From cce015ee3317de4a10905a6f4f86fd7f28c79603 Mon Sep 17 00:00:00 2001 From: Leon Lan Date: Fri, 1 Sep 2023 08:56:04 +0200 Subject: [PATCH 01/13] Deprecate RandomState in favor of Generator --- alns/ALNS.py | 36 +++++++-------- alns/accept/tests/test_adaptive_threshold.py | 46 +++++++++---------- alns/accept/tests/test_great_deluge.py | 12 ++--- alns/accept/tests/test_hill_climbing.py | 6 +-- .../test_late_acceptance_hill_climbing.py | 42 ++++++++--------- .../tests/test_non_linear_great_deluge.py | 16 +++---- alns/accept/tests/test_random_walk.py | 6 +-- .../tests/test_record_to_record_travel.py | 14 +++--- alns/accept/tests/test_simulated_annealing.py | 8 ++-- alns/accept/tests/test_threshold_accept.py | 14 +++--- alns/accept/tests/test_worse_accept.py | 12 ++--- alns/select/MABSelector.py | 4 +- alns/select/OperatorSelectionScheme.py | 8 ++-- alns/select/RandomSelect.py | 4 +- alns/select/RouletteWheel.py | 10 ++-- alns/select/SegmentedRouletteWheel.py | 4 +- alns/select/tests/test_alpha_ucb.py | 4 +- alns/select/tests/test_mab_selector.py | 8 ++-- alns/select/tests/test_random_select.py | 16 +++---- alns/select/tests/test_roulette_wheel.py | 4 +- .../tests/test_segmented_roulette_wheel.py | 4 +- alns/stop/MaxIterations.py | 4 +- alns/stop/MaxRuntime.py | 4 +- alns/stop/StoppingCriterion.py | 6 +-- alns/tests/test_alns.py | 10 ++-- alns/tests/test_result.py | 6 +-- docs/source/setup/template.rst | 6 +-- 27 files changed, 157 insertions(+), 157 deletions(-) diff --git a/alns/ALNS.py b/alns/ALNS.py index cd2d2724..297b3948 100644 --- a/alns/ALNS.py +++ b/alns/ALNS.py @@ -19,7 +19,7 @@ class _OperatorType(Protocol): def __call__( self, state: State, - rnd_state: rnd.RandomState, + rng: rnd.Generator, **kwargs, ) -> State: pass # pragma: no cover @@ -28,7 +28,7 @@ def __call__( class _CallbackType(Protocol): __name__: str - def __call__(self, state: State, rnd_state: rnd.RandomState, **kwargs): + def __call__(self, state: State, rng: rnd.Generator, **kwargs): pass # pragma: no cover @@ -47,7 +47,7 @@ class ALNS: callback functions (registered via :meth:`~alns.ALNS.ALNS.on_best`, :meth:`~alns.ALNS.ALNS.on_better`, :meth:`~alns.ALNS.ALNS.on_accept`, or :meth:`~alns.ALNS.ALNS.on_reject`) should take a candidate - :class:`~alns.State.State` and :class:`~numpy.random.RandomState` as + :class:`~alns.State.State` and :class:`~numpy.random.Generator` as arguments. Unlike the operators, no solution should be returned: if desired, the given candidate solution should be modified in-place instead. Note that this solution is **not** evaluated again (so a @@ -55,11 +55,11 @@ class ALNS: Parameters ---------- - rnd_state - Optional random state to use for random number generation. When - passed, this state is used for operator selection and general - computations requiring random numbers. It is also passed to the - destroy and repair operators, as a second argument. + rng + Optional random number generator (RNG). When passed, this generator + is used for operator selection and general computations requiring + random numbers. It is also passed to the destroy and repair operators, + as a second argument. References ---------- @@ -68,8 +68,8 @@ class ALNS: - 420). Springer. """ - def __init__(self, rnd_state: rnd.RandomState = rnd.RandomState()): - self._rnd_state = rnd_state + def __init__(self, rng: rnd.Generator = rnd.default_rng()): + self._rng = rng self._d_ops: Dict[str, _OperatorType] = {} self._r_ops: Dict[str, _OperatorType] = {} @@ -121,7 +121,7 @@ def add_destroy_operator( op An operator that, when applied to the current state, returns a new state reflecting its implemented destroy action. Its second - argument is the random state passed to the ALNS instance. + argument is the RNG passed to the ALNS instance. name Optional name argument, naming the operator. When not passed, the function name is used instead. @@ -140,7 +140,7 @@ def add_repair_operator( op An operator that, when applied to the destroyed state, returns a new state reflecting its implemented repair action. Its second - argument is the random state passed to the ALNS instance. + argument is the RNG passed to the ALNS instance. name Optional name argument, naming the operator. When not passed, the function name is used instead. @@ -212,16 +212,16 @@ class of vehicle routing problems with backhauls. *European stats.collect_objective(init_obj) stats.collect_runtime(time.perf_counter()) - while not stop(self._rnd_state, best, curr): - d_idx, r_idx = op_select(self._rnd_state, best, curr) + while not stop(self._rng, best, curr): + d_idx, r_idx = op_select(self._rng, best, curr) d_name, d_operator = self.destroy_operators[d_idx] r_name, r_operator = self.repair_operators[r_idx] logger.debug(f"Selected operators {d_name} and {r_name}.") - destroyed = d_operator(curr, self._rnd_state, **kwargs) - cand = r_operator(destroyed, self._rnd_state, **kwargs) + destroyed = d_operator(curr, self._rng, **kwargs) + cand = r_operator(destroyed, self._rng, **kwargs) best, curr, outcome = self._eval_cand( accept, best, curr, cand, **kwargs @@ -295,7 +295,7 @@ def _eval_cand( func = self._on_outcome.get(outcome) if callable(func): - func(cand, self._rnd_state, **kwargs) + func(cand, self._rng, **kwargs) if outcome == Outcome.BEST: return cand, cand, outcome @@ -317,7 +317,7 @@ def _determine_outcome( """ outcome = Outcome.REJECT - if accept(self._rnd_state, best, curr, cand): # accept candidate + if accept(self._rng, best, curr, cand): # accept candidate outcome = Outcome.ACCEPT if cand.objective() < curr.objective(): diff --git a/alns/accept/tests/test_adaptive_threshold.py b/alns/accept/tests/test_adaptive_threshold.py index a0c2822b..bda2d024 100644 --- a/alns/accept/tests/test_adaptive_threshold.py +++ b/alns/accept/tests/test_adaptive_threshold.py @@ -39,49 +39,49 @@ def test_gamma(gamma): def test_accepts_below_threshold(): adaptive_threshold = AdaptiveThreshold(eta=0.5, gamma=4) - adaptive_threshold(rnd.RandomState(), One(), One(), One()) - adaptive_threshold(rnd.RandomState(), One(), One(), Zero()) + adaptive_threshold(rnd.default_rng(), One(), One(), One()) + adaptive_threshold(rnd.default_rng(), One(), One(), Zero()) # The threshold is set at 0 + 0.5 * (0.5 - 0) = 0.25 - assert_(adaptive_threshold(rnd.RandomState(), One(), One(), Zero())) + assert_(adaptive_threshold(rnd.default_rng(), One(), One(), Zero())) def test_rejects_above_threshold(): adaptive_threshold = AdaptiveThreshold(eta=0.5, gamma=4) - adaptive_threshold(rnd.RandomState(), One(), One(), Two()) - adaptive_threshold(rnd.RandomState(), One(), One(), Zero()) + adaptive_threshold(rnd.default_rng(), One(), One(), Two()) + adaptive_threshold(rnd.default_rng(), One(), One(), Zero()) # The threshold is set at 0 + 0.5 * (1 - 0) = 0.5 - assert_(not adaptive_threshold(rnd.RandomState(), One(), One(), One())) + assert_(not adaptive_threshold(rnd.default_rng(), One(), One(), One())) def test_accepts_equal_threshold(): accept = AdaptiveThreshold(eta=0.5, gamma=4) - accept(rnd.RandomState(), One(), One(), VarObj(7100)) - accept(rnd.RandomState(), One(), One(), VarObj(7200)) + accept(rnd.default_rng(), One(), One(), VarObj(7100)) + accept(rnd.default_rng(), One(), One(), VarObj(7200)) # The threshold is set at 7100 + 0.5 * (7140 - 7100) = 7120 - assert_(accept(rnd.RandomState(), One(), One(), VarObj(7120))) + assert_(accept(rnd.default_rng(), One(), One(), VarObj(7120))) def test_accepts_over_gamma_candidates(): accept = AdaptiveThreshold(eta=0.2, gamma=3) - accept(rnd.RandomState(), One(), One(), VarObj(7100)) - accept(rnd.RandomState(), One(), One(), VarObj(7200)) - accept(rnd.RandomState(), One(), One(), VarObj(7200)) + accept(rnd.default_rng(), One(), One(), VarObj(7100)) + accept(rnd.default_rng(), One(), One(), VarObj(7200)) + accept(rnd.default_rng(), One(), One(), VarObj(7200)) # The threshold is set at 7000 + 0.2 * (7133.33 - 7000) = 7013.33 - assert_(accept(rnd.RandomState(), One(), One(), VarObj(7000))) + assert_(accept(rnd.default_rng(), One(), One(), VarObj(7000))) def test_rejects_over_gamma_candidates(): accept = AdaptiveThreshold(eta=0.2, gamma=3) for value in [7100, 7200, 7200, 7000]: - accept(rnd.RandomState(), One(), One(), VarObj(value)) + accept(rnd.default_rng(), One(), One(), VarObj(value)) # The threshold is set at 7000 + 0.2 * (7100 - 7000) = 7020 - result = accept(rnd.RandomState(), One(), One(), VarObj(7100)) + result = accept(rnd.default_rng(), One(), One(), VarObj(7100)) assert_(not result) @@ -92,14 +92,14 @@ def test_evaluate_consecutive_solutions(): accept = AdaptiveThreshold(eta=0.5, gamma=4) # The threshold is set at 7100, hence the solution is accepted. - assert_(accept(rnd.RandomState(), One(), One(), VarObj(7100))) + assert_(accept(rnd.default_rng(), One(), One(), VarObj(7100))) # The threshold is set at 7125, hence the solution is accepted. - result = accept(rnd.RandomState(), One(), One(), VarObj(7200)) + result = accept(rnd.default_rng(), One(), One(), VarObj(7200)) assert_(not result) # The threshold is set at 7120, hence the solution is accepted. - assert_(accept(rnd.RandomState(), One(), One(), VarObj(7120))) + assert_(accept(rnd.default_rng(), One(), One(), VarObj(7120))) def test_history(): @@ -108,17 +108,17 @@ def test_history(): """ accept = AdaptiveThreshold(eta=0.5, gamma=4) - accept(rnd.RandomState(), One(), One(), VarObj(7100)) + accept(rnd.default_rng(), One(), One(), VarObj(7100)) assert_equal(accept.history, [7100]) - accept(rnd.RandomState(), One(), One(), VarObj(7200)) + accept(rnd.default_rng(), One(), One(), VarObj(7200)) assert_equal(accept.history, [7100, 7200]) - accept(rnd.RandomState(), One(), One(), VarObj(7120)) + accept(rnd.default_rng(), One(), One(), VarObj(7120)) assert_equal(accept.history, [7100, 7200, 7120]) - accept(rnd.RandomState(), One(), One(), VarObj(7100)) + accept(rnd.default_rng(), One(), One(), VarObj(7100)) assert_equal(accept.history, [7100, 