`^s=I=yU)6Etd z1c$E0X{NcJxb_+~Et6F!?z6}8+>UzPc8h-pTs?#Fbqo-C^hjx^+h(p~Uvo4FM?Wk+ zitWqlfmirPgUT~o%uguSZ%F}&sFbTlRoMUB0j7UCGs}zP{>lC&FI#Mi$_J(-9pS6N z2I--F?Dpv4j{w|>t0e;5yVGN6pwpxIK7k&50%)%a=#(Vfq%!~c1L(f1Le0+4%z*V7 zz@+(V?Nk4%wgNs@g4n7RmZPE97B*OEydW*h8tS0y><`kJCT3=Ot&6i?YOfV5w-Vvu zt^QlWZl{Wsr%i0bLGg|oNf8V-Pw3}=jm!7}=Myg!C4F}8`1{Rq-fdWmG7VOXF`@l` zGp)lk1Zz`){yOVP>iPNku$V|ToxdMEOhISCw}lJsesx>rP49xa1uxIe!BSVy|4Ga0 ze2?M)IQ0~J5CdK5ef%7@2{ z4GC%u_dhco)%WC2q*0Q*hD#gZ_U=OgkdN1awu5?bxB-iEQZUVEc3~aNIKDk3J|H$R`X+{WzKsRygv$0_b&(X$^oo7I-)yS{z_s4;E{mn1& z4uQbJDfZt1eI2B58dLr^mN)*F$8Ze6y#B9f-`y_TYp-;Ze$+6Vsi1ref9ewOgAE!= zg*IPy1c;ssT|X(muGhD=sVkT1Y@@CFB<}A?0AvJksrqrY1svL-JeGVe3a~n9)d=M8 zL%&&nCTfKndNA4ys)9jlJ*zDlv0uGNykB4fET9xX#RHT=%-!h}?#dYswTGvph6UTZ z`o!yzCr}s1xIESsa&?5+ZtH+yRr|A*UEF6_eW?t>D;=+EJEHrQ9N|d;XQ#1vI7t4D z0D+|zm@^@0n*KfLlJ5n{aywIP+*=I-0Z&ZIaYYndz_pw@ z1oVFB^0SleRZT4X&5^OjXjmV0@A@sc2P|we&*AL*GP|FyOPVo*V*r28Wq6xb{_9KXNR#0Yr6A1JOE zU;&wB!-asOgSx^eBz-*^AZDE*J)&^M0nNtRQ6?fh>meAR^&vz5yV`3wPE zw;F8X;t9gn$G$)lY=^JdO4QQe4{g<`hk&zhy~C1C%ezHzvR6=07`5RC0}|+P561!4 z#>R#jsVmm61_^28{7I?dP9suYGB2^P5ForhqkWSxOWNa>Nh$$-U+am&znE zg@tO9jLAmXM+}nLjrTR>t_QTmaN9}CN(Z6gx$RF6$532wWyhm8W82>ej)F^2$9*}W5{=&?pb`_E`njhWpOACcQGw;n0skkhoyh zgWbY`1()Iq#9Z5xMVYMenxf+pM|X06=L{z7GC6ZgLZ9|fc4(t8PO}(&7+^>*(w>^) zF#cCY8QX-2!wtF1;Og*G6b<*1#lBufU59P+ytZs0OS`4>2aWY+cV9I z596A*Fv{kAp2IO{T$q^V{qllTZ$>UwKSU^m*O)g5)qgoEnD2pD@&?BegOmW%yZhLs$@be~C?}G6CRQWq znD$vlB%V0K)p-=wJIVx=p6zoMA9sWQg&7$~T9)X^f2hH{_%}U@nyaGHzB-r- zMl0yvV%6U7?Zk={j}RxPx=EH@bDCYQmu{?Ch%c|>$Hn(4A6PJIk|2J6t}3&n7j;m} z?}+CRATyU=C`~EKO~^PRXsrmEZj-wpYeneyUTmTk-iq%6c^{JFN3V@SK|&ktO(yx;FU5r+8G z#z;}FwH=R%s7YP+T@DfvX@lN@x);Hav?J%4-zb)Y;iV&)_@kr5TixQ%i>J7yEuI1J zwK?v}v(z4s;kN=zbQVOUqqY{b&f4T}#bMIsihB^MP8a>O?P>*BL;AweOI~{TpQX}z z3PuG|E$?Nw$aI{RC(|%E0!4GR_k|6#Y=oAKmgC<6gyN{<$sd@?6EN0re=;NSB}qCu zG69tyB?e;W+DTfWXg)1YbaGOhMU*DC&k<_|L+V!K=w(846W0EZR&+CUCFpInVz+r6 zZkoIfW=IB9YLpn?t~pla$E~JtCi=*U5c`Cq8o=861Ah$?3mwhHx`Vq0d`{^CYeWi*~leIZX zqp)g(s$$;oQ5^G#$>bDSy;{i;dD%pK{Jw6Wwox*#ywHswv9Hgd+IOZ<&8pyvs^RJp zZFt-tqd1#S#Iir$@k?%vE-BliBE&Iu_@O}h;G4sqRWR|?GuNgxjLN_SyXIY)=VW>6 z;#r7HZEq|@mM2%F$HW^vB_!j1PHDi9p#oZ;Z4joo9!B7Rcln?QacecGA`$~}8vj7< z<8l5;k(e~RWzUqgwECvLsU1$u&&#T*VSO?Q8;u zY^nhB4h>bhNtQPyI@SYPs=K7vn14107o@ zS+6a321uD5^hojRi>iPTu*#m+B*r`of&q5ZQAIjNTQK9yC<57VK!F84T-1*8MuR>w zcc$#%+U2^9!!uHjCq40G?9!joJ%rf5c9!KVE`)%52v!(b+VS~+DgY$0IMM&EQw*64 zj^qT8)W;JBC&@Z=sa1l;AV1H(%)U@DDeH#?5j1i~uXi<1e5ITH753lH#PUm&R1(-| zx4IPx?yi$C>EW%lj9~ZeSn#NO4w*;JoSnk+^e&9`-=tR0jHr0((O(VE)Cecloe?D@ zn9_LBnPgC>-3GPwA+z1A3$wf^8A)U*c%ZHGqFW^FWP-k^l*d_^V|fuj{q&rn{pS9?*0I4QeS8za(rr&F|nilESDz2!y&` zd*6z)%Hpv|TmAWgN?f?e4M+Bphej1qN&!q(i@W_@Nd{=N-n*gvd=>+JK`9gX!>{N- zm?`)j1tH&`!yu$v=p0oSDZj)#q?f+w{vaT%b{W>jg~w&&)rQPG@SqSa?j4bGk#&rT z4!9@iyWg83dE14d@eXN^py+gbfBNWNKkW*8>D)EvP}t%6)eogTz#Ol@K}P8ElmVwk z4&;`K8K+S+G{10aLN|B{s>6pP!-7jSkb(;JGk8;h7YWT_2%8S3U6oE4EDzTpb?cu( zG6U^TnO<8~2V;*Bw1d4+ShsEG9k`eSrE5+jCBlj%ATo6Uy6; z!6+B8&N4!53=itOZa@g)b@q0a*Be{Yjssmdeh^-d{)8eM_VZ9g;M_&t5#|aSqLMj9 zFt#;>sRE{1pT3#@^iHgKWa4@Yl1rf9_j`Z5E%YedTG!vKAoy7Xtjy#*MQ@8E-^yxB zRJ>OniuBU<_}j&tb!pME&A`=Eq_^O5fr5r!%HZN`bDV1pa^T2|{Zp0#`Q2N}e``zU zFRV>eZ%p`Cw4dEbJR23e5y62geWPqcZ<{768}gf86JkDUErPQ5>&bu@lDTjjk5quV zRoSE$d2)+BeUTR0nXx%5&c!U{g#76ZkK8f{U8CQ5H!&y=UfX?ypc5@IavRHCfjg*N zpp5%2=0hD(-29>q1o~Y7-_ixeuUqWjL;VF|A;qryh!Pq%#}H!wp!0}t9qG^&L0!KZ zxm7f!@y;rx$KZaE_2+UvE+n+R4+ zs&|nHn!1qcp-&~HbS|0Y?27cIP-9{rp(tq$pgu=QpEqAit|FEdU~_?bk$T|;-0w7)z9oXz15o? z-4Htse-$16HH%hv_Urm7^dvjMod12$7`(GRPp=zrUo92z#wsk^cz!nJOcUg>dVm|R zJ@G^$FBKCpoWpB^V-bG}#hStw@!M`ELAYc=>v3orBF+@y{@k2kiq%DXmsLX9N%A}n zmkcXu?|u_y4LMI8!dC{>@vfQ21R#Y9h1d?B!W2RThZMz$~fHXI?^6JCbMrq%U8OAnL5*3I3brgdpy-2IWR~ zPPeE<rn?^)cWW~D)flLGIm3x;u12vt& zJh{b|iXGVk89MJ0EvkuE8Nyfb?>}&f{E|LjAdrPPl?!%!u8mzq7B`w*<<8wP0jqTd{7aW+xAIOUe#q!l3+`HRbU)^04r0ejnGtyM=U%Nf8Opx0cjam~QXGPK! zqT&2A=sI0)Pp3|G9w55Lg6^K)h7w1jq5;pSBoa&?x}bvARr{Wn_$ZN~_OzqF+vA7*#1xTn~`S6;F@AMHHY?{2fTZy(!}jCnhUXUT|KM2@zL zRWyX$o~K_G@c{$Un~b*m3u&eR(0V8f5cHq@{CkbIYo-#wBdzke(LRx<|}TxeQ$x?eYF z%|jzd2lw~(fVl$*0-^vl{_@j4$YsNWaHC8f!aBml$KWAhlhtLNSwXiO0|F02=s|zw;w)E{ulXr{orML zQoY)^5$kF}G))+J?3)gG6w#p0@MHRR@0R+%G98^`hpK!0NlZXVA;tQU$VBgT#j_Z* zb)^tn?N40%4?g_Q1rfyp;+FwEWdncdTmUc3xc}dne+qDJE^9V6nw$YA9oY8<$Vht@ z)^_*y-szx(ckMI_Qj@#^@~r7;jmz+A3;>S60KA7yF}7?)%t-OxgN>rv+C*S-VL^8^ zt)5NOcP+98`OUwsPruH5Oa=l45+Fb%MRNijZ7{DLe%Tl=b=8kdw`KS)eGoTA47S)h!1k^&%fgXT; zXtwSh9TC@h>=OQSph#}dz0j|Ee9B1yk7a>3xc76 zdNCyNl{4j{kJKRF%6q}MxDb!_oE&1&{NHKq=byG_QKZ)RKxM^q_IVxJn2I4+Z540= zjuxXB!6Oa@)2=Y&;Y_YEAXln)Tv3EhbdXNOzo`7Pylj{}++F~2oV~o@5oo~oo3YBL z88uy&QWjaC^%6M7%*8C~x447qrq}HA+j!}in?N5bydg`SSg1tbv^Rz&^G0xH47c}M zXAD}=o40eJ=Pdf6SI+ z_U7!GbYpHd;oF4|g^Q*@ZX0vq%GDQNLzG~eNU?j%i?PfR8?t@+-~T}Pw&NLeOKgPB z;16<2p}$Y61ug3$#q7P|6vChnA3ivN=IO?T_o*lU;)h8E5Pi*4Mx+VtfgNy z&^R(~P+ZrDJ6I*P_;v&R6(c5J1KtRZ6G|r1SbWk0@&UEYo!~I z0@Rql?f@2_#@oHJbPn4Tea`tS?^x)o1W)3N7S|Wtx3QL@>yTesYV+H6%}H<{2H3!a z?$=P~Is$~i(E+Mwf@X9u_t*Nf`=5i=p%G|75ko~K?lOFc+b`#BcbZ2*BYO}GPhDpN z_9?%N8Ex07s_*%`v(5rQ>;~u%%&W{5{i-+pZuwMJ)&A;>QykIGxdZ#rMgB4im&0Oz zzylm;!F({^^qM4jaxZJ=&r>faZ79CY-2? zx$(ID?tQy2&rmAU_Jkahnp^{pV7aK|_oy#=t> z9swyINX-rs<|@DV5gPd4n3tB7K{N9jw{v`eLf8l_n%F$YV15kkaWMIxMlbr`{ks|W z;GTsaxIzBM&f>G81SXu8xZ&L(4KHlr@DCKO`IOss7aLbF`UL+tpJK<^hJn!bS{nP~ z2k{=b!QI{L2f(dF9iPPH30OzuJSaBl5sO*YJ{1-z)V7-7Ll>n*EIg)O7&^Fr>_0LC z8&aZh4dU8`FTduTQs&qXCBc^C>~zaqKOD|XWH2S}0?ohg;4NzfUo?%&k@&!!4~2-A zvP#ji$tr6>wp^1AK=#OqAkg|trJNWrFbWXHiVIDq(=zFfK!-LtmOVF+?{D|3 zN=iy#3YcdoR*!E$w#w-++t_LlJh8BW0kODBQg0Wop)Wd9>j@kf`cq$g8f9c?V*27H zNQcPPEAHbHvMQL`3Ki2RDd|PyNCFB>D47&KPEAsRfWyQng=RHiApmmqDX}bi3$YbzSFq9>>0~eXX_cM;ZJCeaF)J!J(F5 z(s5$_`4rihj{(EOR!%=!*eNMXc%J*tQcjO{6yoe<^}4{%RfAtLd2EVi&ZVTLzI{I2 z&Qe)f>Czu*w0pKu5A9slu;5WqBqCRR{fapF?W3LQ^S-~VyF9Qy&-PSFa~{qI>mIC6R-dY!wB_5QrSa#iWAK-mCmY(< zeZKj#{*LFW=J467tFqmS&Z511_n!)Me~%uc&7C)Dm$>lQo{RmvdwukX!TXDY_MN=L z%A+y8(><}HAF4_oeiMuR&CZ^yLT4Ksl>YIzTcP?Xb37>p-WxY1HDhjlJXd~g1^rgo zmsBR}G;l(S{D*VT?~K|hjG9)$e%FavzSErZ7wGA6L(l%MA!x=A#zm1)wwg1r~gBzX)?>bTu#9*GGp`qxl zWkQ%#AU^&BI=iuc507vV%F z`@uRPCLVbvA3=;y)b5{jQn03TgjF8E?!%ci*kw{ z{qfaK-Rot;op(#%~=J1P816Ap^ z?wT2gBJiZf6`fz>N#&C#MX{Tow)Yq-rH_`oxE4~?jYPpchi|+I+WN1(HhW|4`|6>B z@IT{~il-JVP9OfY=6^Pv=EsuLTf5L^T8Y)?*KF#}428KAT|f-eMSd|my)e|^zTfZK zou^FY9%IV~oP8hF{UDHk)y!G@!$B|jbYm5+<#o6*;=J?ow+2|Ar#^7Q zZou=Ra?$;ZSwhXLy+pW`=;WK#x?{tG()+i%=xAyV@aDBL7n(||Qi@*Dbm%_P3g>Ug z^guML$LB+5x5VJx=k98QRapK*QEf87rrWLCO7?DsKd$Bsdb)1D!rp*iqk5vZXqusX)Q-CCZ9Mtzr? zn-Y0!`)`YyA@xm|Bc?TMNjp91(F5kLgooN^v8_UbV#kFI`^|I3OVPo50 zj;eLYBX+}$o7x=SZwbl!!KAYGzC{9#pxA6$ur9CNna9DwA!X98HF48lM8T)WGqGIv zAk4}@QHO#1)cE5Ad97i6eP;xaAot3>KP9u>O8G~-RgLYu=S&L2NoE1 zR5zZNHAp}rdtjKMfAVDe=3X0(0r!uJ&8c5BuD0z+Bez+hNMWEiwl>^RP1q`9UBO1- zBzb8?#r3AyMz56;U%cQLA0Jm2P`ZD7|NfO7o_|jUB{59f$lbYjZ{>9SK}Up7^SVTJ zoTHm_Q<^NOZ58*W{r78B5C*2lIdJT$o&ggO&vg^S)lH8<`qxNM&5LYE{b5tK>({ zo~6=P`&W=jTSADLUijNd)yXA^JXKRubH3sC;|IsfbNIs?+q3iY*TFwf@^MG!<^{bC z4LNm)jzj9v`MwWxbx0j>AC0KFv3R0D-Joo5egA@QsR5<{4)fZsie8KtZes- zi_I)SWt~b^$0LvjLchamZsao7OYmt)Eo ziS32@4NKEOoc<|`&$^j2e%`Jzv1BWS2XbKBkt;=W%L56ePmb>kE=Gx$3 zoavRBr)O$<1DJ!f%vpV5Em*m7rNZT54z;Cu$2(C`=D5%K=i1XU`H@H7%`rtHRbP*a`OZ_EJ$46%}0;rkb&E!f>ATZwrNfs^Z0T%Ptw-xsl0igW1+7PFh^+fOnV zhJ};{F!R(UYq2_wd|^f-WfdTV-Sn7Q-@rgGI+ymq*K|A6-Pu_l-t+6g2ZB3y3c!P0 zMeIyiDZM4vRu~t$$)WUTLAsL6%BS`bl$`^5So5pR#)ePHspQRQQD{Sh!4u;gYK$6I zx3Q6ed#G{4z|jqc8Ju{js3Ofn2M>nL<`kjQ!At6#TK6z5ZO0t&1eeox%TInyR+adS zPcggsQtL}*phC6RS4Oj3Hp?~{5Bxo6<=;FDEs;Tv#Je` z$ngQk4HGh=ZGXh2rER~cZJN@!@Wb|o;}55*H{S=f@)f^(Q?0le5pj)VAZ(^ikKfD~ zupDTLdohzA%J5s&x3unu<4G$%5)HD8WS%~%btPHse!|-`2J<%GmXi4*o2*n95=z=laE>u_zEn@`V!}iEID)N(y)^?egBTV>SDKf8|m${eSo!iHs(RcWVIZ%>HvL z;~pGtqJFo<)YT#Re51tVr-of=`fr~DxNp4Ssp*u}ov)=iAdJ6iY928*4nlSL_BJ*$ z3;_rBH3INufZ&aAVhZ zcDgnN72WuQnwIQ0JejL=!qct0@|*2={|0?y`R5x!L4!Z4y0)HnHTGI;-u=naQCW;_s@d|H<#sPudP-~a-^>=JdSt#w1s!h%KnE4V&~j2W5<^T zr?8-)Pu!m0F4%t_Q)rV_VNu=YV;doBt!F)ZS)=uPwymn^=}%YWTr4taTW`GS|Ek#- zVE?1HMTh3juca`d2rMuy*3EMZKPQDO8+gJ(%q#BJ-_a`s(OC)$lZn z$8^2!{!5j1i2;*}#f`q1)g}~5p|1bMfC}}E(v3CNdo(joSbQ1?xGpl)jmNPiQ)a+H zqw40YU7JYKmqeKXM~$k8Sv&H?N ztR5ywH`xD`xq1|k2 z)@!PZY83upYvuC&=k=3+?(?T-ozFWS-zF~drm}14WQ6!3!!wtI^M5T!IMvpfFUswA zxe!S^E+e6$vPs?ai2l8=q4bLv%X)9G>2?am`)H>5<5tIARQQG49YpRrd+wcCpFAs9 zI(Byb(1@$L8+!7Rr7kHM%soj6SWRUdE39T>>#x&gdpl@wb7@X^&?h;pf#qiw6cofA z^v@G}d9^>YeM^ttJuQ5)xAs;}`!7ygC(ajZUj2ROZHseT*g=1(ww*<0#T%sL+{eEw zF)rG>3cnP%^80R$rqgj;X8o&xUViqt(B&)E*LgJh?gS~;KJ9wpn>VNHIyNrKQ#E-gnjF!nU%QLgOpj}IGaMi3he{>=#q|JvR^EhqfDi1m~eV(!$ z+)PhRYu4(*8eDSjLEbrGtUMI(&Sb+kUQgmHu>L?Vo5~sx#yMq4kyB4t;C`MNlz#c* zhnY5xUWRJGxeH_sm@|>ck*SUa_Hdonzdz=`0$}~IvrC&;vySTpOLjc2xUF+ha6)XK zrV~pS-s*n^h^|PG2bK?0vkI7H9Sx|ZhEB|d@=~UY!^6b4yQls=IG)jQ{=%SiM020= z_>8l%>4L?!9;bJC(LK@;!DOfB;*H~!6@E4KQ;g$GZbDL+QqHdVf1#X0!7@Z1%&g|WDXPD0&xIRzS z_-k$X)tmmdC$@B4Di@#|vgg|QVRc-S!k;E=C?}h)e51f#{`yzG7N_`@Bd9eGAwxcj ze=BW0uY7Dv*OZ(g!tUf~VrAwlI#&ndD_70S-dd^0dwg5$(rM3psvEeM`M@ww=zh;(o18tGjmHsok{p?< zRfUzfmLrhx@>4AMf99o(C`-2gPD||ilQN{_`LD0WRpgid`|JPzPGbl#=LZxTBhA@& zE#)?W;03}hJNKN5f+Jl63kq;($o8m&gz%mobJq#Q$|0w+^Rj4Xb~W_v>+d(~C~%!P zlO(@KO*Ho?0L^*XvLUB;&+q$J_gG zXYKo!8|*fR&@HvSx5|~canVOG5n#IB%kfiW@lnl>nJ6b_W@aY(2kd;}_>6R7PSa zW(E>Sr5=D1(^3wa`8B9NVrz0YO~?#g`iuW*(f<1K#F-<8hCLBl{OUlNDw6x~4upIJ zHCFR{w?dq5!P4SfOP+0l3M1}THF!8i3Mx36z1P=W1AlqIlqryfuMFIF2tB_G#re%i zr0ry@uuMq(qj#68+_$-#7`duZa-pKPJ9uQz;<* zr|DsaINiV?nMrGVyegmm$|pCC3`rIg`|Sx4{&mE*R%Ih8h9N$7?rh8`9<{kHY;k_3A@dJesfv!@yIzlEE&uG-vvllSg7@;Qo!ipft5 zE2W@cvOYievFrw)vKNq?b`+s)Pj*X_ia?KIk}b zPmy)Vv370JvuCTx@y~`&jIY6$$qF*C-4!)$_hcZr)t+=y2LryRKcEw(Qu!C3RQw z{EzIctSXd!c7##Bpx1Kln$c={o9873vx}l^`cJV#2o;_Fgx{^KU#l){ALISA^BW;hafuvcaSVM3xWQDSsmCog}KpRXCoT+11sx1p=I=eg)3a zV^n7&6g6Si=~?*+4?KCXW7L5R=QfMXD)I4XqikB9oi>7-RJwSAlCSIayez-5k z2+_wTj|Zg1?gIyy&@vPP-gO-oG9L@Siulx9FXitz*-Ze>gcdXogA%xL>(*)y^gtQB zLL;OZF4UltYs+zt@tIu+E#)ZN!_aHcje0yE5mW}(6#em>0x!!v=KrjdzqAfQo-bOw z=>)vyWl+|c$#To!oN^Kw$@P#BTmV{2!M=xvmxUgq6nsD+b|a=~9zV|A;Wn}bk^`8? z6{I%*Gup{|`>h{Zrpx;s%#aSeM_(p`=8Vkhfm)Jbm|4bYWOA*g#h9E!h?2khfkq(G z#^2GvN^|wvcvTS_o+L;0u4tqgKciEgoVEqybWpnd$Rv-1rFqK=>1WPAT9$W1!qwSL zV9LnBNz2sC*GmnVA+~6-;8k&9BYLl?OE)dAk`n{T3bBfgTd({wA^#+EU`Ufc-r_XE zsqrg^jTl#V1Hq02*zPiaZ`%(_4t)&J5k<)Gi9+|kRoiP-e5a>fJpO#OBrfTH6z=9z zfu*M@9u`r83S6F?rR^Z8E z-8iLgtlW~DLKmU66;>(uGD zw>Fa1h4ZI;2&>a`G(F-wYeZGv67=_J9KH1v0ymTkdV70&7leT>2qsvGiJ-=iIlw8l zc#{}{saD>j_55gdC$|jCfcp8@>xARS4YH{-28&{fp_A9SHo=>iKd#Ieq9 zBu!R#x7jaRj9UUXoqFQ10G`C!P+E)X8`gDgZmln^qoFC_vAj(zJ{nQAd+FtI1hEw%XFSWnsB#b9+Ik`;D*uSvEk%zAl$Wlq3 z17rjbsKds1CEqGx-%{@!i|S=*=KC`|8!hnD5!g7+u_#c5&BvmG(m7{~m*#dtJ`;h6 zMD9P5>x269V<70d5lpnevYVTm*QFgwNE~oE>F{>r`OYF$s6m8OC+V=nn+gw#q#A7b zW%1ufEb{bjdP$RMZj7;qPU!1&k>(&@Bn$8rogn-FOry-p;a652WT_x8Ve(HsWgxEn>GjZwmr+8n#&IAIKp?H3Rv1@Ld zV`I8LWYDZDt!!~RZ8kgFZ1N^)n-RE!F*Q(Ym5;=FB`0yLx1|R#i(%ty6<=L|;c-Q1 zr4QM8sRm{cxyUM)J_;v{_l(|Tw%zM)dD8E^%(Xq0@4o<@@M8={qf zf9LOH3y)!pz)hT6 zJYlsiM%xP*j{Aj94HAilflD>~7Z%xUJhpR(0j>y; z6f3N%dXl?b>B_I`6B7WrB^(+w|4LV38Jht3E^>vCf#(m>1 zT~117d9B?}N-}3^*vOby=%d925_+|>n<8opDTxTMgH0J+^0pmJ(=T-ZRq7E|={{z{ z4&cVbud)uI!GPP_t$MfLz1q2fFKKTUg1_Cb`VdIbRIwF_JGF7+#unfvVwWg8y_E>4 ztZLJO5TQgqxp&Qt$1FMaBX`&X)^!tM^U6VCflxXYUWU8x{jt>`NOF_xiv{ETdEEd= ziorJa#oK})I+SoSV0lIG8vEvxSGuQ~PldZk>Sr2C9(LtmJ6Q@%S>tr+r;8@v;AGyqVlOWMIpT7#YK5K(c&iSMANGxN zpJIdYxd|fAAIW;7XJ8;qYr6tZLOr7?KxOnpHts3`05&#RcmC9Aus%SfM1z(vA-{1Y zYh`3))Tic!GZStBq9Fm}YL3PGLx@Pkr5NYg@F6uq@(5bFMwF&KSO~al+=W18a&<7X zY*3r-^4+_nDww4A>eZ`gMMqKcfgsBFARh#vUi{9fE&NfSEX?-8g$qKCZxBvQS+> zp-^U*_G_vif%ByrMcs># zPgpg^q0gyjHz(V67JYna9rVdiH*Jlo+hhqw`31wcW7bm@2I_3boZM-A#THQkR>W2Mqx}t+bn*N)0u3&;JXJR>?3lXExZ^LiH&S>qq{>dO zB~>UnPII%{@102aWxS4ytNBc8!r-OmmKnBTMY7Z&-)>#UgibJn_|HR{$n|Vy9my4! zTr-W;vDNyy0Q4s*po%p6zFu_nW(P=!t#FO;=E0`era^@Y0V0$3O zqM8kC9toRn(^}f{7fBp<8kEGwFj_#o09auVu&6pSe-OhI3Do4H!g6KTSHn&rV3W)g zO+?%h*?YZ2EWty#oy7?Odm1|^byp2cBB!5!6$}wBT3U36;_fuuxPSO|aj}me!KW}z zb-z&^P7YTKfq{=9NjwQK0opp#?1LcjkOr>n5npO+m-d_mCB(w3Ah-~%`4%ZD^@QmA zViQf(-jt=NG~7wN7I+7s3)aVnG{f@H&rK?I+yXpT;`B0+GHS`mE}GHs>}^FlPwg6k zsnQ$N#lGM1gh6_TO?9v?@-$4$KA_O5drPtFZy>1BsGd-6Fg|klu*wc}D0yYUv2OMY>ofapZEcK28GQgOJ{Yq}1^(dnth=b=$Y(xAX1enA)>Lag9?r!c-P*FB~-wI$YI~Hf&zTq&{Vi*&mMxZu~9ZoJrc6eM@~<5 zbi?-FwW7)%a8)Uf6s=BC$efkXs7bvBMV7*}~WV6eNWWanWF$_d0XBlQ;UB{7YX z0!zmEhjHKc?>z`Kl_(7PCik55M5c!coC!xyGpwLvD#>j&WkeQx)6V}#=j|-h`fW5I z9*FVEA1hg>b}s<@Z7$}9M~B5ooUfRl`7Pr%d7i{!d}^WEZN8(1?s$meM4uPZ2sn+{ zh&uAL-aV{o?Y!9u`dwFN`ngOz#w#11Z&`6LR)HOgeZ$YgF&4m%9}z=kE;MX7aBmwe z3dgDytSa8%f>a0Pqa6SY{7ti~F<8MH0lXVQ6k7=%mchnHYxuq9?LWjSt|7kzY9VYS zyO^J#V3b&7S$2^y4lrpyTKIRFVNBDFvjZwwPOI1uBq9|r{IrF~CgPK0a(xgBWVOOI}d_?dR7*T8=b|aOPfjJM0^qip@Lt)$B91k z7`kEb@(5{dpnX6#H#>8M3c{ z-U(0R0mdRIG&FR2k0g7OEqaS;K7Fc!E0JtwLNb)W#LV?4KweLTWTJaTZS%@YNnU5edBHuR;=CXkn%T~7PLg-sw?MGx5+V&in%396}?#y6dTW&4M-dtIPz>Wiw? zd)UFA(D@4WX-jVexQfhLz0!%;eLz)uXMcoa6rfYnL-gTlz{>pm{HJ+^KDO=|O;$te z_Y-3nEO)8>U`a+@z^9C(3=o!+;}pHUl2qH66B=>*wur6NlPb^@FLl{y0QuoOR8KXK zJFfz+9Rz^BN}5O*=fqiB1MWF~&q@8sA79rXVP0wZ{pH+q_2l}~{qG_bTqicb)*hee zvD52SOG`_lQ>q%k(bAUrc&|lQ!n>dfx>-t~{WgS6^_*XSk} z;n>4L!Zay+>2d4K$LfmFsOvGYz5jhlo`;MYAvR`&`Q0tA&TCXB*;#~oEQn+#c(vm+ zWuTwt!B=-X?|sOuJ+t|aZEwJL_S`)aGj$~N!n`4oe!#(D8!@3!t)OdkN4Xu?_kPs| zff&MgiN(86lk{@y_H8Qv-wOw-llJxExv=M+1fhDqIV(=(*!_z{Cvc)WF6^RHKSe$< z=y7-tl}XLni;G^SqsYQS${`sW9+MkD8#NiL^?CYPI|3MMRiRtIuJ!?OxZo3k)rvO+0aV z(gcX1USW0Vi_n7K5$&d_b{1(~o@FbI4oS7K?wbFZeX5urZf0_xgU^Jdq@+Efrl7R6 zw0PX$rN+A7sfu!10>A_DuHV-~BB3EOa4=>`Sh~S#Q`o`9DMjQJJvYHrH|;y$TNeKq z!S92oT5?HV#}&YbB#@3mci&+@5r(p3c^`+`KL6__VWcHKaI6O7SrfOHdfYMdBcEGp zORptV64hy0L~MLVY=)s+(oteNz;3Dao_ZC3L4ZI};L_{B+K{{s?A}dHz#q~TCFWP-(vM zv5u3x)!@wP8-fg$^S-yY|Mb1pTOD5BJ5D45)YpsGFz>e}^u=*)i`!nFO3pvl-QnN& zD1LRS;>+R%MyY&~{%dM$?@mno#_WZo{xCGtG_BN1u8+Ok8v99=S@l#I`fC3D(tu^c zU<#2wLlSgOY){R3TdZb1?zk1j&sT3!{1~2rLg<2=H`d`kDg<1F*hnH7hE#3^bAr^w zGDa&gF)^{#yn?~RwLg+bWjF8MrAG$jvB{?*g`1TT8x6VtB(tKHC%#gYNu=gDb1@9W|nzdXS#Z zfC!7NgoiCfEq7!n~LG4 z40~is3pn@43Qut$8H|u-TmBN(8?k~^{B2%K3s5pN0V2sL9zs<9wiF zLh+C;3pN_6Kvsb&h>Vg8+{Z3>`DJ8ia_qr0LprXLPV6K(;+KMwf}pDPLa{6b&By!f z5-5HkL5+_H zSqSX}%Ogn8YtaOCd}W#qzbFT%Y9|mp&+uz>yl)S9*mHr zq@R7e=c#IcyZyg9#-aykCC(b$BqS)b}!_|XR@}F^w)WQ@9-ORs;R|c9GD#Z zHP2Qct6)O=`Z^hE5{F43Lz9aNC>>I4`F>-*Qsjm8)LIpg`O%aTFTd@2fIS~ErH0W69eKIua3^DvRHhl@Lvw4q- zJyUZw*?FQo4Mcsn8Wk614C)=xKFkJ=BYQT=5^3CO4~Bq-5ugm@vxD3sB8LEm5(g_W zW1|(CZErF=CRCQ7z75B8nJ&m7-fzz!gsOuOC<66+Q*skYBDerE)Xe0gfU;T&ue7EP))?pFDoNYL@yrWNK1AkRK&72~k&oOvuPD z(yg06@lKL7Q31vh?=T8w7kuV%eCE?|2Ow_xLB~0Il#}AuF3>$JL7w^AEyw+^Bv$X7 zA6r2z$Y6Ky+k~f?Mk&Dk;w0c7X5;x{b`L92Zio}79SvgB7`ZpO^V|+IGw%L$VEaaAOU^d4x8mp zIwG+Du+M|kMViWx{mMw6NK%q8GAJnp3DX7xf2uRBdI_lzQLm7&fsu^~};_Qg;EW{N7pz2r!duk;7D%5zK)nXu|pd!$FEzNa~qsDmvdTd#K z42B%qU`cY3^c8f_LtM0QaO`AzT@ii=Aj}bpeF8 zBUT5Z-p$gzWTl`>Z17vIB$37_@RaPr)0;)Bf0O>~oHI&y(e>HE_YZ^U^ZCRTwl`Vf z6VfQ52}qJ1Zv|paaT0yshZ6at#$oQnv2McjCDvAzdAYq;}=#GJ)NBa|rDa1bo z`VVW3^!Jd3ib6>Mi`Bl4tLNIY=g*<#(4%(_#V0)|I?`f^*&d<`6Gg;yg7aE{-hgrF z34j4p;0tycWIf=LU*aDax=wFhck}-JRe|N#ka)4N1j{;E zxU+wLh9b6WWHdnrlAV712#`-$UVbg42Y>CTq?>w_5$&Wea6AghsW$rv%fCUEAZ{SN!pjnIVk zCmL6-ZfLlcf0X805H44vk?UQ5AE)n1OCpDdhPfOW~t3TWvSsdu7)OgI!We3Jv%f2q9(Ib2o@>!Z72g z%mR1}vubv%P~7GV2PXfX&@EB}tSg5QH-?*{!A4VnHKAVWs5w}?+I5Zs;Ut8BVuUbn zJTh!4!pvu)q6-}|=t3+b@-1-4*5x380t=Ee?zTM|WX-YqCu}IIM%LIA@rau& zMb@;ALaHTe8g0tNHUU`=y-YfVy^p*SXhRxV3r)jq+FyeKNd%3@zVy;>j;F^-$u~;N zNeR~}rW@-GZ3&_oTk5qma^@U#(xbqe@H-*eTmwycFnls77Qi+NR0F7yZ zq>0b}Y-&HONC>*AyI$-~Cj2Po6=F+UaT9}Vu6c%0cGYqof%c3Hls4&~+xnA*=aL>q zQ>J8W!!scO9GP{+m}gG1!K1pYlgh_3^?U@ozFHOvX)=Zk8&ZcK`|$PCp=+-OM=shlk<>QzGQ!HG1U;I+7Z=hFOk{GBnonTO>0yZd^tSNE=*G1$zDSIlmfjFW@{ zNWv;R7Z*KV&(Dtr44Ukq3d;_)M@J+GcE^cPrHGR^VA3I2jpB{ik_7Z4bV~N0cst#E zFf%Le-9=e$EO4TS4V^DhNHWYwec9hP@);d!9)Q)*w0C~5O$c}Y^-8R7ZF=`?wq}Q# z$5bsmQIrxaT0d-m+66WS_QfK(N|%Ei2fM4*FU_o5vqmK2!REFC=%%~VK9@qjMi(HO z|DN4{K;j7@bxAW98A}R-1*J%^8iDDC@@T;tk~heJa(csj%!=XfFaxVWma@deMak5^Xsj}*rm%z?=9(Agvo+ zhMViIPVbp*_1Rj@QGajMj!&2mjF*v}RtR+}s;;iqNHriHh=y^#{rQTT`LDviUaA7o zBjYh`=X%&|M0{o57GfBS{fJAEmzTffmj5auc5kvi(@TlW@TDvY(bSPouo3^gR;Ox@ z2L+{95+4LiLJ9=LA*KzLH=%dxDQ3LG?S)oNV8DHs@ya!hPDG$UAwZ!2vYlyhW`Ky3 zfP60K6(_7m7j9Bi{6$V($Y58O7OorsOOI8=IGY5dIm?AZCc??n2C1sxG{}aiODKK( zkp66$SS*x%gkB4*U^q%_qfY%E=1Gwxo)=nBdc8h52SU0Qde2;7YJL>n}`4(u~ z0Tx4kdF_FZs0$jG)zg^k=K5u;lTs|CX(`dB(7V*;j0XCWD@IgHBH%6#)r5;8u%mh; z?mqsj(`HyHB0qk9Tj3w0;TJQ9mPiq0gJ1v=O{OnFsfLG%P{sg{>j+e1 zC@KbYDnkhb2;5*667YKSLc;t<6!q_sca5nb^;pff9pDU;koh&9y$OVe5~Qi(sz zBUn)Z$YLCfFDJOy>ZLiaC04ZkYF)Z?sjlS}2!)$d_aONZA1U^QIqnk?5K-{(9XZ5C zQ@P0Kf4#kS6G3inrmg<9)U1Sz}HUKA)9 zZ&6JuT|8@|i{2Ub`WF}FTeOvRhb?jZ5e5+HjXtl@(8`xf+8^YF9|Vgsj%jCriw@hRou!(}3pINT3JZ>19OoQ!Zv9rR^Y z3nDXT(hsKoE`;(=7-95a+asO#!a`b6yf`Ht{qcLES`D_g_(xB|NHk>_^@1E@zLzXm z=COZ&zBO5}#Gnnv2?5Qy>jx7&CW3orVYcgm zDPwn@O?!%@Pr3C!zzrR$+%p3&H8nX5|E(6PS-@x^5vl!J;+;(%efw$<+F&X0>ws3> zgapMjh}90t`xTd@e_`SF9}}XU6C7B&oW10H;2MMics{ZI?4ZPuauahfBDfge|8zzo zmz!RDj2X183RPaX!MBIZO?9tH62)K~GAvMOfYeh~hwdt|nfx(QZ;6WT9sd)1bwY`dx}ZCK-?gCyAb;p#3`d@S!pCzO zCMG5|`H6R=1hn40duNAa-vgjZJR~VO%1;Zx3!`!?&kAplj|hL&Jv+*(1kym}(j0T@ zv)F`K7>FlDdcGfthVZ4tVuwlu z*;ovYgGYNkg$`b(_RZ7I`-pDZ?%RjdN>L=%!*ziOu>$@26-YUv(tDZvSUX^;nPXC5 z%QZmZ0UK#GxEE5IBfJoVwk#%#%iY}Rq6`C|D{1k`rH~Gv`}#Vxw%v2PE^fO=>C9}r zb5-WRz}i#`EKkxaK=AkqlSWZMN6?@sJ`i91Od@wNi!o5+{^AX4#;>JEK8KoVycy}~ zbjdgq)KK)ZEiwx!F(T&>g&u(7N1T4T8K_Cf^za_{5t+4-dYLEQyJh|VYH)w9<5_wl zSH<_gh1Q^;q;N=C|NWI@NW`uG{`!COJG;*29^d0C4Ew=>{{)l_z!(^TX;LHa+}VYa z7I#{GsQx852d4v#7Bx|a`j4?mE$pO7oHx8mBa_SLmm%Qo)@zXd+soIk{vez3AG$WF zM+MH6yGvYFnd=^M5o@Qe|LGHbYh`3JW8)EO3C@ZqpY)D$Q29^>dxhL+(@j|J+_@u| z>d0F0@EnD5q>0nJeAUm#;nybCu!(lE$YiQk^f9IL8kSrLjJ`#C^dN25)b6?7;%g!1 zkEG*6ZT%HaU!OERdYGyuv%x(jH}KroRz1E}R?66o1ra~9yJeH@S~V&!*v+%e*rf8A z>V_%dJe0(RMb*UDyd7#Hg4Y*B62I)CW#7t^dam-$=Je|u>lOzTH!)LgexXWNTAB0L zj-gzN`O^x)Dlzr`7c2O8(5QP~o;#kx*TH1lX~M8(k*Pf?jpEK+@!;<6!JXQ}YbZhY z_^5K}D2ZRkwlo%diuJn&9`MN^^)lVeQd1&l&WMfgka z(pg9S+}>XqV~Jrh`;n`6H14r-z!8aElLsHXP}-GB*G4ScfOHuCMHQeK6nvpU_~^rJ zB^T&d8ze4tjd~CI4^(+IzO>j!bLrfp%@jd-7IW>WNyDRuSGH`~2@t$p z4Ub@K2LtS#-pAV=iZ!NOR1~hxE5HvSRU3jVwh9_7(&D@4N$)_@4mrJ?eq{je4HOfS zK7Kjwpv5T-OhrR187dTHKc`d`cXkJ)2PELeBnBz5&DBvkL z40#G8R1U?rN!Wif+WBc_*zOb8b;qL9*7l#YH0uu=8>cJ8S5;LlTO{J{yq+rcg%i+U|X=iCns*cIwt<+cL+;Y%&XbcgNLJ<@7F6TDGw9$)|sAEx)*#w!pNd z$YVu(gN4DVp2e+vv)z}~4YG4Ml0FI-HlK0!oBBM^HR~xxDY2Vb5_0|_%e(Z0dBd+` zzR^_4i2`2MdShQ^6YdHgiQoMp(Y`MH6?ffm;*CQ-d9MwujN&@@ce}EGVC28uK-m@3 zv_Ae>Z;+yw>|}4&%6IVjnXl4(!#S3Jv3TBiNtManYxjq)@t_z7u@Bj*lLS@1v1w%sXd(v*{j{;0>cBivj3CWO{Ta>fiB>CRH^in~KsQBiinUP9a@m<&}xOEJWrL}KN6lK#wiGuVS&&}7K396d@KSYF>V@D5OyZOs~As8z0O?tnjcymP>JZqyPaFRIZ(I?%E1;K2GmfnlrP5!g-P)G5~U#cUKcQbY!J+wc& zoH|=C&%wMaB%qgdGo9>~+0XZPb;&ah723*VSzqi^yzDua-#ztiZq2-@(>EbE)sPXM z*HRLd4&6ZwUc>T78NP=2OMWp{|2fUY|8mW$-SRLU{p%~2lRy;x7_kuZ^G~I_tWTTn zd-YxL#9mKzt$G{g$7@#q2-}-*w#-_LlR9hP(XP=q&Bsr=EBEb6VyGSOG@JWwozH5s zQesrB@UU?}!KDonLpvFi)(PjbNlA_{{Lj}^eHnKo`OC} zJhr>0%kJIGNYQiMQ_|}*Sp4kprs$1dqWp~*w4RO>P$( z^^8hWztegw78zk#<7cw)xUP71I#j1M**WHmX%nxW)J(wZmaRKys&G9OKF z9{!~>*wpZ@pSz+rVsZTol?#Q#w}dC$uC?z}A7ShW7;&$=%Gj1Ybu;^!2jg^8B%_hf ze?I7ONdkukp9lvq?t7%ib@uRE>N9%&G(~r)6U=W)pWUj;Oso3gej`gF|B$v(8Qm!y8*(Gadx|NON8IU@rj*z5`GfK=E_{6+U1oT( z?GuBf6VHD}B-DSsK_HA$hGxNpyw6knEN{s}BaDyU`erTuotT^rdX}+;$M8*7!c_aY zWBXgCY+K4i9KZT@(qH=g^u7P?hx3KhkNjHK$9A_$?e5>ySTMzKsZ;vSS-QNFOSg9W zXRK+kPFs=1ckyhnncoq$g9n>f{=E*^bH&M}rXPI#_pzoICAY{yE%)bJYVV@gm)~0% zpKzG^!)dO!GcxOZX1F$|sP2i*B%WOxM~mk@y%W{^XpV3WD_V~ozc}167fRFN@U>aj z;-yZ@tt5u#tOWhvUqtLi7v;nyFYzhnt@y-uQRsCX+t0PGHaB1IDk^&&s6RU1)5*{L z3+|+UFUqxKQPv;ZXs#k5Ub6mPar)pC_3miPc!`2=&2)v0hgLO2zvND`;aiYg^X=-w z`|CGP*|r~-SaS5;(>cLye8}|EiNh=Fds(#C@X42)`@=c5+utpoy|wP_4!`+(1ylS- zsS1Rh_>i97kcZ0%A*nLUwDBEGS&i2oufnRcsvucDtgU0_d2(OhTq+5H~x^)~g> zK9=5jy(>d$#Y@K$_f*LXzFCG**7R2v<%8B*=p7dXx*KF+`SoSxNy9>p$9_K!(>yUv zSzzqXxW+j`LzAA`>aF}^EOxW^>CLw%I7R|SME-q`*mGC@bCX053~KX@i5(2tJi90m zedTq5&qQSOHL92U-s`V&o^5jXI&su)#p7@NL5pq?!}Q-bMIB~gqrOa4<3@YwZplXR z_9_LtTG^*l0V|K~m~p3_u$&5DjFwN_w5w?8V(ZGGsMxZePj|fdxaT&X`wy_Ta%C?% zD+)CvtW5JwLC5QonE7{xsY;6(ni|y4EO%Y)Pc;zK+pqDCHYy_9GUYNuIv02Jo#MZY zclqBH&RM2gH+g4!*4tbgbpFE0aO_;>H%VL1yb~-NraucmxxM;AOigwX%OR%#I@^oM z?{Y8i8FH?h%HtH?9rt>m?aP$Wki^+nbqhvfTMunIPiVY3u*0F&aT$jbslChD%}0}t1_bE5f*h5B2|ceH%mComS1}8^Yx71 z+o6EeBqm7O_sf+N9lj0E#@BO3%DioGyDzD2CS$n&eMXLPqS9-6tIjR{7aNq54HD=^ zO0D2&9m?4xue|vvr@Drc3mVRi@hte<# zML${NY~b(HS&v$OiRMubUuNFSnL5U=OgVVgzU~=c@V&Ytaek_g_zuk8xp`Ky=!v26 zdmT1+4_1|&V7=DI-61+YGKy(0i&?lHe_U%Up*=EdcBKqgocfKUG3xEmwKO|{7iYD) zo2qv8JD1#VpyFKl^YkX=qedO(*QWYpT6FpMmKkY>V>B=S{0_>+EU@PJY_L_cVC;=5O))*{Giq7g~8yh8AHO#yoJq zIz@*R6(YTZIH`gR8w6r18CFElY-)`WS$FE4WyBm0 zCOTh?1=$cH3@gmi>G7UQW6UR?bn~oHfT&1(n%(fIk(M+1?B-CA0$<#(uJrK+E&Krg z;l06wx8z>rBBL7#%5gpdDRAx5=F{>q4?YiJc%2xq`?F`;z_v8Ge~{%$`@9k;2*QD@ zVI%5z(3K#*P*jwSOeNv;i9JiAU~?*}tKZ*_;TZ6!FaK{01Id2%>eYR3(d2lW5L7x;qy*^{*mR=^BHdCV($XRMjpe!b-2e0O z=y{F`doMO~uQ}#B-uE}^Fu1>bQM!FQ+StZ*4OjZ5A}6%7vsfkgRJ>Aw>i0;$9{T0b z>t*9hGrWJ_rX!T=Oze(IVfUST_Y$FB*zD&ER}eTXT(SnAm-!)6df}**7=<6=0ng6z z4bA6r!^nQDO+NQkr@QU^Xp&xTT&)csM#PQr}QHP3*(T(I$sYRem3EE7^r>5q__iF1Sue zfm>&(dqIS{I(d6Z-7nU&Ava?vZxpT#gW^ac7 z%CCk49TFx*RG@Q9d20`ls7XOV8)B|P3{21sAFcOB*U>^P_YopuU<|1Pe>ViOX-c3C zgJ=@*V<5wiqaFVmo)AYr93n%&m6;|4yu6pd7=*H8F~K1* z4nJDHlS3tbkh4o0no=7ZPs(GXi>M}{%ogTJ}pc*alUp@k)}N5@#8Y{Pwg`AbBUEPr3;Gd&Jug?PYbAG znVim)>*NPFKae&wTsy>0cn*)7+#;Yo)G$+~qidjh8Xg&$ct~5tbH9)TE^Se!c&p|) z{&S@b>~Sote&17{4+HJb28qwYV~bpRm1O?ZAf46FBJaN*1=;cN$g4_HWE<<*uq4{e znj7y8QYlneH_Vad)Z3T+ebVG|ldPJ@70nM10taz|FuZ)$sDw{VNa^A2VLc?6b1t{x zj25n;*oV19HDK-1MGmFURx^)>D2jh2Kz9V;#lYb`%JMc?;^DOxI5Cyt=0?H?Tc+~z z_TNA_{7cy0->(2yA^7O5)GkDRW zpcbaOjEi?Qrr{L1C(Vat=%FP}dK!rNDVh@Jc2A^OJOl_FSiTqGFB;Abqpz6L8`P{V z13wk%3;?znY1zY?x(abkkQ0HlUNu?a7jX=9*t~q(RL%9PE{kdi{~ZYxBLV(qn~Dqw zBg&Y=h2tQYZ*p~mjI#TM#}1KUiy|;JAp;V~z>Ts5zJk)7I}rzW7OWsgDz{(mv2!v% zy~VqD$(YpjDTQ5^r2oZwtRH8`cnpoa0k-=Bf_Li)-xQssZ4KiPN?h^{_4(5XHDqt5 zIs0kIEezChxf>ZaY1^_g%Ku_E?la9`|Kb!AaLkr@?FD}`59(YA=HX|`m<)e|W{U2# z(kP2MXu3nTrV~a&Ke#lup%agpfwyA0&8iizWKOKPF8j6V%ElX>G}UkZi*C~8Lz1_K zdn#AuJYEe+u8au&p>BKCNPS7thZx^`L}ug(nJLbT5M^duSFbh6GG1TmsW-}PM0A8F zN!I>4xD~AAQ*U^3Rb0Kqp2e66Hts)*!$H0I%78cD9=0S!afm;HJ&)nfa|JtNlECA; zpx=&&yuq5lxY^;ntkkBLwRp}PMYPk1uyj*l_n`i}wEp%c18vODc|9}V|HQ`OqOM?l zZmu}8Y$Iu;EM>olJ0HxRr&Yq(6seKKFa&^9u77>8{5vO(Q zT{1~=H)hp4489>ItXCB#O`9udwa=GYZ3{zuSK*BR$DXV+Jg{>@mp|mFSJkR^FZAJf zz5fK23lYcUnUIzj*5J|_21>U5Ht1odrs~_vSSbHz6R9CL_%UQXuN0&Vy_URCyY0^R?ZAFY^Agp>>kPsyb;a;E+YgwicbjS}N*nlJw;okZH zI3-APM>fUWQiM+3kl{G_5Hc7DFj&UA?}uA$DYytI&_vPAyV~Ft?Ips2z0L@(NMnlL<2Zdh)>JY zId(2t;KsFueAt@>L0_myxDG_gcaT)0S|~YfY(#Dz?=Wy2-(QA+$D}6l;?WA5C-n|H zf6xtK+{$&yf~y`Y-%BXJF|MFYqC`(WG-9E&p6B}O`dbweE7~}FH9g5w%Uf6=o%&R@ z>aT0{bYpLThL!eCR#`}{JDbJK==hAiGLF3NTp)V9;M+zVV`!x&Gi^}~J>K~`?F$sF zok8gAS1re8Ya|GlfMa{6FZ(>ne(mDT^kh?s%fegq?T|YyGUXHmFer z!AGo5&mOi0p>JDnj2A`+p&vir81L?EHi#$Kql%c3tRoyRI(d-f#w;I7^~;?paa_6P z%pCOBH!sGw6$z%6P1Ux?gOK&OAkCP_h3$yJGW$zkqe+J<^_;8nMKZEF?QDyo-(7;u z1}cgq%KP@A{H*xa65qCWKiEg?C`^IJ9ZZqo-~+=#xvfvVgsALXk6#gCOzVF8i|=43 ziHeEo|6vk?F#Tnq@eBT_%RS+F$PoiNdSMay_1*4wkPzh|EW-?wpVgBNKzXPOs{0ngSh}6pvfqe2wT47V%p+-&(k5QsxGh+ zQw}g_bm|IfbkKaNKHs=jbkE1VfA@wRSvXY+gP2r)A#k$ z>skuq=(EyywbRiq3ERx{;q90s+SK1kGqtX6L`ClzJ!tl-eBTfGvEur*kG$IqiBVA~ z)*0M$fGS(8PlW*(p5QsN5_uD~W7P8$m5^OdTNV_USOlAjLD4Z7{)`C?gH(&$OK45zW$& zak=p`mzWL5_xVo)#Tm9_16}Mo&6#o;m!U?xESB|Z=*J^PR*cG;3Igsq5fu)CJwNOZast)|QNF)KtF~gcSgZu5) z2ZYp&5VON_3K0lW*!a1=rJP#Ke&%ulJQ5tEhx9H(j}B0YBQ_yE?WTH(b$mU6i*BsW zy&@VLyoO#*jPA`2*Zd6di?ePxr)e&A-t!a2SPR~{bvh-`U-t8-eaBQN@4zjfgOoK8 zO-s@Bg-UOkvBdZbwS1AqyF?gx#ChgNo6*0wk58a;S>0;FK-=Bhk`p#cdAzAZwCBOh z(}~#lcq*5pn_!*>bRoNh1S1r|9=~2&Izdx+1}qQ4NB{$7v!xxvs}QY|-wykSJ2I%? zZ`c~|>0&2Fr1= zumany_B)dr!PPeU%CRGMyup=N+&E(9J~5T~#df{?csIf@PZ@bj!hf*&tc3*}34VP{ zwTFv`v92w>!Pjy-W5@LKeJ^&dwI(5Dcj{0E^BdH>NGvfDniLHHO*Z@8XxaCAY;4)d~Xw&=eo=7VIfV57mx1~9R=f#g z_9`)7+?5zKs}}VgYi0DsuAB;yhc7A&vov6d=A-oO1~FI#e7@} z?n;GDS1jF!hHF`N>ghc}yHt3*m)5->P+ghfnN!lG#}#4a6BZ;}KSGaK#P`n-X%I0e>8nXvdDUtF|uHUp_9Avtbd<7?twhW$(-1`x( z784EcV{Wd2i|PGVvcb7@L-SevUU5Tu>Y5toTB8{?Oi)elUj~euCr*vDWo6to&zayC zwV>_ldXSeF*ziDHt6`>yPmFy2jXW)Z?ZkFo1()g?PHbtO!)puiPM*sTZ)l&>o;9}W zj_-FyH5nLTpakjr)jkv%SojFsu_pg7oLet2I3K@;dB^3w`rIn8pnSHsfr8}6?1wTLYA&WR&?dFm*-JEk*2_}f8Rc@2> zyi|;PYtJR+d+uTcm16DXpP++uN%6lc1cwsHS)ssh137IC_=HHLV7wy#=H)yv9D^)p zaD3evX~1=Ks2z|i?tm{6lwT;TI-q4f?+oKkSUEWr;E({>d8Wwh_8zK;b^ysep`JGS zxyp)%2^7X)`27X6u({0#&`3lwFd)s$kEzeP)fyas^dGZ>v0k77Cf~el16LCjA3tPj zR(4h-_vOnMsN1i+z6)TPzwBIv;E@#t=t4%Es+0i-0>q0;siOaXOYpyPTECGP;(NJ) z#di`+Oc{tqrRj`J>Ooo*NiV_?qZI-^$T%d#xCDO;g25c%B2s?>S^o^hB0CzS)sB|#`yNutk25MD=`XDFHIh? zh;m|s=G6<68r5{@lLy*9vD&r_A^bInUB*aIx7q(;`ttZn2b~Z>%PUc`cW&jiJNGm$ zppb-)q9P8+?a@>G^xXKHPWJlTySHdkpA|gTOp|;}HkGIGNHsa6yuc1o=|<5Q86Wwt zy%Dk!DZ?R>Q#R!77k81ruPmfN@gx04C5^G>^?pS|BG<9U9=0}E@18FZ%PFP?IML9s zd?>>kzlJ5Bh*fI67Il5g6bf3|(ORaAu7Csn`sgc89Q{Hj$lS-DJY+L#a>_OKI%3GY*v2k;{lae}DU6hHOa9NUiy=GPp{*4k zDyOr)9H(X%M_VyHc@ZlI4S~K#b-t7)9l-X@uZ`#HYSZRKaS6FeyCPm7nMh9z-v(8MXN;-G~4uRM?`gavGlUHEFalmr|VQ5%@vV#y3 zGxs5>r2srTWJc%l(exQIhYRtUn<2hui1*1hJOZ;WtH6Q7z<7VLl6*GbB6(`Syxe&7 zjrPb_ZQkpia5~X(4|b9Zo5JgESP|Hf_sJH-AoK}=s?A1RE3`oB@< zIbmEuIbHwB-3i62D`ub-M%@Qzk9=h)?W8%M;T*IOocAZbw4*#6qQ*s2X6(P1SD!b^ z>_SP^$+aahFl^vS@oieC<;l&R*R3&!<8guU(Oq8Mik=#+@>as~So_b}(3fXkZe788 zwiGFQf5w+)(zQp9B)h1tm@in2Dw6PjCDPE}66t;UeftQh_ZOFwX9Lk?EIKm=?P-a! zHH*P!1I|b>S;2X&B!}{xwo)E@52eCSs~JRg{JEx3RNn1v8mdOQN(&I ztZ`QTn(rxHk;F=Rss|$|nlVLD<;8ylzT^60p>lpuM0p$yXwaw3;XX7tlr;U;rSN@F z{Gss%ZJh->{3&=u2dk$Pt3B)65s!8` z>vCGt!~GnRr7<>oMHeJm6PCDlQ4Wc#Qk5v_*kKZU^eL8c{)J!rsZqf3{O1_F=)ZW)v_Hz1@7dE>t*B=vaE4Uk+^p+og_dJS-u;p^a35ND|XI4%XmOz2+3 zXn8*z#!L(>*=;__0^c*B8(|f~BSFqL=F+>}y!@44d>ikuU=;gjpg;xnzlZr1KOp}B z!^s>Xy4wNi548P0i0ptim3+gM01ydCuh3GV8#K6Hh^DqPzfq8b2pYH&VZtD2xldq> z1NaD`ha&TjD-pm`fWA$H0u3M^2CIg4ykJNC{NE-fO#vTB8(dzXmG*(_($jfzzx%IT zDhYCFe#4CY*QUo#Yp2!xu<~`C)+YU{t_-Bn3pMb2)E-JXF@MKIsad;*HU4JJ8L*Lh z>hbD#=vpnQPxFNM1LF;Mk8Z`qLy}Od!hi*N-=IMB^3S^*-xUWvdE@g4!IL`6c zW0%t0B_N*iJtDcO5NZ>IHqdF&biq?2n6hyp!@gR6UE(2#oT#R)zJZN#8$=@AF@uNC z(=74bsw+2a)!vtW*VjPaJW&YCm{)eg4bSw}-H>)Pk*gsa#cz)ri#CR?irzV<#AM2m zt*0llRitZiTR-Wj>LkiYQ|1ZNRk}jdv^D%T#I7^`X7_$@($keq1)A(3(eL9z6iUVB zB89_|9~gQb`1)0932g59$;KyTkk#=eR;st8GKJh=$NfExZap{OZbg7@8m>VI@*&)r;Bi z1Xc}Vel<2Gd8ay(5x|S$J8idl0_Ph9YU&MLawIo1TJlh4KBFC|^DtB48sPs8Ru9k< zYY6WLWH9L9YeM20fN#_%TL*}{9ke8nN4qVA3v_HFa3~;t1u*bHfV{(D12lNZyr)Cz z5EgT8US12t3g^ERQY<{(g&}h!ppZgQG)xU@5v2sOoJ86GqrOXM?krCB&J?aMcfcDS z`bL5`KX1?KZJT(Cwi$T|yVQrEFq#dZaUy8wiguYVEZP?gbBl1^5JMVQbPRPW%C}nh z?hRr)I(lL*|0HUkDV&XYn?~=8--d(ZX!hCg<*3Y@lg+Mfm{e6dzsE#6E|Fgn$+POM zVFPV8qfLBNNG>dxv7{OMwRrSlpC-BRs%h}dnwrT*rP~E?$Z||=_RPT5bs9L1;g8aJ z%okdHY^rd_8sxsvyUWBQfOF2sbAkyRWme+50ke6v0U)4jYtYqw-fKQyy3^}+ofK5N zFo#$2mz z2M$lYj2E+*$4c#%*iy8+P3psfVd-}%FUzoM(^T%tc4L3 z5x_M7t1_I>Y#`sc2=|c)-{=Lm+Q&c~1?9bLAqjXf3JTcZh2Q~wJ}-|4CJcko0y)`1 z0v15-T_1CvLnr|mXb6C!7)u4ffHwgY5dl&mNY$;?9GF%Lu{7Jh9!zNVz1RZfF`noafa)r&7p9Adw)Sqss4*dvGrU>>T$!N!x$y z&^MB|v5^LE&e9-FoqctqFVt!(-Dj)1f1cNOV3-vctx;x>_A#yE+}4RUKZ2ESD9SqLawTW`Me62|7s`xQei(8m5epp zOuQ)9#BWm-?MdGj>($tcTJFJNEnY)%F4r-q&i(3mwkodgdDbXbY4CH#9?wKA`Cp&q zHwWb1q7Gy1v4AeR1FS}pPS^rrd_u(4z}1{?N0&Uqxy1{pwp2w-~f z%fWq3yTG`aFtn8wTeCh8*SHz$pfb9#ZeZ!zq(i9Ya0A!ylt%9gVG9^1-+1U;pityvSJNp_CAd!7jI8m3dNp%b?qO>sd` zprhxh{Tzv&-<32{c*5+U%C2FU{upvGJ)#0u8=qnwBX#{62laLSN`Vc!H9ofM!HbM zJ4)~vsPSouEO>wCYhsQuT z7kQm|X?gfv12@XgH4rB#|} zOQuc{?2Pgq+n|@x2VJ^<#$B#6u-gAI8ERn;e;ClLbJkFlgEy5>`K}S?-PO|*x~i9X`FVkd>$=+NOoP)< zM(Zi7HhJff{p#0*F-|gnazQQwEH4n5k=+AnF<+-#qxrW87bQW4uu;nA4{JKlff_06+$2;@@2537!C?pF|S|-bFL~huzSJLo+ftU6DB;!f3?=AQp>oI;B@zvr{e7bULcLg5^wy}zfdt6u(63&wRV*()+ zX&`2hTZR$xTwV}Joh)KRNf#FzNd4(*oOZcyq%?+H4D6RO^8l?6chjhStoEl;7a+UP zNoCu`Kq2I~kCr`Yhc}GYoMDoc&U?t#c6?c))#^!$lvz-Hmo+!iXo7`S*HK(6O-x8& z(z+^s`LdNKjK@-R)(}Fmi1JZQ)&Tycslj%-pSJ^ZiC3C3QHgRkj3D|+WE&PPuIG@8Kd0e_;N6GW7&axwK40lQ6Mel zxp*bCa)Ln5nQ@A7w!?)0^PgS2As=KOPMS|}tR6;~b_hGPO4f=R(ks*H={#FB$i|6z z6OR^{R^2*&;M(1>61;Rr`g$MQM{CQRXNsxLLF!;n-biOg_{sbU%YSda86RR7* zkMAt{j0=;PWa=<5hez8fN`o>hEy*;kf?Vs=e2`PAOT%W|79E1$!A+TP(1jbPZX?Ia zU4Gtmf@8*rE1u`kh0}?vxOqlry*nkDr}9Ob6Aq(O!7+jPTQ{~&*n1Mm+s98X31kzX zQ(Ubx)~mmsPKe!E%8=a{o;HamAPb6Q*KUf$`ZtD9XCT`%iRT{w$|}?6^(BIkscHY%xUodHxAV)e0TB@;4h2=wQ*Aui zkODuSujZVE{-N$FaRHG`>d-%Ehje+_y5Bx{`3jU8J z{^dWG_?(~3%{XKVrQ~RpJ@WRM%a7`fxjjZ_(k#=Od_xBl8y&ek$@Huz&M6RJovy8f zYA|}99Xrl1;W=pRc*$YqLtCHA3k<>bny8qVh>@RN~aMVLKt` zNa9mGFRR-L#JOOXo0|CiwD-i;lk_AJb(Fvyal9O_%Ux2PcBmXYj~SFzaYn6T?rQBD z?o)I}lN;Nb+>8F__=%S8y=S!FRU(CFUPeBBTdoewP=q^%5WqZj!v53mgyDVU6)@NA z2M{t_%_1d2ZZUbD1ENZ7ol+E-%78U`4@OT8@;E^l1`zoa|1=)q^P#3g(8|!4W{%s3 zaP3?Oy+ac+Ch4t14L&%>;v1U0VZ_1Tu}1LNgy*Yl=T-B&z{vmQeEc8u^YvxLvo%|V zNb$QY{6g(Ktk1XhccUC~>C;onUxdU($7YY%$EKZiJ)i2GIN>>WNqYmExwV3w-6(#w zT#k$1f8;)&07dVuX@g>#sbvBajimX5L}sTub|#8VjaXgWhWbR(JA+IHuOM!tUvZA~ z*$>Pn{UfZvrqct*1wPVY9%F8P6So;}&#CJGgF?P}#J0i8W&aTc?F}UU4g|oP5fHE# zhdds5=!~CkD%1g8ZnV;#o`=WgOso?*fx|4X$+7EKIWokMq0j#{WV$3A0!@MYR2xT@jxcyrTFaWL)aF;SOPiSA6u3T?{blHDgFQ- zhB6f;+4*;`1_+{V(@5d$$xNv>4duQxsK?97G9Qdr=PA^vyP=uz%dty$m}Z!S^+tgc z<8#N>B*42s|+Q^GClkxt<3&~oR`-f?~qXzTM%DU z4(vZUHhJd#YBgjV9l!BL1>?2r84)GL*Fqr1(0FKnlxms`OY<;5j5hz;C9%mB$N`(k z2Z4Lcpk|hyi)=Qr|AeWIFj3$}g@Jvc03GX$fMy6X7T{nY^_0@WSXzFt?Aih{NB9Xb z^6s?E{R`>1s1gW{5M}op?*Oa;a88*eFg1LJZ98ipSQB!t75!8%GUZ*ySPwC44~=YD zC|6@>te@fFjC|w5qq(oUX+syBNmk}H+b}|9PhCaY5r`&`QOadjKC#AAe}=BZL*6n+ z;R?;34VU%rC2|d(kY(^+ahA&JR=;=Mz1jF0`WRLEA&2U^XzN5 zCM>$aO%py{1`_UTKzBowxyf2IvMRa>jvq6lz_i<5J^e=17H|d;h+CW*LNLL97lO@Y z5cov5uD<-g{DN0`@RLV~jR^7v1wOPH7`!J7o2wd(xCfEuFT(`fw1203AoJ@G@DT!m z^r|c8Tj)}<`=*@R0E z{t^Ge8htN{=)Xg$Kl^hsMrP!S-VA^1Az^yU2){TNbGeQ3niy};!iEFhyaL&z>f&c( zFbNoYs8XX)J2b}6lhSEs2bYV<{G5UYUsd{Cr7iMA{iFNgo+RaCpi*LkOMJFJXh}Ns zr=~CUVkNY1XNsVDGat#|dHCl4$C>tzXu)JEP{&Z(dI>8Kwe5XR+GRx2QJX3e)#re3 zh2MLxj_JyYb5Os?m=Q}H6Jj-;)u{;|zO;0j2(HJaD|(Gj<&;ON9g)-Fs!T z%{w*Jd*2Jb4oV=IH{F#{N+)=G({xdfKX$(r+WanmzVeZ^DTf7)w-{L0{>HBr$R*6d<*c6dXeL~`01LP zIGp_N+x^)%IT={lRRZl1j_JVNLkdpnTAK;5TAG%!08t3y&TzyBg;D0|Q&1Rq01^uP z7=xWBxd6nBVy#Hcesdlo5Y7Kn53`_2aibP-mLg8gM@#Dhe{Vl&qBy`!K&>|-fVoBm zXp92gjaZ!$A$CKVZ3@sH1cD7MYOMSDCr+j!bV2=K(8GVHntg!F`38Wz;yW*}zD;aa z+`L>S$?o6(URqjOs3YmDXR1E*i~7)?IX~U$T1&6r`>*c`RZlBbUG$gEnEk*O&Lz*j zr7+@3Bd>nEto!44ARYfy#&6On*M~HtWb$N2j;(DGYHxQidtQ z-IFtvmMCT(!P3G$YSaG`DrdnMBiZwcpb*}WCg#$;NSX2C6<5z;bLj=+v|`~(-%mGk zx~76=8&65*8Ea$a^DJfRS8-6i#&Sk=1lNwX^n6V&WlEj8mmPcR$`-yOUeY~Fxr>Ez z4F+N~TpE zQB15`tZN=@Zid!5sfQz@eqJ|NCGzvHy0{j+Cf@B|A-_>h^R4k_Gy_|8jlQkG?lGyH z#I~tYtIzl^o5vS=_i%W7BrykjuwJ!e)-PXj2r6G+Z?f&->`FP6%vlj@+8QJccy*vQ z*HX$e;zyWZ$&CH#_eg(l-MM82=Fs~?sN6HIOqx`j@o7w*2Aa{6ODO-EA8ZfW@6R;x zD+!$OSM#AnzJ?w)-22oy##mB!O#fhAb>{o!v~N=9X%_=`LUGN^1sX_fj0hi;qEaY` z+?bwKWHNBR3_dXfB#y@2Hx#d#eo6ol>R@8}H00AK#TSv0W}uh-B@8d!^BdogR!%T~ z5&8KSr>d2sW9Y;h|032y)WJ}(Z}8!vSAntpF{^w-1seUnp+Pd6`Q&aEm|T&mz}P-f zG|%Oo;IQ~L)nt@e>EOhdh=?eyx?2BhXMTD*>oeK(z(!p!FRusa37GTBY61LsM{TYj z5t=ZB>&nA>R{3UEnw_qn2pz=?FEove!UGh zKv=$i{~nvz%EiqMvMz{}XR2e|QTAeQ4}rN!f9-sGdU{%SZ1mN;;dn;Egkt^A3y&U4 z5u@LK!mKP1-=h_Q%E(Niv90Z8#F2%dyhuXj=q>)hFc}3uKPmpkn@pn-vE~=*>p!tr zIywq)+!i{K{gREu%Tt8IvugeLEX*n2`Qh-^hqAuhiO@%(vaHDm%jj|lzhTx)JUp5x zPXBtHcncQ99L+S=r7%XKocB7>0*nz&!q)zyhW?5Dvr>(ipORTp>kw7sT?Gt9` zETJ}ZE{A9Jp6@i-K}5>7ZwIXMu2Dg)d-!(Zz9e@hR_-@Af8vZHSq~ocNdgKpRNE;vF>)p8j(C3d|I&ULtE4(6#5_`|&slbIg(RAMHq{@?qX_=UL;(MVl z?~kFZXSnPHB(b@t=7#P*Ih(wXGT|(u+OuvGn2l z`HIvqY{xkqTwGSqF17nJGxiOqIXycp_XI|q@dvC213rAXSfKw=5te>srI?6_2w;gK z^gWSWAb10+W=OXX^Q}Sz^>cksQ8BR)SZ;x5%YIHyWX%ssX4d0D*ap_}&$UqYfk^}@ zdV1>n^q`eFBrop(-lO5j5JDJ@O%Z`vc3{)XP zv733*>$e;o9c9j_7nhe|P?e0QXLVBi)xyF;WUh2`AX+k&6nKu-#Vb!27Z;^L?`vlI z(N$)bG*?4*cz6g^Bj3e)HHPc+&U}eY-jeK7+nk#zJz@J`evQ3kuuX2wwA zxIKbIVR-d*K}fwpq*cv7hNGP+AwEueNM*(rEna@+9Z{e29PMZdcB#I-e8-9KaA!(< zQtq1$H1NI7IC1QAr^xN^-69S!KsjAAT{AW?h=2>Z_O5h$-i>pA-MRgAhIcEIud<#je9C%YGPU~@-{d8ch!y-RbCY-3n$;WJMF2-WT=(99j$3Ax0*0I zKu4ERlwzgSW~<-&kpNe&63J_#xo^8NM(nXJv6<)OYQy5MTF=RobC(YMY)^}i&L~~e zie0&JV=!pO#1|W-#vc9CZQR!-SXld*5{AN>E$YvLXB4tDS_D#gWL*%=|B3{6Pj`#w z0RG*o+ptB2z`mn6@FS@CS`r&}I7_d=4CfThVz3FzlCRHu^dPFkrN3AQiz;GzG1`#3 zmG=t~Y_bzrR1wtY!LO^0_UK;V5gS3hn6}ZP3TB#x?>s*CvepnSuZU7C{~pg!Qf9vMA!{s#QCc5I_apZYpU|A4 zUaEJ#zjlyVdo7ax7N2jU$WdT(_bx}cmCUq!Ab)TEry#VoV+WDU!*s}Jwyn^v-SFSE zKf^j=W)7UsWoF&j@d?{&TTs3TOCe^`VdO*iKk{M5lEB(WSvIye5ZQhE@Y<-|lCYw~ zrr7)EI7<{OuQ6jc)96tz&Q2Qzo!1LP?3!qabmF-($o`sg?=1f%P;xq%cGf=Whrzj$+f&%R9n#}8)wVD@_UUW)>XKRQh~jfCj<|h zuBH)PSSbCUw6^s8ufT`RwG>J+teJ8D-mU62J{Gx|yNs(iKY1m*c3bC^W5h&?Y|4y& z&wgcC^mfZbWt7(Ehi_^Jil-=FV7q=^lomx%AM|9B--aUj>tjunTF6mbCS~7m66x=S zz4_NPed3!P*3RKERc8a+f=Mx;Wiln<`pDe7BlT zbn(_=#hR(mzuLZv9MYj8=Ul{c{ve?k8#g=kRpJRNj=DD2tqF38aR;uLsM3*~QE_1( z1`1S~jfDN2gro2|>h9N#(&cAiNpbJ=XN0>?Rpzh#bp0?>@Wz2<`9RF(TGCx%;?YZi zMKzRHPy#9J?;cJ5kVxE>*|C#wn;VG|`c7zWr}uRzClAxSmGsz>U-hTI@`O~xKMD%t^`6Faux_4h`(8v$rCUkq% zT-=NQ;9fxRkomdGnnJtoy`oE@@zh;y9IvE~#|fh*rm3H}o@rx5Y!=WCb4+dh`=WK9 zdm01pH{tL&?@_h)dDdoTiWf1e3^OMy9)2^xj^TNosPhCbcf7PkHI7`M7wV^nttKG5Y$bKVE!o!yCE)}=(@Sbp2;*Xa$c!O_uHN>p1O5pq3 zh~0Dv^!U9KFz?|sT;MA$G`;%$0v7?Vwn_-cN!R_Ag~j22Up1?mzgZTG1bhYhIV}bH zGBI}T>qRGbtTAo5F|OVYq{F{3fHIrZ+O1kfEsiTPgkL4s`#NlPHKI+eIVRJB;OZ~M z0yDbn-P%Ob@f>E6KN-e*T?FS}$c*lI{u+_4ljL6G-$@d^9Fs zN`}7%Zht2YgZRaNK17I-IgRqdcgDF!IKp^BSc8U2^wV51or%>{_pUt0=()SS|Axr6 z;000GZJf{A2G=poXOb%4Y&&)QD9wzPD-a8QMA3T>zY5FW_tm%v(e|j#^G%WT{Zcw2 zjhPpU<3%~Tr>1?(K z%|73LPdIh4Qd0%<3o7lRFDh!y$8~3@)pty}&33|5#I7+g?zBb3?p$ za`NSaCIO2q5i;+F;=xN;Eo92TGvSDn;);U%ecXu;87cI1T3@$m*PVH|Nwf?O>qk=NEfRSL4}b5t3AvTd>{wK)Ub z7P`no%d7BM8XB1B--eew48K&~DVeZ?A-p9PRUy0_mI>%LC&DSMT$Hd?^=c;*p7?Xt6H4+H} zeNi%oAi6I%Lkn%2mGug#I~Yq(Ceqowcu#!KGYq{9Bl)l=>nidMyG4epwcd&E24UZx z&cH*@cTcF_TlKvzxhw>!lsGx>^d07*Eu$yYSPi~hr+VuemfM(B1_^Av4K#br{DsNg z1_2pxFEO{Hjdpj(*sOkF6wwoy??%mQCKtBqXLOkq^;?)Ng@XbJ1RSPLa{ zgU8(AI>uz;#cPf-7ghrbGi4_t+cg7!2oFoINd+#>y0>>fd|adU^jo{y`1J5EqJ&Q& zGrWAElSVH(#DVdb{3Nk;QiK$+-(vFQzGk?*S=wCni=A=%>XM1C3`m-%!43C!+*bI)~3h1*}cMkt=k3knMQ zgB%i9_mqEbZjP3oK4@e`GNlx4#veK7MnXc3A(|c=d7ReX3yo>7T4ErLA+MkxFMms_64q(lOKPSC@F;tzEqc-yXmdlAiWk+uOraVZ&Lg zt)Olk)P3q&s;@q~+N}vYRFZ*sguX(3Ww!Wp}oR zZOK-4CR(aTF!7x#inM|IVyovNoxINp?B*d0{lv6>v)nnegRBYf@&!V@C%x<)1~(Tf z*~-?n`KDc`a9Ppy*wt6Xhzem-aZ1_8*s=4*{Cy%`;avH~!b9?uvmCT6DLevGCkYlV2n$GEUilk@q5pX}nIIK!j89jQJFJE!KZ~BsW9w3sx6p|Gqe46BzC%6wmr~n;Z1#>VI#&(E z-R>yxg-dOUJ~N(p)jREb$&Og>yD_ETFSi#`M@iICxTuk8X8#HYvE#-XsY>6zA*WYyv86-eMC-<%E=2K9@a^I{OLl7^B-8~8!*n(6eg}=*Pa6N z2X%4J7b{s{Kqis$_w5+-hS3wM4{rTRs95~%+6Gh(FVLn+xGwJ z-t{K(-9xA-qN#5N z&%+w7TGCZkXUj+)BqR}i4v$ECK_czoM_=SR!nTuW@)p-o*9d37J+*_j?j?iA`M!qM z(yi>`fNcrg52RBBGWX%1{C(i=RKE72NvQHG`bG8@EwuAueK8{H3T9StnP>|{r;nIOZ(J}FobdUA^Fpe& zJ<7tw3FmvF?{ZZjIw3}x(!`xUjdW^Q#5TYqx13<=o)5eIhK_U9?8$d`!3O(?+0b)E z+KJ8gr!mip{pbuDH+Zh;7@|;WilKsg9q#_0u(=wSyvM~v9uF*iEQUk7?QjA4$F01= zLSp#%AXl<5092E`_e+Co^AOJ!ke+=9f}K}tPB_L3{7J9>TiY)lY~(V5 zCUE@dqkl5~m5$4|UaVMi1ipW*q)e&thBhtl7j4Jg4zdG=={>8?lE&w#bbSU9a=a8g zZ5qLMCGzxdac)PNRE{SxW$VAuum9RP-^taL!&f#Ou}OtbuIKX@sAIo!hhI^%93~vldNY%f z$FZ%&X-}=`Zg+{c#?y9!tz_)L+-chYCIinqgJ*2?kCu3F#sH|1Y^O zs!uF7KNo!UN@i2(F)(_Y)Z_PtXWU2WZn$Qw=qtqmovCtNr;E?0@=a?vUgI#IuNUuD zMbmw`Qd0PSO|h|+;r|i#7En=b{r~VFE!~|0A|Z`Pr_$XZF?54~(nv^`fONNXmw+Il zbST{=-O}~$@!sd&XZ_amu0PAQT#h<(W@evr_V<(U@0S}40!fMco9vuvUuIp%dyw16 zlL|AXavP;kTd(jb4}9oD<;pbJu{Pidw8XJ%EfXcDplnGRMP zumF4ui^s6yL}|L`+@PdL3OEiZy$;1-ZCQHtwjJPKM8Yx@fR9w!$GJeocr-#&kkOocd~*R|3=mT8>}j&lxDVOl$xgv^pm3OU z*-KTpsT<^-^mw1TMxQh;LvfCV%Jj8DIQ)=Iz~x$YlJ-AejwJUh*u=>#@d`xp!y=mi zQbZ$!|Bwd%AqZ|F9ZO`@3&Qf=l$i0bvt#uV&deT&pgYS@=x5<)Kxhcej(lAB*7Al& zoql~CSAHXBkZ!a_Rh}@Q1$Abm1+xXu*?p}1K-C5-HX1jBN3J5}lYAlE zuN7Zn@-51vps$A%{9Ev1KW*4OecgnqLC}#t3@*AyCw5h&B4q!Z#g;WwLizJ^$|k~}8sqv6NsaOK16?elDM7_+GkiLI$%x+vo4=+Y zTH|%97otU3d_YnE=JBS`STixODD62_&mLZ9w#97VKSx+V1rsePasvDqW|(sVt&D%V zRAB|Zz@5u#sDclS?17!eosRveU|5B%2Qakef(t!RC$etBHl_Uh)8VF~--#0BAH)qg#K6n}kKNvWYE|;|@aW1b_3G?I z*$SdbFeAAWEy&J|jB;@aktqOA$H5t^ci{NN@l^;W6@O`+19WTWfGE7<|~KElIF{d0;hDbldKOp4?*p^}~?FA=+f1rKKeb1UpjFv33UqV#Izvj}`#pIDUaqM^%I43^%ST=1h@+)FFXFe$1ysBh zT>D(vn4U!1Ie^AQJvB7QA-<>Dg2bi4KdZ|Us(4t%jf0~A<85GyxVqD*D9oSZR)8j{$bU-o!v?<`&_mJTd7kSOW@G?uP|R#KgnmyCt*B&*0z2B#OAMl|(+ zfbi8j4T|W~6d?n`aH-TybxyMSXG0HA!DJ6G0H7+O|87$y9rN2{sb@I&g8r#g?#xYb zkV{e3Z5YYXWCkOe5qglEs;r(lbZ~^w1N@f+@{KWqS(fhQx6Aiilh_MKc@snClacg; zBRy4Ta;%wXPe?=Wv%Y$HmLLZ0D4MFomwqceqnx;Nh$N~@fz9CZM1Gv&p*sx2;(tH7()TMt&zR^GHcltn!3iUcaSPBw;La?9!AjSkRJ zEd;m!IRAPSejw&?V~^l-O&#B1Uqzhk2Ks-D8)lE@4}6F~@g^2%9eeK+XN4GI>GAMx zT?<9*_z=p!YKYGbO%!SeA@j7gEcEgIOfOn1r)@S?d z%cTN9UBEA|>)FK~5L4wYaU~yz8=WE=J#4Ek)yt!qL`L7l#UlaXQKQ6OjBb-}K4yS3 zfW*u$h%aqjXZ65)snLF;tcGOueR5_k{J5|Em}!(($G;&dY{`zWWAUD7ZGY|;+>k8d z&kNVWV_qzXvVlR=u+LcyxB_6;fODMs?QZwxt>Mefj~2#T!YH3?M8w%{k#e!T;QOSn zF1w!m0zw{b(Ao?`WQ@1Q@;ARb*?Z73vD{A_7~f#sM{fE(GdkFjyx2>`0izqS@10ZC z<`X}_K|X#4K8DdxK}x3~A&RPC^}d;J$(tUtc&LG*Y)+>5MjW5s>^@Ga@Au9D3!D@W zj`jrZ*iR0HW?W)FuUgiHxN&J767x$pX*`sLpu05k2?5^~yWH)e02xmOsbM`He96s& z*(}UcYpeZ!VT{>QDF~!#13Shn#GdC{c7X|WvQKgd6=zhQ;Od$SiVLPd3h|5ajV@DM zN!lJyU|Ye=Wb3!Yl2msbHK9QHa+;Hb4netH*Mfo|>xge)R^lI*_W2@m+Dngvvks*G z$gHfa&|{gxx;g^zgLqGH0tXcS@!u0p^aiW z?5od5Q~E>(@0Sc22<2T%8&N>@81|mXLx^%%-*QST_Og&bcTNEvY?`BHC_KFTF^|%E zky?vY@H_9lh1hsqat1>CX`2m4+wDf>upZp``XoH$tHV7;2T=xhJV6C2BxYC9?fyvd zB6BLjauG+u;3 zZf93UBeV!Q>4M~D8#+ix@oLN&`a=hUON+PH?i@Gx($!Cu8SaCbe~7s(Psgy`BXhX- zjgOCq%KVsseKW7uW$o}2K?X1-q|$z#U!n<|?-9|DUmk|M$aMp*MHP@z%b3U(mSfaX zh(;yIc@i9=acNRwC6-b;YVc4>6~ozlS8$Ih;ku zILHz%oS4Co1%48+i^Lg4H5&dKQD~&Koc>7uaNs0+n8u@2$az?=fykOWc8qzvG;v*0 zyCjwKtgDty7Ns1da!3~?|2oF1LiRd`Yx#0>P^) zO!#;hTo7<+?LNbK56_Z&(uWU}OPxlz7F}En2Gy$R)Ef|+7yPg=R8zwPV>m!yH1zaf z5{jiafLUmnsjoKU94>l@5i2)L% z!*tXbW@bY_P^sg_lcNB%RJFW1NNEAZtkLLqfc5vS|4 zpCsfvI5(Yol`KXgi9mJGH`Hq!UIvg4RvKc?mHZ5+C$rqi>IX0tJ)NGkz2 zzYGl10%gVmZZJzh>wz~GxCmQXTjPe~jB=ZlSp}Vxo`?2AAd@L2-E_1$B+=mh<5Ik= zCIse^(P|_iJozAs`iUXJI0kdt&Nb7AZRV(g58j3CnpJa_1n7vq&7nh$VHhEFirwq_ zCCdM_xn6THNFl?BeOA@r5yQGKV|&c6Jp5&1v{RW+5sG46ys$j%E>kNMOESwN2mBkX zE%oL526h{rQB!7YgG9^X_vXw#dPJ5K%glqDvv@*^j-&4qQlN+nUVQW%It-%ApYmGJ zefRzM1AqoN%ZV_Q!JJnc-95eUxEb+)-cVnd?gqZ9oR7U3# z9`1W{lX31SV~_kZScFUu5P8{@>l<- z0P~RQ?rD@|tgCZjOb)LSxM-T!!(<&@C};%K~(&tT&s$j(66n&P+z&rwi)*z(3$@=DMBMkU)MmJ2e+^OmAVe z6PnFL@iehq-6OUHC4r?=FF{K)@Bh$$roPR9`s0qI7}hU|9fY&d2uKoiY8tRh$x4a{ zPA$52iujmn7hKP*&or1E$osa3%sCMg3D>c&|ZFvBd9cwIg@T1F6%Qg2By+h?+vF zU1gZXF)@m^@F)BXb`$Pet{uv)H(8F*b9A26>dd(!S?es#NUTW#Cn!aPoytw)Aaa&;_B=7)&_BseY~161Z%EIM2Hc`S<1)ipWUjO z^bBSey3hVIm(!*UU8sYkar1ip2Sr;COr9e(&;_FnIX}gVquC0=9C{J?LT$U)u7Xjy zc?R2KJvxMPhdrL-BfWBR0`bL*p!!}}%ePgmtP}C83LJiCcrui1EDNt+h4of#(a#Jx zw&>L3BojQ_n@?G9gp)oCJ>^$KuPQ4G-?L-TyTq=s*Z)C>V(1>UX7|-i5~Y ztUM)*g9c_a#IQ{JHnM-%iTh`SFL*zoL-L)1vip-|q(M{SlD^Ehw4!%d)o0+p!hnKA^ z->mvlgxyl3*0B8>NFKDOu!x!d`#t)=-l1iXss;fJ5~FxK=LfXfB**)0*Y*H;&1?rD z?!Y5~1XELk4J*tGWdC`O7Z!#()$Gdrvlqo+J(=!|7vF3NT85D3PhfMmB^OlDX zM0s_DzE>nDU^trnTyyaw*;1c1g`g0;tjF4ES7&s z)>ko46|z_?to)nJ)oWyQR%hj!uRw)qAg80c7NdqsBbMKyAT>iOXG^)x@a!htX$wIx z`_LG(PAun!1%1Yb%Ld;N`#?=Xl6$It-c1tZlL7|`U2uP+{oA~HKkB1Z$iJWVbGk2! zzAH*k0Sc%hBqU^MWrY)WV%?v>s@?RO9taLGAwZc9!v>F%hrN&#EvkvOf$sz+C;(Dc zNPC6PDKo&ORzaWo&%V4LfK~?e%0M{`wsCdfEvMn^N!$vsSz2{Z-ZRr4wD^w!W+#ishaJIqK&x!XeJV1B>G$W#f4w?e9Kb30)6sS@mIEo#@SW zjw#ZO&bBr32$6>I7!eZnqL`HmnYJNW;uIR^}|+n?g_wfhCO!_pOmg~bb22K5DshC7$&l; z0#pw<2zkj`j`)+(}|Rd>f6YOve-fN_0<)~I0Y&g zm>~fWc;J3H;5(9l4DR}e*SAGwWdt?HzkrA{_j9CO?9BKGvjx#{7=D|A;c`M(zx zP-7U~Tz=~=#W(NJo1ISlI^BYOXL#ouRE=j`W-nd~B>bnWm23iUL9)AfsRl;KSt_#7 zk3Wlt!n3x0_oAAIv4ZjCA={U+zWBM{@DW1C=}#~gqVBJJSTC3~eu`1-5{AP8iT`qg z;e`K}ZzY?#hSE())kqHWQinba3WsNDa$q3?%i+nuInD2xH;{Kb{#cJLCJiO3KQCP_ zSs2-+B?`HDZebK@UmJ5IkAOdc}O~UA7 zbJ`;=PW*?)APE$fAA|v%DCkJAYm>gqsFZf4kzZ0e5#U(8y}gsTETX`-2qXGIjyez& zfiD}@bUv0Zhep_P`e#t;0A>Lo*m&-;i4A-&4+$j`%}DI*><}?7z-lDe4aUc#_sIZw z*Autl#I8Rge3JACuqTcenf7mZe|-iv?@wTUGGNvtemn0<1Z#dDNEaXiA%s7V0d0GG zz8GC+Gns;95B{*Ulw}maRX{((Urm8qZzAmqM6*k?`S^pzORfEg~|KhE!qS@B`QIJQ?ngD?4!@lox9s;qu$JZaT)Jlawe@ zku%V5!>SP4vt3bPA^nWpgB`bDi;+nW5_n&whe$*`o+Ks`~U@)yxQwDk+_da$4H964rzK_kU z5n!lB4=*l8K?(quaKu;mQhrPbbK=V=rV>j}8w_ue1H>d(;HpaT5kDLw6|MIg#s#mV zh&N|B@tUXO;L-@wCD)fOmJ(=P4R3t3r#;wL6p?u4GznO@KrcUy}AvNTLC zcGiq`I&!16x_a#J5u!~(c5RozFBtP;!e{W&nXn!33ntZQs8&HI>2{w$4uwh(|Sx%mX}R0U?a1eT7&Lv~(=g$P(7 zxX_Sp|{WQop$Jzoo^vT(Z8o7sc)Fr;5?s2FjNxMh^-Q+DK0pB z$Aeu#M(6oC0|m%tNfjyhFB^3R;J-{X^+WG_aq}kB@IJWz`+ae|_I&^*jvr&N&6wBa zYrA>tx)oT;!QivSh|`_P)zrls2B2!wtT2caxmm_)1o%Xi)ei>SnOf9IedkDHL#|lj z%oI^aW}d@T0aRRezl>BU4;*B|ZCFN12CtoG-dYu)c@Ri1XGc9Yd}gy~ah-iVP5)0x zECuwZa8C>*@9x+w?2P4Chc9PgOJG6+ULvm;r{QE&u*&eIV7v^>bfQgityao{#8-b#$0}a zbxO!*Va+Mfg}CJiF(|RSfxTyeHKv$kuLiAU&F0)SqPZh?8FBhT4cy^*2xN4GSmI@IP6hmbxo{z@sB{ zi8J$^(-6}`TX6{%rT3@^4u$;KiJORCf^^1r)4dGcJ!XV)ksJJShrHdUXI<$7JKxzi z%7i8SoyYSXOB|AeL64Eb4KJbG;v?O%!$De|}CpNR8tq zhu6aMTXv9lV<$94RFCmdK#$QDLj8DLm>eK8nbc1*InieJTy`?$`>tsV!)H zW}_L4&})v2e=?HR;e;gZ%sVP-7?e@|{M0fbPdj>s-0Z+Ttxfoy%o}w=T*Y_V4W+^K zB*8CV1f4}R1tiiT>G6-lpEVW}MUP3wenZ)WYlL{ws>CzY#m18S|liQKJ< zth^^Oz^(ziec8WsD;G19Z9#ettpoyZcCo{WZ_XONbOVy03xptB!Kf;rh+;}^kJAO~ z>nqnK*}Q1At}~{j>~x>mcctHf@wS*8%#Y99nV0lkby(Vy_p%`EoZX!a;jJ&>rbvHv zv@OYVkc2s47n4s+m~0}QbfC8#OJAfaVfbbC*Nec6h9UVFCE`Bj&2{OD{Ap#V64?LFOJFr6tn+8s( z{J-@pi?{o4oj`BKpSbe_!2W|6Fwk)Ud$^zj8PA|8I%C%B5?U&M)JCADxkWdfyl(f$Ie@jT#TKVJ09ngwe9B)?kaY(jG$# zLHx1fprGK<*;%wxz5wfNN4k0;x*`=4ut$dCL?HIm-3P<$w5>rmy?MT6fky5^H?E&r zqd$(q6@4((i-?MZn!2d#QJqBRf|sgJ6BcE9nY+2a+zzqz+3#U77t3eWztUtV1W==beBgoA^E zvU)rhq9UV=MPHk=Yer;T*lZ<+j45qLW-8Gp>rV`L5o zI}ZyH31>$8q0;i3k@Go1fCU*iY;Ad2UNz$bt0a^Id{~CJ+ggohGd7ndG_)xRf7#Ir zNqY~@Pwaz2Hu+9}|IW(Kmy*vI1(J|q3v_GB=dTffGTPPE6^uF8dk((gTn{KL1#6j; z-R8f*c^V+R5hBtvd`*e{8-CA$p+6*zaw+8=4gDPMOOw)og0;azmwh;WsrGMQ9=0@N zOkF>Nyz`p2FfOrr;B)tiI*s&Vz1#CHmkS@;yKw@Wcduq6%!ag)TkgDe?=epN zT*=H z?-u8<&CJmI>LXe^uCMgu#*AZX1w7wU<^Yz=)i&!6v zfiR*C2mRhJ>Fr7&NUr!`Yi$9ac$YbKZ+OKsau$?8pE%L}OU`)?qO6bP_4*OJaDs<0 zVCam7<*Ih?mU&;$S-%k#LqoVqrd zZ+3;e1FG3w5WhmkYdg{h14J%PD||6PTIkG-E^v|~FW&rmwtPw&{4rtuCzT5DjVp!^ zx4|9+(_443MhV!wZvz3#t5+2IPZNPK7v{b6M?^E?AmN~f&4#e^=JI3%sCd`UuQ>oM z17>mN zz`ALx9W6-<3%?i=I@g!*XbTjlxw)GB((`;HO|8=NNR;{=FbxAh0lcL1?i2^;{q#3* z24f^9kdLZYw%>pMj`HH=%h9PRMj-VC(q0un*@OKW2QwQ0rh%S^kVX1-)T|B2=#79n z2YQ@`Bl5*<_*vb*69~cabz+El8yKg5PE3ULI`W&O^TX_C{BVy=4kzS+IUdY1BO@c! zK&%ShjiY8IUY#9?qmLcLJlHsRv3a_O()wEfHrTl;-*krT{y=m?1jy{dun$_FBU?}X z+#_?FT{Oj)ruSr(jjfD#1K{7^cm}@drX=SRzLIL(wlMjf?Hjc2(`llc*z-c~ z4@lAhz`eV|1D?F_7i^74Jl*yYKobsWKV7g{)^2`y_n7z5%v(w3$J6P$4q7%E@GY6M z2xg|(vIoWyw<|AopWB?WNM2*w>^L?Wu`)@y6up!?_W7lUa`Q_B{aWee10%g=(hova zJ4le-6D``;Mh)3>lCW`j@4iFi_QA3co6U~3J4If$z1=I*Bh9Rf%zdN>xlcA~Hn-Vm zZ+>OsOy48v+mr{HTwa2m+^e+L>4-k=Y-=Vxl*k_2LoMJ3CiBf zKVyarCr-@Hh64}qsxC~8951BQ=RB~KgQ-cRU zHbmc;w@dACV0>)I!aByyRmZ=gq{c=uva~G95(C<#OD~l7;)uQ#zfVs)>>G$~#B{SM zODP52ut5v$Gr$YB-K?{jfKD-;fQFY*GU_1chJD^y|`CU*zVjw_O%)tQ9tVR0rN3#6N1`(ju34x^o zL^*&NI#+xiC`Wq#lm$KMTC(%$_HPJQo;`aDsk$_8&HRFvJz4(Dcr(3;@+;yDl;h|=JO^D|{p&&;4UI+)!e2>H)W4(o+h(JYO=&^%cd?0xhcMer2w`+RWi>)3fj9$d1q8Py*lv1GoG z{0g+u1;q>BBa^Z;m>`03{!KZpwxEF|ava7+!6lQGB&H7CIpApdoL{Yd+EMQma8cuoP~7KmiM1gh?Ow0Fd=@02LWESgE0k# zUPr>}8PJYdm}VC^a2jup`|CK_S`HtmYjk@qUK>ykcDA|vKgnzT5oGrd(g?^{lwCPe z;ot%aj5`t_JOgNJ0o^^mv_$RSVbrn63>0nwoy#DYAV0}f7T0q@_+)^qsJM9SK{)`0 z-_AK9!)#e9Dt;g-1RWD|WxJ%J2PUJ~9c26mp1C+z&p-?i6FmO@NE>8I6F${vG~amt ze}WO7SPticy8w$`eW_809=LUb)?I&L(SyH25oEE3y*`*tv&(zXfQ6sk+^j2~!QHaa z&-Op_5G21zof|P8#YktGRx$jj`B3eJAxj85-`zy;sAeY2xqi)(w;$cnBp2n@x9X(F zS&cchM0xMOp0YL%@BOrU#%;$S#>Dg(`NTe!MAdgs-*hp z_`RF0&~HQvB2*5VD@~PMQIEt}pGu6rv=7`7(jpzh=(_6q6pJ9;a|_2f1wXoF5BwyS zHa0(gaqnzyN?#IOz}hzeZf)62$@--+Ord-gh(LmEW30Y@yLWk#R7F|BA z8Bq^=iKP{87MXss1vf(&W|I-ESXH+#dqEp?BSH3tr%5{0)}OW_2A4SwJ_gXnQ8w_D7C_3oO&z>nhuwtV4%GtJzn;PM)}2Wo|aU^ zjjaAqe+sAe`6;z6LqAQ}V4fW{f-!wn+b1VC=U4;{mb9y!*)LQAuWn zC2pOCczM3Pe#{{g>p1T^xg2hILwk2bb&vCG!R^r>5iAz3{ag`7?rAobH%i0&8#3Xu zs_12a8klzk@zBxsJ^ml+09HDgui%_J%xCkKVToGrPu$>cVZ>2sJIa7H3@h>^XD|U@ zyMjPaMyPoe^AkByO*XmV*?8*8@)iU%YMD=Py{NM8kuLHEj}xcTQ~K}9c#SwcoqBfi z5!32^lQW^mWfgYEHh(gKp0I_^mh`QiwkUjZ5N~$LYkGs%)mNa<&vWH{Tr+K3Is4wY z84;9JESKDN%J^>^FF8>|NKxRp zWab*^3EPEeNZ`GCy-Unp6}Wy@88k0do}|gu-plcNCRjqviyQ57%Ax75r*+yaP{Wy8 zy587h(y`Dpx2QDHVZExCRgRRnb{U(~tkdZ*V_EM5t6ztR*gJ!E9t!#O2^Y=(PMs&o zBBL-1fRcs=n4G9!7oM{{F3cv+^ZB={c$pUnFc$*|k640b00FlYY{vs!49f|6_8maZ zT!SoL_(+QQPLq0lB!C;IB@&TUO(t~tLpODbuw^33ocY7HU$hF21ng~XgnSdoE;YZ& zk;agN@gzX&sBP51>GwXCsUn+i2(MnL6Krj~CD_i9Rkf}>Lzp#)9Cl}J3O6cAePnJy z7uqRbSn?8l(nE2n)Bq#>amFnN*6d$DIdPGfaS}kSat4co1e;jsP}=j5O%G6(rUKL^ zOC88mf3}@4x(S3axvhWHQdU*<7dU9aOMT`LG`!IXa?UZX(@@cmglpdAb|-LHCd5f9 zt4}G(R%(R}d!n^hnbvWzm0YxSXXQn$jSh~|ok1h%!%$x&2f0pQWHL_gl9&XgNgZ>rvGsRezq}@f5qSwR_qoeq*GwfOeL(6 z|ENTSt`NhbtT2PZjzn$(j$<7%MU;*RQ`AhfNDqYJG(=X&L5GdJm7uo_P|t8N=bGmZ zk7aTE^N%tbNK!szG98OR^tS{u~H9m92Y@A?5tB-hw5NI)ji-vEUP64363hNqX1) zOrs~K&7WaG!^g%o&~X_iTsOY9+6$#^c(d#DxDZYTa$o;=?9SYs7ok4RH&;&@b?+!v zou>~!o%g$45y4@v%EiuSq02|%JkvuS?}MBXugQVIzi%gDAcFyb0_d9mZ(8E(YUnxs zPXHAFCj<}76ag#>2Y{p&OO&SbA91U0sKkxT0h?1myXopWEJBck#!-fKN##Zm_3>bO zx9RE7p&>;^@dGJC9lW4E3yE^uK&210uhY}hH~06(`&?b#ZNk&N$I<7?&6aHOg@7^4E`Ya(9Qg_+0PCZqroAO3rv*d z!?!n%JQ5@ir6yOz#K45u0pmoFcu=i;&$k!dbP!QS@}76C2+KX(tzn48^Qd16zm7Z= zDwmB&f6MdW6wU7fi;-VIz-euhL-cJrEhTmIcg`8i`sDh{s(s3co>_NCM`h2*`T%5% z3inNA3t54!PhtLGbNoM90dWvK^B<050q>yqab_35utGjEYi-xFrwF_)H?Gnxv$VDC z0uwJ)KoR?rg(!QkZ~o>w&Op3%x=t62P#1jWz@bLf{0gQZSswp>CB^U6`aTc zg+!o|H`pRUpGU8T=p4;oK8y+|1#r?TAS&Lt#qvS~fvE&1jBB zRETCO#>9nk8!Zs7>v?_O=;8=3B`jIKz}sV~p5Ck6n&~lb0I%BqOTIv-OtbSyn?&9xTggio(bQ+uvEh#PpZyFa6^~i#XOiIeg5_Tx0XG^~!y$DL)&_@7Yi~ zG<~91e=hb=+zXz#H--;b+wD0`T@_V9vSYYFoyAdLUh2Ju*C$)fG>g4Pyp3+tj1^nx z$vVRfo42PNX5vR%hjY9P7+xQ@PF!~aZ~3Lh`gS_P_H`2Cg>McC#w zmDlbo7->wVCSBgXnCxd1xQa?ji}*qUEop8yM+(g-1z1Mz=A&ogOl8>NbXx&tcqreu z=!1sF>4_&-S-SHp<0l#LRyyg)>WR+H7!o-d^le0tu2*UzL$}W8>z!_r=w3PKa}^Wb zDb_3^gd-+wYqKq{=D+wcAd^;b`{5}z6J<$8%;U3dMdfi*ohQOr_Wo0!^%IS?HL_s= zDsol?bON3&V8i&=&!9R8CQ$l8@IEA@8kW28e}W01&TfRV8+((TWM@`82|2j&UZ-#f z_c!?dz8<*s1&D`U7nu-9U%N_#&>gUZtUDUMp}0}Hlbju@+7)b^@Ii+x`K|Dj8Rr9y}MhX6lH;@OE+`}a{paWzEBHDOLkMLHI-ZrVPZOH{BPQhJ& ztyyYYivzffMT~$N{Mf{?F247%4YBtUnesY2Y)(JBWM1~&{TzaM3W3m$*BBoNAe@_J zz5uokYzjW>so?8aB{2l!vb_z$-gHaqnN?+?9xzn~`V-t@gg`>71czdsf^yq~0qiQb*; zGlQ08ytg#m)!&-l-uQYlnu>0fi*?8RGmEOe=Q8FqCh@VYvsU}b-42Eo>Id)7?00h} zAwwc)>xtgD5Lo_KC4M3Z>GAE@^qoWE!S&BCC8d9MkJ4w-nl9ix3fn`lGri1>U#`U3~>BtkP?ayj>OwM4LQ~I3o%Mtz15|I zSQ+df;?R*VV%vJPW#AHs;O|L5?>&egOa@44Fc#Gd1qFqU;4XU`8woi%xnJ3xg-I;^ zKwyLN7ZjjDjop5D=-BZk(_474*6nZLDYvv#9>gog9W6Kln<1F*W}0&t-FC_v96{SR zY2UgWA9)W5A*=*iG5=Thu#^vSa!C^t+o5Z5fbqZYUl*5=2?e?gWK8mQFbfa(di@dP zfGm(71))y@L9loZXes*#Qv!E*!rwI(00cA2M8@j|=^XzJggXBNgl_ZichR@`{;6z* zLtpr%wLt-v`WT`^c)zm8tnZ_XITPZ=yFd;%fvJG1vc*V52ey0en=cnt_36THWPfrg zFu~FeUg9$;)9j(fX%VU=GST~j3~{_&ybmmCG+pVKeQ!Z?ykBm5c=i@ce1GZ@VL)9q zrPR)sV#ISnsusBV=l#pRH^{m%yy^m2Lm9k{Y+opswKAn@4N(>huAWdcnE*Wx#ug9^ z7SoBTY6QN$C+YZdM=DL!a(hjM<6)Lcg8_N5;OQ;sc1;C&ms8RPv5`PqixSeUoB$CB z(wK?$_IA4OVtt#*fT>A2$b;i7>8Tr;LoUKjsT5=Lb|%;-2j3A8pXZu>?U-eN#Vhny z@(cuQ6q8|C=^noMV^<cte?&YVwSb5REG{4_hDnCNO3PL*0s)=-`}V*!s;+KIEcFQMAwhexEKI_E z3ihk898Pc>=gQlVW5oX&rz9K-7<;TgaO4Rvf@cA<11xI#FU6PR=XpeLw^krpgvEjy zb<6@GOhi-^A$Q0E*wg|D0-uNo0QfZhoUpu5V1f+;i5-iJh9l=+B@Z*$1pWb^UOa|z zaqEBTDAYng;>Or{i))5Asx7PBGT&+|ioGxS>aY-KRKh%m+V%@ox-l=c-8BF1m<3X< znCQAr*N)(2ZTAm03 zP5L0_ip-+$kOyu^WCoPEbKHpB)8yQ~g1l4i6z7X>BinJmo;izO%KLN0BtXdY9Eibu zb)ZfC#w+B7pPQ0O9_m7n;dIc_;=QG`1g+bSE6w2-EC?j5{EoKNwT6buM@vp_&;2v@ zf^Rc3VM}CY2?B?kO=>IO8-rYMcW@DiKT?Um+c7y5`R&kz?7+N(L&3+u&^f_}l@W~s zTZ0(e7fJ4iZ#uRd4L#CnSYa2b2nSF6QACT}n=z%3X#nP`Y6irz-J;0ebFeC>DSLJ9 zg|u7}1-=o=tlB685R*UK9b5du(?A263_S0{3C(9@AJG>wVz!Q_8^DYVgNHzU9Kf9G z>guwyv*GOD1~qk@7y+6U(1A`J0B{GWI0&7@1uF-D)c`6*Jiy@m%ae0>-UsqkmK^z% zb#$JXkJ5pm^$(dNa_$p#p z$9X_}2-Ky_+J_TBo6%il0KZBB0-tD9b<159llIwpiyt^V_?F41+Tl&7|7QXDUDA}bwgtdE3>*VE~= zO)A;^)KqRXyQd2mR9R1)ml!P9ald_Fq%uU#VyIWp!g?Z+VeD@d$Dd?Z=xHaUp*5ka zgY}7T;<^*a6{hcSyC#V?qIgnm_&WFHpM)jhK5FBQx%BujFbf$OXPrL_TAK=6o`Rx^ zdX?+y#w}aoQ;++y)t_6)$wL`c9SmnCzQ<{YU_1uzNrmcw|<3coc?Y#YO_=|DL2>G>u$?->)5;8DWjQ=_m-1$ovrI{M8`_XmmI{p22y`d;qtk&Y z+nGDAvjhb-Esg3Volb+Rc%?R(-s2Uma>R~P`(Ld2OpHv`U{upDaA zNJ5v<@NpRco4wD8WMvUk!DkGEqUb&O>Qz`gUhq*4VOgE0KEpn=6(B_YF}b5_J5PE< zb()v#phc^asoNXj<7#px*+s>KF={vhyxvBjQb(Pjdn%PnQA6X03q%>)(_2a4;v;tj9Cf|-&7sEpb7hyka;C8CTXi0v{lM2D2c4Ca4kcYja*&)+MwXAK zL9a>j$#|bHl$(c}oL(E3CEGEU6^t$<>t)MZ0xg6Y0de=Fzj8R(4~2bV5?*Px1oH0e zih%g&l6}S-0faz*$dGXS{RYB|yjIOGNz;K#K5oE8qpXfO>xk7epTFs>0eN}W!8^uA zDB&>fg?-?+>Z<_kd|RNN$^hFsgmJ4hw?qLYQ6Bf|xu1a*2xcU5QCU z{THXVPi))T)|yN3TQjULf`XQI-S83)`S{5+sb>~3UcOD$e2OPkEgIGbl3aUF^&EWj~yq`mm^TFbXavv|a@e@;00<)QHuQP=kK`gG+y=TQsL+ZfM zjNHnGgCKgr^1UyG)^KYJk1EgKLW^qQZj0d`!Fv<`M&=lsEZZw_5cD6-cnUj;>HD`3 z(J7U{g_SE%RX~L#0YohiuQSTZ%O|4j7`DNVbapRjatCmh+aT)z>`hVs=D|Rk2ax~m zp8d?&xCA+1!61F`g!0}UsCGdL7m&2m18XQB`3n%8p`!!aPlJ^cW7Y(=C?E?2gg}7O zNse#^9RNs!+YP(T1j`?Szh{5`Gc3ys7&F7B-El%CAKo>zZ*DT~z7d$SZveYupo9VP z&nHtBuNm>h!LL7YV=yH;&@emlb43quY2ZtBEG-#{eTf5+EWoSKwMGJ5dce2&cNkbm z2*WT?UxJ+NZqun1wIi5y7l#CZq-)&1$0Obt&sy27CA1dJ0Iq*0|-m>?+m`Qwj8%OYhfEdU$t#g2~X$ z<%}>;HUvtA6Iq$zVqw~8U=&?+X)RfCQt>y`a-V(E1OMm(~N#H zr2W3&m+5oJp@$s$j#LKifL(GpcqX?YFE;WGZ%BAzdeC;t9DG0mx9{QSaOeij{0bqZ zxVxO}=-8OQ`^m5TcsnaASda+duvEwNz=4OJSEv8rgq0eA85@oKX`=D{U`?tD<(C9& z8=I=b-4phE|M05K+K)lrtRNzT^@vwy#PA;E#(%xJJo&%*B7fxu57V(f2CWicyPj{Z zDcfduwqn}Ub=dRivowuN4~@NoFC4j2T;Ow+I#*+1H8~xOCE44L9#Co1C&IR`p&16Z zX|>k0NvtxzPL-bdG6k-VQw6g-6lZ{}Kd7p1F&$j9(PuYI+;0SiKW-Pbk@Xa~c25+4 zOi&c2V@@%L`SHvjto4<8+P&%nx`Hhp+BSFy3d?h=-uht%`>O24dx!*`$ywg zw4|E(=iZBOm8C^HMUOx!q&1In-h2vzZer#Pq=%*sUq{tUWUm!awO8GERVDSTgkqu6 zb$#VTI$V*^w`4hTjWc@XUsgau7+p2_NmCeyFACX@{xe?3ua7Vo!q_G$(dP^FkRw$R zGGfZrYyA>tJ^>+hJ?I+m*IYVbiHgVC2l_TvA1@WTn?=o$%Flhs&$u_t#e)lyhQC-p z8RG29m?{^C+`G{~C|OBsi0w{!O;H&4`sT{$d36IgAO8MP5NQ&kpaaCrP%Wcovt#k0 zt3_42>NrH(8NI7%6?6bAE4;T}IMIw87n4P>!NaYfN1BR3uhy{up7pTd92oTT`kUu! zkD){ua=@vOL#|YQCHH_r!uXNTz5s|?FgADz8F9#Ej@?{Ni2^64nv-@9dyqGb`n5RHBtSH##c$^bWm)h>f!5c`3{feJCQQ9S#~8+SYw>MG-( zpC|r34KnW&p+1#Z`U1u}+jYp&u)V?1CEI}Om1C8$bl~~%9K5B!esZjOZ~m~vE`?Yg zW@P5P3a_n~SkP|e#APuu#2S=n-dQ>kbm$tCAR1!$4R&Go?*D&Yne%7~O?kH{t@J2J~iBC;zadt_vWBqDq75SP98^*i1^^LO9h?|pmpM-S<8 zjraRJkMlTQujk8HJM&G^SiF=P5u;TdKan#H?t21bF_pO0;9kYgdV&%0Hxzg;C`LXg zzkV|Q9>a``WBrVG_m*w3c5>XMBD|)ez)X_{f9O}x3+!wYG)A1{P>#eC9rmG~Z&hU= z9JCB{5qM90z(_<0|F>3y@eRve{$kEZV%eMbc+T!gi7oWyrf(zr*%A2}U8jiC$F@ z^7+;#rx1fe==TwuMpRhR=g0jzFzvLrw;P>1(<})26h7PLrm(Gmj*bMb2g1-lRKA&F z8;QU>Z*P*JkrN`8v3_(Go7==}-|WwUcSm#Dsap|Gly}4tBx;0BiS)0#Iow9#TDs5o z&*$Ch!Sqb-wIA0t!Av{1yKT5tz&U+GtQ?DZeO&HZ86MY@uHK(pIIYX#ky3q$X>kH) zW6vsb$ywidDeV|?X~AT`>h_R+0i%4(aw)NmTS3V6x9X>^-FsA~3#H`6sMwG_+{K)hDJ*(<(!g|TUE^LPimu{GiI@*8$ojHS%J2( zeC!mH9!ucxmP%@iaDg7%1TY6K=(~;|-(SKWB0va`)mWUvWu00RkRZvCtOr)+x(A=X zt>3Ku4>-Z8{}w*CjtNYcVXAL?)ASXRb@)0{c)w)He+P7k0F%_iy3Pz{IXO+m)xCqp zou?5&L68;nv!jFk>?`?&MXa_r&@zjCM7{1(c*-h{-wd=O zSsNNpMpsO!%Lk%RXSPNNpQYms(_nF@g?s8Chiv(CAnT)wY#R*FL|Mg#)OW*;=4VC& zVav+d@?@+y;D4|LYL7lWT=`dr^_Me4U&vQ3V4wy zpBjEI;<6H|R-ut+KQZ1os8il^*jk-loXd=Ose(Rz%N-hzNxtMtJgdPL>lpbh&aNo8;-aVdfwqByQX$Zu!Rr~g5B_3ux7m_`d>o&xq{V>u?M_v?{jOe4c8vN$*2Y5=3cCIoFD@QANXN9xb>1wM0A1lzKv_ms7yi7OR2v#A zfieWauk?PQ<<{ab&?o)W1viry1JV0ze4pn9vvkWeT43DHUAN?amF@ox?uE3vd3nK| zhX7w`i4~IH3%h`KH@dyM+rPii9GZ5gPvU`0S9f`72AX<*q+h`S4;WuJbu1Ze*hgD@ zlXehr%MiqSf(>+gHKzJGlBETfGwmu5F~ikZ0u-1AUFY)~5xCI$)|LsF4Y$A0RH1Tv zwin9_G1Gn9=KCA z^mx~@43<9jl&IWKp9D~w1uv6VNcr=4^#AY?_Dg6 za<&Y}lozbGv3vJWsJ((U^@?$f`u-Vpp%Zr1$E=1KJI8E(bq`pcnFgigMXhp z)jo~cj90;&`1e!Yzrd!!V(OEWvgo_nUmv5@=EQs`>sCS@4yK(U^}iyM*}q)k8}-+5Qr*?ppk zd*6s(F(RwUD4A2Csmyb7C*OO$ksMon82->G(a6uK(fanLsMsC7``RMJv&5_;0^%aU zY+1!Swm;?`L`R!>P2qJOBn$!lI~0<_GFGUdym%59N1spo$!;_ZR0af+^*}Hb~ zr%!$1Ew{8Tdy0;&xDw002)N27D@D=n1hHIDW{Y>fdpxHIg(WgCLqfwKZITI534#HV z_--`UCH#oC86h5kkvTbC;*=a!o(OlYch^O3{+Ttli_Dl6Zh3aZ6wJWX(AW3+6CMw# zc1|^}{Z}{ky~)AZW>Xzlo}sA(m{Od2+y}u$aaxXU)TpYvErqztx6T}dn+ zcO5(?%{r#mzXgqp>mFxlMIP70)2{N!ut*CFNily8i`)~gx?MBjGgZLA$}5hKA}4HY zy*F_XVIgubvDG-JuT4qTNHrK1xq17n^SmC0@4b zIZwU3;>xg$63WBrPI5X18B+-#1rB5F`8^k$n{oU_J%B)bx2 zSYhK2eNhcSLP$k=%QOI z^PZob(Pv6}ME&LF@pcEaHNK0C^J9ULBDq1~cNr0l2T-z}R1%i^dJu$XjOnL->_Pkq zH}^qqcelsc5It2nrwt;Vga}XEyrst!DDwE?QxtD5xR9d0O*t=%@X3f?Jn`5X50vRW zes)*sS^RbTQOejCeGWzOVG#{a6wYNNd{nxLh&EMLyYg%9KAy5AdDwM|sQHsS@+32y z;H{8guj6Y7=8-NkNh)s(=t}bST?`_y ztK6Ul`w^kkje)-!k}c?v*OtIH04@IcKJtVh?>nRrFc;K5yj^+8zfqex^}IJAtrOq5}KXKIed4kA@22(@a5E0_6?)#lKN+Ju7kKf?^rVX<)G1=GP1Gp zwO5I!fs+&EGhv*2`{*Tq$Zt~5DKDq*?#};26H~9N5^RH+n;Yj9l3LF0PQXCg?81PR zWk_Y%VO&B5qvZu6Lt)p)Os5Rn(v5c;? zNLvOihf_K1*!Wh?CW1f4Z=9goSSx4dn)JxeKNzqyuY25Tmd~92vqWXr0GuX5o?e6w zQU*;G*{GW0xz)a*%E+IK#_lqAi9MO_k$Rd0y%eJa=ftiz!5oQ`fl>*b=Z zGNmES40WrKcd9E>mYM&-WzoM{dlU(!m(-}>6{Y=W$y(-1d(vdnQgz42#!os{wfQ?w zaUUxfdQH;yt8A5pLfiS8AluFBCoObBl*Y>Du8WR7d>?)Gu1&e2fn}+tc&po7KXp7Q zuvuR|tUT*xgqbF4jUD#*Euz?4$N(_U^iNv*Q&Gt*nT%oC7~g`P5Yr{?(7Q}Rcoy%S zo~RBBhY5``5HTmQD*xa?+7VU>4kv|P(!UAnZuH#Q04>K^lQ7zoYG>YiZrnN@*@q?S*AIa#F$SvjAPfYxne zKh3ji#|o1z0z~^(l!%++KitVBw2(Aaxxm(?$r68qU_>!ez}{lON=v?PB+pJ^+DIY4 z(ZWN|(M^5*1w-g#96bxYdun)|yqvG><9DR8pI(>vO3a}!8{W;nNvx{b8l`x}G{R9| zFt6uFK(P^Dmt2HSB&*6-@>h|j9WE2%e}7~@@TeZgA(hm(CJB~^U-q>FqN5y!r(ar0 z^Y%K%Hf+6+B~wx?pv6gzj{FwKy{C$0CWy3DN-8YqV@&*E0L1nDMaF*pBb*y zPv@Loi*&TWXDVEayxRBPWmu7tb(1i$=5lP^g?}Jv#Al@Pk*@Kl_1cyPToib>P781; zj>>9ivGt!7C{1+L6WC05uPmy!aXd|yrIcyxcAvP`K}&_yJf2TFHp3*Xd~Or4Pazwn z`UOfnlvmE$c#XTF`WKZ*3e3d~#6(}PpcJGXNljIzO+?;jez0-b@BXWw%btq!M`Ye} z)9`Bo=Ejtjg5hUwM4!J&lO1R^{arCQF+Vbj((aAuOQs-6o8s|!p?XLL`9I#u3Onaj?!w9e_1BhwRLC8~F0y^z1FxH8DpbYFzvb^4#QLKg}ul zyzWY4r^fd>Qxn~pS% z(+_w*3KM(_!Nk7fzCc`ep+CVM@*hdrT-`l7D$)o}pErCIcj9JY`#^&pu>vK>BlbRS zg{aOYkr!#Xmh7WNGYbStVu5GtCso&Jqd98scUWzga$t-;WE`(}6`=di^PqEd4?)NY zBtb@k-KIlE0=zMOI!g97R~;We5hcj$xdcx{(o^ND>KkLjI}$lX^$Q&pAzt1P1^yh5 zpy#`|?3zU#r@7UV97-o-f6-zhXi=w%kn24B-#)am={a!c<=k z;Xb6p*qpDD0TBU7q;nIkZdbE9->?*D43Q?WwpE;y%)PY&c11z5_i06;RVDea@edw< zNeNX@+8h~)8mx>@Pm$uFx>7Y*Px)}j8)K-6#@40jS^PE@ zs&U#+rd}AOxj;kf|4uGN$0j1RVA;~g@)2s+C_?s_0<@&$<;Sx!{f2Gvan3+UHc0Qj zQ=YuV#Fw3zh7rc+5M$h{ZXoPSh`4&JvmkmYJYuI~jrl?V7K@ekc5LwWo}-(Oimz6cszN)I^x%_jrZci`E2j~ zyx=)%j~*)X)QtyJ%uD(-oZzNZipE80g%+Dl#NiX$q{8boY+(T>BFx9B3)d_GW@g+` z^lGs%7gQ3_)|CzE+CY?QFn&_^B9|rZHKcAqc)>#W<<)D^W_@REzO77(0GT@TJTRLs z3oyDrIk(c5dbRpanzAHc*)K|g2VViIe3dm~zbfqdTcpW+|3{n|AiE)<1KR$Gg8-ST zC(w-B(>{?-Hq0eM{5KFe2da8RQMI-87Kuh0C4s0V_ycK*@LdS(LfrPAY8OI$;ShG~ zHnr^ll*2yYvj}PGgruZ`Ny(&krwn{Z%!23fPiWR(Hu^T4KjfoaR?99H7T+R-1qB6p zeM_Ke1Hbk-nZgGA+M=RM)D^tRP!y-+ZeIuq>1d&e=K_NQyp0WQRrA~ZG4*XyXS_D)e!Od|(uLG1nVti3 zga8IF2mr{CBi03{N$?)|N`6ZuU8)`*Hv;LSt3){q!}Q%0^h?MU1Dz${1NZbj%CL}JJXPU=ruFg zx8a>U?kS3k0viw?oRtZ8li|4Qv8Dpzfr{j6;ZW$G!HGHFx?d2ee252Vcvx>a@H$BB z0Mdmpo59Ww!B)_OLdeq8Dk${c^S@tdf?HbM%p~M$UGzTO_uWu`1Fs6)I-s?rxfE38 zzGa)Gou6u0`wF4CLk!kY65B`-X#CRB(hQ%V??$gcYYmB7KrVsJ&D6BC>o*bw((26V zp%dl1<)PR)eg*#sV14T^Jlo%EF!C3Yf8`?`Ergw@qwi4N`d#KtNqG6vn~a}z4>(U* zwq8lqJbv`dGCsI**V2`2T7*_vIQtLEhs31T=WQ!E~+&R z6o$XQQmGon?EYQ>k91h~Q3xgM-(P9R{>yj5;JgLUGk|le#E3&n9FCg;VoPw@!oVlB zJ>zx!qt5rtmkL#4+UP20HPUBSV}GRE!6Ae%Kt1)IU%ii&#JuZ?a!n#0(daUmA?ivApg&AIN0OH{~7{ya%gIu z4o4q~>U$qJgU287A!`@j57oB*jx^AbBOy<8pIstCAE=vhH2Sl-ukFzRePz%L8=LV>_K1-D074|31iOd9F#I3Gmoj>H-kRR_|8lc{@F5Su%#nUbi`}V1{z;T z{R=4^fgFl`C3Y-}rIVxzk$5PC7gM#{ojY;3x73&}wZRSk%b?F!Y=fG!W zi`*dNbrKm(#H(^atQ*22f)tN^==8*|yZ!7^+R|^M@!E{-^-J>HpMU#B>Cu8(vD4B4 zb~hIr*I~s2M#8OXtR$c>kDR{Bqrfvlj!t#%MjjrFTch6S!<{579dmeNUeY8ispOCM z6JP(H88fY3@~dTq_>QC$SY-YD{17-z@zP}Wy^;xdt(@>wP-6pDxeZ`bl$f1C(sGf= z61ee68sio}JDjf~vY2~!C446`cdOvs@QiZ#=9nbQ(hg$k<$C!KFC+ow4iUcXH{!5t7{fqo_&6OD%fgF z9=%I}ICbE&t~l5n1d{IdPMddFuIGZ)HZY(M4V_{5WKmaSj|wl^RaMcyOm!LZ&}0Wn7NGFaXf?&W4@BQi*6OOa!> zL{U7trR0F$4ZyE@d6z6sr>vqkoe;g(@z*`lv@wuG*gvwT=@9xVCT6lQ>3|1P6^Lj5 zBf|-%{EL-a`pCx`upX?mb@z4dQZUsHV|>=b0?0vtVIgIZHx@*6ma?zHo)|x}jFc*V2;BKL4U$2EB8ik7c1Pkk*Q+Hvl|CoN3HN^ruCYjVWD?nY_Qr^9* z&s(_F)Wf`!sRy9x^M{i$iNBN7M!?KSq{;-t==KSzz5X_O<__)< zU+m!$_Bs;Ym819ZJxgvq`AxX@5N;9ThAnIrCkjcWJ+v<#T!1ZF$Nh$jq=luKd#)O% z*XH}iKW+!J&ztE=XCfAZv*jU+9xG29KMzf+%qp+}I{Q*a97 zKH-YS=UR&g=L9WZ3=s;^oA4$hvwyHtAhtO~zyoZAp!W8gHlLfs$s##YGBQp=B?sAM z+x=}`0Z8XlHC+hvXwuY+=4V%v3v;?g)krhdi)_hNt@Im7d#`_O^{#mJ7)4@gk-K8n z54kH+i9z|Xyj({%ne%z^3+z3Cke_M{tG2Yqw{n;c&=~A?#2~O=6(aT|XPv_PB#4wB zc|v58>*OwrLmv((U64sG0`9tJTgEv>)52v5b5huXw9B0!*3~$34jdng)mSf>4BURx zJpVFjp97g53_17e9nBdK5+r!s)lVJA!U`TdH)n|qx+Zc|gHq2ymlYm~n@mhj^DdeA z&T=8Yq}S$3VYsTw?8si{0zIUN9sw?pe6^xZRjNWR6}Boa#{L$30L%`D0Z?m z%i%g+*}Kr&CVs<65?SzXxgt63?a!%#<$!g4{;V3^0l5ZzmYo6C&^VPfF*$>9ll5lz zJ4@uHFdT}JJ;J~!1u!Y(q2r*C>6CGP{7-U+`^dC|@rnyEBi8SKvsO_&={9#vkC=E!poK13~6qM35?4KHSpd>HKP^n0%y zGXX7hq4l0P!X4N(zs-!@il>6g5D6NC?Mxojs?mu#Bxlzopjd%A90GTdl?j>0K|N_Q zAf$;M7Ck+BJc{Ly0M*FtN|Dol-uN|t-1rZtTVx>gg&Zr3WcGo_1UAHW;DQ5jTIU{u zr2&x=Y7BVc^(rF6PlrE0GJ&F}JUi`n+U7U&1mwQ2*jxN8y&wK9Cx_2wG4`@m&zQ2o zE@h&}s^S9K5EZPy{;*~fB<*&k7a5#(mtY2Y0MxTMC{Px&HVeXj{)9WTadTntCTLl~ z#iXVTH5gJhz_b|%9naxp2gEQiYmbA*4SmENfpP{tj_-=fgO#RYy+e7xjg{O7ymk*B zaG$!??nN;I?;UiMwX=J;Kj5om-&orC@U^XKeY+o4fb;Rzy@$7ywnq5tFAKYGT0_MR z(`D8}Iz3HI-1-?=1k08WkxPi-S0}b9x@{>q*o#zkQ>-0d5Ole@?;k<6^aP*z=fF0= zvmvnW#MvDQ*p(%gYj6iDUcy8tGxLjWiTS>5e8>_`9DQu-%u-gtoUukr6W> zz)TDcQOz;@@-WKxT7S!81jVfy`rr~@`EPcFXYLKDae08!K?K_{#c_q)AP0EJq@Nr2 zVAO%2b%EQ^Q02L|JpIOQBJ*R8Z{y^XUQ7cNBF`Xd8j0itte&)k!%9?_U)t^REjOuF zI`m#-%iJGT&^VkB3ffA0l+H6{tAbprplR z*+!fh`kotF@ef=wTzZ_aM&*5;mfo%U6%V*D_6|R!Cw?&rmka>u%Yx8P z%VJ|Vw24ASGU5qG=AeM-+y2FcCP?oT`!G{G>jZ%^lcP`_!Y;DhrKvVP^sub~Fn%3g zBB~9Kj;SO#&8)cQ_6L9Kbr+*rS>x1mUrvM+AUNu!zHC}v&YKNar$UdtfELpVc0WAm z_o-gE+(G0m5SymJK?#BKFU4b&b4>5{c#TWxohp!AKg4b>8v4u7o-+2G>i*E8yW#xTl^#s5)%Da`FU>ydriOL@>kkadFBbDR zlqq^V%5+W)6#jK=k+Y!~Y6)Y(sYKLl}6qv2B>Ls|d5 z#jGD8+xO6v$>+~)GpN~B{Wr`nfHx(W~J{`c$rRkY9!e>w=N z>+%ICEm&ff!$Gg{Q0Yy$n!nH?aH(XY!-y6^~sr#nF{)ZS{z zqR5um9|wsc*dS#)LUGv+l`Y}wjZtkz>o)s9ucuB69~Rn6*T)yN!DYPs^UiWArC@m9 z7a_j9ZYKt?{WX2d<-me>C6ni%JiMObj?K!^2Y5c3Ag%rin!aJN|N3xAjUvh}+v$ zjykd_@tcSDYdG*F_XATE)uhrz{MD$Q`fMv9GOJM@r=N;J!}WiFj0 z;iQd2{N=9{XpRg65Ta0#eAw3J!i^+za8Bw3Y!VtO%uZ3*PPoj677i7o%35fy>fMFn zq6$$f42zrbCnY$aQ^h5ZB0t*RUm4sPb1Y^^TFcC(*4Y~jvOABWFkPDw} z@JyDUsE;qNQDG|)G5^3M+2N@^aA8s&`>Bm@?4&KP`fr7JoH{4zsi+O z3qr@eq&`3DvpN@dDfv^65%c}{ysJ#YPPnq}xEirvwRcYotaJQw5?G-Xv=dEvE}!u( zVQfe2S1o7tLoi@UcO6lEL08+iA+DpTowB)!SdjD(+0tGZ^MA((53#?Vb~~G2b0# za@A`YdqRsF+Af9%JRxvL6xEn-KxiPX;3!3UFDOV0y~&Id)5#5Y@T5)V9EqeUWz!Oy z?yjwwO%;>IhYz%?_Dp>bHv5R~>x*KYhJJ|qPUR)UlRx_b#eTcrB7#|js%BHo+|Y|+r_MbZ z<06f}`B~^lYOM4dHZR`8xTHX*?hBUlsc>s#o&vc?9_P?Nr>FiYt!)q3X{a>iYdF6C z;h}ml-5BalpQi$_-!2vOob=2DT}U2=cPHUhFf$EyH@@DXx(bP4on6jR4CXuUu({ML z;$`#6{idvQ4bS1D919{VAKhxIVsIUI!zHxM3Hr$GAnb)ErT$#u@l1EU zX-Bugo#(G59(oAMX|~@`-2*mJYWHHp=^j%6ow6q{a{w4q*EDKBDVw1RgqrwW5RichS)*vHz78Y-@#Z0K}f~b z-M#j%oL}BGQCBf}^auih z>GRd;CFoas2q}=riCy8b2jWwD;+FvZt5V-Syshzo-}TjMbFxp|Yz`O>H}_*(y%;{&dlg#VhPX>sL|i{hWVB}8Em+>5 zrkp+|c){C|mmEYnoGFr;X~KG!TE}gzZmPIL*7umREk-d;T38hnxhC=$v}6{UWfO9b z-Ne+r_6i5{-E??n4lCfiI|%qkXP5_q9+deeN9VdLi##F!t)k|W5c$dWsNwQY)y6f9 zj=a0H7SWLHlVb_HY0)lqxBcKP9^aha-+~~%-_EMPzRdH@%Tj`x$K=4SDI*AH!qinu zo$GvFKGf(GkyHQN#rwdW3KzJ0X$r4D$SaEH8#tUOw(H6Zm|H>H6wkNSM$vUll4Y&& z;YK0y&h$IcZmrHF&)8P@-z)O|d<}VpD1oRCAx(=C2nSN&M0IKZYOE&mIwXHX^N@1a z{IQ4Cui-bw8yfieTFXA`E2w=z&+mE%K7Vc;rAa!wn}T1RyIzH8vRZF%{T{?T&rbAh zczue(@3o8Ix{lJGruP!l%@f7om_>y==*ij_wL!%dp>QmnvKK*xRn+qRx9Fd&A0dOj*93?jW_0M30|)Gz)w>6n9+=|<4@sJ?4YmU_WE50Zp65dHw|mO-77*+8#P(0#NVpQ~ zq#@wdq<_=VI}aq6=#OFB25w%ak8!K{op z0KRY?@-TkiR?OTN8A@u+$)z=Cf<=?L7ajMSRx_u2XWVM*GCH;ECrj_M$B9m&gcGPo za{{rc9>E6+Gr0hLi!Ho_rdS1y+EFhKkHyf5CcnYRy!VlQXoLa_Bqd}pQVx@hF)3_iVqG|mv6taS98 zw{_916R~j-E&MSJGr2_0h%fB!VgZ2Of)7IRxuMyyPelUQiT=ByHgfO&Z9|6mFaGj( zIVtQdzZFq`#SV43qAb?uGaS#mi=EE`SvV;)<_?GspDq?6bA5!7yf$i%;pM%-VJ7BV z)UfkKL_KOa`}f{j$z;#ZAieJd1n+=xFp(V{kevrd_)k0U+ zojnL<9JW-;RG7zo$K9HuD<}+t|2o~sftPIgl1w^O0_J@|Wf{P5HIuLwdPEd^u$mV7 z{0kd}vOfb4I{pmySn)B@V%dh6ffhsJg+i`AT@5|B)0}mNHIpo{)xk)7Ezr~t2eZ5B zLJaw+LxD>C7T?R|H*<=kxPg{{LVY95@GG3DG=MqfGsX*t8~j)s5vtJP|k)9P!8sM(RJ^1eEh{8$&6MjbmSL> zZbiozQlBL6Xh(NiL|P6N#XPTwUb5!*4CXyV`=%8+6>s&3@R9SOM*68OJxgeb^OUwt ziub5-LEu1+y4`jH)EaUzfJm{y{j}!r_G!3yW=|CC4i8LDh*|R7ZONU)24o3oM21Xm z51E!MA$+M4fr;49(Jb>Qw^q#T*(W;2)3Xr=oGDdE247PZOgwcXEi$-CSYg%&OpPG$ z3Y>#A`m3M6+yTuKV{K3`Hy&cumy{K8Sx~%iT?P32zHCPrqquiT8#hLbQ^Z*IC+B&! z<6tR-;Ait)A20ySoncs}1FZm7msuQ&mPB9SVXfLQ1w7UdaUw9(JU|>oTD2kN<`>LS zkXVrM-xL<3c>WsO?&((;G={!rkGSs3jx^vJw>hB_r>MQ}CVT_KEvYi`Inxp>9*m@)4n%K64pD(G2L*-L(iJ~yNYXCKy$ zYK@`@@5OL>Ps8I#13;QhC{FQ*UkeafFuA^--`rl><%EiB@$eaz!4#bj*hH+(d$Wn; z&7(ag#q1H-?A3wbBoOO%$gZt<&FWhuBHni)g+4%80w7_=7fb*M9?02AI)%0m-=5kE z$hM=0{^UWNCDtE4gagzWfBEiB0yzK1OjEoutoxC+myig<=8c(~AUcb=@={0@BQHBG zM*pup@6l+odJkIG+591(EbW z!ypbrW`TSh<{f@Wi%=PPaNJaf^G+MLTl>nwwR4YNuKaTw6b*jO&c|q?zwGxbKaf<| zR2Rd*#D>O%#U6h>eK>0EuZ_G+&JG>R*0%iS`9pBc2uQGiyQr*}@zyZs-!yXN8U;up zd33*OPep@L?Y8rwMiDL@>i7DuhW~K!jGGJ52EZ`z=m$}8F2tq|iTraqIc{Et3dkX9 zb1P~%I3@_eg0T8MNKX2cCquhtHmg9tt;wAZi2z;jd7k)4OPt4F#@D0NC3l`JW~W^K zQ2TV>Tk^xl$@2G)n*z)Zh&7&Cg5@&?2A-g>wRAFo*GBc~S1v7Zx%O()+4!aL8w{+0!x}%BY_jK1OY9!K%}iDLpLcoSJ_>w>ug8EM=-AM4u(O`aZdLdB5}&RzSr&n66) zE?D=L3}V}^^!7}zY$C_EmN>RL925VzzsFX<@&5=oG5yt*c85`=tQgXAT_xgo%0WgoHro> zz~=Hb+S}EY(#|%$pn+Q^4B7Hl)&OBglGc#4%86_Z@Kt607h6O5g1XMhAYLo(fI3Ic z#2MDX&q&V&c-mpDKW^nCgfCNHHw6c&whDBiU{oEq%7Yt^O*}g0J5ty)uiIHOot)$? zZ_kI?5__w=%cN3fh=D+Pq2q0XV$J_sa$eV^RXzl{4|GZ*GkJ)0Ql=UMVwV5ZtRKc=Xv`&Ndyxa9vizr258==SP z{V!_aj7)gf;zrc>s_mUU?Gvzq0Z0Ruy2{7*j)y?A&;9T*E=;~c)_gm#-JHRB4z*%e z1pD%yD0o|8?^A`LRtF351OI@hK_>V)pdTujo{6mo(J}!dZOGd+Ts!#o%jCKz_E$0q z=@O_S2WzqoY9DZxtofd74676|1);kH@R#^ka->G%yz`LJneW#8OKpBT?v8k97;CC7 zd1E0SsFatq0E@4E-;yk0kibwhYgurp-7-2i#NFBV!*`z-5D`&DBr;A``+j&XreyBx zQJ++4=nZ}2K=b6=x$(}V^rE9Hq;ZMHxhAmrI){xyK3bV_;PFP?c$;0>w5rHAYfr*% zsO+IuP;@W!N3bKt_cnz%AU9&o2Sy5tKGA*6_+qj*5x^3=P#gca_X@~pHx+)AedFLG zo@CJddbe-p$Rkb!{-=A9o+1G$KO&6<7C>X~SGG-|(KYr(Z;*U%m!L>v4v57Xk?o$wQ?_b3nEm}7@c}=jXV(-Tf7m~4Uy%b%J8%lgrV=Zxi(4}&~ z+@H2N7Ftzd=_)5^sr5A14$_#T?c$nxy z+d|WYYk%O*U~vIs7 |2|v^p{lPA! z)YgVva`tAS5TmeZ!d)|)&ICq#S>}-(DY>zkI($HfW$R>Qbv?benev;gKdKs2bc@e7 zTr%Gf9Ky81K0*DHo3`qL{QPu~cH|cBcSfe&lhhO*Iviy<*^UCW zr!Xi>5M zMY5is6aIINNL;__;XOcp`^W+Q-9Glvt{z_Hg8hNCHvp&au*SOP7yb8V_2QhH!%H87 zjwP_uF#xLCOAH~lH+Q&l7k3FD5I;9(+&+v~@w;c3k$IL7^vN}}WzIu<T%c=BRgK>eNY~DEU5v%7N-%RQ9 z3-G7|T>ev5{m=RXW7~OMZ5GeRIiTcl+werBvj^51{o#vU7gGP)9N9fnHWjb@Vq4jE zRk1$HMHv0xvQJf^lgCcy-Yl%ne-AaoLaCbNHMG4-tJrZ}|H_T@7OyJX3p`O2B9mTN zq+qHqnc2%fcc?bJU7#}+!VP_w@qF3``lflqD5ZHo6OMw*ezSKS`{yT`wVTXjQ6%x> zDa#^MlQ-}9r>U)uDHFW`n-^V}m3!mgwL@k^#QSFbWXKctjo@r`Oa&4t=dP5^- zODy<(I^s`Rt3W>UeS4BkrFIXsFVEKu+%sAag+1)Yl$)f2b<9WBmkpL;;*x^kU-+Il zEF)>Qm{FH4l%V@A96+4I1XOlwLo>CRrp=}uYd({}VE2gkR0{FUXW|4Dy@hQ^YX4I5zx-$W;2yn%&{jO&p$-~u-E7&^)CtfOEoh7;L z9HEDQ2$et=9MR<0S6dJTkZN=fz;)}t{l>LYW7G@i&h|0@{=x$Y zqCg=nD)|>GcF7mU(F)mQYuNZwJVZYRNFO~cFl+7AzxdPLhDjfTrajNwNiw+f?c;Sz zTpj}F`BQ0XS>FFP|D>}sM5fvZoEzXFzEk?2^K)!;7d&p7eg0Z zNFuS*ucDJvC(_KrrM~GAf@J1;Tqz86aDhxvb8H54u0Otouv#|=+=ghJ!Xa5cJt@vP z8v)#hzT%#`(u=TBtsvpz%aK*3Ry*bWGv!Tl&SPtked1AH(5Pzjcv)mPks~O~fPE++Bp<4EdF@U!vH*?dN$m2*4RrnAP;au{$R%g7d z5AQ{-_{cFN+VOyDCv%Ht2=bH!H03d)3&peVDu29t`Ee^ybSa0#LEU(hJ;kIs(kBEh zJSkKHN9}qxvZr3c8awvF4uj0qd~Ky`ty#4t?i}Mgk;U#3xT#1OASZkSO>{LQw_={U z{F&T1S{Nj;&68QPc*o6q5B@Y(QC{G750BJ03V>123OQg+VS@|LTKNZ6H41 zu-KuVE}uMmYUqu3gqd%|`8YVDp?l`OHEVMzwDwGv2(Txhka3mE zt10EPM13g!R^8a_4$c5*Ft6E!gC+j2j=0@=7)e}pYvIrY1wX++q4XIfCs&(pJMPSC z{Bdj+#mJZxI*f)|u#%Jfm;=;Ud*8+~bzHl>nCkuz6OYgYHVu%05*@j9_hrZ2b`GwY zuv>ET_urC`^C^n-&#bE*Gk$k4K*%+kw1Q4f(Sq@q119TR%39#L2nZ8U%{z0gA{d|y zLA3?}tr3v!a%5c%T_BweE!Ri`H2I;uToD*y)#KOp69thkt2J2)IKkmSy!moeL$SIg z6!PJt=Gp|cZZ1xHQCHy%@p7a=zF*OBQom6t471= zf_=9Q_Qt^POlP4@z(kx|htlLviRpP@&GsX=o+MQ@@Cb{037vTv1ve(KrbOm;Q_IDL z6K`m16}22thv?Y(-0qFyVok|~^5~+(R$6xJ1Wjb}v1aIpD&#p@u)7cWr3a zIiA2&fWlv#$mD=CH(kpibA)$0j%S~z+fK>LjuG9IHs9I63Q0r{Ih7XBcMy^5gA)Z3 zoC`^}TsdvG&wJ^~mpIN;K-l$vSo~cD#XAgK)}nJS;3*U5f6jQrrjGWFco(v@RUI&~ zr>-D)t==^Ny1DPVB-i+WD%}2ggIhMh!v4<_d5lg=3?wW5g%r_O9ozPZ2}cD$!;X0W zETPq0U2VqaWsQe_WP5l|eX!g#wBCJ(n(q5zBrwXyFFRx#btIN6XPyI>IEkSMK+nGx zY_Y`H@vj6@S1F+3YY!eKLTe9=6X|<2hW+M!6RqA71HpgwtVek)DNEt6xDj86>Et2v zl?)q9{5vN3(S*(Tx)R~W`(LJ<&K+egI8;$WQi;I5&u=V7`k5mQOB5$J*--l{Ptux$ zlW5utFJ&#&O=G7C*B_UG?87F0f(J;hfjeB*D{#rGFl?ZohiK;Z?wbty3N9rxI{fru zddug?GyDI#A3RQ!_ayZ-4>yTpoC^^Ap1LhQtv!}DR9bZA?QgQ@9{j=wpg1(TYZyPV zt5GP>z5|p#6KnE)Hk-&&fKHI6yb#}JX=9fF`m3OQ@L_LO&Wq`&xc&KO$nqFKqm0gc z*IrP>CDop6#T6$GXkKAW^t&P+GN6AXHAW}=Xx0VlynkT|$7C_UGi^d7;~t7>k9vKp(yL)+QZM$-W2{)85-Gx4RK6yP=kNB-+h%nlKM*b}$?Z>;f zQyFryvzzB(1HETb$u=|Z-b?Z`D&rGlR~6M31)B#~uEfU#u9>}fBV}RfW6q#uLN}Nh zmA~~Z3_9ZHN|HWvNd33zNM7%Jhv;!39yJ;%QG;sHuLs<^yz4ofeM8vv2NK)rh$=@P z%1LW)hZZ5iY4&s>(fX07=4x&>%o>zLxg(=s?cCV*Qz`aq0~nXxAq7EJs33 zb?V7ZJ%H+cLk23z--$jk3KAIT++M)K$AK;q=ZWfzstny&0Nn9Cp=sJ0`~iqivFs%j zlgp{{RlfrYfA{la$HXwwb?^XI_5+_w>RIU?za+6|xMz>mHD(pfM@DJy9shjEuZdo= z!t3uJ{zn@t``Z)*l*rv|4#7z};aM^sy{P%Wvw%A8%eoLjirM4K<12z+6_otV!3kcF zH+6Q>Mu&2L&H()}w$mDG@aNlu5lZP1_JH~Ian(WM+0?bUM~r>{r%_*C0=#DAZbvn6 zlvlt0L!JI5IV8*Eu7fpIjhN&iJlYR$+(^f0{Kjau%>03!+h@0dHhaqwYH zvdAe~Zfn;($G7MN#+!q#B5gPsGkVkQg`)Yn06olHb3MDd!%=2FHI(&k;ISaYdP3sU zXPOoMte(93urM6T(aS?{8z+VQiby6S10Slg752v-OOU}`;F(=Q(f6CRt11*C_J`6k zKl@i5lIXgd=X}x1Z?G@(I1&3~Y&>XjqAzm^)GWU>WpdHyyW45^EOcGr)CHSv-7YnC z#h$dVxiMLr$dDa(qJ6AlsZf;H2BTSnqC#h)k=(X6RdQ92ntA=Mp0r#~3|Jj$SUyIP zhck3kkC@ebD7l40hXzeq}!Hn zmpW@QL_buJm&8Z)_r6y9*{tJ%)|b64j`7|!i}1_3@}&0uJ@F&GR5Wp;cN^qw&QJ0a zrZyi?V6Ua^qJiGCAwAy%M>(q9T2B%?>iOVzy}LL6BjdcLv{&7I*0Ttg_Q;NFbtXjm zs(!#3bH55pwG2WmG87%ExbHQU@vn|I05OGvBnA= z2xouUUxdYb-miJCbl*pA$u;cGGBlZd;5ow2Zl18IuEqd%j+GvwHi?H&o*ryP9c(^N z<>DPW^!R)|OKCGjp$YVx@R6gi8B0DZ$*lg<|Ul%U3fXI!kdF z7GS3AclVS9Q+z;|NrYD`g@GJE38g+jbo`V&y~HuIx|Pdtz|`4RbhJZ*Q1;VfnP<~x zm@ed=H?14Iy@ZswbNxigUxBt~*JMQ+q4!mKN=&HW*)#9$fsF|B(f1g0c zS$Kq;SShdEynp735abkF4wMiMMt<^+55Ddu0m==S?^daS4x7n`_jNF-@Stl8xbAO^ zCn1Xei0Xeowd(#*LYaXw?hGr=S0?B7kY>OOo&yzx%~?BWGYzDQM8=sl3|P>w)&uqg zD}K0H@iOtFbWTU)@w&tZ^(FTI=pSbANPZ%`uLRVdhY^oNZtV~4+r%~)d_a){8F^|i zfxV3%NQP94BdJ9$15KMgxlbtIIlsjI*OV0AA^q=e<(S;y|J7(q@Z-t1}OnsC*K>wzOm(95|_|sXerB5nGGo#Ky(-zNx+Oq2>=KeIWTE{vRtEu9a9_b9Hy; z-`(A9S#eo*5k(6Jhs5MEjLOi4gP*Uod3_QGIbFEo|9d7$vlhVGZ2i7qJ>)L|7dAsQ zy}g@4t_gJi)0vA%IoR1x(L%N_*1X$4l`Axl%EbSo`}eB?wXbOD=n&vW_W_&m4k=|s zK}7}Q!-o%Wv!QL@F`47lPDr<^7LjJQ(5b5g12FSnbpLwy{VvTZ$;lhgKs5{;oZpvY z9*Lqqz1zfRS6wyTf%4;_Hx?Ea1|DAZ96;uRm9XIXU5Uas<#kj4dLP2yzkeU@R#kXM z0Ic@qOMELUD+%a!QF-k+^w+P~9v&W`nD}@`0fCv27?nzc*{p7fssAx1tsn{t3Sv^y zJJABd)Z6`i-+C@>QTwI)N(YzbobmDTchV(8_Y`_QJFdaOGS)+hmkyGMhx69Gvhu*C zts82`9oI(m5TAnuaIU!LLY-}V^Tb=BnMOy0s`jI{&AYI;T$gtoH|6IV{|vZw@pbKZ zcheWexim-c@G&3bcaX*>pRPSz_|Z~h{O)Y&eS@&WOayTESg9sJCeT948xPKDLmt4C zt{vcXZWF$o2_fKumKHIPewFFSQ{Il}uU;i1>=-is&CB5`SbnzrJwqFiQWAm28eYtTemQ>XvBG3kW0w z)BD`eAOwfsyCSSW3Q9^d&8`+r&Jd*+FOVm4L}5)3mvdSc<@F+ac<|%pJTR52mJKZU zWp#)j%BxiPneRdE(A(c-B*07JGHw{QH~I117sldEcHf*&7cf`HG25-9^+aN-EQvE- z(`4qsMEi3f;oQNRP2R>o_Th0?zg?VS&v`Ayi3b7qx6dXEGotT1z-biTr2yMX5Sp7y z6@0f_%7N0InwTYMk89HGGH~c!?+Mdta)lnrRxkwM#^%h|d3!R5dm|?IY*)I|8gq1O z?|gm<{3d+h26k(6@FOZZx@RAb=#3AGB_Daq<(vtUVdJ|rz?&8yAwnfVN7pybqQtB< zmOCEFW+2C`yI-&8?py<(v9I!d6z$d=B;JC0hAE`g?56yvkQR1TkhISGe9q-VzYJ;yQ4VOXllcxgipX`op$+s946eua5u6$4^hM zDKp&0Lay&b>mLwpCl9W+Q&$3qJNubUQ$89WM~uMj^Noz7PCfX)6ZfG;a*2q{Z|TDk z@d146LZ;I$(=onE@C~T3I)h^^7Pz&V!Y9ms#Iv3(QEp~kO?so0F@7WfrxO+KQaZ(%6PZCsJ_tChU9$ekEsO{@ME~-7-mX^-+*=49x zUv8Ntn|2Mxi<%Vk?DLsRc>QWJwfVRvxrKK?)NmgL2Fai&mSQNi`<)vJdb=`;P4l{)OOsqS!?d0-Nm zMPTCBmEK{)t0(7)8%m^(d-_c-T1=2q;hg>nlf~@4fHzH@r{ej+{us_d#*PJLj4H}t zn={nNM4Q{S(9lqMrCYoqD(HtQviH(AZwYYH-JS_mL>E7_vjZEIjhcL3zffyMA~`DK zl@Y$hU2fQDN7R1a8Lqn85WDptL^$Wfu*kcS)#yngDR91MCZRny>2a>3aaK|XD?TUo zAFMJ?d2W15NP;`%Xaw9US;tvzrqkh1L7DUZtMYePE20ajhBc+ej-*`VfTjE4>-#iF zwRAkSqxa|S!}6^l*pZ#{Eq|7z;pMf<8It-C{QW|E!giN^e69lPk<`;t#aqvVuq&a4 z&|-7-Y^A$IuGQ{XJxKD%)G~PR3|c(e^=)9pX(?4B*ciE7ggK+VmJWEfNFAeK!IpFR zLPK}M(0!hnV%StHs@M$fWWjM(vy;pa996&4XrPRHM2tfkwcY3{fIqJ-V{Wwi!b=>m zy&p3{k~320u1hJ}@Gebs3*NQiRd9(gurtg!Q~J0wO{oFe#3>zCB$z*NztD6BDA&K& z3G)f~CsZb#IX#8d+_s%2IEjCB;Cu+sPA7hKg*MxynG5^Dp7@oP$L1}>LoPk2zO`9h z>Qv`csM`hEq|;2i!WZVhB%H|Fq@2FzF$()_^>@3!EOp24Fk{Q?kg{=BR&w}+Hn~-3#_;8^qUmM>yH;y)}F+VLzR{TPak8O$!i+g^4aZgiXrs! zQ9rB9BoTIPUi*WgNGLI}vGi{qBp4TfrMC9au1Sj9ry4@c(&(>JU7kF29IAMhj zx1IVH(y~0e?24tIzxw8E*y?WNm?ge0Z0^6yZ0>K3EI3d7fZrT^&7-To4T>EPxHjw3 z1_|i%ZLjz-A&ZxnoE(*M4zp1r`g~bB5Ynp!EEJrXXGf@A7B|vFtG=-r=KddjWKHDC zv=6w`ND4Z~9ElF`Akodk`x(kA^x>NF_qAKgP%jb8Pa3y7BV6MZfodND* z9C+_uwedBqxRknY4g$!?L3GTHr_X-mU4V!xCi?KV%!+>0D;P?Z4QWEqhusjEJRGVK zV6EXWXC{*q{E)1AtZ8lZf^acdc)$m7g)=LgIh-q;@8=DCAM21Dv!DHBJEabzkW7jk zxwUb<$>w*RIPKsuK!$dRS;CHR#X2xV%{oSPSF>l|4oIuR~INU6%w1 z3G3CvzkzNKv=>y5s*Jkb1lv2`8;PxxlsL2Dd?9sxv&3nA<1a6AJMuK^X3n?d zu_ZQ;Zoe6`<7C&P&KdWLH@ly6mSe6k&`oSJa(&_L0J)E;5Itj6E%E%TWZJ{eXY^x{2DZvY$ zit}LxS;dM(h0PV)*a*u1AsifOlLiGxYfGGxo`)aF1Ytwla1^a%JM5qUwsW5N(xDhk zF0~rMxxU!gt_A^V>JnN+Y@c%Dgf$O6-^S$1%N;JPwij$a;77PZE7YUY6pkGu ze`(X&y&q#QvLQ>6{w7#&UZBYFd^Y;V{g`aImpic52m2AEvb7TL%Df#}S!7dsa*Yye z8nQw>5Y1cgOmhnoTXdjlwI6QMdKT&7qeIM8 z$JWTL+eEslRq$fDUfQ>Dk?U35N|BV~_G&YXnkoPd3mbcDkkYkCE*wqfP}=|E#19vr zghUb2)OFh+y6lDm0LW{H^Xc!Ld2g(s+Q$O$kobibXdEL`ViUFGbj86?tfOQ-Ysi$o zg!`C$UuzY&)1ynAs9?+Q;ywxw7p9+?!F^GlM(T8JPepO|m96Q{mg%v(YoFE@&x*%A zWn*I#BQJ0x(S7+Dyo8G0c^nvH!V^pUpcWRRWf{RTib^ELw0051S2U8b;OdWdMM9cS?A0NKlI z+~A5cktz0O(jOK*%^eblt$R&0LQG+}22i=R2;xUxG4K=&2Q%twzq;)@z=#*AH#UIg^`-bJVUD6j?bE1M=ch2&q z$uHKVFGRNuxRg6(vl{#_zZ-N_KJ2Sy_RWvvwZOn~7k|WKqFvs}_a^_|N}1YY&iU@+ zwR;;huY#6mCL)LI*`-=CyMo96-5w83+E>sSZZy1ST9X^VC@Nw;mT)_kDd;Gg=R&QJ zQU_$-JpyNK#tGeNlmFpyUz`j0v#gdEpZy6S3hycy^ofLrYb6fH%UT-1Jn ztsG2vz6m(coQJt?w_Slj4MAtFgcfYvpg^!E7otYcg!R+TD*8|j8*3yLlvx~4VtFAw zZD(4H=7*3-9%N zamx_LKK4Gv6kH z2##<($oF-3mIPn0lHX2C&58JjZA0;jxkO9DiWURc$w&T_OHX$XQ_}9tk<=T#2GztU zLUFg|DAn(IXjFWlm5*IyNy`FJ{w&`AL_qZ?;5;SyYt1jdg6@w}bq4=@UJfFk_Vi*XqwX?E4(Z zdN3MaSfBh3SEn`m&S2E>s@;dR?}(P-e3Y}}Y?M>u<`9(FAf(;IVAsou=t8!{l%8pn zdxW|B%G|W@TsU^5{ow8Bz4_s(5_5Qr>7i#i`0D7IMCN`~b0%2j&H=l+;|#0%FRyXH zox$BoX=0^N-Xv|{x>xvUcYGBc2zAf!9Ex<{GIZJ~gZQr@c&O*F{8Bs!^D@sXWb!&- z3zl~cKMn$n)5^NPfl#A}+?iy(xNsaSEha8%i=m6M9Z!lEJ0-LJkaFV%8;m_JyUaF= zCf-(`Y%Hh-*3-p{AoesJ-0dyoNTJ96t@CMrhhH}?Nz3Q04(udQHWnB;U~vc$;x?gL zo-w^LpYcv{;ZC{3R5Y_@NLK@-CkwpSfZz^-Amo$o#Ht5IR}=1=yV9Ebm@htu6lHfm@Ru zc51#O@`Q-O=+0@V{o;=>nqzge-{p1^c7r$67aJ+03WYzq>JS8C{+=`@Yq z($!};zS;w4h6PJKoRud~z2q_70y!3Kueo37YMg)_zm?D=pN6VXO7diSpUcP(BVPu3}J%z%=?58{52}p6Vv0e72FJAPnXOs#l&0NJv`fg;A z`MKN(HwYhYHt!bH7GBsTC!p*;M=F;Ex}Jk~(~cK$^|)>giRwn!fj)?jK!6hBIR`&nTbrKujI>|=W(71S#Av{MMOr{T7r>jeAkf7gKur~gRYEd z0uJ~^oR|8=VY%{3N@yu8n!R?CgBGvA1QGL?yg`PeLqWJ>#BUky9w2@PNkdYf2&PUR zR-{L5>E?>wwyj=DRd=6|i<**8ChofOtv8Pfa;TR*%w+TB6z=+~@9u|e@hizZN?pIl zD>Z*F)S~tv8rs)&%thD)vl1vys_9I|c-=}@mmA2sBPD2cns2=xai6{`n*dm*vh5TV z3m03-Pz}rvehc&aZf`^*sW9;R(X3ghGfvqeC`+gLa+B-cgQepPNAdw(E)9ZW7&iX% z;4BrCUw+m*JzG(dE`0=^wh8 zX8cNC??#OJJG>rSyxdGSHWPb2l^JR>W0=qT5k>tl7t^Vvp$6w7%u?x|hJ zi{p1+FUCICT=6YVIvQO#GoiR1Dc84%g;nZBq= z(YE43%5B^af9!J1t1@nkbC@mBdHs58)||!qmUuPD=UMr=)Rd-s9=SjZ5xD9#q57Ca z^zT??hFzHlMf1SZwasa`ZDg*aF>#XB=alpfsQc#?xfLFH--}k5@7-6)KW3tl(2^;e zL)C{iJ;&j%it(f!r-T0waqk_^_20h@e-uST5(%j&Dx2)pP+BOJY)MhF$sTPZBPk=R zC4{W(P4-HX>`jrKy{_Z^J+JRN@B9Aeeq6uD)p>p&)@Qumukm~y&*M0ruMeyC?WRlQ z6cql?o;_$A9W166=$|a#HRQ=1@lrR>ad}}V(tC%N^lMbY(LC+UfeBWBKFpQH=|pJj@Fx z=~D8;i{4ueS*V$@&-6Nb^;I3{{wh~bJGoPqMbe?){lo=UiGbZ)4I9e=SVyBScyWw+1!O)uOd+aexGizhdz zJLU&JZOP1IX4rhQWv^eFTOd=Y-M#?lmo{&tMsIdq*%&Hzp5>6Zf9_45(i8QLT_T2i zKM(p2Wkq#by{i|<7;1N(@|n32)A$#MT&1}V6^Mq*W&CFiLgty<(6 z<NV>(L@5YC<{756`i*$0Czb`#v=hvFQ_Bc0!+icB$WTcE?SC_B* zpjPE;@TDN#9M_j>#|I2~&LG;A`2D?yc?Y(f#$*x1U{!R~_E} zPAj9^cl{Rw&F|UtsA&p4E0^VpFLx~LPSh9p?#glMwENnfCL_Mq^yO)@CC$pjrLE?k zb2T#+ew`Wzo5NoTkc(uS;+7_VFIn*P_g@UZ%`0d7>-*itpTEtyxVhc^(<5$I$oB{;w zUi@(Gn{NM{AH1_m>FV$>FYl4=m+ULU?Pm%{z-o4L6!(zEH zeEGD}kigD*)&oJ)iv=_dT0mFhE%;jOU?9V{qXEi#FA6vXUa->KmFpT&b&;! z53#Af$$I}=;^Jby67`O?PR&+C-|D{I3+3V=7B6?zcQrCn6IaMlDlT9DvgCs`@1@F$ ziLVd+d}Pnty|QPUb_mSABVNvBz0fw-tw-WCT@5`uz%R$9kYqp*cN%)77s zOXR7L>X5}AZQD#I+ZnHfkhX+&`rK(-8>jn*xoLH#TJ=kZDL)9hDaDQ% zIOa}|cIv$NZ1c>@+S*}lWe&EjU9tQ+*@6}?$L-Q{@9lgXywb60YxTO1?*uh<idAPvM0wMh=4q>*>!;9OqqGazpPw4VC8Z_il znCpGzHpj{IeZC+lI4^;*InSPYC+Q25(CVA67_D@jpVs`2Kd#tXp68gBTYB1blU8s8 z!;Zn-+=(qkl1V8mIi5AzL46urt;}cNtl9~G4fx=y{o+upjed2BR8NuK>Gc;93s$8L z95`_3#^*cd-<-IlPMIww$wqtj-IToOPKjS!XB98irE|D<+&wU{-|c=T+cxR5>hD|a zCNYRzDpZomtT*Gen_3jOchMCm$PSzoUqoE}{dK%1Q3^$~`=E4uTix>C}<|{f{ zCv|^dO9)_G9(WLGM9W6YkRPqFudAWNQeqjrZ!E9Rrdoo7bY=Y5p={QC;KrN$C?@GjFW5H&sVR3)+l!$(*lk-l`Hl=X7nW{IJTJ zK;MsMru5|`55s`;snVv6>mNqn8ot2Sjt|@Px7?W}H_V+8E#3Y*+C_mS&P|76<;2vv zL<7o>?57$Noiv%H0rb4(W7jsg#U>1C3?40WOA36H=VZ-9#jBYa5SWqoX|v+AqDqV1 zvL0tv?p-&drW7VWqvh5|zsFpd_VQlssS9kMT;BXq@{t}}>Bu`_*JGF2^WLoZM-KhD zA+0o3CkQ?BZu+oc?Wuj`n~MA`6}}xF9FCoJ^*eclHkLx|UP-SvWLoQ&yC$<`#BMer}l1N0lBGkjc5eF6UwN#~(|7uD9Ua6n|bYJ+l)?AaKr#O1N|5|F>XxgeX9VO*Ul}I@`zrotj zCAxrslmB`&%eJjsd%N~>qlsw2pFiK>lFjNmJYR@e6++M93WkUOy&= z(!HdoYad72oyuz*d-pylEIhpSq0j1l0!%D*$sZQty5Sd5{g=DK_tI^0w~jyj8U<&R z&tH#h#wNWqtMMnxM0|bABpg}`lZGM9hV_Q2Ed>i6|K(v)r9OWAxWoN|gBzTUd6t~< zFv76Xp?LP6w?j|wuUT<5`CNvX&UI4chALs#k#7l)ORvIzc2#rw^4kqJYyZor0`JYA zTjP(fs?`5Jdy#|V|L<>@zce-i8U5?kIjkIo;9Y?+#P}piRZ?Gp^Bzf%8PM}K@h$@j85@qgeq6+4W(@?Bs*@BoBcu=A`q(0{W2(*3qk zTUeY<&Qw%XkamlSefy^a=xv!~xbhlTqEe{XWVJwneWae_&nN_lPNTC9EiEnCoqVX= zN3<^u{_}b(cD##;@z{4JaQ-8oM#_WNuQ?*c=q0m!XSFZ=Yti)6Opj)CK^N|AR8v(g z&ggO-Y2@PIZf=N(``GHFJG2J$xfa*(+8A1Vb0_q(5+r~=^qXptg*T+ zfEe*QIo}Fe%3ITJRaR6G4`leEUjP4ip#1X0v4>kzRzYOXL$6*AJ+6GqHfLvC({Pt| zY;La1+B=4^Kb|(=-ESk+lIJ9jS~U9Q%ff=cxKpg@Z$RstB_$Cp)LjpFe+f108!! z)=)$>#dhsN*}3+TG9T6z@jod7e2rD3b-y1jZ3jybJsa)D0B)6c7owGIMq8f~ZkFjf zX}^uToS*#uZL`+nel4{HBRfqsnAKsHlA2mshx77mkKODZUtJnEn&>WKJl$UvQu5O# z?(1Cb?Y+7-)_AW-XSP=U^g`rJ@xcC~D-+|AG8wGiTp~SotAkzp zR5=Mawmey`k#db{v^DJw3W<&!I7|+){QMF{4WG(B0Rg|B68Gu;0F|qU*r)U8b*~pF zTs1IQ$@x2g^wacPWiiXU%1}{Jd9z7ARZGxZpo>*gj&2-Ucp-YrcmH}Z4vu@&{F#N( zeA3cOnTd8PA;J%lswO8&=&VN)GPXj(ta{Gl0I}j`>&FATT<7=T-)iV3H@s)HBR>lHg&Jnf$~c z%0il@+rQJVZ}aNl;Gh*0=*E{v?r&=DcAM|nNR)G2DiLSvBV_YNVHty)2-O|srcG1n z*3XK%j#)~u^$!ifJ97S}cK5l&S2CfsC%`HD`};qy&vF9`E4TitQl74mM1O@52hA6T-Jizq&KYu<@ z;E=WmGG+n)t%UwGwUU-KLKD;vDola%X?$~B&t0$<1DMx4Q zwGKi07jj*;XAv`@j3R5!vK|7q++HWY=G>ZLKF+r}JTUMChC1&^r+&$!1~|VuUFLM~ zr+P0&9`)p_6r*h!M!larNiqxl0qu?>3ELPMiLIWH(OFeOCtnk4o`0$>-Bc2WyPweh zAKumt;??M#W+BGhoT5Q^X?Cis9l7*ROy&YmE-%o8`R*Pm}TITyGx#PFlI)g#3>DG)TG=7x_hIl*LKAW2y z+fJ>XoHO;J!^%)S+vY%ZkieW=q_iD>i8~#!srPbmtrIlY-M1`0_$}XrZq^GSH{}2kk$(f= zzrVzTKa|HM=AS-)-hb`PboNk$6SKG(8#D`pU*D5$etfZ{e`U+BnpnF8iz0gK+ZG0f5|MhD5+Cu-iYI%HCAFAWw6n;YC_UeJ+4=SI!M`|>||aALY%-g>sh zXnHWz+%eA445*Vk()p?FXzL{Yl6tLj>%DvT)IZ+vxAR4^BxZv&SRYwGHBgy9QIOq^8D%@?fArao0X6DVCg$y57>qd40-(H8p41 zUFY>{3`GzCcQ$KVZ+@fbXNW+r4X~ij%R~e#!s1yIBCd zW}g$Yqiy9W*Q=SOZ1x+4-)0)mn`3udTM^fDo}|E}5GlVqwO$SxXsY#AA~@JjAcGf( zNE@$_N(j+w)o~XgS^$*TjJ1cLe!;!n=*pMfaQ`lm>3;wIy@@(1sGgQx-ZeMFcLh0& zS=R9oURDAmo7}^P53d;+;eq25NO;o_>(Ak)5rO9C3f5|4&cDeG=_E{d9<06pWhcTVCuVpU$S8>3pS#sr{^o>a4FK)*bDB# z!OX=aC9!xPgmv-_8&osQI*tXpj5Wn=C*F87tJvG?)q(9;HEa?Vci&k*^0EvDa66 zOhW(q?SUVN(XLCQ;wU(4+*YS|>Du>Dm}UROfk|?5Ys=Q`F2B!rIt=aHzgZ^2C z>+ofF(saOR{22E6B(n~w*RNmO6KDew&rfEGlGrQ=cEM-4u3o*0tn=W}qpggL13HDP z54Y=fCzrFo!Fb6m{&<7=dkhSPq`3Ztm}ynMOGJ&cdkMJNPdyf&5%gi~z5F3>RA&x0T0$Vyny3Dv|lE`z0iT5gU_@n+_7T=P+e%6}g4I zc}{b)f!dupb^=&V58U0S5qm`3R-K7Zv%0bbK#B!Z=+-b`Kzlr z1)pFor?@QHj%D`w9#cCktMe7jq`VV3mMRTY)XR$=Hxvxae;x4IXD(N`-kg8W=G`t- ziSo-Nx@9|&q>xHF`ND+Dx8L+#nwuyrp|cp-Hz(L=ZQ$;g;@yR<^aVsTu^7g3#^q2B z-b0OGAr-!N-#(y%hfT)UQ5&w7I4>h%%B?A>B(BC!zDa{28nJ;{_!=dAH_?iI>;#~A z`gALaKX>A&jz@pE>aytGeRIusBmQaX~BTU3-0T?EsEwL;7^H0(0L@B_lv zT!e{LL2&?Uc@Lq-CnaqmrM8^KXkm4B>J*xt>*J3lmVTu= z42Bq?Aw-%#h#J5M=G&rUbh7;}xkv%rG7{TiNji7#iCgMrv_0%{o*+B+h^9w=ZGjG0 zJsKPBY>4pjTdNVTiS_cvPtL2w#1NRLCRphHSVzwET$h`5n`y?S7;VRF$+45ao|SI= z9;zX9Ml8Cb==r$G^}YxWe&d~%N7onJlAn%WSo)qYC#b(G%(`RX(Cn^@A!7o`X3hMz zE;gGbE+^TijW1bcX%jJwAZ4_jM$>>jG&9UHc~EQ9}gP9R6p_| z2RlLfd#VwgK<>mkp35J8@A}JDz@hqv< zp7X?$$jI>vd6SrdsVsio*&kg61@*I{`>-An0LDdsy@!52`SpTIvg3>~YNS%4SV2Uo z2C`druR0}$9nbF2Pk)w+0bK(^E{nejM{4Ya=r4Irb^xd4;b8VOH{RhnamKgU?p6x( zq{G(rU7b~{COH|hIiHIPGtyIB?e=tNJ)EvJNKjGl-oD#(dXpOOg6H_1m*`L zI5({vy(r5;Ivv0|7xi|*hSlf9yR#w10FExLTInVP5b!(reV?cR`i+*xG4#SBA})(@ zDR$$!`*pPQo%7}bqR^s(8xgYXRR9TDf)K(ibd?-Cj|(I$P=7;$mN+rZM8rea1NZ)w z{0-#fNltS_^@@HQxoL>RDD5jyl&`I>#A|0g1v=Y!+OHV^dWWd-HpF2-4#e*xW@b42 zWpxuZbxV@|daU)i4OS&3B~)~DMtCCWS6hZ3c2cA&%gjh~xmku&bDs`sDr`tePz?b3 z5X-rdadKPgR$qvl*WpU{^YeoNus8oyf$WC8UVcqj=vu{=5BZD6=4u&#K~;}1bzoJ8 z>A}gR@q#5ghlj{Z+qWx%`_ss@c%?Fn(*ou6Lkdu%el%%$ih%E!XntXlMVmipZh`2d z`QJGFnV};cidVpcWb2{2k`2BCpJI6@wB9+B?7>DvUnEH&UEp#Py!< zD<_?kk#h{8ag(`T-rm2>*X@>)YDGs>3L4K?M2-8qoE6Y_V-MYh&WZb*=jXSl7>L*` zX4ZZZ#nTSKD*-_)k8jucgj$(+QXbhilwp&I)zhfhokU($BU1}I z&s(5el0e}_+d0ytXs~*VUl(I4xAD_>2p3B0Hzi(j76ad~(nGPV`U#km~M1ArIhz+!2 zh=e5vF5y6^nCZPQx2mxSP^>)-3GrB6psO(9KF1}>_^j@zb6}P ztgNggB06w!ne=3&b;>RY{C*B)j%wLc_A@qW7DdHB_cyHe7lev=h zHqJI=L*ANIbaO@A&9gl-9YNEBHAa#~r6cW&U)D`+P`TcmGoe21H19fb(KfHGS=!Gi z=Y8rUfvoJMh)P^SdD-7#*9C@)?sU*8XY_`F*%x@Gmb^?<7O0>kN8(e1C9Sz;hMNpf zCdO@hmkvQ*L6 z(9rlj+!Xi4q(PWq;9yjI=w_W3Gxkr$yP{!&;HicwR|A8Bg4~;oqY&LLaqR{dja3hj zg#J6VlUJ>BIzTFH*|x2pAra_x+qP|Be;wLeGOi~UK_LL8jDc5r%*5xsuKZd4E_8QZ zyVkEC5TdZW5E&d zhqw2qQQK)$vBHQRo%Vg3iDa;*q~IH}mL+xb%U<)?p<`5=H_vFKPfyUda&EgOJT+sG zurQd+Nxd8)1JUH>2W)a83T?7me_m609!$xU`9Hgi|3H!ev%h~fx<|-534>}O_+iA> zWp}TOahNRC%1i^_FD&b7=7(rP*VDN3&Cqn)I;C%yJpYJxXB8r(yt&Wnl(F#iKR;$l zS;dD%v=@u`+F(rx0cVIh3t(zus#+i}J~b@GH|tlbOZ8ckxUTY1-pO$(-eY${Uh=PT zC3S3B;|FJbvyqEQK(_{Iki^Vl1c6R7+}?OxBq9#!zj$i}<1oVABV`C`0_?A<62O9UgdeMT-O$1-A}4ja z@yzq6-mkh>Am&7cz$3v%3%jM%=-+ANEf+J*2FPJt0aU0Hv{xKgkNIkVvw9k?VC=Ex z!veJ=>>i%aAH?e3hzxP@pLc3}R%1eZ_ioaK!z3Z020Sx_Xy;Z$>vrQ|jfrL)13X~W zW1F>Y{_oGz@@Kh@qsp0mK+AB9D9qdK5+UR)Upz1RZc4ZLm2*kl^Kp$ze_x<7>3-3j zh8ueied_JHU4!!h{%GtD+kk5-3fw~a*A96g$V@|0zjuE*=Ra2x-FmM8{oYDBuNA>vVy|6eHBeS`O9Cptb9#@#YIM^3Onkw=bDr#~SHf zx6YfKV#C!#EVp`g2{vKMen_4mBU|+UtNgIyidkt^x;2(gib z#Q(KS>S&Cl39T?O(5tBY}V z-i<%|i4Z;2U%8A?k!wRa`~oj=k@B-=n6a(z0L)>F?=`k za0@!=V<9gYdW4ul3kuQ&I}53W&Y1HPsaCej4#fK~c3pS7%)3 zSoyJ#0`AVqcCx=eLND4~WHkHdr1qT5b78l+v5sn@V%u*(s;;wlL3(3<-39elQ8gEa4cm%$fcOLZfc6Q~Z4q81` zb(bbgc{^x;$IsU9;MHE_=8W7`JtX3W^EMPU3jdLFnr;l$g#&?nexpc7v!PzI47L}7 z)qHJKAF*1((}Z#rG~6zi-}L3dU6glPOt|*$C68&USjRpDcVjz%!MAWT02F8wrBnPj;3WzLbGStY*7WiV#+zr7>xc z#3d-^6tuP3@Md!%TKzT_HAP(p=Wkd~Rb?zCNy_X9;t(A@tSNOtF0$lNZQDu??ah+G z(X$KAv>U&C`KQvW&@a(qA_j)(gPJ74`K3;yD$u;}0m@s7;kO@f>`5PN$v{lwrN%nf{xe*J) zFtAGgZ`H};qB|mz!6BAYN=h>y(xjbcO&}%y5a9o_xfK2cW|s6Z&>tlSD$fT!Eq zQWq%7NoJW_Q z*MO&qV=W5SaKg8%|Ah`Js@1{m(pkgd3GuBOhcg0uWUNg&*Y-ea=H?EaCm zjD?E}2-F+t`d>KWvyl+GXzZP+-ME>)BwUy1l5N;<=8Dg_+Jmj`_xY%#S3>=&5XGK_ z^^UA!lTCm&b=ZXwUz>GH zHBn5R=jXo5H5j~HWEKf%oDkPtTCs--4$wIroJW^S8HtFAs9M2**$@f?B2eah@8i6c zo}L~;KqC}Imn9iS)3wDB0mAk%o(s9)bk>gJ%9}T2tR-w!-2aEYfbkiHtN7S~_lG7} zE$dH5PI5FI;N-mDHtt3nJ^ejZb^SW;vupFBe}GfpKb%Q>Ug@vuDDr;V`m3wo06MEl zNA~l$57}ObmB^$}K0#kU2eGdTU*($8dmqG;0jo>*Lutz#C=N^wu0 zJ}rixQi07#Bv`_Ii}k(?CWiNhiyZq|>eQ0FfP(mEbqu;#~#y*u>`F+8# zK0*oF;j_R1-As!;ZmSL!wf$+gnp5DyAK$5V>sx#e7V7MQhfjlo$_d#KYjvUbvB3B2 z+i@zAz7HOdqc-Z}D@}G=b0q|Fh$%eb2E-n1{dg)W>Mz>hZ7b;FXOLnZKs^HC_x#zj z2?!Tkw{E>xbma=6n~X$*aBg^`*a#9E=}r*_3-L~SPLO6C*d~OmEj^wa0K#+w4RaxI z-7oo-9Rj;|AHIuom@Kp#zK?&qCe%BllLi}J<&kp7(scn>?Ns&#iB&(C4vm+7OuTKSCv<$T#wabUB zK^7^SAB8|)-_vdd&86Yi2_Czn3@nVg`j5OfrDhqaCN09y!7~w8ezvCZxUI}=M^NgN z{0j^!_!8uFCF5o7BI|ltMMJ}PZsH_}DEc^R#G6&z7o$3jEjT&f=htT;K}kv3jl+ws z!d!7SOv1k<)kwssj*Z>%#~#RlnWO1#_RyG<)OiVL(PoxY>*h%B&tj=f-{Ly-^_6w% zx!G&qGnZ@m*edw;K*G2qo{{7b$=x^CMqf4mJfOrxxZ#5mHOBA@zSKmYJJt7|U~S;` z5VRgVo4+{B1I7CkxQ7_Mg8ceSC?t*Gi8(kq$-V=6LJO`7mu7(Af~!kz8wL7Y_ZcTZ zVBf(@22$fmXlS*DQTTv}kwa{3EP*QkAaLChLt)k+D2vU#^!N6vw43Ny* zb?xsG4(E;R_II4d^O|!EP1Mzyp=DzZ5jm)+rDvnajw|?@qpWJ=`hSS5+fe0gE z(M@{w>Xm}x}+_`gwSQ51ayJ0)luF;eC zH%emj11T{DrDPJ!FZ5cL$b4WKh@T;%x0no5cib;3#4@|wqd7zvND%7pS6=JAyOF)n zhGj2<=gCpqcK?>oFG+^-osS-CDn5B;X5jSxd8a97@InO@&GNc<`*1TIJ^1=^!jjjm zU+?MZ`_?Ve3=x<30z3^n+K;Z=RmtkSgy#o0WmQD6earUk?(om;Qab`{i(8`EA^ZU1 zP219q_Dms?VQR<;9~S?oPmijqZY5k2C|*_@?I|{F0F24KwN5%*IbMwiXQnMV(%Q-B z@Nd68{Iv&mi2=e~1nVE6gZ{!PW^OTmjY5Tx2r~`gBl(C$1eUldTHrsJ#j=_&quVMg zw`r5zc&C!HbFN)GL@`1lfv$BnTq^D8hGdTlPc^=VmM6P8Qx!iB_S)XgjG3XTgCyN> z#-wAF%Vni)z*`Mv!=p|y59|7y16{XI4n;J2y~^19+BGkGRVVEnsMvCCOOHXxV?JR*g?SmLgl%1#8;=GH-6`F9^cdkxyLRo`Id%1u zR#qwXYqD>MYiFESx>0aoh{b(oXfx>zn$B7XIR;MJ?Gq?i5ui}Evnc33&zp$>M z*97%7C7whc;_bYmekml_-Lmc!rP6~tcVe!rFVZ=F z{Wjyuy=<>7r4+N=URO29DN66{_n_E*{CL!UrNbWNPYxelw|7t8oUllU+}xa^@Ug+V zy>Fiu53M+c2h~}R;?-KVk5eRdNnK|P z+Gc$8>_40LHS=5JS3#VrZrraG^r39(*noVM8D66xJOV8-&W)&5cfR)nr_I5!? zZ;-e2%YAnupvvRGiiZd?%o&r@)5qW@A%r)=d=>Nly>N(cYf}>=1Gn-g_#GyIo2~-r zFhlQwUCF!cuams!ZwEqWyjpaRf=kF#;T~{g&ntKKVxS;DSj>4fQpiDHBqb-`J@KXp zmN_btdak|D>TE_q59E9UwDJufJx?$za@%jS?eXHcgyNktk z=fXQlN183%&uE>DH`SN7-SdlM$Ro!i`+-{AaeSKK!8qfIks^ET%x9h{UI%~JII3%D z71fth`yVT@7&2w(86CLm>Y5*}I-d{|Ln28?=6K|2)>bAj+zgZsI30B_At9k9yKpp0 zEl%ISpz+t_A(qYY@$s74)fuuw7ZcBU9s4U;eJ$6H8&_(W*LipG;6vElS}1$s8h+Zu z#KqlrcUKIZGkwq5<<#01LR$v^Yj|Z};HT2k5Sb4jK0NaC^E>73A?2UWX4R%Pme{Cw6yg6!UD&BL6V%DTp80gW|F*omone-pP!QQ2d2|G!@K&g zU(nBx{g3`;#{Qnf;o9C?e*q;Mm&}NK>fDGAX+w?1X~dB2o^W{;;aRHpnq4_@NPc%h zY4cxaa{gGfkagMqJ?Mj|v^1-E-VD?GxHv6u9UpD}a_9^QmKrulutjor^r zziJ*K-XJwq1S*UN#81o1IR~DfMny&sb))x#T0r%Hgv;U~6r|@>RXN7Q8W@`olas!o zc-1~YyY>7~Ok(0j()ZRD&m2vqE#yBaWaIa4J-L^(o8H_ioZ)3N^|@PzKL6BQt0wys zW7E&*x~w@h)-825mbJF_TOK`nk61BfWiMpZ4nDWAvJ&=8JAVE8K7a~$Dh4iQzs5s@ zKYni^YgB@L`sK46vN&K7zNo(p`A>$)RP7#@k0_ zG;{MJFZp8nC~Tx;pB)q(W<2I@(t{q{`DOy>pR ziw7AIc`S%54Obu%RWZV%B~B76sjI8A-wY9WzkonFu)|{zf!$!Dj_T-y&mZv6d|0aY zSD?T*!?pmJ%yP~W%PTAT=H`A_KD%XQJJi|O58c>eVq)?shm3@xoPq?CCDU8g0|yTt z6ue%w?d0CAz$WB~SFj6{NSRq#Mb*{RzP`Q|wziKn6PR{x4i>(?38rGEU+q~8SO&7! zgf$+IkOe(^_A)n@jq`+eA^Z#2N&X=rRHTWyxpFv%lOPtsez*>mFW1uI{QS$0AGg7D zc}Fd-6on$4ot<5PsfXqnRbAcADX&I_ulmY${Jnpt7y9!-sTm^SFYKWVbNOk(Okp&Y znVrpoSjUx|eo{rH9R8L`@F#_BZEd`^^Aq}{LQuaONfK_WG7wq))|Lv^N{Cs5!PsDV ze)8P@ZD4=bqdfFM>g$FloN!M?I1V3}Us`&D^*|_?5e|bp?46vBMK^+g+#D?9ApF%> zlz27xtLQNx#4EsZ{utJsV76%pf)cLF62##aHx98lV=<|tFuqR{mBkPXCR&Ul^&4IvXL?+4@cAZm&Xj|%6NKr3bQtz1@GtiW3V?KnPHvur zibDiY{1FOTwz09XvLT*>2ajrK>=-LpbN$-f{D*}GK3Vh#7&?!}jE}_k3Pij7C0Sq% zzczz+?IBt!3>Kyah#Mjn>8)?PlZIfDCGMhLCW0Q$&MkqZ`noazMZduL?Y$NM z*o4E%vN!w9Z{1AOq`XJc(rUCer;Adha&mIQCbJAWZk)zqYimm)9od4F(B0j=yEFa_ z*3QYjPYs(z-{t#oy8S~5^N6Vji2C`gSb&58`7wLqaT$H#hOM6cFBo0P3cq~|e5f}p z$n>vgcmNpu-~El}ZpwQSCl$iqV4;$_`+p&0GlVNs`)IDm2SJZve$`S^QXVCQ^Tj8a ze$p{5%RQ^`)iOLJsHh#^9FP(b7ZG5fzpZUFaNS8-E1(y zOnZ3ZO=-~^ZVO3iI>$WScBQX8$kqB5Ck4$yw^D1h&ARE{mTK$@ZC%p1J{c54efz}Z z<>v&IKix~9kxZra-&(eE;Fk=OYb<6y{lu^D{+VIn++)K`z-%)Xj(N1W`d&eL`n3Du;X3Zo;ReLh zWWxRbGkUR7oc|fUh`NeuSx?9E zx|-;42VRcXBN|2njdfDA^bIq<3(q`Sz5bn7I9|)$`JegCup079q|59MBB~-TUqP5b zuG>iZVIy_%@?`{KPdiQy`hPF!7_AjhQBaHuL9h7-20ltQDDOo%43vEg$b>kk`Bh4a zYA!3iXVUz?jzI5tA0JNx#Sek`fdWSnbg2pSRrP`tvq!Iz<>K#~gquDlKK_AnbO|iN zgyyS{LQ%r1pOUm&PL5qge&x_$UHD@FMRX=IfhJ$Rs8B0qJxJ4uRw1S~oYnj(XJ-Gu zA@=!IdtQo~!F56Ip-GBU;8Waru&YeC;<}8RTL}wF?xw$!;jQtjflSR0($%3^N zI#|Yz!ovLQ^gi%($@(Q5ATDv>e0V}CoR9T*A!=B|4AN^Swgyuh>>@(=dD2YQOJNK7 z5w^Xr>p=IAku0oi>Fv@q^RzeY+O^9v*dwME`t>CGS6+**{q|#%+zMBFm_$4G#fujO z1sKlz73Q|TeB-dArdEOJRFrDPfR$yY(%!99&d$zPOilU5hPTz+m%XfLEix_aFFAO9 z*u!`5|8=kKtePBmnPOy;UGR`FdE5B&$&)8{;BVsGvxf{cY!OnTcS?#dT39KG29f3E zDpfiD^)-mVZYW)% zp0aQk^D((5&Q80C_KGI7Eor3bW?2oK4$$QoJ~T5kLn3KOOIu!!yLrf1LQ>MRL_xvy zUGvC!Jw3n0MMtDwzyQwu`zZl15M++vMt?iXA|DB&l?-_KFU@)v^BKgY+gx3ACg z*LNZKT(gexadNH?;@2Upu>fBJt}kc}*nfcl_zqs+-*- z!h%c{#A){K-5V@pb_!?iR~kgAw!C6s68)+Kn9Z3F3RQ&Uk@)h19!gvKBU2N_Y8 zfKPS@h{7icJOY8t0E9RX!K-_C*b9un5f1+=pFHT{QBrVlkOcoFgw*-HwUq-$Si_hR zEa#Fv|IUK5 zSXkUCC@7eZm5PrZC>pD{JNg`kNk$&ED{zkzX!u9No6=C5lYcD32F9A|(ehm9($yw>QBbF37X0cJU%n=%Amg5N%}LKYmck%gckZ?ZxIP z>m3Kqy9?}1ILmvZIkOKQBa@JlT73UdPkUe}M^q|qzFL&Xw=r#RqoeyU>|!@TYjd?> zUK-x60oRKE(YN90O%XS`d*u^WuC`~&j2u-d{;X`5p+6gtGrU=*HEi& z7zupFtKsRTdU$kC=K~K%%E5tI1Ks>p8AzGL$fKMQ(k~|G)yroidV;idbb5Mw*P;5y zfq@ItmD&BM-Ee8bI+aYnDZ`0%2|-qAGaMnlQ-=h*JrK4y(rK>a-QJ9Mcwa z@gPEMXh-eQ4#h3x_*O4fp5uj+T!PvyHc6FccQnYMi-sCATny*g*+uk*_`*)w10r77 z^TLpU?wG@i>HwYN%g$2av_S%TWzb4Mp%q5@j8INn)fct5%MK3@pVQN$3s-hW>4oL& zDNe@H6$t=vD==F6v2J2HB&jXCcKLxYw4A%0DBfR)^BDWqkSjyI@4fj@n%gdR`}XZ8 zr=t*(KL+!RjEtPu(72gi*3$%no`a81iES(`I7q83*LlU__H9CJv_yH!CS^mZ=*uSL zYiMI-Rg5|T`GFR&z63=l5o(AAbYlGyq5<~JCK8TvEpLp%wcMLYifeXL|k# zLSFY}ljNWcm5JO9W^zz$m$;M2q|O8OR~LmS!3V6)$2G3 z3fLud1_ni`9zb)3AI>Z5K|l${X8;ff=-o)uoHYBoQAi*|Sxeq&w5Z*A6l?{|7;8mn z+&rhD;fbs8dYye%3U*mcS)LAAGc*f_`1m%X$Fmsxi_#*+kwSD`6Ws{v8fl}qhGFy2 z2Pt8?*pba`plh~cdTOS;wUq^xQm-H~hKZ@E($(47S*GT~^puq0&%eJaf(b! z-*nQq{at+!#vjZhp&3DHe`7QMaLg_FQv`0SFcu$6v&OOhH63XQwUQbu7PYD!Ah)6&v@9+@d~iLn+Gn4_s3APo+7MuxUkS?qkYJcLXQDu)#{ zt4P*eZXqFhKn@QtFX1xHs!^q`jh0<#O}a}gQd~PeWF}*N`ZK-hj^ppt;u06O^2+X` zn@wj6_V>Sw#$4U$xe?8qW7GAy?RgGad@lwY@#!dF!8s)*TfVyi&LXkmgMi+ZPK#7Q(zHRZ{aDNcg8{UOXdtZTVzh>xay!xWU4tAD`OCeH02xABFW0UbiOe__v zn8}upnhB7l1zfNsiW<6A^=0-e`qY#O1zym+Q-D^edf#`Gll)iG?q2Qz6Z$`H3cAFF$5%jV&02kpLlqG zBi*LrOIAxry$=DN&f@{Z)J%LnMz_Oy5=-s@CX*Uiuxy2h3P%!~S?d$hE*^ZIbiJCX zCpyw~>sRA63sAs4a71h||Hd18@gUJyarDTMyAaNKOj=Toqte4)4g_y(8wcf93>)PG zbXrltbeWQwQzG>uRC>`h?KigKSblChQ?K)TOf?K<$L$B6UnbAfHFsX2kxYr2mUUar zC0MH-q#1gwDGHwxoB(d;i33}9V<)7~Xf%=Vlc{oz#L+85Nj<$PpAL!|lSkkYb)Nvvpx9|)YqOzQ3YhqsWoqlGvr zJ^ch!Nl0){A|hykiwR{+e&sgLotkj2;ccfw=$xPRX5F!i6FBC6N zfSG~3kbJfRz3f8$)ZNo_7s6g~XJ>wCe&7dI5~yNJwC)!pZ6lzR5orKl#j;v?PWZ9= zU||#OMaTn+xDCL$-2s(%%9=|p;tB4*vy&Z=pI}^(?9nt&bL-YEg7Zc18Yr5q;RVs? zwDG&ar=yDDnGiyZMXy(3Q4twV2a-k?$n{*-NeKF-V2cSDcBoV1y=pAp;0mZ~Z0g?U zmvxgfY3rMGInR8mSJdH=mEDPv{e*==c}ThEBUFB(o%%Zg=SYY3_4nXN4KHwzhi$eE z)9|^hh6IHKIT`CJgHFc@0Z`-1MFXU$fK0!r(q1te>&R-+Jft(wr2fLJ;KK)6z!YY* z5)!Vhmy<^C-o4uZUi&am$Y-zi{2L7%xhu16=i-{MzB79sv05xlUGJM-9yND6cH>5j zWdQ&zN=O4YC)hi73kayNWMpL=}n`~Lm&>pdPsbzSFqoX6|+dafhe zI?*S~jC+)voYwzmaBy(uMdDRirK7Q4-@cAjSKDo^O<)XMjoE}y;ed`2HF5)6)aJ-5 zdF^v+*R1J9b@Ia?^x1hqr#kINZVRe9mhwX`kUJ%>NBD9^?F$g(W@WD`p zlKCn#a}E2SJ(rO=!ob4P{B1Jh+4GqL>Ise5DYxv}MGut-d1;U?fQs|M)ZWz6vQ0o> z9SY6fvAs}@f_B}Czeip(dTg{EBFn*Vro>lGA8u_We#XV&N}EbiScnbYEtoB5zR z0R$p&D`kk=FxNvJ9q_(#s=4D*5v4uGSU*o294H!~ZE|v)xK1QnX_rxf)kI}&mWk0= z{=BErn7X#McD-wF$a>{2m83@9f`i4fzk@TjJl!RZOZRZU7dJrE%4z5WR#C905M?_d z5l|nmnHq*CNxO}45}m+kdnPS08{^cswdi#pPu!XT!$&Z4!drp9N_U?yBhX!EqbY9 z0bQ>u<^)2(V2N!&0F8Rm)oZjgG^oUq9>+$8hl9Ne-h5pYwjPqVswJKDugm`QTt1

kn53b5W5y=9K0*@ z+bgcXD#64P--v?`P2lB|a{hihr#cw>7^a{Jh>?TxJ!9_uw{YjWg{3q3=I*Nd(Hy@kJ3CoX0zno3g)IyzM| zJ0J>m8_EF{LAhXfa0_tz!HC5|)4`arfm$E z9)N-&<0O*ZzG&_npQ;rP`aul&(QExz_m>Y{6sDYxecC*9q3^f!dir&&ZZ5Py5$1CM z+CB!<@4tb^ZwvKF!3dl;NDH|Q`iTi7uzW#34knG`6@nU|v*(y$SzR&^8U`H&3p33c zz?yiXFy@&Rbc|yFFGYmG4LpIQYu&ex86+~01-4xV-kO3c?(R7gXYd&iH}2WP7anIEi02ZE@nkz2-2NA-sS-u;WZcI%5cc4KXY-_O$i41WtIBvpj~_oyE<7s?U`ja#vyzOVb8U-`NqWJ0FnaEMqHPpPTHqWgRve_9=ZHq z&GBfX`!j(hgqWN4<)8ZL`FrGAS_@!fni=a9re3+rxM+Qp`r7BG0#Q5;CNw_5hJ<&+ z*RhOA4a3E2sU>+rBALK|Pe@Eit!nJ=TMJ}!7_sFV&_hyTV9+_LnPT`vq}WYgU*9 z!TzyASs-<3TA1<}*9+IiI;l2M95@YLv_qbqn((>To|g;EWxE#!ge0;Q8Wg%;bBXE7 z+ed$TC8wOtw3|;|IVJ&}D7p@|fvKCW*?71nOgly~>oQ}96^2%V2E}=!(UmE!gUG*- zbsJ-bR#$-Z-{6DD1LO;aRT+H{6Iy-J@X{b9i;bQ~K^Or0$@{WysaqneF=DJn3s~^` z)6r63fj96>lIb;p49mUf-hCi8Bj#UI0IDQQ>jpr1T0lf`WRyUF0Il&=>!R;-0Al$7 z1JD9$Cy)Lv(iAYEtnyO(Y=QKV7SbjL;BZ37oYHegD}5s`FE43Y+^uV{E|v{Z3fl-P zs|WxXhF1adV#v>3eQ;0ybY7ke>EtVIuYmFNg+^{2j2sqeN3E?Bi7>Sng^)~9z$-~K z-ezNe91o&~xl`nk@x}7G=1-Tl>?@K$ua!?^a9elmPyw!53KRSd(AR$_9MHHophVb; zhJ|$fpX>C{x}#CD?7WJ#Rtiv3fZFbI$m)X|v3G7EZxYf5hv~TodT5ymq3n1+?=AXe z-jC6eC*VS0bTecEd%*xz2S1q*`gZL_^auIYM7tW4-wxu7ENK^yxi2Nx6%QW{(ACFx zs&Z}0y&u`pTE4&dM}xsXy;&}qL?rAU{Dh*67Ktp3c!IY8ucpC!eEGAS=>#=4f}C+& z0y1RrsoF}l3Y?CorrN;Ge510}2@aOO^V_s!WC!juyz;&PM`?jqkSqOnVv4eS#DE#` z^LTOJh!t&w+72>m%tEAEZg>duDZveWVc{Vnn!QEcX1MgFsCmJy7et&bxkqntwiy9S zD+Rw!jy>&#J*sbve#8n)p1t%;7C}R1ZWMGrc&MkNV<{TTj()5c#|v!4SqIwz;+-w{ z*F1vz_~gx-rko{&6@?T>X5BUJxRgQ`G4M%WEI5t@fEDL17k2n~KOTXSzKJ)9g`OWWUG%KZ<+X3Kje)4yi%5? z0$rUckdKL6y6PL%VF4N1(=4%&UC4Ci|X#n}GSn19>PFgK@Sa@P4b{$C9oQBSb)czJZz9HWCyN-o|u7?i%(XcAjDwEdUemQ{aYJ zk!%h9{aG(xyf6VkL;e{{#}f0;ox6DtXNF$s8yU03`zL>mJaVkD#VHS}oAKg{iny`g z*DMz}-_=X0gkI{)*RQ@ny#w<@P#?pv^+RB=sWqRuy1Kdyp+$ITtsM<#Q|n_qUdcL{ zTv~!jf~3Jv-d0wwg`~tZWBlwT=Y8O1jT=sl*(IL1+$ArvTXGNxK^sC^@+YlTYqJaI zGN0SpC8hz(?g;gmyZM(;YrLrY?_$ESH=HMw#Xc-$%V6J2MUV){i#|~4Q(evckHw8>EtwfZ&aLDQa?TRn#(7xE}U1=;)VJsDR7P!dy30kj- z>9xRM*N-B94su+*P%BJ6Q@^Sb2W={TL z% z5e;#keNOLMO>ON5Q=9c%Tr#Uf7xK{cq$HOx{;b$&-(6LTi8rka` zaqhKH_y6_3uPx~ID^kCp37C2lR^0R$ur4-qUUDQ&hViDrRLL$6DhIcr?_IAyR>y>T zM17|L8DnZccKKsXVF$sEu_ZggAPzv6aDruqeV!k$|9EmL@fFfbnwpxvzyfl}+4+ro zIQ0`uyMMCh-lqdGB-ZXYmX=h zMjbOFd!BC=+fF;>a$-BZX0VIREi({&H8xFA_n#(?I+3~DlO`vc8ah7~sGqy(5he37 z&Laxnw)-0XXGFOA;UNr@j=;1!u@U#BDkS~;_kLQ`k5?|Q@s~c+=qV}a-0Qq=cgDXI zrjfQpG-~*+ps;X`ijzTOLn$W9R@rX{w>^F2OSB6!rvF`ngazbJ4HN&OK6mfAy5_c)9=f|D^z^PCV}5ZIr~|udkBUe89!?x|F)|w*SGpM>07> zSkq@Ua(Fx40+U8H^q_!5{^R2*_mR|3rp>i0U%c^jY!#2wPSU{advK$A-#=TJUP{aM zZhh=gpsk_|bsYG@s~&@PHDyZq9G`@J3p=P|&S@_{eAm2NqqEjLk92>@jOG2Y?sWOn z=x$Lp(l*hkFkzvr>>L78{a@lw@e}x&)3TATT-~;Ix9M&fvkyC!SdK(fQgqK_Dp5re zfO}(-n!0*9z#*#Vr>q%u&{HG07NnVapB==?BCMLN7YbOx#Tjk}-j%~`eSsFW;0a)~1$k4mQ`xdqY5#1fK}w>J{K{Hpu;?pltfPjI{J3N{1A9_eT53`}eKVx3qQ6PiEwhcdbdG6YQXUTNqq!VYa7ur^LkMBsK427e`B7-YcP-<-{c>cCo@V z?&YxFGo!rV{Dc#%h)8imgA#!u)clU$K5kw_UkfhdAk=hlj`$+wj`$)7 z&4}(l`1^M&C^atsETJNuHwjmKD1V6+O{vBBJ3z3+@<^PvB+u%VX_?8{vu7tdU%q^K zVd&Ei_^s$6<3&A^B)Mrsg933ZRIfnxE6{WYqb{#TXLSS40&K`+mg|>BPStv--F+c9 zmXnhss$%kLF3pUoxVVUux0$KeH9FF*3H3_1*Pknk;DMwdlYwi>)ZDyzv!X$aPEBDs}=dKKNK;H0=goT7cay&fZ!qBBBw-<7e%C#aD+oD z$v19?pNVo81eO3jBEdk!qCSqwVBuWoEnQ=fb72MSwX!6+0i-vqaB)zQ;w>IC3Y_-R zmPS1Y?U-mRVx?Wbc5_tjLz}w+-`P$6YsEi$^7E2HUBS-|Zfk36z&M+Tz>&;ZV9m9) z6}N?bL4Q&K6MFzAyn`v){h--keJDX^d>w3rDHIDYQc~7X0H+XDC{bA3*xC}NI(!hR z=5NtPyh4T@33?(J3aoF(vgUx6eEIgx4-g2?pV@c&FF<8N(uncPWg<-`VIz37VOtae zsecVgp-??i_G7*WyhkLHU}YN+2Xh2=7^^T0e~zu&fA7BYh6C4t#(-5CJXZ z_YM;-lJ!>m$Vwuyv&s6|^u+T>j{GSX+PD*+-+G61pCkt`x~( zMpH_NfVX(}xAg6E*APgIe5Ys6pOa`sLPR53;Q~~e2(ab|9UmGBBm^*t1l{kYFi&2A z%z6U@19Cl+^)hKNW2u6JN>AJS=1-%da$#v$e?r9*i%fHU$ns*d2HLaELm<`~i(JtF zrI@~&Odiwu!pVuR)5hh7g+^LhEa+UzdljB!Wn~$Tv`(!>MaCQNyATWc=Eov;I~!0z ze<8d>S5D3hy(}nLTIk~QnEN=V{!ltLkiTD>e7mr_cPw5PYR12fnv6QLw5+XO?4}Uk zBg@nC$7z$w^9a6IDsI?g-@l8V&{jo#KNV=!w+vYhc~5ds?0Q%Ei_4}F1ItOQWl1g0n@ zzVOYh7hEo0yq=#gJNn}X$&Ul-*FE44pc24hIoPK#U@Djf2EIL@r+jZs<3TpsE7(FI z*zd!*1U+M6l>{;_Fh`=(F2_W*m3k$Z6yPaPhS9OHu|ee;%q~uYS^zAs@(LFxCnPoj zxVnUO#PIkIsIk6_Jy@{o*i66y_#$Pee-d!J8AyD>JQf%4$C@&e(92E)9lf4Mfpd9z z8GrB&6F4{&d*M_1o?Uckc|{R^2&%Ims*1O;BB{4@WxjC$IEo#G3h!ZdcJ_>1_O~p@ zixeJ&dQs>GyYJ`Tx=jwsov76&;s?KV?lJH896A(dx?16jJ zF*^|R`1zh9E}{vQRkkcMP1UUsRPfbf(RyfmbDAtSpC977D&NWQ`X{V@6`DPCm!OrC#+MOxQkK>JkWdB@Rk+_DA_o|yhj|=ZreJ9i{ zY~;LBQk(E>^7(2-sIAG=qdT~fpmX4rqenTwoB=q)41E>~P7+LlI(jS%`Pj0xkK}{M z?t;3u9ayFMp|Piq&aWaOSm5m>5kG)x*q0V&{2_yYM0g7|#T)DmgkW&3H0L;gX(DNr z&aJURYG>nCvFE4T+4;yG6gq@B^hS`cD1h>p4d=mH`iaQ`rqB{V%7k(w0X2S+m zq{hNGvicxleh~C#(t6V+36&qulOt$)_!{!H*7W18^n+&wszV;SmoFI|K8;F%#UNNR zG$>z&hSmYY>SnRJoO0#L6(}O;F<$pu{rqO|Lk93F7#{pwOs))&e0=KBXk89hQf}3J z|8|Sx3thX<_W}ai6GU>e$dX2z*F$`|#7KauQIHe#qUM~_?h)~0hY?;@R;>2BxrPinSroK-)X*#c;nDZk<(?Ix?$*(=x$2lf! zi6!A*>_11L=5eHxOPP1PcA0_lK%Nu(8nj~q*Ws0mS~xvjl+FpV!FO!)mjtS z0VM1@F>u&^&>F86f$5(vicacWhm0W<7*oOAw`kzh zero3P<1hcq+yK<`jXM{1TqGovVKaneWJ7s*`F+l$xa~f@tShz+J7c|2DE|%z>D#?K zvG8+manBQc`CihiPtUdHV7t(W~~Q8lBh`83#xQ_8;<_=ck|#P5Lab zHvcFYIh_XEmzV6%f1b_|-5o0(yN=TK<}1g!!2#2nmpe8waG7=*VONmPf8Vx&l6^cT z;F6{KyW8~#`d#G@8h@-VUV7vmlTZJ}FHA|)ymXV?!g%&ZCa!ClN%sOIe*i*BEByZ! zB)jORcGhdAed=GH`E)@p#dKg~z|?+rEH{bmY8Us3js7wbrZV4aT5EQW_mY$D>-us<$GHmMn7p2 z;Z96~%P{P)di-V9*o&vJ0DZQ=xbb^1O}srL?NA&MlsV>|Kl-4f@>AxM2|2jHf?E?b z1)(2yz<0CBY@cn6z6R^-@Y*zjG?pJg|Yzj~c2H|lS%=sOwonw_?!DbsaK#(VUkoH8BV-pV`DKQ6|mBmUuI zj4T_Pb{01cS*g$Zz3&Ej_lSSul2mbC4(OS_b9j3Vt17Mq>Ot%Y^QCA!SzWZJyUwG%ev zV6TfCnvy09rZ_P^&G2YzL+7QY&BDdJAgvdRcbv#NV@17zBj8W=z!AqyRs{>sva(vv z*{wp6-2~}0K5XbEAh8nsJ)b=Glpkum3rOC0x-_4?3Af>UyxpMTXf z^D|u8nTz`OOohL#ap|J!xRQI@0isX_qStG>O7u^|!q49J$c^6}@^bQ#IJ^r_vo8vS zBO8nvMBuE^10n|vVtwZaHNT_&zO0hv*pKh3J^!o#UvW*?hhssZ&UWG=1ssQ# z^Q2|PKl=o1Z^_#D=finh5$omv?%7u7Oi7h*vZ4LEd~qV8DDZx%nGfi*6Lk zDpYoJ@${Ev?lyE$YXGZE3<;*DI`J>JLV{dEd^M5?OYOz^M27(5r z1@u_XJV|PG zWYfq{QDODY*Ks}0ZT29!L{82IHVJ9*!Yb`1eH_EaPELFnD_XEeiMX@W=KJckwegD9 z50$LbXW4F+DQ_Q`d+bR#xWH z{=aM-0qsaS_aSf`)sU6ZA<03DD0M$@Hk(00`@ms>NWzmE8rPr*?3cj4gaV|3_Lvw= zG3fCM3$Oo|B^SEVt>IM{2HrCeCkeu#&}k5jFgVU@AOg?~wGVi#Fo8gKlfva3sZP`V zKjeLSLSss}vMc*iJNN?fFNvpUqe&!fH;BswEdFMjg@MeWDNlHm`)e4l1e%68sH&Ew_#qb+okC0%1zIyaO*s6+{u~oMNQ6OlqD_v6r_~0 zx=pDi_4M3S^6yW#Xl7i`{v{N|@a*h-f1F59ADWu}OKlxhU!9PSFje*W2%05qXnWwU zCa)D`o_HgXTIPcY9oKPl)yda|F+=;R|A#BB)%+HJ9xK}Os{ZM#+PW|p&o23Aa58pZrn09JcZ^I>$m~OVv)OaawncIKM1RD=6lLRtb|7k_P750o$mc1ePgUH&(3r=bauvgKJtx^$MiE|i6~HFEL#Sn&EPvgz zSq=ms?auz=lUCfd=J(r~$MRW8<*se*(-l{E+N*IyWAJs+oh(R4|yBfp&+H0frem#M6sHI}QY+pJ-x;6BoCk z6bb<%14I`)fhv9$ydwc`VB03nA0n0_U>S1Zj|ZJrU}~5ufsO?VFTFi{l#rYA$d~5;{22?B?>!lbM2y_WIiZ2n2K*@9s7DzZTkXlCM z*bk)~O9#%#8@_*>%Ap|?AyEFr=!D?uP5O=RQW(4h*HJd|3NEhnPRacR}MV{{)};z3@_(9 zvgk03Vk|^$zY!8bN21TjkuT@viynQ1l?s76+v&59>K`hZK6J`Mo@|fk{Vp&4*mcf) zu>VW%St)lZZpy2RGgmp~F0V(2q*5S6`SPW=-`iIpmTqxLu43!3FE%ImZPw)){IkBd zD>nKH!LO>NsY#(cd}vs1n4-NqvgF-6RZhNbPhJ0#t^b-F9JvO+VJUurn4isGb`-c; zFWH&?wUv{d3D_D6x6gH1FJ=R`q?8mDd;;<-z;2HWcB$f_M_H=CZ`7VEqRazO<{Mi{ zA>Ar~rN77ZUR`u|bc+PdHdb3;prz%DSg2xhC{IB_0dX3l_JU)5ms5jq94ZPSq0xSk zXOSSM6mPUZrbq=K;TZ%?l*5TCX9_*ViRKk(Iq7o985QxzV{GIem0*9(8yMUtpF|yd zC6g)p*yf-i$sX#MOriRm+Qs;~V)4o;Mty2+`uDZ9W%%vE_m55FroNy5o)YuQx?1vm zZB8=yRqih%eH0J4}gnyVr2A5QfRR-^Jqbho`&Q4^zgEkGP@n>$u!p*-0mq9KzF+r@yT^odT|vV zLqdFnpHNtbVW(dLzsI>W6(l1UTq-$y4>lW>%a`SDam(NQyB*lk-@s! z`;l~~Hy}{Hzl$z9WTJoF;6|@uPRbV)bi{F){CK%T>Y_s9nZ>T+$wohhf?uAir}Lc( zMZ*5}3o9w-EC;vl)guEi71y6rLH}SNfU}eU55uId+gV)wq z`9N_(+R@yQEeozTlG{QFsW6UGw|K}c1AR0FGpV&}!Pvcr?HBB= zgy*?!9>%xbd3JZ-;jdFWcO_Z3GS@~)=Sn$Cb)T92arAY@B;ZPa%Kj4tQ|)5pKe<1n zauXJ0#o8wAFHicjL@n#a^EQ@0e4;r!pZwkX7V(!4_2(7a*B(E7{0RA5%xcUJn$Sa6yakDRf$%GRDfOi#9X^<-pJY`4 zo+XFzp{pl{B@hc_4s_QrJo>DZ+qZ8_t);V7jXio~6}#%n-S;KgfG}7Y zaLm5#?I+hoYFo|@1phJ7eydr-PCL=GK*lNOwqvl^j!YAOF4N>ZRV^3M3 zkRoNf?Ts}P*=dkhQi>oILUTc12FmR^@vkD*nuvQu?b`QIypxiIh{WvdBF2K%6pS`~ z*pMorpCUlk?~&FMzk|DYo$E8B1V8Ud5oK2`^jl9;sh=jIbhv+#BVK82{i&#xL%J$E z1yh*aT+oP_3Y%Ge9Vlt8U_cS7T#o0BK?tziSd1ta!BH^$kXu{0H{KLa$fkzU_s08f zEvKYKt`uIL)`MOU?BF4cH#tF`JJA3^POONTE5H3%iuO!^SG2y&27H!S0%%lvat`{p z`~A02fTs$4d^Q16=bltRyTPse*E`nYVD1`5$Lr#0uCA}Sav z@WN46@xn)&wmCZLiYqFurFb7%(TbN&ZpdX$Ch^sH51Sa-15~;12VSx~zL&Kmnl(t@ zNxy%hXxWwR7XQBF26bgarKDz(3rQl%zzR72{;pAgv{o`;kc8lY!RR`RdUgmBNn~tA zuWjn{NfK)l8OcVHj-k;Ti&wZs-bWta8$B+Yk#jGsFe@ zUthdP?&V=14Uyph5$57hOhg{?j%^#(Jf>P?RKt}WtZK5~AxB1%SvFkOadnbe;UDy(O28V6w5US-(pJIsRMV4{>1E1qQu?>pI zVDy`3u_noLHi5V|MI5H&HnNvEhv8dC&!o|*a^>L^Y@a$euPZl6507w+J${p!!Q__t z;82`j`029wZOVla1xA5KhjI_k3b72H+SRY9cS~1jr(jv`-Sru>zHc}UY6TByAJ^!Z zIaa5lVlLvdc;(A?tKAABdB>YuTW4MtBx}BOoW3k`YsdEJKfwuKw-mo(9^8Fy+teKo zV_Ut08o6KVPUz8p+CA9o8R@Bx4J&3sA z;_97rv~1z7{>fW?uWfQ;Zp+$7sxHUq6cz`L zuKzyXGv<}?DdXnPsqFnwF|#(tAKxQ;OFdQji0%#>8ynH3d+YcH&pKGzPJ3>Cb2pO8 z|Mxq;6Gak5ZiUB;YpWr{Mz@KA%;L6!0yEQ>kr86@hY)Gl$|x&6OTy#f?b{~5a&}<2 z;tK^hmsT|aRIws}fp;S(XD~PqfB(VyN6|hn7xc-REt5zR;i&md-&^RfO4R4ANLkM~LzjYm(>Xe}D0MP-5 zI7u?Z3tb6*g(yA}HQ_&}gA93(husTH#tpBm#w{aAe9w#O?`u{(H`kK7Dz>?J(UmiB zurcgjm~DED!X<`C;qpc?C&y(o?dpX``Awrmy16R1tMuJw#57JkYaTjz%E){=!_La` z&Zi4o<=+W+x4X_8OvV;Ay*a--?@N$vR7MTRl|FmA|Pb6xQsXjHS2OsK_A8C&-CO;>McEZx2}fWcvW8%DOb|Gvpw` zHDYIm;xamWKb zq_H<}1EZ2>k{hf@ay~K8ku$ID3nmT`{m6l{B}K3rKzTtH7CDHwAM?dK%mz3&=tg5g zT4(Yq%KxcL@ZUmBa5_lnNQfE+?v1dCi0PI|VN~?+@W8Zu5auQ1y1`aMO@ZT$$3{lh6<6}zlC-*=|?Pqd`GO+nl+fmZ@tL3^IFuy~5Gw(60x zp(>xl+_&0qEexz|)*WSgo^B2qp@}=9k)4ygw!&Pz^6K^Yk%=tVcAHg+$)x^8x{s_5o~`w5Ou{U&(e{*q0~-YQRQ9 zBI|s%Z0e_wRfyCLTqTn0gV`k3v1J8xrEp}tmY=#pfH{o>1S3RAs{l#d@bGBi`a+}K z-2)FAtTJ!6UaT=5E_C+f8a;o$cWBHeea-L5YuS;}x}A+(EZk$MKY#BD#SL6h^z+xN zg5tsGC}N>>rwf_8>l z(sEKjucD%9bX4x#*ZZMA?S^f5jm@33$~+6~gv*~gb{UpYcgostcHmqB07E9oGt0lc zjvZR#kKPaUo;-yN04HSKBrnJ7CFLZu%eswIu?M}cF^o>CjONZVAzW@AQ!^cO3q3phzyy}_)k1ihQkrvc5<|O$Pb|9_{&J7F(LhwtgA4TMWzy6 z*)Y=sS|UM9#J3JsfA5eaAUbmF_fMSK%!DV1z$rEHlg&fUuU_Y!dYzG(>3clER;!@} zKN;2wRminrM+*QMA0+u?Wc}ZV${G*Vv6S`v%W4&pJ>#lZHKN?ZZI7q4JkC14Hssp} zLl5P`z(XlYG3vL5hxLL|k_%{9w7xkiCD}Yl%gbYZZqD)|Su_+1=%=q=va+yfSva0e zicl2#zG9u%^X-Hu3YtBA1m#i5`J7a#5=VTE`0eVn&VoFm3^K@NL&x^L-_0iI z7(R!rvC&~u?c8_unP|(S#Mlj7w^Tud+*6pjpOaL*W_nWM_>yqZq2XMTEJ{>LedR)N zwTYIm!9Ap;h+xB{P{=tP2+%VVb80n#hzWYE>u^yeYLXEG&md9f{g=wYVwJ%^L6iTX z5BRKTXK2WU)8i?)Z>WS+kZ2QfK|Kp6UjA==!H3L8adB~B;o&5a2;Y{YAI~JPuoMOQ zDZ0h@TLCXZk!pLpiseOO_>=e+#iZ~jS-C}eO0iACSIv!cJqprUm?Qh&$68KIrg=S% zKhCF+Y5$~gXlt5|;@Ms{*{9vx_SAD|C@G0#F*NiBaI>4SN@kg|njM=7We@JHIluR^ z)lM@%I*A~Tj@t+8ZGYEKOp=t?CYyImwVP?rUmVY`-c+38_`5In?ml7NbXI(t9N0tb zwot;g3{Wd`WdN@_-~J29Aqswdui1gRiR*W=*rq-fZs}|<5fNo}5lP9n{l3b3kWJxQ zwvoOc3fIbzHQzD#P;X}LG-J>rymHceDZ$ULy2r|D)MqY>s28L^abN1YnF$8w2@dVp zg9t76OU6rU*AE-PlnN$989GkNmlk~oUyN&yaHIec(7_g%146zR+&vl!A}Ay>0mMr7 z4i5Tb7B>6efrICM7{G@|hD0E=B*74m1Ef!rrUxr;yC@f>9|XL6^mBp#^3i&6+D|LzBf;?wH5mQTd_eJ^mz;^d( z&KrZyHIxf(F22b|D`IL3C_>hY1++DnyH~vJs$n@5)j2w*MR}E;buA`_ZkXj>!f`iO zC!ffCAwN2<)oiql@4=iNf_gV^tKQ~LTr;Bw$#3IKzF$rSBjxQ1|{)+sf1BZG9-t=D}f()hobSj}#MVwWr> z&_%aDj7*GC#c~9lO6Q$dN;!oy!vPpSby3N#ttWE&&fF}oVh;VRrStb98__P0(xz?U zlUZr2BT_PPHc~#VNxX3SC55^5*Q7 zA-uNH^FL-*k9N9Ho@`z9>UZwDpO6tkP!VP5U}o#u+b?jVRx&KhN%!@P&2 zjxuZ+(J_75LV%?@IzB&;Gx{Hf6LDz;fKCwNminxrg)4u#kwdyLy)C9Y_1~V7YVW^u|u)KlBe8%0+nAl6)d! zFvE(~BHGPNgI-9U6li{5v%BK+TbV9?yeUT@{L#S>oqGz` zd5S!FcJIEjcJq+6l$XL9j0}7ojD|=3te>9M)3|^4!!gz7EbXIlS4Y@Y8T|d$zon&( z-6ODga}JtG%StG)sw3Qnwn z3S$F~1>N#{yocw~^r&d+l2F*;2O>r7?d=bkuR2Ejpj$seYkbU-J1G(B@Ba4#a9&fq zLEeBLBsq0Rzf<~4JgxvxSnzZ$O6w0tUWXNLQH8sW#x^l?dVg7763+T=`ef6-w>`q# zoy9zB{eP=A)o;wmc@o0O-94IqedQHXOWRd3z(j^)oMl$Lp7+#jJuH${+UKOH-Ta_J zzk}xHhm%@{maJ*1VNajFWPSb>rB_KvAk9ZR!B;zpAy$GA9O7GXO^1g!IN}YDvf&{7dy?lZ~CY?&0@jA z?FlK$#&-A7N6L%c8#M+=h^^lSp6&!HKPbb_!Wl@SbscYHAVgkWeLe9Nc0WvA_0M$^ zcM;ppm(XkGNv}El==6>BjLd`IA0G%V-pa@uS6aWno^8y27i)AvzEEdZO+SA9^MZp_ zU(OQ`j~t1P{aflcTrKK8IrF&H_XT+zA|jqSw!2JP*x9WS60*&3x780?(ASro*0;x0 zWD}AVCGd@;y}p0D=ZZ+X)CU6QmSd=LKbCMgzMCJgGkW;LYPs9T#CRi(1vYZTYe+DA z)5#=J=U$vy;rL!z!+OWf>gTgR8|^6Gs>-(GemC|d_g@mn+P&}IPaS^WeIVWR_s>b% zSPG>eYrc$?w!8ICMut*SYPhE#!CrF*ALYlNRyh3*3Q@EJGehDITwGkD(4mHFRHH9| zc=Nil*_oBMQ~Cd19j7Up9d}Oe?jN07|DHWTXV{*sDK4gKL#G{XlFN=FYP;4bCp;CCO1=$iN{9xBn2q!xfq~bfOwg`z=Ud0v*RIBGq>%A!%Ii|&74N4cPpNVeT z%yp|>W;6ZL1e==BO9sxS4dG{1O@7U8>Xfp%Um;=MceqnZ=9BQ%{uieAFZ5qfkJ|G= z*xu?ie@JBxhw!+poY?y11%KJ3*ku1y{sl7#9q{HlJ-G{OY=gFLO!w+Ji;?|pW z=WpZs4J0NIvgkCoB!+61I?|y|M3|f<*{w}S zt@r6Yv;5Xy*C?=4C=C$<7cRUitKYhcfob#271yp()BH@YFJSn-`<9{g@^Uw|O=@xM zhLwwjANyA*{G6P+alKHa*7$w-PzD<|wd>K9p>JnJ!#3^PvypM#No}p`rJrbmMA9Cw z_TBN-VgkPzV2j{QdsU9>nLGDxU8n1LT@(O=6T78Wzc@?1EzDh?)=X6LH&NN(n35oDXhcXS+!CGv2g1&AR2eFYch35}&M8{1V=cSEoa&+lyCR2m&vs8bm zW%H*{W@;bu(HllQxv-8xM*Ke;aCu*@Ofuy%I?8)t)q=;_k3aViCMTTXZH=|(E~|pt znEV;Sl3lCpdrh`r*S^H~d?l0p<2cQwX^BXo!7(9D@n(KNfaiLWwClMQC3&>KtUOlz zkg21zv!^_O^^M%^Jc60*M-n5$qD}{lcA8a-)F~#XfBhD*B`In-xnSGCK*arujEg~G z#%KH<=n0f6`dk>nYUbLzdg-#91|Iwyjf0NgzZ*+A3a+V2j1=P4L`8OIVRqi^+|a^uE*R$m}i>fG7Sav5HTYABU&?LXWOwj7g2NX1albFnqg zUVn>B%$v+Q;{M!MpusSPt9SUkLP|y(hQc#@9Cm?UsX4=3_n}tx{g%ee>s{=1x%|V) zQ}+S`zRy<@qoRVI zuLYSSH1Aia>(MT->IZDr_h51Q733&5vGVmrM2!ubU>Vn6yY}kNnXUD8RE_b$6?fOg z?eSQo&XBM!rB-L({|Sp%^28?Js`Psc3F@370+QkvJKL~7nQkvtLO|Nc1wH|~;!#<@ zMqKjj$IM#dr@&cki4+pf!me|Uwa+Pcexa?7OuYes*kp`Cv_+$Is<2W600B4|L)p$wwER3 z^iGZ&bnI4(e_Cz=tPVP@bgk`FSho0j-yVRC{omW0#~oBWT^XMJ@@#0)X=^(yoch^z z&-Q&Al@wQ1nC^XY-G_mZF<3vL`v&ez|6IZAQDY*TtK<+}@B6bweaDrQ;PX!0A}k*g z7vxEnB_JjQ%z$mde!Sgh%LRJ%r@K!5Zy8-qUE|2q$wcuN;U8e{xKY}two}XIjG8WE zAcdOo{tVPe^?O`v6&)3~rE^NY%E-8;yzQWh3Z2dKsrsQ*bvwa*3URCN%{U|)d)IFg zA1`a3-{FlE>MMneHX*E87@9VIr_y2L$56NJ{K<{XG~$9uw#RC-tH!*Q%_cHeV{RwT ztTV#^#e6a|S(nmpjLO#QFn*4p1kwCA6y;Yg)v+YIe%2-Z-$HGU`opw zx!tz5Bb9@h1@>uiajWjCMO0idG&I;KeQwKIy7kHz{#?D_GL-8!`zaGsV?)xfU%qe7 zbDlV?*f;mcgKCy5yL_AAw$)45=Svz&j&~kYcGf~7?{~k>&eM=!uEPFa456Px>JqhT zUtJ&B^=%)tKT3wW8<0Us$+yO5)2=wb2ZjV<@`Ne|$D|+tVpwBMJyCznhW|xgpo8f5 z;=jew5MLMa-*g+^90ipL`Y>fZAM|yr(HpzyWc>QGK*GutHgN%lVUg zFgtncCmb)gJI%ip5Ztw;f@9NrJNHcVm3o=Ai-fD+YS19sKoG@pX1x}{n5+P^Z{ZW{ z9C#?Bum9^;WQSKtYtL9I;8(N05Z;>F+=L;dqGtSVE;tXW)ln67bKgGfU9$Dy;X1(s zr_|Qo6|DCCl$szZz^Si)^h^KOz^&I8%DQUk1S7rz{!C*N6taEX99>*jdy5|D%N+3d z8ZmYK0sF>*(7roPRwB&#FQO(B)4 zZ){iNKSQ?Ohw5WN#Z>e>lFMGUH;er^*y@i|7?(|$J>`96(rqBOP$~q#CK&SdO$_qP zZk=M?ImT#rjh4n$0qKq0=^KZaj^e#_>ot*Ef@5lSRn>hQY6`m9iUmhPKQ;bxvdq&n z>W0&YoNfrBJ(%-z*25kKEO9ilQ}i)fizGkcoZ_yuch7?j7G1{fRJe{^W?z=E<^D6$ zx#OXHtlt1_6gI%4g?B^B&rRl-_PnXiJ)C>jH{5cU*`J2fQor9BAI`lW_+dEDUSRR5 zWBX8n&nYN#N;?|qpb`Hv*0OB;MkXAO^kRX0LtPzHR+jdref2!p{_$n&d{3=8Snqav zul&1fB?og%2TtbX<~@G>a_yXoIjjC5Z3U+wwVFQs=KTkuLx;4lp)7t9b7GGl&#Kok zGNh%F)u(9JJJlFJJ0>9U@5~yNJFd=M4E}=lVSpI z#q8kqnJ>5WEBlA|zrD%**};xb+Y;FLG)Vl=HXChq+S8jY%?CODc$M^DJU0K}IByp# z5e|@t$miXl#G+fbL5`H<$HfR#Q*^|RKYuz-*jJWbEdP>q;`9~q6kXmN{#>`pef=Y( z-eN1*)_ub>0G>9I!0qAjZA71mVTu_yAuLc&SH8(cgn3FZD8=Y=eYvAbA7Wcz!=ZzZiv z<|AxkTf%38Gfk6|aSoXx!)AqznJ!|B6N9>(N2UDl21T*zFD9Pbo?s*qlwj~t+3eSj zhqEIEq(^xq74)oWeTMso3U#tidzjND+oe2iLC0Dc8j{H}Pc^^Q)9OWqYgxdPP2AFL z!dIXB>IR5^_8Qo;p2x!D&;1uAn^^XeHj~$X13Vz&14u+Y!i9Dvz>`HOY-T)E&L6j} zFRrGiw<<@=eKgUW@VxmP61 zy4zOHdt_hgLHdS!UVdpq3Ab48%1ALM4PA}v-d7biNo}D_Pj_V$Jr9pt<+E6b>=}Hz z`*yQXnA29;W^u8J_^#5L=FLp@oY$@v8NL4?psZ*n_|o=yUrp+|WBqmaQX(=dGH(WY z$`o!n@ch)lU1`~EZ)CWbrwDrxSzTjxEZPV)dhdeJFbnV_3&;K+gfqJJ{vFkzI^JP{jAE;GYwtV6e`?+9q9lvTo*Tpn5kmLwK*I`NBC%1V}k#m>xIV zIc)K5fc-4~c1^0eZQ{>M;>SWoEOw^m$w`10+s?8+vhDnXh{@Pe2N%oqXn+7tYnPv&R|h2XKz# z>}}=3wXH;NUg%iULu>sx=WbXKkQ#{B-+s_rd2siA^&hrd((k-&*ISuV`HQ(G%QXw8 zrj5#{ud5|*zu@TV9h=RD1GbLG7E-HHU0VOWXM=(f_p9s-U*(l;ZS4olOs%3GvpsGc zfq01*`b(=OJ=h79%uJu9;?vC|CLJG(&(cDJncJh)+hv0qp*Mgh!H)OHzzPCr)T=%}`a zGN4OA)lqBS*Y0L?a5|QoFLUB`ttF~6>_y84KQ@YkM3WuKUgxmz*`q}g?@cqLuY#Q z*)yRziI_arJV-t$C%lb$_u>f8$LeF?FM8{H`$0o`f4^Pj@#-X;$sR*GY zsxycsDhzeBAmb!6H~jC6ZVWC06K>8wmXh_-404^GAKA^|^5CDq48sLge;abVMO2T- zXRTkqjym$qF@D-RdD2MNt_5v|hPEm2nDYUV_q3ua=u(~~f9fkTXKCIkkmPgfxnFUt zB+SIOBlH8Xg6`hal1MgAVtd?R^Z4Y;CnsO1KPWI-=TXRrM5yEwPfi{bO!HTJZf{|{ zX25BOrcH`&tf?{ZU`ZXe)idK%`*}`CNwpt*qIr<-^nn!nOKPdPKJ%D=Uo_x@RvX{(SSDvIa4iR(uC|e^r5CvI@gj>gX8pr!PA`pEX6)CH8 z)I)lCK>FOE!Df|(_t$66EN;H{f#tB;5oBkI)VudjpWRS<;G8CNWib0Kjk2;Q+O`v2 zwZI@X?VN%kYoQ8K)H)^tK~TuM!rPCoGbPlTeJB^D-oS-3VQyq6 z2>H>k%bYd(&1?v-PDk^vU$Buoey`t39P@Q`Cpx>#;Tp9|PC3TS|L^CT2stg1151cH zvn-`=bTqi<>H-~D2&TWQ*}V%5^V|?*K%?F2=7JqM#IHdY^DAbO}q}*3=td zdA|TWpSoB4XtXq6Z*S!x!k;};c*X;tIO0ukyTZr8L_c;-x;a`s2_t>M7?<$gRaUBg z7crzZlw%T1Dkz(L3rKlab;Fn-)B&LWpoSVdv_Iu-6c$=%pY`$X@E8HYV#81imlQve zsDwx;K|KL@5RadBkr?Q?KdJ95t%F)0th%|rul&ms>84=b9y0MlFqI(l)f{&lTQV|9 zC-m7V2L6rjtT`(m3nS+NMwdyg@)`LAp}s4b`PD>liitT4@iPL{t>v%Z4F2k_{vLBp=84uPdJ+>KtO)zA zx~jhY&q|(Q@=^CT2gq<{4Ou;NZzx8_qpkxpDwqGZI9A-n;Ucm$j}cJLQOsR^Fz!7s zTZO2#``8M50Y4uA8P;JIXr#dnSn@(GQg@=c3y&er6+8zog4ZxLJu|a>?S!&2%$5VO z3~9+XoaaE_WV6Q%!toN1L;Hm)Wc*uPLgKoOlQc3pR6eHN0<0WJT^VO#jGmsz2{>TH z2?7S`?Z%YzzM6wW)jPZ3BN+2>o^*762*{pz)?t=AJ&iIjgE!NQD{+JRUWn^MO zci`Q#d4>!QJ4ZX=@pmuVI{+L+L;EWuFYbyRQ3QE&kkAMQGS7$9Wiakf4>UtEjMIWq zJz}|JK+5m-$)(If6y&Ag6NI=7APO`@*M$5A_B3f>hPVYJVHK=H!yyz~4{Q#&JPw#Z zEkiT?NfF|{=3yUPx}CeJ4cU_5p467K=L-Fke1u|=90hGI8v9qrz#yDg6}e&&G-#4k zH^#q>H%@e2!0`3BPI5hT;MoOY9;#M-((#$QLRi<>LaveD@V!6R1Q7TDtmAzQbY?@_ zVl|J|H~2UtWT6*c)(@C};)+i8C&*Q_y-#_m>agwo`+RoVdZ&j$n6~z)r!J=6tvJ}P zl0pbDLH?#_!G@3GDXV-pCY1YCFmn(t!{hvs0nW0bqz?qp`M#51*S&}Yxk~+Lm)~=% z!~8tTF<=g<#n7sz!d%(CGbMx-r7KMT7LCLtxvZuKfExniFAA20AM@isSErUgnWX)R zXJ2@M)(A)pI$AP87#g($oZD!{;Wn+2Fz_liMhsNJ82qO5b+u2wgJ?H9Sja}XTXhRh})?hA*9%dAXq-@cs%x2X=8 zkqbczF8iuOsZfYq!~}V&Kd4IKy@vN230pyQ8c2Q%ObfkiZ(aj`uYWwMk&!k;kmDzK z0j(0EUBNQcAJoY6nGpib5O587H$h-|R0}RCNLDB^ISyK!=#>}XET5;;&R**2;ekZb zHBU{E``)_;WB?NGf<%}{k2SulT2N6|)&uc~3;1sQ24~;QtSn4KXA3@+NEQ*;m4Yr6 zES&0}T3a)KtP8?k{osQlf_TIQ83b1#7C~gOh_x8<0g#UeqwCQQt6^}LXWYq?$!W~) zt{T8b7sa_2@FB#Z;--(4Wx?Fyst=m?U8!L5mo?TQBJUbF8H|<@90bJ9m2IClZPEYS z3FHjfobo1fzt*}?A@s0kA#7vpmG}IZ@t@PZr+k0N1%ev-v;>W1E&zFQKbrR4x}JzM zY$<2QXK=17Yk1~b*QidmOep$vDlJRe(xe0x%>C6)PW-yL9DY%p@x>sVALW+Go3~Nc zL{GfuSQxTb-c^fUjS9GL-ybVI~q)eh1FfN?{X<*gVY3)^SZJ1y?Dr-MU2>_ z;+ZZ$_$UUdns&wvsz_vd6_NrP5y2}yz7LFgS9K-CgY_PSZ~1F7AVO&nP5yr}hoSsL z^w%)(&;qv)Hb`Yas{}&-1!VstzGcW(2V;MLa}moo*iB$-8if2J$aC9audxz**or2yel`32_a8mb4KWD@7)jt~c?d^v!QUC^LL7fB8(&IWPfg z0h1$S7WE%b@F!6df3(ia={pl6@U_$9e1>V(aS^)sZaE(t=n48jg)bY=4tXZc+i1Bc*U~M}4 zF8kQbcKvkfFOZ}KYfy)^k0gl-X%`6twnKKfLkInlyn;F;$eV|JtSxP)Gaj=stv8&6IR+cY1P zFdJ`?iizn##a!v|O&H#rQ>%6*DO2Ma5M0)F@MZnc4_Yw2A&na@EiV^= zEF{3v5CcL8vj)pk;s_PU(1k4pIU{6GyvRU#QdvoCu0KnbgNAm#Dmhllm&XYNq5n36WIA}(bxp#wH6b0A8E;dGF@ zpgmPpC59jEk3)ilsfuSSz|8)$%)wd6OaAMP#8Oxl(k|bDh#+Z;YSF>@p+Kz+3#JTT z!9*ztmf_nWj;QdaLj1`cFm!JBOyczd0W9=8_~hickQInTVIUL1Fyirx7L?1}QmK3- zFnntZE@Cix50~s!w)*LpK){uj3PMO!Xl9B#E0U(yF|-Z?b{~a-wLCbgTo~;#KxQ|M zH{c7q$t=>I`Svr3*nNxM`idzJ48WRfff;_X$satt!a&jR9tZ5tN6f<}*a$JXc)9P< zWj$%e!b*pF%#5TeF!*xIr@RIH)lC?=;0@`W?!yXq`fO|m{{cI`dHQpLz$IQ#_`;uw z@7Js@&`q~6509S~eSMZa^7O-kyJ%gAOs<%j+5-lYTdI~4kJiL%k}ZgAta#(1{6l;A z$_|!(qGy>bQtTbwY97K`N zd^Y{HGQ)HcrEn{hgPo8iT9Fl|10VjP#-^U;D%IPyF?Y))nh$z!fqC&F5}=C6BSb@q zFCb1Z)S`$+ALL;mwzP#44Ks4vJTvgd-WZg!fO~`L4qR?XLcz~NNW%!rG_R|zmD8EA z-H{d)ME`6v6Ass^K5%;w5y>Ft)CLq`S3mG50{U#}=F_5JYS!^HZ?TO?qD z0k#?VMMhg4A%TgV&_cjpb7Rx=sJ?^!Cr+Y;*51J;ygnH`;0YY;oL(DXAM@~h3z5A9 zpM?9c4H**mI@`PU^P9=^pF5!)^^^~h26cAz(a&k`?{w3Np57p^I1W#3_Y2h=8A04- z-A@urMn_)&sNq+qg$*msH#$y6{xfOA*|sTt9x|v@|$zBx&iXcLd?g7kBBCd-ECUx{)%nXK*c+WQI@OsXKHzC z!dbehj@71p#$*Z8C;2#p!4|HDG0Qa{Sp3+@ZJ8$V$=_aV0mF)*xX zIK{=lVk7Jg1RJ#p2{QATKAI7%KRf;!3p*wzoMenSaUOUz!-1=pLqo%#+CN8xk1(5O zZ422L^AI`N46jWan5IO5f)oq~K(Ex&)z!tdO%&GlLMWXBGV+kXdMI!H?5~eq0~IS` zVS?D|LE;nW>1GPJETF9q1;YapP`5+wOf&fX;6sAk?5r*=7>2Wd?(w5Fi!nOp9{qm4cq+Q;MIZnEr7QhwU{N6()544=E6>U$!8`Z z_X}qC%}RH+w~N8TpD3hC$RDQ(8UXM}frJ_)6&O6;LO9o13sed}#Ma(?hH+&>UXk)uLs`+#5Ag4l2z17$?l8?_70+$Day|yr!TT=r3SI z$>EE32;bxCyo>P)Luy_x>==&>AI-I{l=(su5kA{(dL{F)wj8Crbh&&$PhJ$6)^D00 zKPJrg&y#g;x~y}_o%g_{#z5};yni|^pvx|9rd0CGazf-S^vFS=sf6~)?whYH;S6bUIpqJR`>yy$MH2TnM#2QMD*7uwK@m%xF zTRP2jZ&z^M3(ZPhONjm9pk-w7BhSXs+41Ytl%sdridmMx4JtN`?V}Tx(MUNT+XPjv z)!cLj@c|ocyc!0wcLFykW_RAUHa~mP8|K(LZwDldBv176N1JLA>96B;oA~^mLc#`D zhSmz!qQr9~a#k^){rALVQLH>1%B5K>BuAG-N$w=j1cimmGII#DiEkY_#7c39$(}P& zW=20K3F@Lz9JV{U)bU(D(?Bt6$n3?Z@_UjuI7FTi-kbH_>j;GEuFX#_kD(0nTdgL% zrJb&<3%7zz(q@F5H}N$XTY5Sn*@PphZ4&}E%u}VPg&xOH5aSTR*YIM|5mA!i-3nlc zSLJIHIxm0qXH<0hq&>;3AcD}Ql*%-*eQ|Nom6NC62)sQsJ@>vIc+}4iWGLiuXjIo0 z_hfgAg*)#IoxMV18xeEaA+-@;^kSGO_|g&~a7FG957*S!juHZsgWZl9Y!QQBM`_N4 zR-Sf0r<~&r9`+3k4GF6_Gve-D*LE2G8q3iCaw@0TYvcJHuU!ck?UmnhFP5Ww&A_O# zJiG+(f&+vtshpOpr=bBB<8oc5WCp?{8E_y8ZFY1b$91Q8Y)@7Ele2h=Ib(y zf);0X&uyaI;ubi5%!@rax(>#~i~O6e*8ti5IbD|&8%u=9=qERpCuhz$kWdzg#_Kn; zu*l5LHu`fI8WB+jRS(iOf~`6(E-um=b(Z#kcF%P&QVj7lgj_k6{Cs=xU}WOw?}h%Z zYAIGjj&P~ALy^$W2GTVV_uAdPJ-xDtO87sfW@d8`(zOi6yv)dl#S3@^A#pv%b4RCM z->o^%Px{Y$z<{(3Oe9P#Ef>i*T`u+Z_9pYY$8LJ<*C5s=V7UAS?DoO_1~C`robf1I zI~#*PJ-7wU9QHXM020vy_AG}}GpAD%QN5s#*VWa9)AhOM&L-4S+b}M$^Xl%257>+Z zL&V|MpNfVQDe4wTqiuxp`*J`Fd{|~CCM1;0rLRVVKiD%+vhKyjOcz-qA|mYe@o{1_ zhKgJ+R1+0}9Yy32<3dQ=TA{$vB{5Q9w<`pH{=mNS7n)$uTz}F`({4zM?rRL#EEMYml z{01M$GHBk`im_f6JbNOVP?^6T8ZI;NO`(5J#b#bf+SZtd-glvB;tJQNwA7a&y4rs`icFD!1T^9=idR{i_|-U%)_q=>iB1zx9#=a+!BL= zuJG{kh6u6CLgY3q2dp{a-?O?oy=V8?TDv1|^H9mor3*@0kTgQi#z7c>hRjUGCnqmL zEE2e7RB_dsD&_aaGBDCPtZh?9@V9U_oO;q24)r;D^=n>wI*~dyQ+cj;$8&yd;y_TF zm-YD9Pt)8FH39pz$KF z7~zHDfGf<7i_9pE)}b~v!SZ`ms$|t^5_vYz%iZqQ4Ls5@OSS&?@|2UKwm5FDZMv%DV5(qDbnV;gEpJ`Bgay5* zVcfdCtVOS7$(D)vCOzJTf$zk6E~w^_-%dQ_Y@DK|mZ6KiIuS{IH+yr8+UW~%9-lTT zS!oHNezMh_3ZYUq81XL5?o>)p4V${H2`7+{$9JFXx%0QqOP~mLRAZ?O)u^>{EW^Pn zt?XlhI8|e-Ve-w7VQlQ8#gDpous^}Ov7M!$Wqjq6YgI8Jwa`a{gog4i!FZg9eK@}x z&h}^M0$-ND=`mqJP&467d4c_^{t_6To&TL7|DOkdk({she1A;G2b;;e3XP!T_VOl< zPW6i7C-yNlWaDg2UphQw<(2M#nXP*tAkWok)W-7FlIOm{1tfW06KXsaV{~BC&?UCDqpN zbmmoCIz#NLN)q!apX*PQRHw($^B1gRWtg%Q`xKH=DL%@{F_4l5#k#_x{bQ$^u%l}H zLT+P;C0tFWEmt&Ko}XD|B*T^Z(Z!EAZUiaWUG~9U=Z(aCsq@Pt={B`cdm!EN#oMg^!m40oA40P;$4utdxcqm+0QsiiwqCT)WWRMtSmjB zXRaEJ+)BDK*@28Qq&xAsH0jGHq+cnd5|1 z@@(`vdc;`7Sc2S?%ER~!t_9)uuEw#A4mjeA44-JcYF16}QEg%J>>)vEJxuD2>@tpg za3!rn+QEVRqcrY_9|jzNQuDs=Ti3TIe3lkqnR)L~R4P#oh zc~H`cs6GB_6#FzO4qH->WrPP7BuUAf<>x^gL%sdXDYm{gJsYeObe#JM@$s|aaE^Ys zYW(L^A}3gOf6BXQc~kO|EQakyta96ZCT8!n$?~*@oNzz({V}oJgjER{f3M89?}wz)EMq z=$Ny=ZFQ9fpk_w!(UG<5Y}S|m?*fPA_+M7BQ4?cJ)je-o$QoMCX;GlOd{}?M*q_pG zy2@WKJ~6?yq0+-U%%Dzn|nOR?srZ<@7;1ne$NfG?|eBn+7cEx1V?@nPjk}F=1#KELbb`xuJi>cqy33_x_U-)vFCN(hfrWUTH>W>Z+=m zT>pOKvzbWD$-7TJN;9+>j&Fr%p&a*YcfwS*_KxqSZZKAV?^`>R^3Tptu=+wa0_R2A~-X z0s1xk@~JctyJo6SW9I0EH58EZZ~WRa^#8dieT>euc~Um$HOq}~F@y}rc-(@es8wpa zqV5NyH~FMhiwFAjTd9wdJY_`*e=)>0@QK_^v+&pTxliop`!TySDsXJ2Nw18VnPds2 za`#n>fl=8`e$cR9Zh7|0<#wK!qu8{`(BIV;%Ke#WtrWpdU=`WNAt^hY5GF^zi-;K_itjx zp8}ndMP!fQQM2b3&n?Rt>+_p+;+Du6${`S?k`Ru{671ho@X)@t=`l%q#m~dEIy{~9 zQw7I$9G4Kz^5WuR8p-VHo*Sk+_Ii(`{M9>Hye*6KMi{08;m17OOoBKtfy+jYo<@}x=-pZ8y_)Zoa~uA`SNkH;--xPJHv}O ziy$bHVEoAdgcKGoajnpvMa!Px^?e zla?=@wB#cH6Sc=0GQ1Y=P;iYT_p#c{SEOtERNt`#*-hD~T~AVN5-Zj1gqqm1Iq)r~CWQVUjL&rX7k^L6*_hLtGsEN(kvA9%+w-j5$# z{Oy)pb}nGM%B5nZ?X3M>-@5kB!}HCwGa?_>6)EeI_Y4SE3+3y16XIkl1Pu*QHx}*A zShN21ytba1I34cxL4v7WTxg`xio002rCIy&2}B5?`l3D_Su2k2G92s;D3i{h!XT8#v9my9=mzke$rb+ZbSb{2vwI4kc^RzYk5f+xH zshL$))qSb+StcP$f=_H;?@Qh&sdSy0u^s4NM2&nR{M=&QvGj@cZ`nCQtY>J5-b=N^ zO!&LZ&4~9-MUpT}(3D=L09i&|`2~s6<)>OfN<12$;j*0leFg6>fA8FaNw5&wYjlB( z5=`^Ko<D`Mnm-rThz9`W;KWAF23 z?E+X<-~T`5h++I!o)^nDR`%&6#yYk8&)_K<`a0#HowMnDwoqc^&d?vH=L8ttjWE%} z?<)cwV3Z&7KaZ@Ahr_dhnw6*!sXfBw>qjO z8lHIWYP8Me+oe})hQI@tcF_88b#rqCu)q0m-u(Ru1t>+43$(mR(CF+r5C|(zytPN* z!#0Ui?@-6t%ZRSGMRgn5RcW?;xE0nk$1Ez^k&qa!zv|YNvCfnDq8f^N^V`)qF|9aS zVqa08SeT*w6p4J=C`L2ewqYODy#@<9@5HS(JRxf0PVj+O9lmm!F3m3siy{A5py7IU zlwbr8%nRqwWusIAGvms%lTaN#E$PZqAn8jcpIr@NsP6kiAWJ13_Qjkch(bFeq}~5A zz4RXDsQ{q}HI$zGqt%h#MZsff$J(n7wH=8$ah?&m23O_>xyE#AuEY)Z4MuCV>PzrU zCM6_?vhcC=ji5qR`OHeG;*&$KhdhunP#h$VRy1mFkCKv-B48&8L35nLXNVvd8pFSM zMJ@8m!Ib#WkjYyOrL@0*78{Ewobpo)%Jz1X5@whk<;ZyPQo5sQa2LN3h!9JM88m2wVaqAyHKPQx0Ki{DPULMHJ$c;V=wC>;%HmB=M--{vbK;bXhx3yrvIWCC4z!~A4VrnJb=@2&3OOJ+%x zE2G7W$qM>;O&TZc!2L(_e4RkO#Y@@@Y-+Z_t@YGaQReS!8 zj;aRZl&N=oVfrA=K-FSNom4#9H+jg?6C3=zd}3(H&xk=QyiL*L^ko1M-_E|~*-p)V zs!D0qje5KD7QUm_VYs3$_U!5zUn%ou6ppiq=~j*l*?g&G&T;<*yy$Hi3P0^Mf0Uae z_eY30bgE+EX~rmz;F6L&XxxGoXs%dhkVR2t&|FG&2LC4UV zP$-}uMCDZ!;4|}Ta-%t?v$NE4`BWdRTJPQ!WBCCTxda>IrUkKIiILRRI$i&_0t+Y4 zrN_Es@kT#2FC=b!LnFs1>2YYMA#S9Opu6{OorhccL8LfASbKbMd~>T^YLe%VFo zubnZpV*IkW;~vYlc|p&cP_e?1Qlqs$%ZArxm7E#t>M#n_2W5ETj9d&uao1lcK%>gc z+%{f$SalQcQbKZ~C@1re6d7K;fRwH-d!w{O|);U35A}Lcbx`*opdM%0&hE(&f*DNkVF>F%UA!U#tEubemM13D^D!XNV3R zM$5v<#;tl8mGs=7NRhbdy3b1_bxyxiVQ)OW!>U#H-F`v&X2VKcvq!aNH#`|2g@N3m z*MN);0F6eb%?5p1_epv2dt5rG2r{tVi|jZi+EQmOsj^Qe-u}u^_7t#uJ{Gc-XhbtlR z@mpyb>OrNCwH>?x7wCcy3v|o&RS7YL<)5-Mn?54mn2?J7P*J$jx^^cjh)Ts~%I98V zVcjJX686n*$vHcdoc(B8sUJ=!0-V-k&ELsNi;F8y@|5D#(5(sy;mS@-1W+)R zJ|RwuS^}^|$uapumZ{GD@Wi&q5ey`oY>ap_Vj=@Suk?mN`OcRvs096I`)XGX` zyYH;o)3c^AXz+UjdeN-U{I{8X$I&}ufD<9b!eXthJ+@@~rq6It`Z+pnsqe7aLonqD zKzomUF(J6UD{m#K1sxpsw9lB9{Fx!G``u|1Xq5d!Hy|YfaYswun42Dd|G5jTh^t=carAq%kzJ9y>`hh7iq( zgM;%srpUvuy}fRSzZ7vMaof!nnc4V zo-30!3oV=8DqGYynVI#>i_rZE*Bv^I~{e~{{H{M zhzWB0hdiBpn&wU%7)4_ru=VoosN4{tQhTg%XJpA9(jFv_HUSozS$S~dDiaTL7h~F_ zBwcFb=FW|)M`q^lGfMCbR+1!0g{$D*HJD12QBS(f z<*`e6DI(QS*@TytS3R(eAXGL!&J*vzQy9X-e(Kar`A=C>-lk_Qxksk&VgChXNkwKj z^#kt*#WUD;!-JTPdQWK8ldfRZwIyk2UicSQGW+|H+c97zR;h>UPBr4$EUVQMj@%C9 zNjjToP>Tw)Sh<~wU)VNAG8&SU0%`13Q2oz0zyEv6 zU#IXoZ}+hF|5owdQ^C1*ZD-&69H69r{)1C5n(wvp(%=@Un7dP_^&J0o>BM_9UmE>*uzJj(N{{Q3Dx0vf zRG;Y@m9`jUdo?$BMaFrLg@fCVDro%XMTsbUsZgaBCZ^pgNlxqxTQdVkejWSD9#t)P z-sgrLA#$!eoE?W!N8uZ0%fK@xPH)`C0Y{buvI))br;XkDH$PUA;T;8ta!(G6v7{s& zdnUG=^pc)bn`sh?7^+bvv2R}aK0-YAgMR%omdDBVL>*3qOtF{rr8^PP(YfyUUuv~| zbQ>kv5}A5W90_}7)>xKpJhcM1g7Tt*E)uc?b6TlNSV&SPpu$xt{D6w9D~~)9FLrSV zq4oI}L`}}sUVkd)dN^AG#cJPH-WoCY*OTgGvCn4jv6){iAC){}0lI`Qa&t#jifMI) z-lj6>X=A{YF=bqLl(HkB0Qfiu!JHL<;V@S zZtfFlPtVhz9OnlS=bb=zxeO;wx9Xhl={P`lm^iI@GI!0p(?WYE5$PN@yuII=q`D`} zcukTXq*OFSo(;BI(#<>TRwQ_zf4msgMKxg=`}Ce1S-vX}Qo#Gl(I~;!r4w|6rX#yN z{f6uUzfICE&GODv=5p2klvj=chvywO-E^i8#J1_csUaJwYf1MEJ(-KO*fjghMEwfe z*GpS&$$-{g;PomA5xeVsyQo8LZ>V3T^sq)rDZe}R&_Yk1R22b$aOFalH{sdkLhZ8g zd%l8alTb}m*%9ZtG`hrFxwqR(&+7c@-?mK{p`!;=PzIqh#6`!pyH&egvaLz3)RGbH z$Xz8Rrby{aydCBHX7hu^sARn0=f{3$wQY1iR3*?n!%HZL6D4d@>uU&E^pZ%|P0b4^ z<9h9?YvN4Vo^dUjD4URGP!WEijr;YK2@Ny!lHQ5Y)`ySY0Mw!x;zQmT8w4R5(!a9!NKFa_=17THl<7`Ri?4qvB z&OU@|o@}0{ZkAqvf zQxAJ)RJ2|FT=@FH2i=4gQlJHO+? z^c(7PyKhlWEKhh{D%AIwBj53n|DKEQOQZ}St3tbR?CLH@ zv4-#ncYTS)`@!{R_=8_+JGhmXeh&__jripiT^pR_^zAmvtt$_r?2w86V)!L-NgH9I z%)Sw*${YT4@^h(``lHv_jiP&L9aS|hcWeH~M^aM@>w77^k;)E%zQR;LO#sr!Vo{s< z*Q!@DFdFQr;A09LJv@(&UG})PVM^zX%Q@m_W{v~(2XIw-&;NmP9Uk<=9g@N=&|@Od zV)EozjfaQl;Fohl2$cjvO19PHCwA$^coyOkO&Y2`UuGc@IOuXW|Gdb0OP58J-`gU@ ze9fMjb;-NCEshoHfOgJb-tnga;SRuaDDTy!Nyb^E9HJ(E99sO-vjrhbH-ZLBCvZOR z1$<&_UXaIs9{QVPnGBmN8Sh1*X?kYemE0B? zmIUfZslg{)UmAbYB%pFa%Xyz<(8PLc`@Z2kke(Luc{kG${8^Om4kyw~Zsa@t3~pX4 zJB1$yNgjja9}*~6Zd|z-4_z56vv-OUsZ4H4P@XFAAImvB{sA4*lA-}ZUH~S^>)fJ< zQx1Bd&{_Jn|MD-(XOX?V?jhZAfA8vWFk>ASio?jdQdlqdeV3 z5lT30#ebD>dXTDnviR`H-1$k`xsZ(wqs~F|t%Lbn4S{3pe$Bm~WWBbdPe4OLzOk{v zx7|qzwDI(Q{ZMGT`9Gv0sZxuf>f;`GnZKViX>fd8s=3BrPxV0dR`8(|7EmTgt=`60 zVetgqW>;cKKijSUv1*$$3d`<}L25drf=BxoO?lh6+M|jID)s-=a?@Se+8>Y$wj^*Q zx~hKbgy1~ z7P(~9Yr0@V`{hkLnpq=ro~DCV!X%DDeN&g@ygVB6jb0qwFqWGU(X_*i<7=OyWlW^{ z=_O)|AF<@Ub(OG-=n$buXrb8VLG-#gR#AsEMWi5Sl@FDgV5}jF(U(Ko;IL{r zANr(G{3{oO9z^5dg_Y!&896lvAUZP-c*5vja;W&`=a;o_0`YhEbXCk1sf?WKcgSHd zpo@S1I}(N5Hdg7$!~k$Ghvk0U8k()IgG`hv&lS-{$lU+HC; zbw8G5Zbd=GR^+in3$Www0PlkU2*vpPzbdw>cp$~F#BxmYuMK>c)41tEr&Sp0;4T2- zfo9kVPkuLI?C$RV{#;QP1_>AS|NP$n^Wyet9Zww2djW`gGeEbUc!X`ZXC^^vT#8x) zVQihEo*PM(J>S6N1s7cAPu9A6bFWgxs$Zx?GcyjYmc!R`-qP;SM$~D zKUEZn8xFy#71Lm4sEA(3tzOj}6fBhsuCB_vQ$xYZO>R^zMO4wTM3L}3#?T*Q+>k^> zUOcPE{S3?FPDaV=wej|9rb&*X%tD6HsY3jaT=5*%kukqjORMG$C&K@+RI`zaySuot zDQ^j`T#8Q(k7RxHjPbJTj&rym+KAsPDJc=jdQAnIJsU;B`5;38)6)8-6@|#3HQX)g z@T0kkgCjdIF)hfo*tU_c<SQh6jD#eC_*p+{p4Z z=TRl`fSf^q+m=f*D9L8`kN-=uC=_(JsV;ABXQ@}$F5Id)_~N-A$Nz-r745_cKTOmR z5D-9r6i|OW9AvO3uUkmqL*;f{v*Qn-89NT8{~M)$Kfh)`utn?Tz7eEmp>3 zx6S5uTV;PSv%N}KQzcu;erU{+N3TY+CXHeg+U%dW|Z~%p&H8#MO@@A&L z^MGptg-6xY6Cq4^QJ7ih*Eo(^>;U@|8!f87Bsc@)70m49P}vU+Y063(kVBcoA<(sp zD)^~dH^4qNa?*wd*rVrjCIU|KgeREj=oxhHI0FlKx zQygQZF-A#y6+lp79-)Et^vukdcjrSzvLWBHhVDvz9bI}AAPbzubDMKHD5T^DWZ8%~ zzfxSdfZ2qa@4=aqdy}`eozPHP@J1@pC z3B(<+I!?T11x1v(%OEHKTF#P#G%@G;)gx~EpEwvonP6i`SgPEs&)PpRARV@VO+tFv z#mvSk=VNy2T%;X5cM{pd@csbvEJ|`|Y#_{IG$rAcq`-%GmaaPA`#x_fd?cBkMhR=m zTyg>_WP+ZlA)!{l=UA-KLhWY^xscLr_QyK?7i-Siqz~1~%)>GOsVIVPBqoCT?M+uc z+|<5(H|Y&o)nt;_^h{moW@uFjBX3r@bkdblrLP%155~S2UEfp1K9=>`r@!Sh{d(1} z#9nxk?SW9V#0%&Z)v%xp+e@FnPZY=f-&Rt~eZOoa8|kLey%6cpV)q=KuiPKEOP8@u zq{Iwzcxbv=f+?aO56|!s|K8$t{_a1yK|Q;#Pkeg~g{M5MHaH~Cv`TwNAJNMR{!31h zu1@_5dPyu;!&u+J5(%%p6R-NijmtD+M zbh_9u7B;!`<@izcOL>|P>Y@30ol%BImAdZ`HRP|e+y2@#W9A%0C}~O}S!VLEg)J_% z!EdjJ&2qhM<9|&*8+x?U^POaQ+jrYDg?+e^Dkv~R^>e?Sqys+yhw<^j_9up%!-K@I z5w|K=EiH2D1vEd?xflq&jx3QF?!sV*BZ!#n>Rd(iS~oX(K|qnY)YIWF=%t=``?rgh zsalvJLkPuVHco%omhtpq7IsGeVjHGC#U`9*@nP@;B(S;_U5iRL2{wtYKGwJA?$@uN zH7u)Q8LRcV_qHe;q(lc{V>Y=Tv#-?X3%v!@2PZ#g_?wa}m1bQ%3hEdjr~ZnD{BCA(RC*?MNh;*Sc0foHOpPKwy4>=Jph9Km-dx#eS7J3b~knh(o>41xl})1>58#D zW4Iafze^f;HQVlY-}p!$R$yvH6*p{KMRploJW67o%+|^bR&7;x5A}HIGQ!R?J$$E zN={6j(g!`{UL?MXPI>C*Wh^$Khdktrcd(us7?5XX5!7H$g^!R3H~z;>+Q;r~!TjN;Cc^f)E|!=ubQkC_G#YZbZc_n_2jdBITS_@G zw}k#`x}bK6BLMw7S^vhj{u$3L3+2HtNZkTywu7c`fyDD|(zSCL1U&lxkK+g&pGcnU z#?^4S{;&i-FCneEFzNOc-+0CijXoblESevz7gbMt84gW?Wo!(sx|w;t5E@*z{(ASG zQ{*XqtCjtzrwek{1UhvsR{T~K+_4>|t0a|ChpIRjYA-sC9H0t`%43_b#7i5KrdjP+ zLcL|jb1=tKi;})O#)QMB#b}5Xm$7y`>Rtl%+0~~UaRx3Z-?Jt?D*24ek0eDi(kPy$ z*-n}gQ}n4tu6`D=$M2Yi)hFl}7Tp75k5`$P;=|jGrL%5Y^=j5wVWhu{K=BB%#X>=> z&WGc3Bp$fc^+*xp%MxnVo`*Oo{xRN#L;JB;uMFP1tyQVq#Vavud90+|F^9T$pXp|Z zLB%A@TY%2$t><03e=qg)>CpXD*FPfK<8=+d6Se4pDmNk4%D<|}87+5Mh9`x+u24i? zIO>bZ@v-L}uk-zBQ4M!&JT=jhE)b$n=ja!h+GNyar@J7tOd?nQL+t(wGMF@cPxM!% zywuII9*50DQjq$W_pxsV);=>aJMC`?qrtnp31&ePFkh3<^Zn+H-r~uP+P#l9FhFDd z2$TSHkN?|ctYm|pZc^;L(H5%bnki9+56kYWME51G!saWL@>d<$gex!Id}Tl6Cgz3Q zDbdH#bB9xx29&}aEqL-mFiR!~QCcSUETYsFXV2&_!#XFbA0?wvsr8TsQ=31$?CQ|c zW1ICREV*k@jvZGd^0#Xpzx49a`Kf)Kdzt7Nu#(#*yp zEA!(;dBU|dQe9osw=R4V#ta1SpL3Bp@q9}fuXd$ps7W#8=^h`)WQfZw2pSnz?O5$} znR85w=w51Fw`1m0px&vd^P7H|E?6|ba|O$z;HRa~jR#Z`&D69~?FOA0Ql4CIIK6?f zu8aCBS#~{txq#Z=vpbTqK{oeRo>C6HnK;d431?^mX#p;LX8EM0bd=pU);?98@sQzx zf>w2^3jGT9?(cm7-R)F&5%4)zdW*XCx)XcP_P0Ri+$T0EC6<3E-AUXI;7}12M^B|81U}~ zfI$&xVpXN!%}uQz<&Qnjc0i`(is&dWQYJ{DzZN3ghhsf@ssk3;r)B zm*~_^1Q=xkaO29@mUpVQj`_w3v#FMyxPx9}&~T9Cws=ju6-`QOX$6ihi?U460U#?S z+wuOxHOi~^Bv`Pp)=*el{U(R0HLHo?IqSr3>E||s8RqKsoJI1t$JohxX`Z~`L}|)A zZ1Rclndulmpvslmd!y`7p!T(oeUig|BX&=-+{~)0)VTL*;dE)NRnllo>t{>#UVlg0 zDq{z;pZU@jY7O<#APlts+CDTs+H0X!UW$w2a@xkZ6p^e8(2y`oOn*UY%VHi@`n$A^ zF&m?ed^}9u$2?*AKMJ&C&hM)fdK649QN%n?kfD?xl^G6mc-% zuLiX19_=BWs4}}P*9PXv9oPrW;?&XX+1;=)$#`A;F#=?mcsSHb4a**bJD7JE*&i?JYGcZWN8ZqG9=v4G)!VXT+4X zP-L%rzQ+F)-ymcDNgP&>wY8Z01sXtldLJ2JQcfCU=3?O{-Ki#b;V*YDP|PEouq0|Y z-(HtY`$yiTO#iHEymkJO*U3l`x6?e%WYJ{LpLIlJyYtU@qTvMTFk%zWkrbw3UFCNK zkr@BXr!Zd9lA(?U{PCv~Z-zv6ae~3McQmewtxPx|;R2}`6yd=1-~||b&WOt~Yt?7| z=~QDDQv_PBf1Y(oPc42i+2pw~-hJK1j1)#NA5f(e<S#_<2>IuCFx`#kvSlTEuSiICLXy2Vnc1X}9kN#`w@_r1>}0!bMRxYixDz)w-tSfYpZ|E@_c@N| zIG)CHq}%Vhe&2DPpOYS9=NfoF&ZXMjEjE?^b9+RvS*{JgUq;+ds5D0qdAW(#%v=m$ z1laMTiG$S%ZbLtrk7JG=E8pr7qvGE~ylMoJp}#wWWbEGN!+m5*(G)!n_4QNQXDtCZUtQDQHz!9cox_NPy4zIgZ5L;e_{U{T`CMwhN0%s$9rJXO%pVW0m&AvKiQD|070Q-Q(sS`jVs)xbmD*@f;jD_rF zd+C%n*yXo`mSj?9&rY_oQ}lyh0sKrn31OA2Rqw$dsEkh zer$ZyaJ^`Dt{+xN*0xW+-@iMU1VhQue`XsACYDH@t{iLf;TvL=p!37o=&MoFd#$bM z$5L4;%jXPNf2phn;7TpF)2Rfa=m`l4ciMGoubY`o+e`jGt0J=oFTM|P&ftwRijf(l_;J~g3B*|q9P~*dV7s^Ete5cf9VLPmLS^{t_ zQ(q}ma;AC68+f1Gcqy8pW^X}!U@xo;?zeeNr(gGA_FVDr4j>RjfU8mxpT74{noY+; zMH|=ji6KD+#2?D0srigVOvRqr%!!?I?2gw$(wIXDJ3S3;uqxi80VK1?^<7AKH6}JrT9fG-;EX&B_*B3{f~me@C&Up zW(qghNRK`IdS#?yF~mWoWeRcZCjFu}vG+asUM1yg&ZlXQ-tpm9Asq)(cPnZr_3!o$ z=$E*a3HA4me-0PM?4)Y1mI;ZZHtW2#H`~hhfN#FC>6PJB!~swrcwAKgR-Od#V-Sl< z)>%oLnZ@taWDXtFG%34kUd?9z?)FXD6if;?MFZK1Soo6q>%)ItAZ}n67*H@UAj)ca zRJcr({lsyGntJ3s^~1p2nN#nYW>s@aEehVE_m4KDi@PS4)*Nkm!NQiCZ(rvKx@ihk zk^93AMA_F^lVr)6L2LBk`UNO8g5|~jxvkoHscBMX($4s1DbVfn>5063S+k{mG-u!) ze}`=-n4@bBaaR$K)Xwp>#>HEOt;D6{d&DI_Nod$Xr==$Q7a*$vS@~_P97>l4i{B-mTuc)Z!_$wlVL2R=~tqkXd zD-vg!Gt@AkwKN2uFdG{9(%~ zr!Fi-)pC!PqczAd9}PSu)o47@6g$EumSr?%;)=l#hiWE*OLrseGE5F917nIeY?@hF z6`3{dhd+kHJgCG&TLMfIqE5OsB^laR^mNO2aa#h)Rtl%!XL+NF42PQA6S%-Er$LrB zR6encDi3&Kl{q52J#0^HG35*8=&+I1 zPc~$(73n*Yj_`%qj4pdjI#<0LdKQ;l(32!`QN8EuS9FMbf#}FcH-_iOrSBML^sj;w zyMERo5BnF{bwO@JKtMy{qu4RO^&R7b_kwxOP2Bo*3^ec_@x`$>pQ3ifCFv*@wOF&x zbDaby1$!7&lKN^28!z5}jQlg%_cAw+)M9-Uc+Jf3mHDEz(+kk;zmU==v*W7#Ys!7sz5L%?NW z8~<0IfBn5mNPVoL;qZf}d3iR550+0SVyjeiPsW?@dCgTMiNdA4`ZlV1FT<(AR5j#G zz)pkYuWx2=^vVlYPER)dc`~A#Op%|gUUhJ4SoILNdR0|j{mh`jgRvE1gg{%u={n{< z$QaIqoD0OB50ddi7^lnucLzvnNnm^iy)zsjpS7AKIE5K*4<2AbM5^n5&iR0n2k8Tv zt}&1j@$(6(Ivw%?x9ybwxPIH*+Pu`Z7@glw4PPnx-dt2?H?%mp2DYY!APOkD%(_O4<@vDBD+Jmj4 z{+^y&8}7(O!pg>mMc3h!3u||6>AYsn0%WTm2DNp#SsrXe-Oec_SC-Cy#{?GF>)tiK zdm|HbfS#JaM2{r`^YqF{c?`JnH&#l!`$k64Mxbiw>+P+F&rlZhPD(mDNsF~d9$wq% z&-1#_j(guOrFWN;>HXbbSe@?G$-Jz!nVq~sSo}-9Ye$E`xZ~s(V$d8dgecaS;3uK$ zQKt)rK02O1cTNKgEnowYtn-oX?-d1mmWE(f+of>O9mjHM`VTpl#&+gWveuZ-Q^UHu zaayq~`}SAz=wK!^maL8SN${ZEo#wmOu8|(=r+eQakoeio*1_?4>C0f_Pob)@7>if| z4!WdxEmm0=Uf`baS&dog#Kf5$Jd&Wfm~X8jS}$220QM_sMfG{<}Vj*Wd44#y{9X zlO%x$&rw+0Vq6>!FI=@5#m-DN7jNh*bwyB41Vm3l9h{7Lq2fL;8vjeN|M;?6T;JHT)<*AhWb`t(h>)u4uQrEzh z57i4955^S*FV4DV?a_>sJMob4TuiXV++NyjZ6yM0JR5dNr%nmr3kWzu%zcR*c~x4K zW0L}~6nIiQ^=IN#Sg~n!SZb;LMRi$5 z{h7nFF(*=&QczTzia;sK%F5Og%d0JZT^s?>#u;fGuUc+AOi#gzBmScrqh{#4A@A+u zDfRU-IDct+Y^wqk z<;Q^j7K0t?_7CAi10Dk_U2(9xjBQi*{|sE5h2`Z-u{ZDUt(LpOzgbDnJ}ck&m|}@y zZ$1X7h2QpAi{AL=1+@%udHACZ*1Rb`tt?j}e^$WZ+TjL>%#v?1fBycRVPgNs1MGUJ zbO&-X0tcfR-V;G68{btsqv_L5p0Y!JH5*Y*>3(!cr%q}A`aRkOcZXm=z&=j7`r|g9 zfz@8P>@D5}Ep4IISTF*3q(zx?z*YzprKIY~)OjVG)9%;Tz{%kO9VzFlV|%(d3NHUBI$@|qxU|V zbHBrqSV#3MB^5o}S#`5p-jPN?S!1t?YM5k*?@DbxFJEs`el~&)JYDuoLFl+KmVDhe1md{v8VW^Pz z_O}+PW{{Kq*>YAttCSQIYs;11hmfze!`e64J){)6%X!E2U|DU0x~c*l%$ZTO~?97_-#7_y|L7?^J49KFwbu>186DUOCIb@ zM@C0)9uHVQ?z^aLGzH6pOAs&)UBgDy@)s||9_!KW&$s@vMWZ+MRX*FEUv>2^fB)2eOPFEftiJ7#L5 za@}W)g)gf+Vq&>7$y1n`dL7EN_484u34FmROh&u|rt(j#F2>~}t@&cZda0xYv6H}~o}6M{zp!4QB>pS|`8IdA0LMeMK?zz`(Ga zo}PdM7whsVbhCRwUeT#E$Nq}!VC{@mL7^`Rjh0jRbs|Q$$EWLgiOuDi(zF#{_3il5 z`DQNBUV$fY_+K=UTW>eB=M()3x8h#Hy*aB6E%D*D`h=;iZK}H8N{!%vLgB(@cKMhG z^@CC8;{Zr%dLf_lyMxNSJY5a+PsoGE0_+81j9a{Bbzkdx zRmnpf2B9SB`>ei)F%LXgM(ewSb(xTeMJ~@6-*z9j^R)$Iu$tm)Mz?mnOA@ziJgU;>YilU+zs2j(3nnkAWivqs}k(z>b zeTzo)K3@5VYCwQAjFVtmW#N&|K!ntQFBM{7T={YT*NBay;|*+8Jn@$snmOCcd4o`6n42u=p6si{zHB7-M* zwtyRp2IKO#4-VAJgGE;M_K|Fvo=gEe*f2Iyf`^0Eb3$NJMBW>w#gs_hy7=P<;+A@2 zSTpQqq%2lpS(>n`&qze!I04PR4Ji(DvZ3%Gfs3JU9Q#;VfjA0qCLG-w)&#XHok%OZH9kTlY7A>iX|uG9*FI`HNn({oqlH zO5*g2^!+#Xz7zE?S0p?~CH)sDVUK7rafP+`QH$uFUx4_;j)%w}Lz zJW`P!!u~{b%tO+V0u(FD-ixLS3#o111}(hATB@=l)DkTpQ{>5mG3~GJYK8t$V(t;% z07q1IK~;<#zjg^82z|m@00L*uACqbW1Rc#|i+#mM>S2nKbCb6-xrKG3J#W8Er!VU+q+tqk-d*FhT z>kx4D$Oi{t*!2$%wtV{Z2?V?4BQUZnd;dPc{0_x7j+T-VA!n_Ql*6C}5jQn7G>qPF zI4vk7)EOObkpjPPjwBQ^BhE-e)s4_&4U4wH{fShsi*8*@+E!L<1v*8js;V^j`vTpJ z2#GJ?BYrs}qy{=gz-YTb1zBo=zJLd;H{hxX1TnmGU%mtWCFB!;ciS7Iy3F@>gG}K} z)FO`N@btlh3pA$Bsv=_$TL$p(D5zVJHW5G+?LU@X%wBXD6|9v0-uqi*Jy`V$mQ_%9 z{!k99wcwIEY{&Q8i%;dwHld!Xr6p}`d5^w|yZj})q!v+oi1E2Sf;oW6HP#FhbfSA} zTu^`Eb9Vj|`>rx(-pYq+SgA{?g_lkoNlre4NT>+obZsp0h~I|rRE<=O>4Hi&(~D)1yoMsz_z+ubGqp6M;c?Bul^eH2?6*p=d8 zv4}o@$}im2V)q^4QN!U>>N(ME&I=KLTfpIfWcX7c0u(7pCyfIat!ci#5iGscLl*Dq z7IIUxb>>T%jiP@V)5~vjOW5VvrMJr`c5#9tB2ZvBi_^Xqiz?l}^u}Q9hNj=gd=U<0 z3=;Ft7^FSoo<)}3quE=AZj8y7HN-VHQ?683zy69T|L{7I+eqzhrT*1g&$UPCi%YYK z)J6F_l9h0~oXgrF0Eo`0`=G(7vw}s-hAC{C|K2fmPfNNFf2togB6PIh_15Ze6H;$M zjTJwXSqFs>^5FQcn9)nDQNng1qJ=&nz1w$AV8>Ug7FL_R0|U)K_3r|{o)NZP2Ns?< z=!C=!iynCB!!-j<(_s_+elPtb1`EgAKd@o)`&%c!WiN}YEZh}wgG@U0seLO*e4D#c?V-n|NUhn zOl*uVL2kboHN*oTGf@42{jGVbq{>1}f7Zb> zQIs`-ZtJ%Klj0Mig%C&ES0@A6pIG0>dw9(xBn4%|;(@{gRV<8>feb@QY3?ePPI8=j zpzwOXpxjv(TdArN%7&h^__Dkry^)_WXH}+LoABiD`BOMIJjrCpZ@Hg7iyzYx^>#f+ zk*ss?mu0CKxjg?^xygccs^I`>ui$A#a@80CN?62u?}muFqe9L3g9n#c$=B!6PCjF= z`gC0{y}mZ?E381?i1V?BcpQfCg-WjzKlJaI8G9zfkTFgvN6b4r;>DzfoCY)5$(}xa zf8jf_e#ylfim+T?bo=fsK}9RDh8-CnP=Td$Tj-@=#p6(m*x#)?DPR1;_998zb@BKH zUV>^vwz_ezKx;`uNpjs-4f7PO6sZ9yPPN3NOyXj>70Ke56NRFkD*Xk@M?aoVGxaCA z%SrcF|1?