7200, 7120, 7100]) - accept(rnd.RandomState(), One(), One(), VarObj(7200)) + accept(rnd.default_rng(), One(), One(), VarObj(7200)) assert_equal(accept.history, [7200, 7120, 7100, 7200]) diff --git a/alns/accept/tests/test_great_deluge.py b/alns/accept/tests/test_great_deluge.py index ad8db4d7..2e6448a6 100644 --- a/alns/accept/tests/test_great_deluge.py +++ b/alns/accept/tests/test_great_deluge.py @@ -40,21 +40,21 @@ def test_accepts_below_threshold(): great_deluge = GreatDeluge(2.01, 0.5) # Initial threshold is set at 2.01, hence Two should be accepted - assert_(great_deluge(rnd.RandomState(), One(), Zero(), Two())) + assert_(great_deluge(rnd.default_rng(), One(), Zero(), Two())) def test_rejects_above_threshold(): great_deluge = GreatDeluge(1.01, 0.5) # Initial threshold is set at 1.01, hence Two should be rejected - assert_(not great_deluge(rnd.RandomState(), One(), Zero(), Two())) + assert_(not great_deluge(rnd.default_rng(), One(), Zero(), Two())) def test_rejects_equal_threshold(): great_deluge = GreatDeluge(2, 0.5) # Initial threshold is set at 2, hence Two should be rejected - assert_(not great_deluge(rnd.RandomState(), One(), Zero(), Two())) + assert_(not great_deluge(rnd.default_rng(), One(), Zero(), Two())) def test_evaluate_consecutive_solutions(): @@ -65,11 +65,11 @@ def test_evaluate_consecutive_solutions(): # The initial threshold is set at 2*0 = 0, so the first candidate with # value one is rejected. The threshold is updated to 0.01. - assert_(not great_deluge(rnd.RandomState(), Zero(), Zero(), One())) + assert_(not great_deluge(rnd.default_rng(), Zero(), Zero(), One())) # The second candidate is below the threshold (0 < 0.01), hence accepted. # The threshold is updated to 0.0099. - assert_(great_deluge(rnd.RandomState(), Zero(), Zero(), Zero())) + assert_(great_deluge(rnd.default_rng(), Zero(), Zero(), Zero())) # The third candidate is below the threshold (0 < 0.0099), hence accepted. - assert_(great_deluge(rnd.RandomState(), Zero(), Zero(), Zero())) + assert_(great_deluge(rnd.default_rng(), Zero(), Zero(), Zero())) diff --git a/alns/accept/tests/test_hill_climbing.py b/alns/accept/tests/test_hill_climbing.py index e206cf0a..60e6117c 100644 --- a/alns/accept/tests/test_hill_climbing.py +++ b/alns/accept/tests/test_hill_climbing.py @@ -10,7 +10,7 @@ def test_accepts_better(): Tests if the hill climbing method accepts a better solution. """ hill_climbing = HillClimbing() - assert_(hill_climbing(rnd.RandomState(), One(), One(), Zero())) + assert_(hill_climbing(rnd.default_rng(), One(), One(), Zero())) def test_rejects_worse(): @@ -18,7 +18,7 @@ def test_rejects_worse(): Tests if the hill climbing method accepts a worse solution. """ hill_climbing = HillClimbing() - assert_(not hill_climbing(rnd.RandomState(), Zero(), Zero(), One())) + assert_(not hill_climbing(rnd.default_rng(), Zero(), Zero(), One())) def test_accepts_equal(): @@ -27,4 +27,4 @@ def test_accepts_equal(): same objective value. """ hill_climbing = HillClimbing() - assert_(hill_climbing(rnd.RandomState(), Zero(), Zero(), Zero())) + assert_(hill_climbing(rnd.default_rng(), Zero(), Zero(), Zero())) diff --git a/alns/accept/tests/test_late_acceptance_hill_climbing.py b/alns/accept/tests/test_late_acceptance_hill_climbing.py index c360062b..edd7b807 100644 --- a/alns/accept/tests/test_late_acceptance_hill_climbing.py +++ b/alns/accept/tests/test_late_acceptance_hill_climbing.py @@ -40,10 +40,10 @@ def test_zero_lookback_period(greedy, better_history): """ lahc = LateAcceptanceHillClimbing(0, greedy, better_history) - assert_(lahc(rnd.RandomState(), Zero(), Two(), One())) - assert_(not lahc(rnd.RandomState(), Zero(), One(), One())) - assert_(not lahc(rnd.RandomState(), Zero(), Zero(), Zero())) - assert_(lahc(rnd.RandomState(), Zero(), Two(), One())) + assert_(lahc(rnd.default_rng(), Zero(), Two(), One())) + assert_(not lahc(rnd.default_rng(), Zero(), One(), One())) + assert_(not lahc(rnd.default_rng(), Zero(), Zero(), Zero())) + assert_(lahc(rnd.default_rng(), Zero(), Two(), One())) @mark.parametrize("lookback_period", [0, 3, 10, 50]) @@ -54,12 +54,12 @@ def test_accept(lookback_period): """ lahc = LateAcceptanceHillClimbing(lookback_period, False, False) - assert_(lahc(rnd.RandomState(), Zero(), Two(), One())) + assert_(lahc(rnd.default_rng(), Zero(), Two(), One())) for _ in range(lookback_period): # The then-current solution `lookback_period` iterations ago is 2, so # the candidate solution with value 1 should be accepted. - assert_(lahc(rnd.RandomState(), Zero(), One(), One())) + assert_(lahc(rnd.default_rng(), Zero(), One(), One())) @mark.parametrize("lookback_period", [0, 3, 10, 50]) @@ -71,11 +71,11 @@ def test_reject(lookback_period): lahc = LateAcceptanceHillClimbing(lookback_period, False, False) for _ in range(lookback_period): - assert_(lahc(rnd.RandomState(), Zero(), One(), Zero())) + assert_(lahc(rnd.default_rng(), Zero(), One(), Zero())) # The then-current solution from `lookback_period` iterations ago has # value 1, so the candidate solution with value 1 should be rejected. - assert_(not lahc(rnd.RandomState(), Zero(), Zero(), One())) + assert_(not lahc(rnd.default_rng(), Zero(), Zero(), One())) @mark.parametrize("lookback_period", [0, 3, 10, 50]) @@ -87,13 +87,13 @@ def test_greedy_accept(lookback_period): """ lahc = LateAcceptanceHillClimbing(lookback_period, True, False) - assert_(not lahc(rnd.RandomState(), Zero(), Zero(), Two())) + assert_(not lahc(rnd.default_rng(), Zero(), Zero(), Two())) for _ in range(lookback_period): # The candidate solution (1) is accepted because it is better than the # current solution (2), despite being worse than the compared # historial solution from `lookback_period` iterations ago (1). - assert_(lahc(rnd.RandomState(), Zero(), Two(), One())) + assert_(lahc(rnd.default_rng(), Zero(), Two(), One())) def test_better_history_small_example(): @@ -103,14 +103,14 @@ def test_better_history_small_example(): """ lahc = LateAcceptanceHillClimbing(1, False, True) - assert_(lahc(rnd.RandomState(), Zero(), One(), Zero())) - assert_(lahc(rnd.RandomState(), Zero(), Two(), Zero())) + assert_(lahc(rnd.default_rng(), Zero(), One(), Zero())) + assert_(lahc(rnd.default_rng(), Zero(), Two(), Zero())) # Previous current stays at 1 because 2 was not better - assert_(not lahc(rnd.RandomState(), Zero(), Zero(), One())) + assert_(not lahc(rnd.default_rng(), Zero(), Zero(), One())) # Previous current is updated to Zero - assert_(not lahc(rnd.RandomState(), Zero(), Zero(), Zero())) + assert_(not lahc(rnd.default_rng(), Zero(), Zero(), Zero())) @mark.parametrize("lookback_period", [3, 10, 50]) @@ -123,16 +123,16 @@ def test_better_history_reject(lookback_period): lahc = LateAcceptanceHillClimbing(lookback_period, False, True) for _ in range(lookback_period): - assert_(not lahc(rnd.RandomState(), Zero(), One(), Two())) + assert_(not lahc(rnd.default_rng(), Zero(), One(), Two())) for _ in range(lookback_period): # The current solutions are not stored because they are worse # than the historial current solutions - assert_(not lahc(rnd.RandomState(), Zero(), Two(), Two())) + assert_(not lahc(rnd.default_rng(), Zero(), Two(), Two())) for _ in range(lookback_period): # The candidates (1) do not improve the historical solutions (1) - assert_(not lahc(rnd.RandomState(), Zero(), Two(), One())) + assert_(not lahc(rnd.default_rng(), Zero(), Two(), One())) def test_full_example(): @@ -144,17 +144,17 @@ def test_full_example(): # The first iteration compares candidate (1) against current (2) # and stores current in the history. - assert_(lahc(rnd.RandomState(), Zero(), Two(), One())) + assert_(lahc(rnd.default_rng(), Zero(), Two(), One())) # The second candidate (1) is accepted based on late-acceptance (2). # The historical value is updated to 1. - assert_(lahc(rnd.RandomState(), Zero(), One(), One())) + assert_(lahc(rnd.default_rng(), Zero(), One(), One())) # The third candidate (1) is accepted based on greedy comparison with # the current solution (2). The historical value is not updated because # the current does not improve the historical value (1). - assert_(lahc(rnd.RandomState(), Zero(), Two(), One())) + assert_(lahc(rnd.default_rng(), Zero(), Two(), One())) # The fourth candidate (1) is not accepted because it does not improve # the current (1) nor does it improve the historical value (1). - assert_(not lahc(rnd.RandomState(), Zero(), One(), One())) + assert_(not lahc(rnd.default_rng(), Zero(), One(), One())) diff --git a/alns/accept/tests/test_non_linear_great_deluge.py b/alns/accept/tests/test_non_linear_great_deluge.py index 3a685a5a..e6ab94eb 100644 --- a/alns/accept/tests/test_non_linear_great_deluge.py +++ b/alns/accept/tests/test_non_linear_great_deluge.py @@ -51,14 +51,14 @@ def test_raise_zero_best(): nlgd = NonLinearGreatDeluge(2, 0.1, 0.01, 1) with assert_raises(ValueError): - nlgd(rnd.RandomState(), Zero(), One(), One()) + nlgd(rnd.default_rng(), Zero(), One(), One()) def test_accepts_below_threshold(): nlgd = NonLinearGreatDeluge(1.01, 0.5, 0.01, 1) # Initial threshold is set at 1.01, hence One should be accepted. - assert_(nlgd(rnd.RandomState(), One(), Zero(), One())) + assert_(nlgd(rnd.default_rng(), One(), Zero(), One())) def test_rejects_above_threshold(): @@ -66,7 +66,7 @@ def test_rejects_above_threshold(): # Initial threshold is set at 1.99 and the current solution is Zero, # hence Two should be rejected. - assert_(not nlgd(rnd.RandomState(), One(), Zero(), Two())) + assert_(not nlgd(rnd.default_rng(), One(), Zero(), Two())) def test_rejects_equal_threshold(): @@ -74,7 +74,7 @@ def test_rejects_equal_threshold(): # Initial threshold is set at 2 and the current solution is Zero, # hence Two should be rejected. - assert_(not nlgd(rnd.RandomState(), One(), Zero(), Two())) + assert_(not