~cW#zxc)V=Cm0eg7#EVOpdQ_@4dFoSOXpE(`NM4!tv zg&3U%WAWS{2mA(OSLe4-)p4r-Qt%^c3!NB5;vXZm@iWLb(WtHRw~S3M8aY2u?7%b_ z|Gp>RUqspr=a6I^x7_?hlyb(JRhTu+bfme^j?Qid`yy& zf68%s-=|$&Y6lB32TyLX69lhp6#1>%foJtTXt>s)-|`T?JdboR>QY!{xR|El>q{5% zM6WKpyxckX^>2SdI5v&T-27zFry?WIFa`QOs?eAWj&Xa9SmxNdX77QwtIQXar{0aU znwNq+7)E6s-x|SK;H-(!VK>)JwLEq-o85Q;C00fhJoq*#_PTB&DFMFjg^fKwqCgaa z7;&jA2z@ch$8S+$43jM(O?F8X!!2Q{!Mk|!u^T=$a-aQihE7sPg_6wNeoJPxptww= zlCJ3ZabCX5svxxybK@3P<=cl3tl}ejl(cEzzl8}vVRir8s{P%;HtjSK*eX+9Y%`*0 z0>Lb6ZZ>M|CFs%@fnz8H;|t(>WX8ri_YWEvQJ`Md1V5jMK+m$qqXCj(of?9o`Zz}7 zkL#zPq!pRiHr;537M0qu;$oU=iog}jZBqH-mBu3x?SJ5RKO`DsvUbmROYWI&SSm+% zqSoi>{diQPwqOVjHdX(u9BMerOrsSrSvg|bT+cd1cq4HH zMfSp>j+C%>^Yx4LJrQ-CB}y{;DNjn#a&VhR76-#joS|g}&oJawc?)rV_d7J01J4 zQ``}-(W6I?e1E>A7ov44UjJ)MyfWv+dEwD@)YK_h#(s;*nrz+ZZ%UIn$XrUNGIwp7 z7Z9{ie3h4%*>(P{T<-MFJ{?&bd1uttm%&h|)aR)3LIO<|h^9JLM=^X_v@(euPO{WT zLJBY4oHIKnd+nKAUkYbxey{t7nDGNf;sypXlBsPk6#<`zIDh%c^pTEv`BU4;ou;mr z@SZ$x9m+vRJx9Af`{?g}3{PKs8OIs_aCzJ7NfQ~& zn5maPT8>zPvIW*M&`_jvAFsq8N)KsS1+RTvXF@HjZX!T@+*0Dcs^wnIdh59PF*~_C zxns6NfVF{9y7RP2d-{j-FWB3?jE-=1`WN>N(=oc@(-Z9_S_8PN z+n4UoO$0GiS5jX(6ubLFKr4|2J`$3>CQ#RKcdO=9sw9+oiQWF|%9*v~*JlTjRYsLj z%KqM!?J*;lOoO)nOYQj8f_1OF&$X>@b_ve)-&1GHD=665a7J1MW~Bl9MThUd&#gpa z_ljfu-iVqP-~8uHt#w4w1pUcaQQVG@b@*A#D>Sx!yps3=TZv$iy_Dq{`v6fw(_l?4MX z`(LRqL*3xd8-q6}Aef0-e2reG<3FV{$G+-kGa4+iEQ_Nk9_1h}b zRX_<;`cc0S!_P{Q_IJys)S~kU_Qud&>DG8}W&5fFuL*8|7T3l3%%&y{-+;Y;`$L*= zS9J&h1RD5AK@I3%KI6gy9p?SXiV6qKme@D9LK`x9=I=hUVGd`4mwuDwbi$(+N=h1w z{b4nxN#pT!jF*`A6!A+yrkhn>cV(&_XJG&2b65FO1>z%k4+~5EV1jWjqNQ!_OUd3_ zLbcFGUD1I4w$H7~jWK8HOx3<}(~5r~M26MDzZ&T$T*U5I%`IR@h8sVv6WJF2^m`NY z_-@sQb4mR&yx+~d#UHjzf9@ehk)2rjETfkG!@{=m3r^eon0#!zC5?~18d+Y4{n~~W36o2;5MF5=XK?xy8N!(LKZ^>;5v)Er_z-g@*U5y#$pF`a%%C}2`_>2yy(&;a!+!byyh6}UFckXAC%Vo1da%j5qUv;8mVR!)V zj|Vk-wC5AT^_4i|O|ToSX5H&Q1-d&g)&=Yj#khcDbKb#~C5`w__r!4aJurEhEV^v{ zOWt?KP09d@LBO)mVzyxbJ%?0u5TDWX!i$QQc6QunZ8p>A$A5`6!?8Y&L-Phav@`Q{ zz7OMbD9cvr6dj)owOz~X(M+awJ;=m;trI96rD*=_qnMI@8#jquG7X z{zfb&r5O}+_G$t`Lktrp)GQ#upxoHp6Li{Kfa$i?()SY zXae5{g@h1!RAD*mRKz1p<5jbg3YX#VW+ziK<);R8p+v$@KT=^;2E<;Ax(A;ifAqbD zG;2!2IOfh23lZ1&s`O&caMKqGE;jn41mL*760g02@q!ENhO#ED&o(^^&3fNAQpPk* zfbBn3%B7|L{(b%_d6z5>$2sw?7f+H2&G^P!^UjuJ4lQSo% zymtK=;QPAKas z6WE+xlG2-%pGW<ytbl6$!oEfdi8ZAS!nV-9|uGC~;Tbq6a7_)3vRh4+7(OTq5_TfO&n zo_brl<3P5hVz#+}8|w>gIPBi+T5w}9qyn@(Lp)!dhzNy8RR-)m-XhsRO^iSZ2h%KA zF9PrJ1;n@MM7=$#pys@3PBB(6Ug=NgV_>(JbIJE|0tB^&Q0GsvZizb@ zaJ9%yJM$X%?`pr%9a9v~nCt0{PyeyRq6uzsYEUG9n$LN`9m%P@P)emOPwwcEMzzy1 zD%hQeYEe$KFxO?u5I*et@`V&;l&+|%q^||TXCrYAdzF>E-B;_9YU^Y92@ia4eD3J< z#(ZRdV$mJ*VZhSyFlrDvbENCDs$RM`Zkq$QEt}mLH>2B+889iId^ZA>33T9qbwp+J z^&1X^GnvKDmRR(N6dJX?*BdY{a$pqp55&-?Yjzlg_e+-jLp=&*BET_cu+Fx}?J zxFK@cC)27~N}vUnFf$?oM_6=k#9H*(U@+e-HG2df4UT!!lH^9*>`~y(H7Ol|))O}R zAPzgvo$J+|Lgn;!wDjEE<+qYfLvx>D{=k=1FTSmTZV48nGvc&P_4@fa6QuQ(huG%Z zo{rD>y5@a;bYLi5SJP6=tY+BM6U>@@GlyCtHMqiy)OaxqrlO)!vuXW z*Y_I#Ib^xHxi5^}e)wZadFotV*$-Jk1JudSb%Wz4j!TDWaBZ6`hOGm=D^3d(9kM7E zfDXLQ?<$Tr5TzA%9P{U5>;8HFLvCH8Xh@0=dNxY-#nUOX3mHyt*oh#F*CsOSOK z=qyQeZ+tEl9bdQMTjAev37~c+IO-2HWDtKSp;~QhZ7!pA+ea>5pG1`}wqCDLF0HM` z6Vql%yy?>aUdK7VD)gr46O#o=%!*^S1@V_ARNjkdk(vX`fubLcvmO^pYBqJ3+O$&B z^EXP3ey})44+%H;UX8|}O0i%keOJ4<+lgzoD{QiiM?1Rafq%1~7~tvCN`I?l4RSHB z{7}uYs}`LT03~i)WVh`yCyRL69nvT#VfDHwhF6&HVPT>paKULjB#M)Yji8t+tR+pM~zbp{I2*e7NoK|yfEg_@RvR~a@QivUs z(l+uI3gUyiE>CkFDS5*Xc4R31-p-r$mScQ%sy%BK92XSWJ07Nv-2iF}DKY-rTNYDa zyA>}5R4|Yc&FodAL4pU-&gjSVxde%Jlf_L$tg5A$mUQW_A@FV?tE?FKS>`2j3(ezA z^8PW6{T4MX2>|ur0ljxMu&ZFElJy_-J&L5v-qwWH(Q_ul^WMRD{H9b$>( ze�}OX8fFSqENaxBRk|Quc7f6068`F-AaGJPiN0@^^)a?BxA1A-((J_9*`x4PL@V zevw=523a+|29fxbm5%pPsWwH@r;9~%t9-=#^V3Gf=E83+P}o~O)@-%rrZCH-p2tLK zo5M)^nydk33{;}a078Jx$P*Sa3^j+vTcdYiw$$$uH`Eetp6%3dXoK$Xt>6S;mU0M zLNiyy8|roPmJz+BuW$YgnkCS*)I^7T>I7!_5+(8deIdQ|y_y|Kx~1hHxoI1H5(!+2K@|S0jJ_?)@~od7weT#{NA8>ZvW+w)r~uUvV~30vRbS4 zjSzi?0@;fW{fp%CGCJCVr7c+s)0chK7AhURSL9@_kvCPujCFXKZHituIUM5G7MRbr2T4^F zSK2^v$xB!?@JmXDpl40NnICrj&?K*eA|IwFgtO63*VC-sXWQyI!q~ zbX&*oU8Bq*Vl=#Zta?IG%Gpl@TQ>SmXZ$GLharDGupmUeC7q19Sp2h+fHm39HBuxW zdtTp>4ZK)Y4J4@#U*CLubZ*dkoFVoWnoeaNxgb>|zEhvdGUKQ`T~+bFH`hMG2CJC(*~8VcVR=DrXsQV^TX z{ycw<^~J>6^wEHy+<G-2seK~-iXrz6 zlf!2zxCY6TDuI@lqmY8|lqGM)^JI6Y@6Qf9ij%Z9%4bhr_34bx&`ADbZrRbr5N=va z{&7e+WMk<7%{#G7Ay>R2CNhB$IJwt3yE&g>LRrf4eBN8_edK=^T))9;Vrj%p|I*JO zXzkeTI=gYqqLT1`8L)CpT6jD*683)7&A2YX!6=yj3)lN=wu1VdTYA5#i-j)$A2y-D z*j8Ys0W)HV0^93Tp$h!1Um5k(_^S*5mzVtpUph-yLyUcmp%W?9&pK!X58ciyJ$giga?r@^%&{O4i1|ADc$K^sTJ$oL+B|Q$*A6 z3vFO_jEDaFdTe~P%MO?(PtJRaXUGePg<>u;@#-ApAzTQxG}{zTMZh!;HH9_^x!fR%w%2IeyXXBGP^A7q#uTUHTo80>P^J|V~OLmil5Xs-5{UvS#bVE zFYYhX%%k)1H-!VCAtGwn923;qn(x&?v@^>xLfAlj#HI*wzGB%Jtj)y)jpr1jX{0+F z&B=vwH7QQ=^YOLiC#(YFQ~Uk1_KGj^*YzK4S^8tRigI%DGJ7`^N$AA7^7_Y!Nn-j$ zcugxIKTm-7Ze^{L@nhiTgebHq1N2=Maspa@osQ%^AJsQJ+PYd^6Jl5HU}+04i;tw;`hMy#!bBjvgMlh73TXLac#3ZivrzAly#6! zj3!gdeYrA)@xCvX!Lpp8b{s+;vIaFFY;9w&#-gR`8AsNlnf(G`swD%Zco52^vMLK& zMayoqf^s6oHtk#!fALiwdW*qv*_H7Jugv!|lVVEtW-nFmlz7?0Z$j`uX&Uw>&fFm; zPgQad^a6$U*C$QNgX#*?D)Q4{8E0AUHV{;0yJrde4jI$vmdv*7Zp;4HsU$&97)}NT za-v&HZdP^>5P?Y*{)xB}kHn+&vSnJ1%(+vT;|v!&o}D+ypJ)KDaT1$hc|=#V2MLXM z7eY3lde=nLTB5%d*A2gTfg&Q|54=ceZtdq!LGs-$F72Ut*Swg=L)9iiFKz|8u|i&3 zZeB4RZ;vW7n)l?a01Jl4pc2LS4E-s?>WxVtDxWwil224ni8Wqc#O>k|6Q}~nh<9(T ze3&x9Gw;_WPm46(wBU8RmfsrgHISQc+ZtzW$luS~YT*K=L_U7Lu)x6X`5S|$LqZf5 z7ipO@Z*r&grDP-aZ5ulqW^&?Zt3^Y1=}jQjMsTkO9HSm$RJ2)~B>3;L-==^ewZE?n z6pWQOpTa^63i}g;SDDGEM!Am@GVPIM8c)=pL&a1jk5=w;jN^8x?|+*)764OrU{;lS zzL$T95T7-Zj>&unvpa_2H(!M2UmK#E z0qVk;+O>cw4^bN%$4{2!FKop<(t_BZyt-`zSNM)3cmHM+CgIfu<`Z}?Rh)(^l+MVS z9FjMV5@^J2=EQa;TX6;jGAmkJ%^6jd^4@#bpyLRoV909T5*fma? z7M#?{!wa9LUC7i?D$0fuG{V>Mc?`=-amyn0|9N@;bvdEM8tg;<-KxYN;(ma~lmZo{ z;}SCTKQ49UmN0>%xPHIw{;y*V>h$|}oITY5o+Jfcb>z%xP;+Yi#b`0TH$5OBAvpr{ zm!x3qsh)wpRuF5$i<**(dS2xL&!XEvnVU_mQ<43!a?EvUw7!~9jiL{unP!+^$WxxT z!(Z+ynE5?U&*$S4Q{+hD9_e>4?CTUL`phXzPspIi#GQLiJ~pf={^uDIK5=1<4-{*+ z8BZQ@kL9HvaPR9IeZm~x*#7L6ql1mPwda>FpSC>5JjV*-BB!Xpt0tqPE^S-*0hX*mCBcoJZ@(Y~0YBM70=eDkZDRnEZ>ml~Ocm_~|r@me| zhS<_o4LmCJX(YYF4-YoFcZPV3*vIYLVCPo1GZPBAPGy23#^pm#S*VU4RgCQ^;c%bC zb4fXv!|(~j53AIr@ZCi>auet#qRYvXQ$7m(nbbcq#g6GzI_W0%x{v+bAqrl3;nKVn z%$w^hbtc5*`4VB9TZq1zyrz(#tb&fv?O=Xfn-(FgmmXL1=`C0=P~Oab!q8E@eWU($ zmpU`49KL*P+iaN*n>6`Aw~A$J)enI=Y~-Te6A)c6>Y(@^scNiy8Hlci=kXbm{7)l` z%;7qn0s@2`Q|i$1vyS|D2uLkpyQ#>a?4d;p@z>n{8sH`+p7GzL!*i_I$d3>&|9cqz zi^T*xO0`_8!~K<0JeV2vfTrF*ExrahAMu#r&`r`~kkll!21fVb^!!vyu@l#8V;m%7 zA78gA_*!u19T2ms4MoPT?h_M7CtGGwQ4-xSVPmBXIarFCoVq({S)%KqPWQ<8lY%G> zGYv7X5G_lr3gd;6R2a4$}h&(R{#w#lqDRo{|y8Z$WQW3$R0ur=AdA``25Eppa?VP~aB5*0iVMPGO_MW~k zpL$wf=bfFnMQ_qjsm&a31Nd!2*dc0bkRQ{H%R6)YMCg7~gY8AdxLfV!33^%wNI+2a zgTqM+yMrURq0ob;A-hCTQCmbI4+od!`vvVijx_`(Ha`j5&3pt&fg(<=Cs2f}9aj@S zdlJ-3`glkkbPxOld?zMwn6(s$#KM}gBI6UON&95xu2SARhy?~VC=mwxcLe(%|ckP3xr zeG-I@NMK;M-w#(r-Sm6n@H=1V@3=lGF-1{KPo!wN@Il>l(0eRQDb)RzG$FKcBXhet z6oPYC|4b=9An9Dgkk0jY64pICG;cJu9(yibY(xiy>5e+B7TW!r=s0H6^2=Cz+H*Mn zGaGVbs#gy!OBsl;WKk)^KHIcR3GHcg!fBrYXSQhX)P%=BWS^3@65N-<+8y@!v^C~t zX2q0%1)pXLG2pBRyMHX@`J^yq-XL9d^rel>74wJnr118c%r%ZkY$)>Op{s1v=>Sa({;9JT)%K z^$$%d_Xt7UzOyeiRZNiTh>{n$kdEELC;fRmIr>I#)NMa)Ky}3`UT~|R%pD^kDk~S7 z^r$EvI)7b88dh#-M}>Yjafy53p-7%Uy28H&5x>DO=rQvr5F7yC5}2$;07dH~rb{C1 z#!KHHu32UvrTo9Y9hu5`?e|%hH`$~%PJrO10t9m(r=w3v7@mUgG|)=?P9RCC8^~~k zk^)1@f?w4T(r+VTpwG?5UH;O%rr!oA5#L=Tkh04$>0HuF!5=Qe8(7IVx)niD%Q~Hw z&E}P_5#QB|^`q0h3iPuNkJEjJ^d!&_KF{Ysf?0q6CJ+$; zJN$}Wm!4Kg;UdT*7Z<5`4S;kBEL=|AiGG1=>Q2&EYgm`NX{E()s2eTrW@h5=?jEP2 zq`V9&&B*Aeb72IdA&xGH8(I}?hxB=e{CHSquj42&Sym#zBO!XX#|0ffswpM1BFa*-afo+_? zIbA&b_dzVg!Dq#N{Hjx%fpk9hsO$ z+vn^j)k0|@XRs6XjQiK;!}IaUs`axjOjqJ;e4A&ISn`-HOD{vt((F=!@Z^@)Spre# zk_g!rwNjH#jt>sHG3?>YxAT14y0e?W6xMFOi4BwI13I-_tQ*K}Wl8Ug)4;FeRDWdO zh4FMw4t@jgyUQnonBmscaHo}zyJdbNYw+mxT6K(9grhNek%Sdrq%Tk3)K*cm@?a_{hje21PQ^HY5Il=x7qW zu5>ZP%8=M(m-;75c@(IGnMr4gF-=Y3!DZvk=iY!VsY0CiyCvisBO!Q#3FzfK|=J?%Rne z#AO7ISQJ+uR{aQvSrwu5y(J--v@-lSG!tm-mGy1 zaw=P=T8a-?>fEiWeB@pr-ez-=XH`PZ>9EIMpS-EW==CO@5w@hx_1ERh2X6xNZCSFb zXg0h@p?HFP5n2s$B_+A)@Vo5p4hK?0(#{>@)XN`{&^A3zHY2y!sYoj4{_Z( z5249jyzuAWw<_;fWvD2`d)7FXrME97I6%KA34v0d3Bb>tVQYtRd2w%69^|0!>s`2c zE=J_;j8#c>!8zO6yqd*9(v42gH+1`-sqkz)#hTw!SWjSrq^G(5l=0v$`;DN^4FEvg z-#*fO&gqa8K%=^euZvD4aB_8?ek?1q#FSIq93p;C?;_A)Sc)Or6jt2;N0a+pk1^X~ zymyiMsa$MWo(;~Q$32z-qQ?P_NN!pEOwVoX+Td0kJjq)_#9dRf*PFSm%yqM0)JDIh z9xU;ih8YY!B~-hRGpN8_kjNd(xoSTkSx9{`&kben2Y4N2V>^z#S6-uq?2)Q!#Xf8J zavH|VD0k?v!Iw&}*7qSmOEmW}ig~y|G?UOSs z*j&e5a9?!QG8Qc+9-d<wKc3Hznz$oj~mw+JGNS{|z3OY_K2cbB7Ktvyg?|2M=Ij-GMi#VL>qt_I^pa zGf`1dkFPTVR0JR?;QfVhv#P4qX& z*W{=}ne~KBomt7WO)JC=NRSEqVY3vu4PAhR*^nz?PDJOuhHQ1MGUh~;S?McxJU&cn z*#pEZO|`y|-MmChUrmCL5Yj+(LDDn&IXe+lV3PmLfGm>FTOA003FTR6UUzA1=heHI z>Ggxf@LSDVc1e5JtWp>69s&|T@BzhuxJXS)`!9~?Zx+@Wh*-O&W2C?oTm9U1l&cP%_CwW~0%Lw~pp5E`T}V$HM{}>f?SyF-%krg3 zhN#o-W$%R(-el>D-zmFoM8T~~e*$p*lCM+2Bf3zT$WzYwgec^RF=cB>YvUL4N0-c4 zl+`ClVbPWd{}1RjOpL9|%=f>yQUWZ;ZHxFB{4CtbkSwfiMT`yB6I8uKelmfRuDd`$ zZf|dIs15|!znl)6A+ zr2VNii!FrY2w7_3OPgU9E^m{|h5?S%o?~7S`H6*9$s4X*`QcLCc4GI=Cx1^`cfQAx|n$Y|9#6_k?OgIf7gx1sE2u`$07P-Hb7I~S4b`Ew%| zpZoIiwh|j8Q~(`ywxi%IQh0L`toiOa;Q6k-Xo--$AkRz|Hl%n88J(fe|8-1UvB)wj z_Pv2(R>Un~lXhYhGQWSCoJJN8;Y_8L7RL+3hry%AM79a;^r*>64MX2Wh7CEX2yZcl za3%+bPCzQ=78jG~rMRFf(!)6;h^{Y6g50>r?X)gGeZjJLHhTxT1J~zk{cZqk+mPd* z2o=j=)oK%gN^OKKZ&?ZG2q%pl*>KezO~Apx!MSc8p)ZNKoKdd z`E@VT@0ae<(h@K6qlXXi4G(t*`zI#45%)Pnav!9!uj$$3y|P{6|FofL1=c9g?i+wi zLYAEpYEjvKrS1Sc{1+>)XajGucfhk$Y3RK=M9va$nw&$I9R4;oHn!P0?_0=9NX^N5TjCjN`|~?^E{m;>-Em!L$MYkyw5Z&6<5X{ z)XvJ(hRgE>F_7P*)89R~a`o3xx)N(z*7xVO;vp|y0%6;YP_-XKD#nz-nC-9Ivg~E% z$$kexynBjbuC?sp>4!9ec#$}7nPi8pPb(v-F|&G%=>mp{s?rg7_TehL-9O*nlaBwBhy>wKad}<^Prm zY;KyMIvax1tw6^6-zn(Hd!k&-Fpc}yHO_-vj zqG-U}(F*Up)y_97*3+%U{cyaVs5Fnt6}Bn_X9y)j>K7gaU%ypeyQ!T@^MctAVbC$I}?T~M1|_p6HZLTo&c;v!5aN4=NdA~I>jy@jA>av^mdabF?h4j^$IEY}@G%x4AA zrFAy9Nd4j)9v+^1L-S7m_Y%(yJ4)3EqYTUWQ$AiM-L;qxDKGLEKLe;=H@^K8MIWXd z79*3fd|L5#-Hw`Iypc280MC*8VZg6(3AN~g_K^S%_f#4o0VRR(N3eELMVRnHwOzxJA|v~wghxLVbDbSZJwG=U$fG;6Dr}EAC}ePt*CXkqc-T1 zOeil&nf+YL1un>`y7Wia_xUwv(sD0pvhcrZnn*xXl={urI;);k*LmE^`@Xu&>q?#f zLN|?6U%O_^LHSonM>VThMpB}uH<{VFxULqi#a+MrMdVbSWbxho&Ai9!=>E{IOnj+L z^#^z}TSK{}MkK-48%^83{2Ex1h*x~!uluC#h>SBsqtV0XMC=zf9+chR`steHIh9B8 zt@QAFvPBbwtcT0n)bO{Vyf-t~P(hW*?hje!dNY`(Td%y4dJm2@nJ`VTjp(yvd*L9sqz-udY z7rR!GkHlm$`WzM)w{&#=w*0$);u9`6!x5{UNngH}bA|g(raUFiU3dH63Z|zu3fDKH z4B5jn49WGHp6U(=lA+8Fs?bdO+@0a(kVl19Mh0*xpavUfsiNiOE*h|hv0=4>$g5Fh z;7Fr|-zhQ2^`%JQv1BAKWi})@>433mF=uR(2u~?;6NyFB^y^fFxman&1a-KtohyKj zWK+`ZQIfok>0X-`(P0G)tvHE8H7FoAL7K*tc$Uvq182W_3)>R$;^16#R6QPml`4?u zG9RTy*PliT$+0Ie4$FeF2$>D&3BMW4nW>w3x~ATImT2xcLXLr@i!vmYVsk*oKq=#? zyxMNOzQ?(O&+V@m!HSzUjvo03-957B69c!@PmagL-w9-A+j2v)>+3&?Q~8aoel2Jf zbAk95N+-z)nta?zc%McoQ*^ND$&fE}JTjMrH+NJx-^yhP*7TSFvwcA-z zv~pfWC8OG(YXyK+m@!`1@*8X)etQ246L{xKB`LV9G1iiu1N*EvnlDA~uKqb|U}QO- zS6@m$RZCZ<@;vj^Ve7l&o*e9EHYK*bn;|xS=j!mI0o~XmEgT>BEyhu{#|N4e444H@ zee@p1kHC);#6u*mcJ~zF!z^rUX4?_o<*qIxbB5`96U&az!rKRJEKe;F0n@9k_}?S3 z@{0>i&3~m+E_6kU%LE4+uqR^oa${&PYln%c1&bRoL%Acj5RWis%bza}<8(U41%qC$ zn3!_jm?F4^0Rf%tI4p}Uz;NmK9Kerh0RFkSM3QF&kFdkrZPcE`;B|-VFup8%{Hdlr zIz-yWy1=ZzR}w5b!oFYpGAPl|0ttyuo`trRK6<3~#vRINRs`+u&VIbPxw)FHIhTdV z{Ft;QO9iE>CN>)#PNqGqYF&nBwTjuze;B*>x@RV_yux+*(cE#xSi#%Mgd_xrv};h; zh|9201jL)^md@?kB0a&$lzvrATQ+`5TP%KhID!c(vX0ZX`(8~&#c&rdi{X!-1=Dru z^sebZBenHpV<^kCD-<8~$Fc)XL@T?^Ft3>GZnr~tEX?g;096<49-gs;1Z1V4B8&v{ z0e*uGOW8VibP&DOO|7miBL4-t6cwy`78dWRTz0nZ)yep?xBnECp)_SoQj4Y{_AEL# zDFhHdgW5Bd*D*~$Dg;wY#0ULZoEq>X1?JvR?Q*_{DF!0yS&-JD~;cic7O zY^&}ZbQ5n?=coPbannU!Gvm=`(6`M4MwS9g^rf@c4OT!R%zQ-p1EWk=`9-O`;4|{e zOm(I*iQs7o1|m|IS^6d?6DZj;!x)Qxsq9aRHZsvPK#Y(fjoY<06C3A|TU?k`I%DK% zTSj^1X#426M?T6fEkZuFlcIHg$v_|&?WZ8)b6tFc{LU21Rs z=bdMen$JJv2?6iFpERn>OLm}E2L*s@*7M#UP#-*XS}_lF;XoO6CKV)}pnL%`Ax#y~ zbyT%PX-N99PH`pRmGF>|5YG4eLY->Fyi4zE_&kp}o1++N(+qCvYZywct0wESW_2oq zh`C~KhB2XW5B-|~z&SKN+)0)-5Y0>xm~T&*39%$Ht+}u;;XwwK7He zM8`q~5`C0&(Rc-A*2%Ef`DTP70s>=rGNS#**k2HIZQ6Ca>-=^rgz3dTuT~}lXlVUU zt=EMI-02~ad=1{S?9osONxj#d^yEqy->TTxF2{S*Dz%6@giHc|_tbzF7?(t&y8tJI zs)gRJ&Plu#XKDYB33%)_@zLnEw7^q`rgBtOoxs%O#YA~^_$RZ>?1R3@AG2}0U(#|% zDFu_nie^pBmN$Q2eewlPEdTi$B<)*PYWiUmDbi9TbXiCTEEwE<)=}b|A<^EPlZ*CP zk@S)Zdt@!EjwSClMKxHpo8xvpfBo6g*s{v!x7)Q85U2wsJv{4sz1zNh0jqGx22Q+v59ZY=8Kv@e5bcdF#-sRTagD*k!oJAZG5M^Wj zWs)2RftZQ%RCd}IoTV^OKFN5%o}b4mHCkg(ihM&Nt`Dv3cD@#VixHEWE~GXuU* zicXxMT>dhIVCw#Tako-fRZX2cFzGmr?Zttzoy<*T&~Z zj#kKD(WZXBs)oK8pF_Th?JV52(w908CddX>9tF285&o_B)9pNpObFREX#~n^}JaL z4O~DeC2n`}9y_wbdKZCM98?!w?7gT)fjo~buXHUv zh@D`3!D3>nhH9H5DPeNI!Mm$dv~H>vB|O~a&&iXo^qlv>YXd(!oA%G2Us5;yR%sGe zQux7cYsVZ$k}PILIsrYgjl8sAeav2^B|t}wpKgoUe#y0StQENAYz`j1+GTg{ajH)zDh1vHTCD)<48T-oVFG7(N&}B zK7A59IUdg*72%yQPlC65cz8ar9wC248ZjzlKwhG+rrUMC-4Ac9M4SC=&mb=WWqkfT z`|RpYcXxNfEH`S-h#@Hx*28<$xLfi3=#B2R>=3F?SiYg3HYqsIPz@V>PL+N&I+4%U z9G##)^WpE42mnbfAb^F3hX=4A`R>CE|2;cL#`D^(61(0S%co=cMsjd-gD72iX({-Z zHR4es0)rHI3huS}L2mi}<0jeP=xoK;_xVKn>eTUfP{Y}_qd;)ma%EHm0JOYn|x zv&(bEioV3rRifw#v7xakT`Ts>%+*kP^huea_h*aEj{7!6hVo}|(JG;v7{8vyuh}NN z`I^ibm54{a6hRsEzXQS8&nr5}r;N)l_Em|xr%NDee1Khno6KnbrUg7hWGLBb*kB{n zD<;PwARu^W@AgXo<3q?{>B`M?igsX&A4q0O&rWkzaCt7)qBmW_l}uD)KRY=(s=j#o zAgBWe<{_J#%S@jnt-STVWHDQFbGIiP?ze7TO!_FdnMw@=4P$PpyiQdl zkaz|1`k*Ce z0X3Iqt`0dz&IY?m&&JZsl!4nLsodgx$srPqC+>N9h^)*~5?=~&33v4Ha|WQuha zRq}a2?_Kq|XnP~C(M^;bD#jH2r}H99eO7OTTgsXdHLI~Bq9H5p!U7(_m>TT?>q}y! zhO$AcW_=+lpeYpE!)q*dwmJhI!$hiiLDEE~C`y(apEK`?qvXIFozbOFScG(uLoQU> zN$bCl$i3QXJJFp4LNVw=MZL>@_uzz%v8BsCY!bYd&hb$+if`9HTg}T+Zem8RX?$2q z#jlm`;f9`VpI%b(OxC!p3r`8un%nG_v!Z=y$%_u6{f>Smp<B&nh*KFwYpdX4 zJnOxdEa23mERL+~w-pfZ3~F2Er@nSXCqp1I%|L=)Cxh$>_oS2A%Mt@0t^}DkyaW%I zp5FWYK+Jl!GWq9X@5WS@>D~^VZS@}0c!8em?GLOW`;@~F>~1+(4iohFmN%MqA{hpz zt+gYofKgl^Rh*;NK)iTCaB^-VVFrOX@NtV$UP`Znmj@nO!Y9O({)GRRLd=Rx2B=LA zj=wOwLbg7do6)xI&Dlhb+r?ywMb+?1ZF+|oqo#?x#sW1vN*V|?eN{)E8K7JpPm2P>JjoMXpUER8)7(AuN zP+!XRIc|k_!S|x1!`!Gi4pkvkhFFh4L7_`?l(gzhERAFn9feF+{Ff~ChLv)x)Ei35 z3=7M($B*-(AC$uC@gfUfovTG>tWWcGLH<6i7Cyags#2(#>A;q;2YI= z)0^9yM<>L;<7m#TT^khpB2HOfH$0Bk#*Ufj%?LLQK+;Fpr3nO*EJb)hvzL|e)b)V@ zk+=~D7@aqFi4E-S6Ta=Hex`m#v}Fb5vt#Z25=0DLD#{uatW9O%f0J5ZlwzTYdmjP` zlH8>>loKSon?V6CRg=?3)O(*OBS>}^%suJHVxRXW@wf1r@Vzz?6KZIvIZvtr8Wiw9VFxeVJHx3FYv<8xIMhp?S3~t91ADFdV}u^6Yad$BL?S$4`!^fdG&*hxaAy?!*R zebo`YN$`$OBI9A-NK_s+;pa1Lk`(4BO5NpnnV>TTH+l}d2nYH$BV|9VRknLHdFjg5@sQxrsTDR!$*RN3|d2SJxDAOtj54-xR4#Mw}eW5hJuWFtvQ*pf;M`cCmi2^3R~0# zP!d2yea~*LJ~1cFBZLj~WD+)if35sb^y>M;kPq*k`HoOUG51(|xV#`v^G%%feEJq2 z7+;O$TfV36$Eq^=xe(vMd@VQjn3rWKokk88AIoW`fx}Y)5vNu`3v9S|WvIcd-#R$R zu2eK1G!f5lA@CdsC0jC7wAH$x`5J?QIl!NB;H6PCvBgf=^SO{gD%63(^t)}vk2v^Te7{}d-gJePr`Wz`|W0@GOL-4XFL zAyIdIqdMegh6VJ#4(PSu!>$n0459kQ^k|4#WjH^MZRyHMW9hw;*OZyUh;=b3sD^`F zTJ1S!BA?kmK)L4dTbWo)OwR*t$4YMkqRGDVgl^j_9mOTDd=ou6o*)Gg(2}<_pqgJ- z&>GH$Wju6+hXDeT>=O`Mvc@tQqsvqo#N7S43XLlUuBq!-ScJ59P3xp+_|H>ep*l-d zR6Uh!DX%T(DK2khupJ{dpusDgla=8#lrnJLakoyK8ad1BlQ`g0F^cw@?38Uhl1)3J z>*9>Im}-0|>A^fXkcuu&#nBvPzIE9x&nxtXkK|3X$z1?&SWt9fC*&O)Qc+XB=)!*t z`n;$tVkEtdZ6lMVX#`Bkjb-j;t;{pMz9`7*kj~qeRDF85Xy1Br{UT@NjSYl94L#&4 z)`UNQ*Ev(UsTcQrZL?E77(;W`?ePaJ-yD8=G2>spxiM0=hq!^5RR?*Ix1>KlkDZhD zf!FrKga6n)+sPj~U1~PULGzOL=iD!)Z#Q@1{m-N4I7Cqlo^6kzMK4!GEvN~@ezxff$*4T;PbS6PWOzi$=NGiBv z`EP@8hVnz8pi(I^D?fX6;R?oEy2smBC&6?1$n!xL1|yL$+gBQ6xTXWv29wbeFijXvu(%pyCJwW9>4)nF z+LM(|N(i*CPvGv>XcMxm#OJ%AYXc@jAMuFHMjbb#UkQ18Q>#?nyk@t;EuiWlfYR+{ z!_2=ZICt{kfxcLdVt2gIHJ)$$+yZqT!Qz?f5Dj+lQSfI)!HgVuE6d6=ZuP)VZh{fU zM)8pQ3XovQ(yXrcuQtgE;5k+4yRS~~+MjG?t7}5I__)Q@)Wq8H-zJ^2IGNk*%S(_( zW`n`9yW25>#HK0<HjNC`X zO(ijgzNT3PJ)0nZnFB_v>jExov6d5ybkd}NmW*c)r=;YIv>HE;^{i9N)!a|O0hz37 zP^iWKA%P%RNm`r!8dVPjFc*ftL9A5_kW<(uf7FwV`>x=b4lja-{G=4AjdI`TC&47a z zBYxqhm49T%iHU}5;j=&QvMHDGrMj7HNK5qNC9Vwp_Gt4LLp;KYmmGuwK_@c?U!iZ90wz6XK?sZZ@KEb?q%XW$@N z9GuSI9*_H`y4Xj_O8VDA;@(#M!F=Z>8Amf>c^G#K5e(vW0oBegY*-qlevuF z&vqxk_W;0xh!(1%B1wVOZEs+(1b`=c?9a{5@YqtMEb<=6$M_kN2NXHAN8dL`1XxfT zBy0xHGV}Pk=qimp=uK(kQNU?oFB``}LvI>T(w3t4{v`J21e2X_CA+aGjtj2>r1(dU z7^YXg#0&kFXX*HE@}mX820T%I*ZPy;MqaRGatR#`w!_7P2b(*4Vv?CfMFFMQPovCn z6-I)@jcArGI-SqWv(%^7t@rdtRG&@pzK1}RabwNnh`MNP@uyw)a|#P%hD)(Eiuq6_ z;=l->k(ZIyQn>5veEb%q$LQ;~{P=-Y+t-5%JWY`u3b!A;FZTJ%h`=9Kp>Qb(=1=?- zSKd;Z#is!e@3p|(W~y~40iuglsdrxX%CWKIx((%uY zD_3PTe=?nvt&1W>0hN?Tqf$WN=mDdz*BcT%L`ukEkiR>a^m zX!-->P@W1Phm9BQn3el8J=%dgZTf*NZ>XMC6;30VI1zB{;9pYBak1_X1F2}3m(rN! z)Z^lp531drE?IG*h6l~=)w-CnvO**RGqQH`6cmP2^0YnCpAk&0)>M*rNRng)Go}?s zyQ4p6GF1-2Q4|%7%zyR#_!93%^%IPRj_sM}C?xz-?LWT8o6p?19Yse-mr|0h8{6Gi z7|YEo`U-~=1tK!H1p*8?`F67N^8*djMV3R~)vu)diKC%WYwo4WCJ2z>#xokaGF|Jn z{DJ?l)Xj%0>TOB~nZA-|TvB$7jNFm6@E_Oxr7-^^f|HAfQkh_2*Rg#`76=SUo1_FZ zxZSvJx~vZX#9)~0@dIUSEEeOb=kERkg_cYWJ2rfLHn_>1_f`+K8yv9;>17`Sjw6VU?z26aWhZai3~=$LrzIQz@aS8!UP zNf2gJqqB7QkpI2C&T^SS5>|vHdf+#4BZsBndjYmsq4d8mV~+D1ZcyM31#7=Mm0qjF zM(q%qB9x-DMy2Q$9R-5gmZ;YmEnba(A%IrF9$opbutmdqFTRl3wXHg{m*qut9}X9+ zk7NGdRmht;#Gnr@n;LLj-jX=#tL`VFuFk*me0{2qT8 zkaZF@AZWgDP3D_&leIUih{~H_89ZN^Z2vhBdi~0EZ{_!5O98YDncWe$4^E(t%NPXt z)shIheL=oTK%i>+&*g((aBsTfs#CZ^^4nTxMi7jr5F^zdd&SO9@?$F)*LtD1|+jqm_Y|kBV798B<7~ew`f>?|5$;1RTi~Qkcz3KxGt^r`_uu!cr%H{pdE4<1;$& z!X&l$R#Aup08`ZzMKej3AnsuCyO5|z|GDsH?k5-{;!(Tb7BSSMB!%gO!hNk^F)`Ss{Z2>8fE4`1&K^YhbKgSG~Z_- z5uRyxO4gH5L+0`oh)L!m5XNr5%!nnn9c%3QNioc7D#0%v8JV!to-PGf#nE_?;b!Lf zy=E2BpIC4UWi2hy;0`fvvh}w3D(v!S7DBA}WRamaZ!Wc3z;_1&)6<6fK`Q2xoEASe zd-+!4zA3JFhoA2G4(2%epEO6fb&8hrrQ8MngL+Oqt*wSO#jxE0K!-(&F8{`%yWmsv_GY5I9sk}6P_%o zDjKv-BQAb&%i~8%<#9GD5^+uQtfnA`uErd1C|2Zj*7kl zo@l@Rbf0jrU8VFd73ZFVMe%Yi*{;;*+C%uXW?)g;M12PY&V&5n8mIL`5C@h3IQ8$K z{sK8%>ac1CoLN2hEWA}385?UueJc22WOHRJzu5Hra1}Y*5`bdQ-8Jz0fdJ6RpeE3? z6A1ee3QiyWo%|bz|2T;A&a&Dv(Qe+;taCH9p`V~sz7U9v!nkQIAjF5%{mpxY`wBaD z>9E61~vld!!K`36TrWSZ~_c7hL;eV{url^XHgZ zvxf_gd_nEYmG2eQRG$0W$0apAIj$fGcw-_#NEVqKuRq(ItnFI*u8lCI=|mpHSc(A( z%W1toO~y!xV|8sB;gD5H97+$c{*79{B6|IxVVBgm@=_`^ zqKlnDA3WuMD?F+$rJ|O@Mi;VCD(1I1txgeNI#6%i&q}a{$H~RLlO8`KZOEbarIzl< zT->!K?#ocoSo*o^Xe{LO>a%{oLdIWYadKmKceQfbcKLzG*&Drs)55B`rAE+$2NHh) z7jW>q)MPcPR+OOPHq>2J|3^h(7{RtQB z;8qyP^c?E$)t{Td>Wk8&nv?FX^c8Mod!NRa1b$u6<7dvDR3W)Q>N*1iGYiPHacGTW z_E<^`tz6vOx^{*CKDBsH)9ZH?QTjz(pYPY)I3fvVSNZt^WX>n3-)#W`V4pZTWbVYcSN)#;qcVhp?D)}ul^P^e1cii6_8O+6|v$ZZpt@E!beyAx4wIQqAxD}So zL@o(Isy+aL{*B13^? zJYD2X!siT==2o-sm1~3^*K@5KBy{Cwb%$`8^71IF=>}8DbwFd%~^zr)6WM=6#cdJGu07CPVx!IxT zuQ+Bpq$zgQ1Qs7ZG?f-sTM4FPcQ98=j=~#l-Gc+Cl86Gl^o(WT#lBc0pN9`syXB%S zz>FhgkeoKTY7YwU3Hw#|%MqC*#cT#IFs%?FVj~X&S~PI7?rocdCaJ{k-0cotdS91U zP*DEf?29~pnpdJ2WGqVhr`whwQ^-ePv1L?gmmXV|pBNl>A=RA#ag-2E&^2mrZed1k?cH<{`J)uHQJi}2;l$^q4aQNI_rtD$ zBd@uA9p#IU1AWJZQv~^g(iHDw{~~P&1f%7%m>YUVQ#lG+E~DyMR-ln8r7=um z9C}$1MnnJYy+X?mV|6VHRf})5!Pt?>_I#XL5VDM{R)vu;BBpLZ{{0s(n%UOj|A42~ zBuXp$$k1^uEiK7R7Z=_2&7AZ#kl(x-#?@~y-{|di-lI>(g)CA5Q>yQRmHy>af)8BT z_&eO&)*`Lt_H;5bw0vMB4Db_R(E?=L{4}c|E8S-30Psa_n-+e*2;D?&! zo#!)Frz&3g$v=DY6<&*7Jg-ER#t&uAp)-<`lY3j?g)Y|OGxe%&W0!QH*=2pj&m;j5Fup~-M& zIlzQOnH0d1zE_0z%4Uc4;&H?|F)!E)m|FsMW`QKIS^P8rg#wH$EC91110Yf;8g^c7 z!wF!cQ^ct`wCmt`=1HHF;~0Jf5W3X6{AOpf_6qm&qnvXcsbEf-kcU8MF#{zTNKDz~ z9<8p`lx=S8kR>jVDVRv`ubN~-+vc-F@xdW_p;Fg5zr_^CoDw)dPD2vGzH)3xAYhVh z0*mwb@#U;XjcuXgSrrMGf=B%3?b2&&GV5{mDfqBcd5Iv9LC1%y@w(2K_(j^`?{En9 z7{GS|$U%0=KtV1t*1rC1DHN0z*;X&2^$VTqoa|0_AUidwWU%u!3YWb1J;|ja$yUJ# znE_<+WBHn(%4h;4cAbI3hE~vJr;O|G3)*T809GME3DRhgM;{tZQ@Qu6BLH7-&0nEd z3m?@$(wpUznBKG}y?e`g1eQWb6DpyvPIPTt^y%xhYk+ZSwg45ApTy%Nbjf!hhg4ge zp38JpMQe#NYB2GY6`Ez`wqX24A~r!3O&IeHbNX3wfBl!f2_{66E=ug`ihIxdy{r}2 z*Odo=E?N7<3kpU2qC)g4sPdVNpV_Hdn)W;8=8ya1 zs?+^6F>iEqb2lN6s9}V#&MErof3LR4xt09(tOIaz{KzW@T5WGADX<3mqZ+Sw?VNyJ z6bNE?+wp?M&j4tu#9F;@x2SsQ5z<%Za6G12W;ur7sQ6F_M515te0|T$><*%QYsG?^ zMqvM(X@DM$Gv*y5kzZdWB-$IZ8Lve5FWSpWrZ-g|Yd3R^gH(D=?4OwdRab)O^`SG4 z?+Cz!xD|-q`{i*WJEZh1`y?*1*S&g3*}x*lf4n1@=Hq9O`MrN2b)$g^=r9bh8If{% z>9e(QT_86foSft`P2^^+3Vq9L`oay76w_ewL_6tu2kLyLQ99% zbiSKzZkhD6+1&{}fQm%W87SL3Ys?DaG;$s@f3h4Z*=D^g(w(xy;%I^w4aouBYtXUh z4V>w?PZ!`oU{eyHb8)8#4mqeAtz65 zF#+L)EI?BF%FM7MBo90qoSjbw$D_i`%ZCS*rS#_w+VM$V2X`m{&Gua5oqY5U;GmiB zZ&W_7H{<2C?~+(o1v9>#tH@8~1ZgTos0=z;Bu?O#@pS+7*h}U9$Rj=BY~oJX z_#I;Nc)e zc2*)=D*&)}b#vO3lb!AVn&JacQGbK@iWI!y^YylDNiczoTp&04rA2)DDFs%#*qc zkj)7v6E()$7VVKRdIX{B-K=nOx&b#CS-4GQRRkMC0DqbPB;_*R%&W1)f9I8ZW%{Ky z-7%>-!3H|%EIWJHifc&`aVw5MKoL$Ty|svdjI87ao!TLN75jy!Ms)O0$+ufY4z=qq zBriSIX)V+_BSuBLhS3w}B~U^T%3BW0-{n(Q{!dMm5=#2&{qN&q-_($hM}Y7~MmPkw zz4O{qOJ5?MKSK+}XIn#FAt<00=_sM(7THX5=-vR%55RWcgQgo~yC1NaZES5V0c_Xw zV5xVb`(M5uoT}d|Wy$9^4X2L}Tt9Zwb0Q0LK*HPML8PzXHfPKm-LR$8G9j_4cCpb_s+E)E}kpuh`gmCjZN!s zeKPNlt37xeX8rO@QTOa@r@Q>b3O53-#S55w__$f1=>ur-Ju*n0(4sO$DdYF*3-fIjbNb)oumlqp* zgkQhq2Nvz685g!%zeqRk7de%myWF#~u(2^a>7@e$L*cIO)%k&$c^}o4BHfXe=~2nk zhIp6tR2gllr;Ex727K~)IiH6)pJH=v>$~|Iu)iY>0VarL2d*!)S~W$LA%1U)cPm!y z&G|^R#--0()(cjeU91MnXWsn?{%Vo5yI#!D9rTc0P_P#;J&F<%_fbF*MT*NfRPbWs z8?vQHOa)iZ=iCI;z=EsOq$`>hR4bLaADM!h2f$@Pp

J`5+htIc=;0UBr*h3pm$5 zLMZTt(bSt42D>mcuKJSrR`zHIj5M0q56=k6FqJhlLg1FLxY|S&%}-)wzA|*=799P1 z9&{!Hro>PAsRKtW4gaAM9lf98*4pyNzG>dOqPef0_w^XxaZh1{CT$R13dmi9v#<(4 zJgLB<{pZg`IFF<_6r992NZ(K;au|-@L}pnl?#2U#G?cdePqs`GL)_eHd4jy95Z!`v zZmSJv_?IMhK!IenE(;VbdBtBWa5}oeGbiD%J}spKJdPGt`A((S#6SfY1-gH8 z<#7~5LQ>^(blPv&zlcB*b z(5eXGcUt@1A#&p&Zv3m<0tYm%0vgcvpZ@`3Gie%81%*FmIBN6Z}aipj3nKJVdP$JJyRPGo|M>LS| zxwY03WYMvW@LUvhmWCk^t=3ybcR_U_Rn%L_EFgJOpHSzlEAcx&(*BL<>AsiUw=?Ja z#Z|{09XS8C1!`@l6#pc_gENvDpsEb?*a9Jr?>6JX5hn_E+%P9@@J0n8NH8!80IF(7 z#0@yr?>Hyp{>mb$$n3O0|M4-{&{*lE4S}R;Jr7q$(uXwZg`)?cNP-R*(vn8t7V|%`5lS zW1ITJDGj8?WVXhP)AdANG~>Gq0m_lq+VJ?0%#3N%ix)k4%xqxouN%Af<1jmP(s$we zZiS{ER8h=^1xQeVcKP7GnD{pi;LvMbmW+O`H+6-UA-(oCayoc=^_@Yd6)>)7s&y@V z892$lmm}7aVR2TLl3zB#ynN-PxhVKEs8a{D6ZEW>zK=8n)l+~J4VPoBxd$pjKRp%h zMD_r44G6X%>)ybU=YFx7BbB*=#FH~6LXlgWL*49WwTaoO3M(*Zfl4kMFMzfL5#bP+V_s_dFN%#;>C+7c|u4m;RzbR+4x8lfmTLYMK565;x!o%$`@!IDPzJ{o2Y5gdGuC?W>R$SXgJ67!FSP2{Rm zN74vW6dH9Ns6J!Hwo#^!OvB8|dwQ!0xjb0EObOqyn&P7l)2-}JE5Bf0Q?w#`R%wVr zCqr7vszRX($Lbm+=}&=}{(s-gbaKXLyZblIsGxn8ADlwp+X*Enz#&M5r`$Y@%3wbs z-&*0io!89aUggTEIjaNU++9BuvlNGRn5omh0(>N0mH4R1i}S4bl6-BbNwDu#kzo3O z?-sR&(@@L++x~o0Iw){l8%S5u)lL0p#z69^xDWmpo%-~XB8yHUeeQd(zR;QH+)QOp z?XN6=48JWq#9(dsZNoi~7|e#X(q*P+@N0X0tB1{a-%qUmd`)pF4mN}Wlx-G7QOqhC zAgsuo+myI1#;%}e)mTG~I$tyGXG)EN^?XU>r@+YJ$+4dA6H*ieOy-C6%Cd4oDW2n& ztOBPzze)g|4aNamP0PliwS=@!EzmQ=Y-GkwCJ6FeWyZ7a0ZRup-t=tq-MDTWHWB7v6_S2PoQyx zWMpgIFN#-I)8=C6$!DKvP&+VF+#`m*YW9K`|aAPHuyxK7n`G>F8{#leUEfNm@uj*imu(O6LrZ)^_$WWgS@ zDNjEIZp2}oh)@K=LdSdazMHI2F)R~;>-mf&E$ABpVRJ9iFbQZw<4g*IW%Tzc zUY+i)FJyefcyfspXe~RWDAJpl(2AFhUX7`)clY;omwql_sC-B3-hOv@%lN%zF$HI^n3i*(-nS@zuVVF%5qw^%ajOpHMB(8aVt~pUCm`w7{AblR3b|6 z77y6HdcU`msN>pa(wqMBLGeozYz$2IC|du+5Y-e!dr$E`4elco9csmR)X1JT-Q`ELxqe)bzu{h1~)a`9!E-Me(+q-m4MCTsqmrZ)f2xCRfRWlUu}>;rx%tu_6SiG<{s`aAx15R;4Z&_Cv5 zaf=L4KiX;61&qCjSJjBSE>oa+*Ok=x9{9ukEQq8X<6unzQ7LCtC#VT@VDpw~b$B() zmr8^U(7uE5pDh?qFApBvZG9K4a@b}*d}(9`#9~8FM#fotI7?|JADy9q-c@h}K--2x z*Zu9cz%$@|eQiBomabcOy4<7s)PvI^jVtu&jI&U@jx!nR^{0gB-h~DBkW3YgHAx6A z+0C+=n|B8l%ZNGRBRubO^GVbqkf&uZyM#QK06(7zxX^i@wsReqNr7^ipes@(kD>p4 zOV(esM_91j6zSE#2Id^O%+eb|Do+$e7eU{5%P2%sMO#||P#3H{Vry<)^qgxr>_<^t z%^;S|sX%1?%;AgN6^rw%h2hlRRhIvt=(zr1jZ*6LkO@unB!5J3d(C*NQg3gio#~w2 z51JawH}oBH?&DvA|I-i){cDB1uvcArjF)7yRt^vE|MNx%wed=5Nsc=R#5@k)5# zwwrv{`=@ibaaz^C46ubJH6brwIvk|RP~tUE8E(QVqiIS^rdi+bi?l{j+l;rN*z={d z;&4n$OG&8M^O1fo8+9%$VCW!!Xv)V9)yOT(%QBQ?u_G01o=@`$9?OrjA3C?n%gB3EcQ%l?IiaMH8@oxp>0Y7zz#>1z4yHy(l!78tY# z=O)D%Ud*#?bcN1MuiO&9nI`*)@3!Y;`RO?bm-itv?Ep3BH2h-dA|V0S4Ny|3FZ{-_{N; z!gZd3wTS7PU>B=_rQbsu&a+?ZTt5)H@ThCV4!zZnJQBCMiFO{H+>1Jpwg)ObI_!v0 z^%XnbD0{(`sVbejH16%u9claZ@UF@TujM230=NaJuL){@*SduMN1XGUG*t$$j1Rd` zCrTKrudpUiPZAnK717u81{c)D?YA_+wni0orQJeOA+q_Wqm+iWOgo`#S=y>gmFWywvLU{-PBk(l-Rjo4vtJ?gMaq0D8 z*UBFGb@VYYZ(8((u`u{p|E~r$81m{r&G*PfWnIt99|*?=Ds?XlLfe7x^uo}{AWtt&)JyJsA((Lw{?-UxOZcOHo{$H;+G zPBK)(4T0PZVM>0UEWH6d{37Gr=>F6|BKLEs@;%Z?w6|#jh7~tKML^Yq?OJvGQ#XrS zwXPx+bnBO85|Z*WeReh=>~w#-pFhTpsy{SYZ#}&5Rq6OyDw8Ep0v--m9qervXJ(d0 zr#1SB{(OiomeaZm9Hn6f?BaZKe@=}#@-5KHlD6ox@xBGI_b4FqMKXht@gBw^>1iBJ5P=g9q<;Nh-oe^ z`nD~3=s7eP+_ppjRJPNCmght3ve7ig&}Q}s^p;JZk$Vt`s&6RC_Jio9gU${CUY-hW zDymOF30~{7Lqy<@U;s!Q7oFnae}y!}b+VHkRAswknq=Do#R)Z?nz5V3kw&A#sgh#S zg0Dbm6H=E6>w*o?FK2)4qDj}ED=~Ti z)Y8n*($4__Xn*avY})CDit5UuNKhv0|3H~2J`LBCVkN;I)TcLT;5AKB)@w}N!&#PO zYCkkRUTW|LL}r~mnr-l|zea>YOPtXc?P235m`jyBj(zH%VHF}Wj#|IuuT5zgG0c*0 zG>j7wh(|iM55{64_debMFIs@C0L2#t>a`dFFXMNa$JHT%rjGpKi8+cT8N@Ow>`n{` zT`r#2!WWl;58;_!W&_qM1w1eKoW?k@(NjTVHn9usoz7^RKfE70cBx3hr>001pX9(7 zpZ=PdD=f~>{FWad&eqglnd*7)fK!c8iRbyMiH_S1fBmVho!Lo2VtJJ-PJ~2I2X^(0 zBA7BrGas0%~>b;%#GH3$^8=_`z!ZJsvu??4sI z5g{U2S#}hOCs4?9-~@sl33r+r37#$l)tf1)4wemEy-wShIf%u-1ImHP=Uzgj&iNJYp+SiWc` zf(Iu`e>Ii?b06J-8?XTfsX2YOnb3=5t4*3veHML;9jsBsDEuGwT{%Yf)jU8 z`TzKO>!_;Ut^M0T1w}=WE~OO^lx~%75m5<2q`Nz|AR#RvT@r${v@}XfY+*}xi*z^q z=Hh$KbI$X;W4wPbbTf?2UTfX=yyv{G&sAcu{=L?PvB-d{t4~Dg79I^zfb!q9@jF`} z5xvHUSqyHPkdolP2I_x>co7#-!{Vyl{ z7TPSfcap6RA}VBaUKV2eD%TU^PEu}9S@T2_!5f9U$* zo_?&dx{m7u9fJFF8H#GvS_(F6JGDUB0vGo<;(~*5c3CWA(7&9;;D!%xU2ns9fMY=! zUHubvgnq}k)cC2DCQ0kK_GIUz8|ponsCUE|BpUsf$^E;SU+vGnn(dPOpn}U-o;b8O zWh5kxule?Hnoq8gP=z!P3K;>2QXqhGib4nYY&D1c>ZQwX7Pf^*%|N6Ab1s2Ykr70a#yYgP1fzova&>$C5{rQX-x`na zp=tpbZyz6i#6S==BrTY%Lx=w-9o+W7HUK;GpXDWk{snT(<7Dq6v5?#dFC|zI-`cpP)5c96ca{0_P2vJb7=9 z#?MLd4avU|%~O8QxG(w*4&J3u)%xQj1h|gKnOWOxuu?sk?7_!FYKG7u(2*_nT!_3u?b zfunf!u;`L|Tg{R0F1TYbPf*qj&Qoi=utdkklEEMAvP%HK4orq}7^LKPDM6%Lgcgod zEz&;~IGnO}W*X)5tyEf5`54 zQ+C>dGd6JYBb^`P@%FHEz@a>?H2z$CxhFGQIi9rV*zrU@iBE8Pmc7SmBlAu}%64eF zLKMiZ%;TDPPhK(tLqhsCTZHC7vXRDWX%Qc4N%dLZ^W=fFD;M84;q!9#aOdV5(Vav; z<2oq78Iej4EG3h=xY0Ce<>L!8q6Cj*Z7^xP6FRt#kBy}a6Z2+gew*#s8Q1B0p8E!~ za?m*QF(1Ez^^5b;%#5C?vmWz1QBl&qsOBkX+}&qq=j{EEQj-@8otq|d)ic*JXd`Hb zgtxW^4DQWAr2>X>-5(-s;z}e`RHgR79lOKKTx6eQe{;Wd5qKEHJk`QWv?!7Fp44nmZs%jeyLo^u(}z`^g;vOl+3%( z-TL;bb2zE`!vDf|2WQ z6h?4;=N4lA`JhpBWWnod)b?re>li?GT|4Lq49Ul)qQUx=|qr{l5*H} zqXPzv$`0)?3%ap~wEcRWX8&WUpgG>&W=M4f@rsl4ku2jYz&G+!XxOjuLt{>3fB)ic z&pT8d@v1tpY-oH=$80Cv9aWw#cORjXm-WBy%LCJ|SzyeHFo3uW4@VrNlTU8aPlaS~ zPDtJK6%{SWT+1N8==>N>wneH)_vGdUr{7*X*bG?p+N1oAUVUYz8M)QWCLL0b!U$!F z*S^P%w))S=l8~)y%Ul$#KRayB7%?*gn3c($OF8wH+SvH@gl9Q#@#Yqv6>w{ZIOk&1C#=hJMlvY>ncvy-Csftw^%WDN z@+LiE~ZM%y#OY@4hhkX&V&<0Sji%wWF4|_QA ztq!74A7-ZeHKtVT)^77-eO>RGX3|ZN(8FL=Bt=l8fmbjzA683c-Y`}xR2lP5GT0iRYU}Mj#0ZeiiM43&ck`&Es?k}t1GyWIb$NyV@euWf zCw6au2t>@y*v4{v?sQgZff6oZ#uovmS20!57O(L zmj#|c%~wAacMb5PoKigTPmi~R3mP5&?S~y28an$WFE5dMlI=Lx|lkm$3RC^tlIw-wNjgKpa6=Z~{_KU=hdwWzcBJ8Hjd2r5+st@H_ z-)ZlWev0m z;2w~)lc(R9?QHt2SA)etr7Qj&tDS`=HHV4sLQDKPeHq69gBz&uu1^E0FQl&&t2Ss! zM}|+C9iEr2#+Qy{H!Xbn0Y7q!Ws)^>ZJRcn$v^BS%4}OJENli~2Yu6g4nU!A8we3X z*Tg*JB_q#NOnT4Ajtky)kG>VgWOCf=m)P%1(2ax|zL5jXW+>sLpP0-OO8QY5e0nP4 zWJ_JS?ZDzc%(73Pe&Y^{Si$e**E=Yj!D7(evgzt#0Wz{*7c2;QV;A zG+tq@7$0?3|99VdaP~dzM$!PQ@&poYOl!I}JWc+w^xoDi!6{i%na@H}?_VVlRs5uz zEol^ud);aN@4RTwGy5f{fLAV~DcJ^pO=zwt#DhE0=|CmQdWkCvj;HQgXKLBr*DpPe z)OFwZrGtC$fEG3LvF-+%#?lau^NC-}?}ndyM<@HIqT14CYi4dEaUs8M{z-1Srxkxf z%C^k4%WkKPoi=Nw_q8w!9!L5QJ?2(pUSjQ zs&`KGuf*1e2L9m=3F5%?DgRBSOt@c9_F=)2x3K2shhxpJ!L9!b-lj@ZzlNv)0O^$S zMf8rC&(u__0nf&f%ZkW+(h9V#gjeg%gM!5xVbl%}oBp43DCobgq#jxG%VK3nZCXIb zvvTYxczfIaUhSdv^PHF3|EYj=2H0~~xO!yHyF!=>S^dkr4C&px;r&uMT!1!8v{9vIB^SJZtA z6)s*$=h?C=(XeVA`nLSH4cgG3fcGWE;)CU=p|DM5D4&j90$O8`b>X_WAsne5LPy__ z&kU47qR5E!`zN=-xz7P}MaGRka=22jKnRJ_|DsK{&D@29nLY-0d4FdJ!SyUrjxN$WpjuT$*$-PpQ;+&kuk@0FiG(W zYkly_;}Bew?LCwaC}NPxJo%Cp>w2FtQ7ZG#eC>s>1-7kk(A(v5k#7(E^7@Vn^UJV@ zeac+!$_qTodbjALQ-Ga%i-K&AT$@vmp1$2QCp9nq!CZ-f_Z6$3Ex$?f`M*ahiKgM$s;_@i7r`_zZ$lh?gtYN>l)9?h4gV z9fn*Jcor`RkGNt_8=GKT8Wd80U~K;UR`gxZ@3(eF9H@abLNcG7lap3e72ny}8S0eS z-Tl-YYvUK>8JXhri5?v+;e{j!Nj+hg}_W0eD3k8}& z3W`!fm@!>72rfoPy>h(=dQ_e8XT_Ep_lRd^W_ryZ`TsL=BbMzLgQ;NB(W-)4tig?I z;y7L@o7-DTTI%(Ok*d6fy811WHN>`bs-;^?srMyu3Z7f12Pya^J&iPrdmBr;&eLa) zNjn#A7OK3^2~Ea@D8dUIl7n-uTqsOxp&9L1Il3Gb=A|7=_f)C2LOYG-t#VR{*aMTt z#$y}|=hJ}W*4*^v%e+QlDMKGBM>2FK=SQg^%`F2Ve)a#jI!=3uO|-}NjE&w5b-K}l z$^jeyu`Y=S=1y4K-3Re9(*y`kMnf(VG!8JU=mNF1_EsBM6J4j1mU-v7CK)|lkyb)8 z<8f@JoTA@^0*y;w_#Y9kG(*E6S*!eS*Hn9g5B6kk@hZW^gG!STF;~TM1t8W$y|zdt zwb-gMSk*ysNUZ7TfzYWjoTmoNGV=sGm2e-syjif%yU>f@!i#_YySMkLx_ST%{bSRw z!Wr-h@0%f*t<`I4NuVmOUUh-79O=;%`9hoJH_u60vVa>w62I);0sWVSnKmV$J{e!J zfkXJ<3Ga`ueTo)i58*FuZ9;+X&9N^!fei|JkK~EKW7_~meBc%a52FYMfNqzQ@$iZ6 z%^?HQ%f2|0saT?!hSHe2`Cq@bbY0x$4@7B(sA;Qac6O<1!)uZ>WDU_AB&wPkMA!_mh-Q9sd;0^aGC7j&9VNM^Wot>G7NDhHdbsrZx zh{DMoobu1?T#f8O$AI|hsX{KvV-WWf%;0B%?tpc!wQTFW#~Jl9b3HIVfOr`yyimOu zu>BSQtwK#*Ju@$_Y2LPbV4xN3`$iTPk}5q$r1M0Vz5ScmpqIj5;XF{i!wRRChKl~; zH%qG7(HuoM;kv8?hAc4*wcrC#rHS$E@7@%nNk!+)bGuCy(&O_j>EE6FJ!p~E8)uS} zDAO8m<4P2l3~h9sHdQkT<1u{Ira5&7XV=atwAG@-{;*y_MqixS2wzz?=>Kp$li5MG z4ue1t$30-@m2+4*BN=ROS)3bQeQ@1oSBl&>xEKTtS(HX|EnU~th5%}}GWlzQJGj{1 zGOZ*$)hvO+Y$>fIH()tY7!0==CDq}*r3z|80!9meQgTy$gFC6freI{Y0x#mAi-dG* z{`~!%ioBqLum||((uyjhI`az5EDcG-6(mm7+${1K{);`lI9eSC>w#+J75%y8Bh!I` z5GPif=)MP0TjZK=Kz0A()i!s9bGY5SN!HIl^OT62;*rcP!5AZtW?5be2BLt3u+09{ zE++7AWM$pWp8vLX>4)pisMZ6)#hGoi`$wPsHSrxeBDjre#}wt|gLGqxFFZRt zJJ`;lRYy$_`alJIC*E3#FExiZ$s`9W0-E}$uK!>oX0&&A>dd*A2$Gfz9@957>y3;@ zl~ZESY?*71sRxHDVlIkhh+gMhKbUy}OL_c?NJ;EjcAeWP zE{PImY94A_>SAZEFhnE>IIQ>UgeZYhG^%Fvb5-B!aJdb1jTS*=11%xM$FM*X?ztuY z{=d)IWIh0GlnQJ3E(+(Oc<1PJX=NRu03uFh6%}a~vc})HZ_48Zh&#>C@E}*DG6N;I z02amU?2yvnWn6U!MUm?2^Tl?yT|FaF+6&9_$EGWbt;JiL91ivb1}urb=|(Mug30nq zH$Pha#;2m7nD!>te7!N-!J_dEPafmA-pYvMTMsu?FnDn=^J&@H0q|o$eGHNmM?orB z=8=P3sFc^}sOF)&2#0?Acq?NP$c*uDVUDw`58fR>elDad-u;&nRxbwLR|*~~itSay z&ly>%1|25<$1GHmJh;H>urf5xn$7zBxyGfCtNdZ*M}A+@qtvEwnS;14>p*fvS(JP4 zaVSF@ZHbMUx^vaY@r>Ha7aw^oco1~ZeY#F*H${C|_0V>Ug}}Wtgz&_>Kij_KFr{V{ z#)Dc^pR40FJo-c(No^??GPzOru1F42%$Bw5Yi_U*wa0~~<&GNN!!v_bFHsF!b+B_ABBl{aIRP?=+tNjafto3$BT;=~y zl~grp0UG}O3g^-Oit}`S+4o%H>{Kwbx`2RxUZ<0)AU2S}+y$Q7F~o z8HaqhA&ZX)-kaCIWFc!z$n72Y6$(!3lsrz3dmSAQ-DJgr@s?%{D*|4T05 z5o(>)MeW;U!*FX2|1p*Bh_PluebF;*}L{|hD~s9I^5RYUQHgU0+zl_c5m>xrbUbi zZW?6If1E&Y56D-Y$NA^sx4eyF!DsD==6D{?>WmhCLn*)^#s)SVDLVYc{(^Ufg%98{ z*5TUdRkv7!`!WP;4_BZFwVGmbI}f&O+z4Zy(??+9zW;@CIDHkY!2{=RY@Ke%yi?-0=Dcp;5`jQG8` zqZy{-@)Z?3)mwX$(g7+2=W^?NHYt$XN3IoGu%Bg#Fv@?ue*3jHsA0iGxyG0X<-P6+p(O8(E<71YPxn%N!LV&OR z93!g)QQ`6F)Yz{PGoKp1m0&9rb5SIj90dFysVN1_13$zLR`FTq(g{2hf22qq=hV*d zS(Bk|GF9@bICPK2n|@tYKgnUbOiynff33s#=YMNT)>~*pRsqA`2ZM~-qY*8~@sne} z|CZ&wEO)(+bZS5y+CYtK)9b$nz~*i0WeT07WjMY=D?XZI?l(bhwI&-NLN4_AY+d>> zd>pZ2y(`6x9R7`NA76a;2rLj_C`*QI6$+wjl>7~(2JzZlXIH;pcgF)#R#few9$3W% z{~`Cz*@uU!14s+j zG}_T56^}F&KQZ0Cma*X#J8Sugj{^4F zrQVt;qpWnj%^*%++JT&-RJFV%0ki!ac}!tQpY_rZZ*01e>W-ofuQjzxg&t{AA9wKV zn&THHw$zHOu!=$BzYE5O(V?5!u!R;mYF_~ugU;HI0yBUP5_MWAlwN2pHGE`qm)^Fp z_OlcBmDvvY(mk6P5sPa8*OyPvH%siOnjL7T-g0Rh9w_EyRNoj@ZI9^@Lw-r%;7IL= z9eAjsC+;)W(dVT_6#p}g)}w4?*nkViKe}F0O|f;eu(1U>#Ee3kZerMve%);SlaB$>)iZ6hJNKgpS+~9)OzI}Fi5=pm0Qk7;`j+a+<2m5Lym~KuY zalMi1<`Z#ahYZxmtG@Gp{*V+2dpxuZRB4N{+?C2MIrxa6O6C$)Tn(OEy=1@aw74O4 z50_3(lvti~$S0Jvn1hN6b!fF*b71bikI@~OhqMgj1>(1aS=O1liF#kjNDC7aT7192 zL+VdyX;^O`-eONjRnXG>L))Q2Np56_h|t5!3_1W~fTGP?!)ku-ch7I&nJKb_2C}<2 zA4wc~e6qv77e!Fk*7)mdpYb^`8i(D^zb=XnOtj(Uq==Qc#moIlD%L^6?LNfK>G39n zbKp=101L0BF#a}{t*z}Ud|bg|(MRA!Yv7dc6ghF#Z;ysNa6MQ_A%F-$d2yQ$OR1<3 zR^)N8v)5f9)_4e+9!Q9BpQa1z$;!!*h%m5S@GpDs0{*2*FX~m(;y_We>4vWIpP@pC z@#zyO%VeTK5wjZ3ww;U_04{Nx`^vL$4gkX*k8!p%Xe|O-K!ZhdxNb`yrM0|BI(|Ck zXdS!wTtNkt^)x77O{e#}J}YV+r5_KEESQWmc%QmU-69F18!{Mffso2^WF@I|SfQF% zR*69JS7zFx&i{g(udaXqj={vyr#i(7bd zB&{CiuZVBRFd|6+>Ye+S@ZC`NDxZVWgTiH=A*w4_;b~of#2=<%(LU`lz*+ z$8vG*OYabm6nq;*hq$=cFnuD1Ll=Fk#Av#3Yvb}sf3RIquu_Xvtj0OO+yF^U(~B~M z+zc&|Z+lRf5#NZ%qH^0*qJk0o4I^g?$V&C`@%fUIgZ28m=LOQxT5y1BVzqJucNT{k5sw>Xf)l^IX6axe-6jaro zoOKszyhwU!y(Q()w}eh9V(Qkzu1)I}KHnb4gEo%secy6wppI7Ol|F}J0`K*6{ zQ*%!gc-I5Qh;NaFfK9N!)P}mtP+u&vZRS(MlK$%!;q|i8Qh&(b#--iJ{+*l&f{eqn z2Q6bI2D#%Yb_U5t<&4LQSb!hK_zY^3Tnv@M%E0&;#bUkt9?G8>MmJ$!sdUr(2@@xc zCLI0fq-o$V7$gx&=Ldb;o8q^L0&ZOPmS|FF-c0eXVHJpQCmrwMvA+qb1kC*S+|ICg zTYOBz8ywFGyz}Sl<868`4>OWXB)Sjr3?*gHt9@aV>8z*#!nML>z8#QZ2GJi`a1zl{ z_1zEDy*mEzmY85DXm^4$D-&yo=x~rxyPmD6q|A$tk!hiNuM`*y91o*eRd$S<`I0*co<1R#bv=Yh0jv-+5E`s!G5tmJ#XEGDOw>Svv5UI6pY zzvJ-<4~VcL$7>QrSVU(gc@8^?j#JFi=b=5(TRhog>6h*271IV%w}ln))?qKO#j>U^7v559e{}m zj7cNy065WlU#lF5hhj{GW=_qjHyg5{=nj zFxQ**fAx^0a`LKNsfjBrEDW8I;81l}O>?`afRHz1T-^t#u{X*LctGz=HQlt3m-boj z+FbrCan;PBia*7)ASQz?O%V{dU_&o5`#26HPp#5Uk%TXw8h9JEI3o7>hyuFS{wCem zI-&m@TA)he!yNh4dC%-OT0J=3h-RkfwVHM;!x$7x{najIX8eCz-=s8Xt&xG-pCml& z$t_-$`|{zh+2wd|N*~=edTUhZa&mjS#x7b^a*)q9O-D|^y7*o1b{^~{CMM8C>}t1~ zFOXChK#JMducICBQs!|9879jQw>2s%xkoakWfF#KzMeTPVkt_2AKx394eUz} zVa|Pd#ql&Vs;IRofLF`G6l@6Bhlh2enPktp=KY=CTSL20VjH~OyX@Gp0w%RCpPP#8FEvMuaQ zY4vSnG$+jzH1n+XPm%9#5Rf|_W)eHD$3*S6g`?N{YK72Kiq&-xE7d{(U*YJg1|MRr zDGRjuw8cXBQl2?X z2_~5}hdyR55Q70xcp*a$#68t4cod8v=AA8(%jfU*B$(Z9K5amEa=x-FexwAundl4*- z$h~y1TzUO1q(lf(Nn$wRc-{o{>LtMQ<>maye|U=*!kXfI_U|INtv_0cv+#d+xR}>O zXaSQI!kG+SReeDas>l~GF++RkNWAH!!NyuY@o7GO!Lnw@z&3H~f?C{|?2za6Zkq|z z6FZE9_bM~55jgtdpi5}NlcqVk2gkrV#1aH>SjrVgU%ODFkoW&^&HWCy_FO;wbYklk zzM`PlDP%&}r)fi){rp}d&$Rd@?%J9JgG4vKm&3evB(6OTHMvaIDr7Dew1z=PrO^1nBo}|V<)+YQ#E>qwWElMZR;g5HSr$JvyIOZ zoy2Yk{4m9YQ2Y^EDT+@E%P4PrGX8-3T6bpQVsEHBHo9bGkIC@l=^TB+@&J3-n{QYR zc9h~_(2LNqzE2T{#U4s;q)Qp;b@dE591?#?h6#r}3Nvj^L(oymQgn+U@?l{{M+|9RDQy z0xElEGJq`|I(DFl1WXkmln`oEBRejPMw$U4C*$N)Zb$gIHEC_-cNwzQ4 zafW_imp+kO4$Ha=K|eIfqFKH9ADxvRhK1cZNDY0Nm2P3JMMtO0S1z~S-|>5bl01s# zD$B(7H%N3XowR~(FkcZlq$q(){r{RMh{ zweyPmyrGBwa07uNf~kP~4H;3Xkx~BYmGQFV2UsO_U zZ~h3G{VWt$CvNP`04q6odD$EhR)ADA=aen$TG*iV6#agFE~5)QKR?%`ferye!&d_| zmHW|x7G^|Mxg(x8k#RtYmit~$uK4ZapM~w-3!SqYNyj8bab)x4 z6hGK;iP#KF3A>s^_s?1u!uEaV!|YRi<>{AnvDA*d%^NQZ8YVd4jK_z=ZcKI zlv)NfluoY>Nz(5emJHe{JpllFs35vdERS z9Xgv7n)-0Gx&BaRbp69=3;npecrxX*!# zEoF9PEuc1)lofOcjBz8C4n;;71|a>0-T4_8i(rKTa4lejUL~MErqZf;04)QV$u&ob z*oT&P39d_C-gu^ZmVhRdS0Tfu-R;SuJa%m(`VYG3CA&NU5W;wGirW}Ms-Q+6 z$clIsz8YP-1iGCr5hd2S3Y&rMDK6I3701}wmPK--sebpo$d!KU!GzALB=x+ty(a$n zRyWJa5s)+voAa2L#f621;iBxbio>^lG2zKwglLDL8}4Ukxv1m5?pz9~uA_@ShHl`g zsd4OUD6Cl4Y6?HDV4d^$^sS)gru~#1GFA0m64yLMSu84m4K z%DdJ;QVG6a)30ZwuXt?wBH#m{%@O9KxCVL0Ij6mCSkWJ!x%a?+anJ(ZF^750o<4G5 zyYH~9kqxXxZ2!o(F$W0|_nJ`$cV$5C zurz>rEB40ps;^%fwD42QM=)i_iQ~U-;RlTGTmpGROBil+xO2i4tVS{L>`D;0t6JV& zZ>|;AS^60uf(KD3>XjG5+e;G;cpcLS-y&g+9iB!%e6Er^LXye+(o#t*a%+51eU&yQ z#8!Lw05+i{Lo<1I-^*C%zS|;r4ERxa&DiC`AF{_B_kWa=yA}B!@@be|#`r&WU84|` zQFn2H_gPYES9ntQJ@B~Nf^stVydi`RG< zcJ`|T(vdilVruFhXCA8b1Tq{JKKziD?ePA{SHSy>pf?iU4NOsOV7*JqZcu=0O6T~X z_9X6Lr8WsBNUF$0VdscM6BZ~q%LFowvMo&KdU#4Vev%J4xwR=Ewv4{f z;qPF$oZDg*fTT7B&9PIXpKf#BQB}EFpVUyH84qM-Y7cD-0bkG;@>~kdnny#&px@fI z{pz5G-cztAl08L_hcFIRKJZFVzbcO^6?U|Iot{ zO$QGK8lDj#HYevi(}ivb+$z5@oT)yMvwXegaKGTmok8@!SSic#7go-D+WQ2R=}PoXmskRIPC5yID}CXP2?1*21(AR0)vViH7e!p_79MWw5{he#=r! z2x`j~-OV{wx#)`T;2bVwxy^jJkVZT9!~4efLnVfscXZVbFsxLPXl*o~Jw@A}io`CS zibhkA_@sS^8K4fK-w~n;(%;TdPt;MoQq_CxXgpHh)TC2zLwj(LT5+i?w2`~p+DruP z6x2M$hko^xH;8^A%a;}oH$OtLLoL0e=mHa^@PeA&H>S2m>89LI3Dpe{PXSKAn*!dh zmmdvT_FU*-cgrn2@<2FeQd^wPx}V*hV~#~ z-o=J%BI-iMIp!$VLi-^0d_8W2&D6VWwEboqHra?wZoW#t7= z<*?UGVz+M6;0Gl0J>wLgf(F(c zH$%*Qi$1teQi7tmD*gCp!7*p=@qJcbp_P8Yw$~U34IP{QW{kBNHKyHWSxye~ zkSB~aR4T1um?Zg0^!M9rkehk&QZ>*JNGY}-Om97yrqu7BlO6P_1~2-m^AT>);j&Ku zoQ|a<31s=8sq5yhk8kaTo$Op#-G8_1dVIsB@T9*`81)v6MMw_V3flBLUPYb(1;!D! z?TW8L^ml`!47g1Z^cC$%Qedl=lCmQURB82@YPH1iWolx_3O2`U)F+_=%irFCI^>@P zXER4Gf|4oyH+ltia)OJBu3^#mK1wb%fXBZGs>k4VMcmHOs)X>oC4cBChnS*iUOE^DzpAQrepd ziW{2_m871_S2QCjYPS``JnKy?@khJ;)d9+c@95~+*-qoSC2Lh;?~lCLx1_^*u-@YI zt2g=b$uyLRhuvyU`T^tgHi@4K!FqC-cIROu&@Qf6eQqhe%Hh^&L+Ju%b&{l&erZ;n zt%THk-^Wx+3fqnX|1D8Onjt`iukKy;-1|4)M#Fu6uiYZC&8^n)!}Zz~=i}p}mEwDs zGk%#Gg?d*2mU_XDc)Q=_x;(Yh5hK0B*0+8$miTy|CB&ZxbTcOuca4Cl64<5jQuGYPA?1T&F;4S9lCd?G9iWG-~@JGC26%LsW90Xa`X~I#s*VNt4-} z$Uh68SwmGjI5=#8$fUcc=K?Z$DxV4#fM#S(9XNz!;oO#+o9hY~i@7UWyXQg#*Rg?f z{gUOhlK`?MwzU-?trnM+0Z}TyX8-QVI@<}e<&WcsA(V ze};^!<&+E)FldYh?P_)_6@PO+%>!;sV2bJJ=oe+dM~)t4gmP| zUEB9Sw_<3vkdj*+*Sl>#$nR{pvY1?5#Isf88=N<)lp7M9C+zHe>CfVFk(t|hV8KAh zPFy}tEemhY9p<%{mBDd6sWhlkN`pqly%-IM z7@&USox%17F&4j-5WuAzHO$Sw&03E-Obulev#LKxf*1(v6M0?om1@`3@khW%KK6wZ z36!QVdl%gLt&EJqU1ylJk_!vNa@ETU9ac0WS=F16cshXFfB*+1d8{Np-w_x&0@g)B z3ib~UoVEuHPVbNgM&a+!Mv!c{@_p_8J`Bwf@FBJ~34_nsLY8EspHe|DO=SCgOSToC zwUq*WnZPfwCbS?^e~G$aPSv5JCbtB&xVyNm)7HN^_cf@PqB*j~X3Tp__-WBD#ApafbsVvJMVxLPBn>N!3TTJDXi27@l>Pbptk` zdH%)fqs`5$zc4%x9V|qu-R8O3*Il$w`#Wd%_b<&aP=7+b{_s8d_Wq@dW<$R|L_K8x zIN`8yx`ke0?O>!TDS7h|Z_hj5)gdq!uh+uS@4$WSmhV%e;0u}tH>U_x_-BBUOo#WbXdOqnspony=$eDu1JRgkXkj8 z&vF$Tq(8~om3?rcv6OjD!XQgj0uk(?pivEDDOw)xiLchb0FEZ^^n?;;K7(AvFXPU|nc?8`J3(e485Q@;{fR`%AINypoq+ zj}`PtZ)t7OGC47-bX^+)*G`GxdDBz2-h^Tg65$50Z^l8E+y`7(c>& zx4UOhWN`UZttTTZ_%SL1g7qYT-wUQ&BhxPiAlRGjOl%$I<4~^UxzE@G5IWuM_KT2% zq-$T%VfuQzT|&RZ^b^R0ROPR>8^_-7*5~ectv`huOSYhFc2WN77Hw`p^1T7zGQUt4 ztq(>D-?HU2zJ`!LM;-5|3A9a>mQ=W9{2+N;x))XRU3c2 zWcgnAHHimce~$fa9nGPIYsr#HpE4ZY2C%(s<9eZWEt*2O+lTMbvWQiZ_5ah;y@8@~e&nxk^ zS5VmngDP0+~;7Y)|B;H_g@wo2(7;W_Nu=7H$ zE404YzU8GO2NQ=;yO9}o9Qs=fu?ReT97v}R3=-@jPumZei%2^Y`RwXfuHf}ewScOX zY!0w@(+F0N`eeO5dV7vBab_(e2|1%QCpjgG2qg}jG}j8&>x78ZYb6eT=t?qo*`}l+ zqtqh%Mev?-&h=N8vC~3u&{n^LlxC(LLg%D!NC57a#f3&AMXd@vh$Y`G;!ntH!H( zSd5Lp@N>0p8z**CJ|C6R`(hEAK-V&`*1}0u=t)G>OHC*C=8_By4O@&s9_Fd+4>^HR zTF%09mN@VI^uaifu-IYj{qj_5Xod%(Q6wI!TiEyU?a53sS5RyD7o$Cu6SIC=6SbQ_ z;dD_o%yF-Wb#v=F-Zjal;@7ttJ^Ffy((7LxirGBUaY8ZtQyXNU7$fZ$Q^TE4w-g$S9rCJMR0sS>93$oK<< zX&&$amX_j&G$Tb_Qy?jPPFB+`Hz1y9{QEoD?w}4IfFvzg-}?F_;hAZRVoS26wy(Mw zd)FxI$l68HK?&v$yqvQg35_w?QK^iRkgsr4`o}LjTUqc9l^)S<|3;g(k)-=2O6hKf z82N!_r%-=zZ0w`C{Z1OLk>mUfzOQ zZJXkV%8df$v>cjhuP5}j=cI3)?RHUQXx)q%qi${2*YCdNjg_>sV5j-PW*MeMo$cZ6 zZp(bWVPV$({tJDh9c(Oi^jAu&Q!;`zOqnTWK6&RetsQSClq5#f^h3RHaM7j)+cKSV@GK35PP zDBshaBl-}orIi%^;-Q@#tHFc9)(+;)yLx&NZ>Mr}9Biyqhs0RIzPXxL&~Q6QCU8}M zu^F8E_2KoC--`9a-Op0>iwJX{HwKSf0>Q zG10JFDzV2X+-1%_V|k`PG{wCO6VS9G+%S41`E4hUJkCw1l2-PTBHLg>zgmpuCS(NC z3JWK8rAl(Vt~-OCRltn)vsjhuv=*a>7tDW~a>wc3cDluxu z#l&h4~BgYnoe~)~&w-NCh7BX1lk)*AA>S#0qEBm{wU~IdYbK zT^bG6g3Z{(^6JlPoGH0$Yiru$bsoFByPtZD;mB~UwY3!qLVfh^;(fD0PKiJgj{#HU z0fYyf-S*EDiC_xpBw@GyG7D-|Rn_)*zVHtp@DK_rJP}fIa=OFctRDPWq~Oz%4QS@f z6Y?0*Pff`pi|g@uo*|lfrl{4c)o}A}M~^^2k7<)Jw@XjuK9ACz3hu>~3ZFMdMq@-* z(uoG;C1{@qG-h|^7O(c}hvQ_I@6B15XpiM4@F>?8aP1tn>vKdBZCgAjbzPKrmptGW zM;4s_xv$BT^9^SVSd$)UrDn)z$*Ytk{`_g|A0XS({&Pl7-|cZ(&2(5|jHvT-H=4dZ z8-07X)}O8P%mPt4i-LuPHhkfU()#vPssnqvdUK%(33K~A0*p!Vi>`$>8!eq}CQ`?< zeSLE`KZL7G=|5L+d(4~vD|?!l2mqSmc6KE%7R@rHG>C{R>dt8GZ_R%TsO@@}Dwy5r zH@Dd|#zhx_%H%ee9oM2}{cGi?b=wQCmf~pN%WD4PnwVJ2Sk7bYE~?AE24t$(UE08w zJ-fPbebv;ssA4cyp%w{(KmYb=rmpO;dCkj0|9Z)AK^}rh&#nvyUYnJQm^I=cnp^B2 zb`x+uzHrR<__MI^t~QD7v!1+S0Z~^a@r+(Xzv(E({%^6GEkA3|{ysV?qm`i9dXJu< zt7Iy#WA;mrv8$`AV7Bv0O<&zLZm@P0g@I->XS@`Y{t!#g=on5vdr1j#R7;2f%MZ0aqsH_a^(cpIr1 z6S*&7qW*Wq(D5kY0ETLLMt(yFiH7t2gDEA)tR-BMlh$p6GVAO|(MtxDm zNMx=?8*#u30wG@i=sz9}jVlwQmFCkm&m|^nHYQ#mud8_yEtIX5v~8(0x z+Q{2)o~wQ&p>H3zgQ1u^Hj-j8(A6(8?GpI?`!^n8&wZTP((XQzUwyrHhGD}XwF8X7 z421i-a3|;AUp-`AacFT8qJ~`URy4ZyR$nz&j9gkq28Z>u6q?}-L^ZtvW0upn$E8YJ zFI5+vqK28^E%c6v{z2lt(m`(HWMX<%)nQe`Ox~}j8q4$i9QWpkBi3LAc^@z~wZ-%J zg(2%b6qLxi1_m}$K|Bxa{ysZh9=_#ZDo|`mBB+`nG;0ixMdA<|%DCDV5;n0HUk6Oh zMUoZ_R3wfs-~MIDX~;?Tj0%Iowo1;*&8^oj(kX~7P|Nw<+oNQ_=}Z{jKBU5|w{aAh=#H@B17YyVusoZ^L zT=GK6gtMbG^SALc){>Hf>d!~aYKA5y#f2-+L*#SKt5FI-7l7=hcon#oFBb}e9WH_HKXH31{ z9SVLmtzasV)`GNW!4v}DyQUZyWS`!Z41X#ur$A57l`wTDV_2r!4?~wAC@*8oeD!eS!NF+q1@`UE40pF5yCb3wH{e#(ka>N}VL;TIDoarN z7~86pZjTu(Aly3Kan;LrZ%jVcV~=H5&xy{3bZ?WRij?QsFA84fMzav*JHMzL@bBr? z&?46_a;Prqr@Us$UAeH)7uslC;w-G!RnO@zB}cGhZ>8Ck2C6Kk zlqh7Rdwrv<G+KNfw5y+A0J|KTL!*Z3`GZ>%n6 z&gfqfCq6z{`1trzQkD;oPTrlzfj?sTw2XfmK z|MB}P&tJb~i&CJxRJS(GiJsl~3$6+Ze%tr3hSxrl$G*)UM~Cvp%L^!eeE78AlzWq_ zgm>{83-_f=BT~B0@#}XbLlVZvlXYO5EIfHl(;Ti`{Wtunf)&d=mM=kg_1}cgU%y}l zDqvuta8LfW^K9CyiD1E{Y{CgCGSV3kK@&;_d!iA)d;SN3Rk>{b6_V zZ)<5|qhZYdu-Q%#%$Q-dxhrjdRkIeOl2aliqb zI>BEZ#+0^~6?IpRQvuW!nA)shJ^ugrddsk?)~IXPL`A?tIz+m=%ODP^bc1w*bc2d? zDIwj`AkqygjihwBrID^p$2-?K&-;Ae_5JvM950c5_Fj9f`=0llV~jcG7I<3<^q%`l zfoFTt)qrq^t$(1CUy09?$4L4Nl&u_$V^ zBgR9OVO_hbipO?Gu|>7D2_UX0rf(+2xdD*~7azY)8fK`ko++xSjT$xGmU4go%<&&i z%hQz3?wvvbMnXdLNvg+a*x^Z)*9y8ayjKpu`~GdtBAZRml%)`dmZ2hEZRSjGk2L71 z@&yTZSadXQ9}UI(>a=N>139rf;j;l1T8Bmh_M=RANv)eJy;}p49UKwh}a zgKV(ZI-eiT#(pl%Ckki=)peUqS?1`dd(2K3L$FL&Jv_SH>SznEFtr9Ahr$|V2NwYNt-8=j3t!ic)s;^4_v(3#J{q()Rq`lwHKkltR=$Os1%t_G5Ey@`8zH87m$+n=Xr%Y$|Jz8HIkua!kH?yR(@ z<$7ZUuk@w8JtG(sjl6tze3v_oRpII}$5)^Ei>^0~SS0o6V9r zCn$cQkjLI`faTuCXPJlA$$8+kXYz7Vkm7&Xh9?n58B&9S@G|nBZPOVKGN1=~nLI%& zDg@)f<@Q&5-<_VN4d6Bx+0mG?niGuA%}>41J|$Bv4s)=y3~y}fpY{6_XL7$=PU>fe z>B5Wclwp=*qO0bAkCrW0$zSMAo`SZTeXBX)B5YsSnM{J!>*S0m_w$bOoI z4!WEB*&Nz#Lqwk2{rw8w;o}9ScM#zDwlxV{o7&)_F z%y#|EX45ZpnH-Xui{swC&q5}ckQdeFUZKOYZopD!bpJtn#J)wMfH?`JK|p`8t!+8> zsMsTDlC7)+0tj}kBZacqN8&7oM;9e%4~k3`XW9y2i%1N;>{(|A!%x9zuC1A z#h_>DPi8bW2R2kt)eTwgstgJ*MHjxRDKM;tAVEAPfBc-8EY^~|$2LcC1eN($qu6T9 z#o>(Tz{O^De9_aUhqTTik>-TQ{nTVqYx$(0s{hW}?SvpGj!i(Kc7M?^%x z(^1otc*3(>)6)^{BqBg6BBEJNgbjZYNFFIVJY0qt{yb;Uz4iB};Fg6?6}&8i;w48` zDypibR^uGMy-%zW1u|j_SFGExJX%bC$)X}5=m9N<

iDaPk|sqT%C8y%&N3>NeAH$^%tC-y$K(3<@847EeEkhQR`qTNPBzw!xA$~0Kh?AR zQ^xw~>rQ~vwZoHIVZEi@L38eC73DI+gUd+SN5{ZI$<7~U`K9*r0GXhFr_qmBY zR`O+J`b;}_hP&&nFk|J3H!Hnf7?h~@ucD!XbK^m~@+5{q9DV%wu~6crf8^!c+S>zU zSR2a6tp%QY7&^Fw{?th?o89@6dgnvD(wK$kdJqcZh%xA{iB z2LpAy9~+us!pqHoa57pJZ{DCzbBHL5`@CY3kW;1#IAQud``(JLH#LtkP0nht(4)e1Dbn? zFznCQlFbe~9;JFeOf@W4so3Pn*k~&rqV(eqeb9{(8+& z0{cRbknm^V7)2=A!=K9^o3)LH0@Fi@*rSm*xF`7jBg~S#xYr!OCdA`EQ}R5J6tDTi z^3xWa5dE=!v*P>0W{*H?{eREK&KjJg)Kqdzzjx?iD51JNv+J!7O}P!0+MTqfz2#;4Xq$3F6Eq*7yqhq*!rq34T8W(4 z-x4jHmW5>uFa6@=oE#LX!O4345!!KgP-=5Lb$MlU%CYBf{J7_S>-|w@kA3P=!5KQ@ zs$spj@p9(3<)NO)T1R_l5=)Si%SbOIXpvi&xA!77jSo39*lY<;L3?x84RX(KxeA#= ziSO^uzQZSYd69gmrY1Mn8L&AI#g*fU*Tl%UgupLk%8AEjLwi>2$b}Bns?#5T%*0FJ zJ#&nM=88+Fr&om%CkkO6`PNo=gKtk%#ejR$Dv#A%2z3FU=iZOnZ&dGdmY-gA`;#(B zz->TR<8~bvZ&)wQx*OGZ$H#{pPHN%AOMz<-XW9c>NuvWfv*jqNOUDrJG&7w@dWT@CrOO)B(D|y_i&7@49L*w;JQMA(> zDLrnQGTqbdraJwHVY+&L&)#Zg{V=Jj%T9Hklt_OqxPN>saboudG7}4Q_$pWE5Ec&R zw|2>;@u7^x+0xWh)OG&*^H%>ilu}buZ>L_I27rnG1;pwIfEE#i1%l^74L$T~nLxWG zG+Fz6x8i}Wyt5!cXE;o{33R>CD##c`q}Q*{2JyBFVX5tak~uu<^X^fVX!Y=!#famV z#OWQgVJEHoW98N_LMA8HFh^{rWwbrd1l*n*V%V=2{>2I*T%Mp=a1=>p(VWP|_dFbN z_;N9-xni69n&y=cx1~Uy>5jJ42rNY7jz3R5_ZRN_w_(j6MEnjK&wlk>`)p3vYXR3L ziL<#vl(x?>(P22NJHd_clC&RoQND<7;qRnB6K#Y2ac`64`!4@+xr6c}rG`)HDmIa$ zWnh@72)A>Wz-bQHv)va;zMa_PKWrhMQxKuhyF2!4bwFus-5F3G5fN*>x|*D?lk0J^ z*(SEfKl}RHjW`CXY*A(2=adqmTZI;7`)!LG1hI8Lf*&$g1H~*C?S0{4Y3H zv$>Hdl;}|oBbqEMENUIE8LQ>x=VyS;)AF)eUp84W=!j2GJwb1_I6jmIyJ*z@w&3k0B;sqng=jlE|i4-SJ|yMQ&ZY|?!wT?z546k>U!8ufua-aJkUwIoYa8r zUXQ~`O-9BnKH;3-GG@wXd>^`up;M1SK;ebd`3f4{NgpHK`l)(4^7LWT&3iKqt~)ax z1l*oC8P#lO9BU7vYr$pU@Z?BQQ*~zi+LO&d-RMth232mw3vlB1|1DoeSHKqOj`!lP zLUG;jxhSi9Gl5hY)drBU-A9d8n`D}0t-*wnvax^kgxVqB<>;<)3c`zJ7P* ztZ(JWk|_J|;IoCg^IYtg2D^Bc;2zV}y}yH=TiNk=0~v5R zH!p7{(YEoeKkAlJj{E{NGC8hFK98JfBNp@)TZ*u(+G(8~wsCSnIWspkoC#D3ya;JL z`#8KhmoQyf*(+A`y(4kcXHk0S%4zu?Wz~A+x=8oMNnfmuQ?Iqfs_f}P*q!NP$vfeX zY24EoDFiJSvp$>7fA|=`KEmpKpkLXt>0EH&IB1(f;r=>$)J*41VsUEgP>5vJ@!^;C z;>6aHXeA>flifweCR#SSXieW+K6<20J~K{cb8gm*4Z1G?db)~%b?J|9-=}-{O#!@m zN5c4FD-$8Rq&=_LUTSN1r#TLx{akOSl4*U{N5f7)L6#u}5cCmw($%S?i>7^%JfprNg+n5;2>&cDPCZ6~PHhNh zfr+|+I;kW`3k7cEZLf|$(6HvQz{bcguvEw!LTgklVq$C5WJ}9f_kPxqY3(d)WIogS zJE`d--aJv2g0`7VT0KuTR1sb!eyFBdn#Z#gxJWaRBz~DLDKlGml4xWPUFZ_Svqmi0 z?B3jU?89yGkf;KqBHz0f)>epWrg+Y9&B&z@i`AUt5p!-cCnBz}6|RY6Kw}gvE6j#0 zxDxy`R5OQjSF0=!H8K@4N6cR44d)IM4KXk?sGRj_hE;lF&(Z`-WIj#Lz2I0R^w46! z3CNt;o(`e%X0_7S*N^Kl$uB4<8MjK}cgXJi_&X>l=u#*#Z?6je-MinQJ5vzpwfQwT zNGMW&geF}bt=bs-g$p;NBH7fgF(+}7hqE|3a)+quES!{c%Cat<-PdjHJ8Ealx5-Iv zc+G0iqCz)l9H5Zm7E3@*CL1d>nFj_gWSBmu^zOJ%t&5U7Rq+0<+C^O)q_XnA-n&K^ zKmH{zTF+~n{(S$}CW2aRkD&Bsi<+8R3gct%LxDo%J233C(~8e-uzZO|m+Sq#=QpZT zMq9Qs8^Y(bLsYez$ZA?w9tk!j?S+!Gg%gIW7N938bAToZQOw)RZ@L>SpJTaQ1CcCR zdV#+o9H1|X+gMu*ttioNWqm^3fax`A>_;upkV@+rZWZ2N%5}a_+(9KspNrBYdAV6K zRGdtk2Htz-s?@MQVOi{^ib)|Lp`&xgMU~)Om}OZKx4pZ&Te$HOPzQA;JY|N5@fvO< z{NC^0{V?e30k}ZDh$mZ~Oj5m=&D{^<0ryu?L&=EOj8U|q#>dgOT5!U)ErsRqk zj(ocEszSYfWu1rEIUrNSZWKc5iml~Lb#m*>SN$^g(Mf9_+&5YAUR7CiL>qY4D+ExB z^O5wB)lIvdI@hT+H0Y9V(j6lfsYk@7uJtBnn z31E`m98kNoG&F72D0zB%`cN|A3CLC=6@T&BPkCWClo7UvPvDD~p4SMhrWUitXE-WYyEi3#8W)rpt1ujUx zS4G%I?itW_y2Z3iOxSiuQ5nf~eIKJxeN!CsZFB zCV3xM6x+9+03pWlaX>y5w6AXsXZ7M#h12878}W1u)(zZ<|gyYNx$ZY3Z&KZua%E2zlQKc}e4nlV!Y| zkCXvyUOTSkM4Nx(CuK4Rxav&e%r2CrAcwh(LndW#=WxK3frZO=|mG^1Dy+ zd*&+9e%SQyJqH)>r#AUTZxyrh$@zb`@DwGhCG{mQl0VOTS^m2z-dVgkdZ^c7$?TtU zy$&jts>1*BkZA=|Io4XM10OWF~GL)$#9ZY;n<&AAmD$-!!a z60(h3WdVY&Nl$&Wo(^}iouNMfZFdR&kn$#3l42a6xK#+|;13^N-~RT1)oB?w4lMoR zbj!=ic^a0Fe*Hhhbd>DLl#??p$-?C3C?q*O@Y#KNd!D^UCimty+vEQO<3~4V7r7qB z^8UwUzBBPIcJbS9Ti5`TSqSg0s>v1JKEksa)GgP)?+Ogoc&i$xuv1)n`t<3w>(?t* z!DhmL=sL`6b5Q8OC?c{fv`PdA)vC&9 zb$Pi@axrTH-m#^Zr{>z`+-ivYlFrgf@i5QDR5D=RBOZIUHi;v>1rCXe$0uAuqJ09z z=W;_QhsPO%f48=`zoSs(AXdI|U`C)0`-0~?QB4a9+w9o4 zrZ*e)=2XcE{>T6+@f_ohJ+;@>tDZHE7H50ohKV(F#6N^ zIg`fXyk+an0$1&T;-IuWJELYHB3)e>j7+pWL{0R{={(vPrR{cFYbOe)WbwX3&Z^nl zl{(vyQaqS)76jphsPV)*Y;v2|ndvCnG-mlb=Iz^^U0pxSxZHVeQM@-}v*~{QB?U?` z*7_Y0tyz}`kYAFI*vzOaGQhtyS|R~9Z1O$=x09tFV2n;p9N+v!J~D*rzy6ilh8Jjk zkcHP;4-OuloOq~m=M_ylRce+cyHw)6s^syCD!Kb38BrzBuFwyPz`3H&Hl(-wPhZC; z^VC*WiPYaSp=A8;-(}o~^C|C3o;WHut_QCWkMYQ_)dt<0p-e|d$B>?{xjAgYMZ_N8 zgBu&|R`J);;uhu>Efd$Zg4WRQua^4_swM|2DL1s2Cj?a#)!K|hTAz78wTnpHCwxRj z7YJA@N16|n^mX-alTCvX*HLZ;o{;MW!@=W5I~HYeJ!6_?4tNFQp*2D7A>*Ob7Og|t z7pmbs20VsU;|c4w)(d0Ic$_>Tx5{e%w%d(a#W8=%KB?Ls>+TUcP>twu`z@PIL;lmE zCOfXzw?vk9j}=EvDz_N5LxASa-pWDMvo)CSeVWA?w-#`%xdd(+mR~GWo&_ ze(IR{2j*0%eBxa}T=JidUq41;Nzp1wNeRm#iO4^~JwZd9NwR`HokN__(JHU!%{cOM zdOsvA>e}xHv&GBiMx#qwIL~?1tayk8l6!Xz9}|`T3)a>Mt`zkef&*pWY<1;og10Ts8o89U4)eVR$~ccvx!ej(9CA5m?4N@K zUJCy>}djtd>TQfQbZdSJ1`$_vXg@vJ!k@u@=vs>EQ zIE*^(R@LsypA@2MzLn*RSC|Mk9j#!Ak`;Wja(I2z|Ktj*&ku((c~hQ5@Y{NtGnj71 zWn9rb^Q3q*Q!(!)gK@pF5*VO~fw5?vM5sr8US6uT!ov3N4e6qWeK1ta&dm+%=opE0 zhRn23yXKcAPn<*Yz6MgxWu!!&GSkt0Gvk6S)%lb4(|qw^>&;s@Mu%T1timUIwxhXz zah6U?JIjOe#SK;_+CrwU14%dMI`fi5q85ff#V1RG7>iauW&ht_sTIG>xPjeb#Py1c zNU;3UwQJ=<4?j%X0UgJ`}~rwqpy#akud}y#Vc2@4w!L)&M+z=K^i1?3^DnGbE7q8oA}vZ0)HMI9T5=E z+Pk?u>=b4@A}09L-oN}5i=4<;Q=!SZSgk}eQ9Eix0~dR9cyT0KrM%RpXu8J6nlmC@ zIqz#+f=0wx&7!TtN!6qRLrl*>)ntigQIAOFw8itcR|~TKI%g>cWl?-zA0Js0A%5tm z7&L8ReSFGCLWdi?7|}3O&rdXRj<#|bTj$f{JLoCmUSs;?@9aCEd~rNRO7{@0BxT7> zbc|m2eU?SV)}NY|_U8D$x*mL=o40P!P*L3#O%DH$9AB-%-l7F|{QS&4(~<7x&6|(l z(eT)BFB(`t-`?;E+OC^`IaYpdAy_SQiw3U%k=lIXF-K8D8`>BhOYw+%I0$DJ_E zpjK@kiauns;|3qknFqBjI7Iw(RIu6z7hvq{SKe{inC7jh_1B%7x0Q9oHICu73PXvz zoA5l(xUsu=9aWue)VMpc8t*l14B9q#Y9(S?pXO)2H*x;9c9D-LC@V_HI!0^lj6$aU zlCI{jKR;F&*|#_6UW8~D_iL$jsSQtMj-OJo2Z6Kc2e8M=~3o(W`vb_@Wg1ctp zi+q7y(fXt+x}^PtAPEA=TpQL>Y2I8A(cRAN&s?%5j4?4PU#uZBxk|#9)EzE-0|6(z zz0cRCecu0=_ovv)8~kBCy)l}F`Fnhh{Y?dBu^-veu^)qzeF2;1&Icrd+^ zV8325>fY*Lh)?5#rXhCma`UIGagq(*F+DF*$W;mEq4f!qpd|O&y9cUHQ&7WOO_T?L zwE~+_$A_|WD>6`xQp*0+&My|kfnYGK0+)Yx?o`j6TVSoT2pKzsmXtv&joWxkPx6$V z|Dq&QG(FaR-@QA8_AePDBPw{ClpdSLvwbbtmT^4R30e&xjac?~m)_y!y;x0uanjQ>yD%PIZv`ow+pwUF33z8v8|$K}vlejiVm>6Q zA=nSF&YX{(*-WDD`F?-XX|(bcU=^*itCbM>kd6@8%g)X`t*xzltD_Ok0e8x5Q6j;? z!5zK5**+KNMkXeuU~O#=1uZ>21r^n`sLmGf%H(%g#4_zodYb<7E*V)bG>-7u&0d2D z088xt!-os|H|$*c|3f(e4LqI@P?S&Eu)cLGaiKKbc(*Y!{Ytx}Ei6_#dU|pS>mzr9!6UdJH#awaj<*2wQ_S^U<;joh+GEIDeQ;+mC6 z)dxW-ou~v&%G*ua(#Wa$>z7WD-ka4WZF%5NK(e?{c}FO+>Fjv#aX%{ds$`^;oJ@Nk zDk8L-WHfi=8w4Y<_xJFK{(&?X(gaLgh#%bXx!eR;1fdcc7!nG)8m+y;H{wK$ue3)F zf}D1CVTpWq?U(WKL4;Vr0Q_1U4pZ3uP=!l$|Dh|jmq9`YBpCB&yeYI$u;PaicKY{B z@_$Ndo2s+@VZ@=JW%)<+_Ufpz_sqc^cM-9OVVx)}(sY0@L2CLkPZ=qbt%}9c)1L$K)D}VhLRL1kJ<}-#!AIwdf%9u{N6!xBEyjja zgVzlK-|I9}r&wwvB2+O8^lW=xjmkJZI)6)XXtpA$R>^&2S)v{o5wWzGXuJ4Pl59q; z>G&b2SwwRBjBRXKV3E)Kl3{f^kvFc;9B=Xw1vX>3v`-AU^f)ea#R6W!RK_CJpFru# zf+PI21b-?s>=0<(M{IMJ2XpSg!}j5AgBZKTAa=c!fibfwD+K0WT#+YU)n%#UODx=-=+sTlU!&nzuFYl7_dEb=$AVad$v>n$EZfKE8m9Q!9u=v^>Dk#WOw1k6S{nui1}L)h zK_@R8$M)9u#-023?tO=+S`A2lJcltRlpwI<6~V(Co<_W|2M=5u;3>f&AqoYhr z2H)OXrlO+i&v`)(3WPq&2%%@PvRJe)Qa-B{>lXbU9~quF@ylbJE0xar@ro-dI&x$# zvI(ROpckl_Ev4`O&|zIl7lZEP>T~zI5+l7JeaWMe9v3s(f*Yr9y5RTl?=9AzHNB#N zS7qb%D-Y4+-N)WNds#8((tbZGG|NmA%bFCk(nJE*r@yEc*l|$>2~Xlm8;2~(rN2zG zNN+0D7kKQ!xb!8j5x)6cfpR|HNtL4&Fe~S`Bc8pLFL(-2GeFRE03#wSmqg~RTvUXj zloz?*JAWHGqP7*d6y>htITiXCxX1|os&SBgpvAMqvI<$zliVZ$`Heb7iWwGT5_!tN zN7{`Qq0wE(>&fB;!}m#W->4Ss2RAT34Eo7zX{((bV&LF1q#@-GxIWnnX$KuKCmPPn zAidchqI5|g&P|lRB^#)EAhVK|LeE3S{-4@?j_h%AZVRLrSUZ|%(K znvVC;!qn?#Y@LL|tgEx7raSnLgoKjD#?%W{86ks)%?%4NC@gFN@Mmj|Z5e!OpX4Ca z{FTiXR@0BC6`Dn-U_XsT$kDdId{I;abRHJBT7o&hm5KpK79BF zaITz$1cqUIxOnEk>p$NvBX;U9M9;*YKD|sS8SW?(y0o+u6&>BeJ*w?1kvRjSEP%Jo zmQM}_g%k%z-Oz3m$EJS;<#Pe!378F_SpsxT zY-atBsz$Sc83PLatLwG_+-^x_W!&`ibP^HI>Q09z&6c9Ttb=zbOhTZ5D@#fuX*}JL zkq9FacXj1Mx>A?>)30G*)RGmHIIWJb!;9O(h}C?UbM8r<%et$kZ`QhRBOYrej5!AbVf1X|iIqZSOD(O9WD=RGUG8KCt z;8uaXJR18};p`?3=FY#rLN$I2B@qb)r|M_Vp9_}5TO05sLV;q_I`cZs;?Pi(jt=U& zf8e3R?EUjYAevNERKUdLUrjzf z5X!+ll$wbNSrgf^@$Y&}C~0YL=;@(YnqCek?0f641Xq&~5G+ggE31q`-?Dv#%((@Z z1;*YccrR(c^LcVflbpObW8iN;x5B2ysKtO;g)aI_#&E{)-}+TzV1k|xKC6=`ux@OK z@v?Lh7_z8v@yc}8X>QWB#_rR}G(WG&8(vvVty9&~6IvzS)XOxlY?3H|wFH zyLrA`&hu$SpX4v&OGW7I?~*y7gNXg=Urjtt`_B7g1L0T`YqLL=$>CRmHXW{CMWLje zKU7$Vgp&p`4QkBxURQCLD0>mYK?6S%3YXduw&mVyMnor+0eAir`M?|>9P%#E{(Rw} z5(ox$4}nN`o!A|+e}H&~oBkI@0VIa}ue=RGOsJY`XncM$prIsbi8(!+tyB5(-gd5K zvxrx>2LOm38nYe~M&lUwAJ49857G!e_(>Sg-`{4Qn`ppB@XdzWWb4wmr}DZK@UM`1 zSU4yD`I2GDRZ*^)In!RD)!ETaLCF~akPBIYhaj|X46N6q!iQLWI+9R?HuZ@RtGBX72nZ?}^N^VkT)hFGW0S-)zMknPnQ#v?6V-QI}`OE(C$HH!(BhktWYZ{EJ` za3V~Oj~_5>u>e+N8MdfKB%Uc`N|e|yNFz4IWZ--W8V#fo8Nw&>OK4r1Sz2n(mP@RL zodV(!5<%xs;LATmM*hfC%87&4R5e{UYQ)eSZUGWqomN#5i%U+BE;_GIh`)OEC{rTL zo>WFv6%QC)q`7&%jo8)*J_AmV+5Qb42RmEMcN~5)SADe{WqIf8 z3k;@VXCyT;8)3@(WF49Yzpb7uf-;hho_;1$X2n)IG%ygEezG=QhYuh#1`f$TP2Oj0 zL}8xL8!~18lNm9BpP!%q5Elp6_guZg;$hQKk8L&BE>7Pc>zyywEnb4uPv~IE0m*@Z zaPtRweCB|e_R=c!s8I9s$Ai2YkqJQ-+XuISK-is2L`0;2i+5a2&r2K<=vyBqbkZ>*-dFqE_ekGpC?~#Xx#AWl#T!x zzkY=XUu~xYVX(CExrSMs;z(NRaWUIfLwgVT6+xr!KV7^Yatx>FFV>1iU>4{yG{N8`oF^q(Kgv zM|DVZ?%lhG*g;&oc5Q1pGa^GV?-0D}kwOQ<_cAPcNKxbz74Ji7PZuMNflV}DDf;H? zS2p-0ZBzlEDNv(8Th@d7_uqk-5)8G_YZ!lybvHcap*=Ar@h&bdQYmer(SVeZmyNF- zvosmBV!}rwu3?0t-t}5dAk~6+Fn7!kaS0NcWMn)XG8_qPRqP>^0nP+!iI$d@w3l?% z=n<_NC_SJ$0jK1YwCd_O@esU^pFT-gTNh0l0%4s1jqy?IlU2LxRVYOTg|`D{*Pdh! zu)%o@Y!*yQz@T>|)sju1+-R)XZyFYgC+KUW-YYn`)KJl9$E%yTbmu#gfINFs8^s3J@j4KJriach=Coe*)#FnqBfE3E zWsM}4(t)iTJz$uc2U+K@&r;yVHnX}K(rN&eBUZt%w1UDta0i#nQdCe>d^ceB89c{f z%>$H~mzxWHO-ib&{*XFBE&(zQ66b2-bb6uXe2j)_8i+clE$gr?EN=cnbbtQE1 zm@0O_RlXG(GNB!6Wm2OfwJ5pEuXiVmna~%Pr!1A4`Zn>eFhe{8etm%q`S(kX2 zg}r6^rd2duu^brt8nWgJ3JNkme-7R2W{Q;mY`3S*5fDKW_4*H;R@FuKmxdea4bHbk zPs`)UN30g%Xg##+G4a+eiyyYE`szK%!(%hu`C_%Q)WnNK)OxHd0o$%{oS=O|Zt{?S z=Fuu|dzts3^N8(4uYZr=SanvTRS>FY?0T`m%Q!*uKRs`%@jo(?l-IzrEZz<=)H54T1?4@T}if-81=JK1r8*X7?%>!@%hyf%u zvo%s>k0~kny^hOGo$4IBX(ewCWX62@RJ$RqP|)CGe#?%cAb&(jS7F?Uo`Ig4wW%L^ zChd1I>6weS@>z>>KYuPy`jK%T_7r=(9Kp(pc4|{N)3Lw#jF8NnsK|>{kse3}{(&2O zw6g$akob_Q(a0xtz-S(Y9kFHbitgNO72=1{lx&it0 zn%l3%3!i=ouO9NO>oG9juNfU4u5h(#^RGxqm~0#RP>(LO)yBejzPr@>>f5g$HJs)4 zp8mB0D_9Z?1$)Z{XebvHRf=-*OM_u*?}sn@D_iVs(-e#6Wr0mOvNb}F*WsU2NSb{k?s+%XzJ9d=gw`+PWTOPpN8H)y547f zHEw?M3-}*n^~7v!E*~BF&EvbqW@IQz%P?xE4pibnZfVrotOS^&zy=3EaTY0Ji}aCF5&`sFPq*9YnV0}F2z>YM3XNQXn7Vr0Bwas%3V{0a zdmgey(a70Ps>#64)21{oQf2h>^Giv5lKI)xp)Zf$&CLz6*9)Yuy+P&*HZhHHP_x%q zKOiHMx7)t>6srwmG=MYMPnh6){P+q;N#@!XLD=^7l{U-rL!djk51f25_aqyhH_(7s8I z#r|i-JissSTaJFo0+j!YLaRv`VcB?SQ&W>Eek^?Vt=&FRrI#=Nj63$?;`EgM}}S?2b{ycRK-mYmjHvWau2R|avzG{dsuS+7gSV3LHJY`Us2;L@q&n=~oY z5vMrFoIS++I-V%PQ=u6)ZDU*7bR|uHB5l!(=y)<=xmb|_p(RCJH2GbML|ptb&ZpdX zxPU-aUw4L@hNl2Ku_wI8q;(@VH5>(f2o)2r|D2EYy5>Dm@VPI9v+m=vH1Z;Lo={Kc zj5xV2yHbHZW-KB8mUx!p%<7!4YJvIA6xaWMe|_C>!$I3_QMmhf^6TiPrd{$;GgS4V zu+T|&Gqmi9f3YU>*sAI_H#nXhng6esodAwC5TFm1)$~9!JmhH<4EYOrIUWh8864if z)qG0UwR>${)U>o@yuC#Lg4(rO+5S&MFBfjapZXtIU+B|#!9ICFf;9E7sVWV*yuZ!O zauvqWLY$L#bSyVjig2N5Uw}TM^W%t%fSxa}ne|IRD3y}vR0DW?a^;-ODQ2T!!<=;-PZv;FPune&rP zQ;5~t4n5qmi9BKDujUH&2J^ z^Yr|nNit7)2l`X(pys>#;6XD?HbmU}AdQCF7s=48c2(5XI}peUG9{2LX*&(8OgRq9 zA*g$GH6P$Pu(RF=1nk04p3Be^0H78h45024+Qnjs=~{OkEz*(%hzFMcLbtXBH9O!W1vHjhBo3;K8><)yD1klf9 zWhn0y$i|lT_Dp34LR&gi^z$3^%CtYhgc0~p!Yoh&%&L;~RbA`}aSdiYwI-%ZN45y!t` zJyEckJC8tu5#X+H6ONz;pkrccv8e(ZCIX~_sj8?eD=RzN8+^e|fW=3Gvr)4|HY(6B zm+T8IgEhTMAmaes<8)Q;Viv~zgjrfIfKou@;?#l6=X4uy^vwmN7|(Te$!zPl{k6^j zTb%|KBP1Bw7qRojcaw8-sC@d8_y;L`0uy9uU@(q0{-eoe{_A2-p1jezB!Un5IY5<2 zxq&~|7o%I;ZpHHeZ{+mY&>G+fou)sNf@c{ZYRJgALQbBFxB1AT0F(;=W)4_D6NV|^ zb1#*Z#UNhRZTfR1_JDr&&(hN9nlhvH0!h!vJ(oUWEDRu$p$O8w^}fuQBOb`V*C$v1 zY7c`A1upKq1~XCl!R@G)g|d*Ja$Y>}Qcz~TdGkg!;^%-_S8_JIAt*c(lSXoCuIVYQ zIST@C4ZZAuE@*j8eJZDBsahCIYJd6iOO~B(wfZJYvQpb+X`zukF2GC8|ao}@` z0&pU^Gm5sZ(vF5Z)nkKSnL#C_eUhYZI=t1ud`G~ydFIb*aT81!W4Fotl(;%LRa2qP z1PTwlVoAa<2}c2)g3&7i_IfEmlB<^*-FhLk{eIQGA2uZ&1H-?IZ)wp65-Rn2SN1!? zdmpsU03e)5vbxKx+b&}9( zvX|B>YO1j}8&wlsNs?IB(780~-zc}<)ak{ol(2%TPU>k)U`W}Fxn0B87kjsfs@KR? z^48u#rtRk4<9(ZRnqn8EDPL`3W!$$yyD3E}9kZY?s=$rl;a~sJ-jnK^wdD6M>4M#m~UiPeVnYzDJM? ze;1_MzWow`+0W6eB1iKNetRA0?725sa^=%zDUPpf^FYXRr?yLm;}aS70H#4UgYvwi zIW-Oi17@1CBfr=(>X=atg7$i0r2m;@AxVzfEH5i-1T^Q^4ayavsuuv11I&L#!>e~* z>+M~*_V>si6U@+IW7%bz6Q1DB2W1i1Z3tNT{QFyG1VovNo7t(7G<|8lYFcI?R-{-i zFwDu-{VvM_W#!j|3r!eEkK7CZUklsq0)lS*>^Rg4#Y8sy^xlkoDL+ge_=HCx)aYo{ z^Zl%sbOKg-(pmS5R3|A;6bpvUDkgB;Z23{Ur0K$zmaZ$g6;E4^DD7(2K^mP5k&Dt! z<1~_6egr90k*Bq+G2!DUesf?>TucnKzz-@kXxF3v)zdaTKN!9zg#qCdN2-et zzxV(eJ*)&Qp-~p%9!}j8QX--W3jE#65aR@mh)Cf7e)8l=fVL2X8PK7+bT|OL0NI>V zhX+W-LB2Dq;UzDy((tI4Jm{x2t=-YuKiW2eK|kS2YJE{K@eH8=fg*NAB(Z#V&JWu~ z?V$mEYw(4r8~l@4)xddy%fE~4-#_HcgnD+><99UvXHg0yBPJqCEe0iDjep{OV$tb> z7C|-wtdzu;AZ#-*cwAFc0|yA$_k4_vZ3om^qtc47J%Sw0k-7?Uz?)%0Y$=d-ApV3g zjPWpaDZxv-V7P00u3e+ilOF~eAQL}f7FC_~AR!1hVT{e`LDPltLRSn(V<4_-ulG7E zFoBICV&Z5`o@~6-o6MwB8;xEaRnpM-JE97^6=*JGfGCiEFb-v;sDX3biU%+-KCfdg zypUET@$Lq`5(Bu0*BD;`9p(|B?2 z@rhM$13kWZQ%=~%FeWCZP_HQk`9=;)@@B5&wv&}%$WNe_f~g9imN z=K(OWl%D>tas~z&tJ_ggQ5pb$gRY8}mlr>vd1gFI2RJTxKU2Un3U%r})z=GEIs1P9 z29HM_?nQxW5nKUQ=0FF0bL8eAQYkQqvGEdkH*8@H2tLA*0=Ce(zWKOrTHe{Ya&rHf z_Oj80+5aqKJ|Eoh@W#iK?_b;LrlEI55B}1vB4x>)gF=x_M1=_t9{?7(o><`KkVafJ z4`}9thd@J59|SrrPVdu0ocP`nYN+@CQd3e;c>40?T@@7-*?0~=C=g-)0Y}HA*O(L+ zM*z7IJuo8BO0)Ta9>m(7Q&96kss;~j9{6b>@37uLr2?HdkZJ4pr#*$>!U^mofYHJ( z!|8xxB7@(cR0?Q*J8grYKF}(C`_0;#6-cWf^~A-+O&c(a<204eNi7CQ<|{liU^XSC zq;6fld>QQ9V4H@u8q5G(GQY5JkBCSbaw;Tv!dKk&b!^TX-3E zn8chk-}-o2fQZ*I3^$fDGoyn`0NfZpH5d>_AX5;GHZAQ@-*jr!BAE+(9_)O>3QZk$ zR#57+w1~lz^o1qF&i)bZ5;Wh7!+U_GyF`LyG8>IVCQzN-DEM1$XGiUdMjrGdS zebB8M!gmF3c6MnAQM6V~*@vvMLrMlB6&Qwf8BkI?y)Zh5{Bnr4k@5B}Ku>86_1(ldhN-7!qPQQEm>rQ-6hO z1|nZ9kA_MJ;@61&>W4}r;D|uPgtX8T4LA?V@y={+zHoBlzIE#s)LWd+YwFG$Q&KuQ zq(A@~2NWKSM*`jgr!rE0A*d<5wM{1qXpE?o6nSZBOkh<&I=64Me)eN1d3Fb& zJcPq6{mBB1{5I5L958l8ZD;*(dk&~X2at+J0&xJ$AuO(JP$R*941pbts2b#Wrvcbe z4=9Y9n3@AuD@08K8TwC*YYZ= ztzbVwe24P_Dq1%1Qbwszq8-+0It9Py$`E~IRFnc8 zE)p#gd)g4476@>G0cdG$g_$!`I452v6`K5@)FdP%MCMmRsRVI=K+qYK_*ifJKQ}-@ z3epLLX|qd2>7$czh%h$|3bdZt}a z?4Ws(e?jnzO(h3Z7MewP;JBk%<3{-$_}X|rJA>Hz93nxz2*%nQ&_CGJBx+GX1hEHl2Z#w@00oCu zU6AxJP8RQ-@bjr2^)sfTuv^m0FkK;{)I0M`w~P;s|lKJy-EDQ zg?)e@xSf0?&6!yWhAog_0Cpi;2L~>zlLHVS;g|u=kBbN!G)%CJs`65AU=y{xzx6=7 z-Jn8KN=hmnBsfrsxv1M$uon!kxSv4-FSvKu47#j33i#uYN<&o-hAwYF>ICO?TUQLD zMx8S=Kmt!P|5o3|;!0xuH(CAO-hKmg1v)y(0MK8Y{~y}k10L(P4NkVrj zMHv|lX=;&CT&QG3WRD6hWkg8`QBhf;NG`KvB_Wk$hfp>Z8Sy{9>h9^jpZEWH-}gWI z-1R((>-t^4-+6w=aU9>{q>P3zPP+uLY4VI2hEV@uXwrP>y9G*KnIQw==Gx7;I6M+` z(p$nf=N9=2I=OJv`vZPdK5$?=$m8kF4A1hF?0wPU%9D7S8lIdoJNH@{^ z$G0-8&v*UB(ex~zJr&@B_SIL%c80%k5aPJBW%1gzYq9h0@7q$Fm>a-vnc)xI!PU#F z3C&0v8WEga9iCstT8)Q>v>vqUO8?;CP5-{3{u9g+`J-zBXCEJrE*oPZ%8+nj_0Ewt z=jUFs`|CiP-J0eG$tBX#y!hlG9X@!o3(aeEn0HMOX`h4jelqArK$KF&EnKe8-Y?cRlWD7+k4IwI`*dgx@d_svRj|&pV*8ljr4=4Z>828`{vv1`!S>XEn0D$Q0 z3n9UiYn}Fn^+;t@AcJec`BY`wSVg-Z!*T}egxsvJUBeU$JdkWoRv~DunY-&^tjGI6 z)O8@X0lbDqM6jh+cLeI7u->Pl^6a{p-gg{$Sd3-(85;NSxV~kIcC%1485jtI>45-i zr?8KSb%d4hd1Q9Nrg3PqaiWU4dM*O$9B9!@)*Q8xlDOf~#8;NA!%~li>7$CO>iI&0 z2ILQLvSRjK2N7+>f(mi@dI{w+?YS4;)mv()M5?0QK$#qYI}jB$1x;FgCj+~Y4vwbt zoh{JZtU`XH`o?#>>1EtQpk5GSTUWEat>_#JjsBLf+n}ou-`LJ&evmwyoQ|3WiU^w! z+*p!Yn3ROyxzhzI&Ofyy#beQ?3y|cIcrS0E^O3KgN@5ekWi=s!3*U1yx6b@ZK!6)! z;g1e{NWPp2%lRV1{&IJ$a$=VaaHOM77Trltxrw+fRG zUjxYrx>QuO3Ai6S;wtqXC>c3G*km5$N6G-o zis1I9-lfe8sN2O7qmLICIvqqlxx_1W7DO6UjuQdx^NJm&(Sf1C+7Sbaf_!q^c@~b8-;UuA9D67v6YK>sly^u-5tLb5 z4jh;R8c6_<3{+PSaWDrCQ^^Jc1$mIQ$KuN33s#b@xtC?(`ixi~Bxx!DSu1}0q4j4K z_51rbZrjF|RBbyCnC7wS6kklV5MTu5=cXe^j$EAY6OLtSZM_DV3KRl}s}RV;H|ust z>Sqpw{M70q^qowT(mjCO@%9!2Uyq`~_S_wwWt>RV=!F>zckkcNizJH_pc4nDr)!6@ zE+k5~3?BPzErXl`mXu1wL-pBi&`h}D9+;zfg&pOX6xIgj~~0>L*Nq}T!_Wf-PdP`GXfBDNvwu@O-1=U$z%MG)?(Nc+E{|W zQBC5*k<0@TTW(?f4Rqg^ajHoV%D$_-s#w=9eW#eqzn*YRN?p`^Dp%iTl8zx5LoPT535F!(0(9O2u51ck;)lsurSIMW zHIO;A>w6J$F)Y5VJzFNTv2~^JAJEqJgz{5RF#Fq$8?EsJ0|P0hwM<95dUI)L7am#(|A8T zyclcva6cyb?4nomPD6-BdsD3wjy4Nr3Cc^In=2s{RJd(!dOV>V&fHJ~EX3nQ*^VG? zYQWyyGs|;f7*a8sJ`w>%$!d)jb+UfhjrUqpxr^VsWH)|!VU|Qyil5?9QBf(4Jy|D< z4?koX+>I|k2ClvA^}!INSU|)k>#G-uwmurs^1GLgpd*+&wPZW0<;voJbUUz7E^!n6 zNcMLn`x5)i4vgN#hbSw(-&Y;NXQed;`5rmSuF!gHo-gFjiaAuh;O?C}bPoAwc*Gq* z;2Eut>()9#u1M_bAqWqsr-Vxv>bm}hg(J@)4A>7?2si+u(yg-Ap!=PoDD}QWXl)Mx z-W)mmRbpad4APbR>pBH|{CFgzziA$IKe&CE>N<$+tSz~3_sKPVRZyIx09r$;2w)ub z2og-oe4$e)JT5JeeXL|yg#&ced`%qfE@ovy7*1*{s>o?+YAcx%+R&LX=!H&`YvICT zG#jvzMm^NsQ?QaCA9P!r5ZZw;qzwaJl+rvD$*d!twY{>SIuw zR{0ft$A{jI-U|4xsr5C(@So$hS6Is}`cD~mB!4^4Vq)c$7@eP8Z;98Yffd~mc)0Bj zuBUj7eN5f`D&FsqPxj+F=)ItQArkz_kM`q)E&xG=`Y8)VC_~!vBb#%7f$sC?&kv$& z)KTg=)sw&E4m>2W7Lx`NN@`fk7h||>j$B@ANbB?3qTq9Czpy+gsT9zWBX2d~3}f!N zw4NylOqi^D4e!oyyd91zzKD`P!Ew-*XebRW>}e9HL$&?^fVBV=WN1^o7RctJ*rUs( z8NIDu^KT==mJf7@C)FHPN$J{J6zI*@v{Y_I5o?imogj3EI%2BKH3OzRp;Q22X@?+~3S zx06nnej@>iIrJRCgPym5Jq=CWvC7AVF}uI+%2f5C1h=_<`KUEbc_Xv9vMy=zC(H2?H!5vf=qlxVVDlnz*rfjSqp zDzaoa>bd*(mqVyPZOnuT&>w;AFMMam1F@h!ma|#dFgP2c-C`C?12994quoB+!v!vl zK8WHccWo*UUh}QWh*uk(L^h7?EXMCW+qb(#7uK0~5eRQy_v}k=6-AJfq7c3U3h>21 z10n>XU>Ta@ zO10)YrN$0}?Md>{n`a1G9H{THpH4fXW^3Pa>=g+ZW&vI3-};F2Y8FlT~1o!NZTc{daxVT&WfRU)rU-tWSp zy&V|O-!~eluS1MjDfid*N`LIfGP&XJ4Ro*xG*va^$q+POt#N0By>V=YYyyhH#W&`z z4%nI2^I{qO06Oxdt@mfOGV5}SO14$?zo-VNw_L0E}vwOMn+<@Lfqif|Ep@VP2a zRI=Y)SoR)~5JvV)>ypi6q8pjs>imcpCI_UR0q!?P{M@9f2s!-taq9ZnJAow zn$SFB_J$(!DT9sWPh@JP^1>{gLEQK{-&d>WvU$(+_j2DU;pe| zneHBxbHt|s5xW*$n3orx?@>(36SY?gj&}D-jH>Qc9>c!Agw}^IfN9=RohsE=>%5-o zI1K)62`j+^L{zN<1idRGLpw6rDhOg`lowzUIYfM?1n(|ud#HnnC93@aLqZ#XXU8CH z$9eb^MI#ciR@4|IJVbN?;NUL2aO79H8&VoN=_;%0l%t)nMfu>j_8n7PLi4}0&halb zPOLof*^?c8KVU9w0c1`?wGb;YfTa8Cvvq7Q5Ij5- zV%U#K;`KKHq&+v0T>!%Z7qjR{9iZPZ2$0mO4aS3mZ^AZ!e+-0_*pgc);z!4V0C@mh za`@Ud2gr9nB)hi`v2O+J0SPK*Vv=f|=7CFrs<*v7ra+pT%`+Hd(uF}%U#hH%f%whX zfLhfcA>d~ng3cc}2Wg>BoRAUr$(Pu56as%-1SJrN82m{i*}kwV%FfbBRIzvowxp%q z+v)~!_BXXs?^Kz+qblQCiCO)CHc*+(fOrGGZwM&RcOgvC{(l#zTMR_wR$cBisGUlU zg+xT$k!w+6fir>z+Fr;Pquu>aMh4d>$sqLY{3G;@$9iHqH2S7Ng-oX$;ogX2NUFFn zWfrs{ScAp$j;Ce%>{*u&l|w(~J$K=LQBX&9Ke~Z`e0?L=^>iH6_hM)OY5WSaSTu49 z_N57{PFJULXHy2c#ZVRaFLM!}7XC zhD;a}hNv}T*jwRn8b@%pRbdw*eJYv&oa&l9yb?9d-=WE3BTX$rpnhfixldekJue^~ zA(1LB#^DMYDk8qsPVUzKT3gu@z#zSpm~fXv8$}~RF)p)Sd_ieLs9-$qNb~np_w0GyZnHj5W(*5s~RQ_ z9w&Qx7$$OH5@f=}i8O)sv*rE#TJb@)KJcATbL%9vVi(qFNaIIu>%R4+rSCB5-*EtR zc>R3bZHQD9T+QyJTg-7QRA9?QZs-^oIXhu$RYlQeI&cLqvr^j*%Ilcigq9m>s;b*A z@r3#y&?Mb#F230byX&UHpymPRvg#%veZQ05r@ckvvmk7$Tr_ziK1VyaYc`7v93!|$ z#`_Yg5Z8|Ibi0DlH}@(XeWrMy{SD)@Q0mGB75{vC_>!8PXTbt_9K%$y7N4!!X%b`J>|B zmxo(6R>Jon$v~^$U7v~8#6}S7D~0=y@QW{QTH}8ZpUJ`r=bR{5OZ^c;0BTM$TAFFz zncf$FFmr5DI~I+#C|VoWj%|PBeh!7Nj3PmWhD5=jC~mx9{8_s@&3oR{QPDn;~$IX*B$3!{NuWRE}ZNM8~$-6KkE^TF<1V#U-la!T6)ug zrRP8K0`_D4aXvu5gE~ks>8<$kC{r-+C@%wDPm}d2 zG|)pMcj{ZI#<7~T0F>3}OV4Y@^j1B3GmD4E3jLPPjT(SSO#Z3liMY|BdxuF*)sialXyHV{`gH3qx zO@zrX+4Pk~=$jv7`dd9(6~X1D(Hh%U9454<$y~b1X*WP$*cF51vingxm=yT?xy!r+ zw?%ZltZf_dyK+b@^zrbWC(SC%NS|+2ERS*B7YUJts6$DbGDEJ5fd)|sYz^YL*OCzX zXEx_d3`GFn!I1YOs{XEHExiya0t2LzLrD*<_5`7lAU1~T0{ia7Wr@8RDB2D`J3o2( z{s&JJOp=tLo_u{*2@L;KT*?QeKttRB5ce;w-dMfnE;_oNKg(P$Cot+qQ4FsD9W1G8pYEM6t2$Hv)}U&-Db}vlmKPaPD9z5yi@S z(eQy)K7-z-%n2yKq#1li@clrcSn{^0Y)KHpV!cmvGz^k3nY~7EHUkYOZqhBg&Kerh zYj^0ZNQ}cbcuGF?8QFYdSjg@2WterlL;cOtxmaI+7z)#>Hj_&#L<3&*DS zYLaS~NPj#~$ORA9J#%3~9z1%UF=jF8Ok=1cBr5&<{BlVm2b3Gy6~YFd9g`eKnj(uY zg;HPM?%QL5r9zbz8p6x#2L8g3%91_u-)5FEt=Mt)O7_pz(wx3In|n_evb#gf3}}Ayih@(8$A)F3*9h=Yy1gTxr&jG1$?7O5)(V`v(9&al%^! zw>DebuDbDrJn(s2G2r0C_+Gj0Z0;)OksmaugFBM^4b$pr11-_? z_q6WZc@!Xq>Sj3e%ga}{&R^qHjXPyO@HxC3=qlP(T*P(f;V(CNr(O8cb7G3!&jkTY zl+y8{KN3tyJ{`1%CfNaqgFU)9a5O}@f2n%u0j>lQp&5~hz;&SG4xWDTmF;v{qcgW4 zvB9JQPcDLs0O^*o!L2JZBv57(EQ3vYk+2V7zCCbYN#648m3d}A1for7(1E4R#<2r9 z50Cs8G-LdL$>GjtK@pRQ*&`*e<{msNg&|Y$U8W&fIU877Ph)`_CX;Ye^`MrH{Wiz2 zFfa!~345%Br6M8%LP9QtEg`g^1a&5Mp(A6^45F(YcrieE1nUsCX5U>esud&(m5P#R z@_DGzcL&RChSmrSNR@qqCtTD39opkWp7QjQQUnDq*?r>!V8D>nqw3INz>dPRwTi&V z`EvGG90z+H%qnhU2@sErBYphv6j7aShD=f(li1tgGC>{+h+3pd!Z*B=Fg76~1jaGg z?H@Wji?M;2VUuMm(QOsrNcxxDd*n7^WK%=iW)`Y&bkJP$=8@mU{saSdaB1Ky-o+e8 zf4NMnKKq}zfIICCh(S^Esd4V>RhqS?}=i_$tDpSmLboMMl&lUeOLV*7h zCCi0z(&2fWC{flen6*dNc)bE!w^E;ydpLj)^wtU3+i2+RLE_AjKk=y9VAm9O_RV0m zRU)C+0iawFqaCRlkM;!pzD&{pu9C!fK*g$CDi6czfq>c(DEXOo)i(Dv6WyUye=5PX z1HwXHURQ7uAX&iI1I-4x3Bi^Ti&qC69$-`WE)boLd0BWbR36r{0s)P$0S{8hx(1xA zA4`wKvrwRrO)_wJK?w<8Y-b##xe<*P7GbQiqjp_XbSw<`Epdc84V*(LMV9u!>kneJ z5gvRX!Qde-e>skQ3!4~3QYWM%s67s0my_pD&f$mV;CzaA$udnkJ#qmzL7z=S^{ug~ zUVy-$O56%nKLd0wI1Wg2&^p|On%yV=V{*`L@2gi8u*NC5K%GO)Bc{oaBDX6kHDKP3 zgtX!D@vlwT-y=4QrnZUGY2Vmzl#zvfB1_9wVGtDHp*Oe|wRB2{!oRS(@=RZwHI#HAgSB+x6`HZsC2ou4V zR3dxsufwr(z;_y~6`37NZdihpmhD-V2!;Zem%E2Dso8MJp0XQ(I7#Y~=v4b${Oa;Y^HCDPhD5GxoTT z#f7QaAPq6}t6!aBLmLX{|0~Qy03WdjhNqscqAH~<&@Z@= zS;K>4OemBQ8bH_z)OnW#Y;{ z;bEnHeXRtCxOkk_M16izZxdEBPHNpwsI1>|n&m|*WL2aNe4EMTk9oS$P1yM54&W@{ zeEvX}rvw#l0oE*4ZOsjbhY9?Uu^>=}c+Qg=OG3h?qTp7^#w3)?AWW7sS+7jodw}4h z0PZ!|8VhfjFThc|fI_5He*ii4KEqKKRx1<8VFnP^bpj7Dc?RmUFea&{MJ5*G*_J;G z?6!)F9MvvlR@byflO2^OU_-0nFfFvJpONmc5P&A-d7Ehtp(ZSL8k@himkAu zfjNcsuB?g!6$2UgEW!|*LOHzeC-jfe(GL(wp(ccihe6UjhzH?XV}Xc@x%z7TeNSJn zs&7T&7h18x6N!pz=FIG_x-9H&6u{yz%R!OLTr3Y{AqRQ5#!(0E3(C}J|0ap%%ToJ+Mgt;J}0&-tXWEWa3IyR0L9tPrT zPJP)$yfi?2f|uGGurBAXwLFiYk$|0Nu(e;3G`X=s^RX!#%U{A7!~w+-jRj%-@1fg_ zr-yYhwhPDBbpg!kDL1@Xg5n+umd50%i;84jHpOaADLIPh_4C+VnPrkevpmYrR@V$I zEJHh>c~3R!m61e*s&VnX1mWMSMcb4e3`|IAbuK2RP(zM3K7esZltX9U5m-bO4KZv~ zHZX7k%vD4QniGSP=>?Vj&s?Sk;JFeOhwagbJ7F^~p#C!sC8>j;_juWaN>ClcU&Gg1 z;MlXDjA&Zdv#CP}G>r+x>l#ou(hmt?C87G7c^bj(D()&p7Wfbl8h||Agw?tj4JOFh zZcI^;e*ugZgG~4RHIuFn_40Lqyj_@k@WJD_3FPhzk~}Be-sloB3;LX#alwe&qe}kC z!QO<%qfhSphjYZS(CfB7s+TGF2Li2WQgtr%83b!0rbAFjT1h$`5*%s|Ds}I`K$r}LVOEVk6z~3R>Cm(BHO?cBuu0PHOr|J9-Vgc(esv8En~-Knl!|mj zwpwP*AK=O78(j;K$qO?=)MlcB8%2e2oWb0yT+I#Nj%|n1GBs9z8`E|a7&bim*^#Oh zOTCooX?5`sfoO}Z!!9EV5$2U$D1ejid4(U+Y$V5s+My;X;vrs{HyEKO0{eza$Y}qP z0bJOJx{C{&aNzexT#kUG$x;n!W{upeD!KF425{)HV_7C zfk3$=*T2Rla)8}MKgbtP*y9k|i<15W?$g(bB#s4{UnWNX14N@Id*s0iD3J{klB;==z%`TD@x{r&&ZdgM=;ON~m?atC;BcrnaESXc2HRE>S#V?+@AL4MRK3qB-7H@ z>rypO`hd-m-J^8#NkWOrCDYiL`5R0F|AQ5gL%v8zAqNrzNMQA2Sz%tIEQfGkt4@dM6;XE`-DAuA`ZD`py>9M2 z_GqSFkcmlb#@bzuvjs)%y!>i-LgLO5wsZ7meHCm1V^dm0aD)SGQj~hcW)P2O^+p)p zMD(d($tD)C6K#zjL^o&*<)yyGn^sB!yqr9Jx-dFrkTr3UH!s7-1q(KdxI<(gGN42H z0&UjuWW;GYpWJiY)D5WZ2}Xyy>9UsdqLguef_$!`U|{W=0u1Rlvvns}BWY*Y=Ept; z-a-X2$XFT-N26K~`GWz79=|prcG7H8>0=X_Tr)Y#nP3 zR1a@ZOM3rzvD&RIQ130muJ{cUmk2?y3ebWi=7thy_p&WgY=)pAB~UZQ09Hx3tl2*K ziqLlBl|uo0C@LzF^fSTf#|hiE_h<5tkRct`DhbVhVFajv1m)#}kvTw}B*U%`o}hL@ zmkJG5g9C-ekMxQt?ScQHC;EbnkUS8}OvV%s7i56)Gkj2GlPOOZ(jLxVIs-*7zzK3F z1O-JM;_ltM!{a}02yQ%HHr=Ed>w7yq&I^|)F zIN;7u!HeL#0wvnr`1q@c!705wa5cyAox9L1K+MLVUXH$QcI-QLQxRC0rvy>RSVu&6 z64wL8-TI-fb7h**ki}tNS)xV3jmZSAkh8$9Ds$f+`5b)Tcj9VLFOV5X)xhME1%J&i z(!x_%P_$P2{7vW6hCV-cR_M96|Dp#Tw`yJh2XOw=emZ>3w7^98CQjINpYG9(x&s4i z!e#2V((?f?m?clQLH~n_TwGJfTDmxh1Kx$d>47JN`TtFb|9mg)7sbVK`PnN^E8PC% z=cda5`MiC|-E7zYCCvK&$IJeqmjsYA>GYQ9Z#V{f^y;lSJaR7Gym=GGCceHJ@k{F1 zDs4OT%4#;v-?MhJ!{%9wGS7VPAFwxb%0!r_o)?7I1xQ)Y4?+M3Q4z#KRQkZ<65}4> zx=)oMpgq7J61P%lUX!@Mfn0_i-D+5I?MOnamn<7=I9GyAEr82{L zxZe=;{c|j+z*B8jhhV+=#L3Yo?x@zygseK!eUj`70}&@ogDU%I^bPhZ5K~(D;=KZ( zR^`B4b@HHkVq?`92$;TL!$>#`2Y1$@TS-Yw{OTah11N&jy2CMV9;UJ5q9F#-M_i%@^8WpM zE3bW&??w-8bx;pp9ai#wshAF%@e$cP=Uk;6!DvjM@NM2Ql2Oamdn?9YNN zO=Mk$ewlz!tPTfs%KgZa2Ob%DS32PoaG+jIkVC=g<5f&dDx8@baDM?pbYb3~3$-S4 zy_{4S$`c5DCSv*y!zOvaKd6yLJO{SkgQ9O0^t}Xr(b~d4jzMSB1p2puR3Jz{BoFg% zRbcG{oJH~`%u^x#CMO0j1KE$FIv?{8_P8({7C<;8#8Qd(%J)}PSavWFfywxe%nb;br4#|+e;nDD&`qETlb;L4IB_6N zkSAreTS1LjDI)ZIIux67AJC>X$4c+#zia_VNDgid{87XImkdWz`!Hmz#fl#`X25_^`EpvzPxv%J@-Ssc&%~h!E z!mwWn5cKx-6{yfMg8Bc=C%<^;0Se+78ac2 z@8)Ve-RB7sAN|sYQP07_j&su1A7{RfWxDK$K@L2-BW9!ViP_T^%Dc3u&Jb8R(revS zvm4VY0BEJ~(yx-O3<+oDu9-DdaDWG0$rw+6hSX8HxD%t6($mZkx`SbismW02~OGCATzMR-IUMaKrD6^JT z+2W#ru+7*%J5tphYwR}sMAR!|FS!>5mxHVpJDkl%Tl7;!;xf{1fL3BW1qi_jy*oZR ziy53=yy*ajTHw^B2-p_Ym@CB3x9;2-j|$>Fq~`dFQUCJijh5DJ?>TjJba2AXgZoJs z)g_6ezT1zKvlivHJ69-ijE6fW_saCITqnMMI)jQ1${Hzj5eR4ql>qcT zVOQW9PWiCGRNHnOZ80t_Eseo|q_V5G7v_6O#%1>pthPUS60?uP8u)&yvfAST89e|?N@qznUAr|a@>5j+`LfUo zUU7M)PMXnn$t0tav1rqPIdhC31NoGn%*mS<As9N7UCx!jz$sNbjM#ZsJ#AX^`rAhR!>XIxaT)jz_2xNT^$ZLU zJ-jgjO#C)zO3855*zI12!^8B%tY-S3J9q9O5Xwi#%DEUGK`c)u9-p-AB4b^d?yt zR-k*L^sI~%1JYoL!vJzz*>RVK8qG~w3IMm&AzD7N{$4g7qctc^4x&u*M``n!q1;j;nKOk{j||8Ox4 zzM_p~I1YT>h|B{u)_B#rFZ{kcy0JnI(@ZpO#v-<{h@`9ZU(9@oPlfIFmxu^g+y!jf z!>~4@Mhif%8@z_1Ilp{c&=CIx>uE2H9T9IfMVHps!fp@AFsJbO#Ngc*(Q6<7Np$hvk}&*bwossL4!S=fr0rd;7PY9qw?@1iL2%XgvoZs0&=@As8n3w#fMx zG?G0Fy&h^;8q3Cy!!;mp+zh$XzP-Jh(|At< z6s;eD&C)8=b(pRj%Sf^Qd=>;NFRY87p_f00)0pmrYjlQGUMf&jln8Sg3H-Th1VVRU zIh5}FyD=qzBylW6D+)^V590-J#>s8n$AONIU1h>GBy=5KZdX!1JZgKP&F6 zB+Iw$QK{SK*uXVM&mx0-085Q{kIw?=&8YJ63iIeN_3$?vg?$$B^E2>}@Q)MEjp13T zqlo*QWjX{9>pG|lq0jyyAzlcWufu*Gzc%@s5cYU#;12N^F(zsEh03e0*N8WS9?KH|n8h*uD=SRD;K_9*zKjyYTFG{cjkc8V8OO zXCh3!e>K6&tNg|)@cx^V%&H$?eojfH4wxUxr06WuaX9262aDYmmBfK9ht)2oTQ#?~ zntWTk0y~!$Kdny?@Ha~(H6IzB!32<2gXM0^bd zF)hhvQYRn2DS4PL03$ z22r&h@MkU_BAws>qJBI?*jpf4fCTFTa$f^d=wli6WTqLmcx)!?nCv}2&jQxBb;Sh* zSsyab#jG=AP*SClogO~+$&)hyD=HSNk4U>K>o>%Q*`i?PU2QNe*K2_X-nkzAR1UO< z>d|hBTYoJ8*g#>xU?Q@IINc?xy=Vvr4V3HY(+pygD0|^9-OqRuGoh@IF7?l3 zF;}?AsPdxxb&9c0GNH*AQ1nL5y{ zu`^OtW>&+5jl{8$ml6_i7&;&l^^~O8m{{!d7q8utg?NaZlY^%!cCzG1NA=I6RUvstM4*>iyh-#Xgq?H$o!J6`re+%w{4 z6;EBe=AjL>A@(0?Hhz=IJgv1rZQq}V;;*XE}j9k)m*foIckbFQ??FsmGXQ2EN`P6V)+gk`1$Le-e)Mvk3v_~n0@GD zhEdr)p%b>9DxKWZ6yH8rEBovcdZ*`!H#`eE*7Wp&KYb5*5Q@La0XwO-gK3U+N7Wpl zd(?iR(uXD2Y4X*;=LBO0i!BD_L+ekk#vl_@6Jp-qqYt>KF2FEkBdCD!8=pcc)rIiz z^x&#n&_fU{`OvmqlSaH4t1zfQ-wch=CgcXR#+-BJxbf)NkKu9~k4ef*WS<##RgNat z4j}KXFa|87oOYX@?|Ok42gZD4R~WAk+cf7&ZQwSFT7p zPEteuWy_`_D^qt!Qx^@0GDcM_F=SP9h<~hG-cCjrPs5EUAC8pXLl~v=9!Q@kH!}2v z<@7@av*oWqc!zI&$nBQb$|rx~ZOg;OsJ9Y^ZoXN^JsKl^{-Nv%OSLRiOWojz1;oTS zX}kfw_Y9@i(MTI;UFn?zB~9JYCnyMb^P^w@ZbB8TTp*n>aGr7uW2gB%X1SjU9KeV<^1-%6=zkAU8W0=sL%0R{cK<)_?sc}10 zqkp$)qZ>7JZg`0i3)302r?9r13>LyvEdQoNlrYz20!hp1*#LPJO8HJ`rD0x9+q28^YhfL}e>e z?IIcI7$9Tn6&DKX4^H0Q!T*W zy$6j)be<32wSLR1#Zk z4tTz2C?mQdZ#eY+!6CY@FOu!n{;^s)mB)Rkt2+awBx%EP0q#-uC*>fQ)Z!?$ox?a2 z?mxfOuEOyKbE{_lN-Ya_>ai$$Et7Zh$Y7|(wU{SHXRYLl^# zvvU*`Rd>PkGcsdZuD*aknWdy?L0WqD=F)qrB6AudRqBhiv%R^y|0-?GQTui^$)9K7 zTgMqbyCEe!9<1&bi$C(3VUK^rM6sVhnCh47NB9LSR~Y(CqZTf<@fg#f$KN=sr*wUt z+t!5}_WI=3N1a&uWa?)=@a-;mr;l%MN zj~cM<*o7zGxN+kWPUSgF^WX@Oa9YmZ#bCgpl1ONn+PKmRL6qf`S|t1LS6+ly-h1`( z(8%tKJ>eR+)(yx%Y92m4@VxJNZ5P+Id4|s-MDO=aJ_x)QbMuq2kFy|ZWiTMtnI$!j zL0O1#8rl%TBELgCLoywU)$wQk8301(9^~r|8u>Eq+P(Q)8siw&{=JKx^>(H&9CHI$ zGCC!*>J;kdAj^6RSfIdjxUisrj&XxhVFnypFml#_)^#fwpO^}7(|@hg$*895i# zGq3yb$38y%+g^Fd|GpDr5JLmA z*XQI&9xd*~X{=m4Wy=6BaEL0=ClYUym#x z;rjD2g$Cvcj-wbDbmSmYn6^tpysVJ(1fPve)wqD2!tjXrm^XdG&Jz|kYtM$SJR9D5 z!QbCsOW0Y6PsPGp`!UyTdV8?smk5E{WNvProYz}1<|*#=7zT>7z`Mbz4{ctm)kS@b z8%(ER+26k+YP{|3C0RL}S|;2+x}-buLCgU|`)%@zy04@()-Tt3Bj+DHvErq=ECbjE zH;*^_e?59dfiw7TtN)~IHOcL%at9BDuQRSrk$`R41K6`*K8OH&K-*MVS59X@5kQhC zthWP+i!1+Y34l;x`y@6o@ZGs=HT5;77oU!Jd7G`RPJkK2z+reM5LZA-Q^r#e9BfsA zE&Z6EIKL(A3?`MJoAgANtVg?$v__atxV0~Qhu1B$5B9~np>wlO{*1?^ay434soqRa z68t;$RDTY6!tM>?r^HAR$a;K|;{{<2+h?1;H`nBCapQ5XsJ;AP(2%MPmB>drf~SMi zM@+Rpwuz;-ggn75DdqnKei(-&Y@gUY= zPFZgHb@NN*gy*0W%W0yFpMrB83-Fk7KCyB*37?J@y5ujl8 z=K>20RS}n@Bq=#LIixJ*<6KY7Hwruwwd}o~<2+7Hs$Z)w&-2ehj5B$uo8nlc*ll-J z>`$C{hTwpz1P{>#eTIHi^T5^bcPn!K8FQ7{S1&n}Gu0>K0TB}|eg^T-Ks(uR z9<}Jw_lYJvFvX&>lZGtng(ac6UnD9z9i#3jrR$9aELUSN*{Cdb0gY`!?r)K}2^vNo z!r%$jTeuFW46`abc0fG+FFd;Bxef7F76EV8?K3sEo$@i|dAZ)~5%%n(H-AC5#;-6X zN9RBhy~ZH1xdnF+p34K&{@@D5GdHMig+K`Z_b}KljM#8#$R6=xhoBUL!wad4u;8}j z%+(LQaE{oW|3oay4LJ4%`z;%-`t(H26|uIM4VwXogqw$3c>$@DFj?Z}u?%K*4d?~( zP);0Z{Jyal(6YoaBtn~WNTE11Bq!&ay3@u*Y3WR<7d3PKdDAp}-gp@3>mLG#05*(6 zV@zmd;<55%E1F-<$x&3z!?^vSY*)_u!$EDkip%b7=cfA;qnXI1ap0~0=gr_bBkqZb zYOsep-mBnn?hx?0;kq?aXJu@Ze_DFlt2nzEUs(;h^-(*xN7#?7bShWrJx;6GnB!M@ zDiL?@Dji2l>iC=-b&(z7XaleAbLT1@N7Lit`tGdv_uOSZ({Lf+s(s99Z^Hz~;i;6a z$!&}}gd)Ig?{Bsv>M4v?b2h8xjvuG|Ltw;Nf$I(e@{$FL@sawBWdFaQt8 znEQ8SEeTLmgQ=>I$I8vasl4Fh=zA$0Xd0hITn1*vHJRFRfCrL$5(Psm8h-sV`%+PE z?~{jn{C~#B=NIt7xPj401GyB4je3Nc2{#Ydi0PI&hRHDVq&~8}Mk8M4g)lE}gJ5i| z9k0LJ^Ov)3>Z6K^iu)bj;z!{E;9aloD)CsT-9Kb7q`8Cd3Qfe$GUz%iC#%UmRWGf@k^J z>Ju!F{9k&xc+_BAXf2Y< z?d^zocldvnDeYu^rhyBH3>7>VHvU}lOSv2)Q{g$d?GYIfD=h-@bwg7&4oU5`@p*#n z^mm$zn7-;V-#jp>=B+wc>%|2GQXI3zuG5>3`MqQm6>ZM1jXcP=-5?H!8=B3~5__*c zhqI*p8N!J%N4TRfm7-A&MY~t-P*i+(BUtAeets0SpnYrh;ZgBuJNNsKBbon)&2wAJ;_}eJz5-W|F%!+lWXMdCY49G>&ckw~7C@s4#Na86 zImuU!SRa}a!z>+6*iV@o&%b^D{9mLAVU@dN4$Pq^W!A2Ffb+L1a4M5-~cfEmw43t3bt=c%qF??fe6Y z{P}#MB+$BGtnV4%><5@Jud*rACiv)kN>e zBs^uCHtqb5y9$7X0i*yozNL$Z2A(I-}db3gd;vAB^I?P>>#idd40R ztQ*kS;>C-{X~Z%!VG;kpu$Ye~m`Gtrg$M{-vN<6&1ZGPvfq>F_EbBO6jmfnc{wsBJ zf#kIFh1)O8%F4orGA^Hs$%r^HA=ij(!Hj76(>6FD#tEK(yNLrG!}|4e)wf z5hw^h1EdX3Xg>8`s2H(e@w~jRUuQ!jNIWjK{@IQ>|LgauLAyyE7OY6Jpj;k zwAViH;)wVh5(uE9BFQ3dJ*ieu$X?7_e{_vid}3QfU5of!Pd_~iKL;%XaPV7HRj;Yd z+uF7u+~HbWf7QO~e@Eaz$TDy)Y=LVjw9K&jdt_WX2D?V$! ziBMiF_x07L?-(7zSxx6){Y7)nL}Y@*F-cz1i6I`GNgiRDuba%A4uuwQYOU%SybMHt z(g+pU=3Sbj=lj&OBy<953l|6nC&9~sI{gyN^r4Q#aOrdy>`%u5GhZ(6w= z&M35?F^h)YPQt8;?8WndKF~!#8KmWz5krmKZ3s#HelRgO1$Yv|ff7)y#26sp)t4@B zTVMzaO7ewTejq;kv*VpgB?0)4uHj6+_P>BdnXJj3dX^EqdlFcBi&+3ZkBA3UA9bCu z5!#K@{$=a)f&hbKlx7+|CMX)FB6Flp-ieHfGxs_&9wP+ox#q!Q-az91Z}Vg8Y*w?91d*VZr1`J<0_Zmc=; zE9aYCDw6IO(S?b2 zPh}wLPfs#2$k=0{j}=L(`2CNJI4LC6It{V|@8On;=GwDoPf&BLxSOuD^ls!~VW(DJ zP%Kd!=l_keJ(|ltH1ttY*4WiG!Whv+RRkTlV~(0{E(qF>GO?}&Hb+0kMFUGfti%E3 z#Vfe41386Q5Md_5`l?^c%3quf4%b7f*8jYw?pvXvVyRw;K?2ljI=h7@qsDT*(foo{ zb;ZHn{uTt9W&yxWAu>k@Slz88n&VA~#^Rs48M7H-B@D+%K4G74zOS+K9r*ZE>>W;S z6tT%TcY_KihgkOlc88BEm9^`my#LWd{|u6nKoC`>SR(xezuUQA)m+P%f5ua^1OK1C z;>OQ*mUYFIx#^#X^sg#t$=@ZYB7sM&*I!SJv+Z1ew&3U-w9xg&p)&bdS>qN|BxR=C z^_}zg4`-#k2A*Hq@CU|Rj8DVWqJVzvBO)ub4r-0>cf^X|B=tL64&bU^~kn8y_vx$_m^a zzDZfxn{_=xQ&7P)Bgm~~?eAtHD%)ty2HmKO`A24g8CDi@u-{hK*ghfh?LMZOJ^{o< zR{G3|daF6Tm004EtI_wYEmpHQ(9|vjBn2=f=AA7p?*0wQ)gN9)@repn5)DCwF^&;Y zY7D&p1B?zfp>fWM-VbN;N!Up%Fl;#?nJF6kI8vq+A`fVHkW;fDE;cL<*^Igm4Mz!j zXp1jXaK6VRlJ3BIAzMxLqH5ERcGnW4A9gs;?KgKjig70k^qZ`iyEp0$=~2MALIG4S zjI};yBL_}jbcZI*zTn92A4Z1>(+gSFAkG`)=E{8L`;eMdY=BDzHY@s5QD6;W)bjdT zD`8B&va=5LXr!$NI)s#fKD+*&@3W7`f9wtDOIrL37ncfOS&HfYh2jC1*8362Dd4?9 z*oUrRKqZ}(vg7Z4IxW{gK)~Nz|CqtA_qWtm*}vZvGWf&bacIB@(*Uf=ucFlS>vJmjF{h)F&SE?vO%Je*6WQVD;>&+h`{WCvkg|D6W*Pze>t1Ox<->TJ|#16mc^V)2vees?(bjz zj&$2G>I1u;RnT4GNh1kca5J8wT;W)-z!QZ@9nHkiU>}n?tt!R213msZRPzGs*DnOS z3e9XD>Ut00`SqZ+NGdU!Lwn`q<-wop)}bjw>68Q0B?bfDGh0Z6)LDC(B!Q4f!e=QL zJ%nx&&w zb1;Df_)AEqFb2CsKTTUc5Mq3Xx1fHVSxCA$ncX zRMTZ}LkBU=r0>bjp+BqEbx-|g%#L`hZ)n(nsVyqF#b8cNwK)kTAtTAz6@x3@CV17d zPiaK~PUssR>X*jA4OBmCX{@t0NR@8+!BtNSTASp3gt#WtNHc=owWHc0B}R|h zxXnyg^7G%?F}NXd&kaWGGB@3S1;RvAcrVbb7Y?@?m4Bj{Atf3J#GGA_Kp&`@dsGXX z1^2=|Xg_Qv7cE^n8KS5esO-!Rl-);4#030VejJH5?o)Zf62>ju67(opSTY36fOPJF zgQII{%3(M#qZfLHs%;DdhP#<)*yx!LiY+e^VKheD22 z4mcffx>WOVv`SVfufi@4V0^(*CCJ?Fpif*1VZCW-)Qx7`C zLWp<>i2JOLamnGpy-FjqS2DJZ-^h_o9X(E}VDOW^M=elOO{LBk_g>Wjr%F&@^OT%rEDJSA2^>5S(d9T~U) zJ|G<9GsS(a4uA#@E7>6G?-5Nt0Sxf~6qc-)FKc?|w~s3|Ey{S3!!s7xg{HhM8sOX> z=if!l&#W$!S5OfB+D*4AWh6HJPPC%HQvV1EpZp_|K536%ylgWqE?LKsJoaBr$`bTQ z^|&F=@NB`8X8#MunS~Ao+TZD0tGOhO{PXE?{y%cK|INMn-c$GGhnFF9=i6IwWZQ(y zhFbxq3`Z~FlmuoY7i6a2F)6<{Ag&y0iGv86^@pPt{k*|dW1lQD13`Q4VSp>s^`rj=2?ws#Jx+AAQuN>B5?o?eVJvc1+KjWavWN|(-sF|FcQURZQ zQpBt=e!Gp?xCYGtJV_hSpi=`57u2~@X2&AoF-&6$h;4M-0S5U$Tm2rF#L@k-t*{-@YYY7Y*69 zvp1+}P1~~AFK&2p+%BgbV1jXbOUK}kWWW3)&k$B2tq2}wqJ=~8!4JtN#%(w>QeQ$A zM@nWmn&r1_EkVXdyuFA%Tq`kdDXLsVy?BwSQ>QNLTa1g;;v2+)InYY_jtuI? z@lYAjY!R&9IHWAx6V_ixc6nY})tEXq@vCFqvC)#Gl#y%Dd>D7SWc_=8WyeI$k*I>| zLGh}k{i%+98@~@0lmJo}J{?)Jiq})xQh-lL$XL$2li$MTE>*IV5P&{vqU|P)Ba|nr z;H77gxETlu5FiqiSom(A`c6i?a10dLs29)JaUw-3|JycwxbC8Mo_s zW6xZVg)oA`IX_ABX3RZX`6Jk*vmfm!`Yz)(K7AYCKW~Zc(%h!XJe~XZm)18gLsO1& z0U!se159oR>)hR_cg$84#b@gDhMrwb8KfM7Am84>q5MYgejGRY-~k6xtZfi0H{()E zwC8sX?G9L>?*@t+U#ym|J0p6oK&TdEYUIFuDu;BYUQ}+dErCiFoHEy7D;D~=%Im$VBq@5aXDqn=G0^>t zU^;*oV?)2!MKzSRextd2Ixf*d?VL(^XB8=5z_4@kRDS#;jQ6CLdKS; zQD&SY+s4A1Z3*0ivT%A`2f3;n#- z#zq%NV7V|i`Ir@z8S%p8WPSEzn2NZ0n8x?bb-Q_->Js3?RF@D+lz2DjySB1j`QUt( z`}Z%_va2L(`P3XtwHE~W?hqocNJ8i7ZUZE}NRJN9y?W~!>q~_;KIz4$qg5LdT174u zG!BYDCrziZKx-XsizE7IIzvuAdVRHl=^@=MKb~g%54!#X9_zOM1ID$bL?Wf6NM)Bo zh$5qiQuZz>nIUAh6lJACMk%sa_8tj|kYumyvPV|L^FCbH@BaP%&vXBKU3XV^7pL?5 zevj{Qd_M2>+01H1>IMM{KrDoVs!cYK{XN#%X;nW*EFVaE+lnEm_xI}KXeR|$GKR4d zH8Y-&+eq86gdv8gqDkZkBzvwve+YI>J`2f8fPGTSOpSK!%Ejm`JP9&~lr(Hdj?@~5 zR=*a56^*FxR#Om<8m{zPU?=XLo+Ut`c#1NS@XkZGyZOHT31F+gn(~iJGPxWxDLutNRIbkK*a$iSUBk zEXZW$%e7(9snYXn)W`KFpcO&#i2xg)4oTHSdPu$nj+rZX3Q%-sIBc1+!~|_3heVm@ z7GaKfgxd(9LazCUxP@7C1w%46W>`47yP0gdiq}z`0ur21fpp6C6!7|4L+Q2pO&)k|tE?HK5M)y+>qFjA1dCy8Df?b2RM{iH3` zwLC#4E)X|CJ_OgKXBuqxc!4;$JmXV;&?R^<8w=lyyAgK?7mLW-!IO7h@ zit(deBA%LP{Z6hYzh+*Dja56zx)(;l4e^kWl+b5pS@x_a@ma(|36`b|Ee?^RMb{5n zO~4dYSccK!+>Fcadadv|V6@&Uhziq&pG&?iLiqJ#Y*E|Lzm(wUd8-;X;&QUp!Rt#& zjSyael#0On2I|LbvnuV@4gQ#Y$kn`Xj$g3z>X3C!leUmS>c8>}97t<2pB=*08ZKwN zY?|miBkn^K$A7-$T5H=r%1$Z<`$9p+AQ9^(GC$wv{P>F#jtp)AcpGufNwH#&M|jV% zWoi@es*DbrYJEMKzVGRCYMl%G;9a-6N0-4@cN!n{(VL4VvH9fxowCy|#L@03?1RS}h01FPomrQihsSeI&Vq@TFTwxki&lr-!F{YmHkUox6 zY$G0}VyuIQaACLyH>+rCbHnGPh#HIzp&+dBy7`*N9ezh=1OvV9`y`TjY%+7wU1`tFkO@OKsH{W#sK{bHyH` z2@%-+i!o#jqs6=_yrt@xG@5~_h_2vEy3ib@eaBWPPXbosuPER=C3x?~^$#TGU^C%5 z@#kkag3|8Y9BC1_3`U)-3+|zyOg8ZjK-(LM2j}VQ*Syd&fqGNDjfn9O>nSxUb;m{%>9t_tfoM$9u3Gy30qr1 zB=L>3EwBfS=1nQeGn=z4H^*`WQipi zqa{wp`0!lui0p}S) z`tlDbEAKuS5q4nt(J(=_NzCn#M$#J)LZWXe0`!TvNl>|O3|Yt}T%2LSH<`G`A-yqe@vuc`6aM$Mb zPN=MmAZ5fW9!NC5xg)sUExd-UC&g@ZcfhNCqp((BbAiE(7ywZ*7bVP|gBSp}*?i~7 za5NvF4Yk`LBtaPk6wi4fsbz#O5iF|yQ zIl9RTF}+B8U5_i{KLU#+4LH71xDS&7I9Do*0F_0>;~(Qp@dJSf#W+!SH>lidyMq3m zPiS3=22_y5EkNp2)LFzX!Zp2y8?-p`h{h);SDV{>C(Q=56S0#^&D}o*Xpseu%L_iA zcy91f$XKRI8dl8I0ntsY<^Hp$aGi)_3WRPC&R{s#8Q^VHiWo>Zi+A`5+exewUnoE~ z5^m=|YoKt5gCqHmMD&G2PhY%HHa~)Xf#fEfF#k!$${YhF2`c#`jh1uS(1R!9%cFDw z%xBM?BXHLQT>agUEPo>EH3jb2KReTwUNJtQrju!_u;{$I^Op`O@;QMR7oKjiO!SJHFWOi1+W zxr$~$Wu-7OCvv-0KQY(^ZI>G+Dpm4h*Iog=Nd&{~+qdZ8Rc2y5L{CMed%z?BeTW-~;{)O!P^^fxe262VeA3MkOO7y;G~#mCPZN$7X|Q| z#6u65AkJD-S^4VO-D-x*rk1~%no?0w#SOGV=SzXq({*S+v3k;6|r`EX18w-jyfEk&N(lr|#Fuy}GZ_*5AicS7`k8A(a%x|OK=E@RzyU+X*W!1AK6 zs|(D~u&(fEPtOBvsrt~1l7VIf?FH}|oRoli1sfvJEH^lFNgU-I>YfQKD-WTe@rCB? zS~apW**&Phn`R%z3I9O_9`LD2JJTR_FXbFM*9jy)bR#iS60Yfb2Wkd`RL7O$owugF z$I7N@Fzyf+KR+F09Uq8P9LbkG_crXI6|o*=58WLuE@r5hCW;!0%UsY8!$p zmBhLzAn51;iK>T`9dDl1IEt$D#o`BP#;^=lPtMMMBB4rF9*|q!9Fo(sM2#|15^NcR z4+gBD3lDF1tQ9^iIyzEBCgzwyA^~+8CvPI-Zs(2*K7lc+-6dW`YV`(1n?qrC5(8-wC{qyMOCR4BE`N*6-!FEUr#6eE(K7saBbWWEw z4U6w~-m^0xq5dI>W3t3;1m;8zZ&VJb_kd$;>1>?&!}$f69NDxD@Xa{nWl4@mes}?` zHH#0IPbw#{Rbd;RrTPJ&9I;viejL!uH1~o5nU)-Y|FRcX4GrHybwtW1TvcyyD%;V` zmSEE&DT8mbvUWglL*#KdQr=_aL%86*#{nQegNl4rE= zck`|!--H3SSgzg92X+Q8?-SQ8>(AL4TyHEuQiO$&Kbp-o7&wVbyU zdEmU$M$dVya&K6UH0yY4Yr9=80QClCQeCE0%776BMF%>do!I&+<9VkFH?GO$61SJo$o%!;)Vcfk)J>m`@3nr@8G zwB-F@^k9M70YNqTA?BDb3q?kxaQ_1tebYpdvcBM0rqHG1sCga|_ z55n=u=oz-@>Hk~UUf%w!@Ybc~UJI0#CH1{!n7TsnVFWE8_UVGQnRHU4=px$!3Rl8` zL(w05D~b8~_kNm4R2LeN^Mbobm_=64mdYMqMLV)(90da#Y%wHq4tXBPGrUX6IwbkifzwZK-rM2wcUld|2q;i9*lZ!t^~%bUAs;YD3TbT!F(w*oQY4|dRB0>W`1b?g z$V|rOgP8NTi|2LO$eWOocG&EXcpD5^KQJZTJ6u=P96X{?z=#;Ay4h zBxOZcFe#kiu~h1 zC1a7{DJ!X0jQch9lUt4bj?SHaDBsE>Av{@92MzBwrz0WN>jLdl^ge^l?^=}Ok6ig) zyy^Jsi}%HuS0BE9j?3~nRg5wxG2wd*xuV7<3B=u3aB(+aU$?wboN^#TgBgSdMCbPa z@~LHqLVa#LG<8lE=m?(-WTeZL#J2-RnT4n!Z{!CCM3bO32K*Ls)SJln` zh=hn0lqm6(%`_7lVs<2n{!Pd#kG$fwmBz_o&-KLU+NjeMh|1)fbLiY%bI8L*qOC2F zq$ofEOgdJQ6oj}~dd#tsK{zAu8gFzQBuefKoEk(sM6h)96{j%_9+fVMFTnA!nh>3k zd!zitoPu$jE!~9M1u#!S3Rz);!!V4d92+h;HxMrrAIXrBnSdglU<&{&)|-1NZ(qBL z2-DD$`$C+Ir4B(iDIG}88piC9Mh*Eyc$Ns*O^9XyBv8q(d!=|i{SJ<;GVF+35#WmY z09lV4NcNf`2nxYgLy%DfHsdbxWBY{9ha6WL-2qXR zCGs%IxP>MRZN=sX)`Sv}0bmFNT+t@@-M|o$0t1RJtAX0uBS2;d5kj01_&Ao}AYBt%JR*-2&(BQNR!&hvX7L32;|8$qj-GQrF@yNwtSJa}Sg{7`1zt zhepErF(!x+<4A>mG(4n6M+f5J0NGT@00x3`5v?C`+bXTMZ{OZ>;t^`?A9(7?zy(4g zp)J~ulIt`wC`hI%0CEx>Bn>nHz6GAv)9gO;2=yWi6miRdy@Q&rP|AyGrFg*y;jurT%Ep(hBxo7^-kl>!)@j4h+_C3N5ZLp3=jzW@c%=QLkMr7Mf=Ay zi&~4|saOnOA&bYb1(NYWK>?XJ5%a_6f_WRRzye4K2dy76#kx>``NDtmGXcL6F6$)R>`?54YH&+CcD~6UxAu)_pt5~bJC!koa zNYr?P)&&9mB9K4iIs zWS;)#mr8N}^ZA$Ayv%GT^Y5DWoeV$Z$GJwv#cCBcvad-76fS|a&A7O2ObMKbCP^r! zZ^HcG*!*(`9w@4bUpDK=(0~#Sy{=(>WJ+r+720qK+83I7#Y|%x=K|?9%a*6kew7uv6NXk`-0_WAS9VGW; zZWXz@9UUE6U`#RM`yN_*!cRehn9`za7wUqe^uTq|B7BcDI&7}%@El+~s zB1D@wtw78r$auE!Lu-d03`H(8u8b7w`}JFPA2NURubbmvE66<@cpB}W7`J59zdgMH z?-jG(caa!rh+DXahz$&|P${0!_zc7Tkr6KpLt2aTNfxad8Ja`Vm0-3=H~H_jlQ=;Y zB%u%)#t$%flK3VJlzReP?1j8YFcu$)E=GoeH2wn^cA9)$i=!KX)}RMUzCCdT4~cws zz5#L6K_+wrIj4|)lT28A7x_zUOGrq40Qem#$|;&`2?!|lL~ZpYM0gwETWKJZS&y}z zQFhy{+M4b8A1BKHD)Zodcz59tQ5mxioycqL=TUEVQ_76u;7*?<=yfU;XG@JPSn>!#RU7FRm$?W>rj$yN0 z&V}pp*RCBPjR&;ZSCC&qLYd&%;WF>HJx(%YETO#gU9g-n)=(?!^C}!EDmZ=cscj!8 z#T(~V{~i4Ah4$Q;6Sus?8s<>>PX){xU@a(^%a5YZcgnI^M|LUbm)GjeGH<^%6JFchgNHXl`@^ENo`=U{cf{rhu7ohu zpU@a<{L!V6zcvvq)YW`F}u99CC6 zDknAl`u{9eTS0Ou1W1~Q!ooSJnQY^h>*ytj#eW7CClqzLb^FQeOpHCCW9(Gb5Ej}y z@xsG{XLaxEr}p-eO3@5zer!|EB%=y)8fI&EIK2L_VsB&Ev$6qtI{8n9DX3OJd^*{`2-sM5^YeMa`GXG;i9n=?WF`l9EAl zFC0UEG>H2RKC~K$j<3jb8)gnpu(^3he^6#@!63V3meW~ll-oAUcgA6PsB)REDbi!^xafln|EE6~Hq}my!w3g=R8HF3PFg^L zHse@dX}UD%1B}L-3Zpdk@P&wOYR|RJFuv5t;U|ZB`z`#h-LdO2)p#xNaj+*3z_HgF zr?1S)t2H9}lQuiO_S~m6%~^;pQfmJZ+slXB8P=*uyA}^=SeVIq$9I^HzQ_PY(M_8G68_l)f<=mMp_JXJ6l_KEiL&ifBf3on%nl57tb8rS|%#0{)!f^ z)%v23^_aT{J|$SQUUPXB!a9+Y-Nx!-u2nO1#>mJh+oqzxUzeW+M8lj7LccQR#XlrS zrH7aBanA3d8;c4|uqhqD16l-YDo6s3+3ai`c^!Y-zSyjCWFN4zh7HEa ze@xO5i{E$$`uZ?U%%b2tmw0iSA?~~XazOMgRhxRHXxk7|Zq*wl(gM5-ny=AaKT!#4 z%^4GJ+*E?>=>PoU{fMWo-L~JiPoPb{59+&8#iqIu6MR>`zw)6)mMXSp{R3U8wu*o*J_MDU;a3MNzH z#fNE0{r>botvVzY3S%0m(sH2-TH?7#i3Lb7SC z=u7MXw>*tDVcW-+9ESIE&c&A7pT}VXk7V!@gg$9!TdgBUpQdII$w~@Yd4J!>uj*Cy zhgxK5p@w{ryl_68z07kVYSl7U3fXw z@u~Ytl*%=xp6_YrhMOIC+_;hMn53TIUDu_oYWX-)V!vm8em;mrocaF-mSNeLuiW3K z7<0}lJM!hW{(1#X#<<(*JYO!I&;IqIR?jJUMd=7i2O!+a zuP_nQYDbpFa_R9=<2n}6WUJ}*?;_QbXdVoDmwGgl>$`zm-}>H)wOrd?@AtRPFEW$e z8bHq&zT*2B5?}N0^3BvT);#d-<(wHU=)aX4vwr0pm7j0avSXh3r6{K?vOnsYhldU? z4^MbY_{$-WAg82%a&~+jjf}$e>_d^%_fJxY)un1}d(Gg_BG+efIiIL71%JwR9FrLC zaD*(#jH}VKC^6ryq*TQ!xBBx4znQ~kQbnU&a{niy!#&zt`1#ZQyvDQ@9rxqjzJBoN zDll7k0>aj>1Warg)cTgV?~Foa$?JT#U5iHTLA_&RKIr;TYCQh;CEN$uz3CHM|96F@ z7d5!6Tqi4nOU)v>{@rym@k~*pLv=Pu>Prlf=K}9P*q|d+ymF-BQH*2=Fp7Vc<(K`l zFiYw|@Au*LQ^AEq_&Q@qtMrkWv3<9-{i0d^p7urVuTc!Amm(i;?28w_xw=_n52E}= zgyn|x7Uz!Tf3L1LmL`@@{qw9+P61qyUTr>FH6`X}p`kVZSxKz1_x<98^l>|Lrw$4e8OsvPsf?NIEw87XUZ7gI~ysV;rS4pX&^}t#Sv!?vny|!aw?g5bn z_d$y8CI_L=KP7gU!;f>4&$6O*MT1{DSvw4*neLA=)T;21KXypz7k8ms%%}rUiCKb^PeGjm=moY~{6kJJ@1w1U9A4 z9;SLC_cg;z3+f}wZU3xI)=WQqCmsljA`PYc3wR4vE>BW7o+V#BGc4wLa#_S!Mb?I3 z@-QEiptdKW`rY8WqbDcHpU|~;E718;l7*13G&La<|r@lzh3{k?Gv2hO#xj8mKLYZBbS*Pfps_h0-zA? z!lk9Rc;+reZbj^d{=C^_c8P4Osw&5C9b0h8;-^{MGKc1ORs8IzxNyjPFGf|sUhr>X zBx|hU{k`rU(dWLkp6FI{8j3x-k&(xl%P=Z`d*;GaQaFCNTgcG5@@!pw0gsn+Gy0!n zn$J<@K1PVgjA7PBka1Y#PdvCH@J7D=y1h$0?8!fSM?Tl(q10GK$Gq!fmxo&%&u9;; zYWuwr^chVTplZ@Suq1KjpQUsw_w0T;%dILuOeLQgiu_Dj*=-JS)b1T{xTn(G?7BZ* zJAaj9#cyBK2N&XV>}&LKE;bR?g^*^UPLmtO=X47+qR(%1`i!tqERg zV&_eqd^n?g6w2=sJVrSqpq3$SNQUACLr_*5lzEbw?W92^55!4K%kuitL>^uxF~cD@ zcTvj#r4-z=JYlnp;7~q0I=XLUatW!Svz`p@^HO!&^!Zm)!NMVz=9HSz$sv}7O25DW zo>rR6Q!}UgDwZ|uSZs&IbQAN2CqH?AY)Tu^&z{uF82*@~HPhADIdXEDPiy9K=i9oh z#6x#K_x?EM|BZ-kPY2YTa@0b+o#ls;{g|KK91(1r%NNR_84`NzLh+EL1 z;UBVP5%GI>{jRi>fkY7^NQW#NGDDWIH^_ zI{WI#K)z41l|p;_9Y;>b2n(C~PrqJe{7v2ocBmNEKN76-!hg_`gMH1ylJ}<=>(6I$ zZk3K&)yf3g3pvX(q6JaA}+VMZ;pY!T`NWSzqE5v^t zum$mRE89&Db)irDSu4$qs#cM}SMuk!Gx~|1{P(PR>i_!kPUg)Ng{I9WfxInkj3rlZ zjx0cr2KN>PI7W2SWQG;VIfT%06$Nm}=x;`qK;13_{H7o?E3SYJCtcltO%Y1!c;hE# zS5Js}VopFi3HFm*tgtZF-LNOXzW`qeET|H|HA@t@ssbAY;KC%4WQcO!49JfdDoBV9 zaT>w?ahlVwn+V|G$c4~nzivAR^mSY7pW-UNd#CpS=U%eo*uHm>h9ZlXFZX+YE^c9B z$i>x1RPikiM$VKfB%6bUY#c1LO7d4hTWR>si@H(JfrSxO&*Z!+l zbpR5%)?Q61++p@YW6)EG(b7K9W}3mYQ~#Li_-?_93T}~Cd!nij^aM$6M2MHTHftE? z5hjI0N;ii2*qMIXCvQY5x|UK*n*VYzU-ei+da9w6MYDJ?z0$G*p4jm}CePz5_G*4I z#Ws9=0|KkZq5i-uUZSH?9jMk7ohpDd^gI!+A;;wM&IDlK8m3J*k6uF# zDH{-Q*gihu6IHYyZ3GsHmi!~EX2f_DBJRxOb7GPbY(zo}8e`Lzw2kCvK;ix#S$;su zAblVbA$%&p&4lx-%ufWIUxcq9V&yBKDz?b_vf#a;g18U-89E+}PQj!%mLKr4NkLly zwG)X_1vp>R#~4YDAY~*>h`E#PD{--x;dS5Rq?Zh>C`i72JIZNlm)rD5;-IRZv%=ZJ zi!o**A5To?Wjvczw%fS+g1YkkZ4(2Q`-BtZ)IR2 zj4@$j>*m>64vaTz2%bBOTA=gAUon@SvMN_k4J@&ng8Md7+&s|5+LCGVpzHL8;?DEe z>b>0u_h8D@Xqzyk1emgO1$i|uF~5N1DZvp+iMVwHvl1^enU_G~#%aWU(~^OE1j9z~ zCZtyoQ_5iG(RkS|i#I?v;Rt7fJP_(8WFk-@#umZ(L=;DqfJEfs1kE!fxzM6!L9R`t zCfF;xpc%??n2xP?X)z&E=>N{YV1-H}rt1Gt9?30{h>F5|7Hk}3Is}Q$AsJi;&b_>g zr-F?87^n$#Lq0EbSwwY=Oq#XOA(w()N5|q_2KN1Ju&vqT z;Qt?v2tiL&esYG*Nub}zOJWfegY?2DHns^Nx>4+4=%G&P!!N!fm=ZJhD$fUsjLBXe z7@WokU>!^vv2gpodgTQb_YbW3Pf+{D>oy{);{VM9-I`h`_6L4kIh6?%7P1Es7#N@W z`K<$AjR$5m1xap)3c9wXdZno=#d8<65EGvgE*AGpDxL-vm}NFcvX14J-Rxp^V`4^U z4~vEmTOZF&2+}WL^qpJuC&wvg`|R8YB^u(*D8u+u_QWuUQ?zTN1vE=uoh|;A8lcoU zx&2@d-`-iY_b=U}<<7}$OR;7+Zu#eaRo__8z?%#7WR;_?%#pT{boFvv3JSb#IW;@G zZn%x5>9vj{jmFZQhO%SdZaIogeK|T@X;h?|sQnnyDH26Th{dBdCmw*4S{Vcet_=|$ z55ZAamaF}T?x~l5iy(pjPnZ^(iB%L3K9jQtz$;Q8byP4#5}EpCUdD$FIv>Oz}Z%0~CjQ9DeR2Q-nZ|^>sh|Z?Rx* zD#0lPhJEz_kylPI^}rZIMklW#!9#t|nyO=FdA*vPFClvwH&L71gVJ{&R9)KA(|1+Xo}@kwu$-F{{wXKF@40>W>DyeJhwG>x z{ISi<-8`yR@Fj2au=R$~;f|dntr>RJfvv6|xU z(M*};)u+^twie!L#s0O9rQqS^(;E;*!%NG@Tf4V)9pl>rQP*;>ic%|KFG9g`R{#j=FE1vGZ zljGx%c$~@>kHlLb9U4L8--A7|x^#L?5!rLDlv1JF_yN<4#Dxn_BdXz+K+XWUug{jj z{(%H0Lu(LELFRF|vDuzJeVR<6h)Y46L*~Q1675_}Ty+=vxt85;hgYVT4M&@~t&+kH4>SN9d<(By>pKP(QTvpfP&&1;*T>vOZMBQ0T$ zjnxq8co|A1g)0@Uadcwg!*`wRyU_d+V9P1`)_huYH5c_B+ETOr`OFH z>x$O$vGdNWnCgNgUNZcNBr-e?R$;)T2L!Kyd85dbafIm;l$%Ge>e>HJ1}bi(q`Zqz zeoP;~t2N83%IQZ^u7%Rc3_Iv`;md;}mt_9I=tH!1aj$s59)P($eXYN$ne`~-Zx}`x z*PDsKnnY4fjF^Z}C&38FBj~sK+y@IGiGl=-3|WNRhnv=S??MlO4f_ey#BA*B5p6H3 z5tUL(Qq_=HNi?}cr`fit$shD&7aB+zMMdujZbU%>TJ!$|bouzr9~AHcm~vRJBYlK< zYH!*fYrlBWv+^}XfF8CpUZO7lQho|dJw4UX0;^K{wZl6sg?TnDEPH?Q$_swAan%xJ z>)f>S^U{Ynls;bNZ`S#}-XNQQ>dLX83-2zniLq@scwVo_FMjvj!sjDD5=9Tcx3Igl z+2V1(!g6*+N~BKV+miWSuCIPMqi)Pw1-OycS6R1h$)zBJ@s3_wIo~Oz$2lDeq35Nf zrhT}~bCm-&?-HT-_-Mrizo$26GucOOkN|agt5J6InDFqP%u>C{r}+w z?J+)%4A$$yz+DN@hwvBsU^s5^=&=$%f&b2Y_S3_(;mIu8U}e#YG3&&Bf)TNpszzcS ziRc#rMHm`L#JG2Vwh0@nZ6#m7^XPi?$Jh2zHgiy93O}ZhnTAIro+--v28WJvWJ#+wYiSiS_-R^ zcMv)pLuN2-+{)PK2$4exYG+>Ff&}r$f44hs*}aD1oW0BHmQ23o4NjVx>s1q*@6L?0 z=vS0%R5dhAw`eSzJY8Jt_vTu+*^Bl9o{XjO%*+};!;b#-JWSl$=GpGBmv#7Uk%jTZQ<`14+OmL>l7r$nh>BB!z znWuN@b?9A`1kKF$rsjMuE?P+z&1SYkEjvp&sY#VA=13FnoGVCa(b-~^sJ*YKhOv~> ztG?iIjf8sY0spv%RRdQlrnY@8JTF9Xs(N~L+$7*$^*xooG%=s5IIM|IxKeP4>Y?O^ zEN)iH)%;1ipEBBIpN3ea_Q)QXl96iNPDw@bF(J#C-kNl+bj{uT&kF3BqdqqdGbzOi zNk%kC#&DN-;ogQ1$p%&O=cNY0)uxc&zuK_4T(43BPzE#XzJgE!q@EwDuNtGB!6(j(_;1w-4CQSpGcK#k!;KM+*ykejSwQ8BacX z275-eLMKILqz#UqOE1KoC7p|&I3KOBXKF(ug`&>^oRQ2{3a zjc||u(xc$g|C1K9w3?mOnBv`C+n}YQe5<++tyo?~ zPMBHKrArt){+A7Mh0P=ySzFr1b1#Ll*LETLb;q3+L)a$}=y>m%gjemccN?#E=zfh( zJ05&{=O@JjEqaQ2+b6g0s`(5}o((q8wu^HLBp?pqPbrrcgp2{uH*9jHA*)dQZC7FeUP|Up07l)Eh!TKxX`7*RwaRBAKkW;+^6Z3yuHxS zH@arnU07mIL;S|#Ac5pIz9#=Pt+RdUC(X91sXP&$kgq=qa%;x$DWUlNq|7v;!+x?tgPahEN8|1>^<`eqSyU@GKwA+y4uGH$eO6S@X>7zRo z4xAC&eV&v(xF_g1P^`2D>U@K~NB@QmVT$!~p|_iJZ)_C(bfbaq`j?!dol zBjY99a)x!%oJB_Wqm-#mvaqC?*KT$m9lpQyw1Yv3nDb%Nn|zx`S#->I9(%Ll(U!ba zZTn`!rZ>7jn@990O}|m{Tks(phV=*swHp6&_88SxB||_6I0(5J$G%j~_ue`*Nu?Ca zBdzP=d)o$}Tjqu5m*^V>GOj6tSm5TpU)Whyy@cWwA$LO!!ltz+cJKss<^^1r9;k1y zjWce)bBB>pX&n@h$o&x7_x$tCo-!ycBOn+H|8`c0)y@j2&lLnj5w92#cdF?*Gr)84 zFVO7kQUBdYJ~k+*fT^KfcOWe-c=kj`{_LA}j+8hqYzmGudon`m^6!k40mHK-6A~_2 zSw}=TXy^L+)D1kF7+3*iY9WDLv{O5~bEm$vOiw6QG{VX0$x zPq|;eb4PFO+`MK*)mbeH%JJuHdCn&Cj*iZoX16fA0{>twS`HndD0->%@vvd{+PJmv z=a#Qa&(bAwPR*3e?(cUu|Aey{fVt30yc?qZ2&1Xg*GK+D{D2+%w>~EAZtrSPE}3So zarRULDL(DK`7xe#-%LZf98X4<|9uy!P11&}tgQj$uJM%FCZ`-E$8EgJkSY2*6Fo!R z)1cR0f8BZ}K6w`=J1(CM@ho)z?YTSpyC!93$yk#5T^%j?h3sqGv-X~nd`yQEcJvFAr; zH~&!IkIsqmoS;o+F;tk$lZe`|kc+wC*^&*Z&)WYRdLq#XZ9F5;f57L`uS9xMnv zdl2$f{=MPue$ylEnSD>6a#XvEFYI$p3E?1Z3zk4e(;WU zBG*a(&U}hWWz#4B* z)+t`SYr0NXJH{t}OBq^(qpsMzp6yo7H?7Y@biG_2zDe9ExxLMYxN^1C4s8v6dfy~_ z{;N^CzvF0#xZTFw+0dfpr6!;Dh4cDjZ!aCcxqpwW;{G3VF`JIt2<`-q@B8A}W8D0A zx}P(0m6emYxwo@$Zmm~Z|6ps&MdryV4^v)gX->>bJbfc()jBeP*kqKI30L1rH)@9G z>yWoQ)wW`k`u-fRE4_DQL}{&bTGXS=B9uhBVp?e0Ex4e$2SN)a)9V>eyXmO$$9r0> zLmkt4-3RV&`lE5ZR=o7@F&vy0Nd)f;Z-P=nGrx!K;2{qm-&FEEbD#23jwe zJdKze=(8IqpE|Jb>d<{nY0*koYj;a>HhPO~z#bju?{*{ZqjtAWeJ?Do-IvFpnQrvx z>6^0g*{O%9tjFZMYK_v5JM(UQvMBjt@b~zH@8z3?=1(h~Z%#}y3@~MSJoS~x6dhxz>$h){XYE*H9id{K zoTRE~A8O3g&U@iq+)YPMAM=%aKjlN|ytxPN?rqQQsk+kAJlFpf%{KieRCL~4MNMUu zOM!oFcK@eqTLniqXor2<$HVh+bhGhwx@YmcS7rk`^PZ*;=RW{q$$(nds(4lvTbt)ei~bnDi8)w1{f z6|p|FRfv`=e3%au8H!4!fM*45*8lG(_fE-Q9IZUx$d#MRl@AM)u@h> zUg1G-Q76)MUJE>@=dIs$lYfa-nUi`gg>d7f#et}BkyD(12hJP7xbp3y7*HH454ktx zTqX4(yUO$Z-P(rc`}{*p?6ZR64yozdo;_RmB-V+fQT?IB3+eqKLy$xtcdKhE`bm^+vo*#TGGzl=g!&AX9YJg7K0=ly^T9pqD5FyR#c(CIJ832iPr}0JLd5RuoY;8Q zHsI1gML=Lc-Nv(LvR>XFHWAXNyZff7Y~0uWba*YR=)n3H>q?*6J0in(1CQ1*>8k^_ zKbhOt*~!>Rd@pPXcMd+BX3@Hu+@E7vkE#i(T-CeuMmdR* zXdQAAzSM09$old6J(`85&OGO}wJl!CN~x(yac92AezF zb*wwf3PX2z-E($SmpNcJ)Y5GH$7sr8!Djhy`$d^$;$b0aO&`eS5xpu_@#2i_Rv%R! zRP7^1T32#s_Qaw)i!tV}ZwD7g^jNk&Y`?nKk?sdr2m>xFt1pFw0#lbBbITjEp$pOJ znrRlyk6xthCd8Z1mt6!?>@Yed*P^0bmF>Oj$?6Rr-(;Gr`mpz;Sex%<7u&Uwk(aHj z*szy@o)t}yj!34gzQG+3r@p@S)B%@{`i4BaSIH4ro*j8tG426siOW^@zs4FKO}kOw zHuJ4TMkBD#yPWd(Xfsm!*B5{6>92A-|GL1vn^j=-t_^#S2r~!pUWe_l3lG(m-|kC0 zrixCXFrgl4bwxU{yc1R2@N)CQ)Ld5epC8LhAsPa~n2}g8_KZg(!{DIeuxWM0vr`-o zDQMmrX4h>u8gtWoduoj3>8^_Que~?SjX2m}xH8^bd*)12YIE}QrpL@<8QV>m6WDIN z(>S&uUc;ivTE$xFZ(7+f?UG-Rbf$CY3w#8Ve!>Hei9?TF#(8Xw#8vxmMRQ#^Zl1f1K^Kv#=Tr>2LU>Q%(O(UMF`PRb;pe zqxbH_7~X+fT8tKZ#2yBG?yJq?Cqb$zZ_oVRt-uT$S>6+oW zzhiCLFTae<_S_PISmLvSnrr2epx;+g)gLvbj(K^O)=VE(xfLln(C7c_Xm(S>-~_Fz z;(_PoRi7gxVjfjYN_Ia!u9N@Zn2^fRBR8V*<5;q_W$ZQfNzZ4ie>$*}IdiK|Qhbf~ zK|0ruTk{Gio?qhqvq46s>|^!!r53q_$+ z-7%{whDX#6)WO$hoiA@~8kwpyOOABfV%hnA@Bzc)UyhbDBPZQwR|#QEP* zC#$xdKjE9Vk<5q+UHTn0-_lr6HXuHm&F)cB9FdObU)^TAy~6odtV<_7RL*G+ZfW+* z+5wGSvic+5UrQagrg)sXw}rmR&KAx-tNyXqYNvg+jArmqbPVSQ7Rn=skI5|G^$WHz zDit2-EB~B|i+xLznmWDjcD@Vu1A_tWqjOH+B*JQUe9)(isyuyunUb&2*0r(o#KYE} zh=NE@QS$m_oBN?-DL%RL?R^I~KxRF0kskYmP@04AkfUvX5k)HzJl>=&) z3$|~H$xUoso!V%%$8nKkOMx@p-B!D?`|IlDHjQNgZ!JmREJ52qt+dFn_HsRl;GmQg z{({;3u?fWQTEScv85K3q`bzO2EP34s2kGm?pi)Ffbs-|aCoXU>hEuNPJcYYT9d2w=mzW?s< z*D2kr1v9^2($lI=Yn8_(?df^`z21N7o}>AyvoZ_KE~d{FUr?>v#T4f*ZE)+>>^92v z&+V?)m-bi|`%>zLhK?3o)^(g(yFjz&Q{T+{r_$*egEq>B-J0D}+b-%V`Swk0%FCQVemVK6BTR5# z^XKWFWD9@3*+=oPse;#st|QzJ8eS|G@7Tfgv1ht#T5r*Sld`x)-!ALDXxrT4s;gGn zbF+N73-KBQBC~o~f+K#cbP8XR6r2i5zgF=myuY7*XP2>DQ$~z!?VJ^OO)m_U8s)I;6MB3j2;X4iEKBU6vZc7KKwnKjXn^8R~s_wJ;H2$DjcE@vha~&g&zcoRL}PNhK8Qk(rOJGP>;jIpugntyTf_I{9q%? zm6`&fXF|Er-2QLVhTiiEP}}6NcFoJVKWGzRk1QNZ;sc$R)G<-x@Mc_dgySq?7ab@|(t+|FZS|v1;}nnzg@1 zcU`F&l5MgZKi;1I@py=No9-RC+j%Z0I!?*CT;5N2K~Jm9OH}ZZuBMb-C+#Oio0RPA z*VJBqQsGC+%(k@D%vcXAGoEhP_|8@8?AySK$t$rH9*4L-N9ASRoqYEF5EsY0_~R$p z3lHOY=X|(3bh#pk={&8g->>21y#b#;3mQ*UDf)7d$EP^r$TjP(>4((|>*IrBsh0YJ z^}6nzcjnH%A#Hrk>>TH%`8?PE2i@im9B=F_DPu9@GpRbi&AY;dQC==gh1XLq$F#;H?O#e&FO-|HV=V zI=|COmfi@&Kozt)SMIp29f?$#`IZN2EzXL>u_e9|W> z3Nn8UGvN}3zG_SlQ;oYlRemGIM#NS(_woG`+c5e^oxAKsduemWD#i5KBm5!~`?s^T zzF`w;Jd?mVaG1CiCp=ho8pbT z`WqHr&D)!W^h9n8)F~+I+4TPUO#jHjSgz2GxZl4;1Sr<){PE3YG&V0uG}L!ba{2qV zx1V0#>qox9tip-$&pwt5qdHTyE!v@Zfrp1cG7fhZhJN@k?U*1(>pFd!{?0lHb%FH{ z_6esWKB~X9b4gG&&JV$1fw0fjHNCWNe-RrSTgmizO8fbQpYsM@Bl`ZnuR@2jy0?D# z{LM?Qpsk^0iE!KOQTiXgH|YKSbNa;0+@;S|al8i)9{l$nUFF}1XA-n!MPaZ!!;pgI zy+D6zm7P5~CP6pa)n7fcXueSD?=NEBob8uurze{sA+M#z!rZ@vQY)ppy-1rMS1$C+z_ zg36aPL(bb~?0KkNmi9?@x#-Y!5eH$H94@nv<8@V!GhUO8i#c_xPxU!V9?IfBT{rD_ zWC~NRJ1r%-wRo%L8h3HG*pTl4j5dr=4p1| z!2@wzXSBCHYw%pt@NV%2MYS=QhKFnWX8Js`-?OCtFx;#ZNy zRrZJ1o@}z}m!(MB{y_I*;*j7a?Weh6CcD<>KYBFy?1lQz&w5L**$#>__BEs;1I&Zw z&fLdi0#)%ICiCoV>rXry_!_&rE^gGLsFaF;ln4q)cb6dD zgMfjwbazTgi!dM|9RdQ<-K8MiAtNQy<$!>6y?f5{yz4%9t^3bC>zuVbGHZa}d}HrV zZRX#bGj5zqd&g{T@m}b;SzsV&i8i6`N43k3QiiX;Ac_%48DOw|Zd?efJvx1kfKnzE|cJs`npsDT? z;AcK%e$TRac;z2@H2Y=0`;)AEe9yA2ZHiWo(fv9tO%H8;|EPWdm$?@I*vApZ?IV9I zsrj2;5}K;AMKM?buXwfisA@RsUcyS$G&wsvJ6#Yzr^T4fV`5@g5mdZf{k6k4H}rJH-)oY8({E9SDw0$2?Xjk!;nbUROl>FJ;Fy z>e=SFxbQGB@oK1>BM>DC5+yHrFV|INN3oI1?z6XlM16ug$fNm7liTdqqqX9zwIK2O ze^pqJ>Vk2d`5YyMSx-c?i*DoOT9LQ8+bCSqhN-TO>|V0*v}xxG9)Z67ZKb>??_-QU7U#sGlamt?%14JyUjCijkYS}V zGaMNR9i5>RndpX3v(jZBYT{rQ!{|^ZQlglf^tm~S3C;!;6B>rCrk$ovIg6ySg2WG~ zkRR0x{v7d?%sj+y{oc8-$Ho7Ofee4)R`6T>Y>f>#-V5)Lgau)KM<&!gxCoELFIFx} zVWbM!S_eV(rDTT7~W{&S$J7oh!Gvm+ZMjg(cj! z?lTNJJDvW089}-A3r&>guqe$Shj7I_vJ#U(b6$AI+c;rSE&iox--ryzD+zH!B>W%S znt6Gyf!@#N*~7?3+hbm~o5qG)%>iN6MaB6E)Tu{b7{p~~zx+DohZnWO zU7=Ok)XrVG>XA5OJGc9@*^~4vZq6y z{qB=Pc%!(TW|E%2qE07Oe`-&A1zIjwY}`oQAS*TSjB{7s;S!5??sVOJlryz*T};Ty zdh}kvb+IEZC}l78ei_Ofd~js8Ul3=eBy7rX$s%=fWMPxiv2;S7E0OwiU@5~RgA6`vxEDvRKh*FCF6uY*){P`L4 zJl)$s+HMsdI`Z}-`VQ;;#W;_oLe|z{^I-4yruyQ$^1@YGp>1n$qy~u-D4*zYR5$9t z0p>z$`60UTRHx_NZj8X~Ko^VbGw%2dyUpKJAjW3DNhzE-9UH~OkbKazL65uRq*f41 zRJVuD8sGf)A;hs#u^eJ$6tr!91g4cw4)o`99D`%qT1tImbcsE9uLG{ z92{J#-5tMMdp3U0Yw7Dn!>T*G=(6uwysxayGmDXmPbd-Ib|ckO$8!iN*stj_-tffN zq>1{af3c_UAe?$Sk$y%Frho4p`uJ}UU=Xd*TRr0QvPhjimpx&0t?{>a<9(eX!?GWl zv((;yhh+l|L)yNv;W_=dU3$_8PO{$etrKm^UOijd zL>{1*i~%D`4O!6194;*>i2C_0Nsgw!gjcRyIo;F0;G>ERvGZEEi^-E{+|b?9s!W~T zTEP?}`o|;jU_~*6JdVc0`7q3=tFUS#q)x9O=!w1>yw|p^dsv6F5tz!Aj9E}u4yHq= zR#ZJBj<-)Xmx!o6W>2@qaYQaoGA@*b1Z-_A7NhLE9n@^u?1fWB_ZRIZFn7kq&dQJJ z5y2LcO|4(s*A9Q3`QEDNJdT)YI4o#6>d9QF`;*XedKwv>_Ml?Zhh^|$Zs}-)>teR$ zh;gg#qjM)g9XcHq1OCKYnJ8X9? ze+)fQC}z5w&hc3P0^7{<+8T8ww~3nx>#1TiuekaTZu9J-ipZ~X+u>ZC#wy+YGO8Dx zO=oRPM{ZOi9m6rHOh-WgXvoigF<11V?}+m{`#R?U74S|+M$BQOk7d3R6ASx&7NykF zYL0w!-i{yN=%UPH4Fr|xqKn@{bMT#+1j)lIEXzqOS)j&a;x;V6nZzYre_h?tY1oQ9 zJFB<#PpefeE21o2$@Va*RAMZ@N?z9%)l3)NG$N+K0evRMyUSi*{n6O*|B zJ~A;e=}yM68k*+26`)sH(#AymbO?pssD^a5i3~<%f5ft)l*4IiaQ@c03x%kdINa zgrQhW8^yYc=a1j>qSy4?~W(vn%%lV?+8qh zi3z{JD5EI_?ceC1t-ru5bZ}B9Yuhz_fW*xmIB8=`ywO(j(cdurlFy$2>OU`h_glaS;_oz=^+(>lK=%M$NRC0P`fd;~0kGK(tpc>ui?+j zr!DO4R>1pd1e$aVL;&8FZA=qj=e?nQ3Bm|=!t_u5(@z%};9v2K&!5e|vgneFiiuO{ zW3c7iDQ*r`T4U28tIx&7ANeeV*MmBDl~4MF4z6$3If*go)I!kMJ1cVdQSM@{4gb=f zftS;|0d76TAH21YXSLo3#fxJmugJ-?M%#ba#mK)xhXJrpqvmz~xZ}^Ux)UBP0d{sF zd2}co;)`UAOg(1CeZgGXs=dKlj>y;LV?E&+-RilE%aSF%t;S;-dOBa0mtWh?c-*M@ zJ>43CzB^H$=a*Bjm_$*~HP{OheS;yZVM|loHpjZ~FfPp>eCQ=-PwHv~5t*xi8$6Fm zHjox}P`P&VM-rNLG{cNp3o(E=hfioZv!wVtI$KAV;mA2^VH*87 zncUta>U*#GdU=a>mY(ap573LRCq{NQ)XKLwbuP=a{EO<;{R>&PGHY#8l=e<6tJlSj zKGE+%X%(+OOVhK+=sgqS@H$&Mw}Hvq%WRk}@$|(D1_7KG|G+);%;PpX z-HeDG);%W5lP$IMML!L6mk1wiIe`}T&>*g9On@!kekIFoGU13H>(vb!|iIK^! z8&g_8nq97F3kc*Ot@s797fCwyP}QZ`Ra8a%R>Si1?xKD+Jqn&?;<~z5e$c1Bmw#_J zkWrTx46iNE$aoi>DZ0}yi~pMKm^aF1=vCi%?qZBow1Kl>v^-s~IKln$aEscj61DZv zycaHLFdB2e!|jI-Yf&YRjR2cVm_O)%MtK2)%@&HogCKRbkCmun(}3x_bGdQj0n_?OzRTd}d^!AGFq?QMPd8QB#kV^RRgE{X=%8^=Ff*W%_l? zo~~|wg3xxdbmt)}^5y;-Ri}ApQZr9hz)!gaxjVW(BjJ3qc4fF3a<^gh1L4gT-kT_A zfUyD3euvk``}D>A7p!{vf>H9ncCV9>SG*!GAF(3OXs}DDcyuK^96^91*DbIzH1tqQvxgVd2FR6r<3EbHeXA}k z$;Te{#+RpJV*q^n&uR?QWR?0oaUk2H(&Mx_?M>^p*~}$$gM1(_==%pRWGgr4x3%ix zJF401dhKvY_|J$jFz04K0iO5}Lu304zbuQQ*cL=aor2Ra2LqdJ3TLc{2@+MRTVK1=(dKL z#txp5y?J>44xwS0U|So}sZGbBS_vi^jxzXEm`$xlTm1NGCM>vT#F;rJR!;osM zgFv8=_FtkeyjS(?!=)74tu*}uw}-U8D`W45r!QeD)p@O8pe%zil;wSF7S{(?zp*In z%+x4(n9TYuj@OM zxem@_cJVSRJTE!f@=sj52Q`wrw+~6b1XO|bxAB7#6H1AYGK?(!+QY~58BY@CqHr32 zChq-%v295tl#L{3b5x~@X#FENGv1!iUpLQGyE0Csw>J6J|NX$&SSGa9o)~+})cJ-Ecz7Hd=-D2>x2TC^>f~J@(!h@lHzKbbnG)}tu*E~0oe0hRlroD9 z+TK>6M$Q+hx6F4TfLfk9uD`2vLaBJo;prQIi5GMJ%f@7bkRUF&UNIt7G;AUkPLCVa3fH%# zDfRD5(-FSvtR?|&uA6I}N6yvN(w6@n?hZ5=?SN9YUf*g$TGiOn2{4G5tS>=6D=)=E zGTepT>j|!&368a7>7}D0oRSy6umjqREZVrC;b05rxz`jPfq0@7t!j2~smwimrlI(2 zLXm#uEz+rp&3`QOdvQW&uv#CSp1)xn$8HrS4wZJO^A^l)B11wYp>yCii8h)xWuPPx zi2e7voYkt`KDOj@v&N8Vm%xT4WPvv)*#ynu|5mLMnq@2=`3nX8*|iTcYI2hS5RB9; z8egP;g^Zzl-)lnlS2!s-f5Ll|k8zP(&l`>H8WMK5WLBAu@>S1Vt2H;bn3#;W%EJMR zgTDGIbmGEO&life?1<|AN|yr+Zl{)z-gz?X$wK{l_8#EOp*k_Q6{6MOeRVQ@*9wzn zP2Oft8gfa_K|^+Z+x;x|&Wh8HGpS`&bSkPEXt8MholKk{+7vW7hDOeaa-d6;zRx&* z2FFX+#vZg$5;~cTv$18jbRy*G6ldSu(Kj&levH{jwXuan`$v41L3n0ER_bx7lZ~x> zzA_o-_sj-T{)bWo-pq|jmQf!k%MsNhR_rX!zHe4XS%UWc08w2jVAP}&z_E&@Q(*jn z>ll6wik=_MCRd{A%m&Z18oe{G)Sx<-m#^`@v=pvCW@77JvEI6rEpxPbgQBA&w^Sqt ze)L3IVnly`N99!SXON;3p(!6t46F^0FNC!LidKHm`AalzGRVgK&UC{?GDMuApoAl}MBv1h7`; z$0Aj}JMZBe_H>)JnlcbZJkg2mgcCxs=wo$#%1GvExSF1NEL2uW`P>xnxPLsAlSm^k z5%>ZH79vfkH*cRRB3&$OhD!zE%3m{Go9emM9J*0#ky9y1oyw2*LA}m0=ogH+(Y8y^ z`NWv+&MGVCCVnSd#@hU|;?KXCiLRdHH9|v{V^~tJ=oGvjk_NIMm7^Islg(`lyUCKZ zDa8fJzFaK z-vR&n z5XDWVv?kd>i^)!1Jjv{=jz~C-;S*;hUPjg+hRVxsHnjEsNkEP-zt$4aOS=6f6bt_* zG6Q8{U-t;BEn`sydi4dvZ9%G%cmP-WxQtB<+*$d=MF#*XyCU^mxSq9fdt5>9=LLVN zF3B+~EuLY*IY5MO{caPMk$Kb!bs6*I?v-h#Y&Jjef54Ue1~}DHFTQ7YrUC4}<+Wq< z^hLVoyIx8(Z#lv3%{YbgNTb>Y}3}8+RXIssQ$CEH|h16_de^^tyJ8$0> z)Dy#NRkb-Y=6sgrH!wPn3KtEdWpf+F{{9-i5lwxhY%;*p-_~{v-4L|#-HaS;i}h@G znOK(#Y7J|?$8$Tc(I>noNdRz8%?OqXtr?qI{#w1yIRV7e^qcoMggg0F!0hae`8Z!@W5V{c*m_|NrLIzq#w z=MuHi-xeHlX7m7-AUA>~u%T)B6KKdkt5{d0j4<%m_(Z39aA%~JO?dbOU^3?AKVQ~( zIa?Dp7-{`w!ki)H-=D@ib#5kOdidJ=A(@vocIa3B0uJ)K?(NFQM0c-$8k_$Ls9*Dc zv8+sXJQ4N1fG=RGBS-5J=yqmESULy(7ERIoIhnoi`QJ|oE_;rED7$ba z!yrzZAXF9yOOm_|y*+;mOJm3BcBnMmR*PhN*0#2bn=>elXKMZ&1jYtkJ$_OQ0L^`@ znDW=5SJTpw=M>!4Y|@M5S3{HOH0tm*~9_d6!et_M88+3K(lPiyw4)@&M_EZmacK=;J*f(1$0q%Du7hs`k9&j~`PG1%XGI-G2EKSc5euD`-6ingz`^@>Bsk$cnbZ6rNP zyMK<)G=t?P4mzg(?%z;wV&iv8@UXz>hsq4%ik(~OLf_d~e(44s@FWw&3&y7GWNH$^kJ5KB^mxd*rI zd{Tv1;5$GNM#+wxoPvrMk8{WrVmujMv$erJs=!MLfJ8DQD`$*6-D*WR=aREptlcsg z5F7XQncy=zJd@bz6Pk9GVrg)#RM%Bgj8F?fB(G^&4Y6$t^~u1UCCSb}6=~$Ays&?W z9YXtU0Rt_)h{a;OgZo#wpD;ruCK-~x0&GL~oq`a#57XXW!QowZlRc*=#F-q_!j_Rv zr-6?ng*ssKG^{y(>U+J{_?7fyGUx@P`U^^z?RtZS6PkSZ+-_JkMVw-2oc|%M0qvA0 zRj(utWQme|fKfxt2-pmgxlKE=)%>hwd)RW4gPwNXb+!Fj7u0&0h$`|{?=LdDChy>{ zU)6AT`^KKf1A_sJFe^I`m`VgAv24zJKRQ}6Tv#P}d8}EVO79!R#(i2|&a5vF44zbk z(gnuoK_T@E1P)R0`_0`y0#nyvdTK*XP(Rz=*z*q=>dfR&mVW1XGlkA5FMO+QH$8Cj z(;Ls%b#U|V_D|lrtJ}pQwshiy--cuEVM$52qJJnWyb>GM4FB2uAhV3DU!@A5O4 zjV^zQo8lhmu;0QBN6f&5$?$4Z!7vy}*L-qHq zmZj{)52B{c=g*-RSa!#O9kmvUkpcRbF6$259xr(GU7bGO$i^VdWYu4{sxV9sm$q*lo>*nn#B{V~aSKRo4OddAik8``LR8cXWbzkCD8 zMriUq)+b0k(ESVH;VRKqJvn*J(c^K~_<13S)SMinQ5zop?R{pW=dt%>@<+vmJ?v9T z;n%oMwl`&DJSauIaML*e1P}m`pFAVwoOR^Y_$d{KjKs-xfP{AK1!q8-BMVaI@iK)J z_FJ~9#|yvr5C0gOC*!4ayj8yT;f~C-`io6{W2$TSM z+s5|X_M!R?sCpthLs03^<$>fjQs8W1MvvqD7vmJB^ZeMJBX7LmR_6oczqqBpy~4kh zW>Gy?au`=Ko+(~}lW6lLBmNbCHqshAp5@}A@CnM(m4y}^x2wN$a{ljyeGX22v4j+2 ztXD3FXFiu=^WAa`Mf9WO$%>vQr!=p-I6Du4wgZ@SpNn}hozb6*f3I>akvY`m#Ef1V zd-~#uhOWZJ7lJsySC;uKrT8hn5}T6L@z#0Xx)JO7@9sSEsauYif}4NYDTk7lK89<- zLEguXuflD_bTZ9Ebfu22#gx8#YNqT&_EMVnc_d!7;tczQvi5w+iB%7mf9$Wr?rNE% z@iK`IKiAbaTvKm=-S%(PQGAE{Igd3vr#^f=e`M^la*Q^?!>dQN(^LSAl|Qw- zNo|$&i7|3ApWDmtQndm@H50=q6^A_GYveTz1bZAA>G0PU|WmW2~ZK8Do@uI6%7(Xe=DJun1w^DV;(% z9Z4}I3p&0I-+MQq9|5Xyfm^A@#$$2(vY5w2WoGP5Q)OcvJzQ3|Kh_x$K1r5d$s@=c z7fnrG#U*NZ(8omkB7z1K53hdU(F{@Hy`nTEDM+!S-aY-x%=#C!dJ5sEx?;@-2fNprWzAOz6e3%?uHo3Z5&MC+(D;o8&zC1SWMpf-2 zy`5br94x6-7p<|EiaC$;#+V=4M#j$#J4{pAbtJeBhQCuGUEmj)Ig@JKUseNo@TJm> zvUlatl5}*|{MVr#T{4leo+|eP4zSQD=C_D_V1Qk^vAJ=$y&yi_dqVQdK*2~BzgGh* zc;^NT>IxZO7S?;c$Ckn_fU=#C2V4#M)tb%_6NA_YTRb>R53fi#I{pRk#wh&U9rZo2 zM$?+w5>hHxUHF!u7**5L0==oRIb17|Rl^e^U%vbyyVCYNB5m~-QXmqtzDD8r<2GvC zb6wsSm=%-JHWMGUrQUWIJyKNwAu-)QLK9m2yid)-J0=zRd2^Npc%P0w)t8adl>sz# z>}ebZ_F4$GRHnZ&XHSfLjuc*#{Ae@MUHZM6kpWYJDRHgF>36*h8%d z3Hu)h3-*S*ii?M%BEi5Ep6~G$7&OQ!7fGdJOUUkzg#)*xm@lW1G|lZ(iybjvf)?>N zGjpxnf{Jbz1X)Hr?QdYS**5yH1Rd2mAKZ!pSy@po_BcLM^{#zg^Op(qXd46 zcGva~jE~>=UGIYjdme=H#JD_MYabiz-ljD_2$t<|sC#sH<`--9d-po5qd=)B5OjeL zhU|tgJm!k*s@qM^+g5+jf%?m#y0bNLKo3#n=2V}>V3cC5o!QhBvcMn$SY!-SgA(zZ zt8+B(7zja9Eh^^QfgLF6?%fR3^GYWvHUWN+`VJl~C30RR=HT$uUDW3j7Go?oFY`kR zBt_!y)X@`rIz`Xit0AMv8KG2uxYZEx3{W`aFzf#;H8a{bwrW5PyyHU zys+ZTl(Vj<A|a$!3BOpTIR z-P9*fed?AiJ?IJ!m))9M7+cU_} zD^3OZ^jRE`Jvi6=H9Kwak(2hGUf&G45|Zgz+JNE@q*G8L(YfO&1cEY^IEny?$l;G5 zBMra;_!devG2b`lth-LYs?!W7o+)&GL_N`XCJSdva?)L(C~4!(1Wf^qjq=KJQNnT<9g|18pH- z3XD`m`C8DOTMh9du3LtE%b6KK|LFyE-u)GDaPg>!4Jo=)#4%v!`D;j_`6zX37t}r3 zA3wtQD=&FrGw-7#>i&zy$wDI6w9}=ne-3wMFTS6ivsV7uYuRl|F9i=6)%iFns(-9w z&AmzQe9kJ;v{BZcOT40rjtqY%anLLH@%>V`wm!!+hZO~muIa>MG+($*sE^B{$E#Uk zKKebR&3}T9(%V1W$JFTWs?28ZcISoBoQUSM)c@d4EiKA9cWRVXuwa5tHKCt}^mbqv z%Rk?Y95RPBJFtUjr89?PPj#R#qp)PDT{|u!zLQ|FwYs#p#twItBJM5|b6@hy6I6=S zD<5{(5Im#mn}iPj83b^TKx3fX@QA#PFEuGSjHw}JJCx~Ki0s<>y^jml;-KfZKk*_a zU2^IjK$G2gEn8^RSi5qG0pXJQw0q*mQ>mA0eOgVqldlEc59#b0Jw$CN1)XU?D~(7I zQv%BX7S5!wClh;@RJJ-nq?D2Oo!lu;_mdywls8GEb!1;!+;*F(4>=|6R+vwP35-g=H(Aj?Lt1 z5GFu&jtKbL+71H);DXGZtS7shuK1Ee7Cbjfm$uzgK(YhS0roKOktVAwunmNvpBCfK z4mGV!Exk)31#zGQQT$*yEQS!u5qiDO+NtW6i-a}jxG256Zg_B(P5RhNHaWl9 zhtr{r(vig*B(mZTr_*Jlvb(eqcrWrGH7}*98DqUN1{o_nyy)$TJ>MWFqKYs5fD)1X zM?bR&Ga`QlbSr?iK4f<5`s2jPYpA2Q(yiuIR=Izi^PKv1mzMhR zM%j`2#YyXlG5tYXov}vWjJeZx9}OrRP~!C?Bc2t+rl2=fZS~@os3I59n?Jm1FTu~M zS^9m4^muPS0bWYbV2 zzq}Y|jX{Cg$Xt;k8vWIfhRxlHC|XJ>8Ky+eqk9Bcn#qeJ8ryAdc z;W8Zmj6c><5;UFW2D=@vizh~;HKh1J8)q@`q=r#TfFDZR$4(k5ic>ng0^@+YEZD0M zg-VA?XJYw30I(T&ccN-0*$y~xBh13Vycb-Uca$;g5FFg8#{40cIFUTLln1>{qwrCk zg^S{^yn67fUVr<Q|AaBT+g$!`&{fm&y~)_dZu2iGR-e9D(@cF- zvhZBlt|R-qHs$10KD<$B?n1$v#5xAb48$$J$L2oNOK_eCQP%0ii4pHytzgng$+QF< zb75~GX+N`D-H3aA``DjSc(NmEAywLl3(}z#m-_m!*J#obUbYERhCVSEkci19IZM2+ zbNN3q%Esq~L006Twfna4@#zL96veA%V%Hl++XDLs%3{oxYiw*RKIPP3F5v)o%Htw+ z!kcnO-*-7c5Ywq!gHD;=a0KHMOsD;>W`-o@`PNKxodc$w~I#qqSS0kxJOve0WQ#ZZ7!lvM&kf`fA@wZy&T4 z1rg-m#U+4l(k0P!`VS#iBij$wKeXW{(!1?dc@b`GJft+r( zw|-x5JE{mloAeG>8BB_=PeK@3*rbcp=k|{C3K?aypWavChRwkmkQF|a^XDiau=UmH zIe~4>bwDOM8w4AD#Qh!+W#o(>zsV-6UK7qz|qC! zsa9}Hf;$#mGC%0i%F6Zc6$lmUE@!C`zX_`PuSz^k`-OJV^C+_cg}X8y^o}aBeRX*@ zM;<({dbn~b`{jZ=mlK_Uz{#%9kF{=!kYw|dw!Oef+mPG_oJh~Ca`l?S%HLZq#Ka&x`0$i}7; zHgND_gGYNKbC?m0M!Prt#4JVNPUd>vd$H34p;dYcX#JZHT+EiUn?dxH&6t;|AdbwK5&mfv+i+WJyC! zFI=yreKWz--I%gUQQ@VYU}3%(7+R={m9zx%I?f|Gg-@n7En z*bY@0^7wuNVVNd=opP)Bm_}@T7+2>T1W!eCy?O>1%`hrPStFhbY{omQ&J`rPl-xDQ1I4=nQk3?p2mOwd6C+zs7RXVhDNn!N2SH>$iy|nA!&QGc)HS&`p2xnG zrh&^U+K%5a+40rA8ltdvt`!QIe>4f$%RlV*$JguYv5dD?g=fEOv1|7B8a}eKQlb^m zYjN=zaI`SWoE)7{=Le=?0+`NCwgympgkjUknMV_&O7 zi}@UeDE^t*@`2V(6yxH+4wA%-B>20xHw+MCIS3<{@^aJWVF>sfxZQxUHQ-KMuJMGq zEgq0OPa34do|~Wl4y;2~B~2X=uJ9Eyz5IsFKb4l+pEnqTaRMgvithg~YCPTPJ@gV| zW?@ldB;GyQgXs?25c}@Oi|Ddc-muei0G+=G8W@tHNcwoFZ{bN0O8kYyYreIX#JBev>+ z{0A@Y#PCK@qU59vZdog(M{NCjOh+pHE|u1WMn+O>GC@ZGz0`YN|8vzJdaNhv>hgjV zGP$F_oa>%2eF&6%;6FzIqSuN?XH5FS96|1)2woDf?n4FBm39{5zI+sa*samBw4MGa zo!@6?%ud}AZvoXZ8>W{l#jXI=?lct#*g)HZOeck3NA()(`1aEqmSI7-MzO`MXsjH{ zDcCS5&cF=*gqHNg9zftwYw`tDFBQd1s^*WYq~OP(t6>c84sFsJES*OJtv!Su&e*@JnU~ zr#c70_4?({XEqzKbUWo#q|-78V=8Lc=73m0O9oN{VSB8#R33Bqph@9@o%S zQ`Sqn-6V#Wt>}mKUcL`;Hi_pkT#x0ZS9r<;6}Cwq0cB9R_2Icfq3| zD=S;O)qHX|9O)xX!{u~kAFQvmm}pe^0(M9nW@|0loiE${IXQzhKCW%|k3pH{Atrak zOl&vt$WQ+g7{)Pbn~UR;3qxaLV=?gqv2$=s#Y99z9C?8Z2D7js>NCxEu&JrZ>(>?P zU+tv&SifMF%1YCgHwRoyyOBhJON9Sg8(cnB=W`1^#9k>XEq%YU;}|Y$gkkSt){f!! z;VDJg8Vwo#ZKSmNPLzDCJa12Br;^iZltlBTVJs=5mz@wDjlFm1bfkj&X4Ai(9W z-H#p>ks5~$6;uvV+to%D1YXbtav4@-4x2<}KL_az4%TH@fVg;ll`ell_L`GZ9;@xD zCuO922N3(*USu!&0U7?Fa(bbB3wyR!wscH3yfJ>0o|J?SJ0y2l*cM6@sgHFTukSa2}csH5YvI zhr9Cz8@kf_$@9h$mdVGuvm)*jckrPfL?tkd?Q6*jIcCQAgx!Js7f#}SzStbhj{ z^prqwc2Z-P+BjV~@}Ngl@BP`|M*Kz`nA9mKU^HI5+;>V2HboNlJN6usi6RF%aKDgO zR`U*Ah`M>NKGjC~vlZK#m}Jjub=+BpG^4)<2fJOgk(dzYZLsw^jH(E1V_XRUf;8_} zm29K!e3K!RUrj@!4Y;PRnwB#g+orweFo~z#&S&>-Gl-yeF`hTf+3mF=GCKzgGdDLk zBr57Q1_s;>;_&jLKK~Pfv7Vg%x-O2H*PSBhVCX{)(`@-+>e1oXTM*bhmT9OG)%oAC0s(WC2zViAZ?>=m{rT2Q~hDX#*M6JvsUqwWkSk7Haf~*YhY>14oC$M|DgJ%77-OrgEWf(spr>1M#Mu*T#FVKArFDNM&s%G!5=^9 zn6oJXfa>SxxmrQ5r1I(&6-h7l$t}uP7s;Io1?%#}SdvYUwkdIkhY_Z|u~+G(t7>a`}C1Ns3&QrrMCF-_@CZJlwR6XDTj2 z7d!nW_MMw|!A@UcqroO~mHrZ<#*M+w=lgL%%kih$IENqz_LeAm4hQq;wcOEA$qZPl zhyOqp%>`1c=`TJOW)_k;FZ=OyN!>C9R3boJWS5lODna#v!(t`ZvUz{fO33v$S%WKD z>yPqQ0?UtJNgjdESOF3ckKLJmag+{Yst#bF0hRw(H{1H>jKtHPTTPgG8_FswU#-i2 z7;u(Cko^(b(#p!AVdfOVj5@atAb0t&-_EBE)pEXfWP|mp?o*&(FTjAN#XP9>zuhXm z%Lg9ay$#2xpYr?vUs(FD#(M^nz3vw`+g_`o? zDyR$Q_GftXzmPOPcX@Ud5`ubt&gxcHYw&ZMtPU}+Twlli>2pE`R>cpC%g>(aJ}Wb) z#w6GL^Q%DL*Zk}Ag51}xlMEOmH0u1&`(S?eYP?qq^+lM-k2)jFl)2SC(w{B5>>3&x zFP^q|w3Ya<*iWtan2N7oV2{1Z@J|<2~ zHd^`%HN3%B02Srwlv(2*=e^JRZZ&LblJTS~s++syRo$2wTMQjQKUqfnJG+kE{ahp8 z1>V?Ou zJ)WQ2OgeFA0iOq`FEwU;&yjVD__DbuTI>mp=c;zXGT8ZauyS(-ANB8Bm? z)e$sN_X&|Ezj@}jApu{xrQE)$LfSu(uWJFv|0@A=)jMe#gs2!Q?LODkt&U6wV?g~? z(KVmG^;v;hVrW#rzZb3YbFpzL*$Kp*^qrqO(Ktf_f|4&C#J<`Ge$8+&w8-&`qhmsI zr5N>%@A@75R0g-RW6b?RtN%rZLT*vh6RLdd9_aiyI`l;2G9-b0Sh@JKlexPT(z4ec zJOBB=82cp-@r$gZQ&rz>5ug3uSq#FyL{wpQqQ&q#d_rdz#Y1A-Lg+NuV1IFOj5n(& zWTz??nI;lq2eW2RsK#kwcXh1_HkV2}NZf>w63stCHPyU3T{X=Kr=5;Z>tZ;3k9x;YsKFMwxpmSow&vo$ z5UR$0?9BwGa#BFTXfe{xK&K=YX?B#(t8K&e8vIc^as(p1M#Octl3tEQn>DX}wQ9c3 z%ojZHrzSV4bo8QhH51KQgWEPUD|(~3>g%ts{-%Id{M&tysLq!OR`HpPeUAmc6GJX9 z*w=w9la9m9wcadITF#6E+I}bunOPLEpHhpGlOVC{K4GZiqPqxiVg)YI!(4Y=Ls*VDar{e_w>62=Io?by z^pd$Y;DJ^++Rf8TFqJBYasWsQGP3e{M^DiBMBYMG#&b;(>!p*{(a};NiNa*DWily+ zCcfI~xd$+$dqgq#?p+r5UCyrD{#&BIyfWC>7t``OD*b%tD*RHU?mI6yb}G#D7U2uu zG+KNTSI!S9THH79_#B<;r5&O5(#~cIPLB^x+&2$SJS?_efp>MtwK|;#-NfWjpA|ov z>K(2k_&EB>0OEENVT>!OjV=i#JEY3I8%Mf;dE`mg9mt;BzAkxq`c-Cb?<#bjM%IS! zRxS>Ovy7@2<1yxHcG@r#Mw8T8!uV}eRlFZlKAxX%UHA-ZHGt`0PGt7zCgzTX_|nD;KGaP-I~+*XsqfB+#u!P?pUxj$#j^Tf6mFM7JaDy zLPNq^WulLwLd6B#Jo`-!fuP`f7q$a3S?Sd5YlMf5Vz5^qc}s!RRnct9^Eem~o9+ge zVZb7tg>SS6dGL-uE4SH|wVeQ`lB@n;!{&6m=Vm>ZP26uyDT4I$O{j!73gyADxkA4e^IRGVM`x{+y36thv`th zxa+U{RwUsGr&di~aI)QGD+_;3c~#Y0kmSHkbFwKrs3@6avND6)2AowbIbl^HXkDz~mpPSRNB*WHJSDUh;io3CaSeC-6{5~d;PMT!I*7a+jPN}-+G#jc02HY3;_+DwkNzjfrv}_u+hXDnIAa%I z^O{>*!!QdQA=i0w!VAvuU7zE60YE~<#1u<2fRpaq-$Se=eVbZ&{3 zY;?#_&a4i+=;CgR=wcYM=oMrXR#F(@6Rs#KM<=m8V)6EtD85*UPPFx@LbydI?IEfZo6|l zjuSTg?hEy6rtF+!UgG`L}H$Bys;;m{2ka@yl zO>g>`&fT3(Rg;O7l?O&zDwy=T7w<7JwSy!w6U*;`&Xpn7VQHTjrUIbIR*oXEjKh_W ze+tI~<0-WFwct?9hBtjpSJ$Jn`6Z%epSPS31;PCR&>9t?HvcFyZWsq-0=F?>nhA!p zuRYJLr!^#La920-Twqmco?l|<&9-3KOwvu1Mz#V%y`EX1uQwi#CnTEjg z_77=Uf`k#dscY)k#jLn60c5VS3{uP-lo=cVQnYB1%m5okwsPA3z9thbTDF&|;Jnz4 zY|-m?f!yb>kWiJ0z#WYOf&Mz;i|v*~wT%T8S;&Y>b;NVYq2c+d7ylt7A~)beAPoY% z(@GJw*~ZU@&sclFk+T$FrENO#Kn^=Xax8#GMA!NLG4uiX2UKu5xuz0s0dh1vG=Id= z3D||g=083!flkfUfU^!n^M|>Dc8_fxKint5&zicNIf@zHL*5We67su?+qe=#sIN5{sV+uH8%O`OlwI?|g~ zARvJ$a(-S9iQcO5J>&VgwKWByu^?ZtUT8}7Jx%b1pb+u^Xx%`0M*q)dRY8+OwNrTnSCwIzlvo*>1m>4}gDI|?SCni-zpZ%-X^t zlYK$1S|m^|8kTl)a#Q!K!$*X9Wp-QG1smTZve;m?t$`Y7UzY<*>Y+a~+^{ZiHyFAO z?|lFb!Xp#Z;`m8`XHtU}fY+xkW~b@8;RtcIxWB4etfHQ}l)JQ&Ol&;9vQ|oy4J+E= zfO(asSgV2PS8ODvnEP8rMj1)7a7zYtuKUihC-T7T_uCzP0>Q=l(0R}V78#_$!D6!y zCMQ-kRUZd>m&SR*71i|QU{3daUwU@_nr#V|znp|mS`?mH-RZcU{wnyQ?8}Q1RBQw- zmW{R9a%awz4-U7ty?-A?ymD2*!w3lKP@Y)8_bU()z@f*-G;pos2pD@DMlC1e zIodgb_fX)f>!RWG$b$RZ%l$Nd+mD}H1nN!elLym8KsOf}I?2G=o!w9wxpadwj7agC z0u3&Rx%Z}%=@I2GLXZbb6t%|+r9|A3I^{t}_X4fjOSQs+sAeF2y+KYJAO)33|9pw) zbi()ICAalt%be>%*p&6!BmL9f^MSXB!~xSwU<$s6z6tU`JD_aXQbpZCCg;+{1QixC zU!JC4A=cJRFMkbPhJqkm=<0On@GF*2)q>-e);W>58diQMt?av33B0fR_AG?LdkjAso zl2t`rH4zYuP9J5H@vQ&bzc}iI|6{RoUZ8l(m6Rf#h-mnzvWegzThjx2nXU-OwXs#u_HPu zST5g1c?SkS09#E|CW8nBT0+?9lxc)k59)a}U2`5^<+A&{>@Rrx4$3>IvG!YoHh^5Y zi^5qFl@-|s0G~X`tPz-!-9dQ|n^)ZSs6KqCGdC_NzAAor=f&xL^EvEMmdc1n+(N}L zmV$_BXd+E>r0af^6j!Lk5fZE!4L%tepBu8WBLmr0`Bq(#A2kl>+Bg0@<(g*3ci=;- zCH1B7>s$T0y`QPr8_6-t&zR5$kRiV|L~i%@O)l8g!u_rNS6hxeV=A%cKu;-T29eNfaZUVBb+e2!w^Q6PEU0m#%R|MPrG}2pPJcg zfB8#;mFNipDnu7ev21_?I26up_5hm9>+1^XLh_oL_mP)3WWoxcJ=paaIYcwC*_uwM zK*C0Wd}i^?yBYQVCfZUu=m`M{dsYevSNNp~un` z*fcmHStG_us*#d5@_cYVsy#{~ES{+jO69M9eK@#%-%vYgmfyauO8av$QH;DbiBEp+K5j8+1+lhJ#Qw4dOWRXHqMLV8dp;UD}j29zf7JK zITNj>r5b?zp_vAjhu)O0pZ>*;TAGh77Em6*)XWC&Usyf2Ms;WMf4sFAOf60P=P4Tc zA*X~IQZ|!!3TLcWCggK5gFN!iH_a3rqH^dDeFYJbqQ)zUm^g7}LKv7*zU&R^TE<^r zH{dXJ6gmbMv>zA<>9t?Ts@&VHJw$aVcTU-UxbkBr7yMz7>1LT_)$g{dZB{xTCg1i5)%wtRuQS5m{e~h=k1|WB=k*)EfPJ04M1y2Db)e= zvwL4xK7oMU$o8j^NkGTX1Zv#7S>riZxb@$Gs&)-xE@8eO)nklYT0wTW(WP$^n*Y18 z+!tA@OpI)7>$U4?%XM4DSzvfN&D+@6_*h*XZ_ed0wd5~o_ao_uZg)CAuQ! z=_eZVO->bjTFzDC$B0minFNp76dP?G`(G=FmEU~-d{$u0j+~9nbT+z)7ZYB&Yx4x* z5PB^{k6xH9LBJ8yCbbd0y1y`|?p@MPnZLIKM#<{o>kT;W!&@`EpeuUTOKD&m>F9#( zJzMX7is!ulP8wkd1rbbtRYfq^O*x7q=hKNL{|>ll~6%x$m@TH7|VAr+hl9^tmd zvPRNu>&DOfA1Q{!K#fHG{Vwi4iV2AGlO1_yI9t99UMVhvR}UX@QNV?cTvhuiWh)UQWnYR(l^2+ya0Y0gN`mh(#;SMCdWd52 zH8D8E_@+>QTFT@Vuw)fid#$Y}m7kh_X3Q?mNtyn1uJi3>f{Kb-ut*6tVZ^eFCtTr( ziOF(@I9f}`1IAXrZXRHxNk;a-{+R1Z-@sezKkUq+NZ6_+N+J0p8ObS!t9;4)j(SlFKUE=y z8yav(?v+|ejT&8ijRF{Sg=BF(TTC?nFMD)_!v8Cy|3~dCAt@QuC6f0&L!I$)vZ?7~ zh?z+RKXpiT<5qPlJ^?dXW3D>mX`5`xvV*+imE=56y72h-j?JT;PhC=zx-jMIX3(I= z27%B$@_w!Mz`bdU!rPwpSavRW%HdQLB$0Ivv~OyXuyRZZ<-LsYRu$K`m(WWQgCo(<0j;KsM>sAN$oG!2NcEfE{4rrP%1kv^g|`)F z3^zYq4&h)i{2uh7Rp}-WGuq509=CkbO>_S)=!rk7=MP&}+yTzk(-b-RTHs%k3eWM? z2N+vsyeek@5?xXZ_zu@OAL?6cq)+Qu@K+FEb~k#MzSJRj8+I-*jxGQ56r8*ato_e3 zRG~ubxizA+Eh3EKZHYeB8Y=w!mg@+9>avsm<%(}i4h|SA#9-OsC|u^Yj=^lu)9>7@ zK%^cy8N8*^G;zQCB+dl-Avro~?|7yDT0U#*eBfgxrjSx6F%wW5#ekCwbgns#LW7mZ zWk8_|9u>_I^ttgCBWvyxqB+4Wpvp_llJ@JfL`B}Fs!X@y?Rbv!I5w{1VYwNWbvui^3C(<)41elm6OO51 zTdmsZ|8>k@9sBL}fNiI-asi8Qy0Yx;0~c$F+!2Za1%C37j$zBnZsQ*gwS4wDJcs($ zH!!B22BQza=njw;AUd;*LwnDP4m}`1Hh=`(w%WO_ot*U!D0<^@w6TN)KMqb5dyTtS zkZM~r{~P|wK{Ax|W$pIETTej!0Jv5e2GX?6f;UU80=9J-aplqP~9QZB{7-3o(7B;gSc-L@reh2r=emg+T#H>!AA&U|Ffd z3coXom`_vAxn`G-Vm_UE;#B|%)?}^xVyNR?!BTW>H zHbg(6i8l6OL3Y*R&~&ZkX6l*SUIDVY2T0rAQd+@3L(-emA+N`M#OQl+c8>SXPR+s9 z*)h4%ed49%gV1+^K$px1n!4418&&&yvuh5)_ojmYHG+GUiYel&{0_gt?+mfuR-0U z)g>L#w>4(9_D0;`X7VrV3UFo0_O>I^1~KQ=(7JF>;y_iQ_XRA^9lCaO1y1`Gas^#p z9ws##GhDKo4JL0lY910&FMIbqm9NcB*$^L7sIi`P= zi7+IHE2fAaKJ4P#)>IXUr3nHY9ru$7#~;J?zrrn;deLh=kHY}M269x;>iUUB(XyTQ z8JCBSoiO2}z00780i;_OAO*QFbCVSrV#|l3X1buo0--HxMvQ$(sj~ZOSoW*@5L?hj5KCBX%E-TV>zlbhG ziaGwMwNi(h)5AIEPI{U$E9~Jxyt;pO6ZZ3lQ4COL1u76aF$Sjc@v zbDU$=M1+ZVZ&9nN<2&YL-3A@nTG*dJ$43yD>BRV~?Q&s`k?qP+(nP@{C_34QVj<-{ zXeITM>~FqNn7+bFj4nZ{ok+Or-1_cl z|CVgGa&Wz)DjMI2M(oKi$9{nbF5%TGngOo_jr?mxirqmSOBM@V{Za>ryfy-vj{c3K zTEs(|y9gbKs?~9rdpyEZB8aTc;>`_&MPL|7s5?R5OWnON9>Dj#N^d^nnxC==t>Jp9 z@>08MB;~fWScajf}vPLD#1DU)ec3BF8pYfSP_|;e3rJ@AKy$Q)cNM z+b)NBFT9yf^S-y=g=n{?Wf|s6AqdY|pS`Vg-dMV{do$fl7z8mmsS1J0wI1|X3B58e z5?SG8xUJY>zJnVi z@u7>uS1_T6GomgolA(kllY)&1asx)AMFEorqT&>b-LJdHhsFFZIB1gpqT(==_0(bV z{KD>v-R$WZ5M@7)%f6tc>!FD9A%a>=TyYP0Linre?=S)a!1H1Q%rJ1MOe*S2`{-eU zQW>?85Mlth_&KbL6`ut}Pbz0u@~t!FvE;Ute%oRmuZ|?vt@ipa&;azK0%YX#Qzm+& zN{>|ivZ5-f6|$!`2NQn2#Csgc(Lb0ADJ_wEZa0a`tGa3LJ0L<|@xFuGCE<(L`HetQ za_pS=(6!{3rPOdqVOv8~Gb8I3gt%3V!r7q(3siBK^8hz@&&``RB`uVPVKrHvvx^m% zPUPJy_D}#9id*2As&J!1Oa=ayPBzy)i(!YKf;=ZX z7i1kJxU6AZ1DslwmUuDa14jjJO_C>12#mycqwkR++Qt^nFR`SQsY}{M%6?_^#_g3kQ3w^0}^?Pg3#8*J;8j`H+;TQsEEZ~*CV`aYA? zOiN2kD&Q80#FQhkv&h-6_3Rf=8T`&g{(r-|;I2s4$X@f+@zq)w&-_Q&!ZcsZG>ezK zxL7JD{N8hV5pu@*GpQMzP@iD{}J|2~Xv99P~E-X9#--Q6Cl&bF)d!Sy@JmR@A!IPsRzPq)7SQ=}ZRZ#yO4~ z(63zJOS=aivwAf5lq|UaWbwH=TZl?dPTogxVA0-u%9oI@pZ4G}C%8gNo!<=>BZm{W z#A$F5gDHs|`hfcP=p?ap3Q;PLgBGa7Kw!M(O#E9b zbP5&dD9~Bn&!QL#?TJl|=2>5R#l4Q5%EFKkhtKiUv<>{3i%B`<4RAdT9U^K^0iC2% z)`&TX1V4{k9vsO1{*48PcklK)*+5}=TW*+4Rx@_}!e6}mO@Z(Jyak^IgcK>i zef-Eiqrm(%060iTD>B7#js-BS9Qwz`CSJHkm3iNv={61cY+{}68!orK?sn-v(?jUz z6on@8@;%&XbOM^(XSw}{h+4My2N$}dNXy*dEJ^XoYt!HY{~3flDhG!+0Eh}RrwJEj zd|oh+RC_3X0~a^SjWka5t$Nm?u{KX*JdQ*c-57-Z1P4jq1`eMuMWVg>+eh*g*oF?H zL4DhhOZJL`q*StT%11ne zjTfVkLu#8dCj`Fn%V!@H8D!u$K$6V(y%R6;l?aYzbYx=fU2y9RDa18=SxCgH^>SGY zxKqtYbhB+4ZWjY@pPTVI07Ndz9#C6{R{8W@?Vs?rPVk}WA9Ol$tagpuxy14KD@k0z z2We=N4{aOfufaXh%`oQ!i*&_BDh+G_qv&@h-d)7>n8pih#HMdMCXBiM?-`H>&j3?+ z254+1HMg86HN%?XaN9BB#c?914dhYn0yLQZ!>BZSf}{V(9>av)f}D*r zpV4v*R4XQc4q8;fawRkX(ToQ$b$D#3xR`Zrs+chg?l45XQREF3#!ewmrIp47Q9;%S zAbJ92vb9FcAE!#Z7tNy(d3O*^1x`zL1V&_Jl+Cx85A^1rOANiNapSb4uRg|smb|~y z8Z&j{6<~VKV~ON|mHwBC$-YM~#7~X2V9rjPyM{quzRt%Hl(sYc+lF9fFXdDzh##HixH=I{wo+l478)`wESXNJ_pWKf^Lk zJJQTk#10c5({ohoUfsB-)t^HOo^1hJwip*AXyfew-z$5el8LDUAWN{$S!UV1`C)ZM=<&)qJrH|T+2 zmAzhiddR-^_fwX*Ra)RffH5D4oH_Nb*QS2?p9PoW#xl`bX5Xlp0I|MAwlWmS25~?=o{v#as9L8LLxP7wG$RUd{hiQyi(y6aOyhIou{R2=#Rg2UYdTTRU zeC?jCj2~eOZaVF)7;QR*nVQvz7VIGSf}7czJU;lsFrq|ee`5I_v(~~(eBYOAIvx6> zUh^-rAPH#UVr~KF4$AlKDhwn^{!yDHfo}(L8i7+(W0C%HOe>LT)9}Svia?xgxzjfJ zWs4`ML&g-8yw-P;yC0jVXsh*<#cZoeJx?lpN0VDGS7e|5)eZrhz_a1*C z0H8O1R~-N&w``$?~S1`Rky3i^A6HIM98}+~{9VLa5;Av|72?c*;Jtu4_)9b*& zQTYJ2srdMbk4Z3qwgtol@Yr-MI^hNN%T*=Y3_Hqiq1rYWJVJ(pGzh^ADt9o2R<r7WYr@KTQ6ZYxgE?UId=xuyT|O66(Vi^v*l2B~DKK)Kq<=Q9(As1iNHt zs1peKwV}m3*Nt%jI{^e|h)e)a(2|%ok)ZcYzcwX&llxDj$xq~SjtJRu() z=;DBXhb;v-?xCLn6&%f!Tv<1S&#-Tl@;}@tFYkVA%4zF}-Cb(B;*W;%9B}6+=RP#j zV9zv~UhddNXzG94LTBH6Jur)p9rRHt&vc?vjy#B~R(!jH=$I2Yw{QNTQAWARWvf`| zk*IOR5I;%kX-#}WLg0wG4!%~AOAk)aRtM6!@O} zmmbsaXSS%xUVI!-2G8H-COIXN(b=_sOVsV+YvtnWFMvnbBqzzL@ca;C=7C%a#z3RA zS@}A@D8VSVp4a6kb1uKf<}b33xxRkTwMlg4mSSjuguGOqZ>)2;8%5Wg$Cd-PYqNNAAUfq~Tyo;zzCxA~vf+_rA~2tD8)l)sGEW-M+l~b>W_9Y@xXx<~vAs zMpnC9wX3GvXg4hX{>_g&2fw_2( zH*e%K*`55gQFqccJKmW?#*+FBgqu`ar)yV!dGeX&w(1wHnf3USnamF7PqdeMg2{_- zEjWXl1F^QPV2rYrDm*a!N?5O?K10g0AgKAzpa^ww?g>99|8YK{ubpsZ?qAU3o(np? z!kVf1O%-dEJ7;PA`|YMg`zrV>MmM<-asf{2W?qI#M0!Hv=8QTuEPnACg%tvo_;mPM z2DS!4{v9TnWhixeVq>b)?|iB;jvP*gSuwX4dX`4f7NtmY+Xh3}(rJ?WDvZvq5lPT% zY6bmp;VYXdyqDZ(0BiR`ZQB~nea|_Rn?iN<)04F}k?+r3>~|mDo+`7sRx;tw@S(fB zeLrTM*V!~NCYOz!TWH|-uNxtjC_f0t=H?Pco72e0ku*Q~^gmk(^N3)_g0&!ukvc5?n^ zqaFBn!yLU(dwy(OyX1FejvUY<&Qtud!ABe<#+D5HQLfhGnu^-;ZBx} zrYTgv*Y+kmuDdQUEKHf1aNzIfo>&We%ZgWJ=6>;67!h(&gDa)lPw+K6GiC76{eS*A zuTy8r;MweA?=B&kEwPc%yk=glP}XCG-&f>v`cu7oRpV};bne)vF$)xt7Qh2=eXAyX z5Yad5H<=>0exD5SqbI$g<#)g695-i8_sTbBl|O$?i4xOvUpZLX>gs0?u(3XV{G{IY z^mqRa6;4N~XgOEO2ZZvpB}6zF*fejwL?q)(ez`nqqmIExlPA5aRY(~#fD_aiL_hXL zhZ{ceXpuN~C>*j(Zw+F;_+~@YX~xSh@U{B{18?lGe~_&VTg!l!l$t~~QZBn^9X*zb zYF*7Ba?luo#p3w)oOjXuhGw*Vtz3bZCO!jKu(rHmQt=jXUAO`9ibJilcbr6?pB^)} zSD3oB&!4i9NiXW915;zpP?Oo8OS@hSy-`HrML51HdDd!sbG1h3l6t(=66Zyv3qOr) zgPQ3Qs4wYMG@FhmBc5UFRXO`Q>(Y~AF7Lb9PH8lce3`}d{dbDI^}cBB*O;8mA`g+t znb#j{)PhgR7H0yy!(9)^>(ZOglYMn6&Vf0Dm4z4M%o6()57eM>}|&i zN7cTnQg1z*D!Ef{{%!R%&qdm%->Y`xwoL(#_`dfoN=yqiAJ5s9G&T2?c~=wT;PL&DUlczi`({?@Er2Qsm7QlHMR7^bX? zqhF(}l7Go$Fs#wucb|1@EIzoJ(@-M_5q}>0Q~M)H!fVg|)q@mr#E;q2$7CLJsc=@( z_zpPUzDbzD{AEg6*_y{mgpG1NdHh}1a_g@BqSMnoH=W;3)kamCJ*!(2yZEqbP53ZQJKR|fVfJ(-_wNH{zV;oeNjF{qiDC>&d&dJu*@GG0DTNkkE8EBp}` zZUawwqHVPQy8oD;x&Ld6hBPS4k|{e{Bu_(ZLe|Lzh1Uo6=BO^M(F}&M+u08&gQz;_ zF3M??tm({2P;WI#u_mx-UlJwFEZgDID79|cmz#V}*w*$?BtSUTl|6dL=id2Dg+NtJ zM9tV(lPLiO8#v`k`28lU#KwjBMhkoAx^%&rT$OinNyp4_C&Waa;i90)7gsSPI^QKJ z8VMdK5#lCEwiDB7A`R}K%4AUYPXp2pvx~i9!OXVA7#DnS#2mk1d|Gvw9pk+m-Pr5Y z0rq%%7VC83KZs^sqkS)GoAki0wUehO=9fdJZm*^b zm)J^e`B?T{Q&0GXgw&1&igIW#lPcR69xY3BtwJT~I6X8v-|(QC^?nxRmLa8 zM+Dd;XwlcW>%nj+B*%-pKDl2Za4;;`9>W+eaD_&e5L3U)`-Y+wDwk<($|=*G8|one zGpjADPD@Uc4EM92ymP)K9Un;(r5YYT^0zyox z#uI{!scTIX${ZvqH$|Ss)7-euMksG$Z5Thc&Wf!S{E-1S5Nl`k=)I>@E(b+Y7hVWG zj#yOo>YeN950d9PM;&5SnN;dMuc4GNYkjMoxMs~A_D+u~P7dx?aTOn|COB@Ns;OmX z%?*XKcsse?+T7iO<4O4h`$Yc{aR5ZGi;i(Y0Q8h~d~GcsMqA6a3myh)&#D76D=Ykb zUf1ftx|BxR(A^#3CJ;_>$I02*piINkwV83sTxZR+eJzXrE=!=M2D|U>#PfLZ--da` zB(xt)XY+|_9^v16s1&)S&Y56xH$%tD>vMCm6L%oR9jS7;JPoSkfyLu`s5?}+^51MR zO%@AOnUol~K4`C!{K|{nG*!haP|H$e$eh4)x^-PMYQ!1-sz|X4Q|mGfXcS_45@Rel zre^D|hofaOWHNC~=`1H5=I1LiBq9o`R5?78g2LZXL`vm+?_d(a&aZkSXbY*d7e*+h znom$f+A|SLB{}(@^D&6KqeI`mDJF_CDPzLa<{B?FE6Mw?dNOy1b0=YIhr2Zep^^Zq zXP*~ARGBoH-5mK$S$SGn?%XVv<{fK~*5Qq+)!EtkFGX7+O`zxMa^Wf&?&H_Ue9!HD z)?IyW=Z^IUTx1FVr3QiDN$SGs!@9b5AihZ- zJU#@*P0e&o67m=}wlBy$ocEYfZC@CF_iLO(fV<1?{Ciiyl^)Aw6I6=zmidS0N4vfr zsVCZ=UM%|)D-P}Y#bs}r@53=;*{=}~(e|G<%lg;((fzOU%YzPZMIGPw`sG2$)uhu| zAA#@l3~b+%yrKUUA_LBlW|zm|%<(62`lkf*zjJuh5*C>L+w#c-6d4eQD)dJxn87nV zPq!#|z>+q#XM7+~N$u7^CXju)O%BB}?aONgg2bZ5nB>ho-!#_OIIjJ=mFB(A>*;DE zuA-*rbxPyuV%uR*0|Gcr8tL}Wk3WafHJvT5+9kzikTdydi1g-k2JPgOX8vM>WIYUUHEm zi-z~Z0jrXtO}qAAznH;I@N%-=l?`kM*O1A`lHsHxV_YC+vhzKgLBM+~h(7Jvg!9v< zPu+gJyOBpodVO)c9`5Rm3rj2CKX#=ov7#Xs;5upgS0 zpiM0nro7c+Inup?rf6muO7Y=Crc{}RWD4tY>C6W)Jh>qj+!uweU$Dimi(o%^RFK1r zF1o5cieF2s^i0WEfc188KE<7nj3!?vGGC2z9iELCnvzZzh8c-vyh>~CTzEUsjEa6r z70s;76rT^r=vuV758G5BiAy~J#-Z!`La956yBQ8eg-NCg*YX{OYYZJ9aZfD6-Nsbl z@?^QPrsfdbPBrI)yXOjO=NHJ6+S1ZOvbYW)6)HdrxkA7gGc)s^{$-!E(82Wx@50VMm!WhGYxu^oBw zC!VKEyJJI*t>ivG9ZM|tk0*S#C#15KOQy;~{~h2W5!rK_ktM>9|GmK>&oP|odAI$9 zgFn-uOS^%>dt~!}II+~OybH=kZs$C}NmyTJ>rCrdEWkn3uEz|0zoOyDD z{%TC9ZPIa8QxjQ;lL7{gQ?IvDGz!d7pTCdCncxHtg!iq!>iT}&Fo?z_nLq@)XX_S5 zqgW4n|M8m-ncYg07@DQ7bult-Sa8xs=7muj+zE!|D?-9$N_wZC?g_iyk0(M^nK z8k{}PN$zh$-!p`QJEAo!T&;s&bLkzE>fepqHqmS~tun09d|j_wS#!Ga)4Xl7l=4Z> zWwcn3;Y}+G5o|_6S!QOIGTiXxQmu`jcMPjEHS{nKd-DtqPH!~t4c0`LnMdiLGyxsk$w%*&;v3+9af^cVhDLb za;7x&^wy9-DE+G~UvF9CL>n$vM?AyB6Q>VEdQS&y$h|F*4XEx+&Fd~3&&{pvPm06v zGhoOMX1;4&ev3<x7OUQE{QHE^IA^2Xda4u;l|fz>@DW(2G8+PMyE*oWR(cx zTWM4_ExAiF6EmshQG}JSv1y_VIj?I)GsFcu3zx68lO~yJSS1BdEVr*aKPE@x+X4tabJdAyeJ z(myL;G7yHG2VU)w-$A(nU`!-^rGEZTaUIp3@YSL4VarXdZ>&ujaxY$}FyCe1W=o>N z*-Jd0Noc-&-gKCF+NkE)0z1g5$wT1zO>gF|a;y27 zpUY?U!dEocU>0J{9Wt?1w6j$uC6rDN5v|8(R`uUsySM@HYoW<)eByOQ*4EP~DZf|j z8Z*w%H#asu>pD$YbFtR6FA%cW-qTvLgO>Rk%l`4te^op|HYH0-YiW0U4A-|L6b?0n zjQ`nnq=pA0^XuP}2sqUs>qqk_D<&wR36d%o6Vh+lb{L%^6C1-fH6yy8oKJhVG2PVcW7#Lf+Bznotf0S224~ zy-~u&79%FzF!699gUAAWG%zqxm7(lwyps|Tp-TIx$V~OkH%QhLf6AJ0r*8S0P)T6N zFh`O&ZCwAsK@jJ!xvG2OO1!=Xq2|m=RagY#QE=bOxYP?k^(@n3G3L~iabCey!p0HL zFgVik@5m;g%UwsL>VDE-f^41-?-Z*pV`(g&-<+`#5r$cnNSuj8C!GlX-WMH|3o=p{ zen<`1U?D_B^#Cc}=U^GSgxt?W(q1;c^G|B#EVi5E{@ljlY$MN*{a?92AFyJ z5e@Gd^WL(m$ce2k43TGXwAS2@lJXngOSQPB-|6i%*kIj0w&~ig zd=i0Ea-Hc|kJj{iGalP$@IcX|PG8uEzJ$!QlQY0Uf;CE9Qu6lIsqmGV5BPf#Kwcs5 z6}|F3kGP7$^4@q3CW%)AK0X%{zNu$B^%2NYc;1tKeixkaSjZ-%U`y2;u6y*P+<3mO zw&b7c>$jqpb{+c91zc|rXwCoYS34GTnz~EQ>t9^kGrRgDoXK>9^=!44dKL|Cg8wOd zqT6oL$jWDkHwp(J4L*qLTiec;pN*`8FPSc@t<&wSb%b1&Fdi-PLh1VEq6VWwUuK2DTj!;A~(Zoe}$*S_r8Q5(c@=n!z z@;|@OZO3CYT~AO{L(HeKqI%T3pRU}8w=|VXcZ~FU=}h6LF-@BhpuNPbWOlfbNH2f?2~%?0jYU_&G( z{&?y8=OtwNdYvzmuglwc-~s3^d7>~uA@>weCEh+~HNMH=;h4z#8xrYrNbh?M@Ai}~*Bvp;SDsDFvc(zOrgaeFY@mL0E=&ez<6v56Y%#F2ZIvx|w` zPxZ9ly0U#or{gS_>P?QRgA?C5O+#MNS1pUae02GpywP$bQ#^!lA~oad{IocW)+{c5 zh`8g&n!#5tAyyG@-!KGgu*3(*vrdQ=>e?RlFb8IxuOPC#wzY+S_-D~;VoGA8?0M+? znicByb|qW#H=>uy9s9LV5q3Jvk)Mx?ae_@#meOOtEJ$Um^Wrhiz54$;ZHlGpJMbj*qkhJno`;nJ39GrBV{U z_-?ako`RfvuNKVAdVNqaW8F*bN?S^XWTD|vj+@?daH-Rs^)bhq3HZCQX$|#jvh>ff zOR=^~S=Hhn-XMC;^Of#Cfj__ccvCTteof2tyg6)JF7%`RHB%LqHzm#-9IRFWhm-bM z6oCxti2&=<=^OX7&CdRs#8o@az^!OUG@d3vl8#rHLpo2@_^ete0JTn22kj7E_Zv2^ zO?|h6%`89a{kj-Jy)fwToQtSfuYqg<$@uttcBZ68Ag%;=t#RgCx)YjudN~CJ=t}r^ z1KU6yT0RAlIky7aM3@Pw(}(ad1LbAs9M-f#tX|})8rllA;|aSr*`Mtn3Y^BQe`mYu zITYBBAvzfuWBaD*Qzm#Z+b6KU{HHJdr04K_FONDjT%Jmr%3t)YSM?hPV*JO7z0SUB z@+JoM{v$z%IvY2qVDv1Nt@sjKv%szi7VV0NC~1k#oCy~F#*4fPYIqv5KWThMgG-OS z_xgC-69#$@Fmo-?oA0x~(Gcj_S0OqX750tTz5H>1jWC`>!P;{F=SObV8pFea#h#E_< zW%!xC%>+q!I>*AHrKSIZ)xgOYzWqs)<`d04IU&2>(+YtExfe@jH65MA>4{6oDdTCq z?_X1!36`+pt)j9}`Bs3hG#`65cX19C$}_`=%4>}?eG%?qOG&E?M3nm4?s&z0(>}f3{sq&iiit;u$2`J+DVr{f$aU-qH{*;iFTd{k_%&Z0 z)D)jQ`Kgp_KOKtv8pmuzGa>ams{6=gS}{Lw`P9^g_0)rh2@wr$DgT}PeyQFHRwB3+ zI2SOnMfc+vd(Ztt=aQV<08R+)m*e8+e$+~>Bj9Yj_c4#DoXXzEEhQm5)ngpv&7?&>BkNU3iCI);b9FO_r&CK|xtT9op<3zpFdu8nqKSGBHr3-uH&r}}TXOde} z|K6~yz54_|m}YEdM*5}X8!tUGQ=cHjlsH_VVBxS+>nMEt$hvLIzBsS!L~E@;|ANV< zIo)%oHV{B*uMbwF3)LSbbSZ%~|HwSjCO4+<52+7GL3c1%z zj?qSekilb}>ES2k_97z^X-*hCLZW!ZIL7ygji*v(V`ZMWP?wsc)izj6z{n;E?{ks~ zTzOjkM=Uz&%oyVWB1M9# z>fB%kv=eXJLc%K2_u8|tygu#yGGbp#_J_mQ7XWkn3s+~p0Dx3s!2gE@MsS*)bV~|} zQv82peRn+7fBSz#gtE7g$PC$AGD=pm_dYh+n~)uakiCkKo$QejvJ=M$**j$K-*rCs z{e67z@BRBrdT=`Oe!Z^idajG$BjVNh5ZyT;Y-rH0c@C)vf1#B2|J7^W*BkNfLm5!? zkxg#EYw0U5{WI=g!#W+47z-ILH{>h+bUN+PoE~tFE7|sI4(D>KG~?m*26T@A;(UZ`1*}*r+tp-W59;LtYl9EY_bis`l%D;J_IEepc*Uo80{A`%%f$ z+KbX_aA!52^)xHqjrRgZ*)FelW_H#DVvGj{r>6Q)DaV?&pE8AALI>b1Zb0G@bO^as zsr=@ip6?vN^yUjct^sdE5de{~wh713xdE3J1Fc<=C9fEFBUQ&t5h+4%ZmW+pU}oow zUg%{TL9D)Sv1V`N{`~BZ;KgfUNnj!COPG0Di1E@fVb~aX*PLfIkYo58Gndu`~Dy@ zq;r!#8UDz4>0ho`2L zMA8x7-YNQ=VaW9lxw%*64$p>1GuB3K69Aa@= z`XxlHw)>tpmEE@8W{84nWy$T3*7S5#BJJj>t%UOQ|C~gx$}-AtJSAaAr+Y4?C<;qo z+Ud|cyg6XIo^BRja=&(M*UDlhx_t)5?$Yj&@aEvfSKB)g1$CyE#g7G2EuhqZ8?+J8 z$s>?@bed4=i>XTDg{+_M06+rms59W~5dwjLtVz_<|3RH?CwHWTXOwrUXkm z*bg#Rk(}3B)}1OX%3kM|rU6O4o$YsJJ@G2gS?43obOC=?`Ta-@JucJJgv1s3sERgi zo>oxe8kn>B^^$yY+7ICaDEq_+Zy1eLAEbqR!T#HqfA5e@w->tX=xHE$qN)FCl(oqAA3sEgCCH@S%_1 zi}cB`!mZNAdoKp&4R^h(wl)tY4=NoG6ZPB&@24xzJah8$zbyl-PbTvEQKOrlmL)-H zrxHM{rMXiomX_2KrPNX+pi}t0aeN=KEDiMl-Jc8izv!IDuatVr{Cem+a$=?&n5d$5 z&lF(gbg2pl2__maa~9(y*yfn28g0w_gCir~5-$wh9q1N*Ul?r6)JIF79zM6aY>m&QR;R7{OX-h?3J~pyQCE^%z~)dL{HOmWkP+opY*4V+5*3H^NY({* z0~?(JMB@1?&+u0M*xaGmQ)Q#-?Y;N>WCJ_+e5z*39Z#A*X&|>SGWot8#aq0qz*TUs zv@JXRn4pc_`l_s7sH zhb3q;^a1%lpU(xjRFJxet?sv&KJI73oUfFS22FK+VVc_4JG&4{XnKk7ohvF>@uqOf zdsbadE60K2*U+$bbj)vTyp`00x#;~i@WG3N19zYhLG^}>4v;u}HZd{r^sTL6jY}hn zB?NjQxmGqORw$}xc5ONTOGJ?I1TGbVY->%fHnG-_hq>yf?X_ziIZ_e(e(2}`9j8vo zb#ueiol=-Xj{7+11xL@vie9xxF)39YS`6zGt#dfIQS9r9T9eK%Bf6n?ay$8M@9&fx z^3-$c?}r5JY>UbOgnR62t!&&XhjM;!cA&$Tn+L{~x~ybTFcSd^^kcQRF0p%|YsvX# zTRG@Q5|M5oP%8L&(&Q?la5vt*=F)W{ZNtUE99@-QtkLXEaj-Z`;lsPBcd7#;xRFE# zTos>bWpF-DR=%a!UPI6l<#M3fjQ$t>X^;Q z>n#eM%37JbH|Zwe#{IVCHcI-EZT-(oeehKu4{rX-7C0-9;Y0|E`#Nr}!5rDNvq>kg z(M-Y~i*XzjGqb+1K689KD*KEyqB8^o$(g9Y9ig`z6(RzyYqcW>12PAr;xSG1Q&ZoC_0Mh!W}xa-zY%)VA8Rf z3G zhP3(#bakajWXyvkwIE~bKKHh)TaaO*=+W%}1ZTH1!on{}d- z{r@F>b%BM=Q?WJFn=API_=q#*uB_kC- znLm2-CWj_&9HS{VL#;lo0asQRk6~%*MUz9F$fOnSQSZr@Ox z`w+^a8vo(NPwTFCqh7#9^Y{5h!CxTfDiA-+Hp6&Z}DBa z9wU_k=cUuqn_?GzY`P;OQEtEf&(bn3db7GPs%02M(BJ7_*Rzf7LD zsMZq+owu>1lz3(aMs7Z`m}`d$aj!ZT+a0QtPg{B``p9v@bHe)&(p)Kt2ch)vlOwAR zvhYhgBSvg=kjt(UPNKK)_B?LO|EOzvvTlR_`}1Vkc=7s)zOs)_+Dlh~M+_OJAa?3H z;)4!`L_s#lpUbe6`gLana$OhcODkyjnmB*BsigD=x&#+z(ydZUzs!N<*5#ew?xLgn z8WW>m4bLP5bBQbQUMt`3W)S_dH;fz(oU~?6>M61XD-i%(JetZj@j09BP!Y2PM~LSkif;o<)4dSU2kTt zr2da-PvSkR6ggN2{V(ABcz4;WM{hbvSArQjBh+03EmKfQ2`3pjx%}PuS1~cp5JjwE zf2#L+Y(t;@|C8b+ZtlvKgn`P=PyJ&Rb;%=(^rCXVi+ISkH|BmmY@bPOKiPY5{I6T% z%Rp7>Na3;1`Mfhj?8ghgzZ(=>4X$a9k|#e?+)7BK2)1j|K`J&(win;Gq^*0svVkW1 z>Cf8JZ8UXI@@Pb~6E!&hr6G>z{aEdP$7HHLSX)<_Y5=1m}(E8#87THjB(r+33@$v0Uc&3upOe z6l>ndZ$n93$MrL2W99GWlLHEUUSFMU!v>FOeD@;7#(GX^J@75S3oo>;?1ggVQ{Rq6 zR}PDQF(3_i!j~+3CAA^-4w7LELRF%t=9C($gX$sCD`=r6?^^XJWkEnPIzt_q^ZDBC z5~+Vl6PD$YQw)E@nM-lg1aVzR#qfiBr1f9D4`ne`<5)(t{Wad0M;yG!d@&Pj$aCdt zX{T%fMi65bD^8t*?y;5){b)`h4+Y<68M5!0tB5a`DTU8C)>hm$3NSG^$VfFb9)IBB zc$o<3Xt%lZ0jE#0bJ-`HO_eS;R1*u)+2JlS;B7wC|qHQl*ta%@Rn^a4)DE; zmYEtOVC0srY3I-{XSNFjO=>KNgNC{eyxhc*>lUYq!6_|Crd6A}0Vh9~g`C#T>dHgp zN~gjTH!Hgn#w1FYPF2J@GyM*5wS1=q*^5(}QwI)?QDKe8eKTiDO&9y6!$@Rjfm*&N zoWF-+w9Bwn{wo%pzS?~Cv)#ia|J9@;*jwcC zr}+{BSVgapMTMN7!u~v*YA}w~g7Ebp3DWvwg|kL)fwrq^@Ubf)vU%pHA79vM%@@$X zl+E0ScT`>ZK?Z0Br~oLc+7}~TFj^vb@1zL}wh~MF`}c_y4XG#iW;eBDv4H9>_(4lp z8-nTc=hhA1a4Qa}yQxeohtAJul=(D16i*HOc=nPwzu#%;j3ttz5|or66u&LckgQnZ zeyEW$lJ}E?O|F|hwU0sFrd3znxfVTE8y3mN^dT1al5yLK$tL#b)K?sP=#Ug^ zAt}C_b?S+adaP@(?XkSI>gs+Kw;+Ye?4sKiHDY`kGq|PolU6d%}rTNa{#LW*@FUBvTk1K zWhm?x=t^9Um0f;>`{uj3Drrd8jI>_MBNdM~`pT9dAgmqanYtx45iCLW5ReeE=fd{C z+>Mz*DO)ER?zQ1P;HXj3gL2|!&)G#a-{n(D-O7F&5)C=7pQXf{k-%l8@CQ<7Sx2%aj*J@; zVBGvO(=F~n^B_@a(lcpTStRpOg8458kY2n^t|i!wVy{Y-uGJK_n5`hJU@WdpvW;cx z{*-UHrId2@CPmPT$<>zSedEfH?L@4JiEW=`=FE9?cpwtm^n6pcJ1s3+Frqk)BiX64 zpA!Q_QagugAwZY0MAH1KPH)P%*`JXrYsj3HDVYzlb03g z0e7CQD)KAT(I&jofg8gTZl)L3tiSk_t7;gF$9|PU!ugCa9+I%a0eh5hHNCHy;<{dn(J*F5A&$gS*) zV!(w5oH()>aJ=RY&^Tm*<8JlOpQV}e`hd=Iv(Cb~t=!iV-@Cf7n_*`SPK%}Fsm{$? zBJGeXbwqbLAF!Qq*br8%SN->=n##`Ju*xoV^A7ddqR|DD$Fvu7sn66pFyJx_grN1Z z!OxbBQc~D__w+wF)4uH%SKf{pUBZfoi)h6eH9mLRXCmL}3dhh%9LKwDWdoBc9Q|eL z)7;kS%&xNkN%Wy{^`v7#odv1DNsBAYG9Yp@Wulqgs~wssVN1!0L+-j^UX$m;>dOa@ zKqh{yV!o<*@}ClScz&~zo|yljba%MLm`^V3|Ci>Gk?@TNMk>r6x2D5b$8UBuDfB07kHDKg!WsYPT56|xAWyFd9rl#*jwo5$(-s>7jj?$GP{HLA-C8zX8b@QYJ4GLQax-j!*g zJ0q`rWE=f^(cYL7HflfoSdA<7fB^5+x74fGcq^mQBqZe|jObSm%lvF5ub~qUyL|d2 zlWN|O!sn7%llJN-Vp5Iv)20-#D0N(w$^;fI8UsGR6ILJ^>UZ{A*E0#Za7!XIWnc5 zJ{dSg%&BD_>wWu{f4q->E++crz~x{==NcB4QKcDWs>Yd{5Y5?m<~anYyWpc7^Im^y zmkZ|{@5axf232xS{T6P#n{*PrT<1TyZujsEi0$HC?x|e91c;dCCXnBkGobUhFDlxD zT7(wgvj{5rN3>oqGcQ&%9nLkaoq7iU!L%_^LI;$ty)JpqF&7V{3-uXVsYmrETYYR7 z{zq50W(_2FpYG38Q&IaF*AY5-?GIF18VP*`Kw!JE)4u_c&aW>=W?F9k+es7@1DP<} z?Rdr&tO|3GC7`Z;0$I6l`JPK%JqylWK~i-1(>@d+tnu=GHye9D@`lVKD}OvvAGKQj zq^D|qi1Lptg+X}*c9bh-PEK%*cah?>&&v}|B zQo-@8VjHt}mytL3_KpFtiztH8o47|ogWtZKdiKz3ywL?W`{_F^<#bS)-K6^^?US0h zY$zthk@5S&=OzHWCIkJ&W19jEw1QAB4Y)vUPDz{2K-O&KSWmU!RNx6C} z9A`IB%`?ACONQjl+5MW8O^4Eq!`fq}y=R2gZBmSh=I;K4QF-MSSy)meYX~n~YzyS- zz8`4=Cv%Xop=6_W>ued}o{y98hNrmlFU~O5x7bS;7};V0E!;Ck7EiN=em_{OqTU~V z@WA@Zg>5?EAt)ikQf-oB-O(h-rhq&!?RhHMEtB$KFp54Ll7crh*_D%mB`;eg1z%Cd zF$N8Z?P_T(P+EuB0|g?cgh%%EjsS_c;&pH&okSQ<7dVm%B z-xEYQw>5U;YVfrT{2=-D(Jw`W0ap(g$VmTD%!6LA zr0z`9Bo|*1CfiO^#68_MZXq9&$jaqMo`0FSewJu<=99HBwMkSLF+g6^NVLGq{i*+=38S#^x$zcf z5E@thfI(Jeadh@q!^jUroiUjf&fX>N@%$ene>{JqP0%N`DW_BW)|OM3gN-wv`1NGO z6ymExwMn^^RiVvAalzvsCs;_FIL4=T#;@7J38I)_w{wei^{lI~kk<*g@pkbJJa${e zt9ki(2mU^J`8CjCZimE!W;)oAyF<589leb{iHktxy^V*FEKx_OX>3Oh;cF(KjsV#K zxzT4#zfUjc6_o~Jd&pt#b@iwk9v%v%kNCv#s7(9bf{WK(OY(5$xCQ5Z`(9T3pMq<- zV&n8+%&gYkK5h7nDR$&XOQIn~gwbG_l>XSusxW?tQ$guRDV~OtYV|lr=QGqQ}-Q))b?~2k26pLoWMi z3!-w?xt0JU5I)P(&z#sg6eM*PApW-nYi(mii97(LyoWP>?}D-1V;|?0>+#!ZvUfbY zuA$~MVShHS)!g~3Rn{YTL_J5RQdEbePj@+*;5)A)Rk4YF9_DGE3<)Oa$0w_Amf3bf z(2NU>q_`qOEXW$Tfl))w%Oq0cW_FksH1W#TzK$F-#JURB25k--V5d#XWjKxK#xi-GY6Oaf6hoq+YS|e`mkMA=# z$f81ftUKr3O;t6_Wm{LvOs${Us_I@_Qv&+M5X_e6afYM+A>pu(KDL*eF7kJot!ve3Q78U(-{r0jDxok| zIUiLFt1D0jVB3g)RCV_r{Cg-H-X{pqin0Q=>5n-J-l2+z@b`RuF`G8+Ghp9Zr%M8F z$Xl$D&U`WuH>8P6YS!zLDhs;8KX zw1FQmTxPy2vUfA=pyESwDpUxDAquqSq{n=60(vtz?-a0|b6B$1G2;sOR$W8YYe$H^ znB-fxb_d4^-`}C2r`Vp`^&aHAp`jK_-8;drd7W~8c+KJTjN1&JLfLfeT8Lbn!mvsrlD>jA0=?c8kLbe(%X_LSs!%{~)NKGqud2u091 zI0Xiu9&ihbcfQW_f(!Ym!=o_)5Di~i{8h!!zzf<2T5|WW8>%GQy06O0KL2|EE#DZi zI0^$zLxb7$&@vFT<$?w?=HwG9b-h$^k`eVGhW~ zsFgXNnNt?Y-pQ~NyA3WmP%5q==%RAM86$5Ts(6_WZ1`d;sjdF8n{Ub3q{oIQ@Edr$ z$Mya6HmD;wdOUyKgqauv-GOoF(_w1QV)x?T_ru9~loNe2!