nlgd(rnd.default_rng(), One(), Zero(), Two())) def test_accepts_improving_current(): @@ -82,7 +82,7 @@ def test_accepts_improving_current(): # Candidate is not below the threshold (2 == 2) but does improve the # current solution (2 < 3), hence candidate should be accepted. - assert_(nlgd(rnd.RandomState(), One(), VarObj(3), Two())) + assert_(nlgd(rnd.default_rng(), One(), VarObj(3), Two())) def test_evaluate_consecutive_solutions(): @@ -96,6 +96,6 @@ def test_evaluate_consecutive_solutions(): # candidate is below the threshold (0 < 1.51), so the second should be # accepted. The threshold is then exponentially decreased to 1.20. The # third candidate is below the theshold (1 < 1.20) and is accepted. - assert_(not nlgd(rnd.RandomState(), One(), Zero(), Two())) - assert_(nlgd(rnd.RandomState(), One(), Zero(), Zero())) - assert_(nlgd(rnd.RandomState(), One(), Zero(), One())) + assert_(not nlgd(rnd.default_rng(), One(), Zero(), Two())) + assert_(nlgd(rnd.default_rng(), One(), Zero(), Zero())) + assert_(nlgd(rnd.default_rng(), One(), Zero(), One())) diff --git a/alns/accept/tests/test_random_walk.py b/alns/accept/tests/test_random_walk.py index eda1e609..0847bcb6 100644 --- a/alns/accept/tests/test_random_walk.py +++ b/alns/accept/tests/test_random_walk.py @@ -10,7 +10,7 @@ def test_accepts_better(): Tests if the random walk method accepts a better solution. """ random_walk = RandomWalk() - assert_(random_walk(rnd.RandomState(), One(), One(), Zero())) + assert_(random_walk(rnd.default_rng(), One(), One(), Zero())) def test_accepts_worse(): @@ -18,7 +18,7 @@ def test_accepts_worse(): Tests if the random walk method accepts a worse solution. """ random_walk = RandomWalk() - assert_(random_walk(rnd.RandomState(), Zero(), Zero(), One())) + assert_(random_walk(rnd.default_rng(), Zero(), Zero(), One())) def test_accepts_equal(): @@ -27,4 +27,4 @@ def test_accepts_equal(): same objective value. """ random_walk = RandomWalk() - assert_(random_walk(rnd.RandomState(), Zero(), Zero(), Zero())) + assert_(random_walk(rnd.default_rng(), Zero(), Zero(), Zero())) diff --git a/alns/accept/tests/test_record_to_record_travel.py b/alns/accept/tests/test_record_to_record_travel.py index 9259c0e6..ab6ce328 100644 --- a/alns/accept/tests/test_record_to_record_travel.py +++ b/alns/accept/tests/test_record_to_record_travel.py @@ -58,7 +58,7 @@ def test_properties(start, end, step, method): def test_accepts_better(): record_travel = RecordToRecordTravel(1, 0, 0.1) - assert_(record_travel(rnd.RandomState(), One(), Zero(), Zero())) + assert_(record_travel(rnd.default_rng(), One(), Zero(), Zero())) def test_rejects_worse(): @@ -66,7 +66,7 @@ def test_rejects_worse(): # This results in a relative worsening of plus one, which is bigger than # the threshold (0.5). - assert_(not record_travel(rnd.RandomState(), Zero(), Zero(), One())) + assert_(not record_travel(rnd.default_rng(), Zero(), Zero(), One())) def test_accepts_equal(): @@ -74,7 +74,7 @@ def test_accepts_equal(): # Even a the strictest threshold, this should be accepted since the # relative improvement is zero (they are equal). - assert_(record_travel(rnd.RandomState(), Zero(), Zero(), Zero())) + assert_(record_travel(rnd.default_rng(), Zero(), Zero(), Zero())) def test_linear_threshold_update(): @@ -84,10 +84,10 @@ def test_linear_threshold_update(): # worsening is plus one, so this should be accepted (lower or equal to # threshold). for _ in range(5): - assert_(record_travel(rnd.RandomState(), Zero(), Zero(), One())) + assert_(record_travel(rnd.default_rng(), Zero(), Zero(), One())) # Threshold is now zero, so this should no longer be accepted. - assert_(not record_travel(rnd.RandomState(), Zero(), Zero(), One())) + assert_(not record_travel(rnd.default_rng(), Zero(), Zero(), One())) def test_exponential_threshold_update(): @@ -96,8 +96,8 @@ def test_exponential_threshold_update(): # The relative worsening is plus one, so this should be accepted initially, # as the threshold is 5, resp. 0.5. In the second case, 1 > 0.5, so the # second should be rejected. - assert_(record_travel(rnd.RandomState(), Zero(), Zero(), One())) - assert_(not record_travel(rnd.RandomState(), Zero(), Zero(), One())) + assert_(record_travel(rnd.default_rng(), Zero(), Zero(), One())) + assert_(not record_travel(rnd.default_rng(), Zero(), Zero(), One())) @mark.parametrize( diff --git a/alns/accept/tests/test_simulated_annealing.py b/alns/accept/tests/test_simulated_annealing.py index f7742db9..21576519 100644 --- a/alns/accept/tests/test_simulated_annealing.py +++ b/alns/accept/tests/test_simulated_annealing.py @@ -99,7 +99,7 @@ def test_end_temperature(end: float): def test_accepts_better(): for _ in range(1, 100): simulated_annealing = SimulatedAnnealing(2, 1, 1) - assert_(simulated_annealing(rnd.RandomState(), One(), Zero(), Zero())) + assert_(simulated_annealing(rnd.default_rng(), One(), Zero(), Zero())) def test_accepts_equal(): @@ -108,7 +108,7 @@ def test_accepts_equal(): for _ in range(100): # This results in an acceptance probability of exp{0}, that is, one. # Thus, the candidate state should always be accepted. - assert_(simulated_annealing(rnd.RandomState(), One(), One(), One())) + assert_(simulated_annealing(rnd.default_rng(), One(), One(), One())) def test_linear_random_solutions(): @@ -118,7 +118,7 @@ def test_linear_random_solutions(): """ simulated_annealing = SimulatedAnnealing(2, 1, 1, "linear") - state = rnd.RandomState(0) + state = rnd.default_rng(0) # Using the above seed, the first two random numbers are 0.55 and .72, # respectively. The acceptance probability is 0.61 first, so the first @@ -136,7 +136,7 @@ def test_exponential_random_solutions(): """ simulated_annealing = SimulatedAnnealing(2, 1, 0.5, "exponential") - state = rnd.RandomState(0) + state = rnd.default_rng(0) assert_(simulated_annealing(state, Zero(), Zero(), One())) assert_(not simulated_annealing(state, Zero(), Zero(), One())) diff --git a/alns/accept/tests/test_threshold_accept.py b/alns/accept/tests/test_threshold_accept.py index 3adeb879..8fd7d738 100644 --- a/alns/accept/tests/test_threshold_accept.py +++ b/alns/accept/tests/test_threshold_accept.py @@ -11,7 +11,7 @@ def test_accepts_better(): threshold_accept = RecordToRecordTravel(1, 0, 0.1, cmp_best=False) - assert_(threshold_accept(rnd.RandomState(), Zero(), One(), Zero())) + assert_(threshold_accept(rnd.default_rng(), Zero(), One(), Zero())) def test_rejects_worse(): @@ -19,7 +19,7 @@ def test_rejects_worse(): # This results in a relative worsening of plus one, which is bigger than # the threshold (0.5). - assert_(not threshold_accept(rnd.RandomState(), Zero(), Zero(), One())) + assert_(not threshold_accept(rnd.default_rng(), Zero(), Zero(), One())) def test_accepts_equal(): @@ -27,7 +27,7 @@ def test_accepts_equal(): # Even at the strictest threshold, this should be accepted since the # relative improvement is zero (they are equal). - assert_(threshold_accept(rnd.RandomState(), Zero(), Zero(), Zero())) + assert_(threshold_accept(rnd.default_rng(), Zero(), Zero(), Zero())) def test_linear_threshold_update(): @@ -37,10 +37,10 @@ def test_linear_threshold_update(): # worsening is plus one, so this should be accepted (lower or equal to # threshold). for _ in range(5): - assert_(threshold_accept(rnd.RandomState(), Zero(), Zero(), One())) + assert_(threshold_accept(rnd.default_rng(), Zero(), Zero(), One())) # Threshold is now zero, so this should no longer be accepted. - assert_(not threshold_accept(rnd.RandomState(), Zero(), Zero(), One())) + assert_(not threshold_accept(rnd.default_rng(), Zero(), Zero(), One())) def test_exponential_threshold_update(): @@ -49,5 +49,5 @@ def test_exponential_threshold_update(): # The relative worsening is plus one, so this should be accepted initially, # as the threshold is 5, resp. 0.5. In the second case, 1 > 0.5, so the # second should be rejected. - assert_(threshold_accept(rnd.RandomState(), Zero(), Zero(), One())) - assert_(not threshold_accept(rnd.RandomState(), Zero(), Zero(), One())) + assert_(threshold_accept(rnd.default_rng(), Zero(), Zero(), One())) + assert_(not threshold_accept(rnd.default_rng(), Zero(), Zero(), One())) diff --git a/alns/accept/tests/test_worse_accept.py b/alns/accept/tests/test_worse_accept.py index bc2062c4..d270bee9 100644 --- a/alns/accept/tests/test_worse_accept.py +++ b/alns/accept/tests/test_worse_accept.py @@ -66,7 +66,7 @@ def test_zero_prob_accepts_better(): Tests if WA with a zero start probability accepts better solutions. """ rnd_vals = [1] - rng = Mock(spec_set=rnd.RandomState, random=lambda: rnd_vals.pop(0)) + rng = Mock(spec_set=rnd.Generator, random=lambda: rnd_vals.pop(0)) worse_accept = WorseAccept(0, 0, 0.1) assert_(worse_accept(rng, Zero(), One(), Zero())) @@ -79,8 +79,8 @@ def test_zero_prob_never_accept_worse(): """ worse_accept = WorseAccept(0, 0, 0, "linear") - assert_(not worse_accept(rnd.RandomState(), Zero(), One(), One())) - assert_(not worse_accept(rnd.RandomState(), Zero(), Zero(), One())) + assert_(not worse_accept(rnd.default_rng(), Zero(), One(), One())) + assert_(not worse_accept(rnd.default_rng(), Zero(), Zero(), One())) def test_one_prob_always_accept(): @@ -91,7 +91,7 @@ def test_one_prob_always_accept(): worse_accept = WorseAccept(1, 0, 0, "linear") for _ in range(100): - assert_(worse_accept(rnd.RandomState(), Zero(), Zero(), One())) + assert_(worse_accept(rnd.default_rng(), Zero(), Zero(), One())) def test_linear_consecutive_solutions(): @@ -100,7 +100,7 @@ def test_linear_consecutive_solutions(): consecutive solutions. """ rnd_vals = [0.9, 0.8, 0.7, 0.6, 0.5, 1] - rng = Mock(spec_set=rnd.RandomState, random=lambda: rnd_vals.pop(0)) + rng = Mock(spec_set=rnd.Generator, random=lambda: rnd_vals.pop(0)) worse_accept = WorseAccept(1, 0, 0.1, "linear") # For the first five, the probability is, resp., 