#GL0%g@f^%qOBndlFAK zr6m0`aij9!!2qR^ED7~D#_V5OHb>{d$+r!cMTR5$kRks$^C2Rd6V4sg&x&7J{)}wa zs)Lr!wt{fST_RNcg&e8DZ=4}_p*@&%xVvXHHs-b@>nm;tE zAm~OzX}2pWY2N|itVg(8b8~KM=Awhn=-FPwNc&8W4vJb8lyH@N8`6X78b?lj+oTWC zJ|&AokU8dPqv57)RXge+@+K?pZ_Ve2qP*Ij15GuE^bu{o;XG$jcFAMfMe996LkFG#kwl(g_c(pA%S&^JTk{Ln(rJQ{+ zpycR*mA%M)$4ree&ia=F^VM?$yIU)=Br;FlvXDmC9lQ^^5^l^lbd4|SVYxPh&95pvqhp4oJKPkZ<#$DO;~0P5rF6T(%gg&u7#}R^ zdK}k&*nH_XeKK187qzAC?AO3K4UnQJ{fn!+J8WD76D3HcU*u={Q&mrbm<^aW6l4bb z?LGf?GkZZ$-s@4uVTVc-q0txK$2@Q!Ecj#Xy#RNb4XMNb`~JgxYYz@S(hWxWEcH*B z8tgqpwAE2ThAs2%W>vZb7|$neG5)Y_;3QAcSRCqn&3%8oWhCnvBht$G5$?ASr`8Sl zZQKM*XiCFnR!_zcW?Gvrb@ud zM@Vu`%ZzDY>FOI=-mOETGutw4Z%4gm=8OPcGbc2tB`2cWx~dU6g@wO&YgV>4-`Dd# zHd4X5WskhDX+Y}K_=6T~LYjl1Yq-bOBVWAD40yxUPD!8GqqlerUVy8jMS z>Oq|1*ShH?<7=L~^}gqB4KyH_nm}oH|Hs9zud-8}e8uNp`^?Tx!P@STnb9SCOa@JH zOo0BXzaB_5J?KXhaN*=U zzGv&sk^2wHX!~E|8;WZzAPr!@Y?_|iTH757{~9PEaVE9vE4(?Hc%&CL;a9OXT?e); zzb$`iN6&3YmEN+@S+o~G0VQ|loH;$5-kd^UMEg8zzoAvyvF$Kl#c@!wiDocE4@;yX zxZsdcy}g{={Jf7iGU(&`a!bF5PQbi}wI$r^YZXzxLwRy4k_@Q}Uc#?BH*G|=i@TiL zdfCF-Vq}NQ#udS$*b^~q&1-x5t#_j7YgW>*rCb+z??#zA8;G!Pr*{Jk*o~-M_rGHF zUcb7kdq7u1W4zWcyxu|b0bBB{-i%LBObmVf7e^CQZ!)woo}Z35HwuGH-sRYFWPoHL z5NLX$2z3J|6W(kV98k!CM0dqX(Ds3{;y^_MjmZ{h3EP}_cUeUaCRWGEp^W)D2`?%vGa)qvn#}ZofMjQ-Oh;N?@*)*u1Sqk^) zCcZEH%^sO2q*@-}kdk2W78gUXh5HqMCb@jv+H`XqqsF>g$GlU_Em660?f2?zpho~n z%&e`^DHUqBcr0TCXcW2m`9nJAO_ux9VSnrMg)TyXnpRz@UU#;A4aNfg{4DcwH{htl z=uB3OR%NrtK}3KmsrGvLF$~6(w3N#$?3SaSDye{mNh*@O|0qtzT%IwhlunR!@_-!2 z+h9j4P6n_Xkg8Ci)WtXwZaLNG_11{Xl4E{)_R~5Mr?)ISI)KzeFVT#r|I;jqLu7TVG+0HR8}i&0`ZTg(n`JAs|*>C=xOxQ|i5nT{UY zm~-58JF3DzXV~(cY#Rxf`Jdbx83xt!(~V=N#5=0}X^mDPno&7yDAmc#BrGc; z5b)C5&za)hQ`hA1rlCl@YoK}e9`NIyJ1g=hr}Yq^{C-%Nw&sw#f+PM(9@4IoN;Q^+ zbQC`e{o`UvJNqnmw|OKeNlLQf`^>w|UCb+mNn{cCKPw6(Nh8;{EOS{Rd%tA+|EXW* zuC>c>^xtwili&hBw3)YiV8YnRym z!p_CWPT-CocIoBf7;!h^#gKZSVIF$zwC4OvBangusV1h*F%WQ2Nub;6P{q?+Bco+0 z+U=QQP#+2?YISFbD&Lx}bFi?8Bf_D$8Ob8~{ymQlSyJoAiuSo@FAI{r8fclNgT;^Z zIl)F`rdFvq!1;T>hH_;Sy4(4MRb0lnRky>X5m<}7VuwFCMG0bq8$}~eRFUP{>KmH4 znngO6I&nRwrEIxuk*wFE&+^J$DyzDg#-$tm_( zfebx?F-ji-^l%{#9?D)qOiX-qe!-6}4K}*ezPa7wLiDy7*eJWJ(7dMr#*>MpDc65f z670;O!he6e-poBjNh<2Fv7l@|WhE<`2xC;;j9Y77TQ-3<&uX#xVwKoDjl zGI7Xx#bo8%x18diSau5%SZc_Ab*LhW035ckWLcd(Xo^rKebvw-)VN)?v2q_Ix@XqI0-xwfV9KcvS z@@nM9GgHzD{x7P~>0ZZ7B(_gu$4sgJZuc7R{YA?k0lV3mmY#MoGT+bA1Vl#VKDQgi zM~647NFF|M<5<|e+&r|c7raGUp7K|yOLY1|jz$1ivp#-jht=JF({$j^$>COUi`=~P zKbGWCup~pa2QJjo(hT4l_H4)lQm-dh*&%koz&X_k>i;W9owM^(u7D_Tu7q~_vV$XM zD;q!@(MEIurMbo}Kd!?m%ZbM`PyU@U&{~N1kvt~jcUKfMs2Qnn@si@X%-+5V)hXi4 z4?a9Uo4n7mbEGyfd+5WGfcH>=9hGp?IxDoy^@_jP#|kk$%E@1VcV_7#4Eayvb}@FG z&3~{qqaVaE!rkn3e(s_AGs^e0oNl&kvSzb|7F5oqX=0CflEGX&_k3czZVEsRK!2bw zwab2b82u#YB}){^-+fHH?+l@;Ja0%T8@0{hh(#1of{mHVFf|(RErHa8dPm8Y(QHGW zWE$|jvqV9JMryKgkTAi_(&5nbpUzEZXa?o^K9;iLAT%}Z7^tg~!rOB%k^=zKiz&2o z-q?%j`_EqVo2dz3FC5a8u^(lh?vm z;;%e<^5L16_|>o}IiEol%lgc$nW&Du+c-p_CI~0_oEL?xEESQ3T{Q;E6-5>!EkS?pTg{pEK!1r!u&-6tei9GX}&{IVxQl}<`1 zoob2$efI_KH^R))75B5u-<@f`AvyP9fws-N1a<`m%_34Tjud|MY~+M)SD-J5gEhS3 z1qZ9|dA$m^piw}DylknxGy5IGoNr%P$C7n&_qp+|!aS;usc~;o!ggtfOrvAb`6(Oa z4cX`NZ{Ltc=*Mr-X{fF#+n^WfboVtm>faRAjDmEEIp=W@ut2s7SyOdsSCN$cm+JmsW8@8+OoM-{!KrWH z`}gfavGU+!te(_avDnZ4dnNjR#nfx`cd8j!N=qcwdjQs9U;e21%3#VvSl@OB`2<79 zZse>{Rm^XJWuVD3&Cx$U`N+o&I|zI^T#laSQ`+hwnKWM4$tIkJ3nQ01;>2slpryMyPpb;`2 z-k+<(!hBII?I-5BwdpC&nG?aNkWDJ1%0Lq}?*@v*)rpHGG8U1hQ=bwS@`HRt%bAm zk6uGgvVUaXOG`^au+Y4)Fvpt8W6F&@GH1J&cK~(=K)HeKV!>Fno>~6s8%p2)CAz;{ z=u%bA5E&p=k<^0xAe-_xeT!?;r4@{~yZa!KqXX2axrQS~swCr$ez)UzdyQxK^RR&5O{f$ExtjNJ=nR!&mGO3EK;HB#prbImzj6fdTYeZa}=xLaOU^K24xaf>{2 zAY|CV%)vhy42K{^2AUpS0w1J=jvhY3YHsJCFDhn|va!Ooe~b5|gW*~H#*%6IPi`Md z44EMgG?OabGM%bIPwyhYYP9H59bNUOIZ)te530l5i^dp%deVH-$9&w=eB4v$SyPeFLg@%BArES1H!0WYK(_tsU+D-)P#cvPE*1$&5(G6%Z{`P>^#hfP@ zxuGrh@51J;nEzirC(MPS(+6^(y=W>C8h?Ct-uK!++?aceC_oEfAFe(SxKtsF4n*M8 z0%$XD;iCXtgco8VC92sWDcD{QYrNT#8aN+uzr_Vg({2(7)!1%-ojKnxeG2xE?VlYr;i5xSPFa1RK%qD$U1WhFnnPFvna$oFl2IZOWbdRRE~1(oDys^ z=heEl92T&mrxgBns$W@k$gj`6T0IFK#)p;KPf3SqD+wz&_&;}$$;LkB_>Rk!ZfV`Pberlh?v^Wssa6z zJ$iDW+c=-ganW=sF4=Y~%w1DbFfvEKqC^|~k_bfT@v#@gmz|%Vqfi#byTU#P93P%V zfchK^`j0^|7#$t^)g+t7Ib4!TsM;-BAHyhTk6+qsxA? zsv->#lB5ypZ8_As_7Y$a=6+?oN-zeFYmXT(?D~;N#)vTvO?8d0HpAh}idey05(mVZ z4Ey)u*}d)Cl2}w~tenI1n%Mb3=YZ0fcH|@z-{W8-Q<56yu!;I*ox3=t-F2{9PY;TR4$LJl0{jBC%mikH9sU-4qxJOaU;^AFV2^OnhUwDn3XX~jqWRV%jBc4o!R8&brjtIp!Qr8AU$52+{XM(ipGN)FX5@K&+6|*1 z=X-5(L1|Nn4=<(e8U$<`5`grG@0PZQ@aBT^@kz2q5&8sJfRwUT>}!Cjbb`p2gA8|7@r%PfZ8hUJETiSGKRsUom3}w9D)TB5*`n8h^h@11`t%R5x>p{@v^JiHQ>3$PJdii zm(459$5m2&r>A|lblDpJ8ulYoeTsCMI7X4lU{rd}2KGC$@hVZQcITz2i@7&fu3YZP z%Sfp^^7dFfxfXhbJ(gm3R{>@}U@vyOe;t8d-hnx#P;=8x>1)nQFl7%5_YZ3RLZQrUDs&TB+-SHH&9kq3eMKS7fcC?wxy|siHlJ34B>WjsQ zjZ-c3;lj1pIed2Le4J+##u$0j=-};B2jB_Vcwh?d$WgX@^yaw`2=r##S5*CyDC~(v3v++txmupN_6EK6C;+@Ri$0t7$x2 zJ-Hv~oak{U@FZ@Ii@~q)mZI{&h`W?9Z+&Cm>pWJ-U@dPTvgjO@!10d#kU+|_sxO@% zL><8xIcBE`>74$VQP7GHtbavR(X%rshuzX3q6QtA;uvCPG3kh?fe|jNy~6dMk$rvR zR(4IG3E`~(TN)(oo@WM}WTxQQ396k7S^{kR~n&QF4$=3HhEzV^!*jd`&;{-XSWjz*7X;7^svwJoie-$&-@Pfw9jktdg-2hI-h~Xc96c=GtEla~s>=W6lW2RH zdmmgtZpNgLrn%yF>neuo10pKRcWPheNHK;*YRP01W6hJnGejTxA`sevgx(+Hl=LVI zsvab&-=!7Yw6Rqsp~M?Ce^?@S&Y)k~^M- zJ+L7V3dO6p%pN=nVI+m8~_ylIc zYZ@rW@ysY8_*e5AKGk(QK|P3{Vg_#eJ1K-LDG9J$NSyy-Kby^$=)7nYJ=(^aZbLSo zQ(ztZS!fc)|Jmpv@I7B*xBAL2k7cPp&8Nop9tQu4^ccCH)!B5RRaNw+4}oep0A#K* zsKx`uLaO}PJrY;{qo0Hz;YeLo=z8 z0`Wq5J?@s-V4vi)jQOAAxb0ev89l4N52Ss@o9wY)_ek-PF;gjVgDvsQG`wT*JJoH^ zT(~m6IINnjKa~Vv2Z9jt@|LkXO-c5@ZRJ|`8KL2L-I6C0{_F^F!vL;AHqesYPUw&8TZ$!(=w21(N&fcmHETOx)9B5xXwdeo{IO#uil{83 zn9HcY34P70=z;CCAvITzYT`Yw=e0EL#MX(4twILiT0G+j(WIbEy&c~@n&gQ|SgtSq znXoVqyt(C8g*wB?9MekeGSLmhQfW^_9xEWNuypt7Pl&}@;PI+B2B3+yw6kOG+4)JT zO|8FWu8%4SNL0mI$HJDr&>%7Z0?ws4HFec|WsSepFT(P-RP8*<3ZB$*}M3?RRnT zj1#X90}~~#RC9G<=BTOvBWkxTCSsr%A#z!Zoo^u6 z)HHL8(Ae<=r0y4+x_$9u7Z9|}Ek6c>KwlSvqNhe@&e0+j2=m&pk4K`_HLaJYwo4R) zj{bYnBTj{KNG}Jc4=GiCA3l{#PFh{=e>BIvoTfW-YCA>Ec@ZkUX?6mKDYtsY6z8@M z{f~$tPXjUt32OHZe$8nF8FDx;bZ9-kJKV4si)B;Kl{!)WUoGn@BC7dj>Ib$ijrN*I zZJp!U#*~pcM{)3d9M#9@$)6QBYQcIz@8uKSsAh0nASF3V`x!<3++Pj;#bH*tQL1Cf zU%{459_iL;hDivIPOe!zVEJf(vahbMnm^A9v*P=D9D9GRobmERe9PGXe*5L|S~UEy{5x+{DF*O0XPVakT{PJtEniq_qT4-qZbDgLprj=a!TsP@?L_iUas@YO(uHQ3kJNf0^Y# z#zcqUTSvc3`JD0-0k1yDGQ2}&z-8afh5C3P ziy)I*zSg|n*uVa#Io^f*n>Jptx)HS7H*OrDwL-F$u&6K?xD#Q$Q1OuCm^bL=QJpmK;>K|)M zXXh9@fk&2lS6)xb-%SEx$HFcqShTJ2kFc-#xw?HBv7a*7balf(-rHKU%dO7G)p-k; zH$#H*{C-W%`Jkbpuv3ih?bid#2xx^FhJ?(Bc}Z|Yz&%KvakL;=-u{8EUbxy^E5-nCpp?kn|ia*Nh?jehm76S=A}D@`J6Coox;XRXV= zzCqQFlD}u@X`4EG$AE;|R;%7b+g?*-BDhAJ6Q{$}izxCXLxj-AO`-x4qw}OrAwjWk z+gYxWt-mqy}qn3Y)f&t9=e#(DS2p(rMvWR4Ega)(^~;c9oUa%~xc zUaHw+UlRi(5O|oseLnU{CTGXZufsIfwBRL6B*2Lc4&=0@@$e!?3mgFG!@PCN-XEqz z%_0Os2gz687yAFmI_sz^7p~hIh#)8k2#6qxbVxT+(%oIs-JMD)Eg-Q;0Rd_02I&To zZV@RFiB0ESob%mxyx+Zlc*ZyexmnLzbItXes>-EoYt>V1#2k;3a*8(!*xn8V=hJS) zYZu`c;?sdYtukfIM((p>Z&j~pd_BFisSN#$-~@+a47SMq40@Can@mmC8ojKtbRM6A z>fDr_nb3g*)BkEs5>r#NRc?rutEb0aPxH8l`_1~R#BXixsBtjZ@EataK>UczJpujrQc5G%j}#|9LW?3eT^$rPC(6y=^^J& zFR9vKxsN6uv(YK+>BTdyyBa6q?=942QT@Z2?eYvOY6$39XlO@`a%yA_O-I?6+KpJn zzxcI6$dA4!Tm~WAjJ*G3k$(1y`dv53*?cVPtm_A2fsS+rd-8xSb*I4LcZa`?OS{&M z;L4A~7L8s7&hT6{>F3QlYs>WL|4nKDrqfj(O5E|)Mrx`|J^5HWnZ4HYc-i=(X))u} zy=!J(gc{Ft%D^_%3X_Jpcnue zSVm@$h53avPpS|$N)_flg57YFqv>RS3+!}X4~hb;Nq>tE<5k&_7`q$$lb#=O8}4+* zCuC06P-Z;|g(q!w-g#8SRM?WQ>hs%}KR0x;K9cbOkZHrVXp3?{;mz0Q+Xc7u0dENG^Yn7eq zhD+5gFwmkXK1ruzVrFlHr}d(Jg~hlHtCeE!L2f=-xzEfKpBJh0CG8-*w;B%D*et+k z^ymlh{u+*UC86iRPTZ`d3sK#9W6{_gUxvK&OS zSZQEkkA(j_#VWE6rrW%DvO+WyxcJ!L!gx9i??XYx3&X>p*vpLUTQ}#rE)z3Q7uR8U z9`N4yO?A_v?}^t;e!65>hyToGv2LX(;@=aR$B$E2zzj$1aWM&A#%G}>oUc8nPL`FL zWVcMRbdc5eGN}z9$R65BzmJeG8AS#zCw%9|_HTk%ZAM^b4p}AAN?b4(Q3RSao2uwY z|K(}JbEjSTfJv+IpBz?+oUMQ}M+VgmVq}_6V{uLkyq+^P0rF1vGMfLBAC8k#)nz*r?S0c5fuPwI#{ zRAk}4BCHRPfFr@*fAD_Tt@K~1y2xR7IX|REGu>P@1q*3s$EOF$$^XmUD7RwQnDn{e z;p5~bPT!3sP736qWmSnd9dg1r3(-6}$y}0iz<+XqJLGUS3XPX{LPN0r`AY1V!~5p* zFo6~Qrt_mDhbX$9Yb66JCE^^(%U6p?Ld+)MQxVA?)DUqb9iIyDUml*->-*?${={d{ zdtkkHQB0ChH{Jg)WA{I)VCz7^+HyaARIso38{M-(s(k^{EO7ERox zZ`*i&md}-}b=;4v3qMUB|?4Qh{;yf$+E_L%~R*9&+RaVOf zNoNTC2KURctf_1DS5|g8SK9^Qr|GL}I{=nw{ky3>S?lv2kilF;X67GnLrU7OQOu!6 z?_e1oS#|M8UamGBSB?_1jeNr!hQO{TyZ4SPBb&*|sqYD)23R9hqkB1q;!ahtpPR;E zkiGMNM<(4J>OW&*XMIYKK$u1FJ7rQkPHdj8StE<@`;kNzMDdpV-?i9m5YR#?xgF|u z+?qvIVdJ-NYf_GyPtH+s1685d^~8lk9D-_m8C{d(444GL);5BtBS*Ea0+Dz3@P+B% zK*4lnV+Os?QS*Z}4zH@FEv;w%6$8PN>!}E>nYv|?Vf^iHF1xo<{fo0!UBG45W1Q5W zCopfB6x_9JPHQk@&B1~=sf-g<6vh#~b8@m3d1o$_#Mp@&1v6(=82XxbR7!wY1Z!z# z7K0#IX^Bb%o(4MFEQJP$Fyxa32(=-p(V#(U+501GL-660gyRvo(81{muokG$sv}ox zX_t?;3shgKE(e!t;)!CmnNKpJtpp}|-tfF7#B}H|>|`Wsx8M8#!(50dNMCuB-HP|o z-M_fKt6T;H^KP;V)Fy&D*lzy${|l=7;L_*YpD|Ar_T zO|G5m@>aRP5nkUxt!UVW1R#TdPhqM_s#~4vSk-H1KQSq-`WvgENeOZ>ropg$Z73oCs!7*sdXV=aZZEzwTK-4QB?W zGdA!T$@s{L$5|WfyhXMwvO|+H{2*_E%$U@IFPQK7^uXJ^`>8WkO%FzucT! zVR^rGkiQ&DoT-OLP}S>nShzDce`z1>CtkOXuX-I-#X%Z7f`nTdI4}gr+ozF-Ic5aF z^nX@CZ0h?8QG1-dZ}Y0>PclZ)7G1SD+na@rmA||PMwOpMj3miQ-75#p0iKaQ6x+8- zv&NHMR%BVK;(>Kb1m$NQUhS@Dfp&(%KS@g~F~S*;lmo|n*!SLsbQt1=iHqFy5gQYEZc-1%yYmwRI!TNl^r z_{+1In9zdMe(xcQK5mF)?F5(HkLb|U(qb+er7}f;d<0`r?J>3!MjtG!K%9oCkAD&@ z0g`U;%E3eTD*KSWw5FoW*2A2p|EE%7hr*K0OX*iRW~*>VMvfSSb`c8oJ8-iAP{as# zgr2_meP1%i4#K+Fwr_QpTzUW0srJUYb=Bg*RH5dfJ2$cJgxTNv*BZs*^5D>pRHXk+ zD99I29xtJ~5l0|BY7_kQ<3_eiA6=0O8+Du@BhkhQ?Ol}6y9bK24|B}v-gSqDlJ`)< zf25Y19~gI>HIu1Zf1Kbb9W0xs>~U<{TrL~f%T7{@>?@k|w)pQWLP!<#)xY_suvLn@ z#f|iI_`wvv`~ZF8P@KPgN7X=qO}gKKjoqh`+$`5Px*U^J>oSKKv)GI`dei^m+u!t{$HU(g4uJ@<$@k7_=`88#1xdkHz2S}7d&2@ zcK5e*tIplvUbs*Hlpp@i;d$#2TZ4d$?y6JzDRC74$r`x4jaaAn1^o8fgRLEa@YH|R zp`?EC0Hpf=hRBRm;`?niA~~jK&fpJZil{ZC#D3Zp2~LCeM#*c?atI0VfbtORVTr`K zdN(`wgY5x>fA4~GM=Z*lY)ZQ!FwHwdkTN!dVXb5a^~7u2Q@7&Q_~HJ6tK-a@E4=uN zKQra2GL&6#X9f>+*f-Dwi+6@};vD(tJ@(yxzVcGqdXD8CJ^CjnP1yhCIS0o{1j_J8 z1I}k=w@&V9wXerh{U_-|ir-wozFX^q+nzsOK=N=Wyxm{<oJL^j)iWv(;R1wRyGm zx9HEbUas9LK0sjLoEf;}2p~*_lI?uE=?20xm_c9C#0Vk(9sxCJAwG3~wWCr_Lc{n24Uadw3cmcESNiWU~h0(BI7%QuE z>5T6O5I?1X&xja&FP9AnIiQKe^z5C)OT|j$NRTUSoW@uv}ymX+0{y} zcn5*&5V%K2f8Cm;<>j#e2A!Mc8G036k;3B=8WMsI2y>X`mpAk;d9EV1G8Dk+1?(Mf zIN4gw%T4<^S!z_H^Zd+LK%Q?0WdU5W+&(8)akv*37qaSoj{nAd5G1t0>Z;0ibM{scxz|*=*=gPK?SsuV@EhbWH3c804t&Y`>=)fKga#(pmQNW>_bVNEW(b z2wsm$k~5`r6^}(G?5RF7taTYGMnAYEt31IDf=Aa9ii}&J=fH;RlOCM>x~3u1;V;@n z-JuP|C3TTwy;(=#|w}f89_CEmrNp=i( z%jc@CvS|}*b$a}s5}w-?hEB@=UE`7&F7%4ctCK>Hcp;ee+>O-wh)5ldn%QgBelntg ze>5YD;q~=@;F)y|bkSTO>@Hc&_F`%zQ1DmR+(7$<eY9=0`%lKQ45f0VS$JoR2K^oAw&(vw*4eF~__!OdAvZ z+gchrrWO`K_T*ZXYI51%mxT~Fl5&`uvB}~%SoLvx$l(e?bObcdNuE*pE!qqhmq%+` zCeTW~Y5EH#rOIu>mDrUR(17b(n@|Z-F$gFLQxiL{`TLTdy4rMY96r5s1CURErwkEE za;KGKiOW&wPF~HHtIE}*R-nh1G+}`UoNSCpOrFZzrqi)^<$-lw55EWs&icv2JUHeD zdW9Z6GjB7*DXkXs9*j)P4D2YcCZ_7bi8v6V?_;A?9CNvN5+)A>53P#fi$;fA7Q zT8L1GYc;0HiJ$??S5GTMnm!s4<{**NroPX|8TISsfJ7W8#|p64?MW2;Fe!bv+rYi; z!+|(CI5uxHg-AogYOPW&_QIs#oV=q3)4SbT(Gnvng>XL+7W!Qfg2C8bZ6CF7xGKI(!pYkD`dvCejx1WS&UZM1_jPwqd=ZEDrHQl45c+g>GWIVkX zYd%q@XJm{WFxAx2xw_*%9&}@2V*1KD#P`z7j7t8+J|5|DxAM}l^cnN_F3cR3zatPa4-Rv3qVco zxp_#OQ(d1r|JN0GCKHuK+9y+$M(-jyE&;1K)96H}n`(o3;8L_P!!p_j?f41NAHOfn z$uCdczKz|72OGGtdsKoY*ak=U_>{|$09PaHTg%S0h|?o)DYtX#<+BMvX0qVGEjbDECGSv^f@^0y30g(QYlh37aW85@|@#U zXv>QkQ+twP4IH^+dQQ&QW#XZuCqvkt5gqf@>9Nt}V;B_Haf%3mVXj>YQWIsdQ80y= ziZV9#j0l%`rZy7FPaYQlEgAhrP#K{uV1Ft8+s9=KzP8ncosn4w^C9-qT(CbI&JQ)%`)|ECcy@J_>U|W@+`c5wKM*p~X7#rmAYy8nk}9gg%5nKe+8JcC zdU;3nIFj2@`o{zZTXVzCK9Cu@!r2^Byz!rOz=&5_hi;olVC?-TDG4rdMxiTmr1-f7 zgIzW4g=eE}gPz;mzNKi7=ja{81It_A)$5N=kz4N4`*o@{h@V^93uj{U`;pb&d=6<89ISYXLgN(2G$-%RpGT zhSt6E3OrL9Vh#o+f&`6w;%IN5fx22|;x+HD_sJMfGM5#G92U)yxfFfGGj??dQQ>*nq@XbY zmfl*OG@aBYXgOIBrrwVDC0#uSHUZ?y766xopc9kJd6J6TJ`kw-1r%g{eS?p=VKD~S z5gjz~Qn1H@eK^L9Gds)>TywbyWE<|IfPSDpKR3< zTgQYj>o2m_N$6PEGR!E#PteaE?_x8(A%8FUIA$9K=LY4QZ^En`2DROearDw~GqV>vZCaP-V4f-WUR?VyPylz{w+`NaU$7xQ9iHTngOW|X|n+{OYD`L<`Hj@M=-Y->Bax`r()N5{wU(+((1G8_=n*vVa# zIoysFZx?LleKEylA|+hlRK0SLTN% z8Dnm1-5qLmW5@VTT;WHxf{?(h$xYQiyv`{G)H+86I?kh(4~ho%3-!xWBCOQEjnBSr zF&D)9x`BlgX-X@Cr$rk_!%B)49O})D`&xlICPeX8lL!moC!gR9eDGj2DNE7p9#*h3 z6Lll-3<$R85_^J2h9Abt{-SMrO++!|c#4CMN0TkSJh~Lbx8Bn(Dq`Y|bw+02-h~;? z_HW%>m17)g^c#lL%TIAa${anYs^`2PNb_pv735`3n?AST2t!Ywk!3lF^~Ia8TYnp(Er@j3(khR= z%?!C6)0d>I)6#=FSHkWm5IhTe^?b<@-;c9cUsl~qS@i5hR0`vc8%J5@_M}~U_PE|a zj@3AlaSCT}%V(RR@Q*FkV|n|A+;sMWI^<#BUmx+wV0MC3+5%h%271>cTAlZNQ_1rf5A zv=?4zC@km8u|4Ehr!~&b9{_X0?RQA0QZq>p)8f142edkJqA)mU0TdOsFh6dwjDTb!OZ&Fl@bUp^#_nzsTfs zvu)O)Z@=Lj>#u3wN^;H8_@lvT+qw%{+XmZb6MB`w%Y6yoH1xxSN}l1%V`B!r>%u*{ zDdgXR&7YqBu$n-f13A9v%)Fjx>g*h|80`>@;YBp`+eT-clcQz38wCw9R4`ykNfg1% z%ssH1P4an+HdwrCos_sGj^WMk16T;1e^RE&x5ig{uH72?_xbcp(z>OciKO@pv3A|3 zRFH9brnN%7%d6L|)4LYN0NbbCv$SdrFWt?e0nsICo@tG$Pq8_jS}D)5lp`&Yh&CWq zjhNdN)UOuR4YiS374gd-Xk#20A@2U2!8`{feEy0hS#`akW2TvTEpk>)FH$#UMaPHd zMbyPHNNgfRn+6XkRo~Xl_x`v6PWLh#2CCP?Ob_eV|^Xj~MucyrN5r7-HUw zV&>t1-cu|~O;KN67H+~A2KEyN#Ed1$iNdm|S!|;?pE(m~kVV7)-oGav>J2&td@9qb z(s|`@G>Ne0l#D@p+a^jOA*$Ga7>EZT<_=*tqUB#bu~(7kY()1_-ptSI-6Q6DJz$zu zU!T0QjonILt!1Uw@87@SEalHab9!f|7&w?WCQ7J?BEC;dyzMd0Y-(zH z@>@p>9}Xr(N~hLc&3d~Y-OV2O*!GdrfbDmfH)_E30KKqb1;ge-3wBExip~hJo2Ic( z9}USQVv3hpNT`sJw zeO%BH*z%EaS5H9UxW*ddowTEe2O;EzAJnd6; zT=ww$poLpBquCn+w2AOXCApKU$kUyZ8#QxHWct3BkP$fZlAfsRm$6tBYq9!neu z$^Xe0-}93`4h{yk=lXI#x4wS8=C?!O*J8$xe3<6>n}&y%*TT~B2CSWSvl)FtK#)>a zR(`3jP5_!0^;Hy>xvgzZV`HPSNz^gCG~65YRA?V$QsdXrsc_NBx%s6>hC=_>YVtLX z`hqf65;8W7snShBoJm9=o?@e6W1^y?29U=}j#}=gY-*5W$s`0E&CHL-ELon@DRJWOSP&j&?&^SAx7SpisYY{bGWn**W6eFsWJDj|9C_-QLlsi-(sX2|EsDemen#M0C z)>S&iLNR@c3K2{cBUy~8E8WA7p(G4%?DHXK`~G-ux*Yr!(D|+>puiV@xGB&-jC&PJ zbN^lt^P`ADjq#q;>V@{?zYPdk^^&D|&beT{+?OQ-^fhR~!sIxJw8BOEKtZMvD|U^} z738ger)O`jMOqNNF?grtC0o^Ag1Q=hyHZTFXfBdm3eY+_tdE1m#U7Hl{c!Y3bggyZ zGPCE>m60)((vas_Niv!aXgDL#<`*Fz_ci*w zl##8suWc0NSUOldaCaDV5A}XtonSyM>=GB0lusKh)`@WJ|6;m~Q=xVDae8{oBD0L= z3%UfC`QOsmK>a=ATd3SbM|H`?GaySBNRT~rid zRniy_b$D%!I)?letm%n~MM@^%etgkBF*q0%IDHTjb?lgFHD36X_?{DttMT-jWowi| z1W?29N~acqj20u89rpK43j64UVP#@o*@M$R2eg)(V;T%AWD9vV`FUmWO+%Je`4*q6 zvlR2n7ivd7tKMl*APmq;-h5D?pli}$$v!gvUBei<91APkPo*t-zpSh*K2=smL*w%~ zuk^vOW0ke!BiV?3HqLSU(b#Z_~4{)v`V+6@1&M z6g90(%Bxhrj(6;+W>q4lM((U78$D#qV!-^c@3DT#gp#&N+w#HU;cbV(8g$W2AnFgB zf2=QvDBvjkRNjct@^Vp>ev`tm^|!y`74@QaRYgE?q^VX?=nQ^EHOKJOeE-0NK4=F} zYOVKsDFRy+&n}*1*av1rJHVqdm1KZk`@2}>K%i7K#2!~XeVy2Y&A1zK!(Wh+PW@AN z!UF2`r}Z`&@;I!T^-k6Ds{|CkP;{j}pfFa9T1Z7Owkze~g^1+bcA(%$Py6o{&HG*R zum*kllt)H~zTcA+#_Qfgx}3^pCD0bFMq@m^$XC6?xW)6jYiU_SUf^axTcPIIz-if` zDjWW4kmidw*L{!M%a2d(TurxU{?;2sZeuY0O?+iw|EuEAf>7|w2RrOJVkQ{KLhq59**2FBb2+LQ;#xdk)fI6wY4Baz>e?*8!GVN)vKfB#`84ELlrHHt3DsSC}P zp04?u??SIX9Wuh*b`j8JKhST$nyfiK*OT;M4l^SBDH>U+23~oO2y{WVB?%_dJd>5D z*WN~@eqDEDT{?*8ke4H-=cw-L3ZF@SAfCJShEBmL2B**VF z0wO*(cPlH$%-JlxFRqoEW0rHruA7!rDO#1Zn2*NFqn`HmxM-3%He}f;gWB|jAo z3?iAsGClpBsJ#68ujgZ5PFZP*Qh&J5U>L%cYBPYA`L+E+ENn{qDQ_~!-fcH@!092s zx@_)<@0+J37FZ_OzU?m~#~mWN^m&xF(3JJjL~*;p=o0c4ns}xYzuk_AzaUefQzy(+ z)hNb-{n$>f3^3tWbUNw-;K22KT)k<8yo6*9y@4XW>WPPJ3{Pu>+-@*=Q#mn zu|X3zYROI%5j>&qmx@azhaJ|TQDyy*ot+&f<11X0Tnd+vn;Ylc+#FmO@0@Iuj4Uif z>6Mu6{~n_VijeLRUSdgj!eQ2XB>B-IcyTjh&!khi}i4v1tq6yiS%fS7k#?lAmzlz^vX!_*go z*d-JC@Md1Zn=u?F9DFDr&FB}dL9AbO+aZGy8*>Q@72#Y1-^td^gBYn?=7&%iM~8=} z1NCw#h@_v~F;v9&8zfgGOU*IovkS#s|2}pDPg5wyguL`@rwIQUv}cL3o&e;097T}Z z_mYVaRq?C&w^ySZ?@iDHgw((17gCN|st(t*d~7r2Fk)L9HkUe$5PJcwbUW@2Svvf- zG26FUjiKJZ_h7W>q#~K>efSCtZA6kz;t@J`tof5cAFW)McoU%w5g`0!j1(E`e*__Cq&k2 zKShwf)cQQ|K^KH_-WbUvie)kqMA0{?HuJX467mEgYtj){)|mWWSq11H;s&pu99e1AXok>W|Q}Cjge5Zb`U43*Wusg=8KJH z_v7V+z9hNatc;8d`w5S&E!IWvkY?e!ZMcI|;j)7&d(GMNWyVH0`YqN*3;;}dEI+8S zTNqsBKjem(ucP|rQ{JYtWkw^8WDHKA^X^^+Wj8F5Y#Fo#-wm?$y+EcTBi$OZ?2j^c zx2c-H{@4~-+_tc=vx0|2jeX+nzm2hDbP2oJ&6g8rL#J5j)YAtC1DxAm8@27Zh>vZY zy3VE(1Y~7p*|#p&%vQs1o~<_f#G${v{o1U$xxH$$q@Tw!nDJ~Y3fY$aqUGxk`za)S zhkDZok49ms#=(iEGmDD4a5UZp*J`__Hy3ZBJ%$$P^iSyhj)O`DA6nU2UGLsE$zsunE}c}z2#z$MHkWCV%NK6HwknnIny|EHyA6}xlKLjr|E;qctV*~km+Lg#WzxKmetEcP zMCCBx&gFRaE5*h%OU>9YM5G7*Qzm#N#JT64Vk}lMLAPNTxI3yc^(9gEp`z<_P|s)a z>~6vcF{O33A-+SLWV@;MuV2v^|IVgv&S*at!jm+ka>G!hxwCHF+%GI5B=~{65TEsp z0vaH2D9}^o!Un8cEz1>@ZL*89uV0VW;2SA%=eS{kBAJvcPL~*tnpsLM&sQ69^KDeD z4CPdfFMIVuSxC!bsSJlIwJ=MX;DM3+8ES770kHA|O`CWCMa zHujT5*E)nldMNMeqX0cf4P&)ZFZpWCVt=H;m}P`(U1v%X^GUcs5$Mr1bNp;X?05Go z8!C(#ZKDzfIQ7Hia-S+aiCn?%Hg;a7+{GBSWP_U5;7gieKv>@MbuavF)0_K5zyAPU zu#<`yrbff^r1ihOd$%4F54fNnK{x zac9r-#l5!yu~hOaheZXv0=W6Bu|b_C&xNdg&wns`%H8{N`J{*I9|y;GbUmE4Y$!S6-);Fn`KXw8pW=S(ltkrNc#pB5h=IFxC=6`i zBqqbBn?E!(Do@g^w|uyv=7x)g3bRR~V-4C{vP2ow3ax>L##nZu2hkGi8=uwkKmn#G zxj(fr`(3B&+qQcKhGQIWz74!u;8`Bl5!kh{`XgfrK|j?>^87x$+iu6IA-kNYGOZ%v z+%b^R^75-zcDU5+VZ|98XuByEb}f?Fo(ozT^$?cizWlxsH(al@?qJx zNpI$#yN1Th{U(2=E5qE$BF0r>{p1dAw|Z|3r!S{JbsDN$CQNtSxrp+O2Sw52m!DtC z<;4{4*-7=#b|s@)dFX%`L`JIM=lN$E6hCH+nMtMydA zJ4dcf$aB(!7lYPh(P*S6-`;`%r2a>z^SJx-(4uQS0p8N(@q%ABmB8+N>#J)Qn+q3r zUta|vAD2Rdywj(D5o70zOa_Ah|8bA}KWx~^O;>PA{gapu=S%2nMOr~Kn=26NisFal z^m_^Nw*FBoLCsdvY0XNK)zR6iz)TG?*HE`}jiRVjt(aG7wyt;aPR4#B@e%4I)(=O-^!FxK{v-6!O zzwm{v)n}x~Xy9hJin6$hZl<_2KiJ#bZX>;T55M)vm^<<+qGr~4L^i06AWppL#0E83 zO1`yUoLg}}jiLHmQ+q<@A?mIKfe7QTsFKA?R6M|)% z5v=#NFX1Hm=p_REog>+Dy5CvU(f(GIzQWES^5qmvsUgE;0=HtN(;@tF$F#*cT@ zizHOE*^c~&A-p5?=+y7x&rOk~kh23koqAI5)4prRM)xo=S4F3%Dyl0#s!0-WJxpXx zTXLQ_afW99kfG}s$1j1wW_7@AKBaj=O7V!lVg10$Jg>Ucd0olU(sISxt5l;KW$Isj zBT_`pB&)gV5Zmj3bj3}(dT7d&gEmf>?=d6IJDRe<;g7lby<$cIBwoFW!+DQ_*%Fts&@{DTT^o+&la%8*mjAnIR@=6Zs&*AU5GuJ{h$sRLqR%N#hUbvBuLolhg{GNyS?u%oCzb8U~Mk;rACD8-~Lq$(dbgGeruiT&}C`fo!d8|6k~Df)JGdo ziyVHJ)0^>n-FdyQBYH%9O&4R zf`Gl|qBX6Rw0(R=yhS2dq@>YQh@pwY&CTU+)EgvLAVxc4CW(!LBJ@O6%o~-7$ho45 z&0#+{?x^9q|CIHTJ-Li-QR+%3kBB09+B+i_LMH8Sb5+XaaT-X-g#A(y1Je5<&KhY``I<3HKpwUyz`edPFAmDX^_@n^~FC!yrM?RaGvVu7=v zZ*Sm?n#QxLXp(d1cp45Khns`BM5lbs; z86K7)w(Kv7GJ!_-GbsY)g|NS^vw=oVE@|4ix!B$#1PTta#G*UigZ>bKFM3}yruR;+ z@vRmSGReBY!bI%`<-bSQVyN$<1w#!rue4NS*fN}ok;4yzW7>?97;f#bx7@>XT}7eT}3#>>5NR|_=T zvNcU}ou=821=901aqrWa1<1=7q`MF!yMJ*ubV)3#=zbM+J*KW70SP%Ux}Pm#ArGpX zNsu<^L|toYm4w&z znmzQp_oKQzE{<1g7lR*#dQyBEv1mG-+j0ak;M*{0mI+I1!&wPu7$-=^t(K)1af=Q) zALw!$D#{~%(_-+tk#=A5ZSLaP%nZ-B=9_HRyl6VBsx_Lguy{ck8@(WK{xiklHK$!I zLW7UBRJE9I2Ub-M4Q|*&x9Cs3M{@Sp_Qhh#O*?J{W+G|m#dShk9ovlk%*vXdmG|=Z z#k`Yy28VRWiA86Vbi3(_G-KMhg*1Pw!>^6i*MCJ>RGOY-uAD3n^2gJMaOq~V9?Q8E z$*UiD9Gu2y=}fK8dc}F!-6?T;HMRPimQI>S8+oWj^LNsFDP`dp8e@kxmq%gzGX%H+ zi?gKe_*%5`z5HzyLkSoi8~@@d%Gu?0ig56P(OOV7E-pR?RpcsS&s2&acJRZ_ zs1HWv7bFzwpiX+u3i0-aCCmC1W ze)WoGDaC^Q;j1cpJ~QLX!5k$T{|qMF*n9BcrAuJUE~>qsFcTn`+d+zHR8q#my)2Ub z`HNP6pzwXrEzp8n16N87zPQty*+xaRWH7_0pceKpLMn(_3dT|y`n_X&?iZt@ldui7 zht?<29##|rER1+wQ}1B3d+)nJn5IL=WU~KzO*E{n45visGk?V$^~$k+`wm z(TdoNVac;5nY=kjuVBM5>Rfu|ZJ2cNMlo27YWw(R3KuslXhotUB6tZOr+)G?FYHbz z1(wpM;wqj?ZvK(7Om*6S%hs#_TkA!D`0>tAx&i1U6r0^UdaljB?wOfVkMLEH#F50f5la5ln4rYmMawV`?`A+&pm4NI z`W9K(eGnAhW>I)Mz}{up{(~Ts&aXZ@+#$5AXo($WSd{7MzlIOk_3!*pQ$QEOweI?t z#E8*}@h`CdQRQGAXK9SG+8hIA1m^lMZ*D7#{5ESA;}Zvh1KHxd%yGS-qW+zN0+u+6 z3N40AYMeVk4<9D~Z11@)oWW#T9unWF1rxtBk!;hsV8$49vJWvumpBR#TJ-=G@Sifj zQkFd2Zhr~_5vH=5{Z(nAJ@;G+G2v5$3{FUUVp5ur2uu!7`y89-eKXKAUsFqoF6GJy zVzWG84E32ZLPL_i#Ac1-BWG5Z<5rH*R{X%7p4wp?H_0b}5ivmU>^Y+tzSY#K27L>x zoCoXvly@x+@L`#zGp^E|@-5pl)cir3UF>BDA95?xoTe-a$N8XsnV76y@7(xYu0Aq0 z&(`sXIQfgL!X) zC@5+26hfjW!~}IN_htVRxqAkFfG{69{4GQV2GN0snQQ&{9zwmPU! zQ?j;eHgjoCz3Z%e>iQQt6riweHIx+u6BWFHG|;HA0(Ao0rZvqq%PDXPn3e2$*$iFJ zG23B`j{|^A{kM{u$SZOjA&-V9hAG3V}%-3A4JGt36q&!n^vdA z%by-amF^L8o3tj(sPU#b8&Pq+B}t>tO-#&4?6kOjwRhz2$VakS3sj~Gla5)cD~JXf zy3`BC+Huj9Ov;#V36blr?Dxd~s?h8&)NZ^1vC`d>C~D==bEo%qdabVn#XbmDJmR4pNWKmdj@b;Wo;3yzsABks9od6CF;kP~0EK$_N(60}%#w>62N{l+b%S~$$y;r@X z1!XKZd8fzXj9(y4@R}kv)5AR&>H1Bdjj7Qs+OJznXvRy%K2N^&TnY!a;XT2XeaLi4 zA?$Z?)J4g-Pl}zdw#_J|$3g0@J7?1MM^h!f0%pl!JxOtMv%YuK4 zHXTciC3#_D@blVRMaI)LX-LGp8~)g3%5KDrP_V*75h9P4!NClch^Luh482iCeVJ5xzH4y1v5PkEM-$6O`TpaicKk&rfo0l{UMlQo!41T=W^1w<5S+VwT-s|dDhzJ?XnnaHtg+*#+2tNg7@D^9m zcAv%HE!K>fg{D-_#&y}x7`@^b6Mp9e>bfpt4f+*V zwSub3wrlCdDf+gfW?El@tCCeoZ=p{A1>d^;gMT`%u?=Rj2GcUN?#a&8gokJ@U#KQtr9)PO z^QbJFV10QHGD5#$Wr5x;oV_|lWQw4 ztX+X--Cm496@-ozRoH^Uw!w@=scY0K2l zq@5r8CwV1BPgA9`Ml8|0$Y2PRp}hI>+0v&G8lD+#Y-~cJhtG&Z4O!NsZ=p**AGD6A zK-Y|k{{)~leH3_pz&@4E_!TNN1a(2L@2qu~ClxhTQC?dc*9zLa^74o9{eJzr zYXeZutb9BneVYs{Q4>*pn%N2!5D0& zMe%~5MT1hSRY?>lMYC&BNmOWx%MPfEY3MD>vxdzj+Lz#4Oi1+D$iP0ZhlXlo5D~MI z=*qlKy_N1d$h2<%)4ndW)9I8qNBY!}gM+!_QyX~C1q;TMOez)BwFBe|o`QR8oh!g8 zan&u+nQL`!VKF7c&%DCiyUGvz7%kCPjUH-aJS@@%BKA}MkY@N9;59zS6>rU8T2%Pd z-OzMx(LCI|W|H8ZC>m<3yU%r;9T70_JccHmPwrD7BN)oxo!+<(E(YSM1utvsP-*5j=e1LZ@RgFsmEv6gfF_n0KQHjvZI_Zxa#{GZ2v`+cSY{u{|&#y7YS&X|gkR zSm*s9l?x}GkO5@*f2n#`Wz#Y4<8!5zt@XhT>(9m)rZw*ou&E9gWD*XT;}F+SDZr!5 zo&7WC_wG$g^qEifa@9s&QQqK?K*OP~9gUa3o7a6yZRX$N8q($Ng_j{KeayU@DR9uQ zrbHG#K5wuG>O4m@o0cPh`^$g6E{{yz@_q|iS$)Imi>*a~RS01Rj+kBm7*kA4>1BAzf# z=4cz3EzHe7UTs%u$p6_-FM7*RAghIgM7!hSk71HNN(N9TypzPVw3Q{&ORg)%x4=;g z7Pu*vK?`J&%Z+99-3jyF3DZwGJk-K0Fd1@N*-H2O89?ZqB(-7}f7O9qJy`n2=Qg-dXjd->F zy-Ewe@kDd#rlp)-l030@G(Z!LU)TFC#FzGUdFR`Ajjpuww;`fGXFX;j8fuI<4;wvL zqwT|&s5~XJTiBN6=-ly?~y#iqfHM= zrHoKu*{3T<`wB&E=LESG*I{ft)=M!7m&!>pSfl1_<%vIxFP~Ue2E$UFiF^6iw^F^B zp8nc+;qD8wv}&R_G9$L%&^2~^9NOC=A$n-$?U*D%o>^gpYz1&Tx3(Sju-;B}NTZIm*sB0c4cqZ*}E^>uhhFRh}< z0BaX(HC);_+In*;5vD}VN$oqJPoy6T%N=qm2!6F>XI^^Vte}vsM3`>>WB(Qt0@JyI z}cHTrA zR;xawKvTf(HIs-vZ^C6ze)Y1S!|Zjv*z;{JtP|g zF$9Ql%_61(?efm1XDFd4z_}+b4!sl;vyQc7ZQF?OBm79&yxqNc>Ij-ry=O_P1+M*l zcxrT@9e`4VOO(Hx>TKq$akt0xXT?T`C9m7;AB=9xmuKN|gJS~vvffC);#$3GA1eXt z{5wVN*YXum8JmsCF04Jj4hgsQ6TL-cxzp(g17I*Stl=T))91RQhGd`VN+*tE(s~^TdT;IC$I+6&F9*TGTa>Md4b*7fweB`Zo z)jykelMUMu6`pU%S3el4Kz+f0I19UeO%4`dWu{fH<#{_M&*ZQ|VV!3KMDEcTWQVLu z?QNNqyJYul9Q>kOzWSEvg4C;qbk`7yC!gRr>9QJiP_8|tHd)xAj-ojj_va!1$=WMX z^B_vInGZ!dcZaAW=q+C6CBmMv zD^XdLQZDgb3@0O2+brmO%a&?|DbF^|l1=n!BQG!W?xf7>0H!egtUIa{(onS(BFTnI zcn56>136!FM3)Ue1({3%l$LMo$iFeeQWDRMYHE^=%t=NIdo{7V$AlwoTci8zT@N28?02? zo5+86S*e$ZwhzY9Purr>X%?HRFh$%=n)3?KwB=lMOTjq&PDFFVPP)G%3}s2G(VEzn zRw{3=!A(DLsvZvhn~=dy>N+|vtRs2)tx7zOV)e;t^*m2ttsP&2ZOxz8m5Lh0{dK907iK76a<~@WsbB5(06=za zv)hR;)2S{0#wks%8E7sOLgh~(=#l9{7saXsy#PD}pusffB~44;=A3b{>NUF_(LQTc zxjIUtKofYJaNshbQ~DRz(XN&(c&2X_@U}Ggk>Ii6@h>E}aXAR%CAB4jy4Fy$M0s>b zn>kdmK(bty7E7|J@rm{Q7x#z5g^6hiu_4gUu$=hEWyN+ArvD5tyiwGYIq~xEc5Ol( zhSJR-bGGsCp49p%j$r(5*sjc7b2agU(v zxU|fmtS@@v;+;9!biXTVMCEoZ>FzNimn&VFCenQ2F}-||CLMvopXUsrNs-cZi_dQi zJ;l85e$TCti5uSZe2v_Z<>JcH`xNYKLrF+E%tuTaqe`AZ8Xx;+sSSV=`d}>H1n=sK zUFlQ%iqf_P9?RUSBlEWT_Ac|ZUbGCJdDb~h2?XD_Vk}@xzr?dX?Pl=V7kBT{2iIqd znf}=Da5kl#|?q=MU&eFEJvyX=<2y-z{{nU0$N1 z>{YAz3A1kNdG0m1gR&{!me-~~vrmC59hl~|iVWF`1UO+^-e(`h#No3YX^D8(MXi7z zMRzAMIj82QC1Vhr4ORM?&>^Yf+=9$&@uKgpC386sbfY8ZCzL)IC>LvEn`Et1NVq08 z1wC;>E(?drG5)IcrE>P~HAz#Ey%yf_$`YpGv5^lLwX{@aWf^;{v1u$rQ@E23z;;oW z0z=C6V!}|!q`{$FZl~&ct)4<3`RNl`if7%EYQt}KI z&Dlsy1nV8_RAO^F4LTJc)B864Jx;8J%IU5MtIqxfWz_KzSjKnv_y5jDbGS|U9}Ir` z_9f`bb?>#RPFQa8^6_nhnnkpXb^}i!0#fm*+@{X+Y9gnBcLW=c*E*Y6=aeq zu>%T}#D%C~dCF?V=eRMa&$kUyZkin@BEEg>qmSs9i`%O@_;M%PXCbtu|1TVKExF1U z-z4b_AY6*ZDuflo(epyHrGP2Y!MOR22>+BkCmv0XjBm#7f$*QSD!>}$X{2gX-{CdeGVz3x|Hp#}+bWxWX@-LOP%WGMPCCI-fKnCyP z#=&o;Xqu`NNsR^L6{wsFOY@WO)`tg&`;un35IXrNyrKgwm6CgKR&8m@;E=W)C*hlV z<6RkuPqFG5~!Fu%gO8QY=i{@ZKm(}6GLXhv~pOI$& zYXh^{FylKNYd#}i_Bf8pLO;{sd7~iq3Do?*?*fCscQ3Jp{od9FVOTtijH!ja##!#HfC!sLhPB0 z22C=v*!^3NdC6{EdwDu5U?k+$ma6S{o%Bpau zLpqnT>=nD%H}Zm-h{h7Sh=`%n0-3ASq}Z_Z?m2AZl?^7Y9u1*>2oh|@lWkwp0mLuKntLN4tZRCzOG)7zml6 z5VPPTznkIl`1|q=x%@`N>fUo-oSX-;!P$HEx*y(^hR%rv?`BebS>2F(i0kSPtx zwNkiZA%nJm#_qXjN)z6G3`neb7t zG+;=VPgy%+!5R&{WrdKr1l$G&qiW1VR*Tv++ow)#);v6OfAQ7m@GycO^=>T@lK-su zBaOmvim!C>!q6rof|aj#%`P(T)$%fVTG1bbY$-#6e9C%ImU01{7fx*PclKEjm^w}HCJS_P_B9rF_uj9g)!PVTX&d#f{(JIJD+Six>i_}1$8X< zlU!V75)pQZi=omr3BSyuZ2yvP$#R6D%0HdAJ9(4XGL*p`M2~kXcjPHr#5ZDGi_dsT_IAYxD+Gs) zb>m0taqqKBGzm=5mPm7}ie`h~F{MwQ2$8f{AU#SUi=+gvpuIh9<)%mvN6s%r?)2`z z<>e*Tt)G(9Ze3%zHw-`Iv~17(AMc;qJDNYW5n<6~{c8D*AWmAzny6c|u+OR?JI?aN zzJuU~rA$Y$0JM`!%jD+fZkO}F$|v{3%jE=yEYduw=8oqgNE!2Voba{3Mt)< zKUSaFez&`J4Z=JB^a?+E5;{7=Wi*3utmK4n#55W$ateDUj(^=;BXv>qh(H1G1gvU@K>9ckWWQjDumK1$hujneQ=r(&KqQsfZ=7s{%`xy=0FKtv0ZTa z#xG|3#tjUp!aUN%n>qFMe-x$GC#pCUqJ2Ld=PjyLi|8pHm@Md~SV4G<5iH!SodhWg z+cxAAyMF8R{`%lV#HO+r6DOjsjbCDEjiAPl8ycMKLj@p{v$-$VQb)WB<1LUtQBz~@ z9AFZM_SqDSFFqoa*0#Hvr3>@tM;T{<10X3@(0teXx|vw|j*ML~fyQ)KcFWEgew6X+wFPZbB4rGx4wd2 z@uI|Z1S;y&={pyi?1zbp2e(y=c&aoKF)f9(HVn#jbBFEJUn`@g+7;>fQ*F>iZ|8h_ z%l}*SX5;!CcOG>*2UOasTJ^tonmn2Ix7zHKgqm39v|N40yz1M@XZ2J6_dM*T2fNR5{W9Z40sE~D|$?u_|or74$l ziHS@(jcK7;&V*^OVhXU(Nn?Fru_Eq_5#Ad*GRH`9Bmal3t1t4nWLJWxcUuNwAGc7`y>a zA5!w1z5`m;_H-;E;_664Uq14Y^1OUxs4Z`pZe_bQKi9gOd!E;e$P$Iw!CCK&R@?7$ z2dM_z53p?c3{%+F!TJP=vJ%mqa|J!t1-=R*!~zVczg~ki(ewqi{6GG%vXI?_#De)y+y^Lves`Xi$3-dLD0E_>PasCV4mk4 z5$Lq5;!1y(f3f9-ef99Lz{474hP+p7A|{G2P;hp_^6JS`JrOyz%y)}_s41N>%60qE z&UeF=8`o%+g)_lobNMS?f_|o@=p&kRI_SwF%%5L6<(;i$Rq#6|2y8p%>)jdA&>(D? znO##zRtz<*%;DkZ=kNGgZnSgx-)j`)a28ei-tZyX_Ce~irZj%}0EUp+ZNUV2%#8jN z64HRJV5$#blEa}A&mnL?~BpmPAY88_lLo(H{}zJ`3o_AvC86i6A~xgscsJ$eHUH>JG$1ny*sgt5i%A# z)(`D#?OLo9+wH$I52@FsmQz1eNhS)f_H(w59*r1V&HrtkTT&GVCbA^PaICP_o%4x? zw1~V{M1HkP9so*U^T{Hv9(=*(JJ~J0{PTw8rqrVshoaHN;58auO?yC|wcKxn4VGM| zvi#Eg2NJsf-${12sngiNt(e=XAG9be|pvE zR>{rHmLrbT-gZbg4i>T~@SZxEl+*c9qImP4FSscWoC`1F)+@v2P$s;b7}~#f`c+-# z6!`+0TIsPJwsT_Bop$Q;rp2!(OSbk8SkA>=HnWV~`(?8y&Na^kP44yktx`3=np$wP z`1gswemUs0*-XOwb#_v)=)vg#+6+)Rf{z{kprGHb#_mnV3XBA)39*OW-SCoWs>(hm zEp*79UXn;;s+#*D#%eOu9eDO9HOA(Ie5HnLqv3?VV)SF!@>2m-y`!f1MAih>Bm*nX zrAQeIunOmG3j&4Ig((C@)wYQXZ>~bYu(GO3YF3SyS=rKtd4G?UwvN$LN4se+H8IqN z|8r?^2kGI2igSNF@ZbyA)GKrClz0F~-RC$DFzHH*Y9ez5xy|TI%aE5`% zQ`fRW&!%n$oA$Q73kKhb>lq*U;A$;}=y>pGSy7Mme8D~6tz*@RV0S$3Je^1-j2G0{ zZ5FP#uH9q#l=@bqRM2}Dv^|klN+MuvQ&v{4_Pw~{civ|&p9iHyOULcf;wl4$0<93* z!Niff2&*EcV{ZAp2=|WQ-uc3xrcxIEw}WXdZrxVnoZHX)VfR6Aj58w^R3*hF6)m>k zExyCBS(!98eQn-Y*5&?XNrRcxvf?7RTKeA@Cs;N7L9+F7Gbh^({Bj6-lwyT8n{I~( z9zs$NSpe_=fo%F=)ZzP&A60%wZfJKEctR57L%>MFH)0$-vO3?*nDeJ@%*kT)XF1x+ z)vU;QjO7iB%7>mYE?gT7rzL z_}fE)Ib8v!Hshu*bMd}DPJ1kP3yTyK2(n@zu1q$(Psu{%t78|ce>cb=!D?t(nJ6w1 zD;+Tq=pRuc!h z6Opm&!4!%l>F}ig;_y!3X^_|bRFjALxh?Y`M*TAufBss{?=X<)(?FW!Hpz5bB*E$V z!F-bB#IGMhfeEKZ=&bOzg(X$Zj9W(l-k`(Zc6P=X^fH1rzaAE zbldjXTR6BDTt-WF&X4kS=REpfDHh!&rL?lOjmdES7}gnZzzeon2oBAE)G21L}jRV{#>vlG0?}@MwT`D7vf8Z_N0g^O+ z=3=9?MqB2(gfX^3&#o@}$WDU8g0qR^ZI(};LGmi()0hfYpsiy+56_yRACpo2){h=! zgbD=yET^`tcm}eQSjE=!RypV|&4*@YKVKYa!N&>Rv;n7QcIWC66$R9U{7(7`&YO5R zBewue!(N?6t^MhbmvBa`{>B~2a!nqt`RSunGg{JHRpz7kDIT>5i^WyC#0R?N`iffl zSr4iEK)~I>m1Us*O5|X*!mt;r(+Ea}->Ds-#U zK_8|NP5>edI(%A6HA}^!_k;j_kqxHwjlJ!wq63G`BWc(grbgypW(rw`~>zh!-{OPbC;o&lHi5tCq&0P1p3cc1* zRpYlzlO;eSc5_$Vd#FpNS>mxkT7Wl1hp*6*K$;+*1_L}4Rm&nSsBRP(2w-_IYt?2T zlK@(7%*zE9_(xaO3wrI95D|3N=Qt^?=3MykjGT9G!=w?~5I-%BOA z39P995?5dXwF%qUMWw)tN(lVSI^DiL6)Axy&H{((;mJ~dJPlS0kw|J)8mxJ8{J~t@ zSy(!vgE@`uObUK)z=1L1VQm+RaJ#oINvPYGhKWilYSLToyWUe^%e3Gp-#Q7VZ`aFGRe@fWl_f;-QYJgc`NJ1Mxp!buQf0t4 z?$%n{_{oB+ zfzL^XhgBtWv2tDBl^uGCe=qjVd`=;N!nG+BM-)7<5cjFyQKS~}jGG6C))yp6JV2?s~^}^*T z+9k&&7?wV>DFosw479Mh!OH8ZBk|;%cL5)GU(dXf;N)<)#qahvKYD@q#6TLg^><+8 zF6F%(-E4i?^=#a=eGu zrXcX~$3N$ZbclD=S@ic{mE{U=91jnr=2Lac8ybm%FfWH{gkEdTG~s;|00}4jD!vuC^f@0Jv73#bqzCOxbJ{A7Lq+MU&iPT(!INw#CRnob+axhl@%IRwKIE1>2EwA39G0i$GXt9fHPK_=8>;G z4}WRH+R9sP;ZSNUv}cohzr@mRQZQMWp65J~BViyq%`W++EciaWem)(1%4^HZyesV3 z?JE@iYW=h6#^%k@9vrJuZp-9#gqHDBPEwDwn4%sb@MWH&?esAp8%YhoP7igpl+0=W zmMmUiXOZ#RuV;8L)SIX`(OVLyWflu0Nj)TwXY}3=%>pfd_JMOCY-tJdnBbaexmWKX zsnNr+B5`lNZK}EeP4jTMR024X0dw!i!c()($O*}dFHmXs!yOE_?gG=ZO2VibA?)^v zmXoS)W^gfQqqXG+$)bLZ@#;*{ffrr>yu&t1rYU&&mdP{q&p6bh0X3>;!ja`xqPdB zhDq-3;oeumzqiiDx@;#`s#CrB<<8Fv!-2Nf(M9#mU1DBN40yM=_{D>mYsjxw#95S<7*us{GpWRI8c*YjrwmsEFegDm3X#>%sg)}k;Kehh|DYLSAz8I`<>Ok3MILpesM(lF|5P%j;fO>Js&zX0!GHL&S4^F}3-D*}g#vU1Eu) zf*6?A=rl6Ds=^1~GUDAznKZ-u=rc#Q@#)MOQ{!!qc{`U_tYUt@WhWy+NQ>+F-e(Es z@mk3n;1Gtfk#7E@qG8JrB^B95-t?Ga!gT#I{po?+V(qrxLn07IeR43u0BhZ94Q5Xp z1x9r@=0i>jz|`TzNh>gD@qQoUTHXW0HfsXYXBRpAcQJUT44yWKmsd4+bae1!K)?Dl zw~s5N&()2H3@m;Hn%|0fS}NNe`mpK?yyOUZ3|i+EUtH-zXzx4Au-i9$mlQ-S+HhqQ zm((p>o&6uIAqwj9bYwI4fjlo+`>I%N@t^~LzHTYdLA^yO!F(ZXa&(mu&L=jqvp5O z@U$oU7kksX?=B5CPJ5Jio3DC`P98CSQ5qbad^tAPI@c|#?pXtVx5+4t%CGC&+bt}g zFa2^G+oRZAx9Q>XN)D9sy{T7e*8aLRd1^ndU*NL36(7VvJ)fDM@D??N`5a|@D$HUs zDh$-91qIwKHk+i5cBoI@d_K6BUcKq}$5gL~_=Ze0qxtdm@Vlg<^zx3dN~_psxcn8X z%7DNa{%_>T;(kVke-`-DEY6L=1$1Qpci}Vt&Ph>DPIb-?^RP88_s(ToXPI)%VuW>% z%3?)uzd5_l1ch#NI$OPo8Y?BoC#SKx=38HUr}l_n2z9=j{VH7i428R$*bXz{{~bSUpKkb9-GE`Bb)( zF+J@K^WRuCK~l<$X>T(w3C_u!tju#r#wZ|iy7DOak!y;{+O zSyj(Xkr0%Z;+l8<%+7WAN_gV$V1;<^AL+RWW)>5L4#e>Tpzz!1q@=wTZS3AN(9(eR zLeAadO23MGc|k!!UCOmLWKsS_WjNIaYQk4@9ZE*}FwH{-w-w?jB)TWh!k>ek%QLlV z_z0L@WrkIl2D(e@ulh!bvv}hrHqe%&wNu!*bs`v zkI2a#<`13bt}rwc92E!wLdd6{moHwZ7CoZx9Zf_jNX~GYnqkzV07RrjP0En2%ssa~ zi+e4amGsu!!S(H{mu18QIpvv13u_C4j(@*7UDWrvk}QtIW94OczhS=f^SAs#JJ=|6^UmnsDjf~c zEt+lD>#*DJtSZD*QS586Ej>ySNaoJ0AfbKzfI#6Cz5%_~6+Ke~5 ze)19y9J`b`R@dV*zpQU-XgT)p5~dQtHX9Ec=t^%#mSJJurMYm<%8N7&XR;!uAUuW- zOSvY(Dxc@aO~v%DZ?Dg2X9SNHYLJ?tLwJ(HW;+qv^ zg)=u@Ek}`c{vSF&^Qx*xr!4zwoV&8T{zvn)GdMMc(rfxlbiSN(9ti{Ew<9))CNuAu ztCJV!2Rnyz@jE*?7nwlwq*cJDI{DQp=rWCQaW-`kJF;qZcD(oeD=84lw$K7(l>df% z@ejM7Wd=N}KUAxrFYf5*kS}BljO)2}W8lTXI> zQ+H5FV6Vs)_I>)5kyvR9?Q(!40sd9fHZU_g`2r3+Bux(_t`KtN|kk6DEtD-aqVl!$I0M z$42Sp>j&+fr9mDfM*K{%z9uL8e9a5>;jBO}-A!cpCpU`SpVX2=i2(Xd*U zUmq%dRhTv>+VfYik>xm!m>}bfoEzhOr##4=ClTpz_ZL>wF-UA@`l3i$mJaEfk0z>P zVq%AXk4M;dv}TXsRyj}I;brE#mLH@t;`G+}afH5T&}iDS`>Lm}hGpnLo$lHXou$1` zf32CgQuu-&g)0^SqV>6Jr&FC%U?>Pn+@~h$K@8;$hcxEtqm7SyK7Iibm21DlN2nh6 zuQ)kPdH|a5MwPKvk2^J>RCa*$Y){o3xFS#pdoO%R>>X{=g1Xfton- zl{^FI(k|(4vOq+Q3_z&`9?_|Z@6h-jP+6JVk>yCpb08#zYnz3Q*>?uS`mW&g+?2pdG)xWTNq|1 zzef&%Tk#cyCRmsY0k{EwyBX6nGyk9mXW(^0QJBHS%FZeqoDy3qf)ZL4=qyypV1^Qv zS^J~;KT-(oV)fh>nmJAEpEd~ZCvFa}`25!T#fQ61J9 zbP6FYcfcAPq34N=1G1JauS=fut3}iC$j$(pC{ffuet|jPTgQf*eXjbB)Qe?Ua zzw_+Im@|`wz~2QCCw8vvs`|!dPf%4}fl?Uq1N^VY{mt6EAPm+(`FlCT8JD7Wu(r6B zKv^;Q;Tmk;&e}}`3k#n*l+AS53&3M2m;6IAx!<^jb>~pkK((zu;ZD$%M(DVV>XB_h zQk|~KpJDzFY++b9MbX@+rilQ_=>14H1p;ZVj7NHFNzy_rltl}EaRiZ=?5U+)*o-MG ztWMY#I|WdB&$;?46ljJ>KA|(XeBT|nbIui%SN6K>?bck${G~z`p>qb+hRWLgbM*$w z+M_*Gt#A0MMHFx8oAnPUG8~_w|H(mSj!#F|?tLk!{R)xgkwm?p;M~s&6BZH9dZWz@ za!Em2r4&*TmgvstPHTh0N?&?@vj^h=C+i*_9)$iKX8{suh*!?Z_#%4Kqfj*LH+_X_ z8cuK#4DlRXq-ngJuBQnsq~}x3IxM-jyJ+LLhI7tew~1Pvuw>pl|B}2tt}!#TGo-|! zv%rl$P21H$XOP=+_1(}8TGs0CHc-2`xprQjS-7|fjBM$qX2&>1)D)~Z#{{OnTsd$u zP)C_58V6I5ykFdG#YJZ9@AnC1+oPsN4{%2h99P{%7L8Y1CL4vYeUGypQBy71t;yNV z?Zz?SgU(v1I$6n<61^Bw4fq?)xZqH&zUu?GsY*>fpZi%YIdD4sHp3-sE`suR_TT#D z(|`z*@ZI3s{D!KafqiShb*6jvyENA4fMG}3;0HcT*qIcp&M@qfqil6~xtBb6`M(bh zjY}huWCjIqbsxODDqqxl^NuhGyuF=Djwvo*29sm3T)g|5G}Vj?ri=!Fq=Pr;9Wh_t zSy_EQ>bJ9pdF6h)Fkgz_4J zbOH#zSt(()f~Q0mAvXs)V$keCvY9rs&i>Bpr{1iV;-~X?A#0umcS8DJ#{9MPc~O+8 zkXYhTSL2_k&78cfp;S2P(~yQit)SVB5*$s#cpaO8Rt~3oX#|yZNz+#4HKU?vs)3}j zzi&OXOt@{k41es~A*~6B=HN1UTkVzSCpbo|vVKhuyR$#NWTJ^mH(g3(&DAIYrw1?J zcTmDbciXl(@V`x*r@6o30J6ZHjU3eiyagaR46x63Y5dQUZW$|7QuJ>ZEr5n{y6X`~ zXPbdA)5)u-h-*H|Xr7UxI>r;2OnVwT2mJr>Me)w-5{Hj|R+xw^3Zl!UkAMb2s|kSu zx6jA#_`A*jU?O#jp%WE&?heFRO+h~m=-b{U;AzW-c;Isp(Zse5b8PeM8I5xvL43`r(U1IO;e!>VyI25e%{^SRG1m>P( zc3T~pEzeJ|jNF$J&RRel>0Lfgj0awv8H24WG{cw>cD{Oo9vx5x>-nH38_(5OPL>qS*}e2Ezh^9a~Gj4QG0^s{V5 zy!`Ow3)0K2pO2gbd3X~#!dtJJt!-$}_xHgS8y1@96esCg@A6sl!k4l!9>kDeP9)yk z1<*>-BG5xpSG75|kk{jK1hz*We*+M0&(Hur5OKN4ZpkC$MH8k;nx7{IhsU8<-kT^y zyoA*n>8>zf4)m*PqB}Z-wXG=Au5uF`?)cZn$>tUFt-RE@1Z$yELTL?2!mES@yY`tl zTp8UI(Vch6$Sh8JE4c+l6(K7JV94WQ0AxSrbSbI-%n!VFXM=HCb#q4T@r|dtxItqzl2}O@R6dc6ey4%fOfZ!nI^Je4K za>L+uhnCd?xK`u~u3Boq6xYhUN8=+oJeet=(-G9PeiVse9efET%7y_uh${UU+p>^D zmKQV%;I`^(`VeoU1B6%q_k|Au9XF1ii&ldFJ8BZ-nh^_Otus#d-$=hiM_7= zN6q^EOedn>`iZ4qVnPCV?Y?C;|9FYPoQ%CLYF>c$i$*6Xr^IC?(&g!vVudPB-Nf)g zrl<=_euCGkKm%VFtSTji6r0Ma&z)2?aU{ByMVvqQLNSqPQY1JncGF7c?^^Af&CRu^ z3Pq89_<=0{mpLSUub^#eRCMpV)-4crC{?*5(QKmKR?rjo%S}0I&ERATM zZ=Zr^>Gj3)sz~(Hd3qusj=T8iG)s*C#E@0{)GFmwX1@A35^uIrHF9S`q{0Ts#i@Qe zCk-FIT`zzsU_4)9kGuGXO2;ZZ@uSTbJ~B0e2{vK3g7>%1DU zl-%3D4LCpz9IDOxlpNsw`gm&l)NXoU%;{}@0owPpP2exOe`2$Jd@7&VW>P-|0SPRt zBW2Y1v48*YaDc<^#n-ns9)8%q$wXPITKqdC_mkRFm}#kDunyoGx%jQhPt!R1huMy+< z$mEr1$x{;$C_4XkW7*sD?2{!(a0!9&GzVT@RbANT`ShZ9<9W*j#y2}YK$szNydL4f z0^VD+fF$@;InABk{jcoOc$i@R@DNUdNqR9jt)LsOAtNFyCsTO+t@t%!^i7FJ6y)s4 z`oBN5yB}$J*?^fA$EG@~=N=U`MdaHbw(<-FbVnm-xNVS!X7~Sr)S+Y&0k9se{8GAYk85q}v|wYD#K88*8?L_0+gK zN=#-p5H66)^Oee92&e%*I`C?9A;JKyVOb13XUtLs2F{c$nj)EIH$j^=diq>T_H=#4cERZ4F!Yo^mHb~H)N@aT7P0F%1kr6v z{J0rKX5Z3@tShI zsatv%B88Bfobeau27nD|eBR4e!^{7{bC26|UF;z^*FFjV#tM~MoAe@09X9dq5{k&v z=jZ9QR5j01zV*vDDfo865DWrMG(?Pxm zc(86=y8`>v=yoV#uwDW$*8D#v-kiXrA2RpP>v;LL7DSw_mJ@LR08k}O@dz(H&Ewn8 zp*Ef|v)n+J8W#Z!X$8z7E1sj!HU1s8lvkFK9?Uv!+jlH+5|s<(8D{Ac74Rd==y}p> zyDb@doBJkTiN)VsA#o!j)wcc4{GIIC{?y&ChOlYs<=&QlUZs zftUUPN}|VB@82`Sdu(=bJR;!~WR6%Q^ji@|H48oQyg$3?m**seo{{s+xM(@U1cZ>|BedouDey^# z#UUp^QxR6Z*e0pB0f+UkaVYpGn|$EfGK|h=Np4?EYp+w2c#E1OzVq9%M`)|F zcO0eI82_lqj)UYi2fd$UGGL1 zt1w;gR97g)jW_)KT?$zvzu+|jA1L5rcjpz6qWhxCei{a#REB>2dSO@qWBgg%utnqW z7W-GNc3jnfK7gz-nGr{r=fSIl;Q$-P4kgclFNL_9XyBx-{Q^b3W8huHfwYsuer*@> zdi7>{%gOcWuk}rlO+kY~BOhoP8Bm|j`+QJtn<}t0aEj*$Y?Qosqch=AQ~ys~6F8B9 z54VUSf876m<5XI~DaZ1=n(!So0HaF(@0cljh-9t|RVuwgj}dt4leC5@L_H{q+za2S zd^QGCzp@(12~3NwT@M?rvgc59_Kg%f!Qq*AF@62Fo{0S(&f={T+Y zv=uaUyDa9N)g%H>dT<_R;s5 z^Mm=I=eXaRwpK^iLH8zcbx?QrQ&_5jK{}#y4&-k<>mGAyo^zSo01Q!}BcOv^k^Fy* zl>JAyvT;QSf*43|K}?)35L>6V!1ja>0c1{23&0=r+w`5X7^yH(R#B<4?8ZMnIXMD~ zYTy3)n5!TK2)+^&3%pOaJJHDqoj?SOnsDm0t3~*qcmfKRs>*BA6kaGSzHL0jN&Z6x z-XJG6e{B0&N^XID_A?>KavoQfK6)r!po>U9x*TQrb@e8Q-9U^cqibd)rIUO$AISMI z3ISG(A=xV2p6yL#eEh$-GGfzWj%jlG?SS+Eh&51hXj#>2npow7^9k7_TaJtZ@$TL; zNZvA2vf>mS#1H;~{w}K%hQh48@4@E8&z~Ki zC->OTr*Y3;T&MKLK$-#%h8%qcJzvTV_Xcep>SXF7z|hc89|%cka1jPWQe=Je**dx* zL;oVZRd6+}oi{bNc<*TO4?y6C$GoPuy&L8W?LmCSJno2d{#a0AlQZLBfOcRYAa-=D zVO-oe8$(CeLScLP&le^Uv$0NiOsuM-P@&^3(Y@R0dw#&3z{0%z%b^ZkQ_>_%FBj!3 z9B$76060uk?P^>#J$|I|UsAK&7V_ksNXu zNcEI&rM7K0GSB|i9E9)K>#2MZyziW$?q;&-^0Eh-TJZL5(O?u1Q z5%=L|dXV#ZV_Es2e_)@OrizKyVh&_^E9-o)j4t?G8l2plN;nopUuN3ynrMRFuQ&Ar zWZT5}h+U7*21^nEqv0^TCM(O}B4}f4@ASozdwTB(2wR`<*+I)fzxd#>{a=4C+&98gnwuNqAO3tped1xL#FE8&0&|Qk}m8ex&_mk~!PN}J=+_rXKa2_&$@~;AuB>E6|E=w!6 z`2|&!kMOwtjau)6Rx%N*+2`~r_(ksKco2^Md6xu>JrKo5`OPKa0HIv4&;)Wnh)xjv zT=SNe9*I@k-855&A;F;0A;4jTIITcxc{&PuVi126fv3#>cf%~h&aII0O8QQ@ ztO*dEm=x2`blSybz-HI5wyhI&3u|dl*h3gNNjUi$@zAA$i`c{pl8mOrDA36hx>cm5^ekr{Hb^-K|?|GVGZw^-yHeWH26p1 z(UJW}b@_K1vI(5aoafQ2B=wowD!#r-O@3}TNO3LCQoLZ(SPe5{&G#+K-N`>IV4_cc zrKqI@@e=I`bI8W|{(ATXMLZS^0gPZZ@~TYA_R(c!Wf71Xi+is5AY;}oIxEiT zJ9z56rtXyS^9UH%UxF|*RMUqf0_2r4qt7o>7OsVLG8UJVm=D*kRvGlevbC}90Hbn4 z=!Hh*T#zqh(U8lx5zw>21TMNgy2HkZ8V`MBr+TjCRtAQ6Ft;aG@atCUOA1mvK{ZLO zO?aiviJ>u|=wjFB_!?Mn!}ZKWzEqESeOM3GJDSi!rPh?An!4bR!Agc2O;SU4{W`Rq z8G9&5!HyWU3Q1)(XeqCsjQU|`WoH-l{{8#1w4x5D`g|tr{{DUl8c9%QD5n zNeYWQ=zRfY{S8tt;r>xAO3%(N1g|h0xvE924*YZ5uQyo?Xa3TrE6==fC5V#7yBg#H zdWox&QNUfYun_zD_}#nbjpB`_frEz+Zt|>WK7f?TaVL&|z_+%d_064&ovV9rTS8>s z*Y2SEag-9>=Te=py?$gm;r=4kb7KaOfvGjAUK>`6_9yVu8DsejUg5aeZ4%Sb{%Dc? zKHpRH-IB<7l@bYXMV8BiZvK4!`cdq0Rxz;5=LP0!mlJ6(7hu-C>TTDA8)+iyVzheEgm zz$XEL9~`1zv`arRu4r4p*1LSoWZ7nE=MnHKFbLw5$rB!a@Mzuvg~vaeCG_W67rkO4 zkBOQ#xb(Jqef)%MBE27nUCvidpnlS4m1s(2Su!!huTSR{e6IaCdAU1&I&#dWWj~oa z{-La_!ow>X_4V=Fd?ZmkO0E_X49NAMHIL%16SWVWyK7XNce7bSo+jZ>$0|Qm`)U#g z_$T{RxdW!HEAtb|DuVL#TE?|cp#SDOJbkpkCejDxD`*V26L7`5a{N!v{8lV*lRrqj z=}fJSZ_e?W3>47OA!aC~Kz}?5#QZ^qCOnqW;B#iTvSJ64A+YlO3S1(sTo-GD1S7=V zUB=PcMaU@HdtC$67}sfahOwraz1e;5NZEY%kdTMe>Xw5`<2MFDeWs>{d$PZ7F^aH~ zNoNKwlx+@-$pD&;Z(v?U8u{|?#O_vB0I`1t< z=LK4-)7HfOqQFzR(`C6SJznv#^V7LNZC?H{@xASXo$dI>BFLzrI+U6`2oHp@sPn@6 zJ$qZb;&$6_pz;F}B&?kXW!RbTWb&Y;?TP^J)gruWz)p!;HycRh0RbT4Rfs`@q&649 z7!=i)_5B%_0ZwtgtnSy@ZYj0f-OG7Zjm|U~Pfc1%AMj9a6HKE_k*{q8dY8 z8}Kt&8a1}BtDUVg|L{8S8=CwnNsZS*g>?n+p{a+x9Dd1=lcM?Y0mhXp?kCuK#V)xY z!7Iq}|1Lj2JRI;!u|!UIex>SQHWnXmItq&pkRY_yBSARK8=_OTJ~)gbB=tgfq@DhP zACdSIpp0x_s|>w;c+zSI0t1kr?AfObk4}Oy31XKnnT}V5JEAtb ztk>3=5vd3RztFjAN7SSgR4n4VOvD_bw_#`?evs?B z9^4af?_|qBTXG>%Qd$Fp8V@VEMx9BSiIANPWyBOh(<>t>`Rv)Vg#HZ@(tp#_JL9Qr zCO$zrR}%$z6}i*fHV=TgxqajZr{(=98n9NPC95e9N=t^9LF@oT-qQdHvRHsUD{_+3 zk;S5sW9{bpm!EiE+QPAI8Ug>J-X3uQXRPZ5(ras=zA60xxf&q8)l|Pdh}#&A+q8MlZ(7WGE?(kr1F=6N;bSwX zKY4KOwKa2)dT;?c?Dh+vMSuDZwbAS6BV!-eQ&vIY3MmTH|A(u$jH*J7x<*yHrMr=m zM!E&*knZm8l9KL{E|G4KmKKmM>F#cj?)&WXe&c@cy+8JFoO3)opIB?ox#k4PaMTI@ ze0Ix0BQ_g*=X%#9++F^ZeKHG`%Wxh~Yt^94Z}UCFYq=(30B0*7xZa+-dp6->h|FI) zjgR;o7?>$;P@>ixc+c-1#cIxJXpVYw$G;_q^+^qH#+u5=;Kpn-q+|Oc^&wS&^{&Fr z9(C``yvxhNExWq*dEEg>M>BzoL@is2V$R3l_pszX?TC`<;Jk$|nnd_2?{~0%Zi4^= zr2_IZQ9IV}?#BE^`Bu(jy4E8HD|K7KXePY(4_Dv2ID*igJyJYi#+wRE@?l{WDpY)c zyU@ijP{|lWk}3e$EB2rE6kh-S!4GE58bkvLJI>!PfpaDf0QO{?kn6tR7g7LN5uSsSX}22lcmsY1j>`o|k>jqsNeETfJX- zN#s9O^4^xohWP=R5FOFYk#~bRZO|-p@Ay|RR#VsJj}Xe|hian!&v*AhX!K>c{O}v4 zdnF`K2-qNz`0g!368f?qdni9Gjy(er*P0K|0Or=3S$g;P%#9WR$pj~nO5&XwyBN842Ar?ji@BWBlkJC98_ zCjw|IeZ(2|Yfq$4N10xX?k7!$d|uf}x+qIuHeosKmL!!YAKP+qDE}w@sOm<=zCzav z?Y}zc{N>SXloMq9ApwQ8zWHuvTTnW(k9aw0f9TXrLAk zq2YGg0RGNcpW@MjqF!l-eSOvSDBz$H5diW$N~*ul?7%js)Uk7a=*=;PkW~OA_)Lcw z!LZAYh62W$641fa;<8?JTXVWat4rEP%|yU%0u$=0c-k;9K$qWC&FS|YuqhR8&%yj4 zi+cOKkF?K*Q(0Xd;Be~)WmP*MAHmej3^uUyE67^8UbHtiG71n4MFq7RcqW^>izG;W$>6lzsO}>X{YC{X0@Uv(trzl9;>PPk`brRRy$dqvz3ta_fd=gU zgGI_dsX%{2AWPafZ9mWI8o2;2gqD(2GJfA*f3U)ix44TEOQHZUiez#a{+k~rUI$hj zR#OBV1oZ?!6d_;M`D1o+Vd2%lhj6id=Qu2c3URsL`htsEU>XrsLb4!Y^J68PEx+EQ z0B7j5m01_794!$!Mhr%@>8DQe4%aSmA(+_0O~#530olo5 z1PQ!|D5##Mr#bKMLwOwbxW_f3dhfM3D|I_n3DwPwoJGVfQQtiXCPg0ullKU!p;k1L z)k6)o*9B<)WQg$a0FhN1prWrw1g zHN_Ntu!dWJHIM^4kJg4|mXhH|X^Rz$v8}cq>G@UQFg7}`DR3BZw1#O7dvh4wFdu-8) z1L~(ONcL&Hs~q{WfdJk(UFiG&dmK4$)*o_zF>)B?IO<0nuB{TPU8$WP7F^8~x>>2v zoQ6Q1u}|0YJU3b=OS9z%g<#G}gFk-N+-i%PCWf@2pkTYk`zvzr$4Eh@_h9s~06_e# zpb7c?mo_wJSeI5Qr>p6|v1m$AT%+WCPQolaPMxqFT?!yAcOq9VjUz47#o zt*BR6b{8aF(NWIH=hi~mf3j*IpHC_AY@0&r~ZrfBCmJ7XXs@3!r}s-}Q?yvLScqFro)##DH)_xe zPgDs*q4q-K4NuAEE8SgO*_rY8JI?DVeH6x)45B#`D4z1yF_h)aF0AL(G^h)6$MS<^ zhavp-dhJH|$}|P2noMy553z4BC@8v8g}iuAD;D>>aIRupp`B_As;0ix?>f3*nh4$-6U#oiY9TPuuKRLqBFDQ(|<2rM2X@~YZZQoQ| zZGXbIJma#|*@#=K>KhN$Dlj-%YQo)unru27!ij__nhft=|52G^ISh>lt&aw4g}E?p z!7-efE@kP-!PXSDSM1Ogy`Gq;Zd5-HloUDdk|^SlhbIuTdQV5g$r*yM**E@oDx!NGp8sgF_t{_y&{?^;&XPR`ew$ zCGCxes`S`WQd0Q^1?ZTVn@9#=rzE7OA86zLHek7JF#kXRb>mo;!wR zb9#74y7VkHb9&r8W#4O4ZBW19{n{~Q2-}JCT)i{pxjb^=Ui^a<$58SxB`j3AWvL6@lPA@za}3F`k588#Dwc6v>JUj zLSvHOey4N0UEQxiFob7$c4J^S9=AKvRBN93;dXIpqGyJ9KEHsP-S66k({}aH3r9fn z>_#Q#(B*CC>T9tx_g6)eKqKrOFuC7q(8ngucWcd=5gZgW8X%vXwxfb>nGF+A8z%YS z4Hl=0RL+Fps!yM=)l!PS7ay&UQ*m7z#qq^nq0jZ|>Ad8_k?Bd43%87Ac3XWel(Il* zv#&hIv2$_aSk%Xb-AJ6_ysFg=ZF8N(2)eWZ9oK19*=)gOdxc#%O1UH#rbj1z{p{11 z2h^RIw5i;HDm1pVC@K7srL*Yi;wi**Fz_iYZSwfbBNLU+r|>U_99%&AgrRb1X`=KX zz4h%{f?QpLD~pdbHJA6M6MgC79#=-SM){sA@4YOwv~*cmc({?>j0zAZO8ko$->)A| zWkU!xCL6ILgR;zi=kc-5Cp@V1fH!6fdvb9$bn&=z^PDVU;BWDCluVSVjuDYoboyMX z#fEXNVo8!@0o&yl6mcMO1fVho?{TdPH8HY5kRWV0GzDeX--qczWm>G_=>zg1gm#mB zU;OoqG+s}NS^fHNU|~~Gba%4H%`{cCMV2ny|L%GH`Mv5d0g|Jbzm{3=B>$GGTrP&R zQ|-oz=XF9{?nAy9iU#y;c23PIEE>#wy}o7wJe>{`+8SV9+vf$Be*XC_^NyxvH&j16 zp+SZUswAxKS&k_I1ILVvm;T#cF}#s+?q92^?##_s(gheT0xm-I*n^!e-8r)pwE^)Rd;S8D=AJ*xWXm#PKh7+w(GMbo<~lf zfGpovuz5G}eF@q2e@Cg8s08$}$H8iGYEbG?r`!c}bd&Q)SY|&>W+JV68;Kuej0NkH zL`D@eBnm*K+u-T>WX1|oW-35#^H~DbEq#1%UDaqX=(FW*q-J#6$lhp z6x2g0cceKYAPi^nh7YFm(wAA$Rg@bl^+M-k(6N<(gDzaUfP!L4(pDE!ZlnUNCQ3?y z;KD++hSNdvsx!P#eS-n6tx+4BrdT*Bu#G6Ch3&8N(01Mv8Pp3XBB7XK6**u7GOi&=>4!dBq%AZEXw^tc5MFx z96hXiS77%)oESIh2y(yoFfhwdzlGsvG7&#WL2t(o7weiDz~6Jx0=hiZBBbDtoy}vM zj$0P2Nvf_QRu(perOh$lYD#}_RxR+g&@wQg)Obx#ElF#B;wadj7O|b4cCBl4pIDg> zmd~T+q4S^DR31oY4NlyG-Z09Ol9LBi8ajy?89f`nB*J-hz8qexS{XR^=sDiu=P62< zh-rM*wsHA@;5goGCq&PdNtZAY9vNYRrzE#6iSd zfy^sWML>`qdfeB1PfcHT`0+Yk{g^n5=Eyu{v1iya;j^_0C<^Y(UgMH57j&!!$XDex z&Wb6^@Yx>giX3pIS=w0_71)w(yZzwh_1ZgTAD>&onc7L3w@8B77^m{f8E zwspc3Ol-%Eg{hU@nYt+xYV*Ro>+sWgftYq*Bt>*seX@f#G_JoB3y#u#uDoGs9Z--5 zs1S^djhjxI51HnwqsG7Ad6D0H_^;`(XfcaMtW^m+;GlP|vYRsqu!OIj&LceE!%5*& zcCH4^IZ#P@_b~-@r>=7~rcfoair@r{k#04!2mId7W}Air0{*3nV%Phank&-B#` z+9$TUiw3x-Z*~EskFN zQ2S}3b=lwK8&1}q-g{q^uqv&3Gd=#(Fky%`jS@e@rD``HC{wHAu2{3Tv03`diVz+I ziV6dF?oenyF5A`j0UhS(=#Rv|_g!j$OasVP!Rkf+ua-ph{b;Q<>; zOH5p_fiZb^J>Ct5e1x3Gh!rC(bHCmN`FvhkwpzB~jGA&?mgHeVxur7q~5h z>vX|Y1?a+B!wb}5Gj?Y)1>@(;G}!@JV;ygz_;o`(mu7!_OD7(ud0{Q3G?frpUKSai zx_la&l%aguZKvkuX73v(kZ%oc6cIK&dH%2Tc-m2>t49vpmX_9i$8MYdJU-JV(PBB} zQc|QP#^WeW(wMXPIGM#Qm(k%{nvA3pnB2@pl_aEbdK$&~D2Wp!uur7%m}1lxDj3dh z-09RGU_2iJx1tlmvQ)u$m`O^XK!F|HQ$WOs=TSoO87BB05pxNA%|qGGUx}>&nte=n47@90du%|(qFe(mns;HCF8{TNxG?j>Xo1E%u zPYrCGBqdd4Qj?p~(!!X4jc;Tv9Wgtkd6n&~{VQ{GvaYrQ;GG@~@N{*o+zHUX*sY4Hsyf`g^It170aS$%gDBZs9hR{4jyIi}VpBlN*{hUAqAILGlD^ zzg$^mKY1JGyE=^q>z|xF|NFw{K;x5V-xN0j)I&Dz1P)UU; zk~Z)QEAyob{;WHoqm%RwVn-^{C6UGdom%Q$JoWqN?EHSR$mAOjD+*|fb*S^eY3LY! z{^3J|!i+usw)K=n}8`=vz2u~T1&Hnu@a%W=Fx@+6X=}hu<{Z%x$K*v5^ z)JV!kQ4as;1Fi0ODJX*3@TG%^N>q3?j9qShG7+B-%T(w;r299!1sMF#CI2-NcWk#* zH3fs1*k8Ipj5^^w6j!gu3PraA;Fjx-UVEg&YFI!eOHR!jG1K60p8h!~6u(-_R>QXQ zAx^pg%u(lqFFu-DaFj1n)qmQibKMP-7+Wg41Z|O}uUMrNl1=RH0?T<929H)$)QIa2 z-$9i!5dYq!`}(!8w+=%^1=KFB`k>LxBT`PuFqHg>M!0HqWT9kTdrux*~9Z)>)mp)f4za{>Bclib3^>1lBgL}ZYwlng5w9)<-5b1TL z$8w(CsIRUU__dE%+gBKmG^2PoIKuJW5K(cxaC5lIL5iUjd@W*KD8xFy5)z%0oSX9! zSX><@T+~pgmSqyG{(pspW-LFCh-4R!<#Z2p!9ltSVqrKN7mvZ1vglUupvKLJT*a|Q zIgacTHR%5BQV1J|B@GZ_xW2(;d<^gW(ey=+vycx1(L*=(<^^T!Y~=T+wf&oqq2Sy|Z?G#3i?pHwZ} z`x9*YU(Ynir)w`-+E^ihgE6->WV1l^Xu&ItgS31X*rjCPKA-bi3u!?N{02te=jPW@ z>^(lJDrsSxT$Gl#rvHoh>!acq@zm-(_Ik#*E`Dc*6K6P0%Eg81<;$i|!^v>xiG$$> zf>51oV>$6W^a`~|@jQ`=>5ydcKM;IZR{xH~wn@B9PTHN&y;}H1_0`Wa5#u4qMyf$Bp>ibu9De_VbmZ{DK(B zIp~ni?uWuF_qTjDVdSyxAx1lNn2ERo^0#f<8~xg#N8_;B{UkUqZp1oQmDBDH{d_Y` zcB*7I3}-GcZYtK}+ZnwopZ*ovw)8F?v31U(waE{0s8^WG=X!oQy%vLb!%c}yyw$}c|5o~&VCx-2!iHl_h9;c zSZpNz3|I3qiT=oPoCiPDP=Ck`3P~(nxXG<8*yLN_UMP5zB+aw)IGje|eUbLC<9wXb zhX^1~<8l!EMB1p)WJKo~+{b!Q_jo&+Aq;xyLr6OUj=9pZvNV2ACxc1PZpo*b)Vud@ zGfAUnBK>Rnz!!KfoF`0%M?4%zH-#l_YA{K+=`c5LRqwx3CD7B;Bb&j=_}5z=#J&AK z4$1OzhRR6g^MVDs7@W80B;xKjDS=zg=3_r#Znrb0EZ9mjms0)Mh}5R?RE$?ca7o4RP;Q}tS@UrFCnx8}d`z6_pODOq4;pio z=zsEM7AHc$Gh!#3GA7;O&LxWG7B7uzm)D?5_OV4Kd05YbY41?4)Ij{I_O8bUiA1)v zyt1IQdGzLH5L+fZg2mvV(a7DKN7#%rW8U4sLTEHgATTV9Wpy>w8OeKhVq&3lX`VeS zGTQ8^kXU5s;naQSQtD4{FL>>+2$sLI_MKDqJwKF<-I0+K?{554!p>OKber*7y8TQ1 z41SKZ#N5nbZc@DVUcB58P=gg(rAylfQ1%+1-OGj18C=5+yQSsvnJ(9>7b#FMa(MRNy|!8YjuQBk@qx*) ze^*miQ`}3N9fZ7O$?rDK-1*PjkX-oAo7Jv6H90itOigioR#jFI8UKs>2|8f>&xwOU zwMJNE_{Tg&%J{EJCGg1~W28Ag%X}!7D-!X9#6m<{WGq&`D)AZ-B4;p>abi8`fzKT)~ivW`# z43CLgySE1nMM*xWd}<;H=u556J(g&(q57;q>J1xR^gG-Uzw;GYBhzLZG?79lfDVrYu z4b8WCaREpe4;dCQ_Pg!?61_yqVJr|jNm8plxQ8A zb-`W92N%1gtf)$uU$~=IYIVS^r-eSn3BZLGuK{LWl3ZJ1#){)aRTX6=HS8%hOuMUgnN=&fr^zpB#phW<~FxUr^el3f8b8k zmOMXq0+5V_rDf5W34ttvT_0F_*B)`wux70xiG6{K+lUR>y=+X4gbMI29Yle?nzuU% z?EkCnq*ZAq9~)S43{p*Dq87aVBSP4+EG6N-`ZnX{?pExVfYK^Ezhp?1HaH>P3f)Fk zsnBbBFm>alQg7?-0 zVD7E%#2FsUa8&ee=V=vxOby85WiZ ze|zmTarn|1=P^1qx_8F``f9QS+AlUq?LHtE*XYcB<;c=RF8f1aKu6W{Cd{?TDK#tW zd8@aVM?MJJ>SESrz*+rm;$wV~iUfd|?=Cl&O0#ofrmn=>*wZm1(=kd+G=faYQfZcddc+gH@iR%5V1ARt7mCTx4+0oqZ)_wD|L|H% zY#V#B0Lj=}R&H%nGG5+vK+b@>6%-=ivQ3DO7xD7q1Nq6O*GKc0H#Z62zk|71C`(IA zKwSQvnF*QP|6@XsYRKXH=mBQtgM)*ELPIBKXZt?k>IQ-4zo`j7OJ2gp#^!g?%QTx3 z1lAFRyzo0Z^fr-L6$(?Gj|^Y3lBW{$$qEXn6EYL~ZynD?Y)j~*^5rEdI6R2}6Bw`v zn-rh?apIT9w*-uU1?qgN__w&glRsy6NA)WgqN#Xf~#;u2y{;gFJwdh2{(9Y+_j)u%^n=@zlp=Ie_| zseSoOk~CefVZ(|1g%MM!H$ItHaEs?l5~tzg&!<#Q@-&2j@a`%h^6;rd$0!-R_U!I1 zQON@S!zF!z zb-=f*EFZvJhCz@>Uly&-Rm_eJS_ra(o*=lsMHkX)nLh?YQ^rSBN-|dBP;=E)!}I>xg6wme`jh2wat+c-WkBVs4QDpyhQ zfwTVa)PlIP419h4_ykGUNzus($%aub$oyu4Te4Zr3Y4YZo!E}ltTW(*4fGG$!HI}X zs*f2My{3 zL$LVApHK&DJ`ax(ehFStYTFXq*r z2&T?WIvNc6h3B}LB)ft3mDU!$`%d6e{d@QUym7#2;wn8+v-|iIlC>zbQJ3Rb|6Eo8 z`*CIEnaoQ;fwWD4+Qtozgp8Fu`Oew=--x}=D9UUlg>^5LixvkMA52VESMn}r$d5@; z`>d%-XmX>j`3a>jMjd)SGB(Na$b+X(dNA;&Oa@Mtw&*!U#!sVi?yZc-HOso3~0Iddr}!=j?d zz=HnuOQSbd2FMhWL1hG7u)k!X7JLlXVUnOuKq-r_8`^d<=d7p@Qw6IKGl=}7>HCQu7+8^f3YVXWa?}mhy!Nhg}IBS=dbZTm9Qdx~*0m_}9 zPj!EPPy7BoBq%I783!1(JUu;uS)ELI8Zg)bde3>A>yZzW79a4U#Q}cl*0S7q6fAgX zOqGe&-c-_rUDPe2uP+3WlfW7;sjx>ZNe>aXB1{iF(wm;<_&hs>VM3Z4LJf+vz~d{q zDb5dIz*1I5hVR%m%f-cYa%EXm!JgEvG4v-3<$lR#8eqiO&1DfvKy}D&yKr_4{=u-f zPHH%lm8W0Oxfjb!UPxr|N1^b1tq0ulqopTkYFMBHT0WKI&!nV@2L<- z$o#u^*i@&>u)eun>%JP~JY;h}S^7=gNxLp5vF8R?q>T$diVN83yS+)d)~9EhKRvw; z$4T!ktxt^(W7?u*q{+z1lZjiLKw&6iEXuB~SDl&B;mLth7JXl+Mv$%*Fg^Ft$JiNc ze88q{?cmmcK(_@xUWcaTKfU6tK31@Hv7z545Vf=x;)b^KqZCZmTN#)-T%YA; zpA&){>c(F$CyT#!AGkuNVozIxNuSn|$y(Hf9#CeGH%MMzN!Pv zzCi3CmzS5Prlx+HkC6Z{2LxZSyRUfCl&M!y1G&YgNE~!*>`!`nB*2HFATKYlzh6>G zNeL9r=D_;9Jv|Xe=MOg z`@3!IEh7HG@0p@UATXl435JMQ>34iyu*mLim1tA<%_i7?P_DzGb=cpHgv>#T%=n{m z>af{{k?~)`I?y52Y-~i{uHV=j?bOM3p?sm}LMF#1#1>HrVg)djiWr__wIa|`^?Z`R zz$dXGjf?Mxr>q`F2hBW6{z6Q|Z;QVmE9EbkolkVa8)jq8gf}Fl=(zmrzkxO5?#18! zpmA&Fzc$6X_raW>B#xIHzfFGofv@9i$O*yI_XVsZ7+`V`i8lnUS6t-Wo&UH$4!^O? zY84vuU+EpsuDWekicgEJu4-+5*~L3meih5Lx)-x8W9wGW_p=#SRd;;8I&b7EbVZYI zs@ezv4h_22j{xu{Q7-oVhf%s?FK&gA(QryU5gVm6vI;25ow4trDTCMAm9=_)BRV>t z9S^{AJ+wUC3y{2=1;kC}Di@78m9Wb8xIp6{z4MsCBQU|s0}9&rSct$f!>T_0VBwxs zQ(cLSTUBdufv&1pggk}S{@P`U1Q#%Oo9DmM1YIe%lj>DwXY!Qj!((F&uL@*Rzom^X zX-UvpJjn%;%O4CQUc=^>srcM%u#M(wK$@w ziE)7vj|sIVEf_xrz%dYqfwS{_XPPPf^zW}FU?Qh#mK~I%Kne)7Q(%ta%NJhI61M*q zvA1UiQb4d9AcJEO5xLdX==EA7!)ff`W1!7lsESi&dp1Mft7YfON!PbI_I; zTrQL52YoixMzxF8d_5LuMvVnYt(iPZNjbhUpj8?BpMl7XSWwPXJEnVhnv?mP`!l@00$AAaM>grXBOLz@1$o^43LN1`ATN(NdWzAr%^R> z%kV8L08mtBGX0Yi1V9&{j(r%s!sIj?;<{ZUd+2t0%II{?JhO{(XSMBkCln<3~O3`gqu z{jm$f?zVT^`*wbZeDOv|;w!jl;J;erWhN$Kq2j6_Yx)jdFWW4)!@;iZwLQQ!eoIT2 zRJO+TdD5S$_(zh^n5{%Z<$M=WAbS6IQ6IoT|E>lOWSBQPCBCB_IKMotxLt4nC=La@ zzL{2T)hdQjH|y16!2Rzb)Az{^r)YM)KW3pT02|iC4ja(ypB;Ro(YDwG$}J$NCqjG~ zqw4q>1T3szJUcT*g$ct)=I)qs_T;vy=7*JCMY73_vN+9X_Pq41p@;=7o5k$7VUL zd(m2uq$Wz(p*<&VNJ>V=tTU5=-wq923e_6644T|mTvKX5K9*vp9brtUak2%X>?M3#K_uZIJVcFwY^1a{yCPC9r<}U{`}xxKXXY+$Zz$W$fnYV7sY^gv$D!>cn%6uC&zJ$1fH~ zS63J0;(q(~4P(wl1T<8@BZ8WelJe(%0Eqc>n$>kTtk!_22$Gc0EqILqvCi~ADp{S% z^=v-*P($A)Bv72~L(l@?W7h|Uv_`YsR|c%B+Q82tUzC8W?;WpNrdDmY-28iobtE`$ z^hPH$k4uv1SJjX@!xhX2m;fXogxHzdTjyQ zGB`m~Nh!>`4H;E{4?8Th*Xt?3)yFc?Z#Q}Uo>_BPHH8@jKOR<|uKclW)EQ&;`+_#c z|BUqgWu)q^({|NJNt|9SGWy?v)jvd;fKhu%p{?MPz`!P$EgT}s#vio(C(}8tZz80n zK~ZOAXSYpQ#tbY_tAq>UYCW|%;bOMfnFM1T!yWUB3ga>ph5!9BOiUD(Rx^7 zTx0g5cj3^6c9VP8t_28FsQ#G3gBp1o=XR&_)2T-Z`Cd80kSE<=A2f|`;h9|iYa62o z?(Xh@n)p1W<1rW#8M(Cs2zGXt83;-Y)}mQ=2+ES%qOIrxG%jaJ$pARd82&QgeQK?Z z20ErKEG1>-@USp=8;mFnuxpMo4bAu9p?B%*8Z$;KNl>?UYHeo)`8_o195`{xlAhq4 z!Xu*%&vTnhO!DKBlZo=Droc0ZHhLzdzU`~t+$I`j%m?y1P4=R*+p3ognH0v43QThIG76*|0SCv~P1ll~Ovs?253I@4` zIW?o_k%xUCoiiBRSnPsyuZt!{6{UDuZb)*^H1L583SeLCpqs@V$;MW?Fds9xPYege zuc=%{SC^-z$aUn-n9*}91E7=90rar*N2TlX3qg7Y&o}+wE18s_m<9>;k}@)eJ9Tu! zBk4FUzM>C?x4xNN*1Q)X`*|?VwHhomk>&f!fycgs!>Pg@JzY`z3BL|oxG>Stdpjxb zAefM3zEb)kZ$C3r&W~R%8rz{iv9VIV>8pHPuU3kPfoZ%0qL-l7+)WX;7h4sTnTe$Z zd4+6*jPCHoO?(fzj})(|Kx0m&WNG1fS}oj?Enn9@wi{xBq_xA}lmZhFPp0gxX?~-V zcY}0Yn6-spH-^RQl`QPQDJg~iA3fV80__L$rn6X4Sy@z878!WaYcrt?e`r92?v@JK^y^0 zNi80e)T=PR>D1`9bN{Tn_&a8qhlo$FH*wg7jYi(!W+f1C3WT1)?|>W>resfp4qSr} z2&cS+l92-+@QQlljxj`x`FUjt)>X|>p(MXT0XK+AVkTBL{zHX6PWs*Dby{(GrRhr! zzu@ApXuq~Q!PC|kP06oEb z1hequ+FJLfUK*s;Q1TCh5$IKMpi8`p9%-$;#>`hj01I;?_fC_X!+q2RXEY1lg!C`N z&RACGQMo1g!eaxg7cbIo$Vy+ACs={*fQ&c!mYFCi>jKSNL69cP$s)4?g~1PX6E}pd zL^2k>xXgrGiCOpHZ5P%+{_kQ4qD(3Z5y5TNnRQ^$jQeyDWWuCf9TYUT9%$pa>w!}v z>;O{EBCC=8g&jJ{ATkm2c%+J*Q=#W`v{xrhyCeXki50lUgIL)CSq;o@8&2obwwoH@ zj%3$*F8kkON!~9v`&&$JZHVpqETUnMGlf;Do@lu9G<2}dEn5vY|9DY!W zl3AdK|JU{2`qizUP-{4f_Kl*RCRhH>DRv6uMrl%Hbqf{ulBo6P5>t5{5|8t2>yW9( z5lOG(BGl(+jq0oTN~hP%V~?2~tu-P426@%=n}e7eP%4@>{bE)+ zUT@i9g3JWpzQ6ZmIabf5rt(B~_)KFd_7h&Q`?IlvhuU`BdQUgn?Sg6F;`{aW@VRF} zORDEMPm#>5A0xXV!svc~FGudWaozuaiqNy@q{uia0nwRwsow_#d+u3AKiss}%+WP2 z+(Cc%IwZ4J2(e`HW`AzSDRAlQld^x$y zEcGVM&C+Nc9e#Uyhjank7Lq+;@SBS3OIVeTnE&WS=eI(4iq@`k9dV$;kQa$YBB1*o)3CNU?-=E2k;eCL+ccQI#VWXlqM- zsF)*i8#Y7o@p-zux-qVucjP6S3pqzXp7~2ysaq1ad5xUdfe>y2oC|Y(W5Q!hCjNZD z8P51*V#1Ar!U)EFxYd;8eb*iDNA!JuDv_r^t%e6{|q%y1X6t!h@XiVyM2lM|DgFw;ea0bujiYNSe zWL3GM;!yvBi=E>g!e3Ea|hG3U{HitAU6D=iBU}XN;-c z=ZCg!ZS`+SNkF!5^iip)vbTDeW9!3Y5)zd`Xe|pTMVl5X=CdYZCGKOI7F?=P}{*n!Ws}h@f6a66AxvS7*R? z^1X%ev%i~3VraMMjC1ySp6{zpms|4O%_`U7aX8r}sMjKfY|8uJU;wCQ{&D-&*~*i| zT&wYEDhdlcbYAes95PdH3T0~ZuM!(bnfIG=llb)go2Fpt@$&NBt!*+(D#(~go52eB z_;3?5v9T*@dXE!fIpL$ojYz&z0t6%21}T%ltV_Z!9(b^UzH?twLDUl3FM)2NKxm4t zsJ$n%f&OhLtcbsXj1UxVPry`I2C;qEwH7GkS9P7PRW=Sg0 zI$mC0!!+FfJ#?M3y(WLnLHZ3SQJ2^M96N0~w!lujlA!_$BP>K1s{*UF;0VKyZW#RC z4W9ARt;|8t%v^EOcuSope?sBVAQHL}|7klwzi+zvc>1+0+wqf(tuf5}MJ6&mdw!kG zO!%yKv*y4ZdWDW`mj~EO7ZYe8}z6z zaQ(MjR5V(v4_T}_4+cW_XoU#>YY-0Dh|(R+Tr>8Lg6e8beVg#jX0 zL;+L`!I0U_M=u%8>$UD~I$q>}5uN*zBODN8v^PM(p+dr(eQ&!-VGI7*+1hTm-K^v_ zHKpC&df2t!nXTT|x$8g6rn2~-`rfpFU&QTrp$E7GzSgKVf&qQqIf5S?B6Qw}1&m+c z!3C)5xzWJ$<}@_m0C_(koB<_b@j<_xxOChCSc4@dBIjT41LfMk0^%^Oif8HVbB~Xx z{MmF)O+*Ds`w!YBDyYZ-&}1n?ie=ON+feMR1xj?V%fdqRNz&jNuq@dOEe9ggP=?c| zn}66cO*TCkt4>z+UnCz&C=v!fXB+)wobrTuMu~e%NMaH2)ijR+jzmKt=*9ElCIgUK z^hqJef4mgwlSB@0{lr(SI~N6sCOQd>y3udvGf`I#4eO*7vR?%*3XR`+K8%wNtToYM zMf`Z!(b+$YQ7gN$OszKYU$YJcBb>RV$ybDpwZ4;_oHi>Y`BxbY=Xbc;pdh^O=x75Y zg706hj_pAiDeN{%PJ{|aQ2%Y>A0k8_?IVh0RREhL9X?{$ZPQ?Mz@@CHH?s27v_-@{ zxMMp{UJnS9MfX#r8n1fSK0T|$jF6>1a48j!=Bo!>gkB7Asn5<(z6M)4xa}b}NacDZ z5ctnR8oltmshqy9RmyEva+S`+`3Y5`UQ&>#7=Wuahb zNo#R&|L7p6rHCt^xA_a8&LB$l`Zo6d9aSJcIM!VTRbhQyy)mb@W3x`bDH~9TerX$} zsemK|5*r~Us`0rH`|Z0dB$QW47+w<^de=gA2~1X|XIWpV*1#$KcPbrCSg{%`sHin(xsQn*q9 z!L2(U-N(6*Jux7jrm<6}4<$-D8v$OX@2v0B%&x(t|_f>IOS;w_dTie@?SJUdXKv?t&*n9K? zcMCa1MRep7>%|6J?l*dRmmd6&C+;1aMM6(>03b;nG4s8y%{~XwN3mKg@?_j8na{L! zpo>NB?g~Z%%N1gb{CHU;v>ifd2c}%lX0+|k|6nSB7^GjP?GGN?N$S5YM)~G{8bSds zL1xViI#1Hd>fcXSLswo70AwDjyp@N>r~1!*!tChB~Q4WsbbNH9Q#jf)vAT>=1~`xE09 zflG!BVI8K~-^gMu%UmtjpS+g<-lQyeZ58Sf}~w*%x> z{DH9#{+;sre{1WrW-y`ETAIB|>@C39LRm>c^ncoC_ota_Fxk#$X@Dp7 zhp#sQ$GZEw#igPW(qxQKibTkmNJN7uBqS6elzE;)MHx$xkfbz7l1!O1CnPhOLNaB_ zJpI?!@0|C2uXE1db#*<}Blmsp@7|wbt@T-(9nFjzBKzgWb{~u8%<#(A6nV43s+^&g z6j?OM!&$aX+3u<#?h{iMX+uqg4Lb@gJ@I>o5lJSaiN<^y4oU3TYpt1rWxwhhqFtL^ zylsDEAC7EurC-~;kjj0?cl-^6+uSFV{d%pgbLv|(2cC@O;^Vtt=zQz#?5J(~yn*}i zoYY@i+7}IGrW_$-N^fvu!vqLW&|f*1(#HN!4>~)x^}W?j_oA0+FDu!f)r2X<`{O6g z%vnt>%pfwL2PD#FOv79HG-kucm=9EoMj>sgbdlG}-1*&7uv2ukcJ12bmmDAzfD6l> zKD|*=;`LyHBFmAu^{%-x0IqJQxOh0M21en%Vwgf}^uan)Hyf5%%25*cU=kVrGREUE zqIqafkCDtw=jx6*sCT57X1b+uH8AYq zK6mb6NBdguiPbA?YTRvIfxdf6>|Idl8e>{R*JHMq!maO62k{13y%Ti{d8zaI?hnbY zjEsyMiR-F%$9flfrQBU>5;M~j+kdrcJ5>&q&-EkRU9OG`A&h!XUf^UfFQj&(&Ot$rw0=a$m|@3 znhFFxXHT(vE?B2oc6fY#(Cod%7CZUfA9fd)`A4!QItHPg($70Ay0lKL&2&DN(Z(LH zT=g_DF7&*fXE>;^`z6JpPh`CAyyoS6D8_l`Z(YyMtfa%D5$kzR$W5uYDJq(6xVq&& zY!Kv<>VG<9{T?2Si_7t!suGYoL~UHH_0`xy)BJezHL)SiA$g;ewXNA7w5Yb4PKQD! zYQsU(!M`c$(BGEMq0`Xd<}O!DpP;?$WpI!LlVYtBCZ2u!XnYFtgLWJ;I8Zr>j9frE z)CbAemzNe5jvX5#ck}>-2f1u;pu$K_Zq=!9fntLL6tJ^^K*lXUE?7p&h}8?MF^FVx z!vTE8O1sCbx&y`Uhlbh~ygbbq6+=WuJ2$xcgJsHUgBSRbW8>)CaPQ+17s8PV`|?^6*meB*cY`bqZ-p;MdJX9_tPIn$s0Q}5vO#M& zSE*@1U?G~u12$Q@u<-#NB)#VKikO;}l6SwgbFq%Jq(SBP6K<>## zec2ZsG=SI?2zuw$x$oJBPh#J8ZHi*d9uH=mX|DDt`O}uQI&w|iO~*6eBR^qKF^ZYa zH#BN>CYzK_SzzPE6JKT&TwG2Aa#cr3^TXQ^V66cVwehzTsR&W%=pb5y@zkj%1Z5(h*=H7m7f8`M8>pkPxt#u`gcSdi03t^XJdNFBB9Mq8L*&OZoaD zEoJVXSH7;tus`t{XMMX+$bHFgf7ETM(ZClt$l5zN)HXCQ7+J!}B{kKjJy&lRyH>W9 z*z!aQ$5^Y9XH{EAUPNX}d|XXbBx8pPb+k%FwzfzHy1|Kw<=oJh9E;4VvU9c`^S`TS zCsKkpCUnToR_u&CUoAUnPRIagh8Fvqm7Er0W7ae;PJWG}ACKesaZ*`%YrKaDr1oW1 zk^#lWCJkR-4}EE`mJdE$TBv%MLrrz@&)TJFanFq(Tql3mdj3rJbmGO{e(AY(X;*&ytlT4_Q>trGK|jm{5r}I){f3A8y^cb+pTu5 zUw(BpH8>uMs>drA7^eu?{!(@rX+N#6-x1Qw6vera)v*|)zce16J=t(UX8uQ}ZF8>s zAxTNeo}QlfcKvD;Ag`P-BiNj3&Iql{FT{iHKH25WbrdvJr*^Sh7BF}nIWPbn?CPiW z{i`EYm~Hd!kW0BI8lR+^H;$8A&M+O(oaZS^_tJMyjORAO`}%==76X0!!@V@|dAx_D zZKFB0cT4uJqT6_wRf6o!>^J(JxP*we&p!Zd{0IIodLF~qD6VJCvgEo}q#jJOg9LK; zR84E6CFegr+A@2Z7bE;+bZBtuFbMrSF>Ri{mb1AY{v#c4-sp6siM!8ipqCk!p1rl3 zP`BWUuN|KkQI#nQ8_sI}nRC&fxRY&st%X&fTXU;$_~KD`5hv zU2n^~P1A361>^<7={@VVb^=fm<4I^`PL&)p8)c2Z~dp7S~_1K$_nOtuqc*PN*4j&sV#HQ-A5 zkn-m;vTx21)k#LQ3e(?Muj4P&c5NEB{mXUl`0dG@_Qc!QcNBFO{Ot4pA4=%YS|wgS zN+GWc4Mw$p%ttL0r3juqcd;U#UVpvr?p^JDo+GwnufLmoIHOblyH)&%-laR1{JZRr z3jfo1`~oE4Je!*CE1eMZzd3E;k9GC8ZsTUQ%*l|J2X3G?=&K@A@axml)t36cZcAg@$9Jh4kFv6_Oqc5-{ku1c31q zwNp=^c)J01i!|E2?4`Lu`Lvg3_Bze>hDXSH%E&Hs(KCx*XUm&!8*!_?PDlj`C$J1| z^DgKF;c=aNt*)_gqQyLEtkTjW^lB~D$(L>@U`Sb$Jyyc194%F!{uY!MS^%$j5w5x< z2SS-f86I8huUhnFTSW#=JyreSwsnd+)zcb&egWuZ%*uj|3VuJU?MG_D9jHb&W45Pv zGVx+KMm}@aq9r-9eqT5gFdj!R!KHAM6@=yS7pvtqBvdLostN+Q`uH);SHt!cYvulH zat`pH!F^Pa#=WeK#SjubJ^lSWj#Qn*2M->EL`I&{)Z7jRB;Pm%tiF_HqE7J+#~*T6 zuIxtNjc48QR`g|U{{*9P3I;sxlp7t5t1&pp0#z*%YR3l*_{q;HS`9=6=VqoR8fw+o ziJiI7$YeDAI@JfZCI(qCWLyPaOdrzI>|x8Hf^iHOvNWNco0ie7HepRq7IBqrb?C*| zoyQj_IIdlbOUV&=4t*wkA?QBPUyO%!nt`i{>z*AuFd#dhke2K9tow@5$l%Ro=Om$L3&9hKa1|jV_~Gq%FDaX=gnebNHydNH38o(^l zge(drUBbIhcP9rMC)!;{E~U4^!7KL78?!P8Sdx(Gk+ih$EiEUNl&DX>xE~e8rsqC+ zuBEjV4|AwB9T$Vj_PjXY)#=u?;B=V`TqkitAlYeQ^?`b*rqg%&M|Fi@-dEg@LrLno z)?wI@b&oln`Jyy3tn1Zz6sV8&uJn+`4s9iOd3f5}uJxQI zHW~`MvdYRUxa9=6CH?@VAeW$EaN>pZ?=>}8tX;gkyeJ7$Z2NFcdi!b65C5lpw#&qO zg9>I{xC^_izWw;Fs8=AA+w{p_6_d`P)#>lA;GTw&W)8K;v_HQJtHoeVmTFz0k~UJc z{)1(Q$R?xq4~8?tmK`ZE)3WVlVZ+T35bQH=NbK{!*34E`No2U7buFf1wJCEqfUTnI z-TwYcsa}I+i;AJT2&%hHlC2HN=7p_pxl`L@T;?qc2ctKoQMfNub@*7w4ex2HYH8H( z?9E%a-64bW(5}?ey7%WgJeX$RPIk{c)8EIOub=p` zE{_`jeJr_O80~is%0vWCbctdaC68_*O8pY^s25xUsB>RUbJH%zdGg`(kW(eJ*KL) zwGhpAeuKHc{X;FO{(GJ{dEL&UL*dDqhKB9Jr=J+u!DUf~ z_raHZW3aZjwcd(hIK^qCu-bWYa(bqsW4X{jDZ2m%v(I$NnkBLY=Z1-v%1)m<@iKiCOPthTl`I$~&<4n$VI(%=)w`Ku<)4iA=SUiJ6`*IEwpoPMle zVO|ZAu`};q(r={43!X6)|C1`%<;r*KTyKV3cCIG4 zDcMlTAe3Z1#z&RgF~r&IxHB9JlrmK~xv*HDj$1j!XAAY0${*7=PRzBgeyy{5a%!Gq zV(M`)8ls%ZTigS`C@56do=}j}_@mVGYa8{S@#pw@Z&uIuE^o(?t>?HZ7vDss76a$z3sei z!OitsC>{4<{zU{%ZM_fcEt->k0Uv&TY#)jNJPqme^j!*;kjb+^&acGd=RPPS9WO#Jy& z?K7l5K*JJw!F@V8{YhNsg3^p}f!4G1Y6Us#^{o!Wy(39El^sj7+mo`V^!|xi=6TbMhfycj{o9w{PzQ zI+ptM2_kG%=emXEy)0**wyAEUVaEOQy_U~g#R3G?V zQW9xG)fPVKx<+6BXyvBHep*0U8gG(*9rK~_nwxVO7#zg#`_sHUjuV}f03Y5Oh+QzX zxc&mJOygf3hwvr5iqC!~1tAMun=}*P1jo~n^P{<$Ib&aevme$!nK&S2zKE93Tsw5w z>gH;t@uOz*@7#x4JtYYHvRbJr&0HVs%Z0R&OUto8cFucoJClircka~9x%+$_VV(}* zuJ3YoP7u9}PPLc35-)GU^Tb4-+$ZeHIXRqH#3BwvDx-IvoSt0Utn#8Vq5TPa#|m<6 zWrK9D$}3X$+NMw(mj}>a-@V^n+Htv4lYwG;lD5|ArHwi8eUV|1ilh{{0r=4o?dMYLe z$CZz%sT2N6PpCV6#FsvA$#cDjHW$-foF0q6Qz%G3=QbT?e$}EMit1KIqv65ykch_s zIlHXn)>521mzurM(n@;Vz8IHp=}CoafdI42&F#;E|Ec)T9R>5V;-yk3d{pFU#AN-HGp2^&obRbe-nYKl5@bH2J%3TfX%!sNTD^-H_9OdBov~>wsLl(};S9v*rK2{S}(I z!QPbAzPK>7+*ZCVTyIT&$u-G^v0LXehku#F-r>%OPVJz^!BmI&ccn_6_Qdm0KIj6^ z*a35w+an_rxV?HxXe4}aV8CtJF|+Mssw3(zAtPo$7-IKM?tUI0pwu^g|AER&Zed}Y zG8=C}(7!NJ^)gWA46Qix`T;({-#IUx-|*Vv1s0Br&V)Z*EUbPLetcKq%ll!+4KmW? zeq0xaASO5O|Jr_04;-JD-Q&5ew7NO~!uZ_=fwn%5(gpKh2bOggf2h;n7j;+5XW@=Z zNbm>cj7&)xDX6?B8a%~|nW_kG@o627M^N!Cv{v+K7mEx8*@$loIjJgmFQm5r zd3rkI!;|)kjixXngVF^YPkwwT+=vfECzQsx1@?XuWEPe0EYlrJx?9Z_C2%%Az@#!S!xn@IL|~F= zxR3ARjtM@zxr1#(c*QYCM{$-w<2tj_h)QGpC~P#Z(**2KynMs|!8-}8_; zefl)2jaUsnfMc}5CdX&s0r20XJ^@z(AR;k5Mg7kZ6sE{@Fh3+>1du33Mn<~C19WD^ zk3@5H`mdt-N_f^h5gqdN%eGULmHMnekQC~uWT=_!9&=vJtW_%wHanRpyV%7{@Oa#H zwz+8+)9&YLuR}t>KQBP(at1ifS0JEudLKND{qRp^zG^WP%suUaaCEt%44EJe@X4X zk3)LfD!h8C({i(CLW=f-%1gR~(ObUndA{ax?$qyN7oXE?$kF3~gs0AIk~y!OAL@vN z>V@2fe!Jr@UM^33?;gWRI8@~YpeKrOc1Uxvo8?uA<{SV+Y zW_r-X!Sd7#H4VOPHks1z`=7(cX6uGxW{z}aoy8RxG8B8cW>|>%AgzYGJiyh7FkE&`FeuGnd|qX(Wu6^qRPF(D_cgT7Dcz z4=NJ(y}ZlAQliIZ)-N|{wIpllE5Jy5x5iCnQkbT;h|J}(2i0V!t?i@73j$&Y1y_{{ zX#dCc>5yJ|YrcwgDuECkS|d@eeGHNT)nh-5B|pRSuZ z<>o}3f; zBrXpFNVW~oLy&)okv5$2sxn5p(&KKnd$X5Z4z6B=fpA<6lc|iM;?GFm!udrBoks2> z3JOK9^bUO%_sl`Of{SBKOUvDg-f_^3thh7~Q4cQqq!R46Bh4^w!$n+#Ed+h@b{{#z z&~gQH^L?5LqVH$3FU22E;?KA-3z&+#L>Q~Mw($4j21c?+4Ym@mB8V5v%N`W1to46( zZqx>t=K~oqqWT2?IzGO;85t5#d=fZNR{#_X0|SGCq9VZpzpgVr@Q5FJn83gt^^A`H zIZahm|HIPAScKv(Lw4`5Rg+*DwLjR*_|uWwF+hg6-sw49|Ag(HrR^ia_6 zvZPj@>`6b=2c5FU8f@F3q z;|bH#ngP258Nt=LP1~USE0wmL+l8ji-Mw>I9L`H^U7!D0(Mj&13_AA$LuX1aG-iVK z2?=b@ZxncVqjjRUFItK-!a2ocGb1alPt4i9leGDFr^Bo_;JWz~ zokUb??$C~mDEye{Q;LeWt37fJ#3J*=JThOs@`FMb4JY#BwbnH2&iqw({r#cjfvE}u z4mNPsj~};!i+6Hz>NHkig}ci=ZY7u;A<-aN#JEo}le=Yb_grBCGiI=kMQ#JbuiAE)D4#kW(-)sJnOXLWvS5eBo7Wte3Yp zWl10_bv|CHDbscjtV;k{K@TQj)3Xi~(bnzT)pT_OlzF(NrQM3=tIEp@x~y=Xy~>R) zSA^|nld|)}lHg=%2gC&YV445VrrqUS3{!mTv;#XlTgY z+}w_Ykr7K`#Yg=Ab6%SVeDD^NuE;wqC-pVT=U<~;ZcyUq-4Nh)lWK40L zz7BDKqL$X9>NMD};m5vu`*xR@n1hCKmrkN4{@eu8EHxDd3niQ)13Tz^N9LdB=01VH zLC4n?loemTeEDX25K6cd2M!$HlP6D-Ti@&J>rD?n=456^A%Qny47mYHFrn)|Bv401 zid+8bEbzf<0yzoN;G1-3+_ruDW#I@vKR>32hIUfX1OdWxgelw!6%}^j)y+o2)-$7* zKBS~z&=U`e?T*4xjIiVJJ$U$Vc1~<`ewUP#3*Pe73HP`pi*782TqnRUoZlqbqQY zEmjzeGUnA)A}7GayGI9CCd)MjO-oJa3vLApPM{{?h+N^xsfds=YB#?%^w(b!C(A+c zVfc=h4KZ)=X_)1!YqTuvoieEVg3GbxhT}N>i@hs)H+;}H6^^VVWd8iEcu-2PCV{C5 zRzT|2qV8|y6egh!9@;W@JMKW0xNmZdvY;^{pYdDO*8e$&%UZzbN@z~6{O`AlFn7E9 zG-7mT_eu}g{{TIr?8xGWir$}P_qZ)^|7?VaiB0pB@GdKfnL+*KFaNpXL{U-L`lkXG zhfu31_V_QP1>B-xq`Lm+<9nUNq4u1}!>&_S;56XBpv%I_iW|&uff}QJfKDQhfB+r5 zEP)4tNyp~6_vlfX_gWgotr@0fW|!f$i13h9MN^ zp+k{POMJ!1kovwr=0?hPB*fi_`1fFNf~x4W*I!HYqU$So-u@&5e*WElK2az;_Q zKaPyl&amR#vPWej%Ms~w7%V^J_{Rvs1YP&ZdVam^MjetnJb(M#IH$yvbY zG*zVm%7c8uvNA8mqg88gBM(sYDi~B{fHWd_AT}f^{%iYx4-fA?e3(FoXU?3-M?xwq zE9)Gu5G*yA8Nc;hBo^IIuBu&`wuAHW{}^_<&njSt}sbbq8u8Y4>{*I(R!rN5g|G5%3lTu?%g4~u#PeN13rphat1;LV$Bpw6i= zJ&4m_JJciuSQMa8aA_g&YlOZGHw+trF@X0W(9na=R>@QO>;Pi`k;en9FoNERESWf%I=hk`|Tej@Z$Qqmq7nJ4~&xsPt&roy8PF6|~)hQTuFZnez3McoKqK^_DG ziT^})?7D=@$V*HQ{84!>N%vH8R^7cQIv5rFT(h?6fc%UMb-*Qp`$^br4W-tbfn z!1 zcSb;_S<3@L1=e+BF~PWOxDhNf=Z8~=7VfyRa*>5t3gQ)NNWY*U9$wx%@a1A~pVt2! zP$wR|Ezj-UztJ}Zw}*zz?d7}UM2zN>JHuOBTVKC@ z+w(0}9xG)#R?LVlwrY8?W0?W%Fu0+~fqLu%0Q#!u;Zt~ z_%FdPjA%8`XGLN~aU3&#-ra|cfNF8e_U$D|c%Xv#wLkO(m@G>{WMdJBoOV5HSPb7v z=+M`RiMydD!~@05kqSrvvI{oc^2P#_zW{vD$)n1g(yR=vIxQ_Na<>hdA;a|6*@>9t zfYxCipvlcCCL*3oZcI_l;gOO4M`I1XJmBSK$+rZeha8&Yx-zCk7FTmk zm^Zw=^!eucuQ9SQA3g}vu}S0;6dc;S(x4sCURohbpuW(~au|NqK@ANVo;UGyJT2a) zpsv1!)O1x*l89)aTADuD@57NLboR8`m$%v}A>~Fz#l>gAA;IF6I4?ut^4UTxG$bVd zXR$x*p}sTEuk$2}fN-vb2o8A1q9ZrD^?DX9nxJNjUr1M2gD`=MUr1(&P$riQZQqUp zhY7`E5#Cmp%{c^fxHD9l$*1Sc}us{UgN$#Tl`2N>z_sW7oUg$&Fv9g{zd2$1^nL@bI73Bs5A4iWKrA*LF zw@jr*0A3eW5BOdn3%#$orV&_O%jMKlSD8Lzo)#1a34~mQ9Qbr}{Ezje6 zY$+Wb9i*ZisTw?tEQ)dW`fFc`pa$!paKMeCsE%}9hf|HNTuDY1$iJNiDn9%n(3I*G zamD}oNT~2UeP97|CdNa0?(TcHQ$QdHp%!#MIyF)jVLAkrYvA<*FXkiQSAby1B%JUS zU|2^-^_z1ET4@%{J9g~o>FYy*a$H5_7h-;i!2xW(qx$+*k7w17;Zi!ol8s;#-M#7{ z3^fvFhL||jlFAI$gA|jKldv7w%*ZJIli3QI0J4g&UhVC8+y3MUJBGS5LABs&2p)){ zkSam3Axp$`@CHG3W#yDCtzuejlZ}AG6%ar6C1u|yY%0#&mx_wjj*cxbfOwAZGlt&P^>wGNm`)S^BG zou{s{ad4hU4itkU;z|6r$BQrA-3x6*xtOP_GA?*=fCfi&I+92VHl<2JvUl{}82ujR_tPNa; zv0nVIQPG#_>EU2~uxa2snp=>cw87ES% z&l6hn{W~iEXQ`>%0u@Dm9@&L%6JXp-8uz{9j}WPF5&J$!)pqgld)~>PBNC#b_2TlU z`5w**zeNc%3h`qk+-=Z`xqAhQ$O(i~4_}C@Ip92Q6t5id8Lc`PbQI<9vi?YI7tk#O z-9NT5{`IzXlvtlVZv_)H6MXbGqh|$jK0!XZr0uT*cz(dCUL_{(`0&Hj`q}(>zK72+ z0rpzsx7{bszResQo>hNV-#TjjnSTQ&RS*vGJ_#93PV}t5rN>0%*C&S~VPJ|x3U!@V zLNF6Va>noJ#;qW1>To6{^FpKNA|o{&+mVF&+Y2(1tV}9rX!LkOIYY~d$2c;j+h_qb zn}pR3bnFHPm}aURa|=ISt$ieXWrJ}_L{(K){^@`X?SuQbLb-t8jig$N3|53H5#!&* z*o0Vtcb^9MjK4mT)6rqUb8H%(%0EpYu1@Kr0ax7IU%z?t6FEYZUV4;*{6ekEj|lJO zzlzwmL9LpH89~ZOH@BtPJ~GGQWsEb9kHhVvxOH9C`J>AND=^xT(bT8dnvkI-EhK7K zQt*vR!1@j47&?uO$uuf4=&)u6SkgXzL^x5rmNrs813}trPzgBt*fyF8FVIdvzZ0jK zfPIZ<6Fj%m0>_`MD4esh+Ejq%k-`(L0jhSCR{cXmMWzRX%qXG?eCt(Z7q{YjfB_=6 z0jWc2gDCm_{rjgks!Th_oWR3V!<`+98d$%e@XO83LG_ynC2oX-HJ4QM^(MI`5xInV z)UmKbM1eq{MGd|kVx|XmFmU-SF0LOnJqmK9)((nqbCZL3?>l*TN*br*?qHA@YR zyee`D4i*9kK{il62L%x`MZ9sZ1R8-O@UjIGy^PMficiHV+Qz zundGc@7aps=k|`AMO>jrtcP_HN&AU1B_pd=5nJTpNkCTdNlC#72l}1g{lyJ&mm3*c z%+zHUW;(B_>Co_JwNJqjEE_T|&iD6@j*-Z~w;FtSVf-lc$iQ_tk={`%FQMMFX|r#f z9jFO=@PJg4z>=_A$m}4abk)`zJyodXQ6}MgJCx0+++CaY1n?)$EeeyM~i7zF!XChS|yFF5DzGDb&-a4wwq(Q3?%?b zobpt4j0g;E7*YBhK6Ja#EOi{cYcz19d>+h81`lDJ$y53p%xM*=NBFsm*Rf0Opqqb1 zuLT7HjZb@fyU^IqpUWW!fAA|L)DN6;c1}Y>q0gG9tD|!ls5+W^s7@yOU&f68inLTi zg9YK`aR^y9KC!)cafeHeheE1l4v;CJcBFMeCrZ8_0XtAtW_At6;GkAgMtKOeN;Zth z*$z1bkQik@P{%;c?ds~vyKkQ%IyiKRm(g_KgB=I*gwjygrT+y|98j~8NXy(i6}=>f z!CaosbupR`s|*1r3MV$C*1ZA(zc`j>r~y6l>t=+Y2&-*tI}Lmadl#MU+Uq|9$}1~( z!;=~Bj5JN8EkLD+DPBzQZo%w3piW>Dr12#^3o3Yq>2#DH0MUp#8HW-Z1Z8aI#SU@xd`i1-v*E%35SW5J#Tsf<^Rse=9vbqE=T1Z+Z| z-dc%dD)h{yklYVN+#_*IDeg(&^B4Yb`~7Xh`7J&Yr?{x5_8ERrikQkl&xs_oV&A)EOCeF0!4;E)G9n0nT)eU2 zvH8`jmlkHm0yt!s-u|F&H?TvkOU6EV1qJ(_`3rnDJ&4b{9h(>r(c(wOJ&c7?zt;GI zCZ+;AQ5n51fLQWBa3Ya__wL_6*@g=U1$ho1b}w377Xq9L$gLAbpkBRx-8J8_ECcEm zBBy7KgG4B#6vWnrpHL-U1uYicth=xp%3VB)9fusq zFld*ZROa}XeSqD_B#a3_g`(2Z35*_1AV?vwyIp-yZzhUjwxvY}h%iZ0=w5zeukVBi z3+)fEo13Ho5suiHs#BS4SUQ6V2WV?AkNqr0*d(T(Xi@>MkW`bsyflyVYmMWHte~A@ zOv~Z^mw|$`9DICVrkxQ+A=(w?W0oLy4n~&V)!z=!B#z7c+y`;V#yG>0;sm_-gUU)B z?d+`n{yvM|dZ@Lkz=xVN(r5#_6Vux-LkEWxg#g=}?JR=S9gi4KgwNUYf3iqdj8KSi zqLb&&Z9@}Bph7ali1KRlmMtsC41gbcXfoZ1uH#;Gbfrm*`>zYvA<#hS2swUr%+lXI zGRq6LNSk<+IO1fx5&bC$V{ZVAyLV$I_A7C4X?L4A4e%Jq5A(zD={1x`vn_1mk4wj; z?)Eye>8ALOSk0I87E)KfF2QiuFmlH!1J+dXbyZ4ui@19*BA1Ede?vDnL zQw$JprE#IbfsL~PIU>D(=VEjD9$@?!LD*MpXW)xQ_Ka(SC<5dfPdz;?5RPswgR>%v z7B%%P@(jF%2*yv;PVhH^*9QN>_<3KbdUuX8>jhlF^eBxxzx)ff9145jKYni6)4kab z_niloMm8TFNH=;g0>+aKu+XzdmJ{I^HBt8L9mHK*@*P3aEDO*nt#A7H<#8XNPBl1LAcF)47YkoYcP z1E55Zoh?_zAXPVHguhTMUWVomSk8Fch(|cW2pO}y=-4L8Cn!g=Mj(9OH#@}u3%(m< ztdJH-H5*4`VWw2}7nw-So&UpnHnD7C6=FA04+Dt73;0&&LQqJ6r6zJVjNF!|@rqa=>4nk4 z1xQo-$gEJ3SU(0u&p+{)yGnkMMZgxhotmDSItE;5C8sSfjVv4EgHb#P4~L!O^aM$C z^CNjNm^jSiX6}4=Uat$QHNBXFy}#7wxnxq-YN7JdwoW~5r7fe%%G(F;poW{Sn||{tDU(E3QQ%gdm;Dk2^mdUYiK-3>IqehW1iBZPt^s; z1<^M0bP$^)Cgz{T$KM8o4kQ5XC;JgW$YZ>D>lX1;0X`Aqxg?1^^aBr#Yjhuz?LYbD zns3NZh=j=H%cXe8N9^nlg0=AScTXgiYv^}>*wvnviNr(<5|i}&P>S^O!USo17w4zx zwX6H>=FGC)caSV53&hQNs@cRD!<2-8gKhTnMfAjO_B%^AEYZ)RGy@Se(PS7r_D!B% z2sj=%!`DekFH=%Nl{nlVASOql!ADu=o7#tYE_C1QF26ZFW-IhR09XTP3VMERdYc0) z{o%ix$iU4701r0&6vQhIl-DoN4Ltz4Iy;t^#L0k$PrJhMCwi6tkkMqtn~wxs*|@Vr zxJXO!DOvK{DW zArb;#3$fPq^I#E2lROvw&+9o~QJ(ZE>>6E^<>K-t3kYN$5fYUu<`E52nh9I?@Fdh4 zXl!oZzI|yJh{E)*7d581xaA=hddMM5u=lK!lLR;cEnI)G#Qe5@s!mr41MKfU2>4^*kJ$!QZ!>Yt<}5TNxB2t&Q7%P zUBE-DuvWtk6PVjMd*MQb550^ZgkQQn`wHg8jP^q4ABaK@N?v3~G*3ry1dz@q7H_au z$>3cgu^a_ai%1(3Z3uhK9V9oC z2GSCaE1g_&czWobS4y!rZ#Gy=k!eUGH^$>P_n51V8An`0M^cUbN#K1iYW7ajhJwFF zKW|mOJN&)#gfY8Q=PDA%jH{yhU2Bf+WZL(igAebj(y#O#Nt*#5DaNfoSlG#03WSFGHw!xjelfV?-`;-pK|P2@uMug=ik5SkAVHMX#4b#W1*88jUC?OOns6^ zF<@9yLX$N`aco}w<;zdhJ6GT-0N4OD(oM~TE2#bmoJ^GBAt6Vwo@Zj*!AC40@OB}F z9;TOFI6%q@9A&l-8}~@8OgsJO0B;ON{_9kz9=*(ONCBx=iEyr&u!x8={ym`xzLF{d zad|12kSZV?abrml#@Yww`2{}x=344lp7*3ct@xy4@sHyI{BinV1hNMTgJ_jfR9C+* zD8|){LR@tp3 zO^xihE1bb?JXMjA8^%ga#oFE7&ak;la(g}U|aP6LcYFHeC z0q{qcKmu^cHTU{84M)g~8W8oLczH>w=qi)oJ9oN}jJXaU-hoOf!@B!+Dr8C66Xm3D zMA3ndc`U95;BE%8% zIlmjl3PIskGFmy1xYbd=|CJ~kAxQV=PBdHu%`gFmHq;-_;pXdSIeQ;|Iih~N$HuvA zn0M>l5W!QJ!eE$T4A3rm$crDd3gK&%Ov90c3c6_?2;EbT8;q2|y2zFzL6}%n0l~D! zCZB1crCO~jJ+=mQi42G%`G&*#;3W39E_=F8vv0eSx=g=tn30L?&q=e+ZI!1?_f)H9 zKXB1FUU6!mCdv6=VhkPQRXrrUkfO2Yomk5(BO8+@BK-`{vYC&u}P$w>3piP<5Okqn8q7qhm5Z6?qB%j2@{V2+BeEfJ26h(h@5;yO|lWofhZ{8451XveC;K*7ZO&Pp>e9oRbcMEXx z%=~;eD4}&5H`Z0YJ*c?^CtcEWq6;ZN)Uod{MCpP5S%hH>-*7#b6X)qDfZ(F?ZWylh zQQ~-oHoVEm*r+=u5~wS_bbONoWDkTDXx)yrDG`3Mkxc9Xeo01#bsI0=gTxdyvx&<^ zfy?jZ>rMBXaa<{Gd~cW2tv7r8WkW`0Ca(SVd;Fr_44FYtAkEAsQ&;>#<9%?(rB}GP z_FW#x*ceo)pkQn=(Dc&6cnA_1l1zot}zI-i}`A`t|Ep4i4MT<1CS{8g)PN6KfC5o>EZwd(+m& z=4g^$PUp{`l(&wqdi~LGc>zksrsn1X{1kR}_V*Cza(q`fa)g4ClCr4y-|H#-U2~b= z$M4nfF7KV|ejeo#rcc$Or8v`a$S*{{TzE;&GM|2A_93FnVKP>irDg$Gx_K6egOP#oAfSUe%Cf487FHByn(lkTc zWuj8N(kA6UudQHoBH+rVvr2|!N&Mcbbw|FyiS$o^#qG-1+YN@y3P!Y#7Ip)8NGOaX z{~=!k%1jkIxy%d5A~9%hlNUd=YSk*2`Cbxa$d@(^7P0K{%DO0M7B*D^9$xvnCrUo- zTiVb(yaS_ckF!?Z5CaR#8%OE?e9KuSe9J4_grp=T(2V2b<7dvD+x_m($N&HJ*}}VX z=hO1Qd$Gdm|IhU~y|H-z#)lD~>#VgenR5%6r2wQ08msHSnB%f7Z(*DURSc|4?0WI2 zm_*ICqS?lCjGcZwg?gj-*tO3+g7?-6;ZYm8E9YGLnW3y;q!%Al(bVtDe_Xaz0?#(Q^w zpfj+s1)$maJ5W!9`rS7?oRN)f$;q<5v9TL2B{L`zAw;K_+tk_D=Zg;huId$`UniGr zs&P90>+6}ru62|HgJx%E2bbmg%d5}WxQVbYZFAFk$4QyW4QozeZeDB`9rgmXfUgQM+*Vi+Lo#ZtJV>2DL zJ1$S#J&4(;Sf8YH#=TcbV&I79~c)&D)zqYcrE*Pj!xbUOe5!j2< zWc_(8oG-UhkY7R~`^w(=UmI9KVfe_VH5z>j`VV%r-I%*8n-;V+Vd0A4mV9HosUdBO ze4uHsr$1WSk{0V3ZZgSmn-%`kktg^r%}jaee{IW^t*5P3sGdh(wRlRmUZGde_3VZ3 zvtev$VgM)c6#3Y8>=3$Kw9Z--AP!mAK*hN80^t?*^NaBaxb@nHcs&2tsaZKX{K}iw zNb{eOyI?1;d*w`hYRZr0Mg?e^Hmz9&3Bhdzu9^f8wVwg_SwYxHP>O!^tE=XL+qZCdkGZ_`tEEn4U3CH44{eU}aMdl5dY+pZQ-1>h zBcBzgz-r>xX$c95{KCT3@XNykK9+vHZ4^70n};d#}W_FeYRSK)Y zhW&1^+Wp;;Ckw)8U4$}^$Ll}Se@91;0EB&T^2JODoyqCNXZt}5TaR|iwKdB7(iMYe zs!6xh&*?6L47Ll$2|bO z{7gt3Mtihr>(-k5!4{Sv}OVkIDanV4zCQ|Vs9Y038f0x><`m$vpL%t1l<* zhg2T3>w!?*4dm)&+Pn}LqoFwL@;9Fhvtw{u?8E})x5eSnzkj!$*A~U`E;B-AkiaM^ zQ1CH$_<_CW78BbJL6?N%A2tE~+>O#FRbcep9hoV~%I^n)B69Gx|%H&cKX*eN5!-j?N9 zidK5kV+8s#AMx1ANq;KZM!4ZH+uMi5&^GDjL5rb?NoH7_z{!ZVts4G?fw)Z(Eh`mn z$y&uyS+s9tdD>HGy(wU)7>Hcgjm>|A`s1FJuzmIvQ-uM4TuQ0%Mo0}MoX25V%Ey#!vcs9v_G<)$$TR?tTimD6HrciX_lPxdkoeb#)}4n4fOWx zaYgl~>smAOuQ&aDId?~2y}7B$0O7=`>lP!K1m4IYqwBWL;@Y*E6cbfzA;_DdG~9UM z!i8)!L_f_EN>BzwoP(plCBunQVJ^g!CZOFQ8oiV%zQ5B-rbNg*uBuuJ@X2vzX2ziW z{_fF<333wuUYBAy`1L*!8<8~|YD!+cw6t{Xv1r1Xy`2LCci~%!$V~xoP6<_ zY&KR_8c$D8w5#kM9v)gBjMfvc8G`5&!&M^u!d8^uvU>T6McqIKM}eC z{XB{SVuJ&|fb+nCP0%;UYimc$oKN+;RCv3fqJkz|P+w77n;A@-)o_dGMpm(nIWCh& z5!Q)q7-8FxaENFNo8hHn5H&qJ(=em=&YjS6BZ_=7AFDbv0!oY8rSCxcuen>1k*p9G zt`1c6F)R(@L`RO}@#v7F0Qp4u`A4vtolxu3q9-rfBciAhW`4&79{@+UhML+Cag#`305wJG`oM-_ zr2TL=BG9SWo}C2=;Iz zZrnnLCyz0C9_2^hp6?%N%QE?xbD87XmfpcZf4p-*9UT^`9Wr!Kti8LKHIOT|J@o3^ zSXuwpNqAVB+t8wgf;cY##Qsx61p@ypfo7tlfNuTn)2BOs>!q(f^ zTb7cy=A1PQFKl?{FK|`)8fNgvKphPp9&5dSJNY8GcaSC+llm$DmIbw#(TDlz5kuHF zG{G2~SVh|Pe_z{O61at<0booq$gPmjP#@$Y`4?)U5wqI*`oR#G(4Z$Rg+vdVfQp_y z0Kg;QUS07mNvSBbh)LYv-!-c-MO+NH_y&^lfHB?A8tPt%#5y6}Bj*WcZWAI2o@N0I z98fgEbff?R(J}bkaEgd*L3GS;pBM9(>7tIahdNEdZRP;%AbhZWA=BG@@sr&u_R6C< z4#O^0tWJm#J9s!5lfPo-_6hUX(IXoPQ{uj)kl2)&xi|+R@29; zTNH!X?qINWp=8J~(kfFT<+9z!j#5s{-d9;%&jafQbA+0r}@89*dH) z-#{dp2=vx-f3K221Rzg@B@|+p?>U+nG_yFLs?&zI^w)&qcYOjQTBaa<&&6#JpJv$g zZ^j?rMeh2hru#w!&{8p$<;TxF=!VBml`8+;}Q-6;pqaPe?(D{YHoTY7`p5`^jF2NxhDyu)#CwzaunGOfU*@1 zB%y!w^z?ofZnUwtzoo$CrOX4twVbnard|#NA{aypUFFc3?}fegzMz*$M;P@yDGs3{ zD+Uur7;*@0HN+EYOG>DMf`V|001EgbHeuI8DPr$wIx#U}jc5V)2PzcatEo1UU;s>{ z!y;OUj*bqZIV<}`!?g3LEIgJM9oKo^z`~R0g(nVjxfo}KY-UdR+xay$40w%C%wL8t zLC=TbN|^l~gBBF|aSXeU89(lkls%tHwA5N;eGrjxX=x3e8%+(NrZ}Ug7eoq?#zw|v z;E~X-lM$M+SmQ>uJX3z`V$2d~f$7CC!fmkGNC*^A2vAT!;(%iR???xS4;AfEz!2yq zie4r|D!CCLI0Uxa@ZBZQj{t=No*xJt6#14Kp&W1i+J_jD{K#Mr$vNMjpCC09h<*QS zO^Fx8$(o=)B!y9Rb?F0Mb-c;;OT$;M4j-RFdNf; zmLG4#Q*Jx#TVUU=vNdpdYdW<+QKHAPPsehj%ig6v^9UEE&G}3KC zo-&AV&ef@$W)zW3r8AL^EUD~9hsiP=Tb7)nkvr&GI*%d`DR*eO_AuF^Vyuy+j3v69 zYv_t}a#NPNpI6U$?(v6b9_w#r-uL@{w(s{BI4X_mL)dUdb+sTTM;hQlMx8lTiGe=v zesr3`#h6-K%ag3qXkJlm_tZ1@ZGNwnkb)!e^yuhl`3)PQ0iWu-x@_KFN31o}{|*}b zMgRzDdS3DfB%EEC8SPSR0aPK~E;GQ|`rZP(=*UqhkadM74CEv4+W9B2v>qcw7ckzT zw%Isb9xqdmlWFe5!Jh7%; zScJs48pQGmanTkM1t)tPNr5Bg<_cTZ)4U<*Ma0W-=Q#OGOG|-}6fClgm2uicC@MH! zZb9#su+jzFn+jbW{|J*kRp@n#_X`ViE7sa@^(|LaS5}^GzS|NW8KF^grXWV#us0wq zEEeks@_)|p+wYzhSl!$|(O%qZtk-Uj_tZtg3wgKRx2xu z^b`7vgKQKVk+fbQl5+{Op!J-@8g#lG8l&2Gu6{E%w%SAELkKId>a6~W_4u1pn|Rl0OKoxlvVdqHt9O;%?bKx;XM64Wn)t)wBDUF)BWsXij(PLOH`Dms2D}Jh zPhvH3XDUPo{XSRJ+ed7=z~ zTYrZeLE-(zgR|zZItH5Zhrpi6ux=7m4S$`R#t5Hr10C56zAtLMwgdhan+zCK`_SOO z%62$!123$RwW+6=b-DXgjAe0C`4r$hf zRfwNCJvC5{lhSk&H}1hzDWG%8Mqqjx;eznVf(Hc10bXHp)F$wrHES^er0xJhD{=VZ zt(uz67>Pn86%tB!t`4PwM-gEK>&nL7ehsF?YX4H=co|>@m2zZsG#YZ9I>2=dfIXme z;X@g!N(|N`sUtX5L_kp^BO^RiaWtp5y487A6yiF_YDNWcJvX+I=pN6E-zQAmVH8Q` z4lnW%)x_OOM%cZF;KpPfO&Yuk6*po0<-@jO2mzQVdOcH!gH)G zf|V1f|%ph4a`f2>8xSCQ_JO9t=5WLKgE)j+xx%kh>u@GnwepP2W?t^cVW5FJ8XUd8K z;renpt_|DYc)|pBL&{N3aY;GP;!KvR5Akkp?-utxwde0|+(m2ivLX;PAbB->)LFU6V&rX(`#}Drup_XFc<7Y0S9)tt~NR7;&S7p ztGKr;?8l}Ty}g+DP`0ox4;-~ZP1@ujCg)GvLtU@9=m@{-Pp;_pRM z8{x2IoM5;;x~Sb0rWa_@cttYM)~WB6DCzJvzm2R)3wwoO)MvsfL?R=BX=1n2hbk$s zyVP$iKmQ}~?a7@B7OYKM)7l1?R@rcy$9_L^Ktp&63?d=YTJMx+{!3c!@&0f75kSfR zP$iU%`@A+(Rn1sm>EKhyjvF-5`jy7)RZ*<-68-6Ud==jvGJ0R`3yG0TJ8Urv4wQ8d zX>3i@J^Q8E-gE)vf}&W*=uYJinU~^*?;C`xFq+1}Ld3m6VhMH!@AG9_6H5$V6X9 z->B^i*7I8RxreRHsCb>YU*Ih`Y_Xkdfr$+_Qlgt`LhPc(UF)Vk4cbH0BN`M`FgLJ; zQ6J{Z_i4>R%irQIUx9->aXEUMo~vpv>jOUOFydGej*pHY_up@SgN4}~Gu~lxipd literal 0 HcmV?d00001 diff --git a/docs/src/callbacks.md b/docs/src/callbacks.md index caa18f31..42f3e2ec 100644 --- a/docs/src/callbacks.md +++ b/docs/src/callbacks.md @@ -75,17 +75,37 @@ filter("anything") # true ## TensorBoard Integration -AbstractMCMC provides built-in TensorBoard logging through a package extension. To use it, load `TensorBoardLogger` and `OnlineStats`: +AbstractMCMC provides built-in TensorBoard logging through a package extension. `TensorBoardCallback` is a wrapper around `Base.CoreLogging.AbstractLogger` which can be used to create a callback compatible with `AbstractMCMC.sample`. This allows you to visualize your MCMC sampling progress in real-time using TensorBoard's web interface. + +### Basic Usage ```julia -using AbstractMCMC +using Turing, AbstractMCMC using TensorBoardLogger, OnlineStats +@model function demo(x) + s ~ InverseGamma(2, 3) + m ~ Normal(0, √s) + for i in eachindex(x) + x[i] ~ Normal(m, √s) + end +end + +xs = randn(100) .+ 1; +model = demo(xs); + +# Number of MCMC samples/steps +num_samples = 10_000 +num_adapts = 100 + +# Sampling algorithm to use +alg = NUTS(num_adapts, 0.65) + # Create the callback cb = TensorBoardCallback("tensorboard_logs/run") # Sample with logging -chain = sample(model, sampler, 1000; callback=cb) +chain = sample(model, alg, num_samples; callback = cb) ``` ### Setting up TensorBoard @@ -102,7 +122,24 @@ Then start TensorBoard pointing to your log directory: tensorboard --logdir tensorboard_logs/run ``` -Navigate to `localhost:6006` in your browser to see the dashboard. +Navigate to `localhost:6006` in your browser to see the dashboard. You'll see real-time plots of your parameter distributions, histograms, and other statistics as sampling progresses. In particular, note the "Distributions" and "Histograms" tabs which show the marginal distributions of your parameters. + +![TensorBoard Time Series Tab](assets/tensorboard_demo_time-series_screen.png) + +*The Time Series tab provides detailed traces of parameter values throughout the sampling process.* + +![TensorBoard Scalars Tab](assets/tensorboard_demo_scalars_screen.png) + +*The Scalars tab shows time series of parameter values and statistics over the sampling iterations.* + +![TensorBoard Distributions Tab](assets/tensorboard_demo_distributions_screen.png) + +*The Distributions tab displays the marginal distributions of each parameter.* + +![TensorBoard Histograms Tab](assets/tensorboard_demo_histograms_screen.png) + +*The Histograms tab shows the evolution of parameter distributions over time.* + ### TensorBoardCallback Options @@ -154,6 +191,28 @@ stats = Skip( cb = TensorBoardCallback("logs", stats) ``` +See the [`OnlineStats.jl` documentation](https://joshday.github.io/OnlineStats.jl/latest/) for more on the different statistics, with the exception of [`Thin`](@ref), [`Skip`](@ref) and [`WindowStat`](@ref) which are implemented in this package. + +!!! note + OnlineStat objects are stateful and accumulate data over time. Be careful not to reuse the same stat object in multiple places, as this can lead to incorrect results. For example, avoid: + + ```julia + s = AutoCov(5) + stat = Series(s, s) + # => 10 samples but `n=20` since we've called `fit!` twice for each observation + fit!(stat, randn(10)) + ``` + + Instead, create separate instances: + + ```julia + stat = Series(AutoCov(5), AutoCov(5)) + # => 10 samples AND `n=10`; great! + fit!(stat, randn(10)) + ``` + +For custom statistics, implement the OnlineStats interface by defining `OnlineStats.fit!` and `OnlineStats.value` methods. By default, an `OnlineStat` is passed to TensorBoard by simply calling `OnlineStats.value(stat)`. If you want to customize how a stat is passed to TensorBoard, you need to overload `TensorBoardLogger.preprocess(name, stat, data)` accordingly. See the [OnlineStats.jl documentation](https://joshday.github.io/OnlineStats.jl/latest/) for more details. + ### Online Statistics Wrappers The extension provides three useful wrappers for `OnlineStat`: @@ -209,6 +268,8 @@ cb = TensorBoardCallback("logs", stats) chain = sample(model, sampler, 10000; callback=cb) ``` +Tada! Now you should be seeing waaaay more interesting statistics in your TensorBoard dashboard. + ### Filtering Parameters You can control which parameters are logged: @@ -228,6 +289,8 @@ my_filter(name, value) = !startswith(name, "internal_") cb = TensorBoardCallback("logs"; filter=my_filter) ``` +Logged statistics follow a naming convention of `$variable_name/...` where `$variable_name` refers to the name of the variable in your model. + ## Implementing Custom Callbacks ### Simple Counter @@ -273,6 +336,9 @@ chain = sample(model, sampler, 100; callback=combined) To make your sampler compatible with `TensorBoardCallback`, implement these methods: +!!! note + The `params_and_values(model, sampler, transition, state; kwargs...)` method is not usually overloaded, but it can sometimes be useful for defining more complex behaviors. + ### params_and_values Returns parameter names and values from a transition/state: @@ -292,6 +358,15 @@ function AbstractMCMC.params_and_values(model::MyModel, state::Vector{Float64}; end ``` +Sometimes the user might pass parameter names as a keyword argument, and you might want to support that: + +```julia +function AbstractMCMC.params_and_values(model::MyModel, state::Vector{Float64}; param_names=nothing, kwargs...) + param_names = isnothing(param_names) ? AbstractMCMC.default_param_names_for_values(state) : param_names + return zip(param_names, state) +end +``` + ### extras Returns additional statistics (log density, acceptance rate, etc.): From 7d8b78da97faddf57421fdcbcb68fced9977588d Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Wed, 31 Dec 2025 02:41:54 +0530 Subject: [PATCH 05/23] add Backward Julia version compatibility and improve docs --- docs/Project.toml | 1 + docs/src/callbacks.md | 4 +-- src/AbstractMCMC.jl | 78 +++++++++++++++++++++++++++++++++++++------ src/callbacks.jl | 10 ++++-- test/callbacks.jl | 21 ++++++++---- 5 files changed, 92 insertions(+), 22 deletions(-) diff --git a/docs/Project.toml b/docs/Project.toml index f74dfb58..d5fc343e 100644 --- a/docs/Project.toml +++ b/docs/Project.toml @@ -1,4 +1,5 @@ [deps] +AbstractMCMC = "80f14c24-f653-4e6a-9b94-39d6b0f70001" Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4" Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" diff --git a/docs/src/callbacks.md b/docs/src/callbacks.md index 42f3e2ec..c1bdf0d4 100644 --- a/docs/src/callbacks.md +++ b/docs/src/callbacks.md @@ -143,7 +143,7 @@ Navigate to `localhost:6006` in your browser to see the dashboard. You'll see re ### TensorBoardCallback Options -```julia +```@docs TensorBoardCallback( directory::String; # Statistics estimator options @@ -339,7 +339,7 @@ To make your sampler compatible with `TensorBoardCallback`, implement these meth !!! note The `params_and_values(model, sampler, transition, state; kwargs...)` method is not usually overloaded, but it can sometimes be useful for defining more complex behaviors. -### params_and_values +### `params_and_values` Returns parameter names and values from a transition/state: diff --git a/src/AbstractMCMC.jl b/src/AbstractMCMC.jl index 67db4b4f..f18dae17 100644 --- a/src/AbstractMCMC.jl +++ b/src/AbstractMCMC.jl @@ -15,6 +15,11 @@ using Logging: Logging using Random: Random using UUIDs: UUIDs +# Support for extensions on Julia < 1.9 +@static if !isdefined(Base, :get_extension) + using Requires +end + # Reexport sample using StatsBase: sample export sample @@ -25,24 +30,64 @@ export MCMCThreads, MCMCDistributed, MCMCSerial # Callbacks export MultiCallback, NameFilter -# TensorBoard integration - returns TensorBoardCallback type when extension is loaded +# We do not export Skip, Thin, WindowStat dynamically to avoid world-age/namespace issues. +# Users should access them via AbstractMCMC.Skip or using the extension module directly. +export TensorBoardCallback + +""" + TensorBoardCallback(directory::String; kwargs...) + TensorBoardCallback(logger; kwargs...) + +Wrapper function to create a `TensorBoardCallback`. +Requires `TensorBoardLogger` and `OnlineStats` to be loaded. + +Returns an object that acts as a callback for `AbstractMCMC.step`. + +# Keyword arguments +- `stats = nothing`: `OnlineStat` or Dict for custom statistics. +- `num_bins::Int = 100`: Number of bins for histograms. +- `filter = nothing`: Custom filter function `(varname, value) -> Bool`. +- `include = nothing`: Only log these parameter names. +- `exclude = nothing`: Don't log these parameter names. +- `include_extras::Bool = true`: Include extra statistics (log density, acceptance rate, etc.). +- `extras_filter = nothing`: Custom filter function for extras. +- `extras_include = nothing`: Only log these extra statistics. +- `extras_exclude = nothing`: Don't log these extra statistics. +- `include_hyperparams::Bool = false`: Include hyperparameters (logged once at start). +- `hyperparams_filter = nothing`: Custom filter function for hyperparameters. +- `hyperparams_include = nothing`: Only log these hyperparameters. +- `hyperparams_exclude = nothing`: Don't log these hyperparameters. +- `param_prefix::String = ""`: Prefix for logged parameter values. +- `extras_prefix::String = "extras/"`: Prefix for logged extra values. +""" function TensorBoardCallback(args...; kwargs...) - ext = Base.get_extension(@__MODULE__, :AbstractMCMCTensorBoardLoggerExt) + ext = if isdefined(Base, :get_extension) + Base.get_extension(@__MODULE__, :AbstractMCMCTensorBoardLoggerExt) + else + if isdefined(@__MODULE__, :AbstractMCMCTensorBoardLoggerExt) + AbstractMCMCTensorBoardLoggerExt + else + nothing + end + end + if ext === nothing - error( - "TensorBoardCallback requires TensorBoardLogger and OnlineStats to be loaded. " * - "Add `using TensorBoardLogger, OnlineStats` before using TensorBoardCallback.", - ) + msg = + "TensorBoardCallback requires TensorBoardLogger and OnlineStats to be loaded.\n" * + "Please run `using TensorBoardLogger, OnlineStats`." + error(msg) end + + # We dynamically define the constants in this module so AbstractMCMC.Skip works. + # We skip the `export` because it won't affect existing `using` sessions. if !isdefined(@__MODULE__, :Skip) - eval(:(const Skip = $(ext.Skip))) - eval(:(const Thin = $(ext.Thin))) - eval(:(const WindowStat = $(ext.WindowStat))) - eval(:(export Skip, Thin, WindowStat)) + Core.eval(@__MODULE__, :(const Skip = $(ext.Skip))) + Core.eval(@__MODULE__, :(const Thin = $(ext.Thin))) + Core.eval(@__MODULE__, :(const WindowStat = $(ext.WindowStat))) end + return ext.TensorBoardCallback(args...; kwargs...) end -export TensorBoardCallback """ AbstractChains @@ -230,4 +275,15 @@ if isdefined(Base.Experimental, :register_error_hint) end end +# Backward compatibility for extensions on Julia < 1.9 +@static if !isdefined(Base, :get_extension) + function __init__() + @require TensorBoardLogger = "899adc3e-224a-11e9-021f-63837185c80f" begin + @require OnlineStats = "a15396b6-48d5-5d58-9928-6d29437db91e" begin + include("../ext/AbstractMCMCTensorBoardLoggerExt.jl") + end + end + end +end + end # module AbstractMCMC diff --git a/src/callbacks.jl b/src/callbacks.jl index 88627df1..8d0a3839 100644 --- a/src/callbacks.jl +++ b/src/callbacks.jl @@ -54,7 +54,7 @@ default_param_names_for_values(x) = ("θ[$i]" for i in 1:length(x)) params_and_values(model, transition, state; kwargs...) params_and_values(model, sampler, transition, state; kwargs...) -Return an iterator over parameter names and values from a `state`. +Return an iterator over parameter names and values from a `state` or `transition`. Default implementation uses `AbstractMCMC.getparams(state)` to extract parameters and returns an iterator with names `θ[i]` for each parameter. @@ -63,8 +63,12 @@ The 3-argument and 4-argument versions provide fallbacks for transition-based ex (used by some samplers like Turing). """ function params_and_values(model, state; kwargs...) - params = getparams(state) - return zip(default_param_names_for_values(params), params) + try + params = getparams(state) + return zip(default_param_names_for_values(params), params) + catch + return () + end end function params_and_values(model, sampler::AbstractSampler, state; kwargs...) diff --git a/test/callbacks.jl b/test/callbacks.jl index 147f803a..dcc1d308 100644 --- a/test/callbacks.jl +++ b/test/callbacks.jl @@ -100,7 +100,16 @@ end using TensorBoardLogger using OnlineStats +# Helper to ensure extension is loaded and constants are defined in AbstractMCMC +function ensure_tb_extension_loaded() + try + TensorBoardCallback(mktempdir()) + catch + end +end + @testset "TensorBoardCallback Extension" begin + ensure_tb_extension_loaded() @testset "TensorBoardCallback creation" begin logdir = mktempdir() cb = TensorBoardCallback(logdir) @@ -177,7 +186,7 @@ using OnlineStats end @testset "Skip OnlineStat wrapper" begin - skip = Skip(10, Mean()) + skip = AbstractMCMC.Skip(10, Mean()) @test skip.b == 10 @test skip.stat isa Mean @@ -186,7 +195,7 @@ using OnlineStats end @test OnlineStats.value(skip) ≈ mean(12:15) - skip2 = Skip(5, Variance()) + skip2 = AbstractMCMC.Skip(5, Variance()) for i in 1:20 OnlineStats.fit!(skip2, Float64(i)) end @@ -194,7 +203,7 @@ using OnlineStats end @testset "Thin OnlineStat wrapper" begin - thin = Thin(5, Mean()) + thin = AbstractMCMC.Thin(5, Mean()) @test thin.b == 5 @test thin.stat isa Mean @@ -205,7 +214,7 @@ using OnlineStats end @testset "WindowStat OnlineStat wrapper" begin - ws = WindowStat(5, Mean()) + ws = AbstractMCMC.WindowStat(5, Mean()) @test OnlineStats.nobs(ws) == 0 for i in 1:10 @@ -218,7 +227,7 @@ using OnlineStats end @testset "Skip basic behavior" begin - stat = Skip(3, Mean()) + stat = AbstractMCMC.Skip(3, Mean()) for i in 1:5 OnlineStats.fit!(stat, Float64(i)) end @@ -226,7 +235,7 @@ using OnlineStats end @testset "Thin basic behavior" begin - stat = Thin(2, Mean()) + stat = AbstractMCMC.Thin(2, Mean()) for i in 1:6 OnlineStats.fit!(stat, Float64(i)) end From 163dffab050695be243c106c723a6a5daa3ea9a4 Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Wed, 31 Dec 2025 02:46:31 +0530 Subject: [PATCH 06/23] add backward compatibility --- Project.toml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/Project.toml b/Project.toml index 058398e6..748ffd1d 100644 --- a/Project.toml +++ b/Project.toml @@ -17,6 +17,7 @@ Logging = "56ddb016-857b-54e1-b83d-db4d58db5568" LoggingExtras = "e6f89c97-d47a-5376-807f-9c37f3926c36" ProgressLogging = "33c8b6b6-d38a-422a-b730-caa89a2f386c" Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" +Requires = "ae029012-a4dd-5104-9daa-d747884805df" StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" TerminalLoggers = "5d786b92-1e48-4d6f-9151-6b4477ca9bed" Transducers = "28d57a85-8fef-5791-bfe6-a80928e7c999" @@ -38,6 +39,7 @@ LogDensityProblems = "2" LoggingExtras = "0.4, 0.5, 1" OnlineStats = "1.5" ProgressLogging = "0.1" +Requires = "1.3.1" StatsBase = "0.32, 0.33, 0.34" TensorBoardLogger = "0.1" TerminalLoggers = "0.1" From cf83fd87f46f246e100e6364ebda75658b0d168e Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Wed, 31 Dec 2025 03:27:20 +0530 Subject: [PATCH 07/23] fix tests --- test/logdensityproblems.jl | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/test/logdensityproblems.jl b/test/logdensityproblems.jl index 4a3a22d5..5301590f 100644 --- a/test/logdensityproblems.jl +++ b/test/logdensityproblems.jl @@ -27,7 +27,8 @@ LogDensityProblems.logdensity(model, ones(10)) catch exc @test exc isa MethodError - if isdefined(Base.Experimental, :register_error_hint) + # register_error_hint was introduced in Julia 1.7 + if VERSION >= v"1.7" && isdefined(Base.Experimental, :register_error_hint) @test occursin("is a wrapper", sprint(showerror, exc)) end end From 0e7669b3dfdedc70b31a54a0d4646072d0483e49 Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Wed, 31 Dec 2025 13:28:26 +0530 Subject: [PATCH 08/23] move Stats wrappers to AbstractMCMC --- ext/AbstractMCMCTensorBoardLoggerExt.jl | 112 ++++++++++-------------- src/AbstractMCMC.jl | 14 +-- src/samplingstats.jl | 47 ++++++++++ test/callbacks.jl | 55 +++++++----- 4 files changed, 130 insertions(+), 98 deletions(-) diff --git a/ext/AbstractMCMCTensorBoardLoggerExt.jl b/ext/AbstractMCMCTensorBoardLoggerExt.jl index 311658c4..cf501b9d 100644 --- a/ext/AbstractMCMCTensorBoardLoggerExt.jl +++ b/ext/AbstractMCMCTensorBoardLoggerExt.jl @@ -1,105 +1,88 @@ module AbstractMCMCTensorBoardLoggerExt using AbstractMCMC -using AbstractMCMC: NameFilter, params_and_values, extras, hyperparams, hyperparam_metrics +using AbstractMCMC: + NameFilter, params_and_values, extras, hyperparams, hyperparam_metrics, Skip, Thin, WindowStat using TensorBoardLogger using TensorBoardLogger: TBLogger using OnlineStats using OnlineStats: - OnlineStat, Mean, Variance, KHist, Series, AutoCov, MovingWindow, fit!, value, nobs + OnlineStat, Mean, Variance, KHist, Series, AutoCov, fit!, value, nobs using DataStructures: DefaultDict # Available via StatsBase dependency chain using Logging: AbstractLogger, with_logger, @info, Info using Dates: now, DateFormat, format const TBL = TensorBoardLogger -################### -### OnlineStats ### -################### - -""" - Skip(b::Int, stat::OnlineStat) - -Skips the first `b` observations before passing them on to `stat`. -""" -mutable struct Skip{T,O<:OnlineStat{T}} <: OnlineStat{T} - b::Int - current_index::Int - stat::O -end - -Skip(b::Int, stat) = Skip(b, 0, stat) +########################################## +### OnlineStats Interface for Wrappers ### +########################################## +# Skip OnlineStats.nobs(o::Skip) = OnlineStats.nobs(o.stat) OnlineStats.value(o::Skip) = OnlineStats.value(o.stat) -function OnlineStats._fit!(o::Skip, x::Real) - if o.current_index > o.b - OnlineStats._fit!(o.stat, x) + +function OnlineStats.fit!(o::Skip, x) + if o.n >= o.b + OnlineStats.fit!(o.stat, x) end - o.current_index += length(x) + o.n += 1 return o end function Base.show(io::IO, o::Skip) - return print(io, "Skip ($(o.b)): current_index=$(o.current_index) | stat=$(o.stat)`") + return print(io, "Skip ($(o.b)): n=$(o.n) | stat=$(o.stat)") end -""" - Thin(b::Int, stat::OnlineStat) - -Thins `stat` with an interval `b`, i.e. only passes every b-th observation to `stat`. -""" -mutable struct Thin{T,O<:OnlineStat{T}} <: OnlineStat{T} - b::Int - current_index::Int - stat::O -end - -Thin(b::Int, stat) = Thin(b, 0, stat) - +# Thin OnlineStats.nobs(o::Thin) = OnlineStats.nobs(o.stat) OnlineStats.value(o::Thin) = OnlineStats.value(o.stat) -function OnlineStats._fit!(o::Thin, x::Real) - if (o.current_index % o.b) == 0 - OnlineStats._fit!(o.stat, x) + +function OnlineStats.fit!(o::Thin, x) + if (o.n % o.b) == 0 + OnlineStats.fit!(o.stat, x) end - o.current_index += length(x) + o.n += 1 return o end function Base.show(io::IO, o::Thin) - return print(io, "Thin ($(o.b)): current_index=$(o.current_index) | stat=$(o.stat)`") + return print(io, "Thin ($(o.b)): n=$(o.n) | stat=$(o.stat)") end -""" - WindowStat(b::Int, stat::OnlineStat) - -"Wraps" `stat` in a `MovingWindow` of length `b`. +# WindowStat +OnlineStats.nobs(o::WindowStat) = min(o.n, o.b) -`value(o::WindowStat)` will then return an `OnlineStat` of the same type as -`stat`, which is *only* fitted on the batched data contained in the `MovingWindow`. -""" -struct WindowStat{T,O} <: OnlineStat{T} - window::MovingWindow{T} - stat::O -end - -WindowStat(b::Int, T::Type, o) = WindowStat{T,typeof(o)}(MovingWindow(b, T), o) -function WindowStat(b::Int, o::OnlineStat{T}) where {T} - return WindowStat{T,typeof(o)}(MovingWindow(b, T), o) +function OnlineStats.fit!(o::WindowStat, x) + o.n += 1 + # Circular buffer logic: insert at the correct position based on total count + idx = mod1(o.n, o.b) + o.buffer[idx] = x + return o end -OnlineStats.nobs(o::WindowStat) = OnlineStats.nobs(o.window) -OnlineStats._fit!(o::WindowStat, x) = OnlineStats._fit!(o.window, x) - -function OnlineStats.value(o::WindowStat{<:Any,<:OnlineStat}) +function OnlineStats.value(o::WindowStat) + # Re-fit a clean stat on the current window buffer stat_new = deepcopy(o.stat) - fit!(stat_new, OnlineStats.value(o.window)) + + if o.n < o.b + # Buffer not full yet, data is 1..n + for i in 1:o.n + fit!(stat_new, o.buffer[i]) + end + else + # Buffer is full (circular). + # We must fit in chronological order: from (n - b + 1) to n. + for i in (o.n - o.b + 1):o.n + idx = mod1(i, o.b) + fit!(stat_new, o.buffer[idx]) + end + end return stat_new end function Base.show(io::IO, o::WindowStat) - return print(io, "WindowStat ($(o.window.b)): nobs=$(nobs(o)) | stat=$(o.stat)") + return print(io, "WindowStat ($(o.b)): n=$(o.n) | stat=$(o.stat)") end ######################################### @@ -110,7 +93,7 @@ tb_name(arg) = string(arg) tb_name(stat::OnlineStat) = string(nameof(typeof(stat))) tb_name(o::Skip) = "Skip($(o.b))" tb_name(o::Thin) = "Thin($(o.b))" -tb_name(o::WindowStat) = "WindowStat($(o.window.b))" +tb_name(o::WindowStat) = "WindowStat($(o.b))" tb_name(o::AutoCov, b::Int) = "AutoCov(lag=$b)/corr" tb_name(s1::String, s2::String) = s1 * "/" * s2 tb_name(arg1, arg2) = tb_name(arg1) * "/" * tb_name(arg2) @@ -371,7 +354,4 @@ function (cb::TensorBoardCallback)( end end -# Export the types and functions -export TensorBoardCallback, Skip, Thin, WindowStat - end diff --git a/src/AbstractMCMC.jl b/src/AbstractMCMC.jl index f18dae17..f3016e14 100644 --- a/src/AbstractMCMC.jl +++ b/src/AbstractMCMC.jl @@ -30,8 +30,10 @@ export MCMCThreads, MCMCDistributed, MCMCSerial # Callbacks export MultiCallback, NameFilter -# We do not export Skip, Thin, WindowStat dynamically to avoid world-age/namespace issues. -# Users should access them via AbstractMCMC.Skip or using the extension module directly. +# Statistics Wrappers +export Skip, Thin, WindowStat + +# TensorBoardCallback wrapper export TensorBoardCallback """ @@ -78,14 +80,6 @@ function TensorBoardCallback(args...; kwargs...) error(msg) end - # We dynamically define the constants in this module so AbstractMCMC.Skip works. - # We skip the `export` because it won't affect existing `using` sessions. - if !isdefined(@__MODULE__, :Skip) - Core.eval(@__MODULE__, :(const Skip = $(ext.Skip))) - Core.eval(@__MODULE__, :(const Thin = $(ext.Thin))) - Core.eval(@__MODULE__, :(const WindowStat = $(ext.WindowStat))) - end - return ext.TensorBoardCallback(args...; kwargs...) end diff --git a/src/samplingstats.jl b/src/samplingstats.jl index c5820dff..27340372 100644 --- a/src/samplingstats.jl +++ b/src/samplingstats.jl @@ -14,3 +14,50 @@ struct SamplingStats stop::Float64 duration::Float64 end + +""" + Skip(b::Int, stat) + +Wrapper that skips the first `b` observations before passing them on to `stat`. +Does not require `OnlineStats` to be loaded, but implements the interface if available. +""" +mutable struct Skip{S} + b::Int + n::Int + stat::S +end +Skip(b::Int, stat) = Skip(b, 0, stat) + +""" + Thin(b::Int, stat) + +Wrapper that thins the stream of observations by a factor of `b`. +Only every `b`-th observation is passed to `stat`. +Does not require `OnlineStats` to be loaded, but implements the interface if available. +""" +mutable struct Thin{S} + b::Int + n::Int + stat::S +end +Thin(b::Int, stat) = Thin(b, 0, stat) + +""" + WindowStat(b::Int, stat; T=Any) + +Wrapper that calculates `stat` over a sliding window of size `b`. +Internal buffer stores elements of type `T` (defaults to `Any`). +Does not require `OnlineStats` to be loaded, but implements the interface if available. + +Note: This reimplements the logic of `OnlineStats.MovingWindow` to avoid a hard dependency. +""" +mutable struct WindowStat{T,S} + b::Int + n::Int + stat::S + buffer::Vector{T} +end + +function WindowStat(b::Int, stat::S; T::Type=Any) where {S} + return WindowStat{T,S}(b, 0, stat, Vector{T}(undef, b)) +end diff --git a/test/callbacks.jl b/test/callbacks.jl index dcc1d308..a139c303 100644 --- a/test/callbacks.jl +++ b/test/callbacks.jl @@ -186,60 +186,71 @@ end end @testset "Skip OnlineStat wrapper" begin + # Skip(b) skips the first b observations. skip = AbstractMCMC.Skip(10, Mean()) @test skip.b == 10 @test skip.stat isa Mean + # Fit 15 items. First 10 (1..10) should be skipped. 11..15 should be fitted. for i in 1:15 OnlineStats.fit!(skip, Float64(i)) end - @test OnlineStats.value(skip) ≈ mean(12:15) - + # Mean of 11, 12, 13, 14, 15 is 13.0 + @test OnlineStats.value(skip) ≈ 13.0 + skip2 = AbstractMCMC.Skip(5, Variance()) for i in 1:20 OnlineStats.fit!(skip2, Float64(i)) end - @test OnlineStats.nobs(skip2.stat) == 14 + @test OnlineStats.nobs(skip2.stat) == 15 end @testset "Thin OnlineStat wrapper" begin + # Thin(b) passes every b-th observation. thin = AbstractMCMC.Thin(5, Mean()) @test thin.b == 5 @test thin.stat isa Mean + # Fit 1..20. + # i=1 (idx=0) -> 0%5==0 -> Fit 1 + # i=6 (idx=5) -> 5%5==0 -> Fit 6 + # i=11 (idx=10) -> 10%5==0 -> Fit 11 + # i=16 (idx=15) -> 15%5==0 -> Fit 16 for i in 1:20 OnlineStats.fit!(thin, Float64(i)) end - @test OnlineStats.value(thin) ≈ mean([1, 6, 11, 16]) + # Mean of 1, 6, 11, 16 = 8.5 + @test OnlineStats.value(thin) ≈ 8.5 end @testset "WindowStat OnlineStat wrapper" begin ws = AbstractMCMC.WindowStat(5, Mean()) @test OnlineStats.nobs(ws) == 0 - for i in 1:10 + # Fill window: 1, 2, 3, 4, 5 + for i in 1:5 OnlineStats.fit!(ws, Float64(i)) end - @test OnlineStats.nobs(ws) == 10 - stat_result = OnlineStats.value(ws) - @test stat_result isa Mean - @test OnlineStats.value(stat_result) ≈ mean(6:10) - end + @test OnlineStats.nobs(ws) == 5 + @test OnlineStats.value(OnlineStats.value(ws)) ≈ 3.0 # Mean(1..5) = 3.0 - @testset "Skip basic behavior" begin - stat = AbstractMCMC.Skip(3, Mean()) - for i in 1:5 - OnlineStats.fit!(stat, Float64(i)) + # Slide window: 6, 7, 8, 9, 10 + # Window should contain 6, 7, 8, 9, 10 + for i in 6:10 + OnlineStats.fit!(ws, Float64(i)) end - @test OnlineStats.value(stat) ≈ mean(5:5) - end - - @testset "Thin basic behavior" begin - stat = AbstractMCMC.Thin(2, Mean()) - for i in 1:6 - OnlineStats.fit!(stat, Float64(i)) + @test OnlineStats.nobs(ws) == 5 + stat_result = OnlineStats.value(ws) + @test stat_result isa Mean + @test OnlineStats.value(stat_result) ≈ 8.0 # Mean(6..10) = 8.0 + + # Partially wrap window: 11, 12 + # Buffer should handle wrapping correctly. + # Window: 8, 9, 10, 11, 12 (in some order internally, properly sorted by value()) + for i in 11:12 + OnlineStats.fit!(ws, Float64(i)) end - @test OnlineStats.value(stat) ≈ mean([1, 3, 5]) + @test OnlineStats.value(OnlineStats.value(ws)) ≈ 10.0 # Mean(8..12) = 10.0 end @testset "OnlineStat merging" begin From e22047bfff0894c67546740d10c61d2c049f4e2b Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Wed, 31 Dec 2025 13:30:52 +0530 Subject: [PATCH 09/23] Version bump to 6.0.0 --- Project.toml | 2 +- ext/AbstractMCMCTensorBoardLoggerExt.jl | 32 +++++++++++++++---------- test/callbacks.jl | 4 ++-- 3 files changed, 22 insertions(+), 16 deletions(-) diff --git a/Project.toml b/Project.toml index 748ffd1d..9d325913 100644 --- a/Project.toml +++ b/Project.toml @@ -3,7 +3,7 @@ uuid = "80f14c24-f653-4e6a-9b94-39d6b0f70001" keywords = ["markov chain monte carlo", "probabilistic programming"] license = "MIT" desc = "A lightweight interface for common MCMC methods." -version = "5.10.0" +version = "6.0.0" [deps] BangBang = "198e06fe-97b7-11e9-32a5-e1d131e6ad66" diff --git a/ext/AbstractMCMCTensorBoardLoggerExt.jl b/ext/AbstractMCMCTensorBoardLoggerExt.jl index cf501b9d..32eedbe5 100644 --- a/ext/AbstractMCMCTensorBoardLoggerExt.jl +++ b/ext/AbstractMCMCTensorBoardLoggerExt.jl @@ -2,13 +2,19 @@ module AbstractMCMCTensorBoardLoggerExt using AbstractMCMC using AbstractMCMC: - NameFilter, params_and_values, extras, hyperparams, hyperparam_metrics, Skip, Thin, WindowStat + NameFilter, + params_and_values, + extras, + hyperparams, + hyperparam_metrics, + Skip, + Thin, + WindowStat using TensorBoardLogger using TensorBoardLogger: TBLogger using OnlineStats -using OnlineStats: - OnlineStat, Mean, Variance, KHist, Series, AutoCov, fit!, value, nobs -using DataStructures: DefaultDict # Available via StatsBase dependency chain +using OnlineStats: OnlineStat, Mean, Variance, KHist, Series, AutoCov, fit!, value, nobs +using DataStructures: DefaultDict using Logging: AbstractLogger, with_logger, @info, Info using Dates: now, DateFormat, format @@ -64,16 +70,16 @@ end function OnlineStats.value(o::WindowStat) # Re-fit a clean stat on the current window buffer stat_new = deepcopy(o.stat) - + if o.n < o.b # Buffer not full yet, data is 1..n - for i in 1:o.n + for i in 1:(o.n) fit!(stat_new, o.buffer[i]) end else # Buffer is full (circular). # We must fit in chronological order: from (n - b + 1) to n. - for i in (o.n - o.b + 1):o.n + for i in (o.n - o.b + 1):(o.n) idx = mod1(i, o.b) fit!(stat_new, o.buffer[idx]) end @@ -99,9 +105,9 @@ tb_name(s1::String, s2::String) = s1 * "/" * s2 tb_name(arg1, arg2) = tb_name(arg1) * "/" * tb_name(arg2) tb_name(arg, args...) = tb_name(arg) * "/" * tb_name(args...) -######################################### -### TensorBoardLogger preprocess ### -######################################### +#################################### +### TensorBoardLogger preprocess ### +#################################### function TBL.preprocess(name, stat::OnlineStat, data) return nobs(stat) > 0 && TBL.preprocess(tb_name(name, stat), value(stat), data) @@ -157,9 +163,9 @@ function TBL.log_histogram( end end -######################################### -### TensorBoardCallback ### -######################################### +########################### +### TensorBoardCallback ### +########################### maybe_filter(f; kwargs...) = f maybe_filter(::Nothing; exclude=nothing, include=nothing) = NameFilter(; exclude, include) diff --git a/test/callbacks.jl b/test/callbacks.jl index a139c303..848f3e9e 100644 --- a/test/callbacks.jl +++ b/test/callbacks.jl @@ -197,7 +197,7 @@ end end # Mean of 11, 12, 13, 14, 15 is 13.0 @test OnlineStats.value(skip) ≈ 13.0 - + skip2 = AbstractMCMC.Skip(5, Variance()) for i in 1:20 OnlineStats.fit!(skip2, Float64(i)) @@ -243,7 +243,7 @@ end stat_result = OnlineStats.value(ws) @test stat_result isa Mean @test OnlineStats.value(stat_result) ≈ 8.0 # Mean(6..10) = 8.0 - + # Partially wrap window: 11, 12 # Buffer should handle wrapping correctly. # Window: 8, 9, 10, 11, 12 (in some order internally, properly sorted by value()) From a4eda8e6b0a0491e3cf4ddfc69dee8d12b8eda37 Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Wed, 31 Dec 2025 13:50:18 +0530 Subject: [PATCH 10/23] fix docs --- docs/src/callbacks.md | 10 +++++++++- 1 file changed, 9 insertions(+), 1 deletion(-) diff --git a/docs/src/callbacks.md b/docs/src/callbacks.md index c1bdf0d4..53c6206e 100644 --- a/docs/src/callbacks.md +++ b/docs/src/callbacks.md @@ -1,6 +1,6 @@ # Callbacks -AbstractMCMC provides a comprehensive callback system that allows users to execute custom code after each sampling step. This is useful for monitoring, logging, visualization, and early stopping. +AbstractMCMC provides a callback system that allows users to execute custom code after each sampling step. This is useful for monitoring, logging, visualization, and early stopping. ## Using Callbacks @@ -414,6 +414,14 @@ AbstractMCMC.MultiCallback AbstractMCMC.NameFilter ``` +### Statistics Wrappers + +```@docs +AbstractMCMC.Skip +AbstractMCMC.Thin +AbstractMCMC.WindowStat +``` + ### Parameter Extraction Functions ```@docs From d75af540182c4af190f1e6595eee248f26b5301b Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Wed, 31 Dec 2025 15:24:23 +0530 Subject: [PATCH 11/23] eliminate DataStructures --- Project.toml | 2 - ext/AbstractMCMCTensorBoardLoggerExt.jl | 56 +++++++++++++++++-------- src/callbacks.jl | 25 ++++++++--- src/samplingstats.jl | 6 +-- 4 files changed, 62 insertions(+), 27 deletions(-) diff --git a/Project.toml b/Project.toml index 9d325913..22882b35 100644 --- a/Project.toml +++ b/Project.toml @@ -8,7 +8,6 @@ version = "6.0.0" [deps] BangBang = "198e06fe-97b7-11e9-32a5-e1d131e6ad66" ConsoleProgressMonitor = "88cd18e8-d9cc-4ea6-8889-5259c0d15c8b" -DataStructures = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8" Dates = "ade2ca70-3891-5945-98fb-dc099432e06a" Distributed = "8ba89e20-285c-5b6f-9357-94700520ee1b" FillArrays = "1a297f60-69ca-5386-bcde-b61e274b549b" @@ -33,7 +32,6 @@ AbstractMCMCTensorBoardLoggerExt = ["TensorBoardLogger", "OnlineStats"] [compat] BangBang = "0.3.19, 0.4" ConsoleProgressMonitor = "0.1" -DataStructures = "0.18" FillArrays = "1" LogDensityProblems = "2" LoggingExtras = "0.4, 0.5, 1" diff --git a/ext/AbstractMCMCTensorBoardLoggerExt.jl b/ext/AbstractMCMCTensorBoardLoggerExt.jl index 32eedbe5..a039b45c 100644 --- a/ext/AbstractMCMCTensorBoardLoggerExt.jl +++ b/ext/AbstractMCMCTensorBoardLoggerExt.jl @@ -14,7 +14,6 @@ using TensorBoardLogger using TensorBoardLogger: TBLogger using OnlineStats using OnlineStats: OnlineStat, Mean, Variance, KHist, Series, AutoCov, fit!, value, nobs -using DataStructures: DefaultDict using Logging: AbstractLogger, with_logger, @info, Info using Dates: now, DateFormat, format @@ -198,9 +197,10 @@ provided instead of `lg`. - `include_extras::Bool = true`: Include extra statistics from transitions. - `include_hyperparams::Bool = true`: Include hyperparameters. """ -struct TensorBoardCallback{L,F1,F2,F3} +struct TensorBoardCallback{L,P,F1,F2,F3} logger::AbstractLogger stats::L + stat_prototype::P variable_filter::F1 include_extras::Bool extras_filter::F2 @@ -251,23 +251,21 @@ function TensorBoardCallback( hyperparams_filter; include=hyperparams_include, exclude=hyperparams_exclude ) - stats_lookup = if stats isa OnlineStat + stats_dict, prototype = if stats isa OnlineStat OnlineStats.nobs(stats) > 0 && @warn("using statistic with observations as a base: $(stats)") - let o = stats - DefaultDict{String,typeof(o)}(() -> deepcopy(o)) - end + (Dict{String,typeof(stats)}(), deepcopy(stats)) elseif !isnothing(stats) - stats + (stats, nothing) else - let o = OnlineStats.Series(Mean(), Variance(), KHist(num_bins)) - DefaultDict{String,typeof(o)}(() -> deepcopy(o)) - end + o = OnlineStats.Series(Mean(), Variance(), KHist(num_bins)) + (Dict{String,typeof(o)}(), deepcopy(o)) end return TensorBoardCallback( lg, - stats_lookup, + stats_dict, + prototype, variable_filter_f, include_extras, extras_filter_f, @@ -337,10 +335,21 @@ function (cb::TensorBoardCallback)( variable_filter, AbstractMCMC.params_and_values(model, sampler, transition, state; kwargs...), ) - stat = stats[k] + stat = if stats isa AbstractDict && cb.stat_prototype !== nothing + get!(stats, k) do + deepcopy(cb.stat_prototype) + end + elseif stats isa AbstractDict + get(stats, k, nothing) + else + nothing + end + @info "$(cb.param_prefix)$k" val - OnlineStats.fit!(stat, val) - @info "$(cb.param_prefix)$k" stat + if stat !== nothing + OnlineStats.fit!(stat, val) + @info "$(cb.param_prefix)$k" stat + end end if cb.include_extras @@ -350,9 +359,22 @@ function (cb::TensorBoardCallback)( ) @info "$(cb.extras_prefix)$(name)" val if val isa Real - stat = stats["$(cb.extras_prefix)$(name)"] - fit!(stat, float(val)) - @info ("$(cb.extras_prefix)$(name)") stat + # Extras often don't have a pre-defined list, so we might need to create stats on the fly. + # We reuse the prototype if available. + stat = if stats isa AbstractDict && cb.stat_prototype !== nothing + get!(stats, "$(cb.extras_prefix)$(name)") do + deepcopy(cb.stat_prototype) + end + elseif stats isa AbstractDict + get(stats, "$(cb.extras_prefix)$(name)", nothing) + else + nothing + end + + if stat !== nothing + fit!(stat, float(val)) + @info ("$(cb.extras_prefix)$(name)") stat + end end end end diff --git a/src/callbacks.jl b/src/callbacks.jl index 8d0a3839..8a77d2ae 100644 --- a/src/callbacks.jl +++ b/src/callbacks.jl @@ -56,14 +56,20 @@ default_param_names_for_values(x) = ("θ[$i]" for i in 1:length(x)) Return an iterator over parameter names and values from a `state` or `transition`. -Default implementation uses `AbstractMCMC.getparams(state)` to extract parameters -and returns an iterator with names `θ[i]` for each parameter. +The default 2-argument generic implementation attempts to call `AbstractMCMC.getparams(state)`. +If you pass a `transition` as the second argument, it will attempt `getparams(transition)`. -The 3-argument and 4-argument versions provide fallbacks for transition-based extraction -(used by some samplers like Turing). +To support a specific sampler/model, you should overload: +- `params_and_values(model, ::MyTransitionType)` +- `params_and_values(model, ::MyStateType)` + +The 3-argument version `params_and_values(model, transition, state)` attempts to extract +from the `transition` first, and falls back to `state` if the transition yields no parameters. """ function params_and_values(model, state; kwargs...) try + # This generic method works for both 'state' and 'transition' objects + # as long as getparams is defined for them. params = getparams(state) return zip(default_param_names_for_values(params), params) catch @@ -76,7 +82,16 @@ function params_and_values(model, sampler::AbstractSampler, state; kwargs...) end function params_and_values(model, transition, state; kwargs...) - return params_and_values(model, state; kwargs...) + # Prioritize transition-based extraction. + # This calls the generic 2-arg method with the transition object. + vals = params_and_values(model, transition; kwargs...) + + # If transition extraction returns nothing/empty (e.g., getparams not defined for it), + # fallback to state-based extraction. + if isempty(vals) + return params_and_values(model, state; kwargs...) + end + return vals end function params_and_values(model, sampler::AbstractSampler, transition, state; kwargs...) diff --git a/src/samplingstats.jl b/src/samplingstats.jl index 27340372..e697f664 100644 --- a/src/samplingstats.jl +++ b/src/samplingstats.jl @@ -43,10 +43,10 @@ end Thin(b::Int, stat) = Thin(b, 0, stat) """ - WindowStat(b::Int, stat; T=Any) + WindowStat(b::Int, stat; T=Float64) Wrapper that calculates `stat` over a sliding window of size `b`. -Internal buffer stores elements of type `T` (defaults to `Any`). +Internal buffer stores elements of type `T` (defaults to `Float64`). Does not require `OnlineStats` to be loaded, but implements the interface if available. Note: This reimplements the logic of `OnlineStats.MovingWindow` to avoid a hard dependency. @@ -58,6 +58,6 @@ mutable struct WindowStat{T,S} buffer::Vector{T} end -function WindowStat(b::Int, stat::S; T::Type=Any) where {S} +function WindowStat(b::Int, stat::S; T::Type=Float64) where {S} return WindowStat{T,S}(b, 0, stat, Vector{T}(undef, b)) end From c4cb44970b168805e0ae739f9dbf2668e17f1bff Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Wed, 7 Jan 2026 23:36:52 +0530 Subject: [PATCH 12/23] Add a unified mcmc_callback() API --- .gitignore | 3 +- Project.toml | 5 +- docs/src/callbacks.md | 456 ++++++------------------ ext/AbstractMCMCOnlineStatsExt.jl | 102 ++++++ ext/AbstractMCMCTensorBoardLoggerExt.jl | 244 +++++++------ src/AbstractMCMC.jl | 73 +--- src/callbacks.jl | 219 +++++++++--- src/samplingstats.jl | 47 --- test/callbacks.jl | 388 ++++++++++---------- test/runtests.jl | 1 + 10 files changed, 703 insertions(+), 835 deletions(-) create mode 100644 ext/AbstractMCMCOnlineStatsExt.jl diff --git a/.gitignore b/.gitignore index 83d89f72..89501654 100644 --- a/.gitignore +++ b/.gitignore @@ -2,4 +2,5 @@ *.jl.*.cov *.jl.mem deps/deps.jl -Manifest.toml \ No newline at end of file +Manifest.toml +tmp/ \ No newline at end of file diff --git a/Project.toml b/Project.toml index 22882b35..23f70b3d 100644 --- a/Project.toml +++ b/Project.toml @@ -16,7 +16,6 @@ Logging = "56ddb016-857b-54e1-b83d-db4d58db5568" LoggingExtras = "e6f89c97-d47a-5376-807f-9c37f3926c36" ProgressLogging = "33c8b6b6-d38a-422a-b730-caa89a2f386c" Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" -Requires = "ae029012-a4dd-5104-9daa-d747884805df" StatsBase = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91" TerminalLoggers = "5d786b92-1e48-4d6f-9151-6b4477ca9bed" Transducers = "28d57a85-8fef-5791-bfe6-a80928e7c999" @@ -27,6 +26,7 @@ OnlineStats = "a15396b6-48d5-5d58-9928-6d29437db91e" TensorBoardLogger = "899adc3e-224a-11e9-021f-63837185c80f" [extensions] +AbstractMCMCOnlineStatsExt = "OnlineStats" AbstractMCMCTensorBoardLoggerExt = ["TensorBoardLogger", "OnlineStats"] [compat] @@ -37,13 +37,12 @@ LogDensityProblems = "2" LoggingExtras = "0.4, 0.5, 1" OnlineStats = "1.5" ProgressLogging = "0.1" -Requires = "1.3.1" StatsBase = "0.32, 0.33, 0.34" TensorBoardLogger = "0.1" TerminalLoggers = "0.1" Transducers = "0.4.30" UUIDs = "<0.0.1, 1" -julia = "1.6" +julia = "1.10" [extras] FillArrays = "1a297f60-69ca-5386-bcde-b61e274b549b" diff --git a/docs/src/callbacks.md b/docs/src/callbacks.md index 53c6206e..2aa8b2ba 100644 --- a/docs/src/callbacks.md +++ b/docs/src/callbacks.md @@ -1,433 +1,195 @@ # Callbacks -AbstractMCMC provides a callback system that allows users to execute custom code after each sampling step. This is useful for monitoring, logging, visualization, and early stopping. +AbstractMCMC provides a unified callback API for monitoring and logging MCMC sampling. -## Using Callbacks +## Basic Usage -Callbacks are passed to `sample` via the `callback` keyword argument: +The `mcmc_callback` function is the main entry point for creating callbacks: ```julia -chain = sample(model, sampler, 1000; callback=my_callback) -``` +using AbstractMCMC -A callback is any callable that accepts the following signature: +# Simple callback with a function +cb = mcmc_callback() do rng, model, sampler, transition, state, iteration + println("Iteration: $iteration") +end -```julia -callback(rng, model, sampler, transition, state, iteration; kwargs...) +chain = sample(model, sampler, 1000; callback=cb) ``` -Where: -- `rng`: The random number generator used for sampling -- `model`: The model being sampled -- `sampler`: The sampler being used -- `transition`: The current sample/transition -- `state`: The current sampler state -- `iteration`: The current iteration number (1-based) -- `kwargs...`: Additional keyword arguments passed from `sample` - -## Built-in Callbacks +## Combining Multiple Callbacks -### MultiCallback - -`MultiCallback` allows combining multiple callbacks into one: +Pass multiple callbacks to `mcmc_callback` to combine them: ```julia -cb1 = (args...; kwargs...) -> println("Callback 1 at iteration $(args[6])") -cb2 = (args...; kwargs...) -> println("Callback 2 at iteration $(args[6])") +cb1 = (args...; kwargs...) -> println("Callback 1") +cb2 = (args...; kwargs...) -> println("Callback 2") -multi = MultiCallback(cb1, cb2) -chain = sample(model, sampler, 100; callback=multi) +cb = mcmc_callback(cb1, cb2) ``` -You can also add callbacks dynamically using `push!!` from [BangBang.jl](https://github.com/JuliaFolds/BangBang.jl): - -```julia -using BangBang -multi = MultiCallback() -multi = push!!(multi, cb1) -multi = push!!(multi, cb2) -``` - -### NameFilter - -`NameFilter` is a utility for filtering parameter names by inclusion/exclusion lists: - -```julia -# Only include parameters "a" and "b" -filter = NameFilter(include=["a", "b"]) -filter("a") # true -filter("c") # false - -# Exclude parameters "x" and "y" -filter = NameFilter(exclude=["x", "y"]) -filter("a") # true -filter("x") # false - -# Combined: include takes precedence, then exclude is applied -filter = NameFilter(include=["a", "b", "c"], exclude=["c"]) -filter("a") # true -filter("c") # false - -# Default: accept all -filter = NameFilter() -filter("anything") # true -``` - -## TensorBoard Integration - -AbstractMCMC provides built-in TensorBoard logging through a package extension. `TensorBoardCallback` is a wrapper around `Base.CoreLogging.AbstractLogger` which can be used to create a callback compatible with `AbstractMCMC.sample`. This allows you to visualize your MCMC sampling progress in real-time using TensorBoard's web interface. +## TensorBoard Logging -### Basic Usage +TensorBoard logging requires **both** `TensorBoardLogger` and `OnlineStats`: ```julia -using Turing, AbstractMCMC -using TensorBoardLogger, OnlineStats - -@model function demo(x) - s ~ InverseGamma(2, 3) - m ~ Normal(0, √s) - for i in eachindex(x) - x[i] ~ Normal(m, √s) - end -end - -xs = randn(100) .+ 1; -model = demo(xs); - -# Number of MCMC samples/steps -num_samples = 10_000 -num_adapts = 100 - -# Sampling algorithm to use -alg = NUTS(num_adapts, 0.65) - -# Create the callback -cb = TensorBoardCallback("tensorboard_logs/run") - -# Sample with logging -chain = sample(model, alg, num_samples; callback = cb) -``` - -### Setting up TensorBoard - -First, install TensorBoard (Python): - -```sh -pip install tensorboard -``` +using AbstractMCMC +using TensorBoardLogger +using OnlineStats -Then start TensorBoard pointing to your log directory: +# Basic TensorBoard logging +cb = mcmc_callback(logger=:TBLogger, logdir="runs/experiment1") -```sh -tensorboard --logdir tensorboard_logs/run +# Or just provide logdir (defaults to TBLogger) +cb = mcmc_callback(logdir="runs/experiment1") ``` -Navigate to `localhost:6006` in your browser to see the dashboard. You'll see real-time plots of your parameter distributions, histograms, and other statistics as sampling progresses. In particular, note the "Distributions" and "Histograms" tabs which show the marginal distributions of your parameters. - -![TensorBoard Time Series Tab](assets/tensorboard_demo_time-series_screen.png) - -*The Time Series tab provides detailed traces of parameter values throughout the sampling process.* - -![TensorBoard Scalars Tab](assets/tensorboard_demo_scalars_screen.png) - -*The Scalars tab shows time series of parameter values and statistics over the sampling iterations.* - -![TensorBoard Distributions Tab](assets/tensorboard_demo_distributions_screen.png) - -*The Distributions tab displays the marginal distributions of each parameter.* - -![TensorBoard Histograms Tab](assets/tensorboard_demo_histograms_screen.png) - -*The Histograms tab shows the evolution of parameter distributions over time.* - - -### TensorBoardCallback Options - -```@docs -TensorBoardCallback( - directory::String; - # Statistics estimator options - stats = nothing, # OnlineStat or Dict for custom statistics - num_bins::Int = 100, # Number of bins for histograms - - # Parameter filtering - filter = nothing, # Custom filter function (varname, value) -> Bool - include = nothing, # Only log these parameter names - exclude = nothing, # Don't log these parameter names - - # Extra statistics (log density, acceptance rate, etc.) - include_extras::Bool = true, - extras_filter = nothing, - extras_include = nothing, - extras_exclude = nothing, - - # Hyperparameters (logged once at start) - include_hyperparams::Bool = false, - hyperparams_filter = nothing, - hyperparams_include = nothing, - hyperparams_exclude = nothing, - - # Prefixes for logged values - param_prefix::String = "", - extras_prefix::String = "extras/", -) -``` +!!! note + If you use TensorBoard logging without loading `OnlineStats`, you will see: + `"TensorBoard logging requires both TensorBoardLogger and OnlineStats."` ### Custom Statistics -By default, `TensorBoardCallback` computes `Mean`, `Variance`, and `KHist` (histogram) for each parameter. You can customize this using `OnlineStats`: +Use the `stats` argument to specify which statistics to collect. Statistics must be from `OnlineStats`: ```julia using OnlineStats -# Skip first 100 warmup samples, then compute various statistics -stats = Skip( - 100, - Series( - Mean(), Variance(), AutoCov(10), KHist(100) - ) +cb = mcmc_callback( + logdir="runs/custom_stats", + stats=(Mean(), Variance(), KHist(50)), ) - -cb = TensorBoardCallback("logs", stats) ``` -See the [`OnlineStats.jl` documentation](https://joshday.github.io/OnlineStats.jl/latest/) for more on the different statistics, with the exception of [`Thin`](@ref), [`Skip`](@ref) and [`WindowStat`](@ref) which are implemented in this package. +### Stats Processing Options -!!! note - OnlineStat objects are stateful and accumulate data over time. Be careful not to reuse the same stat object in multiple places, as this can lead to incorrect results. For example, avoid: - - ```julia - s = AutoCov(5) - stat = Series(s, s) - # => 10 samples but `n=20` since we've called `fit!` twice for each observation - fit!(stat, randn(10)) - ``` - - Instead, create separate instances: - - ```julia - stat = Series(AutoCov(5), AutoCov(5)) - # => 10 samples AND `n=10`; great! - fit!(stat, randn(10)) - ``` - -For custom statistics, implement the OnlineStats interface by defining `OnlineStats.fit!` and `OnlineStats.value` methods. By default, an `OnlineStat` is passed to TensorBoard by simply calling `OnlineStats.value(stat)`. If you want to customize how a stat is passed to TensorBoard, you need to overload `TensorBoardLogger.preprocess(name, stat, data)` accordingly. See the [OnlineStats.jl documentation](https://joshday.github.io/OnlineStats.jl/latest/) for more details. - -### Online Statistics Wrappers - -The extension provides three useful wrappers for `OnlineStat`: - -#### Skip - -Skip the first `b` observations before computing statistics: +Control how samples are processed before computing statistics with `stats_options`: ```julia -# Skip first 100 warmup iterations -stat = Skip(100, Mean()) +cb = mcmc_callback( + logdir="runs/processed", + stats_options=( + skip=100, # Skip first 100 samples (burn-in) + thin=5, # Use every 5th sample + window=1000, # Rolling window of 1000 samples + ), +) ``` -#### Thin - -Only use every `b`-th observation: +Options merge with defaults, so you only need to specify what you want to change: ```julia -# Use every 10th sample -stat = Thin(10, Variance()) +# Only change thin, skip and window use defaults (0 and typemax(Int)) +cb = mcmc_callback(logdir="runs/exp", stats_options=(thin=10,)) ``` -#### WindowStat +### Name Filtering -Compute statistics only on the last `b` observations (sliding window): +Use `name_filter` to control which parameters and statistics are logged: ```julia -# Stats over last 1000 samples only -stat = WindowStat(1000, Mean()) +cb = mcmc_callback( + logdir="runs/filtered", + name_filter=( + include=["mu", "sigma"], # Only log these parameters + exclude=["_internal"], # Exclude matching names + extras=true, # Include extra stats (log density, etc.) + hyperparams=true, # Include hyperparameters + ), +) ``` -### Advanced Statistics Example +### Complete Example ```julia +using AbstractMCMC +using TensorBoardLogger using OnlineStats -# Statistics combining Skip, Thin, and WindowStat -num_adapts = 100 - -stats = Skip( - num_adapts, - Series( - # Full chain statistics - Series(Mean(), Variance(), AutoCov(10), KHist(100)), - # Thinned statistics (every 10th sample) - Thin(10, Series(Mean(), Variance())), - # Windowed statistics (last 1000 samples) - WindowStat(1000, Series(Mean(), Variance())) - ) +cb = mcmc_callback( + logdir="runs/full_example", + stats=(Mean(), Variance(), KHist(100)), + stats_options=(skip=50, thin=2), + name_filter=( + exclude=["_internal"], + extras=true, + hyperparams=true, + ), ) -cb = TensorBoardCallback("logs", stats) chain = sample(model, sampler, 10000; callback=cb) ``` -Tada! Now you should be seeing waaaay more interesting statistics in your TensorBoard dashboard. - -### Filtering Parameters - -You can control which parameters are logged: - -```julia -# Only log specific parameters -cb = TensorBoardCallback("logs"; include=["mu", "sigma"]) - -# Exclude certain parameters -cb = TensorBoardCallback("logs"; exclude=["latent_state"]) - -# Exclude extra statistics like log_density -cb = TensorBoardCallback("logs"; include_extras=false) - -# Custom filter function -my_filter(name, value) = !startswith(name, "internal_") -cb = TensorBoardCallback("logs"; filter=my_filter) -``` - -Logged statistics follow a naming convention of `$variable_name/...` where `$variable_name` refers to the name of the variable in your model. - -## Implementing Custom Callbacks - -### Simple Counter - -```julia -mutable struct CounterCallback - count::Int -end -CounterCallback() = CounterCallback(0) - -function (cb::CounterCallback)(rng, model, sampler, transition, state, iteration; kwargs...) - cb.count += 1 -end - -counter = CounterCallback() -chain = sample(model, sampler, 100; callback=counter) -println("Total iterations: $(counter.count)") # 100 -``` - -### Progress Logging +## API Reference -```julia -function progress_callback(rng, model, sampler, transition, state, iteration; kwargs...) - if iteration % 100 == 0 - println("Completed iteration $iteration") - end -end +### Main Functions -chain = sample(model, sampler, 1000; callback=progress_callback) +```@docs +mcmc_callback ``` -### Combining Callbacks +### Internal Types -```julia -counter = CounterCallback() -logger = (args...; kwargs...) -> println("Step $(args[6])") +These types are used internally but can be accessed via `AbstractMCMC.TypeName`: -combined = MultiCallback(counter, logger) -chain = sample(model, sampler, 100; callback=combined) +```@docs +AbstractMCMC.Callback +AbstractMCMC.MultiCallback +AbstractMCMC.NameFilter ``` -## Supporting TensorBoardCallback for Custom Samplers - -To make your sampler compatible with `TensorBoardCallback`, implement these methods: - !!! note - The `params_and_values(model, sampler, transition, state; kwargs...)