1, 0.9, 0.8, 0.7, 0.6 @@ -119,7 +119,7 @@ def test_exponential_consecutive_solutions(): consecutive solutions. """ rnd_vals = [0.5, 0.25, 0.125, 1] - rng = Mock(spec_set=rnd.RandomState, random=lambda: rnd_vals.pop(0)) + rng = Mock(spec_set=rnd.Generator, random=lambda: rnd_vals.pop(0)) worse_accept = WorseAccept(1, 0, 0.5, "exponential") # For the first three, the probability is, resp., 1, 0.5, 0.25 diff --git a/alns/select/MABSelector.py b/alns/select/MABSelector.py index 8a1221a8..9de346f8 100644 --- a/alns/select/MABSelector.py +++ b/alns/select/MABSelector.py @@ -125,7 +125,7 @@ def mab(self) -> "MAB": def __call__( # type: ignore[override] self, - rnd_state: RandomState, + rng: RandomState, best: ContextualState, curr: ContextualState, ) -> Tuple[int, int]: @@ -137,7 +137,7 @@ def __call__( # type: ignore[override] # The MAB object has not yet been fit. In that case we return any # feasible operator index pair as a first observation. allowed = np.argwhere(self._op_coupling) - idx = rnd_state.randint(len(allowed)) + idx = rng.integers(len(allowed)) return allowed[idx][0], allowed[idx][1] has_ctx = self._mab.is_contextual diff --git a/alns/select/OperatorSelectionScheme.py b/alns/select/OperatorSelectionScheme.py index 4514e991..dba5e94c 100644 --- a/alns/select/OperatorSelectionScheme.py +++ b/alns/select/OperatorSelectionScheme.py @@ -2,7 +2,7 @@ from typing import Optional, Tuple import numpy as np -from numpy.random import RandomState +from numpy.random import Generator from alns.Outcome import Outcome from alns.State import State @@ -56,7 +56,7 @@ def op_coupling(self) -> np.ndarray: @abstractmethod def __call__( - self, rnd: RandomState, best: State, curr: State + self, rng: Generator, best: State, curr: State ) -> Tuple[int, int]: """ Determine which destroy and repair operator pair to apply in this @@ -64,8 +64,8 @@ def __call__( Parameters ---------- - rnd_state - Random state object, to be used for random number generation. + rng + Random number generator object. best The best solution state observed so far. current diff --git a/alns/select/RandomSelect.py b/alns/select/RandomSelect.py index dab21c14..82f2909e 100644 --- a/alns/select/RandomSelect.py +++ b/alns/select/RandomSelect.py @@ -9,12 +9,12 @@ class RandomSelect(OperatorSelectionScheme): pairs respect the operator coupling matrix. """ - def __call__(self, rnd, best, curr): + def __call__(self, rng, best, curr): """ Selects a (destroy, repair) operator pair with uniform probability. """ allowed = np.argwhere(self._op_coupling) - idx = rnd.randint(len(allowed)) + idx = rng.integers(len(allowed)) return tuple(allowed[idx]) diff --git a/alns/select/RouletteWheel.py b/alns/select/RouletteWheel.py index 84644283..c1499a6a 100644 --- a/alns/select/RouletteWheel.py +++ b/alns/select/RouletteWheel.py @@ -1,7 +1,7 @@ from typing import List, Optional, Tuple import numpy as np -from numpy.random import RandomState +from numpy.random import Generator from alns.State import State from alns.select.OperatorSelectionScheme import OperatorSelectionScheme @@ -102,7 +102,7 @@ def decay(self) -> float: return self._decay def __call__( - self, rnd_state: RandomState, best: State, curr: State + self, rng: Generator, best: State, curr: State ) -> Tuple[int, int]: """ Selects a destroy and repair operator pair to apply in this iteration. @@ -112,8 +112,8 @@ def __call__( Parameters ---------- - rnd_state - Random state object, to be used for random number generation. + rng + Random number generator. best The best solution state observed so far. current @@ -127,7 +127,7 @@ def __call__( def select(op_weights): probs = op_weights / np.sum(op_weights) - return rnd_state.choice(range(len(op_weights)), p=probs) + return rng.choice(range(len(op_weights)), p=probs) d_idx = select(self._d_weights) coupled_r_idcs = np.flatnonzero(self.op_coupling[d_idx]) diff --git a/alns/select/SegmentedRouletteWheel.py b/alns/select/SegmentedRouletteWheel.py index 8864cfff..54cff00f 100644 --- a/alns/select/SegmentedRouletteWheel.py +++ b/alns/select/SegmentedRouletteWheel.py @@ -78,7 +78,7 @@ def __init__( def seg_length(self): return self._seg_length - def __call__(self, rnd_state, best: State, curr: State): + def __call__(self, rng, best: State, curr: State): self._iter += 1 if self._iter % self._seg_length == 0: @@ -92,7 +92,7 @@ def __call__(self, rnd_state, best: State, curr: State): self._reset_segment_weights() - return super().__call__(rnd_state, best, curr) + return super().__call__(rng, best, curr) def update(self, cand, d_idx, r_idx, outcome): self._d_seg_weights[d_idx] += self._scores[outcome] diff --git a/alns/select/tests/test_alpha_ucb.py b/alns/select/tests/test_alpha_ucb.py index 275ccd4c..b25f6337 100644 --- a/alns/select/tests/test_alpha_ucb.py +++ b/alns/select/tests/test_alpha_ucb.py @@ -58,7 +58,7 @@ def test_raises_invalid_arguments( def test_call_with_only_one_operator_pair(): # Only one operator pair, so the algorithm should select (0, 0). select = AlphaUCB([2, 1, 1, 0], 0.5, 1, 1) - state = rnd.RandomState() + state = rnd.default_rng() selected = select(state, Zero(), Zero()) assert_equal(selected, (0, 0)) @@ -66,7 +66,7 @@ def test_call_with_only_one_operator_pair(): def test_update_with_two_operator_pairs(): select = AlphaUCB([2, 1, 1, 0], 0.5, 2, 1) - state = rnd.RandomState() + state = rnd.default_rng() # Avg. reward for (0, 0) after this is 2, for (1, 0) is still 1 (default). select.update(Zero(), 0, 0, outcome=Outcome.BEST) diff --git a/alns/select/tests/test_mab_selector.py b/alns/select/tests/test_mab_selector.py index 0f37ab41..909047c6 100644 --- a/alns/select/tests/test_mab_selector.py +++ b/alns/select/tests/test_mab_selector.py @@ -73,7 +73,7 @@ def test_call_with_only_one_operator_pair(): select = MABSelector( [2, 1, 1, 0], 1, 1, LearningPolicy.EpsilonGreedy(0.15) ) - state = rnd.RandomState() + state = rnd.default_rng() for _ in range(10): selected = select(state, Zero(), Zero()) @@ -81,7 +81,7 @@ def test_call_with_only_one_operator_pair(): def test_mab_epsilon_greedy(): - state = rnd.RandomState() + state = rnd.default_rng() # epsilon=0 is equivalent to greedy selection select = MABSelector([2, 1, 1, 0], 2, 1, LearningPolicy.EpsilonGreedy(0.0)) @@ -100,7 +100,7 @@ def test_mab_epsilon_greedy(): @mark.parametrize("alpha", [0.25, 0.5]) def test_mab_ucb1(alpha): - state = rnd.RandomState() + state = rnd.default_rng() select = MABSelector([2, 1, 1, 0], 2, 1, LearningPolicy.UCB1(alpha)) select.update(Zero(), 0, 0, outcome=Outcome.BEST) @@ -125,7 +125,7 @@ def test_contextual_mab_requires_context(): def text_contextual_mab_uses_context(): - state = rnd.RandomState() + state = rnd.default_rng() select = MABSelector( [2, 1, 1, 0], 2, diff --git a/alns/select/tests/test_random_select.py b/alns/select/tests/test_random_select.py index ffed712d..7b8d4658 100644 --- a/alns/select/tests/test_random_select.py +++ b/alns/select/tests/test_random_select.py @@ -7,7 +7,7 @@ def test_op_coupling(): - rnd_state = rnd.RandomState(1) + rng = rnd.default_rng(1) # For i in {1..5}, each destroy operator i is coupled with repair operator # i. So only (i, i) pairs can be selected. @@ -15,18 +15,18 @@ def test_op_coupling(): select = RandomSelect(5, 5, op_coupling) for _ in range(1_000): - d_idx, r_idx = select(rnd_state, Zero(), Zero()) + d_idx, r_idx = select(rng, Zero(), Zero()) assert_(d_idx == r_idx) def test_uniform_selection(): - rnd_state = rnd.RandomState(1) + rng = rnd.default_rng(1) histogram = np.zeros((2, 2)) select = RandomSelect(2, 2) for _ in range(10_000): - d_idx, r_idx = select(rnd_state, Zero(), Zero()) + d_idx, r_idx = select(rng, Zero(), Zero()) histogram[d_idx, r_idx] += 1 # There are four operator pair combinations, so each pair should have a @@ -37,7 +37,7 @@ def test_uniform_selection(): def test_uniform_selection_op_coupling(): - rnd_state = rnd.RandomState(1) + rng = rnd.default_rng(1) histogram = np.zeros((2, 2)) op_coupling = np.eye(2) @@ -46,7 +46,7 @@ def test_uniform_selection_op_coupling(): select = RandomSelect(2, 2, op_coupling) for _ in range(10_000): - d_idx, r_idx = select(rnd_state, Zero(), Zero()) + d_idx, r_idx = select(rng, Zero(), Zero()) histogram[d_idx, r_idx] += 1 # There are three OK operator pair combinations, so each such pair should @@ -63,8 +63,8 @@ def test_uniform_selection_op_coupling(): def test_single_operators(): - rnd_state = rnd.RandomState(1) + rng = rnd.default_rng(1) select = RandomSelect(1, 1) # Only one (destroy, repair) operator pair, so should return (0, 0). - assert_(select(rnd_state, Zero(), Zero()) == (0, 0)) + assert_(select(rng, Zero(), Zero()) == (0, 0)) diff --git a/alns/select/tests/test_roulette_wheel.py b/alns/select/tests/test_roulette_wheel.py index 2b43f211..95a46cbc 100644 --- a/alns/select/tests/test_roulette_wheel.py +++ b/alns/select/tests/test_roulette_wheel.py @@ -82,12 +82,12 @@ def test_select_coupled_operators(op_coupling): Test if the indices of the selected operators correspond to the ones that are given by the operator coupling. """ - rnd_state = rnd.RandomState() + rng = rnd.default_rng() n_destroy, n_repair = op_coupling.shape select = RouletteWheel( [0, 0, 0, 0], 0, n_destroy, n_repair, op_coupling=op_coupling ) - d_idx, r_idx = select(rnd_state, Zero(), Zero()) + d_idx, r_idx = select(rng, Zero(), Zero()) assert_((d_idx, r_idx) in np.argwhere(op_coupling == 1)) diff --git a/alns/select/tests/test_segmented_roulette_wheel.py b/alns/select/tests/test_segmented_roulette_wheel.py index b053785c..b57b016e 100644 --- a/alns/select/tests/test_segmented_roulette_wheel.py +++ b/alns/select/tests/test_segmented_roulette_wheel.py @@ -54,12 +54,12 @@ def test_does_not_raise_valid_decay(decay: float): ], ) def test_update(scores: List[float], decay: float, expected: List[float]): - rnd_state = np.random.RandomState(1) + rng = np.random.RandomState(1) select = SegmentedRouletteWheel(scores, decay, 1, 1, 1) # TODO other weights? select.update(Zero(), 0, 0, 1) - select(rnd_state, Zero(), Zero()) + select(rng, Zero(), Zero()) assert_almost_equal(select.destroy_weights[0], expected[0]) assert_almost_equal(select.repair_weights[0], expected[1]) diff --git a/alns/stop/MaxIterations.py b/alns/stop/MaxIterations.py index c01f5426..95af4472 100644 --- a/alns/stop/MaxIterations.py +++ b/alns/stop/MaxIterations.py @@ -1,4 +1,4 @@ -from numpy.random import RandomState +from numpy.random import Generator from alns.State import State @@ -19,7 +19,7 @@ def __init__(self, max_iterations: int): def max_iterations(self) -> int: return self._max_iterations - def __call__(self, rnd: RandomState, best: State, current: State) -> bool: + def __call__(self, rng: Generator, best: State, current: State) -> bool: self._current_iteration += 1 return self._current_iteration > self.max_iterations diff --git a/alns/stop/MaxRuntime.py b/alns/stop/MaxRuntime.py index 12248f66..b5154e68 100644 --- a/alns/stop/MaxRuntime.py +++ b/alns/stop/MaxRuntime.py @@ -1,7 +1,7 @@ import time from typing import Optional -from numpy.random import RandomState +from numpy.random import Generator from alns.State import State @@ -22,7 +22,7 @@ def __init__(self, max_runtime: float): def max_runtime(self) -> float: return self._max_runtime - def __call__(self, rnd: RandomState, best: State, current: State) -> bool: + def __call__(self, rnd: Generator, best: State, current: State) -> bool: if self._start_runtime is None: self._start_runtime = time.perf_counter() diff --git a/alns/stop/StoppingCriterion.py b/alns/stop/StoppingCriterion.py index 9669ed2c..667eaaf4 100644 --- a/alns/stop/StoppingCriterion.py +++ b/alns/stop/StoppingCriterion.py @@ -1,6 +1,6 @@ from typing import Protocol -from numpy.random import RandomState +from numpy.random import Generator from alns.State import State @@ -10,13 +10,13 @@ class StoppingCriterion(Protocol): Protocol describing a stopping criterion. """ - def __call__(self, rnd: RandomState, best: State, current: State) -> bool: + def __call__(self, rng: Generator, best: State, current: State) -> bool: """ Determines whether to stop. Parameters ---------- - rnd + rng May be used to draw random numbers from. best The best solution state observed so far. diff --git a/alns/tests/test_alns.py b/alns/tests/test_alns.py index 701152b3..15119f08 100644 --- a/alns/tests/test_alns.py +++ b/alns/tests/test_alns.py @@ -23,7 +23,7 @@ def get_alns_instance( """ Test helper method. """ - alns = ALNS(rnd.RandomState(seed)) + alns = ALNS(rnd.default_rng(seed)) if repair_operators is not None: for idx, repair_operator in enumerate(repair_operators): @@ -72,13 +72,13 @@ def test_on_best_is_called(): Tests if the callback is invoked when a new global best is found. """ alns = get_alns_instance( - [lambda state, rnd_state: Zero()], [lambda state, rnd_state: Zero()] + [lambda state, rng: Zero()], [lambda state, rng: Zero()] ) # Called when a new global best is found. In this case, that happens once: # in the only iteration below. We change the objective, and test whether # that is indeed the solution that is returned - def callback(state, rnd_state): + def callback(state, rng): state.obj = 1 alns.on_best(callback) @@ -304,14 +304,14 @@ def test_trivial_example(): assert_equal(result.best_state.objective(), 0) -@mark.parametrize("seed,desired", [(0, 0.01171), (1, 0.00011), (2, 0.01025)]) +@mark.parametrize("seed,desired", [(0, 0.00995), (1, 0.02648), (2, 0.00981)]) def test_fixed_seed_outcomes(seed: int, desired: float): """ Tests if fixing a seed results in deterministic outcomes even when using a 'random' acceptance criterion (here SA). """ alns = get_alns_instance( - [lambda state, rnd: VarObj(rnd.random_sample())], + [lambda state, rnd: VarObj(rnd.random())], [lambda state, rnd: None], seed, ) diff --git a/alns/tests/test_result.py b/alns/tests/test_result.py index 8e33150b..d1530d10 100644 --- a/alns/tests/test_result.py +++ b/alns/tests/test_result.py @@ -36,15 +36,15 @@ def get_statistics(): statistics.collect_objective(objective) # We should make sure these results are reproducible. - state = rnd.RandomState(1) + state = rnd.default_rng(1) operators = ["test1", "test2", "test3"] for _ in range(100): operator = state.choice(operators) - statistics.collect_destroy_operator("d_" + operator, state.randint(4)) - statistics.collect_repair_operator("r_" + operator, state.randint(4)) + statistics.collect_destroy_operator("d_" + operator, state.integers(4)) + statistics.collect_repair_operator("r_" + operator, state.integers(4)) return statistics diff --git a/docs/source/setup/template.rst b/docs/source/setup/template.rst index 0e03a16d..99aeded7 100644 --- a/docs/source/setup/template.rst +++ b/docs/source/setup/template.rst @@ -60,13 +60,13 @@ The following is a quickstart template that can help you get started: pass - def destroy(current: ProblemState, rnd_state: rnd.RandomState) -> ProblemState: + def destroy(current: ProblemState, rng: rnd.Generator) -> ProblemState: # TODO implement how to destroy the current state, and return the destroyed # state. Make sure to (deep)copy the current state before modifying! pass - def repair(destroyed: ProblemState, rnd_state: rnd.RandomState) -> ProblemState: + def repair(destroyed: ProblemState, rng: rnd.Generator) -> ProblemState: # TODO implement how to repair a destroyed state, and return it pass @@ -76,7 +76,7 @@ The following is a quickstart template that can help you get started: print(f"Initial solution objective is {init_sol.objective()}.") # Create ALNS and add one or more destroy and repair operators - alns = ALNS(rnd.RandomState(seed=42)) + alns = ALNS(rnd.default_rng(seed=42)) alns.add_destroy_operator(destroy) alns.add_repair_operator(repair) From bf3fad24a27e0592296ee67de7825e0c0ed5dc06 Mon Sep 17 00:00:00 2001 From: Leon Lan Date: Thu, 2 May 2024 20:08:35 +0800 Subject: [PATCH 02/13] Add TODOs --- alns/accept/tests/test_simulated_annealing.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/alns/accept/tests/test_simulated_annealing.py b/alns/accept/tests/test_simulated_annealing.py index 21576519..c06258e7 100644 --- a/alns/accept/tests/test_simulated_annealing.py +++ b/alns/accept/tests/test_simulated_annealing.py @@ -116,6 +116,7 @@ def test_linear_random_solutions(): Checks if the linear ``accept`` method correctly decides in two known cases for a fixed seed. """ + # TODO simulated_annealing = SimulatedAnnealing(2, 1, 1, "linear") state = rnd.default_rng(0) @@ -134,6 +135,7 @@ def test_exponential_random_solutions(): cases for a fixed seed. This is the exponential equivalent to the linear random solutions test above. """ + # TODO simulated_annealing = SimulatedAnnealing(2, 1, 0.5, "exponential") state = rnd.default_rng(0) From 297422f0c41c9b761586d02dd22f371af9252099 Mon Sep 17 00:00:00 2001 From: Leon Lan Date: Thu, 12 Sep 2024 13:57:29 +0200 Subject: [PATCH 03/13] Replace remaining RandomStates for Generator --- alns/ALNS.py | 4 +- alns/accept/AcceptanceCriterion.py | 5 +- alns/accept/SimulatedAnnealing.py | 7 +- .../tests/test_moving_average_threshold.py | 46 +- alns/accept/tests/test_random_accept.py | 12 +- alns/accept/tests/test_random_walk.py | 6 +- alns/accept/tests/test_simulated_annealing.py | 35 +- alns/select/MABSelector.py | 4 +- .../tests/test_segmented_roulette_wheel.py | 2 +- alns/stop/NoImprovement.py | 4 +- alns/stop/StoppingCriterion.py | 1 + alns/stop/tests/test_max_iterations.py | 6 +- alns/stop/tests/test_max_runtime.py | 6 +- alns/stop/tests/test_no_improvement.py | 10 +- .../other single-trajectory heuristics.rst | 14 +- examples/alns_features.ipynb | 110 +- .../capacitated_vehicle_routing_problem.ipynb | 56 +- examples/cutting_stock_problem.ipynb | 30 +- examples/permutation_flow_shop_problem.ipynb | 167 +- ...nstrained_project_scheduling_problem.ipynb | 1623 +++++++++-------- examples/travelling_salesman_problem.ipynb | 80 +- pyproject.toml | 1 + 22 files changed, 1117 insertions(+), 1112 deletions(-) diff --git a/alns/ALNS.py b/alns/ALNS.py index 297b3948..bba87db3 100644 --- a/alns/ALNS.py +++ b/alns/ALNS.py @@ -22,14 +22,14 @@ def __call__( rng: rnd.Generator, **kwargs, ) -> State: - pass # pragma: no cover + ... class _CallbackType(Protocol): __name__: str def __call__(self, state: State, rng: rnd.Generator, **kwargs): - pass # pragma: no cover + ... logger = logging.getLogger(__name__) diff --git a/alns/accept/AcceptanceCriterion.py b/alns/accept/AcceptanceCriterion.py index e30b94cf..56572120 100644 --- a/alns/accept/AcceptanceCriterion.py +++ b/alns/accept/AcceptanceCriterion.py @@ -1,6 +1,6 @@ from typing import Protocol -from numpy.random import RandomState +from numpy.random import Generator from alns.State import State @@ -11,7 +11,7 @@ class AcceptanceCriterion(Protocol): """ def __call__( - self, rnd: RandomState, best: State, current: State, candidate: State + self, rnd: Generator, best: State, current: State, candidate: State ) -> bool: """ Determines whether to accept the proposed, candidate solution based on @@ -33,3 +33,4 @@ def __call__( bool Whether to accept the candidate state (True), or not (False). """ + ... diff --git a/alns/accept/SimulatedAnnealing.py b/alns/accept/SimulatedAnnealing.py index e37b0c45..4c49a623 100644 --- a/alns/accept/SimulatedAnnealing.py +++ b/alns/accept/SimulatedAnnealing.py @@ -110,12 +110,7 @@ def __call__(self, rnd, best, current, candidate): update(self._temperature, self.step, self.method), ) - # TODO deprecate RandomState in favour of Generator - which uses - # random(), rather than random_sample(). - try: - return probability >= rnd.random() - except AttributeError: - return probability >= rnd.random_sample() + return probability >= rnd.random() @classmethod def autofit( diff --git a/alns/accept/tests/test_moving_average_threshold.py b/alns/accept/tests/test_moving_average_threshold.py index 36713730..b21b46ba 100644 --- a/alns/accept/tests/test_moving_average_threshold.py +++ b/alns/accept/tests/test_moving_average_threshold.py @@ -39,49 +39,49 @@ def test_gamma(gamma): def test_accepts_below_threshold(): moving_average = MovingAverageThreshold(eta=0.5, gamma=4) - moving_average(rnd.RandomState(), One(), One(), One()) - moving_average(rnd.RandomState(), One(), One(), Zero()) + moving_average(rnd.default_rng(), One(), One(), One()) + moving_average(rnd.default_rng(), One(), One(), Zero()) # The threshold is set at 0 + 0.5 * (0.5 - 0) = 0.25 - assert_(moving_average(rnd.RandomState(), One(), One(), Zero())) + assert_(moving_average(rnd.default_rng(), One(), One(), Zero())) def test_rejects_above_threshold(): moving_average = MovingAverageThreshold(eta=0.5, gamma=4) - moving_average(rnd.RandomState(), One(), One(), Two()) - moving_average(rnd.RandomState(), One(), One(), Zero()) + moving_average(rnd.default_rng(), One(), One(), Two()) + moving_average(rnd.default_rng(), One(), One(), Zero()) # The threshold is set at 0 + 0.5 * (1 - 0) = 0.5 - assert_(not moving_average(rnd.RandomState(), One(), One(), One())) + assert_(not moving_average(rnd.default_rng(), One(), One(), One())) def test_accepts_equal_threshold(): moving_average = MovingAverageThreshold(eta=0.5, gamma=4) - moving_average(rnd.RandomState(), One(), One(), VarObj(7100)) - moving_average(rnd.RandomState(), One(), One(), VarObj(7200)) + moving_average(rnd.default_rng(), One(), One(), VarObj(7100)) + moving_average(rnd.default_rng(), One(), One(), VarObj(7200)) # The threshold is set at 7100 + 0.5 * (7140 - 7100) = 7120 - assert_(moving_average(rnd.RandomState(), One(), One(), VarObj(7120))) + assert_(moving_average(rnd.default_rng(), One(), One(), VarObj(7120))) def test_accepts_over_gamma_candidates(): moving_average = MovingAverageThreshold(eta=0.2, gamma=3) - moving_average(rnd.RandomState(), One(), One(), VarObj(7100)) - moving_average(rnd.RandomState(), One(), One(), VarObj(7200)) - moving_average(rnd.RandomState(), One(), One(), VarObj(7200)) + moving_average(rnd.default_rng(), One(), One(), VarObj(7100)) + moving_average(rnd.default_rng(), One(), One(), VarObj(7200)) + moving_average(rnd.default_rng(), One(), One(), VarObj(7200)) # The threshold is set at 7000 + 0.2 * (7133.33 - 7000) = 7013.33 - assert_(moving_average(rnd.RandomState(), One(), One(), VarObj(7000))) + assert_(moving_average(rnd.default_rng(), One(), One(), VarObj(7000))) def test_rejects_over_gamma_candidates(): moving_average = MovingAverageThreshold(eta=0.2, gamma=3) for value in [7100, 7200, 7200, 7000]: - moving_average(rnd.RandomState(), One(), One(), VarObj(value)) + moving_average(rnd.default_rng(), One(), One(), VarObj(value)) # The threshold is set at 7000 + 0.2 * (7100 - 7000) = 7020 - result = moving_average(rnd.RandomState(), One(), One(), VarObj(7100)) + result = moving_average(rnd.default_rng(), One(), One(), VarObj(7100)) assert_(not result) @@ -92,14 +92,14 @@ def test_evaluate_consecutive_solutions(): moving_average = MovingAverageThreshold(eta=0.5, gamma=4) # The threshold is set at 7100, hence the solution is accepted. - assert_(moving_average(rnd.RandomState(), One(), One(), VarObj(7100))) + assert_(moving_average(rnd.default_rng(), One(), One(), VarObj(7100))) # The threshold is set at 7125, hence the solution is accepted. - result = moving_average(rnd.RandomState(), One(), One(), VarObj(7200)) + result = moving_average(rnd.default_rng(), One(), One(), VarObj(7200)) assert_(not result) # The threshold is set at 7120, hence the solution is accepted. - assert_(moving_average(rnd.RandomState(), One(), One(), VarObj(7120))) + assert_(moving_average(rnd.default_rng(), One(), One(), VarObj(7120))) def test_history(): @@ -108,17 +108,17 @@ def test_history(): """ moving_average = MovingAverageThreshold(eta=0.5, gamma=4) - moving_average(rnd.RandomState(), One(), One(), VarObj(7100)) + moving_average(rnd.default_rng(), One(), One(), VarObj(7100)) assert_equal(moving_average.history, [7100]) - moving_average(rnd.RandomState(), One(), One(), VarObj(7200)) + moving_average(rnd.default_rng(), One(), One(), VarObj(7200)) assert_equal(moving_average.history, [7100, 7200]) - moving_average(rnd.RandomState(), One(), One(), VarObj(7120)) + moving_average(rnd.default_rng(), One(), One(), VarObj(7120)) assert_equal(moving_average.history, [7100, 7200, 7120]) - moving_average(rnd.RandomState(), One(), One(), VarObj(7100)) + moving_average(rnd.default_rng(), One(), One(), VarObj(7100)) assert_equal(moving_average.history, [7100, 7200, 7120, 7100]) - moving_average(rnd.RandomState(), One(), One(), VarObj(7200)) + moving_average(rnd.default_rng(), One(), One(), VarObj(7200)) assert_equal(moving_average.history, [7200, 7120, 7100, 7200]) diff --git a/alns/accept/tests/test_random_accept.py b/alns/accept/tests/test_random_accept.py index 0bb8bb56..09f70db6 100644 --- a/alns/accept/tests/test_random_accept.py +++ b/alns/accept/tests/test_random_accept.py @@ -67,7 +67,7 @@ def test_zero_prob_accepts_better(): solutions. """ rnd_vals = [1] - rng = Mock(spec_set=rnd.RandomState, random=lambda: rnd_vals.pop(0)) + rng = Mock(spec_set=rnd.Generator, random=lambda: rnd_vals.pop(0)) random_accept = RandomAccept(0, 0, 0.1) assert_(random_accept(rng, Zero(), One(), Zero())) @@ -81,8 +81,8 @@ def test_zero_prob_never_accept_worse(): """ random_accept = RandomAccept(0, 0, 0, "linear") - assert_(not random_accept(rnd.RandomState(), Zero(), One(), One())) - assert_(not random_accept(rnd.RandomState(), Zero(), Zero(), One())) + assert_(not random_accept(rnd.default_rng(), Zero(), One(), One())) + assert_(not random_accept(rnd.default_rng(), Zero(), Zero(), One())) def test_one_prob_always_accept(): @@ -93,7 +93,7 @@ def test_one_prob_always_accept(): random_accept = RandomAccept(1, 0, 0, "linear") for _ in range(100): - assert_(random_accept(rnd.RandomState(), Zero(), Zero(), One())) + assert_(random_accept(rnd.default_rng(), Zero(), Zero(), One())) def test_linear_consecutive_solutions(): @@ -102,7 +102,7 @@ def test_linear_consecutive_solutions(): rejects consecutive solutions. """ rnd_vals = [0.9, 0.8, 0.7, 0.6, 0.5, 1] - rng = Mock(spec_set=rnd.RandomState, random=lambda: rnd_vals.pop(0)) + rng = Mock(spec_set=rnd.Generator, random=lambda: rnd_vals.pop(0)) random_accept = RandomAccept(1, 0, 0.1, "linear") # For the first five, the probability is, resp., 1, 0.9, 0.8, 0.7, 0.6 @@ -121,7 +121,7 @@ def test_exponential_consecutive_solutions(): and rejects consecutive solutions. """ rnd_vals = [0.5, 0.25, 0.125, 1] - rng = Mock(spec_set=rnd.RandomState, random=lambda: rnd_vals.pop(0)) + rng = Mock(spec_set=rnd.Generator, random=lambda: rnd_vals.pop(0)) random_accept = RandomAccept(1, 0, 0.5, "exponential") # For the first three, the probability is, resp., 1, 0.5, 0.25 diff --git a/alns/accept/tests/test_random_walk.py b/alns/accept/tests/test_random_walk.py index c5bd47b3..f19268e5 100644 --- a/alns/accept/tests/test_random_walk.py +++ b/alns/accept/tests/test_random_walk.py @@ -10,7 +10,7 @@ def test_accepts_better(): Tests if the always accept method accepts a better solution. """ always_accept = AlwaysAccept() - assert_(always_accept(rnd.RandomState(), One(), One(), Zero())) + assert_(always_accept(rnd.default_rng(), One(), One(), Zero())) def test_accepts_worse(): @@ -18,7 +18,7 @@ def test_accepts_worse(): Tests if the always accept method accepts a worse solution. """ always_accept = AlwaysAccept() - assert_(always_accept(rnd.RandomState(), Zero(), Zero(), One())) + assert_(always_accept(rnd.default_rng(), Zero(), Zero(), One())) def test_accepts_equal(): @@ -27,4 +27,4 @@ def test_accepts_equal(): same objective value. """ always_accept = AlwaysAccept() - assert_(always_accept(rnd.RandomState(), Zero(), Zero(), Zero())) + assert_(always_accept(rnd.default_rng(), Zero(), Zero(), Zero())) diff --git a/alns/accept/tests/test_simulated_annealing.py b/alns/accept/tests/test_simulated_annealing.py index c06258e7..3a525afd 100644 --- a/alns/accept/tests/test_simulated_annealing.py +++ b/alns/accept/tests/test_simulated_annealing.py @@ -116,15 +116,14 @@ def test_linear_random_solutions(): Checks if the linear ``accept`` method correctly decides in two known cases for a fixed seed. """ - # TODO simulated_annealing = SimulatedAnnealing(2, 1, 1, "linear") - state = rnd.default_rng(0) + state = rnd.default_rng(1) - # Using the above seed, the first two random numbers are 0.55 and .72, + # Using the above seed, the first two random numbers are 0.51 and 0.95, # respectively. The acceptance probability is 0.61 first, so the first - # should be accepted (0.61 > 0.55). Thereafter, it drops to 0.37, so the - # second should not (0.37 < 0.72). + # should be accepted (0.61 > 0.51). Thereafter, it drops to 0.37, so the + # second should not (0.37 < 0.95). assert_(simulated_annealing(state, Zero(), Zero(), One())) assert_(not simulated_annealing(state, Zero(), Zero(), One())) @@ -135,38 +134,14 @@ def test_exponential_random_solutions(): cases for a fixed seed. This is the exponential equivalent to the linear random solutions test above. """ - # TODO simulated_annealing = SimulatedAnnealing(2, 1, 0.5, "exponential") - state = rnd.default_rng(0) + state = rnd.default_rng(1) assert_(simulated_annealing(state, Zero(), Zero(), One())) assert_(not simulated_annealing(state, Zero(), Zero(), One())) -def test_accepts_generator_and_random_state(): - """ - Tests if SimulatedAnnealing works with both Generator and RandomState - randomness classes. - - See also https://numpy.org/doc/1.18/reference/random/index.html#quick-start - """ - - class Old: # old RandomState interface mock - def random_sample(self): # pylint: disable=no-self-use - return 0.5 - - simulated_annealing = SimulatedAnnealing(2, 1, 1) - assert_(simulated_annealing(Old(), One(), One(), Zero())) - - class New: # new Generator interface mock - def random(self): # pylint: disable=no-self-use - return 0.5 - - simulated_annealing = SimulatedAnnealing(2, 1, 1) - assert_(simulated_annealing(New(), One(), One(), Zero())) - - @mark.parametrize( "worse, accept_prob, iters, method", [ diff --git a/alns/select/MABSelector.py b/alns/select/MABSelector.py index 9de346f8..da1bd7d2 100644 --- a/alns/select/MABSelector.py +++ b/alns/select/MABSelector.py @@ -1,7 +1,7 @@ from typing import List, Optional, Tuple import numpy as np -from numpy.random import RandomState +from numpy.random import Generator from alns.Outcome import Outcome from alns.State import ContextualState @@ -125,7 +125,7 @@ def mab(self) -> "MAB": def __call__( # type: ignore[override] self, - rng: RandomState, + rng: Generator, best: ContextualState, curr: ContextualState, ) -> Tuple[int, int]: diff --git a/alns/select/tests/test_segmented_roulette_wheel.py b/alns/select/tests/test_segmented_roulette_wheel.py index b57b016e..89cc8e6b 100644 --- a/alns/select/tests/test_segmented_roulette_wheel.py +++ b/alns/select/tests/test_segmented_roulette_wheel.py @@ -54,7 +54,7 @@ def test_does_not_raise_valid_decay(decay: float): ], ) def test_update(scores: List[float], decay: float, expected: List[float]): - rng = np.random.RandomState(1) + rng = np.random.default_rng(1) select = SegmentedRouletteWheel(scores, decay, 1, 1, 1) # TODO other weights? diff --git a/alns/stop/NoImprovement.py b/alns/stop/NoImprovement.py index e494be76..66da61eb 100644 --- a/alns/stop/NoImprovement.py +++ b/alns/stop/NoImprovement.py @@ -1,6 +1,6 @@ from typing import Optional -from numpy.random import RandomState +from numpy.random import Generator from alns.State import State @@ -28,7 +28,7 @@ def __init__(self, max_iterations: int): def max_iterations(self) -> int: return self._max_iterations - def __call__(self, rnd: RandomState, best: State, current: State) -> bool: + def __call__(self, rnd: Generator, best: State, current: State) -> bool: if self._target is None or best.objective() < self._target: self._target = best.objective() self._counter = 0 diff --git a/alns/stop/StoppingCriterion.py b/alns/stop/StoppingCriterion.py index 667eaaf4..d41785a2 100644 --- a/alns/stop/StoppingCriterion.py +++ b/alns/stop/StoppingCriterion.py @@ -28,3 +28,4 @@ def __call__(self, rng: Generator, best: State, current: State) -> bool: bool Whether to stop iterating (True), or not (False). """ + ... diff --git a/alns/stop/tests/test_max_iterations.py b/alns/stop/tests/test_max_iterations.py index 66ed97ed..26a5dabf 100644 --- a/alns/stop/tests/test_max_iterations.py +++ b/alns/stop/tests/test_max_iterations.py @@ -1,5 +1,5 @@ import pytest -from numpy.random import RandomState +from numpy.random import default_rng from numpy.testing import assert_, assert_equal, assert_raises from alns.stop import MaxIterations @@ -34,7 +34,7 @@ def test_max_iterations(max_iterations): def test_before_max_iterations(): stop = MaxIterations(100) - rnd = RandomState(0) + rnd = default_rng(0) for _ in range(100): assert_(not stop(rnd, Zero(), Zero())) @@ -42,7 +42,7 @@ def test_before_max_iterations(): def test_after_max_iterations(): stop = MaxIterations(100) - rnd = RandomState() + rnd = default_rng() for _ in range(100): stop(rnd, Zero(), Zero()) diff --git a/alns/stop/tests/test_max_runtime.py b/alns/stop/tests/test_max_runtime.py index bb8bf21e..bba4ff92 100644 --- a/alns/stop/tests/test_max_runtime.py +++ b/alns/stop/tests/test_max_runtime.py @@ -1,7 +1,7 @@ import time import pytest -from numpy.random import RandomState +from numpy.random import default_rng from numpy.testing import assert_, assert_equal, assert_raises from alns.stop import MaxRuntime @@ -49,7 +49,7 @@ def test_max_runtime(max_runtime): @pytest.mark.parametrize("max_runtime", [0.01, 0.05, 0.10]) def test_before_max_runtime(max_runtime): stop = MaxRuntime(max_runtime) - rnd = RandomState() + rnd = default_rng() for _ in range(100): assert_(not stop(rnd, Zero(), Zero())) @@ -57,7 +57,7 @@ def test_before_max_runtime(max_runtime): @pytest.mark.parametrize("max_runtime", [0.01, 0.05, 0.10]) def test_after_max_runtime(max_runtime): stop = MaxRuntime(max_runtime) - rnd = RandomState() + rnd = default_rng() stop(rnd, Zero(), Zero()) # Trigger the first time measurement sleep(max_runtime) diff --git a/alns/stop/tests/test_no_improvement.py b/alns/stop/tests/test_no_improvement.py index d73e8d45..fb2efd71 100644 --- a/alns/stop/tests/test_no_improvement.py +++ b/alns/stop/tests/test_no_improvement.py @@ -1,5 +1,5 @@ import pytest -from numpy.random import RandomState +from numpy.random import default_rng from numpy.testing import assert_, assert_equal, assert_raises from alns.stop import NoImprovement @@ -29,7 +29,7 @@ def test_zero_max_iterations(): Test if setting max_iterations to zero always stops. """ stop = NoImprovement(0) - rnd = RandomState() + rnd = default_rng() assert_(stop(rnd, One(), Zero())) assert_(stop(rnd, Zero(), Zero())) @@ -41,7 +41,7 @@ def test_one_max_iterations(): best solution has been found. """ stop = NoImprovement(1) - rnd = RandomState() + rnd = default_rng() assert_(not stop(rnd, One(), Zero())) assert_(not stop(rnd, Zero(), Zero())) @@ -56,7 +56,7 @@ def test_n_max_iterations_non_improving(n): the criterion should stop. """ stop = NoImprovement(n) - rnd = RandomState() + rnd = default_rng() for _ in range(n): assert_(not stop(rnd, Zero(), Zero())) @@ -74,7 +74,7 @@ def test_n_max_iterations_with_single_improvement(n, k): the criterion should stop. """ stop = NoImprovement(n) - rnd = RandomState() + rnd = default_rng() for _ in range(k): assert_(not stop(rnd, One(), Zero())) diff --git a/docs/source/examples/other single-trajectory heuristics.rst b/docs/source/examples/other single-trajectory heuristics.rst index bacc40b4..edf791ef 100644 --- a/docs/source/examples/other single-trajectory heuristics.rst +++ b/docs/source/examples/other single-trajectory heuristics.rst @@ -23,12 +23,12 @@ At a high level, one could thus implement the following: from alns import ALNS, State - def perturb(sol: State, rnd_state) -> State: + def perturb(sol: State, rng) -> State: return - def local_search(sol: State, rnd_state) -> State: + def local_search(sol: State, rng) -> State: return @@ -67,14 +67,14 @@ Then, a high-level implementation could look like: k: int - def perturb(sol: State, rnd_state, neighbourhood: Neighbourhood) -> State: + def perturb(sol: State, rng, neighbourhood: Neighbourhood) -> State: return def local_search( sol: State, - rnd_state, + rng, neighbourhood: Neighbourhood ) -> State: @@ -90,7 +90,7 @@ Then, a high-level implementation could look like: return - def on_best(sol: State, rnd_state, neighbourhood: Neighbourhood): + def on_best(sol: State, rng, neighbourhood: Neighbourhood): # New best solution: start again from first neighbourhood. neighbourhood.k = 1 @@ -123,12 +123,12 @@ At a high level, one could thus implement the following: from alns import ALNS, State - def destroy(sol: State, rnd_state) -> State: + def destroy(sol: State, rng) -> State: return - def greedy_randomised_repair(sol: State, rnd_state) -> State: + def greedy_randomised_repair(sol: State, rng) -> State: return diff --git a/examples/alns_features.ipynb b/examples/alns_features.ipynb index 881d0666..0b352aed 100644 --- a/examples/alns_features.ipynb +++ b/examples/alns_features.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "metadata": { "pycharm": { "name": "#%%\n" @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "metadata": { "pycharm": { "name": "#%%\n" @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": { "pycharm": { "name": "#%%\n" @@ -79,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" @@ -142,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "metadata": { "pycharm": { "name": "#%%\n" @@ -164,9 +164,9 @@ }, "outputs": [], "source": [ - "def random_remove(state: KnapsackState, rnd_state):\n", + "def random_remove(state: KnapsackState, rng):\n", " probs = state.x / state.x.sum()\n", - " to_remove = rnd_state.choice(np.arange(n), size=to_destroy(state), p=probs)\n", + " to_remove = rng.choice(np.arange(n), size=to_destroy(state), p=probs)\n", "\n", " assignments = state.x.copy()\n", " assignments[to_remove] = 0\n", @@ -176,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "metadata": { "pycharm": { "name": "#%%\n" @@ -184,7 +184,7 @@ }, "outputs": [], "source": [ - "def worst_remove(state: KnapsackState, rnd_state):\n", + "def worst_remove(state: KnapsackState, rng):\n", " merit = state.x * p / w\n", " by_merit = np.argsort(-merit)\n", " by_merit = by_merit[by_merit > 0]\n", @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 15, "metadata": { "pycharm": { "name": "#%%\n" @@ -220,9 +220,9 @@ }, "outputs": [], "source": [ - "def random_repair(state: KnapsackState, rnd_state):\n", + "def random_repair(state: KnapsackState, rng):\n", " unselected = np.argwhere(state.x == 0)\n", - " rnd_state.shuffle(unselected)\n", + " rng.shuffle(unselected)\n", "\n", " while True:\n", " can_insert = w[unselected] <= W - state.weight()\n", @@ -249,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 16, "metadata": { "pycharm": { "name": "#%%\n" @@ -258,8 +258,8 @@ "outputs": [], "source": [ "def make_alns() -> ALNS:\n", - " rnd_state = np.random.RandomState(SEED)\n", - " alns = ALNS(rnd_state)\n", + " rng = np.random.default_rng(SEED)\n", + " alns = ALNS(rng)\n", "\n", " alns.add_destroy_operator(random_remove)\n", " alns.add_destroy_operator(worst_remove)\n", @@ -271,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 17, "metadata": { "pycharm": { "name": "#%%\n" @@ -303,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 18, "metadata": { "pycharm": { "name": "#%%\n" @@ -342,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 19, "metadata": { "pycharm": { "name": "#%%\n" @@ -353,7 +353,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Found solution with objective 2776.0.