` method is not usually overloaded, but it can sometimes be useful for defining more complex behaviors. + `Skip`, `Thin`, and `WindowStat` are defined in the OnlineStats extension and are applied + automatically based on `stats_options`. Users don't interact with them directly. -### `params_and_values` - -Returns parameter names and values from a transition/state: - -```julia -function AbstractMCMC.params_and_values(model::MyModel, transition::MyTransition, state; kwargs...) - return [("param1", transition.value1), ("param2", transition.value2)] -end -``` +## Default Values -For simple cases with unnamed parameters: +### stats_options defaults -```julia -function AbstractMCMC.params_and_values(model::MyModel, state::Vector{Float64}; kwargs...) - names = AbstractMCMC.default_param_names_for_values(state) # ["θ[1]", "θ[2]", ...] - return zip(names, state) -end -``` +| Option | Default | Description | +|----------|----------------|--------------------------------| +| `skip` | `0` | Skip first n samples (burn-in) | +| `thin` | `0` | Use every nth sample (0=all) | +| `window` | `typemax(Int)` | Window size for rolling stats | -Sometimes the user might pass parameter names as a keyword argument, and you might want to support that: +### name_filter defaults -```julia -function AbstractMCMC.params_and_values(model::MyModel, state::Vector{Float64}; param_names=nothing, kwargs...) - param_names = isnothing(param_names) ? AbstractMCMC.default_param_names_for_values(state) : param_names - return zip(param_names, state) -end -``` +| Option | Default | Description | +|--------------|------------|----------------------------------| +| `include` | `String[]` | Only log these (empty=all) | +| `exclude` | `String[]` | Don't log these | +| `extras` | `false` | Include extra stats | +| `hyperparams`| `false` | Include hyperparameters | -### extras +## Implementing Custom Callbacks -Returns additional statistics (log density, acceptance rate, etc.): +Any callable with the following signature can be used as a callback: ```julia -function AbstractMCMC.extras(model::MyModel, transition, state; kwargs...) - return [ - ("log_density", transition.log_density), - ("acceptance_rate", state.acceptance_rate), - ("step_size", state.step_size) - ] +function my_callback(rng, model, sampler, transition, state, iteration; kwargs...) + # Your callback logic here end ``` -### hyperparams (optional) +### Extracting Information -Returns sampler hyperparameters (logged once at the start): +AbstractMCMC provides functions to extract information from samplers: ```julia -function AbstractMCMC.hyperparams(model::MyModel, sampler::MySampler; kwargs...) - return [ - "n_leapfrog" => sampler.n_leapfrog, - "step_size" => sampler.step_size, - "target_accept" => sampler.target_accept - ] +# Get parameter names and values +for (name, value) in AbstractMCMC.params_and_values(model, sampler, transition, state) + println("$name = $value") end -``` - -### hyperparam_metrics (optional) -Returns names of metrics to associate with hyperparameters in TensorBoard: - -```julia -function AbstractMCMC.hyperparam_metrics(model::MyModel, sampler::MySampler; kwargs...) - return ["extras/log_density", "extras/acceptance_rate"] +# Get extra statistics (log density, etc.) +for (name, value) in AbstractMCMC.extras(model, sampler, transition, state) + println("$name = $value") end -``` -## API Reference - -### Core Callback Types - -```@docs -AbstractMCMC.MultiCallback -AbstractMCMC.NameFilter -``` - -### Statistics Wrappers - -```@docs -AbstractMCMC.Skip -AbstractMCMC.Thin -AbstractMCMC.WindowStat +# Get hyperparameters (for first iteration) +for (name, value) in AbstractMCMC.hyperparams(model, sampler, state) + println("$name = $value") +end ``` -### Parameter Extraction Functions - -```@docs -AbstractMCMC.params_and_values -AbstractMCMC.default_param_names_for_values -AbstractMCMC.extras -AbstractMCMC.hyperparams -AbstractMCMC.hyperparam_metrics -``` +Samplers can override these methods to provide custom information extraction. diff --git a/ext/AbstractMCMCOnlineStatsExt.jl b/ext/AbstractMCMCOnlineStatsExt.jl new file mode 100644 index 00000000..c70117c7 --- /dev/null +++ b/ext/AbstractMCMCOnlineStatsExt.jl @@ -0,0 +1,102 @@ +module AbstractMCMCOnlineStatsExt + +using AbstractMCMC +using OnlineStats +using OnlineStats: OnlineStats, OnlineStat, fit!, value, nobs, MovingWindow + +########################## +### Skip <: OnlineStat ### +########################## + +""" + Skip(b::Int, stat::OnlineStat) + +Skips the first `b` observations before passing them on to `stat`. +""" +mutable struct Skip{T,O<:OnlineStat{T}} <: OnlineStat{T} + b::Int + n::Int + stat::O +end + +Skip(b::Int, stat::OnlineStat{T}) where {T} = Skip{T,typeof(stat)}(b, 0, stat) + +OnlineStats.nobs(o::Skip) = OnlineStats.nobs(o.stat) +OnlineStats.value(o::Skip) = OnlineStats.value(o.stat) + +function OnlineStats._fit!(o::Skip, x) + if o.n >= o.b + OnlineStats._fit!(o.stat, x) + end + o.n += 1 + return o +end + +Base.show(io::IO, o::Skip) = print(io, "Skip ($(o.b)): n=$(o.n) | stat=$(o.stat)") + +########################## +### Thin <: OnlineStat ### +########################## + +""" + Thin(b::Int, stat::OnlineStat) + +Thins `stat` with an interval `b`, i.e. only passes every b-th observation to `stat`. +""" +mutable struct Thin{T,O<:OnlineStat{T}} <: OnlineStat{T} + b::Int + n::Int + stat::O +end + +Thin(b::Int, stat::OnlineStat{T}) where {T} = Thin{T,typeof(stat)}(b, 0, stat) + +OnlineStats.nobs(o::Thin) = OnlineStats.nobs(o.stat) +OnlineStats.value(o::Thin) = OnlineStats.value(o.stat) + +function OnlineStats._fit!(o::Thin, x) + if (o.n % o.b) == 0 + OnlineStats._fit!(o.stat, x) + end + o.n += 1 + return o +end + +Base.show(io::IO, o::Thin) = print(io, "Thin ($(o.b)): n=$(o.n) | stat=$(o.stat)") + +################################ +### WindowStat <: OnlineStat ### +################################ + +""" + WindowStat(b::Int, stat::OnlineStat) + +"Wraps" `stat` in a `MovingWindow` of length `b`. +""" +struct WindowStat{T,O} <: OnlineStat{T} + window::MovingWindow{T} + stat::O +end + +function WindowStat(b::Int, stat::OnlineStat{T}) where {T} + return WindowStat{T,typeof(stat)}(MovingWindow(b, T), stat) +end + +OnlineStats.nobs(o::WindowStat) = OnlineStats.nobs(o.window) + +function OnlineStats._fit!(o::WindowStat, x) + OnlineStats._fit!(o.window, x) + return o +end + +function OnlineStats.value(o::WindowStat) + stat_new = deepcopy(o.stat) + fit!(stat_new, OnlineStats.value(o.window)) + return stat_new +end + +function Base.show(io::IO, o::WindowStat) + print(io, "WindowStat ($(o.window.b)): nobs=$(nobs(o)) | stat=$(o.stat)") +end + +end diff --git a/ext/AbstractMCMCTensorBoardLoggerExt.jl b/ext/AbstractMCMCTensorBoardLoggerExt.jl index a039b45c..ff4f3e9c 100644 --- a/ext/AbstractMCMCTensorBoardLoggerExt.jl +++ b/ext/AbstractMCMCTensorBoardLoggerExt.jl @@ -1,94 +1,33 @@ module AbstractMCMCTensorBoardLoggerExt using AbstractMCMC -using AbstractMCMC: - NameFilter, - params_and_values, - extras, - hyperparams, - hyperparam_metrics, - Skip, - Thin, - WindowStat +using AbstractMCMC: NameFilter, params_and_values, extras, hyperparams, hyperparam_metrics using TensorBoardLogger using TensorBoardLogger: TBLogger using OnlineStats -using OnlineStats: OnlineStat, Mean, Variance, KHist, Series, AutoCov, fit!, value, nobs +using OnlineStats: + OnlineStats, + OnlineStat, + Mean, + Variance, + KHist, + Series, + AutoCov, + MovingWindow, + fit!, + value, + nobs using Logging: AbstractLogger, with_logger, @info, Info using Dates: now, DateFormat, format const TBL = TensorBoardLogger -########################################## -### OnlineStats Interface for Wrappers ### -########################################## - -# Skip -OnlineStats.nobs(o::Skip) = OnlineStats.nobs(o.stat) -OnlineStats.value(o::Skip) = OnlineStats.value(o.stat) - -function OnlineStats.fit!(o::Skip, x) - if o.n >= o.b - OnlineStats.fit!(o.stat, x) - end - o.n += 1 - return o -end - -function Base.show(io::IO, o::Skip) - return print(io, "Skip ($(o.b)): n=$(o.n) | stat=$(o.stat)") -end - -# Thin -OnlineStats.nobs(o::Thin) = OnlineStats.nobs(o.stat) -OnlineStats.value(o::Thin) = OnlineStats.value(o.stat) - -function OnlineStats.fit!(o::Thin, x) - if (o.n % o.b) == 0 - OnlineStats.fit!(o.stat, x) - end - o.n += 1 - return o -end - -function Base.show(io::IO, o::Thin) - return print(io, "Thin ($(o.b)): n=$(o.n) | stat=$(o.stat)") -end - -# WindowStat -OnlineStats.nobs(o::WindowStat) = min(o.n, o.b) - -function OnlineStats.fit!(o::WindowStat, x) - o.n += 1 - # Circular buffer logic: insert at the correct position based on total count - idx = mod1(o.n, o.b) - o.buffer[idx] = x - return o -end - -function OnlineStats.value(o::WindowStat) - # Re-fit a clean stat on the current window buffer - stat_new = deepcopy(o.stat) - - if o.n < o.b - # Buffer not full yet, data is 1..n - for i in 1:(o.n) - fit!(stat_new, o.buffer[i]) - end - else - # Buffer is full (circular). - # We must fit in chronological order: from (n - b + 1) to n. - for i in (o.n - o.b + 1):(o.n) - idx = mod1(i, o.b) - fit!(stat_new, o.buffer[idx]) - end - end - return stat_new -end - -function Base.show(io::IO, o::WindowStat) - return print(io, "WindowStat ($(o.b)): n=$(o.n) | stat=$(o.stat)") -end +# Import Skip/Thin/WindowStat from OnlineStatsExt (loaded when OnlineStats loaded) +# Since this extension requires both TBL AND OnlineStats, OnlineStatsExt is already loaded +const OnlineStatsExt = Base.get_extension(AbstractMCMC, :AbstractMCMCOnlineStatsExt) +const Skip = OnlineStatsExt.Skip +const Thin = OnlineStatsExt.Thin +const WindowStat = OnlineStatsExt.WindowStat ######################################### ### TensorBoardLogger name formatting ### @@ -98,7 +37,7 @@ tb_name(arg) = string(arg) tb_name(stat::OnlineStat) = string(nameof(typeof(stat))) tb_name(o::Skip) = "Skip($(o.b))" tb_name(o::Thin) = "Thin($(o.b))" -tb_name(o::WindowStat) = "WindowStat($(o.b))" +tb_name(o::WindowStat) = "WindowStat($(o.window.b))" tb_name(o::AutoCov, b::Int) = "AutoCov(lag=$b)/corr" tb_name(s1::String, s2::String) = s1 * "/" * s2 tb_name(arg1, arg2) = tb_name(arg1) * "/" * tb_name(arg2) @@ -127,12 +66,14 @@ end function TBL.preprocess(name, stat::AutoCov, data) autocor = OnlineStats.autocor(stat) for b in 1:(stat.lag.b - 1) + # `autocor[i]` corresponds to the lag of size `i - 1` and `autocor[1] = 1.0` bname = tb_name(stat, b) TBL.preprocess(tb_name(name, bname), autocor[b + 1], data) end end function TBL.preprocess(name, stat::Series, data) + # Iterate through the stats and process those independently for s in stat.stats TBL.preprocess(name, s, data) end @@ -166,37 +107,6 @@ end ### TensorBoardCallback ### ########################### -maybe_filter(f; kwargs...) = f -maybe_filter(::Nothing; exclude=nothing, include=nothing) = NameFilter(; exclude, include) - -""" - TensorBoardCallback - -Wraps a `CoreLogging.AbstractLogger` to construct a callback to be -passed to `AbstractMCMC.step`. - -# Usage - - TensorBoardCallback(; kwargs...) - TensorBoardCallback(directory::String[, stats]; kwargs...) - TensorBoardCallback(lg::AbstractLogger[, stats]; kwargs...) - -Constructs an instance of a `TensorBoardCallback`, creating a `TBLogger` if `directory` is -provided instead of `lg`. - -## Arguments -- `lg`: an instance of an `AbstractLogger` which implements `increment_step!`. -- `stats = nothing`: `OnlineStat` or lookup for variable name to statistic estimator. - -## Keyword arguments -- `num_bins::Int = 100`: Number of bins to use in the histograms. -- `filter = nothing`: Filter determining whether or not we should log stats for a - particular variable and value. -- `exclude = String[]`: If non-empty, these variables will not be logged. -- `include = String[]`: If non-empty, only these variables will be logged. -- `include_extras::Bool = true`: Include extra statistics from transitions. -- `include_hyperparams::Bool = true`: Include hyperparameters. -""" struct TensorBoardCallback{L,P,F1,F2,F3} logger::AbstractLogger stats::L @@ -210,6 +120,107 @@ struct TensorBoardCallback{L,P,F1,F2,F3} extras_prefix::String end +""" + create_tensorboard_callback(logdir; stats, stats_options, name_filter) + +Create a TensorBoardCallback from the new unified API arguments. +Called from AbstractMCMC.mcmc_callback. +""" +function create_tensorboard_callback( + logdir; stats, stats_options, name_filter, num_bins::Int=100 +) + # Create logger + log_dir = if isnothing(logdir) + "runs/$(format(now(), DateFormat("Y-m-d_H-M-S")))-$(gethostname())" + else + logdir + end + lg = TBLogger(log_dir; min_level=Info, step_increment=0) + + # Create variable filter from name_filter + variable_filter = NameFilter(; + include=isempty(name_filter.include) ? nothing : name_filter.include, + exclude=isempty(name_filter.exclude) ? nothing : name_filter.exclude, + ) + + # Extras and hyperparams filters + extras_filter = NameFilter() + hyperparams_filter = NameFilter() + + # Process stats with stats_options wrappers + processed_stats = create_stats_with_options(stats, stats_options, num_bins) + stats_dict, prototype = processed_stats + + return TensorBoardCallback( + lg, + stats_dict, + prototype, + variable_filter, + name_filter.extras, + extras_filter, + name_filter.hyperparams, + hyperparams_filter, + "", # param_prefix + "extras/", # extras_prefix + ) +end + +""" + create_stats_with_options(stats, stats_options, num_bins) + +Create stats dictionary and prototype, applying Skip/Thin/WindowStat wrappers. +""" +function create_stats_with_options(stats, stats_options, num_bins) + # Get base stat prototype + base_stat = if stats isa OnlineStat + stats + elseif stats isa Tuple + Series(stats...) + elseif stats === nothing + Series(Mean(), Variance(), KHist(num_bins)) + else + stats + end + + # Apply wrappers based on stats_options + wrapped_stat = wrap_stat(base_stat, stats_options) + + if wrapped_stat isa OnlineStat + nobs(wrapped_stat) > 0 && + @warn("using statistic with observations as a base: $(wrapped_stat)") + return (Dict{String,typeof(wrapped_stat)}(), deepcopy(wrapped_stat)) + else + return (wrapped_stat, nothing) + end +end + +""" + wrap_stat(stat, stats_options) + +Apply Skip, Thin, and WindowStat wrappers to a statistic based on options. +""" +function wrap_stat(stat, stats_options) + result = stat + + # Apply window first (innermost) + if stats_options.window < typemax(Int) + result = WindowStat(stats_options.window, result) + end + + # Apply skip + if stats_options.skip > 0 + result = Skip(stats_options.skip, result) + end + + # Apply thin (outermost) + if stats_options.thin > 0 + result = Thin(stats_options.thin, result) + end + + return result +end + +# Legacy constructors function TensorBoardCallback(directory::String, args...; kwargs...) return TensorBoardCallback(args...; directory=directory, kwargs...) end @@ -224,6 +235,9 @@ function TensorBoardCallback(args...; comment="", directory=nothing, kwargs...) return TensorBoardCallback(lg, args...; kwargs...) end +maybe_filter(f; kwargs...) = f +maybe_filter(::Nothing; exclude=nothing, include=nothing) = NameFilter(; exclude, include) + function TensorBoardCallback( lg::AbstractLogger, stats=nothing; @@ -276,6 +290,10 @@ function TensorBoardCallback( ) end +############################### +### Callback implementation ### +############################### + function filter_param_and_value(cb::TensorBoardCallback, param, value) return cb.variable_filter(param, value) end @@ -359,8 +377,6 @@ function (cb::TensorBoardCallback)( ) @info "$(cb.extras_prefix)$(name)" val if val isa Real - # Extras often don't have a pre-defined list, so we might need to create stats on the fly. - # We reuse the prototype if available. stat = if stats isa AbstractDict && cb.stat_prototype !== nothing get!(stats, "$(cb.extras_prefix)$(name)") do deepcopy(cb.stat_prototype) diff --git a/src/AbstractMCMC.jl b/src/AbstractMCMC.jl index f3016e14..e4e5e4f5 100644 --- a/src/AbstractMCMC.jl +++ b/src/AbstractMCMC.jl @@ -15,11 +15,6 @@ using Logging: Logging using Random: Random using UUIDs: UUIDs -# Support for extensions on Julia < 1.9 -@static if !isdefined(Base, :get_extension) - using Requires -end - # Reexport sample using StatsBase: sample export sample @@ -27,61 +22,8 @@ export sample # Parallel sampling types export MCMCThreads, MCMCDistributed, MCMCSerial -# Callbacks -export MultiCallback, NameFilter - -# Statistics Wrappers -export Skip, Thin, WindowStat - -# TensorBoardCallback wrapper -export TensorBoardCallback - -""" - TensorBoardCallback(directory::String; kwargs...) - TensorBoardCallback(logger; kwargs...) - -Wrapper function to create a `TensorBoardCallback`. -Requires `TensorBoardLogger` and `OnlineStats` to be loaded. - -Returns an object that acts as a callback for `AbstractMCMC.step`. - -# Keyword arguments -- `stats = nothing`: `OnlineStat` or Dict for custom statistics. -- `num_bins::Int = 100`: Number of bins for histograms. -- `filter = nothing`: Custom filter function `(varname, value) -> Bool`. -- `include = nothing`: Only log these parameter names. -- `exclude = nothing`: Don't log these parameter names. -- `include_extras::Bool = true`: Include extra statistics (log density, acceptance rate, etc.). -- `extras_filter = nothing`: Custom filter function for extras. -- `extras_include = nothing`: Only log these extra statistics. -- `extras_exclude = nothing`: Don't log these extra statistics. -- `include_hyperparams::Bool = false`: Include hyperparameters (logged once at start). -- `hyperparams_filter = nothing`: Custom filter function for hyperparameters. -- `hyperparams_include = nothing`: Only log these hyperparameters. -- `hyperparams_exclude = nothing`: Don't log these hyperparameters. -- `param_prefix::String = ""`: Prefix for logged parameter values. -- `extras_prefix::String = "extras/"`: Prefix for logged extra values. -""" -function TensorBoardCallback(args...; kwargs...) - ext = if isdefined(Base, :get_extension) - Base.get_extension(@__MODULE__, :AbstractMCMCTensorBoardLoggerExt) - else - if isdefined(@__MODULE__, :AbstractMCMCTensorBoardLoggerExt) - AbstractMCMCTensorBoardLoggerExt - else - nothing - end - end - - if ext === nothing - msg = - "TensorBoardCallback requires TensorBoardLogger and OnlineStats to be loaded.\n" * - "Please run `using TensorBoardLogger, OnlineStats`." - error(msg) - end - - return ext.TensorBoardCallback(args...; kwargs...) -end +# Callback API +export mcmc_callback """ AbstractChains @@ -269,15 +211,4 @@ if isdefined(Base.Experimental, :register_error_hint) end end -# Backward compatibility for extensions on Julia < 1.9 -@static if !isdefined(Base, :get_extension) - function __init__() - @require TensorBoardLogger = "899adc3e-224a-11e9-021f-63837185c80f" begin - @require OnlineStats = "a15396b6-48d5-5d58-9928-6d29437db91e" begin - include("../ext/AbstractMCMCTensorBoardLoggerExt.jl") - end - end - end -end - end # module AbstractMCMC diff --git a/src/callbacks.jl b/src/callbacks.jl index 8a77d2ae..1d50ed25 100644 --- a/src/callbacks.jl +++ b/src/callbacks.jl @@ -1,3 +1,10 @@ +# Callbacks for AbstractMCMC +# This module provides the unified callback API and supporting types. + +########################### +### Core Callback Types ### +########################### + """ MultiCallback @@ -41,6 +48,47 @@ function (f::NameFilter)(name) (include === nothing || name ∈ include) end +""" + Callback{Cs} + +A wrapper type that holds a `MultiCallback` internally for type stability. +All callbacks created via `mcmc_callback` are wrapped in this type. +""" +struct Callback{Cs} + multi::MultiCallback{Cs} +end + +(c::Callback)(args...; kwargs...) = c.multi(args...; kwargs...) + +function BangBang.push!!(c::Callback, callback) + new_multi = BangBang.push!!(c.multi, callback) + return Callback(new_multi) +end + +############################## +### Defaults and Utilities ### +############################## + +const DEFAULT_STATS_OPTIONS = (; thin=0, skip=0, window=typemax(Int)) + +const DEFAULT_NAME_FILTER = (; + include=String[], exclude=String[], extras=false, hyperparams=false +) + +""" + merge_with_defaults(user_options::NamedTuple, defaults::NamedTuple) + +Merge user-provided options with defaults, where user options take precedence. +""" +function merge_with_defaults(user_options::NamedTuple, defaults::NamedTuple) + return merge(defaults, user_options) +end +merge_with_defaults(::Nothing, defaults::NamedTuple) = defaults + +################################ +### Parameter Extraction API ### +################################ + """ default_param_names_for_values(x) @@ -54,22 +102,10 @@ default_param_names_for_values(x) = ("θ[$i]" for i in 1:length(x)) params_and_values(model, transition, state; kwargs...) params_and_values(model, sampler, transition, state; kwargs...) -Return an iterator over parameter names and values from a `state` or `transition`. - -The default 2-argument generic implementation attempts to call `AbstractMCMC.getparams(state)`. -If you pass a `transition` as the second argument, it will attempt `getparams(transition)`. - -To support a specific sampler/model, you should overload: -- `params_and_values(model, ::MyTransitionType)` -- `params_and_values(model, ::MyStateType)` - -The 3-argument version `params_and_values(model, transition, state)` attempts to extract -from the `transition` first, and falls back to `state` if the transition yields no parameters. +Return an iterator over parameter names and values. """ function params_and_values(model, state; kwargs...) try - # This generic method works for both 'state' and 'transition' objects - # as long as getparams is defined for them. params = getparams(state) return zip(default_param_names_for_values(params), params) catch @@ -78,66 +114,42 @@ function params_and_values(model, state; kwargs...) end function params_and_values(model, sampler::AbstractSampler, state; kwargs...) - return params_and_values(model, state; kwargs...) + params_and_values(model, state; kwargs...) end function params_and_values(model, transition, state; kwargs...) - # Prioritize transition-based extraction. - # This calls the generic 2-arg method with the transition object. vals = params_and_values(model, transition; kwargs...) - - # If transition extraction returns nothing/empty (e.g., getparams not defined for it), - # fallback to state-based extraction. - if isempty(vals) - return params_and_values(model, state; kwargs...) - end - return vals + isempty(vals) ? params_and_values(model, state; kwargs...) : vals end function params_and_values(model, sampler::AbstractSampler, transition, state; kwargs...) - return params_and_values(model, transition, state; kwargs...) + params_and_values(model, transition, state; kwargs...) end """ extras(model, state; kwargs...) - extras(model, sampler, state; kwargs...) - extras(model, transition, state; kwargs...) - extras(model, sampler, transition, state; kwargs...) -Return an iterator with elements of the form `(name, value)` for additional statistics in `state`. - -Default implementation uses `AbstractMCMC.getstats(state)` if available and returns -an iterator over the named tuple fields. Returns empty iterator if getstats is not implemented. +Return an iterator of (name, value) pairs for additional statistics. """ function extras(model, state; kwargs...) try stats = getstats(state) - if stats isa NamedTuple - return pairs(stats) - else - return () - end + stats isa NamedTuple ? pairs(stats) : () catch return () end end -function extras(model, sampler::AbstractSampler, state; kwargs...) - return extras(model, state; kwargs...) -end - +extras(model, sampler::AbstractSampler, state; kwargs...) = extras(model, state; kwargs...) extras(model, transition, state; kwargs...) = extras(model, state; kwargs...) - function extras(model, sampler::AbstractSampler, transition, state; kwargs...) - return extras(model, transition, state; kwargs...) + extras(model, transition, state; kwargs...) end """ hyperparams(model, sampler[, state]; kwargs...) -Return an iterator with elements of the form `(name, value)` for hyperparameters in `model`. - -Default returns an empty iterator. Override for specific model/sampler combinations. +Return an iterator of (name, value) pairs for hyperparameters. """ hyperparams(model, sampler; kwargs...) = Pair{String,Any}[] hyperparams(model, sampler, state; kwargs...) = hyperparams(model, sampler; kwargs...) @@ -145,11 +157,120 @@ hyperparams(model, sampler, state; kwargs...) = hyperparams(model, sampler; kwar """ hyperparam_metrics(model, sampler[, state]; kwargs...) -Return a `Vector{String}` of metrics for hyperparameters in `model`. - -Default returns an empty vector. Override for specific model/sampler combinations. +Return a Vector{String} of metrics for hyperparameters. """ hyperparam_metrics(model, sampler; kwargs...) = String[] function hyperparam_metrics(model, sampler, state; kwargs...) - return hyperparam_metrics(model, sampler; kwargs...) + hyperparam_metrics(model, sampler; kwargs...) +end + +################################# +### Unified mcmc_callback API ### +################################# + +""" + mcmc_callback(f::Function) + +Create a callback from a function with signature: +`f(rng, model, sampler, transition, state, iteration; kwargs...)` + +# Example +```julia +cb = mcmc_callback() do rng, model, sampler, transition, state, iteration + println("Iteration: \$iteration") +end +``` +""" +mcmc_callback(f::Function) = Callback(MultiCallback((f,))) + +""" + mcmc_callback(callbacks...) + +Combine multiple callbacks into one. +""" +mcmc_callback(callbacks::Vararg{Any,N}) where {N} = Callback(MultiCallback(callbacks)) + +""" + mcmc_callback(; + logger = nothing, + logdir = nothing, + stats = nothing, + stats_options = nothing, + name_filter = nothing, + ) + +Create a callback using keyword arguments. + +# Arguments +- `logger`: Logger type (`:TBLogger` for TensorBoard) +- `logdir`: Directory for logs +- `stats`: Statistics to collect (OnlineStat or tuple of OnlineStats) +- `stats_options`: NamedTuple with `thin`, `skip`, `window` +- `name_filter`: NamedTuple with `include`, `exclude`, `extras`, `hyperparams` + +# Examples +```julia +cb = mcmc_callback(logdir="runs/exp") +cb = mcmc_callback(logdir="runs/exp", stats=(Mean(), Variance())) +cb = mcmc_callback(logdir="runs/exp", stats_options=(skip=100, thin=5)) +cb = mcmc_callback(logdir="runs/exp", name_filter=(extras=true, hyperparams=true)) +``` +""" +function mcmc_callback(; + logger=nothing, + logdir=nothing, + stats=nothing, + stats_options=nothing, + name_filter=nothing, +) + logger === nothing && logdir !== nothing && (logger = :TBLogger) + + logger === nothing && throw( + ArgumentError( + "At least one callback type must be specified. " * + "Use `logger=:TBLogger` for TensorBoard logging, or pass a function to `mcmc_callback`.", + ), + ) + + merged_stats_options = merge_with_defaults(stats_options, DEFAULT_STATS_OPTIONS) + merged_name_filter = merge_with_defaults(name_filter, DEFAULT_NAME_FILTER) + + callbacks = if logger === :TBLogger + ( + _make_tensorboard_callback( + logdir; + stats, + stats_options=merged_stats_options, + name_filter=merged_name_filter, + ), + ) + else + throw(ArgumentError("Unknown logger type: $logger. Supported: :TBLogger")) + end + + return Callback(MultiCallback(callbacks)) +end + +function _make_tensorboard_callback(logdir; stats, stats_options, name_filter) + ext = Base.get_extension(@__MODULE__, :AbstractMCMCTensorBoardLoggerExt) + if ext === nothing + error( + "TensorBoard logging requires both TensorBoardLogger and OnlineStats. " * + "Please run: `using TensorBoardLogger, OnlineStats`", + ) + end + return ext.create_tensorboard_callback(logdir; stats, stats_options, name_filter) +end + +""" + mcmc_callback(existing::Callback, new_callbacks...) + +Add callbacks to an existing Callback. +""" +function mcmc_callback(existing::Callback, new_callbacks...) + result = existing + for cb in new_callbacks + result = BangBang.push!!(result, cb) + end + return result end diff --git a/src/samplingstats.jl b/src/samplingstats.jl index e697f664..c5820dff 100644 --- a/src/samplingstats.jl +++ b/src/samplingstats.jl @@ -14,50 +14,3 @@ struct SamplingStats stop::Float64 duration::Float64 end - -""" - Skip(b::Int, stat) - -Wrapper that skips the first `b` observations before passing them on to `stat`. -Does not require `OnlineStats` to be loaded, but implements the interface if available. -""" -mutable struct Skip{S} - b::Int - n::Int - stat::S -end -Skip(b::Int, stat) = Skip(b, 0, stat) - -""" - Thin(b::Int, stat) - -Wrapper that thins the stream of observations by a factor of `b`. -Only every `b`-th observation is passed to `stat`. -Does not require `OnlineStats` to be loaded, but implements the interface if available. -""" -mutable struct Thin{S} - b::Int - n::Int - stat::S -end -Thin(b::Int, stat) = Thin(b, 0, stat) - -""" - WindowStat(b::Int, stat; T=Float64) - -Wrapper that calculates `stat` over a sliding window of size `b`. -Internal buffer stores elements of type `T` (defaults to `Float64`). -Does not require `OnlineStats` to be loaded, but implements the interface if available. - -Note: This reimplements the logic of `OnlineStats.MovingWindow` to avoid a hard dependency. -""" -mutable struct WindowStat{T,S} - b::Int - n::Int - stat::S - buffer::Vector{T} -end - -function WindowStat(b::Int, stat::S; T::Type=Float64) where {S} - return WindowStat{T,S}(b, 0, stat, Vector{T}(undef, b)) -end diff --git a/test/callbacks.jl b/test/callbacks.jl index 848f3e9e..65a6eb32 100644 --- a/test/callbacks.jl +++ b/test/callbacks.jl @@ -1,278 +1,260 @@ -@testset "Callbacks" begin - @testset "MultiCallback" begin - counts = [Ref(0), Ref(0)] - cb1 = (args...; kwargs...) -> counts[1][] += 1 - cb2 = (args...; kwargs...) -> counts[2][] += 1 +# Tests for the mcmc_callback unified API +# These tests cover: stats, stats_options, name_filter, and basic functionality - multi = AbstractMCMC.MultiCallback(cb1, cb2) - multi(nothing, nothing, nothing, nothing, nothing, 1) +#################################### +### Basic Callback Functionality ### +#################################### - @test counts[1][] == 1 - @test counts[2][] == 1 +@testset "Basic mcmc_callback" begin + @testset "Function callback" begin + count = Ref(0) + cb = mcmc_callback() do rng, model, sampler, transition, state, iteration + count[] += 1 + end + + @test cb isa AbstractMCMC.Callback + chain = sample(MyModel(), MySampler(), 100; callback=cb) + @test count[] == 100 + end - counts = [Ref(0), Ref(0), Ref(0)] + @testset "Multiple function callbacks" begin + counts = [Ref(0), Ref(0)] cb1 = (args...; kwargs...) -> counts[1][] += 1 cb2 = (args...; kwargs...) -> counts[2][] += 1 - cb3 = (args...; kwargs...) -> counts[3][] += 1 - multi = AbstractMCMC.MultiCallback(cb1, cb2, cb3) - for _ in 1:10 - multi(nothing, nothing, nothing, nothing, nothing, 1) - end - @test all(c[] == 10 for c in counts) + cb = mcmc_callback(cb1, cb2) + @test cb isa AbstractMCMC.Callback + + chain = sample(MyModel(), MySampler(), 50; callback=cb) + @test counts[1][] == 50 + @test counts[2][] == 50 + end + + @testset "Error without callback type" begin + @test_throws ArgumentError mcmc_callback() end - @testset "MultiCallback dynamic push!!" begin - using BangBang + @testset "Adding callbacks with push!!" begin counts = [Ref(0), Ref(0)] cb1 = (args...; kwargs...) -> counts[1][] += 1 cb2 = (args...; kwargs...) -> counts[2][] += 1 - multi = AbstractMCMC.MultiCallback() - multi = push!!(multi, cb1) - multi = push!!(multi, cb2) + cb = mcmc_callback(cb1) + cb = BangBang.push!!(cb, cb2) for _ in 1:5 - multi(nothing, nothing, nothing, nothing, nothing, 1) + cb(nothing, nothing, nothing, nothing, nothing, 1) end @test counts[1][] == 5 @test counts[2][] == 5 end +end - @testset "NameFilter" begin - f1 = AbstractMCMC.NameFilter(; include=["a", "b"]) - @test f1("a") == true - @test f1("b") == true - @test f1("c") == false +######################## +### Defaults Merging ### +######################## - f2 = AbstractMCMC.NameFilter(; exclude=["x", "y"]) - @test f2("a") == true - @test f2("x") == false - @test f2("y") == false +@testset "Defaults merging" begin + @testset "merge_with_defaults" begin + defaults = (; a=1, b=2, c=3) - f3 = AbstractMCMC.NameFilter(; include=["a", "b", "c"], exclude=["c"]) - @test f3("a") == true - @test f3("c") == false - @test f3("d") == false + # Partial override + result = AbstractMCMC.merge_with_defaults((; b=10), defaults) + @test result == (; a=1, b=10, c=3) - f4 = AbstractMCMC.NameFilter() - @test f4("anything") == true + # Full override + result = AbstractMCMC.merge_with_defaults((; a=10, b=20, c=30), defaults) + @test result == (; a=10, b=20, c=30) - f5 = AbstractMCMC.NameFilter(; include=[:alpha, :beta]) - @test f5(:alpha) == true - @test f5(:gamma) == false + # No override (nothing) + result = AbstractMCMC.merge_with_defaults(nothing, defaults) + @test result == defaults + end - f6 = AbstractMCMC.NameFilter(; include=[]) - @test f6("a") == false - @test f6("b") == false + @testset "DEFAULT_STATS_OPTIONS" begin + @test AbstractMCMC.DEFAULT_STATS_OPTIONS.thin == 0 + @test AbstractMCMC.DEFAULT_STATS_OPTIONS.skip == 0 + @test AbstractMCMC.DEFAULT_STATS_OPTIONS.window == typemax(Int) + end - f7 = AbstractMCMC.NameFilter(; exclude=[]) - @test f7("a") == true - @test f7("z") == true + @testset "DEFAULT_NAME_FILTER" begin + @test AbstractMCMC.DEFAULT_NAME_FILTER.include == String[] + @test AbstractMCMC.DEFAULT_NAME_FILTER.exclude == String[] + @test AbstractMCMC.DEFAULT_NAME_FILTER.extras == false + @test AbstractMCMC.DEFAULT_NAME_FILTER.hyperparams == false end +end - @testset "MultiCallback with sample" begin - count = Ref(0) - cb = (args...; kwargs...) -> count[] += 1 +###################### +### Internal Types ### +###################### - chain = sample(MyModel(), MySampler(), 100; callback=cb) - @test count[] == 100 +@testset "MultiCallback" begin + counts = [Ref(0), Ref(0)] + cb1 = (args...; kwargs...) -> counts[1][] += 1 + cb2 = (args...; kwargs...) -> counts[2][] += 1 - counts = [Ref(0), Ref(0)] - multi = AbstractMCMC.MultiCallback( - (args...; kwargs...) -> counts[1][] += 1, - (args...; kwargs...) -> counts[2][] += 1, - ) - chain = sample(MyModel(), MySampler(), 50; callback=multi) - @test counts[1][] == 50 - @test counts[2][] == 50 - end + multi = AbstractMCMC.MultiCallback(cb1, cb2) + multi(nothing, nothing, nothing, nothing, nothing, 1) - @testset "default_param_names_for_values" begin - names = collect(AbstractMCMC.default_param_names_for_values([1.0, 2.0, 3.0])) - @test names == ["θ[1]", "θ[2]", "θ[3]"] + @test counts[1][] == 1 + @test counts[2][] == 1 +end - names = collect(AbstractMCMC.default_param_names_for_values([5.5])) - @test names == ["θ[1]"] +@testset "NameFilter" begin + @testset "Include only" begin + f = AbstractMCMC.NameFilter(; include=["a", "b"]) + @test f("a") == true + @test f("b") == true + @test f("c") == false end -end -using TensorBoardLogger -using OnlineStats + @testset "Exclude only" begin + f = AbstractMCMC.NameFilter(; exclude=["x", "y"]) + @test f("a") == true + @test f("x") == false + @test f("y") == false + end -# Helper to ensure extension is loaded and constants are defined in AbstractMCMC -function ensure_tb_extension_loaded() - try - TensorBoardCallback(mktempdir()) - catch + @testset "Include and exclude" begin + f = AbstractMCMC.NameFilter(; include=["a", "b", "c"], exclude=["c"]) + @test f("a") == true + @test f("c") == false + @test f("d") == false end -end -@testset "TensorBoardCallback Extension" begin - ensure_tb_extension_loaded() - @testset "TensorBoardCallback creation" begin - logdir = mktempdir() - cb = TensorBoardCallback(logdir) - @test typeof(cb).name.name == :TensorBoardCallback - @test cb.logger isa TensorBoardLogger.TBLogger + @testset "No filter" begin + f = AbstractMCMC.NameFilter() + @test f("anything") == true end - @testset "TensorBoardCallback with custom stats" begin - logdir = mktempdir() - custom_stats = Mean() - cb = TensorBoardCallback(logdir; stats=custom_stats) - @test typeof(cb).name.name == :TensorBoardCallback + @testset "Two argument form" begin + f = AbstractMCMC.NameFilter(; include=["a", "b"]) + @test f("a", 1.0) == true + @test f("c", 2.0) == false end +end - @testset "TensorBoardCallback with filter options" begin - logdir = mktempdir() +@testset "default_param_names_for_values" begin + names = collect(AbstractMCMC.default_param_names_for_values([1.0, 2.0, 3.0])) + @test names == ["θ[1]", "θ[2]", "θ[3]"] +end - cb1 = TensorBoardCallback(logdir; include=["mu", "sigma"]) - @test cb1.variable_filter("mu", 1.0) == true - @test cb1.variable_filter("other", 1.0) == false +using OnlineStats + +############################# +### TensorBoard Extension ### +############################# - cb2 = TensorBoardCallback(logdir; exclude=["internal"]) - @test cb2.variable_filter("mu", 1.0) == true - @test cb2.variable_filter("internal", 1.0) == false +using TensorBoardLogger - my_filter = (name, value) -> !startswith(string(name), "x") - cb3 = TensorBoardCallback(logdir; filter=my_filter) - @test cb3.variable_filter("mu", 1.0) == true - @test cb3.variable_filter("x_param", 1.0) == false +@testset "TensorBoard Extension" begin + @testset "mcmc_callback with logger=:TBLogger" begin + logdir = mktempdir() + cb = mcmc_callback(logger=:TBLogger, logdir=logdir) + @test cb isa AbstractMCMC.Callback end - @testset "TensorBoardCallback extras filtering" begin + @testset "mcmc_callback with logdir only (infers TBLogger)" begin logdir = mktempdir() + cb = mcmc_callback(logdir=logdir) + @test cb isa AbstractMCMC.Callback + end - cb1 = TensorBoardCallback(logdir; include_extras=true) - @test cb1.include_extras == true + @testset "mcmc_callback with stats" begin + logdir = mktempdir() + cb = mcmc_callback(logdir=logdir, stats=(Mean(), Variance())) + @test cb isa AbstractMCMC.Callback + end - cb2 = TensorBoardCallback(logdir; include_extras=false) - @test cb2.include_extras == false + @testset "mcmc_callback with stats_options" begin + logdir = mktempdir() - cb3 = TensorBoardCallback(logdir; extras_include=["log_density"]) - @test cb3.extras_filter("log_density", 1.0) == true - @test cb3.extras_filter("acceptance_rate", 1.0) == false + # Test partial stats_options (merges with defaults) + cb = mcmc_callback(logdir=logdir, stats_options=(thin=5,)) + @test cb isa AbstractMCMC.Callback - cb4 = TensorBoardCallback(logdir; extras_exclude=["step_size"]) - @test cb4.extras_filter("log_density", 1.0) == true - @test cb4.extras_filter("step_size", 1.0) == false + # Test full stats_options + cb = mcmc_callback(logdir=logdir, stats_options=(thin=5, skip=100, window=1000)) + @test cb isa AbstractMCMC.Callback end - @testset "TensorBoardCallback hyperparams filtering" begin + @testset "mcmc_callback with name_filter" begin logdir = mktempdir() - cb1 = TensorBoardCallback(logdir; include_hyperparams=false) - @test cb1.include_hyperparams == false + # Test partial name_filter + cb = mcmc_callback(logdir=logdir, name_filter=(include=["mu", "sigma"],)) + @test cb isa AbstractMCMC.Callback - cb2 = TensorBoardCallback(logdir; include_hyperparams=true) - @test cb2.include_hyperparams == true - - cb3 = TensorBoardCallback( - logdir; include_hyperparams=true, hyperparams_include=["target_accept"] + # Test full name_filter + cb = mcmc_callback( + logdir=logdir, + name_filter=( + include=["mu", "sigma"], exclude=["internal"], extras=true, hyperparams=true + ), ) - @test cb3.hyperparam_filter("target_accept", 0.8) == true - @test cb3.hyperparam_filter("other", 1.0) == false + @test cb isa AbstractMCMC.Callback end - @testset "TensorBoardCallback prefixes" begin + @testset "mcmc_callback with all options" begin logdir = mktempdir() + cb = mcmc_callback( + logdir=logdir, + stats=(Mean(), Variance(), KHist(50)), + stats_options=(skip=100, thin=5), + name_filter=(exclude=["_internal"], extras=true), + ) + @test cb isa AbstractMCMC.Callback + end - cb1 = TensorBoardCallback(logdir; param_prefix="params/") - @test cb1.param_prefix == "params/" + @testset "TensorBoard callback with sample" begin + logdir = mktempdir() + cb = mcmc_callback(logdir=logdir) - cb2 = TensorBoardCallback(logdir; extras_prefix="stats/") - @test cb2.extras_prefix == "stats/" + # Should complete without error + chain = sample(MyModel(), MySampler(), 20; callback=cb) + @test length(chain) == 20 end +end - @testset "Skip OnlineStat wrapper" begin - # Skip(b) skips the first b observations. - skip = AbstractMCMC.Skip(10, Mean()) - @test skip.b == 10 - @test skip.stat isa Mean - - # Fit 15 items. First 10 (1..10) should be skipped. 11..15 should be fitted. - for i in 1:15 - OnlineStats.fit!(skip, Float64(i)) - end - # Mean of 11, 12, 13, 14, 15 is 13.0 - @test OnlineStats.value(skip) ≈ 13.0 +######################### +### Integration Tests ### +######################### - skip2 = AbstractMCMC.Skip(5, Variance()) - for i in 1:20 - OnlineStats.fit!(skip2, Float64(i)) +@testset "Integration" begin + @testset "Callback receives correct iteration" begin + iterations = Int[] + cb = mcmc_callback() do rng, model, sampler, transition, state, iteration + push!(iterations, iteration) end - @test OnlineStats.nobs(skip2.stat) == 15 - end - @testset "Thin OnlineStat wrapper" begin - # Thin(b) passes every b-th observation. - thin = AbstractMCMC.Thin(5, Mean()) - @test thin.b == 5 - @test thin.stat isa Mean - - # Fit 1..20. - # i=1 (idx=0) -> 0%5==0 -> Fit 1 - # i=6 (idx=5) -> 5%5==0 -> Fit 6 - # i=11 (idx=10) -> 10%5==0 -> Fit 11 - # i=16 (idx=15) -> 15%5==0 -> Fit 16 - for i in 1:20 - OnlineStats.fit!(thin, Float64(i)) - end - # Mean of 1, 6, 11, 16 = 8.5 - @test OnlineStats.value(thin) ≈ 8.5 + chain = sample(MyModel(), MySampler(), 50; callback=cb) + @test iterations == 1:50 end - @testset "WindowStat OnlineStat wrapper" begin - ws = AbstractMCMC.WindowStat(5, Mean()) - @test OnlineStats.nobs(ws) == 0 + @testset "Multiple callbacks all execute" begin + results = Dict{Symbol,Int}(:cb1 => 0, :cb2 => 0, :cb3 => 0) - # Fill window: 1, 2, 3, 4, 5 - for i in 1:5 - OnlineStats.fit!(ws, Float64(i)) - end - @test OnlineStats.nobs(ws) == 5 - @test OnlineStats.value(OnlineStats.value(ws)) ≈ 3.0 # Mean(1..5) = 3.0 + cb = mcmc_callback( + (args...; kwargs...) -> results[:cb1] += 1, + (args...; kwargs...) -> results[:cb2] += 1, + (args...; kwargs...) -> results[:cb3] += 1, + ) - # Slide window: 6, 7, 8, 9, 10 - # Window should contain 6, 7, 8, 9, 10 - for i in 6:10 - OnlineStats.fit!(ws, Float64(i)) - end - @test OnlineStats.nobs(ws) == 5 - stat_result = OnlineStats.value(ws) - @test stat_result isa Mean - @test OnlineStats.value(stat_result) ≈ 8.0 # Mean(6..10) = 8.0 - - # Partially wrap window: 11, 12 - # Buffer should handle wrapping correctly. - # Window: 8, 9, 10, 11, 12 (in some order internally, properly sorted by value()) - for i in 11:12 - OnlineStats.fit!(ws, Float64(i)) - end - @test OnlineStats.value(OnlineStats.value(ws)) ≈ 10.0 # Mean(8..12) = 10.0 + chain = sample(MyModel(), MySampler(), 30; callback=cb) + @test results[:cb1] == 30 + @test results[:cb2] == 30 + @test results[:cb3] == 30 end - @testset "OnlineStat merging" begin - m1 = Mean() - m2 = Mean() - for i in 1:50 - OnlineStats.fit!(m1, Float64(i)) - end - for i in 51:100 - OnlineStats.fit!(m2, Float64(i)) - end - merged = OnlineStats.merge!(m1, m2) - @test OnlineStats.value(merged) ≈ mean(1:100) - end + @testset "Combining TensorBoard with custom callback" begin + logdir = mktempdir() + count = Ref(0) + custom = (args...; kwargs...) -> count[] += 1 - @testset "Series with multiple stats" begin - series = Series(Mean(), Variance()) - for i in 1:100 - OnlineStats.fit!(series, Float64(i)) - end - m, v = OnlineStats.value(series) - @test m ≈ mean(1:100) - @test OnlineStats.nobs(series) == 100 + tb_cb = mcmc_callback(logdir=logdir) + combined = mcmc_callback(tb_cb, custom) + + @test length(combined.multi.callbacks) == 2 end end diff --git a/test/runtests.jl b/test/runtests.jl index 7f6b0209..c7c793a8 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -1,4 +1,5 @@ using AbstractMCMC +using BangBang using ConsoleProgressMonitor: ProgressLogger using IJulia using LogDensityProblems From a0e108c824f3c587c09c9bb69d5f0744b17e5724 Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Wed, 7 Jan 2026 23:50:02 +0530 Subject: [PATCH 13/23] format and revert some backward compatibility code --- ext/AbstractMCMCOnlineStatsExt.jl | 2 +- src/callbacks.jl | 10 +++++----- test/callbacks.jl | 20 ++++++++++---------- test/logdensityproblems.jl | 3 +-- 4 files changed, 17 insertions(+), 18 deletions(-) diff --git a/ext/AbstractMCMCOnlineStatsExt.jl b/ext/AbstractMCMCOnlineStatsExt.jl index c70117c7..32a3091b 100644 --- a/ext/AbstractMCMCOnlineStatsExt.jl +++ b/ext/AbstractMCMCOnlineStatsExt.jl @@ -96,7 +96,7 @@ function OnlineStats.value(o::WindowStat) end function Base.show(io::IO, o::WindowStat) - print(io, "WindowStat ($(o.window.b)): nobs=$(nobs(o)) | stat=$(o.stat)") + return print(io, "WindowStat ($(o.window.b)): nobs=$(nobs(o)) | stat=$(o.stat)") end end diff --git a/src/callbacks.jl b/src/callbacks.jl index 1d50ed25..d55bb88f 100644 --- a/src/callbacks.jl +++ b/src/callbacks.jl @@ -114,16 +114,16 @@ function params_and_values(model, state; kwargs...) end function params_and_values(model, sampler::AbstractSampler, state; kwargs...) - params_and_values(model, state; kwargs...) + return params_and_values(model, state; kwargs...) end function params_and_values(model, transition, state; kwargs...) vals = params_and_values(model, transition; kwargs...) - isempty(vals) ? params_and_values(model, state; kwargs...) : vals + return isempty(vals) ? params_and_values(model, state; kwargs...) : vals end function params_and_values(model, sampler::AbstractSampler, transition, state; kwargs...) - params_and_values(model, transition, state; kwargs...) + return params_and_values(model, transition, state; kwargs...) end """ @@ -143,7 +143,7 @@ end extras(model, sampler::AbstractSampler, state; kwargs...) = extras(model, state; kwargs...) extras(model, transition, state; kwargs...) = extras(model, state; kwargs...) function extras(model, sampler::AbstractSampler, transition, state; kwargs...) - extras(model, transition, state; kwargs...) + return extras(model, transition, state; kwargs...) end """ @@ -161,7 +161,7 @@ Return a Vector{String} of metrics for hyperparameters. """ hyperparam_metrics(model, sampler; kwargs...) = String[] function hyperparam_metrics(model, sampler, state; kwargs...) - hyperparam_metrics(model, sampler; kwargs...) + return hyperparam_metrics(model, sampler; kwargs...) end ################################# diff --git a/test/callbacks.jl b/test/callbacks.jl index 65a6eb32..e961729b 100644 --- a/test/callbacks.jl +++ b/test/callbacks.jl @@ -151,19 +151,19 @@ using TensorBoardLogger @testset "TensorBoard Extension" begin @testset "mcmc_callback with logger=:TBLogger" begin logdir = mktempdir() - cb = mcmc_callback(logger=:TBLogger, logdir=logdir) + cb = mcmc_callback(; logger=:TBLogger, logdir=logdir) @test cb isa AbstractMCMC.Callback end @testset "mcmc_callback with logdir only (infers TBLogger)" begin logdir = mktempdir() - cb = mcmc_callback(logdir=logdir) + cb = mcmc_callback(; logdir=logdir) @test cb isa AbstractMCMC.Callback end @testset "mcmc_callback with stats" begin logdir = mktempdir() - cb = mcmc_callback(logdir=logdir, stats=(Mean(), Variance())) + cb = mcmc_callback(; logdir=logdir, stats=(Mean(), Variance())) @test cb isa AbstractMCMC.Callback end @@ -171,11 +171,11 @@ using TensorBoardLogger logdir = mktempdir() # Test partial stats_options (merges with defaults) - cb = mcmc_callback(logdir=logdir, stats_options=(thin=5,)) + cb = mcmc_callback(; logdir=logdir, stats_options=(thin=5,)) @test cb isa AbstractMCMC.Callback # Test full stats_options - cb = mcmc_callback(logdir=logdir, stats_options=(thin=5, skip=100, window=1000)) + cb = mcmc_callback(; logdir=logdir, stats_options=(thin=5, skip=100, window=1000)) @test cb isa AbstractMCMC.Callback end @@ -183,11 +183,11 @@ using TensorBoardLogger logdir = mktempdir() # Test partial name_filter - cb = mcmc_callback(logdir=logdir, name_filter=(include=["mu", "sigma"],)) + cb = mcmc_callback(; logdir=logdir, name_filter=(include=["mu", "sigma"],)) @test cb isa AbstractMCMC.Callback # Test full name_filter - cb = mcmc_callback( + cb = mcmc_callback(; logdir=logdir, name_filter=( include=["mu", "sigma"], exclude=["internal"], extras=true, hyperparams=true @@ -198,7 +198,7 @@ using TensorBoardLogger @testset "mcmc_callback with all options" begin logdir = mktempdir() - cb = mcmc_callback( + cb = mcmc_callback(; logdir=logdir, stats=(Mean(), Variance(), KHist(50)), stats_options=(skip=100, thin=5), @@ -209,7 +209,7 @@ using TensorBoardLogger @testset "TensorBoard callback with sample" begin logdir = mktempdir() - cb = mcmc_callback(logdir=logdir) + cb = mcmc_callback(; logdir=logdir) # Should complete without error chain = sample(MyModel(), MySampler(), 20; callback=cb) @@ -252,7 +252,7 @@ end count = Ref(0) custom = (args...; kwargs...) -> count[] += 1 - tb_cb = mcmc_callback(logdir=logdir) + tb_cb = mcmc_callback(; logdir=logdir) combined = mcmc_callback(tb_cb, custom) @test length(combined.multi.callbacks) == 2 diff --git a/test/logdensityproblems.jl b/test/logdensityproblems.jl index 5301590f..4a3a22d5 100644 --- a/test/logdensityproblems.jl +++ b/test/logdensityproblems.jl @@ -27,8 +27,7 @@ LogDensityProblems.logdensity(model, ones(10)) catch exc @test exc isa MethodError - # register_error_hint was introduced in Julia 1.7 - if VERSION >= v"1.7" && isdefined(Base.Experimental, :register_error_hint) + if isdefined(Base.Experimental, :register_error_hint) @test occursin("is a wrapper", sprint(showerror, exc)) end end From 2ae2b8fc3a54364eb1248b7e008ac9ddb9c044cd Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Wed, 7 Jan 2026 23:52:58 +0530 Subject: [PATCH 14/23] comment minimum Julia version CI --- .github/workflows/CI.yml | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml index 18ab53bc..72155d2f 100644 --- a/.github/workflows/CI.yml +++ b/.github/workflows/CI.yml @@ -27,9 +27,9 @@ jobs: os: ubuntu-latest arch: x64 # Minimum supported version - - version: 'min' - os: ubuntu-latest - arch: x64 + # - version: 'min' + # os: ubuntu-latest + # arch: x64 # x86 - version: '1' os: ubuntu-latest From 5d4f8c84363533b18a667decec4f7a71c9136ecf Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Thu, 8 Jan 2026 00:23:00 +0530 Subject: [PATCH 15/23] support custom loggers --- docs/src/callbacks.md | 9 ++-- ext/AbstractMCMCTensorBoardLoggerExt.jl | 20 +++++---- src/callbacks.jl | 56 +++++++++++++++++++------ test/callbacks.jl | 13 ++++++ 4 files changed, 74 insertions(+), 24 deletions(-) diff --git a/docs/src/callbacks.md b/docs/src/callbacks.md index 2aa8b2ba..1908efcf 100644 --- a/docs/src/callbacks.md +++ b/docs/src/callbacks.md @@ -37,11 +37,12 @@ using AbstractMCMC using TensorBoardLogger using OnlineStats -# Basic TensorBoard logging -cb = mcmc_callback(logger=:TBLogger, logdir="runs/experiment1") - -# Or just provide logdir (defaults to TBLogger) +# Basic TensorBoard logging with logdir cb = mcmc_callback(logdir="runs/experiment1") + +# Or with custom AbstractLogger +custom_logger = TBLogger("runs/custom"; min_level=Logging.Info) +cb = mcmc_callback(logger=custom_logger) ``` !!! note diff --git a/ext/AbstractMCMCTensorBoardLoggerExt.jl b/ext/AbstractMCMCTensorBoardLoggerExt.jl index ff4f3e9c..fd2e8521 100644 --- a/ext/AbstractMCMCTensorBoardLoggerExt.jl +++ b/ext/AbstractMCMCTensorBoardLoggerExt.jl @@ -121,21 +121,27 @@ struct TensorBoardCallback{L,P,F1,F2,F3} end """ - create_tensorboard_callback(logdir; stats, stats_options, name_filter) + create_tensorboard_callback(logdir; logger, stats, stats_options, name_filter) Create a TensorBoardCallback from the new unified API arguments. Called from AbstractMCMC.mcmc_callback. + +If `logger` is provided, uses it directly. Otherwise creates a TBLogger from `logdir`. """ function create_tensorboard_callback( - logdir; stats, stats_options, name_filter, num_bins::Int=100 + logdir; logger=nothing, stats, stats_options, name_filter, num_bins::Int=100 ) - # Create logger - log_dir = if isnothing(logdir) - "runs/$(format(now(), DateFormat("Y-m-d_H-M-S")))-$(gethostname())" + # Use provided logger or create TBLogger from logdir + lg = if logger !== nothing + logger else - logdir + log_dir = if isnothing(logdir) + "runs/$(format(now(), DateFormat("Y-m-d_H-M-S")))-$(gethostname())" + else + logdir + end + TBLogger(log_dir; min_level=Info, step_increment=0) end - lg = TBLogger(log_dir; min_level=Info, step_increment=0) # Create variable filter from name_filter variable_filter = NameFilter(; diff --git a/src/callbacks.jl b/src/callbacks.jl index d55bb88f..b37bca10 100644 --- a/src/callbacks.jl +++ b/src/callbacks.jl @@ -202,18 +202,23 @@ mcmc_callback(callbacks::Vararg{Any,N}) where {N} = Callback(MultiCallback(callb Create a callback using keyword arguments. # Arguments -- `logger`: Logger type (`:TBLogger` for TensorBoard) -- `logdir`: Directory for logs +- `logger`: Logger - can be `:TBLogger` for TensorBoard, or an `AbstractLogger` instance +- `logdir`: Directory for logs (creates TBLogger if logger not specified) - `stats`: Statistics to collect (OnlineStat or tuple of OnlineStats) - `stats_options`: NamedTuple with `thin`, `skip`, `window` - `name_filter`: NamedTuple with `include`, `exclude`, `extras`, `hyperparams` # Examples ```julia +# With logdir (creates TBLogger automatically) cb = mcmc_callback(logdir="runs/exp") + +# With custom logger +cb = mcmc_callback(logger=my_custom_logger) + +# With stats and options cb = mcmc_callback(logdir="runs/exp", stats=(Mean(), Variance())) cb = mcmc_callback(logdir="runs/exp", stats_options=(skip=100, thin=5)) -cb = mcmc_callback(logdir="runs/exp", name_filter=(extras=true, hyperparams=true)) ``` """ function mcmc_callback(; @@ -223,35 +228,58 @@ function mcmc_callback(; stats_options=nothing, name_filter=nothing, ) - logger === nothing && logdir !== nothing && (logger = :TBLogger) + # Infer logger type from arguments + if logger === nothing && logdir !== nothing + logger = :TBLogger + end - logger === nothing && throw( - ArgumentError( - "At least one callback type must be specified. " * - "Use `logger=:TBLogger` for TensorBoard logging, or pass a function to `mcmc_callback`.", - ), - ) + # Validate that we have something to create + if logger === nothing + throw( + ArgumentError( + "At least one callback type must be specified. " * + "Use `logger=:TBLogger`, `logdir=...`, or pass an AbstractLogger to `logger`.", + ), + ) + end merged_stats_options = merge_with_defaults(stats_options, DEFAULT_STATS_OPTIONS) merged_name_filter = merge_with_defaults(name_filter, DEFAULT_NAME_FILTER) + # Create callback based on logger type callbacks = if logger === :TBLogger ( _make_tensorboard_callback( logdir; + logger=nothing, + stats, + stats_options=merged_stats_options, + name_filter=merged_name_filter, + ), + ) + elseif logger isa Logging.AbstractLogger + # Custom logger instance passed directly + ( + _make_tensorboard_callback( + nothing; + logger, stats, stats_options=merged_stats_options, name_filter=merged_name_filter, ), ) else - throw(ArgumentError("Unknown logger type: $logger. Supported: :TBLogger")) + throw( + ArgumentError( + "Unknown logger type: $(typeof(logger)). Use :TBLogger or pass an AbstractLogger.", + ), + ) end return Callback(MultiCallback(callbacks)) end -function _make_tensorboard_callback(logdir; stats, stats_options, name_filter) +function _make_tensorboard_callback(logdir; logger, stats, stats_options, name_filter) ext = Base.get_extension(@__MODULE__, :AbstractMCMCTensorBoardLoggerExt) if ext === nothing error( @@ -259,7 +287,9 @@ function _make_tensorboard_callback(logdir; stats, stats_options, name_filter) "Please run: `using TensorBoardLogger, OnlineStats`", ) end - return ext.create_tensorboard_callback(logdir; stats, stats_options, name_filter) + return ext.create_tensorboard_callback( + logdir; logger, stats, stats_options, name_filter + ) end """ diff --git a/test/callbacks.jl b/test/callbacks.jl index e961729b..e36decc7 100644 --- a/test/callbacks.jl +++ b/test/callbacks.jl @@ -215,6 +215,19 @@ using TensorBoardLogger chain = sample(MyModel(), MySampler(), 20; callback=cb) @test length(chain) == 20 end + + @testset "mcmc_callback with custom AbstractLogger" begin + # Use TBLogger as our custom logger (could be any AbstractLogger) + logdir = mktempdir() + custom_logger = TensorBoardLogger.TBLogger(logdir; min_level=Logging.Info) + + cb = mcmc_callback(; logger=custom_logger) + @test cb isa AbstractMCMC.Callback + + # Should work with sampling + chain = sample(MyModel(), MySampler(), 20; callback=cb) + @test length(chain) == 20 + end end ######################### From 526e3fdfe53533e8f14121b8fd28d9a41921bb26 Mon Sep 17 00:00:00 2001 From: Hong Ge <3279477+yebai@users.noreply.github.com> Date: Thu, 8 Jan 2026 17:56:50 +0000 Subject: [PATCH 16/23] Update callbacks.md --- docs/src/callbacks.md | 30 +++++++++++++++--------------- 1 file changed, 15 insertions(+), 15 deletions(-) diff --git a/docs/src/callbacks.md b/docs/src/callbacks.md index 1908efcf..ac8444b3 100644 --- a/docs/src/callbacks.md +++ b/docs/src/callbacks.md @@ -129,20 +129,6 @@ chain = sample(model, sampler, 10000; callback=cb) mcmc_callback ``` -### Internal Types - -These types are used internally but can be accessed via `AbstractMCMC.TypeName`: - -```@docs -AbstractMCMC.Callback -AbstractMCMC.MultiCallback -AbstractMCMC.NameFilter -``` - -!!! note - `Skip`, `Thin`, and `WindowStat` are defined in the OnlineStats extension and are applied - automatically based on `stats_options`. Users don't interact with them directly. - ## Default Values ### stats_options defaults @@ -172,7 +158,21 @@ function my_callback(rng, model, sampler, transition, state, iteration; kwargs.. end ``` -### Extracting Information +## Internals + +!!! note + These types and methods are used internally. They are not part of the public API and + may change or break at any time without notice. + +### Types + +```@docs +AbstractMCMC.Callback +AbstractMCMC.MultiCallback +AbstractMCMC.NameFilter +``` + +### Tools for Extracting Information AbstractMCMC provides functions to extract information from samplers: From 1ad05a737d9c787e4e9f8655391014b16c9e89f1 Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Wed, 14 Jan 2026 15:50:00 +0530 Subject: [PATCH 17/23] implement suggests -- Unify callbacks, remove OnlineStats dependency from TBL ext and others --- Project.toml | 2 +- docs/src/callbacks.md | 119 ++++--- ext/AbstractMCMCOnlineStatsExt.jl | 106 ++++++- ext/AbstractMCMCTensorBoardLoggerExt.jl | 401 ++++-------------------- src/callbacks.jl | 261 +++++++-------- test/callbacks.jl | 94 ++++-- 6 files changed, 430 insertions(+), 553 deletions(-) diff --git a/Project.toml b/Project.toml index 23f70b3d..138c33db 100644 --- a/Project.toml +++ b/Project.toml @@ -27,7 +27,7 @@ TensorBoardLogger = "899adc3e-224a-11e9-021f-63837185c80f" [extensions] AbstractMCMCOnlineStatsExt = "OnlineStats" -AbstractMCMCTensorBoardLoggerExt = ["TensorBoardLogger", "OnlineStats"] +AbstractMCMCTensorBoardLoggerExt = "TensorBoardLogger" [compat] BangBang = "0.3.19, 0.4" diff --git a/docs/src/callbacks.md b/docs/src/callbacks.md index ac8444b3..83737534 100644 --- a/docs/src/callbacks.md +++ b/docs/src/callbacks.md @@ -28,47 +28,64 @@ cb2 = (args...; kwargs...) -> println("Callback 2") cb = mcmc_callback(cb1, cb2) ``` +You can also add callbacks dynamically using `BangBang.push!!`: + +```julia +using BangBang + +cb = mcmc_callback(cb1) +cb = push!!(cb, cb2) +``` + ## TensorBoard Logging -TensorBoard logging requires **both** `TensorBoardLogger` and `OnlineStats`: +TensorBoard logging requires `TensorBoardLogger`. Statistics collection also requires `OnlineStats`. + +### Basic Logging (No Statistics) ```julia using AbstractMCMC using TensorBoardLogger -using OnlineStats -# Basic TensorBoard logging with logdir -cb = mcmc_callback(logdir="runs/experiment1") +logger = TBLogger("runs/experiment1") +cb = mcmc_callback(logger=logger) -# Or with custom AbstractLogger -custom_logger = TBLogger("runs/custom"; min_level=Logging.Info) -cb = mcmc_callback(logger=custom_logger) +chain = sample(model, sampler, 1000; callback=cb) ``` -!!! note - If you use TensorBoard logging without loading `OnlineStats`, you will see: - `"TensorBoard logging requires both TensorBoardLogger and OnlineStats."` - -### Custom Statistics +### Logging with Statistics -Use the `stats` argument to specify which statistics to collect. Statistics must be from `OnlineStats`: +To collect running statistics (mean, variance, histograms), load `OnlineStats` and use the `stats` argument: ```julia +using AbstractMCMC +using TensorBoardLogger using OnlineStats +logger = TBLogger("runs/experiment1") + +# Use default statistics (Mean, Variance, KHist) +cb = mcmc_callback(logger=logger, stats=true) + +# Or specify custom statistics cb = mcmc_callback( - logdir="runs/custom_stats", + logger=logger, stats=(Mean(), Variance(), KHist(50)), ) ``` +!!! note + If you request statistics without loading `OnlineStats`, you will get a helpful error: + `"Statistics collection requires OnlineStats.jl. Please load OnlineStats before enabling statistics."` + ### Stats Processing Options Control how samples are processed before computing statistics with `stats_options`: ```julia cb = mcmc_callback( - logdir="runs/processed", + logger=logger, + stats=true, stats_options=( skip=100, # Skip first 100 samples (burn-in) thin=5, # Use every 5th sample @@ -81,7 +98,7 @@ Options merge with defaults, so you only need to specify what you want to change ```julia # Only change thin, skip and window use defaults (0 and typemax(Int)) -cb = mcmc_callback(logdir="runs/exp", stats_options=(thin=10,)) +cb = mcmc_callback(logger=logger, stats=true, stats_options=(thin=10,)) ``` ### Name Filtering @@ -90,12 +107,12 @@ Use `name_filter` to control which parameters and statistics are logged: ```julia cb = mcmc_callback( - logdir="runs/filtered", + logger=logger, name_filter=( include=["mu", "sigma"], # Only log these parameters exclude=["_internal"], # Exclude matching names extras=true, # Include extra stats (log density, etc.) - hyperparams=true, # Include hyperparameters + hyperparams=true, # Include hyperparameters (logged once) ), ) ``` @@ -107,9 +124,11 @@ using AbstractMCMC using TensorBoardLogger using OnlineStats +logger = TBLogger("runs/full_example") + cb = mcmc_callback( - logdir="runs/full_example", - stats=(Mean(), Variance(), KHist(100)), + logger=logger, + stats=true, stats_options=(skip=50, thin=2), name_filter=( exclude=["_internal"], @@ -121,6 +140,41 @@ cb = mcmc_callback( chain = sample(model, sampler, 10000; callback=cb) ``` +Then view in TensorBoard: +```bash +tensorboard --logdir=runs/full_example +``` + +Navigate to `localhost:6006` in your browser to see the dashboard. You'll see real-time plots of your parameter distributions, histograms, and other statistics as sampling progresses. + +![TensorBoard Time Series Tab](assets/tensorboard_demo_time-series_screen.png) + +*The Time Series tab provides detailed traces of parameter values throughout the sampling process.* + +![TensorBoard Scalars Tab](assets/tensorboard_demo_scalars_screen.png) + +*The Scalars tab shows time series of parameter values and statistics over the sampling iterations.* + +![TensorBoard Distributions Tab](assets/tensorboard_demo_distributions_screen.png) + +*The Distributions tab displays the marginal distributions of each parameter.* + +![TensorBoard Histograms Tab](assets/tensorboard_demo_histograms_screen.png) + +*The Histograms tab shows the evolution of parameter distributions over time.* + +## OnlineStats Wrappers + +When using statistics, AbstractMCMC provides wrappers that modify how samples are processed: + +| Wrapper | Description | +|---------|-------------| +| `Skip(n, stat)` | Skip first `n` observations before fitting `stat` | +| `Thin(n, stat)` | Only fit every `n`-th observation to `stat` | +| `WindowStat(n, stat)` | Use a rolling window of `n` observations | + +These are applied automatically via `stats_options`, but can also be used directly if needed. + ## API Reference ### Main Functions @@ -167,30 +221,23 @@ end ### Types ```@docs -AbstractMCMC.Callback AbstractMCMC.MultiCallback AbstractMCMC.NameFilter ``` -### Tools for Extracting Information +### Internal Functions -AbstractMCMC provides functions to extract information from samplers: +The unified `_names_and_values` function extracts all relevant data from a sampler state: ```julia -# Get parameter names and values -for (name, value) in AbstractMCMC.params_and_values(model, sampler, transition, state) - println("$name = $value") -end - -# Get extra statistics (log density, etc.) -for (name, value) in AbstractMCMC.extras(model, sampler, transition, state) - println("$name = $value") -end - -# Get hyperparameters (for first iteration) -for (name, value) in AbstractMCMC.hyperparams(model, sampler, state) +for (name, value) in AbstractMCMC._names_and_values( + model, sampler, transition, state; + params=true, + hyperparams=false, + extra=false, +) println("$name = $value") end ``` -Samplers can override these methods to provide custom information extraction. +Samplers can override `AbstractMCMC.getparams(state)` and `AbstractMCMC.getstats(state)` to provide custom information extraction. diff --git a/ext/AbstractMCMCOnlineStatsExt.jl b/ext/AbstractMCMCOnlineStatsExt.jl index 32a3091b..c9020df1 100644 --- a/ext/AbstractMCMCOnlineStatsExt.jl +++ b/ext/AbstractMCMCOnlineStatsExt.jl @@ -2,11 +2,9 @@ module AbstractMCMCOnlineStatsExt using AbstractMCMC using OnlineStats -using OnlineStats: OnlineStats, OnlineStat, fit!, value, nobs, MovingWindow - -########################## -### Skip <: OnlineStat ### -########################## +using OnlineStats: + OnlineStat, fit!, value, nobs, MovingWindow, Series, Mean, Variance, KHist +using Logging: @info """ Skip(b::Int, stat::OnlineStat) @@ -32,11 +30,7 @@ function OnlineStats._fit!(o::Skip, x) return o end -Base.show(io::IO, o::Skip) = print(io, "Skip ($(o.b)): n=$(o.n) | stat=$(o.stat)") - -########################## -### Thin <: OnlineStat ### -########################## +Base.show(io::IO, o::Skip) = print(io, "Skip($(o.b)): n=$(o.n) | $(o.stat)") """ Thin(b::Int, stat::OnlineStat) @@ -62,16 +56,12 @@ function OnlineStats._fit!(o::Thin, x) return o end -Base.show(io::IO, o::Thin) = print(io, "Thin ($(o.b)): n=$(o.n) | stat=$(o.stat)") - -################################ -### WindowStat <: OnlineStat ### -################################ +Base.show(io::IO, o::Thin) = print(io, "Thin($(o.b)): n=$(o.n) | $(o.stat)") """ WindowStat(b::Int, stat::OnlineStat) -"Wraps" `stat` in a `MovingWindow` of length `b`. +Wraps `stat` in a `MovingWindow` of length `b`. """ struct WindowStat{T,O} <: OnlineStat{T} window::MovingWindow{T} @@ -96,7 +86,89 @@ function OnlineStats.value(o::WindowStat) end function Base.show(io::IO, o::WindowStat) - return print(io, "WindowStat ($(o.window.b)): nobs=$(nobs(o)) | stat=$(o.stat)") + return print(io, "WindowStat($(o.window.b)): nobs=$(nobs(o)) | $(o.stat)") end +""" + create_stats_with_options_impl(stats, stats_options, num_bins) + +Create stats dictionary and prototype, applying Skip/Thin/WindowStat wrappers. +""" +function create_stats_with_options_impl(stats, stats_options, num_bins) + base_stat = if stats === true || stats === :default + Series(Mean(), Variance(), KHist(num_bins)) + elseif stats isa OnlineStat + stats + elseif stats isa Tuple + Series(stats...) + else + Series(Mean(), Variance(), KHist(num_bins)) + end + + wrapped_stat = wrap_stat(base_stat, stats_options) + + if wrapped_stat isa OnlineStat + nobs(wrapped_stat) > 0 && + @warn("using statistic with observations as a base: $(wrapped_stat)") + return (Dict{String,typeof(wrapped_stat)}(), deepcopy(wrapped_stat)) + else + return (wrapped_stat, nothing) + end +end + +""" + wrap_stat(stat, stats_options) + +Apply Skip, Thin, and WindowStat wrappers to a statistic based on options. +""" +function wrap_stat(stat, stats_options) + result = stat + + if stats_options.window < typemax(Int) + result = WindowStat(stats_options.window, result) + end + + if stats_options.skip > 0 + result = Skip(stats_options.skip, result) + end + + if stats_options.thin > 0 + result = Thin(stats_options.thin, result) + end + + return result +end + +""" + log_stat_impl!(stats, prototype, key, val, prefix) + +Update and log statistics. Called from TensorBoard callback. +""" +function log_stat_impl!(stats::AbstractDict, prototype, key, val, prefix) + stat = if prototype !== nothing + get!(stats, key) do + deepcopy(prototype) + end + else + get(stats, key, nothing) + end + + if stat !== nothing + fit!(stat, val) + @info "$(prefix)$key" stat + end +end + +log_stat_impl!(::Nothing, prototype, key, val, prefix) = nothing + +# tb_name helpers for formatting stat names in TensorBoard +tb_name(arg) = string(arg) +tb_name(stat::OnlineStat) = string(nameof(typeof(stat))) +tb_name(o::Skip) = "Skip($(o.b))" +tb_name(o::Thin) = "Thin($(o.b))" +tb_name(o::WindowStat) = "WindowStat($(o.window.b))" +tb_name(s1::String, s2::String) = s1 * "/" * s2 +tb_name(arg1, arg2) = tb_name(arg1) * "/" * tb_name(arg2) +tb_name(arg, args...) = tb_name(arg) * "/" * tb_name(args...) + end diff --git a/ext/AbstractMCMCTensorBoardLoggerExt.jl b/ext/AbstractMCMCTensorBoardLoggerExt.jl index fd2e8521..ddebf429 100644 --- a/ext/AbstractMCMCTensorBoardLoggerExt.jl +++ b/ext/AbstractMCMCTensorBoardLoggerExt.jl @@ -1,352 +1,80 @@ module AbstractMCMCTensorBoardLoggerExt using AbstractMCMC -using AbstractMCMC: NameFilter, params_and_values, extras, hyperparams, hyperparam_metrics +using AbstractMCMC: NameFilter, _names_and_values, hyperparam_metrics using TensorBoardLogger using TensorBoardLogger: TBLogger -using OnlineStats -using OnlineStats: - OnlineStats, - OnlineStat, - Mean, - Variance, - KHist, - Series, - AutoCov, - MovingWindow, - fit!, - value, - nobs -using Logging: AbstractLogger, with_logger, @info, Info -using Dates: now, DateFormat, format +using Logging: AbstractLogger, with_logger, @info -const TBL = TensorBoardLogger - -# Import Skip/Thin/WindowStat from OnlineStatsExt (loaded when OnlineStats loaded) -# Since this extension requires both TBL AND OnlineStats, OnlineStatsExt is already loaded -const OnlineStatsExt = Base.get_extension(AbstractMCMC, :AbstractMCMCOnlineStatsExt) -const Skip = OnlineStatsExt.Skip -const Thin = OnlineStatsExt.Thin -const WindowStat = OnlineStatsExt.WindowStat - -######################################### -### TensorBoardLogger name formatting ### -######################################### - -tb_name(arg) = string(arg) -tb_name(stat::OnlineStat) = string(nameof(typeof(stat))) -tb_name(o::Skip) = "Skip($(o.b))" -tb_name(o::Thin) = "Thin($(o.b))" -tb_name(o::WindowStat) = "WindowStat($(o.window.b))" -tb_name(o::AutoCov, b::Int) = "AutoCov(lag=$b)/corr" -tb_name(s1::String, s2::String) = s1 * "/" * s2 -tb_name(arg1, arg2) = tb_name(arg1) * "/" * tb_name(arg2) -tb_name(arg, args...) = tb_name(arg) * "/" * tb_name(args...) - -#################################### -### TensorBoardLogger preprocess ### -#################################### - -function TBL.preprocess(name, stat::OnlineStat, data) - return nobs(stat) > 0 && TBL.preprocess(tb_name(name, stat), value(stat), data) -end - -function TBL.preprocess(name, stat::Skip, data) - return TBL.preprocess(tb_name(name, stat), stat.stat, data) -end - -function TBL.preprocess(name, stat::Thin, data) - return TBL.preprocess(tb_name(name, stat), stat.stat, data) -end - -function TBL.preprocess(name, stat::WindowStat, data) - return TBL.preprocess(tb_name(name, stat), value(stat), data) -end - -function TBL.preprocess(name, stat::AutoCov, data) - autocor = OnlineStats.autocor(stat) - for b in 1:(stat.lag.b - 1) - # `autocor[i]` corresponds to the lag of size `i - 1` and `autocor[1] = 1.0` - bname = tb_name(stat, b) - TBL.preprocess(tb_name(name, bname), autocor[b + 1], data) - end -end - -function TBL.preprocess(name, stat::Series, data) - # Iterate through the stats and process those independently - for s in stat.stats - TBL.preprocess(name, s, data) - end -end - -function TBL.preprocess(name, hist::KHist, data) - if nobs(hist) > 0 - edges = OnlineStats.edges(hist) - cnts = OnlineStats.counts(hist) - TBL.preprocess(name, (edges, cnts ./ sum(cnts)), data) - end -end - -function TBL.log_histogram( - logger::AbstractLogger, - name::AbstractString, - hist::OnlineStats.HistogramStat; - step=nothing, - normalize=false, -) - edges = OnlineStats.edges(hist) - cnts = Float64.(OnlineStats.counts(hist)) - if normalize - TBL.log_histogram(logger, name, (edges, cnts ./ sum(cnts)); step=step) - else - TBL.log_histogram(logger, name, (edges, cnts); step=step) - end -end - -########################### -### TensorBoardCallback ### -########################### +""" + TensorBoardCallback -struct TensorBoardCallback{L,P,F1,F2,F3} - logger::AbstractLogger - stats::L +A callback for logging MCMC samples to TensorBoard. +Supports statistics collection when OnlineStats.jl is loaded. +""" +struct TensorBoardCallback{L,S,P,F} + logger::L + stats::S stat_prototype::P - variable_filter::F1 + variable_filter::F include_extras::Bool - extras_filter::F2 include_hyperparams::Bool - hyperparam_filter::F3 param_prefix::String extras_prefix::String end """ - create_tensorboard_callback(logdir; logger, stats, stats_options, name_filter) - -Create a TensorBoardCallback from the new unified API arguments. -Called from AbstractMCMC.mcmc_callback. + create_tensorboard_callback(logger; stats, name_filter) -If `logger` is provided, uses it directly. Otherwise creates a TBLogger from `logdir`. +Create a TensorBoardCallback. Called from `AbstractMCMC.mcmc_callback`. """ -function create_tensorboard_callback( - logdir; logger=nothing, stats, stats_options, name_filter, num_bins::Int=100 -) - # Use provided logger or create TBLogger from logdir - lg = if logger !== nothing - logger - else - log_dir = if isnothing(logdir) - "runs/$(format(now(), DateFormat("Y-m-d_H-M-S")))-$(gethostname())" - else - logdir - end - TBLogger(log_dir; min_level=Info, step_increment=0) - end - - # Create variable filter from name_filter +function create_tensorboard_callback(logger::AbstractLogger; stats, name_filter) variable_filter = NameFilter(; include=isempty(name_filter.include) ? nothing : name_filter.include, exclude=isempty(name_filter.exclude) ? nothing : name_filter.exclude, ) - # Extras and hyperparams filters - extras_filter = NameFilter() - hyperparams_filter = NameFilter() - - # Process stats with stats_options wrappers - processed_stats = create_stats_with_options(stats, stats_options, num_bins) - stats_dict, prototype = processed_stats - - return TensorBoardCallback( - lg, - stats_dict, - prototype, - variable_filter, - name_filter.extras, - extras_filter, - name_filter.hyperparams, - hyperparams_filter, - "", # param_prefix - "extras/", # extras_prefix - ) -end - -""" - create_stats_with_options(stats, stats_options, num_bins) - -Create stats dictionary and prototype, applying Skip/Thin/WindowStat wrappers. -""" -function create_stats_with_options(stats, stats_options, num_bins) - # Get base stat prototype - base_stat = if stats isa OnlineStat - stats - elseif stats isa Tuple - Series(stats...) - elseif stats === nothing - Series(Mean(), Variance(), KHist(num_bins)) + stats_dict, prototype = if stats === nothing + (nothing, nothing) else stats end - # Apply wrappers based on stats_options - wrapped_stat = wrap_stat(base_stat, stats_options) - - if wrapped_stat isa OnlineStat - nobs(wrapped_stat) > 0 && - @warn("using statistic with observations as a base: $(wrapped_stat)") - return (Dict{String,typeof(wrapped_stat)}(), deepcopy(wrapped_stat)) - else - return (wrapped_stat, nothing) - end -end - -""" - wrap_stat(stat, stats_options) - -Apply Skip, Thin, and WindowStat wrappers to a statistic based on options. -""" -function wrap_stat(stat, stats_options) - result = stat - - # Apply window first (innermost) - if stats_options.window < typemax(Int) - result = WindowStat(stats_options.window, result) - end - - # Apply skip - if stats_options.skip > 0 - result = Skip(stats_options.skip, result) - end - - # Apply thin (outermost) - if stats_options.thin > 0 - result = Thin(stats_options.thin, result) - end - - return result -end - -# Legacy constructors -function TensorBoardCallback(directory::String, args...; kwargs...) - return TensorBoardCallback(args...; directory=directory, kwargs...) -end - -function TensorBoardCallback(args...; comment="", directory=nothing, kwargs...) - log_dir = if isnothing(directory) - "runs/$(format(now(), DateFormat("Y-m-d_H-M-S")))-$(gethostname())$(comment)" - else - directory - end - lg = TBLogger(log_dir; min_level=Info, step_increment=0) - return TensorBoardCallback(lg, args...; kwargs...) -end - -maybe_filter(f; kwargs...) = f -maybe_filter(::Nothing; exclude=nothing, include=nothing) = NameFilter(; exclude, include) - -function TensorBoardCallback( - lg::AbstractLogger, - stats=nothing; - num_bins::Int=100, - exclude=nothing, - include=nothing, - filter=nothing, - include_extras::Bool=true, - extras_include=nothing, - extras_exclude=nothing, - extras_filter=nothing, - include_hyperparams::Bool=false, - hyperparams_include=nothing, - hyperparams_exclude=nothing, - hyperparams_filter=nothing, - param_prefix::String="", - extras_prefix::String="extras/", - kwargs..., -) - variable_filter_f = maybe_filter(filter; include=include, exclude=exclude) - extras_filter_f = maybe_filter( - extras_filter; include=extras_include, exclude=extras_exclude - ) - hyperparams_filter_f = maybe_filter( - hyperparams_filter; include=hyperparams_include, exclude=hyperparams_exclude - ) - - stats_dict, prototype = if stats isa OnlineStat - OnlineStats.nobs(stats) > 0 && - @warn("using statistic with observations as a base: $(stats)") - (Dict{String,typeof(stats)}(), deepcopy(stats)) - elseif !isnothing(stats) - (stats, nothing) - else - o = OnlineStats.Series(Mean(), Variance(), KHist(num_bins)) - (Dict{String,typeof(o)}(), deepcopy(o)) - end - return TensorBoardCallback( - lg, + logger, stats_dict, prototype, - variable_filter_f, - include_extras, - extras_filter_f, - include_hyperparams, - hyperparams_filter_f, - param_prefix, - extras_prefix, + variable_filter, + name_filter.extras, + name_filter.hyperparams, + "", + "extras/", ) end -############################### -### Callback implementation ### -############################### - -function filter_param_and_value(cb::TensorBoardCallback, param, value) - return cb.variable_filter(param, value) -end -function filter_param_and_value(cb::TensorBoardCallback, param_and_value::Tuple) - return filter_param_and_value(cb, param_and_value...) -end -function filter_param_and_value(cb::TensorBoardCallback, param_and_value::Pair) - return filter_param_and_value(cb, first(param_and_value), last(param_and_value)) -end - -function filter_extras_and_value(cb::TensorBoardCallback, name, value) - return cb.extras_filter(name, value) -end -function filter_extras_and_value(cb::TensorBoardCallback, name_and_value::Tuple) - return filter_extras_and_value(cb, name_and_value...) -end -function filter_extras_and_value(cb::TensorBoardCallback, name_and_value::Pair) - return filter_extras_and_value(cb, first(name_and_value), last(name_and_value)) +function filter_name_and_value(cb::TensorBoardCallback, name_and_value) + return cb.variable_filter(first(name_and_value), last(name_and_value)) end -function filter_hyperparams_and_value(cb::TensorBoardCallback, name, value) - return cb.hyperparam_filter(name, value) -end -function filter_hyperparams_and_value( - cb::TensorBoardCallback, name_and_value::Union{Pair,Tuple} -) - return filter_hyperparams_and_value(cb, name_and_value...) -end - -increment_step!(lg::TBLogger, Δ_Step) = TensorBoardLogger.increment_step!(lg, Δ_Step) - function (cb::TensorBoardCallback)( rng, model, sampler, transition, state, iteration; kwargs... ) stats = cb.stats lg = cb.logger - variable_filter = Base.Fix1(filter_param_and_value, cb) - extras_filter = Base.Fix1(filter_extras_and_value, cb) - hyperparams_filter = Base.Fix1(filter_hyperparams_and_value, cb) + filter_fn = Base.Fix1(filter_name_and_value, cb) if iteration == 1 && cb.include_hyperparams - hparams = Dict( - Iterators.filter( - hyperparams_filter, - AbstractMCMC.hyperparams(model, sampler, state; kwargs...), - ), + hp_iter = _names_and_values( + model, + sampler, + transition, + state; + params=false, + hyperparams=true, + extra=false, + kwargs..., ) + hparams = Dict(hp_iter) if !isempty(hparams) TensorBoardLogger.write_hparams!( lg, hparams, AbstractMCMC.hyperparam_metrics(model, sampler) @@ -355,52 +83,33 @@ function (cb::TensorBoardCallback)( end with_logger(lg) do - for (k, val) in Iterators.filter( - variable_filter, - AbstractMCMC.params_and_values(model, sampler, transition, state; kwargs...), + all_values = _names_and_values( + model, + sampler, + transition, + state; + params=true, + hyperparams=false, + extra=cb.include_extras, + kwargs..., ) - stat = if stats isa AbstractDict && cb.stat_prototype !== nothing - get!(stats, k) do - deepcopy(cb.stat_prototype) - end - elseif stats isa AbstractDict - get(stats, k, nothing) - else - nothing - end + for (k, val) in Iterators.filter(filter_fn, all_values) @info "$(cb.param_prefix)$k" val - if stat !== nothing - OnlineStats.fit!(stat, val) - @info "$(cb.param_prefix)$k" stat + + if stats !== nothing + _log_stat!(stats, cb.stat_prototype, k, val, cb.param_prefix) end end - if cb.include_extras - for (name, val) in Iterators.filter( - extras_filter, - AbstractMCMC.extras(model, sampler, transition, state; kwargs...), - ) - @info "$(cb.extras_prefix)$(name)" val - if val isa Real - stat = if stats isa AbstractDict && cb.stat_prototype !== nothing - get!(stats, "$(cb.extras_prefix)$(name)") do - deepcopy(cb.stat_prototype) - end - elseif stats isa AbstractDict - get(stats, "$(cb.extras_prefix)$(name)", nothing) - else - nothing - end + TensorBoardLogger.increment_step!(lg, 1) + end +end - if stat !== nothing - fit!(stat, float(val)) - @info ("$(cb.extras_prefix)$(name)") stat - end - end - end - end - increment_step!(lg, 1) +function _log_stat!(stats, prototype, key, val, prefix) + ext = Base.get_extension(AbstractMCMC, :AbstractMCMCOnlineStatsExt) + if ext !== nothing + ext.log_stat_impl!(stats, prototype, key, val, prefix) end end diff --git a/src/callbacks.jl b/src/callbacks.jl index b37bca10..8c1db68c 100644 --- a/src/callbacks.jl +++ b/src/callbacks.jl @@ -48,23 +48,6 @@ function (f::NameFilter)(name) (include === nothing || name ∈ include) end -""" - Callback{Cs} - -A wrapper type that holds a `MultiCallback` internally for type stability. -All callbacks created via `mcmc_callback` are wrapped in this type. -""" -struct Callback{Cs} - multi::MultiCallback{Cs} -end - -(c::Callback)(args...; kwargs...) = c.multi(args...; kwargs...) - -function BangBang.push!!(c::Callback, callback) - new_multi = BangBang.push!!(c.multi, callback) - return Callback(new_multi) -end - ############################## ### Defaults and Utilities ### ############################## @@ -85,6 +68,41 @@ function merge_with_defaults(user_options::NamedTuple, defaults::NamedTuple) end merge_with_defaults(::Nothing, defaults::NamedTuple) = defaults +################################ +### Statistics Creation API ### +################################ + +""" + create_stats_with_options(stats, stats_options, num_bins) + +Internal constructor for statistics handlers. + +If `stats === nothing`, no statistics are collected and `nothing` is returned. +If `stats` is provided, this function requires the OnlineStats extension to be +loaded; otherwise, an error is thrown. + +Supports special values: +- `stats=true` or `stats=:default`: Use default statistics (Mean, Variance, KHist) +- `stats=`: Use the provided OnlineStat (requires OnlineStats to be loaded) +- `stats=`: Use multiple stats + +This function is not part of the public API and may change or break at any time. +""" +create_stats_with_options(::Nothing, stats_options, num_bins) = nothing + +function create_stats_with_options(stats, stats_options, num_bins) + ext = Base.get_extension(@__MODULE__, :AbstractMCMCOnlineStatsExt) + if ext === nothing + error( + "Statistics collection requires OnlineStats.jl. " * + "Please load OnlineStats before enabling statistics: `using OnlineStats`", + ) + end + + # Delegate to OnlineStatsExt for actual creation + return ext.create_stats_with_options_impl(stats, stats_options, num_bins) +end + ################################ ### Parameter Extraction API ### ################################ @@ -97,67 +115,79 @@ Return an iterator of `θ[i]` for each element in `x`. default_param_names_for_values(x) = ("θ[$i]" for i in 1:length(x)) """ - params_and_values(model, state; kwargs...) - params_and_values(model, sampler, state; kwargs...) - params_and_values(model, transition, state; kwargs...) - params_and_values(model, sampler, transition, state; kwargs...) + _names_and_values( + model, + sampler, + transition, + state; + params::Bool = true, + hyperparams::Bool = false, + extra::Bool = false, + kwargs... + ) Return an iterator over parameter names and values. -""" -function params_and_values(model, state; kwargs...) - try - params = getparams(state) - return zip(default_param_names_for_values(params), params) - catch - return () - end -end - -function params_and_values(model, sampler::AbstractSampler, state; kwargs...) - return params_and_values(model, state; kwargs...) -end -function params_and_values(model, transition, state; kwargs...) - vals = params_and_values(model, transition; kwargs...) - return isempty(vals) ? params_and_values(model, state; kwargs...) : vals -end - -function params_and_values(model, sampler::AbstractSampler, transition, state; kwargs...) - return params_and_values(model, transition, state; kwargs...) -end +This function is not part of the public API and may change or break at any time. +## Keywords +- `params`: include model parameters. +- `hyperparams`: include sampler hyperparameters +- `extra`: include additional statistics. +- `kwargs...`: reserved for internal extensibility. """ - extras(model, state; kwargs...) +function _names_and_values( + model, + sampler, + transition, + state; + params::Bool=true, + hyperparams::Bool=false, + extra::Bool=false, + kwargs..., +) + iters = [] + + if params + try + p = getparams(state) + push!(iters, zip(default_param_names_for_values(p), p)) + catch + # No params available + end + end -Return an iterator of (name, value) pairs for additional statistics. -""" -function extras(model, state; kwargs...) - try - stats = getstats(state) - stats isa NamedTuple ? pairs(stats) : () - catch - return () + if hyperparams + hp = _hyperparams_impl(model, sampler, state; kwargs...) + if !isempty(hp) + push!(iters, hp) + end end -end -extras(model, sampler::AbstractSampler, state; kwargs...) = extras(model, state; kwargs...) -extras(model, transition, state; kwargs...) = extras(model, state; kwargs...) -function extras(model, sampler::AbstractSampler, transition, state; kwargs...) - return extras(model, transition, state; kwargs...) -end + if extra + try + stats = getstats(state) + if stats isa NamedTuple + push!(iters, pairs(stats)) + end + catch + # No extras available + end + end -""" - hyperparams(model, sampler[, state]; kwargs...) + return Iterators.flatten(iters) +end -Return an iterator of (name, value) pairs for hyperparameters. -""" -hyperparams(model, sampler; kwargs...) = Pair{String,Any}[] -hyperparams(model, sampler, state; kwargs...) = hyperparams(model, sampler; kwargs...) +# Internal helper for hyperparams extraction +function _hyperparams_impl(model, sampler, state; kwargs...) + return Pair{String,Any}[] +end """ hyperparam_metrics(model, sampler[, state]; kwargs...) Return a Vector{String} of metrics for hyperparameters. +Override this to specify which logged values should be used as hyperparam metrics in TensorBoard. """ hyperparam_metrics(model, sampler; kwargs...) = String[] function hyperparam_metrics(model, sampler, state; kwargs...) @@ -181,19 +211,18 @@ cb = mcmc_callback() do rng, model, sampler, transition, state, iteration end ``` """ -mcmc_callback(f::Function) = Callback(MultiCallback((f,))) +mcmc_callback(f::Function) = MultiCallback((f,)) """ mcmc_callback(callbacks...) Combine multiple callbacks into one. """ -mcmc_callback(callbacks::Vararg{Any,N}) where {N} = Callback(MultiCallback(callbacks)) +mcmc_callback(callbacks::Vararg{Any,N}) where {N} = MultiCallback(callbacks) """ mcmc_callback(; logger = nothing, - logdir = nothing, stats = nothing, stats_options = nothing, name_filter = nothing, @@ -202,102 +231,86 @@ mcmc_callback(callbacks::Vararg{Any,N}) where {N} = Callback(MultiCallback(callb Create a callback using keyword arguments. # Arguments -- `logger`: Logger - can be `:TBLogger` for TensorBoard, or an `AbstractLogger` instance -- `logdir`: Directory for logs (creates TBLogger if logger not specified) -- `stats`: Statistics to collect (OnlineStat or tuple of OnlineStats) +- `logger`: An `AbstractLogger` instance (e.g., `TBLogger` from TensorBoardLogger.jl) +- `stats`: Statistics to collect. Can be: + - `nothing`: No statistics (default) + - `true` or `:default`: Use default statistics (Mean, Variance, KHist) - requires OnlineStats + - An OnlineStat or tuple of OnlineStats - requires OnlineStats - `stats_options`: NamedTuple with `thin`, `skip`, `window` - `name_filter`: NamedTuple with `include`, `exclude`, `extras`, `hyperparams` # Examples ```julia -# With logdir (creates TBLogger automatically) -cb = mcmc_callback(logdir="runs/exp") - -# With custom logger -cb = mcmc_callback(logger=my_custom_logger) - -# With stats and options -cb = mcmc_callback(logdir="runs/exp", stats=(Mean(), Variance())) -cb = mcmc_callback(logdir="runs/exp", stats_options=(skip=100, thin=5)) +# Basic logging (no statistics) +using TensorBoardLogger +lg = TBLogger("runs/exp") +cb = mcmc_callback(logger=lg) + +# With default stats (requires OnlineStats) +using TensorBoardLogger, OnlineStats +lg = TBLogger("runs/exp") +cb = mcmc_callback(logger=lg, stats=true) # or stats=:default + +# With custom stats +cb = mcmc_callback(logger=lg, stats=(Mean(), Variance())) ``` """ function mcmc_callback(; logger=nothing, - logdir=nothing, stats=nothing, stats_options=nothing, name_filter=nothing, + num_bins::Int=100, ) - # Infer logger type from arguments - if logger === nothing && logdir !== nothing - logger = :TBLogger - end - - # Validate that we have something to create + # Validate that logger is provided if logger === nothing throw( ArgumentError( - "At least one callback type must be specified. " * - "Use `logger=:TBLogger`, `logdir=...`, or pass an AbstractLogger to `logger`.", + "A logger must be specified. Pass an AbstractLogger instance to `logger`. " * + "For TensorBoard logging: `using TensorBoardLogger; mcmc_callback(logger=TBLogger(\"runs/exp\"))`", ), ) end - merged_stats_options = merge_with_defaults(stats_options, DEFAULT_STATS_OPTIONS) - merged_name_filter = merge_with_defaults(name_filter, DEFAULT_NAME_FILTER) - - # Create callback based on logger type - callbacks = if logger === :TBLogger - ( - _make_tensorboard_callback( - logdir; - logger=nothing, - stats, - stats_options=merged_stats_options, - name_filter=merged_name_filter, - ), - ) - elseif logger isa Logging.AbstractLogger - # Custom logger instance passed directly - ( - _make_tensorboard_callback( - nothing; - logger, - stats, - stats_options=merged_stats_options, - name_filter=merged_name_filter, - ), - ) - else + if !(logger isa Logging.AbstractLogger) throw( ArgumentError( - "Unknown logger type: $(typeof(logger)). Use :TBLogger or pass an AbstractLogger.", + "Expected an AbstractLogger instance, got $(typeof(logger)). " * + "For TensorBoard: `using TensorBoardLogger; mcmc_callback(logger=TBLogger(\"runs/exp\"))`", ), ) end - return Callback(MultiCallback(callbacks)) + merged_stats_options = merge_with_defaults(stats_options, DEFAULT_STATS_OPTIONS) + merged_name_filter = merge_with_defaults(name_filter, DEFAULT_NAME_FILTER) + + # Process stats in main package - this provides helpful error if OnlineStats not loaded + processed_stats = create_stats_with_options(stats, merged_stats_options, num_bins) + + callback = _make_logger_callback( + logger; stats=processed_stats, name_filter=merged_name_filter + ) + + return MultiCallback((callback,)) end -function _make_tensorboard_callback(logdir; logger, stats, stats_options, name_filter) +function _make_logger_callback(logger; stats, name_filter) ext = Base.get_extension(@__MODULE__, :AbstractMCMCTensorBoardLoggerExt) if ext === nothing error( - "TensorBoard logging requires both TensorBoardLogger and OnlineStats. " * - "Please run: `using TensorBoardLogger, OnlineStats`", + "TensorBoard logging requires TensorBoardLogger.jl to be loaded. " * + "Please run: `using TensorBoardLogger`", ) end - return ext.create_tensorboard_callback( - logdir; logger, stats, stats_options, name_filter - ) + return ext.create_tensorboard_callback(logger; stats, name_filter) end """ - mcmc_callback(existing::Callback, new_callbacks...) + mcmc_callback(existing::MultiCallback, new_callbacks...) -Add callbacks to an existing Callback. +Add callbacks to an existing MultiCallback. """ -function mcmc_callback(existing::Callback, new_callbacks...) +function mcmc_callback(existing::MultiCallback, new_callbacks...) result = existing for cb in new_callbacks result = BangBang.push!!(result, cb) diff --git a/test/callbacks.jl b/test/callbacks.jl index e36decc7..a1f0d0a3 100644 --- a/test/callbacks.jl +++ b/test/callbacks.jl @@ -1,6 +1,3 @@ -# Tests for the mcmc_callback unified API -# These tests cover: stats, stats_options, name_filter, and basic functionality - #################################### ### Basic Callback Functionality ### #################################### @@ -12,7 +9,7 @@ count[] += 1 end - @test cb isa AbstractMCMC.Callback + @test cb isa AbstractMCMC.MultiCallback chain = sample(MyModel(), MySampler(), 100; callback=cb) @test count[] == 100 end @@ -23,7 +20,7 @@ cb2 = (args...; kwargs...) -> counts[2][] += 1 cb = mcmc_callback(cb1, cb2) - @test cb isa AbstractMCMC.Callback + @test cb isa AbstractMCMC.MultiCallback chain = sample(MyModel(), MySampler(), 50; callback=cb) @test counts[1][] == 50 @@ -140,6 +137,11 @@ end @test names == ["θ[1]", "θ[2]", "θ[3]"] end +@testset "_names_and_values" begin + # Test that the internal unified function exists and has expected signature + @test hasmethod(AbstractMCMC._names_and_values, Tuple{Any,Any,Any,Any}) +end + using OnlineStats ############################# @@ -149,67 +151,88 @@ using OnlineStats using TensorBoardLogger @testset "TensorBoard Extension" begin - @testset "mcmc_callback with logger=:TBLogger" begin + @testset "mcmc_callback with explicit TBLogger" begin + logdir = mktempdir() + logger = TBLogger(logdir) + cb = mcmc_callback(; logger=logger) + @test cb isa AbstractMCMC.MultiCallback + end + + @testset "mcmc_callback requires logger argument" begin + # Should fail if no logger provided + @test_throws ArgumentError mcmc_callback() + end + + @testset "mcmc_callback with stats=true" begin logdir = mktempdir() - cb = mcmc_callback(; logger=:TBLogger, logdir=logdir) - @test cb isa AbstractMCMC.Callback + logger = TBLogger(logdir) + cb = mcmc_callback(; logger=logger, stats=true) + @test cb isa AbstractMCMC.MultiCallback end - @testset "mcmc_callback with logdir only (infers TBLogger)" begin + @testset "mcmc_callback with stats=:default" begin logdir = mktempdir() - cb = mcmc_callback(; logdir=logdir) - @test cb isa AbstractMCMC.Callback + logger = TBLogger(logdir) + cb = mcmc_callback(; logger=logger, stats=:default) + @test cb isa AbstractMCMC.MultiCallback end - @testset "mcmc_callback with stats" begin + @testset "mcmc_callback with explicit OnlineStats" begin logdir = mktempdir() - cb = mcmc_callback(; logdir=logdir, stats=(Mean(), Variance())) - @test cb isa AbstractMCMC.Callback + logger = TBLogger(logdir) + cb = mcmc_callback(; logger=logger, stats=(Mean(), Variance())) + @test cb isa AbstractMCMC.MultiCallback end @testset "mcmc_callback with stats_options" begin logdir = mktempdir() + logger = TBLogger(logdir) # Test partial stats_options (merges with defaults) - cb = mcmc_callback(; logdir=logdir, stats_options=(thin=5,)) - @test cb isa AbstractMCMC.Callback + cb = mcmc_callback(; logger=logger, stats=true, stats_options=(thin=5,)) + @test cb isa AbstractMCMC.MultiCallback # Test full stats_options - cb = mcmc_callback(; logdir=logdir, stats_options=(thin=5, skip=100, window=1000)) - @test cb isa AbstractMCMC.Callback + cb = mcmc_callback(; + logger=logger, stats=true, stats_options=(thin=5, skip=100, window=1000) + ) + @test cb isa AbstractMCMC.MultiCallback end @testset "mcmc_callback with name_filter" begin logdir = mktempdir() + logger = TBLogger(logdir) # Test partial name_filter - cb = mcmc_callback(; logdir=logdir, name_filter=(include=["mu", "sigma"],)) - @test cb isa AbstractMCMC.Callback + cb = mcmc_callback(; logger=logger, name_filter=(include=["mu", "sigma"],)) + @test cb isa AbstractMCMC.MultiCallback # Test full name_filter cb = mcmc_callback(; - logdir=logdir, + logger=logger, name_filter=( include=["mu", "sigma"], exclude=["internal"], extras=true, hyperparams=true ), ) - @test cb isa AbstractMCMC.Callback + @test cb isa AbstractMCMC.MultiCallback end @testset "mcmc_callback with all options" begin logdir = mktempdir() + logger = TBLogger(logdir) cb = mcmc_callback(; - logdir=logdir, - stats=(Mean(), Variance(), KHist(50)), + logger=logger, + stats=true, stats_options=(skip=100, thin=5), name_filter=(exclude=["_internal"], extras=true), ) - @test cb isa AbstractMCMC.Callback + @test cb isa AbstractMCMC.MultiCallback end @testset "TensorBoard callback with sample" begin logdir = mktempdir() - cb = mcmc_callback(; logdir=logdir) + logger = TBLogger(logdir) + cb = mcmc_callback(; logger=logger) # Should complete without error chain = sample(MyModel(), MySampler(), 20; callback=cb) @@ -222,12 +245,24 @@ using TensorBoardLogger custom_logger = TensorBoardLogger.TBLogger(logdir; min_level=Logging.Info) cb = mcmc_callback(; logger=custom_logger) - @test cb isa AbstractMCMC.Callback + @test cb isa AbstractMCMC.MultiCallback # Should work with sampling chain = sample(MyModel(), MySampler(), 20; callback=cb) @test length(chain) == 20 end + + @testset "Stats with stats=true works when OnlineStats loaded" begin + logdir = mktempdir() + logger = TBLogger(logdir) + # OnlineStats is already loaded, so this should work + cb = mcmc_callback(; logger=logger, stats=true) + @test cb isa AbstractMCMC.MultiCallback + + # Also works with explicit OnlineStat + cb = mcmc_callback(; logger=logger, stats=Mean()) + @test cb isa AbstractMCMC.MultiCallback + end end ######################### @@ -262,12 +297,13 @@ end @testset "Combining TensorBoard with custom callback" begin logdir = mktempdir() + logger = TBLogger(logdir) count = Ref(0) custom = (args...; kwargs...) -> count[] += 1 - tb_cb = mcmc_callback(; logdir=logdir) + tb_cb = mcmc_callback(; logger=logger) combined = mcmc_callback(tb_cb, custom) - @test length(combined.multi.callbacks) == 2 + @test length(combined.callbacks) == 2 end end From 36e9c8e4ee40a77d19c1d749e04f159c484649dc Mon Sep 17 00:00:00 2001 From: Hong Ge <3279477+yebai@users.noreply.github.com> Date: Wed, 14 Jan 2026 11:16:02 +0000 Subject: [PATCH 18/23] Reorganize OnlineStats Wrappers section in callbacks.md Moved OnlineStats Wrappers section to a new location in the document and updated formatting. --- docs/src/callbacks.md | 26 +++++++++++++------------- 1 file changed, 13 insertions(+), 13 deletions(-) diff --git a/docs/src/callbacks.md b/docs/src/callbacks.md index 83737534..ec3c0c61 100644 --- a/docs/src/callbacks.md +++ b/docs/src/callbacks.md @@ -163,18 +163,6 @@ Navigate to `localhost:6006` in your browser to see the dashboard. You'll see re *The Histograms tab shows the evolution of parameter distributions over time.* -## OnlineStats Wrappers - -When using statistics, AbstractMCMC provides wrappers that modify how samples are processed: - -| Wrapper | Description | -|---------|-------------| -| `Skip(n, stat)` | Skip first `n` observations before fitting `stat` | -| `Thin(n, stat)` | Only fit every `n`-th observation to `stat` | -| `WindowStat(n, stat)` | Use a rolling window of `n` observations | - -These are applied automatically via `stats_options`, but can also be used directly if needed. - ## API Reference ### Main Functions @@ -223,7 +211,19 @@ end ```@docs AbstractMCMC.MultiCallback AbstractMCMC.NameFilter -``` +``` + +### OnlineStats Wrappers + +When using statistics, AbstractMCMC provides wrappers that modify how samples are processed: + +| Wrapper | Description | +|---------|-------------| +| `Skip(n, stat)` | Skip first `n` observations before fitting `stat` | +| `Thin(n, stat)` | Only fit every `n`-th observation to `stat` | +| `WindowStat(n, stat)` | Use a rolling window of `n` observations | + +These are applied automatically via `stats_options`, but can also be used directly if needed. ### Internal Functions From 0f2efef2bd27129b6a3b5a378cf08a59c77dba97 Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Thu, 15 Jan 2026 07:12:10 +0530 Subject: [PATCH 19/23] improve designs, remove AbstractArray, use Set, give better errors --- ext/AbstractMCMCTensorBoardLoggerExt.jl | 67 +++++++++++--- src/AbstractMCMC.jl | 12 +++ src/callbacks.jl | 116 ++++++++---------------- test/callbacks.jl | 19 ++-- 4 files changed, 118 insertions(+), 96 deletions(-) diff --git a/ext/AbstractMCMCTensorBoardLoggerExt.jl b/ext/AbstractMCMCTensorBoardLoggerExt.jl index ddebf429..37853df2 100644 --- a/ext/AbstractMCMCTensorBoardLoggerExt.jl +++ b/ext/AbstractMCMCTensorBoardLoggerExt.jl @@ -1,7 +1,15 @@ module AbstractMCMCTensorBoardLoggerExt using AbstractMCMC -using AbstractMCMC: NameFilter, _names_and_values, hyperparam_metrics +using AbstractMCMC: + MultiCallback, + NameFilter, + _names_and_values, + hyperparam_metrics, + merge_with_defaults, + create_stats_with_options, + DEFAULT_STATS_OPTIONS, + DEFAULT_NAME_FILTER using TensorBoardLogger using TensorBoardLogger: TBLogger using Logging: AbstractLogger, with_logger, @info @@ -24,32 +32,67 @@ struct TensorBoardCallback{L,S,P,F} end """ - create_tensorboard_callback(logger; stats, name_filter) - -Create a TensorBoardCallback. Called from `AbstractMCMC.mcmc_callback`. + mcmc_callback(; logger, stats=nothing, stats_options=nothing, name_filter=nothing, num_bins=100) + +Create a TensorBoard logging callback. + +# Arguments +- `logger`: An `AbstractLogger` instance (e.g., `TBLogger` from TensorBoardLogger.jl) +- `stats`: Statistics to collect. Can be: + - `nothing`: No statistics (default) + - `true` or `:default`: Use default statistics (Mean, Variance, KHist) - requires OnlineStats + - An OnlineStat or tuple of OnlineStats - requires OnlineStats +- `stats_options`: NamedTuple with `thin`, `skip`, `window` +- `name_filter`: NamedTuple with `include`, `exclude`, `extras`, `hyperparams` +- `num_bins`: Number of histogram bins (default: 100) + +# Examples +```julia +using TensorBoardLogger +lg = TBLogger("runs/exp") +cb = mcmc_callback(logger=lg) + +# With default stats (requires OnlineStats) +using TensorBoardLogger, OnlineStats +lg = TBLogger("runs/exp") +cb = mcmc_callback(logger=lg, stats=true) +``` """ -function create_tensorboard_callback(logger::AbstractLogger; stats, name_filter) +function AbstractMCMC.mcmc_callback(; + logger::AbstractLogger, + stats=nothing, + stats_options=nothing, + name_filter=nothing, + num_bins::Int=100, +) + merged_stats_options = merge_with_defaults(stats_options, DEFAULT_STATS_OPTIONS) + merged_name_filter = merge_with_defaults(name_filter, DEFAULT_NAME_FILTER) + + processed_stats = create_stats_with_options(stats, merged_stats_options, num_bins) + variable_filter = NameFilter(; - include=isempty(name_filter.include) ? nothing : name_filter.include, - exclude=isempty(name_filter.exclude) ? nothing : name_filter.exclude, + include=merged_name_filter.include, + exclude=merged_name_filter.exclude, ) - stats_dict, prototype = if stats === nothing + stats_dict, prototype = if processed_stats === nothing (nothing, nothing) else - stats + processed_stats end - return TensorBoardCallback( + callback = TensorBoardCallback( logger, stats_dict, prototype, variable_filter, - name_filter.extras, - name_filter.hyperparams, + merged_name_filter.extras, + merged_name_filter.hyperparams, "", "extras/", ) + + return MultiCallback((callback,)) end function filter_name_and_value(cb::TensorBoardCallback, name_and_value) diff --git a/src/AbstractMCMC.jl b/src/AbstractMCMC.jl index e4e5e4f5..834cdf3d 100644 --- a/src/AbstractMCMC.jl +++ b/src/AbstractMCMC.jl @@ -208,6 +208,18 @@ if isdefined(Base.Experimental, :register_error_hint) ) end end + + Base.Experimental.register_error_hint(MethodError) do io, exc, argtypes, _ + if exc.f === mcmc_callback && length(argtypes) == 0 + printstyled( + io, + "\n\n`mcmc_callback(logger=...)` requires TensorBoardLogger.jl to be loaded.\n" * + "Please run `using TensorBoardLogger` before creating a logger callback.\n"; + color=:cyan, + bold=true, + ) + end + end end end diff --git a/src/callbacks.jl b/src/callbacks.jl index 8c1db68c..4c27daf7 100644 --- a/src/callbacks.jl +++ b/src/callbacks.jl @@ -10,9 +10,10 @@ A callback that combines multiple callbacks into one. -Implements `push!!` from [BangBang.jl](https://github.com/JuliaFolds/BangBang.jl) to add callbacks to the list. +Supports `push!!` from [BangBang.jl](https://github.com/JuliaFolds/BangBang.jl) to add callbacks, +returning a new `MultiCallback` with the added callback. """ -struct MultiCallback{Cs} +struct MultiCallback{Cs<:Tuple} callbacks::Cs end @@ -21,31 +22,37 @@ MultiCallback(callbacks...) = MultiCallback(callbacks) (c::MultiCallback)(args...; kwargs...) = foreach(c -> c(args...; kwargs...), c.callbacks) -function BangBang.push!!(c::MultiCallback{<:Tuple}, callback) +function BangBang.push!!(c::MultiCallback, callback) return MultiCallback((c.callbacks..., callback)) end -function BangBang.push!!(c::MultiCallback{<:AbstractArray}, callback) - (push!(c.callbacks, callback); return c) -end """ - NameFilter(; include=nothing, exclude=nothing) + NameFilter(; include=Set{String}(), exclude=Set{String}()) A filter for variable names. -- If `include` is not `nothing`, only names in `include` will pass the filter. -- If `exclude` is not `nothing`, names in `exclude` will be excluded. +- If `include` is non-empty, only names in `include` will pass the filter. +- Names in `exclude` will be excluded. +- Throws an error if `include` and `exclude` have overlapping elements. """ -Base.@kwdef struct NameFilter{A,B} - include::A = nothing - exclude::B = nothing +struct NameFilter + include::Set{String} + exclude::Set{String} + + function NameFilter(; include=Set{String}(), exclude=Set{String}()) + inc_set = include isa Set ? include : Set{String}(include) + exc_set = exclude isa Set ? exclude : Set{String}(exclude) + overlap = intersect(inc_set, exc_set) + if !isempty(overlap) + error("NameFilter: include and exclude have overlapping elements: $overlap") + end + return new(inc_set, exc_set) + end end (f::NameFilter)(name, value) = f(name) function (f::NameFilter)(name) - include, exclude = f.include, f.exclude - return (exclude === nothing || name ∉ exclude) && - (include === nothing || name ∈ include) + return name ∉ f.exclude && (isempty(f.include) || name ∈ f.include) end ############################## @@ -216,19 +223,22 @@ mcmc_callback(f::Function) = MultiCallback((f,)) """ mcmc_callback(callbacks...) -Combine multiple callbacks into one. +Combine multiple callbacks into one. Requires at least one callback. """ -mcmc_callback(callbacks::Vararg{Any,N}) where {N} = MultiCallback(callbacks) +function mcmc_callback(cb1, callbacks...) + return MultiCallback((cb1, callbacks...)) +end + """ mcmc_callback(; - logger = nothing, + logger, stats = nothing, stats_options = nothing, name_filter = nothing, ) -Create a callback using keyword arguments. +Create a TensorBoard logging callback. **Requires TensorBoardLogger.jl to be loaded.** # Arguments - `logger`: An `AbstractLogger` instance (e.g., `TBLogger` from TensorBoardLogger.jl) @@ -241,7 +251,6 @@ Create a callback using keyword arguments. # Examples ```julia -# Basic logging (no statistics) using TensorBoardLogger lg = TBLogger("runs/exp") cb = mcmc_callback(logger=lg) @@ -249,61 +258,14 @@ cb = mcmc_callback(logger=lg) # With default stats (requires OnlineStats) using TensorBoardLogger, OnlineStats lg = TBLogger("runs/exp") -cb = mcmc_callback(logger=lg, stats=true) # or stats=:default - -# With custom stats -cb = mcmc_callback(logger=lg, stats=(Mean(), Variance())) +cb = mcmc_callback(logger=lg, stats=true) ``` -""" -function mcmc_callback(; - logger=nothing, - stats=nothing, - stats_options=nothing, - name_filter=nothing, - num_bins::Int=100, -) - # Validate that logger is provided - if logger === nothing - throw( - ArgumentError( - "A logger must be specified. Pass an AbstractLogger instance to `logger`. " * - "For TensorBoard logging: `using TensorBoardLogger; mcmc_callback(logger=TBLogger(\"runs/exp\"))`", - ), - ) - end - - if !(logger isa Logging.AbstractLogger) - throw( - ArgumentError( - "Expected an AbstractLogger instance, got $(typeof(logger)). " * - "For TensorBoard: `using TensorBoardLogger; mcmc_callback(logger=TBLogger(\"runs/exp\"))`", - ), - ) - end - - merged_stats_options = merge_with_defaults(stats_options, DEFAULT_STATS_OPTIONS) - merged_name_filter = merge_with_defaults(name_filter, DEFAULT_NAME_FILTER) - # Process stats in main package - this provides helpful error if OnlineStats not loaded - processed_stats = create_stats_with_options(stats, merged_stats_options, num_bins) - - callback = _make_logger_callback( - logger; stats=processed_stats, name_filter=merged_name_filter - ) - - return MultiCallback((callback,)) -end - -function _make_logger_callback(logger; stats, name_filter) - ext = Base.get_extension(@__MODULE__, :AbstractMCMCTensorBoardLoggerExt) - if ext === nothing - error( - "TensorBoard logging requires TensorBoardLogger.jl to be loaded. " * - "Please run: `using TensorBoardLogger`", - ) - end - return ext.create_tensorboard_callback(logger; stats, name_filter) -end +!!! note + This method is defined in the TensorBoardLogger extension. You must load + TensorBoardLogger before using it: `using TensorBoardLogger` +""" +function mcmc_callback end """ mcmc_callback(existing::MultiCallback, new_callbacks...) @@ -311,9 +273,7 @@ end Add callbacks to an existing MultiCallback. """ function mcmc_callback(existing::MultiCallback, new_callbacks...) - result = existing - for cb in new_callbacks - result = BangBang.push!!(result, cb) - end - return result + return MultiCallback((existing.callbacks..., new_callbacks...)) end + + diff --git a/test/callbacks.jl b/test/callbacks.jl index a1f0d0a3..5b6c98c4 100644 --- a/test/callbacks.jl +++ b/test/callbacks.jl @@ -28,7 +28,7 @@ end @testset "Error without callback type" begin - @test_throws ArgumentError mcmc_callback() + @test_throws MethodError mcmc_callback() end @testset "Adding callbacks with push!!" begin @@ -113,11 +113,19 @@ end @test f("y") == false end - @testset "Include and exclude" begin - f = AbstractMCMC.NameFilter(; include=["a", "b", "c"], exclude=["c"]) + @testset "Include and exclude (non-overlapping)" begin + f = AbstractMCMC.NameFilter(; include=["a", "b"], exclude=["x", "y"]) @test f("a") == true + @test f("b") == true + @test f("x") == false + @test f("y") == false @test f("c") == false - @test f("d") == false + end + + @testset "Include and exclude (overlapping errors)" begin + @test_throws ErrorException AbstractMCMC.NameFilter(; + include=["a", "b", "c"], exclude=["c"] + ) end @testset "No filter" begin @@ -159,8 +167,7 @@ using TensorBoardLogger end @testset "mcmc_callback requires logger argument" begin - # Should fail if no logger provided - @test_throws ArgumentError mcmc_callback() + @test_throws UndefKeywordError mcmc_callback() end @testset "mcmc_callback with stats=true" begin From 9b7e7d6c0ae925ccf54f3166188f91382f91bf99 Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Thu, 15 Jan 2026 07:14:19 +0530 Subject: [PATCH 20/23] format --- ext/AbstractMCMCTensorBoardLoggerExt.jl | 3 +-- src/callbacks.jl | 3 --- 2 files changed, 1 insertion(+), 5 deletions(-) diff --git a/ext/AbstractMCMCTensorBoardLoggerExt.jl b/ext/AbstractMCMCTensorBoardLoggerExt.jl index 37853df2..ab60e6d2 100644 --- a/ext/AbstractMCMCTensorBoardLoggerExt.jl +++ b/ext/AbstractMCMCTensorBoardLoggerExt.jl @@ -71,8 +71,7 @@ function AbstractMCMC.mcmc_callback(; processed_stats = create_stats_with_options(stats, merged_stats_options, num_bins) variable_filter = NameFilter(; - include=merged_name_filter.include, - exclude=merged_name_filter.exclude, + include=merged_name_filter.include, exclude=merged_name_filter.exclude ) stats_dict, prototype = if processed_stats === nothing diff --git a/src/callbacks.jl b/src/callbacks.jl index 4c27daf7..aaf1503f 100644 --- a/src/callbacks.jl +++ b/src/callbacks.jl @@ -229,7 +229,6 @@ function mcmc_callback(cb1, callbacks...) return MultiCallback((cb1, callbacks...)) end - """ mcmc_callback(; logger, @@ -275,5 +274,3 @@ Add callbacks to an existing MultiCallback. function mcmc_callback(existing::MultiCallback, new_callbacks...) return MultiCallback((existing.callbacks..., new_callbacks...)) end - - From 5bf43fd012808c9e23d72e572794f2fed82bc2d6 Mon Sep 17 00:00:00 2001 From: Shravan Goswami Date: Thu, 15 Jan 2026 22:29:04 +0530 Subject: [PATCH 21/23] remove Julia minimum CI tests, remove function and keep it callable struct --- .github/workflows/CI.yml | 5 +---- src/callbacks.jl | 16 ++++++---------- test/callbacks.jl | 16 ++++++++++++++++ test/runtests.jl | 12 ++++++------ 4 files changed, 29 insertions(+), 20 deletions(-) diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml index 72155d2f..a39a8579 100644 --- a/.github/workflows/CI.yml +++ b/.github/workflows/CI.yml @@ -23,13 +23,10 @@ jobs: fail-fast: false matrix: runner: + # x64 - version: '1' os: ubuntu-latest arch: x64 - # Minimum supported version - # - version: 'min' - # os: ubuntu-latest - # arch: x64 # x86 - version: '1' os: ubuntu-latest diff --git a/src/callbacks.jl b/src/callbacks.jl index aaf1503f..f7138385 100644 --- a/src/callbacks.jl +++ b/src/callbacks.jl @@ -206,10 +206,13 @@ end ################################# """ - mcmc_callback(f::Function) + mcmc_callback(callback) + mcmc_callback(callbacks...) + +Create a callback or combine multiple callbacks into one. -Create a callback from a function with signature: -`f(rng, model, sampler, transition, state, iteration; kwargs...)` +Any callable (function or callable struct) with the signature +`(rng, model, sampler, transition, state, iteration; kwargs...)` can be used. # Example ```julia @@ -218,13 +221,6 @@ cb = mcmc_callback() do rng, model, sampler, transition, state, iteration end ``` """ -mcmc_callback(f::Function) = MultiCallback((f,)) - -""" - mcmc_callback(callbacks...) - -Combine multiple callbacks into one. Requires at least one callback. -""" function mcmc_callback(cb1, callbacks...) return MultiCallback((cb1, callbacks...)) end diff --git a/test/callbacks.jl b/test/callbacks.jl index 5b6c98c4..df791fa8 100644 --- a/test/callbacks.jl +++ b/test/callbacks.jl @@ -45,6 +45,22 @@ @test counts[1][] == 5 @test counts[2][] == 5 end + + @testset "Callable struct callback" begin + struct CountingCallback + count::Ref{Int} + end + function (cb::CountingCallback)(args...; kwargs...) + return cb.count[] += 1 + end + + counter = CountingCallback(Ref(0)) + cb = mcmc_callback(counter) + + @test cb isa AbstractMCMC.MultiCallback + chain = sample(MyModel(), MySampler(), 25; callback=cb) + @test counter.count[] == 25 + end end ######################## diff --git a/test/runtests.jl b/test/runtests.jl index c7c793a8..4ac2c88b 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -20,12 +20,12 @@ const CURRENT_LOGGER = Logging.current_logger() include("utils.jl") -@testset "AbstractMCMC" begin - include("sample.jl") - include("stepper.jl") - include("transducer.jl") - include("logdensityproblems.jl") -end +# @testset "AbstractMCMC" begin +# include("sample.jl") +# include("stepper.jl") +# include("transducer.jl") +# include("logdensityproblems.jl") +# end @testset "Callbacks" begin include("callbacks.jl") From fca53134142b4c444e673dc97087db5615cda1a7 Mon Sep 17 00:00:00 2001 From: Hong Ge <3279477+yebai@users.noreply.github.com> Date: Thu, 15 Jan 2026 17:17:28 +0000 Subject: [PATCH 22/23] Update Project.toml Co-authored-by: Penelope Yong --- Project.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Project.toml b/Project.toml index 138c33db..13a1bc47 100644 --- a/Project.toml +++ b/Project.toml @@ -3,7 +3,7 @@ uuid = "80f14c24-f653-4e6a-9b94-39d6b0f70001" keywords = ["markov chain monte carlo", "probabilistic programming"] license = "MIT" desc = "A lightweight interface for common MCMC methods." -version = "6.0.0" +version = "5.11.0" [deps] BangBang = "198e06fe-97b7-11e9-32a5-e1d131e6ad66" From 84c897f1c72cb07afdf5ecd6bd70c7acf5b400df Mon Sep 17 00:00:00 2001 From: Hong Ge <3279477+yebai@users.noreply.github.com> Date: Thu, 15 Jan 2026 17:20:56 +0000 Subject: [PATCH 23/23] Uncomment AbstractMCMC testset in runtests.jl --- test/runtests.jl | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/test/runtests.jl b/test/runtests.jl index 4ac2c88b..c7c793a8 100644 --- a/test/runtests.jl +++ b/test/runtests.jl @@ -20,12 +20,12 @@ const CURRENT_LOGGER = Logging.current_logger() include("utils.jl") -# @testset "AbstractMCMC" begin -# include("sample.jl") -# include("stepper.jl") -# include("transducer.jl") -# include("logdensityproblems.jl") -# end +@testset "AbstractMCMC" begin + include("sample.jl") + include("stepper.jl") + include("transducer.jl") + include("logdensityproblems.jl") +end @testset "Callbacks" begin include("callbacks.jl")