\n" + "Found solution with objective 2863.0.\n" ] } ], @@ -371,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 20, "metadata": { "pycharm": { "name": "#%%\n" @@ -380,7 +380,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -412,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 21, "metadata": { "pycharm": { "name": "#%%\n" @@ -423,7 +423,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Found solution with objective 2897.0.\n" + "Found solution with objective 2850.0.\n" ] } ], @@ -442,7 +442,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 22, "metadata": { "pycharm": { "name": "#%%\n" @@ -451,7 +451,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -477,14 +477,14 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Found solution with objective 2915.0.\n" + "Found solution with objective 2849.0.\n" ] } ], @@ -502,12 +502,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 24, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -540,14 +540,14 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Found solution with objective 2869.0.\n" + "Found solution with objective 2893.0.\n" ] } ], @@ -565,12 +565,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 26, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -599,7 +599,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 27, "metadata": {}, "outputs": [], "source": [ @@ -621,14 +621,14 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Found solution with objective 2919.0.\n" + "Found solution with objective 2893.0.\n" ] } ], @@ -646,12 +646,12 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -681,7 +681,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 30, "metadata": { "pycharm": { "name": "#%%\n" @@ -733,7 +733,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 31, "metadata": { "pycharm": { "name": "#%%\n" @@ -744,7 +744,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Found solution with objective 2799.0.\n" + "Found solution with objective 2890.0.\n" ] } ], @@ -762,7 +762,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 32, "metadata": { "pycharm": { "name": "#%%\n" @@ -771,7 +771,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -805,7 +805,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 33, "metadata": { "pycharm": { "name": "#%%\n" @@ -816,7 +816,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Found solution with objective 2830.0.\n" + "Found solution with objective 2858.0.\n" ] } ], @@ -834,7 +834,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 34, "metadata": { "pycharm": { "name": "#%%\n" @@ -843,7 +843,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAABAIAAAIjCAYAAACZALkcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAACgo0lEQVR4nOzdd3hU1brH8d+eSSWkUAKhd0QBEVApIoKioKKiHsRyVDx2sSA2bAjYjliw96ug56iI7agoiIgVBJUmvRg6AQIkgUDq7PtHnMlMpiczmSTz/dwnjzN7r1n7naL3rHev9S7DNE1TAAAAAAAgKlgiHQAAAAAAAKg+JAIAAAAAAIgiJAIAAAAAAIgiJAIAAAAAAIgiJAIAAAAAAIgiJAIAAAAAAIgiJAIAAAAAAIgiJAIAAAAAAIgiJAIAAAAAAIgiJAIAALXGxIkTZRiGsrOz/bZt27atRo8eHf6gKpg2bZoMw9DmzZur/dqhVFfeR6QF85v1ZPTo0Wrbtm1ogwqzQYMGadCgQZEOAwDgA4kAAEBErVq1Sv/85z/VokULxcfHq3nz5rrsssu0atWqSIfm02OPPabPPvss0mFEtffee0/PPvtspMOoVocPH9bEiRP1/fffRzSO1atXa+LEiSSKAKCWIhEAAIiYTz75RL169dK8efN01VVX6eWXX9bVV1+t+fPnq1evXvr0008r3fe6dev0xhtvhDBaV94SAZdffrmOHDmiNm3ahO3aKBMNiYA33nhD69atczw/fPiwJk2aVCMSAZMmTfKYCPjmm2/0zTffVH9QAICAxUQ6AABAdNq0aZMuv/xytW/fXj/++KPS09Md52677TadfPLJuvzyy7VixQq1b98+6P7j4+NDGW7ArFarrFZrRK6Nuic2NrZarpOfn6+kpKSQ9BUXFxeSfgAA4cOMAABARDz55JM6fPiwXn/9dZckgCQ1btxYr732mvLz8zVlyhS312ZnZ+uiiy5SSkqKGjVqpNtuu00FBQUubTzVCMjJydHYsWPVqlUrxcfHq2PHjnriiSdks9lc2tlsNj333HPq3r27EhISlJ6ermHDhun333+XJBmGofz8fE2fPl2GYcgwDMe1Kq6tHz58uNdERr9+/XT88ce7HPvPf/6j3r17KzExUQ0bNtTFF1+sbdu2+fwsP/roIxmGoR9++MHt3GuvvSbDMLRy5UpJ0ooVKzR69Gi1b99eCQkJysjI0L/+9S/t27fP5zXs73vixIlux6vyWXvyv//9T2effbaaN2+u+Ph4dejQQQ8//LBKS0sdbQYNGqRZs2Zpy5Ytju8gkLX0gXy+P/30k0aOHKnWrVsrPj5erVq10u23364jR4649bd27VpddNFFSk9PV2Jioo466ijdf//9bu1ycnI0evRopaWlKTU1VVdddZUOHz7sN17nGgGbN292/LsyadIkx/t2/k7Wrl2rf/zjH2rYsKESEhJ0/PHH6/PPP3fp0/4b/eGHH3TTTTepSZMmatmypSRpy5Ytuummm3TUUUcpMTFRjRo10siRI13u/E+bNk0jR46UJA0ePNgRh32WgqcaAXv27NHVV1+tpk2bKiEhQT169ND06dNd2mzevFmGYeipp57S66+/rg4dOig+Pl4nnHCCfvvtN7+fFQAgcMwIAABExBdffKG2bdvq5JNP9nh+4MCBatu2rWbNmuV27qKLLlLbtm31+OOP69dff9Xzzz+vAwcO6J133vF6vcOHD+uUU07Rjh07dP3116t169ZasGCB7r33Xu3atctlivnVV1+tadOm6cwzz9Q111yjkpIS/fTTT/r11191/PHH691339U111yjE088Udddd50kqUOHDh6vO2rUKF1xxRX67bffdMIJJziOb9myRb/++quefPJJx7FHH31UDz74oC666CJdc8012rt3r1544QUNHDhQS5cuVVpamsdrnH322apfv74+/PBDnXLKKS7nZsyYoa5du6pbt26SpLlz5+qvv/7SVVddpYyMDK1atUqvv/66Vq1apV9//VWGYXj9DAMVzGftybRp01S/fn2NGzdO9evX13fffacJEyYoLy/P8Xndf//9ys3N1fbt2zV16lRJUv369X32G+jnO3PmTB0+fFg33nijGjVqpMWLF+uFF17Q9u3bNXPmTEd/K1as0Mknn6zY2Fhdd911atu2rTZt2qQvvvhCjz76qMu1L7roIrVr106PP/64lixZojfffFNNmjTRE088EfDnmp6erldeeUU33nijzj//fF1wwQWSpGOPPVZSWb2Nk046SS1atND48eOVlJSkDz/8UCNGjNDHH3+s888/36W/m266Senp6ZowYYLy8/MlSb/99psWLFigiy++WC1bttTmzZv1yiuvaNCgQVq9erXq1aungQMH6tZbb9Xzzz+v++67T0cffbQkOf5Z0ZEjRzRo0CBt3LhRN998s9q1a6eZM2dq9OjRysnJ0W233ebS/r333tPBgwd1/fXXyzAMTZkyRRdccIH++uuvapshAQB1ngkAQDXLyckxJZnnnXeez3bnnnuuKcnMy8szTdM0H3roIVOSee6557q0u+mmm0xJ5vLlyx3H2rRpY1555ZWO5w8//LCZlJRkrl+/3uW148ePN61Wq7l161bTNE3zu+++MyWZt956q1s8NpvN8TgpKcmlf7u3337blGRmZmaapmmaubm5Znx8vHnHHXe4tJsyZYppGIa5ZcsW0zRNc/PmzabVajUfffRRl3Z//vmnGRMT43a8oksuucRs0qSJWVJS4ji2a9cu02KxmJMnT3YcO3z4sNtr33//fVOS+eOPP3p9H6ZpmpLMhx56yO31lf2svfEU4/XXX2/Wq1fPLCgocBw7++yzzTZt2vjsyy6Yz9fT9R9//HGX78s0TXPgwIFmcnKyyzHTdP2d2H+z//rXv1zanH/++WajRo38xn3llVe6vMe9e/d6/R5OO+00s3v37i6fkc1mM/v372926tTJccz+3Q4YMMDl92Kant/7woULTUnmO++84zg2c+ZMU5I5f/58t/annHKKecoppzieP/vss6Yk8z//+Y/jWFFRkdmvXz+zfv36jn+/MzMzTUlmo0aNzP379zva/u9//zMlmV988YX7BwQAqBSWBgAAqt3BgwclScnJyT7b2c/n5eW5HB8zZozL81tuuUWS9NVXX3nta+bMmTr55JPVoEEDZWdnO/6GDBmi0tJS/fjjj5Kkjz/+WIZh6KGHHnLrozJ3y1NSUnTmmWfqww8/lGmajuMzZsxQ37591bp1a0llhRNtNpsuuugil/gyMjLUqVMnzZ8/3+d1Ro0apT179rgUkfvoo49ks9k0atQox7HExETH44KCAmVnZ6tv376SpCVLlgT9/jwJ9LP2xjnGgwcPKjs7WyeffLIOHz6stWvXViqmYD5f5+vn5+crOztb/fv3l2maWrp0qSRp7969+vHHH/Wvf/3L8R3aefqd3HDDDS7PTz75ZO3bt8/tt11Z+/fv13fffaeLLrrI8ZllZ2dr3759Gjp0qDZs2KAdO3a4vObaa691q2fh/N6Li4u1b98+dezYUWlpaZX+fXz11VfKyMjQJZdc4jgWGxurW2+9VYcOHXJb0jJq1Cg1aNDA8dw+a+ivv/6q1PUBAO5YGgAAqHb2Ab49IeCNt4RBp06dXJ536NBBFovF51ZmGzZs0IoVK9zqEdjt2bNHUlkRw+bNm6thw4Y+YwvGqFGj9Nlnn2nhwoXq37+/Nm3apD/++MNlivyGDRtkmqbbe7PzNyV62LBhSk1N1YwZM3TaaadJKks2HHfccercubOj3f79+zVp0iR98MEHjvdsl5ubW8l36CrQz9qbVatW6YEHHtB3333nNlCubIzBfL5bt27VhAkT9Pnnn+vAgQMer28flNqXXPhTMVlgH+geOHBAKSkpgb0JHzZu3CjTNPXggw/qwQcf9Nhmz549atGiheN5u3bt3NocOXJEjz/+uN5++23t2LHDJXlV2c9+y5Yt6tSpkywW1/tP9qUEW7ZscTnu67MCAIQGiQAAQLVLTU1Vs2bNtGLFCp/tVqxYoRYtWvgdKAVyp95ms+n000/X3Xff7fG882A51M455xzVq1dPH374ofr3768PP/xQFovFUXDNHp9hGPr666897jrgb/17fHy8RowYoU8//VQvv/yydu/erV9++UWPPfaYS7uLLrpICxYs0F133aXjjjtO9evXl81m07BhwwIq5OeJcxE/+3up7Gedk5OjU045RSkpKZo8ebI6dOighIQELVmyRPfcc0+lYwz08y0tLdXpp5+u/fv365577lGXLl2UlJSkHTt2aPTo0ZW+vredJJwH2lVhj+vOO+/U0KFDPbbp2LGjy3Pnu/92t9xyi95++22NHTtW/fr1U2pqqgzD0MUXX1zp9x6scH9WAAASAQCACBk+fLjeeOMN/fzzzxowYIDb+Z9++kmbN2/W9ddf73Zuw4YNLnczN27cKJvN5rNqfIcOHXTo0CENGTLEZ1wdOnTQnDlztH//fp+zAoJZJpCUlKThw4dr5syZeuaZZzRjxgydfPLJat68uct1TdNUu3btKp2UGDVqlKZPn6558+ZpzZo1Mk3TZVnAgQMHNG/ePE2aNEkTJkxwHN+wYUNA/Tdo0EA5OTkux4qKirRr1y6XY4F+1p58//332rdvnz755BMNHDjQcTwzM9OtbTDfQaCf759//qn169dr+vTpuuKKKxzH586d69LOvhOEfTeG6uLtPdvjiY2NrdTnbvfRRx/pyiuv1NNPP+04VlBQ4Pa9B/PZt2nTRitWrJDNZnOZFWBf5tGmTZtKxwsAqBxqBAAAIuKuu+5SYmKirr/+eret6/bv368bbrhB9erV01133eX22pdeesnl+QsvvCBJOvPMM71e76KLLtLChQs1Z84ct3M5OTkqKSmRJF144YUyTVOTJk1ya+d8RzIpKcltcOTLqFGjtHPnTr355ptavny5ywBdki644AJZrVZNmjTJ7c6naZoBbe83ZMgQNWzYUDNmzNCMGTN04oknuiRM7HdaK/bvr4q/XYcOHdzW97/++utuMwIC/aw98RRjUVGRXn75Zbe2SUlJAU9XD/Tz9XR90zT13HPPubwmPT1dAwcO1FtvvaWtW7e69Rcu9erVkyS3316TJk00aNAgvfbaa26JGamspkEgrFarW/wvvPCC23eclJTkMQ5PzjrrLGVlZWnGjBmOYyUlJXrhhRdUv359t50uAADhx4wAAEBEdOrUSdOnT9dll12m7t276+qrr1a7du20efNm/d///Z+ys7P1/vvve9yWLzMzU+eee66GDRumhQsX6j//+Y8uvfRS9ejRw+v17rrrLn3++ecaPny4Ro8erd69eys/P19//vmnPvroI23evFmNGzfW4MGDdfnll+v555/Xhg0bHFPmf/rpJw0ePFg333yzJKl379769ttv9cwzz6h58+Zq166d+vTp4/X6Z511lpKTk3XnnXfKarXqwgsvdDnfoUMHPfLII7r33nu1efNmjRgxQsnJycrMzNSnn36q6667TnfeeafPzzQ2NlYXXHCBPvjgA+Xn5+upp55yOZ+SkqKBAwdqypQpKi4uVosWLfTNN994vNvuyTXXXKMbbrhBF154oU4//XQtX75cc+bMUePGjSv1WXvSv39/NWjQQFdeeaVuvfVWGYahd9991+Pgunfv3poxY4bGjRunE044QfXr19c555zjsd9AP98uXbqoQ4cOuvPOO7Vjxw6lpKTo448/9rg+/fnnn9eAAQPUq1cvXXfddY7f76xZs7Rs2bKAPtNgJSYm6phjjtGMGTPUuXNnNWzYUN26dVO3bt300ksvacCAAerevbuuvfZatW/fXrt379bChQu1fft2LV++3G//w4cP17vvvqvU1FQdc8wxWrhwob799ls1atTIpd1xxx0nq9WqJ554Qrm5uYqPj9epp56qJk2auPV53XXX6bXXXtPo0aP1xx9/qG3btvroo4/0yy+/6Nlnn/VbNBQAEAbVt0EBAADuVqxYYV5yySVms2bNzNjYWDMjI8O85JJLzD///NOtrX0rttWrV5v/+Mc/zOTkZLNBgwbmzTffbB45csSlbcUt7UzTNA8ePGjee++9ZseOHc24uDizcePGZv/+/c2nnnrKLCoqcrQrKSkxn3zySbNLly5mXFycmZ6ebp555pnmH3/84Wizdu1ac+DAgWZiYqIpyXEtT9vu2V122WWmJHPIkCFeP4+PP/7YHDBggJmUlGQmJSWZXbp0MceMGWOuW7cugE/TNOfOnWtKMg3DMLdt2+Z2fvv27eb5559vpqWlmampqebIkSPNnTt3um1J5+l9lJaWmvfcc4/ZuHFjs169eubQoUPNjRs3Vumz9uSXX34x+/btayYmJprNmzc37777bnPOnDlu29UdOnTIvPTSS820tDRTUkBbCQby+a5evdocMmSIWb9+fbNx48bmtddeay5fvtyUZL799tsu/a1cudLxeSYkJJhHHXWU+eCDDzrO23+ze/fudXmdr9+Js4rbB5qmaS5YsMDs3bu3GRcX5/a9bdq0ybziiivMjIwMMzY21mzRooU5fPhw86OPPnK79m+//eZ2vQMHDphXXXWV2bhxY7N+/frm0KFDzbVr13r8jt944w2zffv2ptVqdfluKm4faJqmuXv3bke/cXFxZvfu3d0+S/v2gU8++aRbXBXfJwCgagzTpPIKAKDuadWqlYYOHao333wz0qEAAADUKNQIAADUOfb9z71NPwcAAIhm1AgAANQpc+bM0QcffKAjR47otNNOi3Q4AAAANQ5LAwAAdcrgwYO1ceNG3XjjjbrvvvsiHQ4AAECNQyIAAAAAAIAoQo0AAAAAAACiCIkAAAAAAACiCMUCw8Bms2nnzp1KTk6WYRiRDgcAAAAAUMeZpqmDBw+qefPmslh83/MnERAGO3fuVKtWrSIdBgAAAAAgymzbtk0tW7b02YZEQBgkJydLKvsCUlJSIhwNAAAAAKCuy8vLU6tWrRzjUV9IBISBfTlASkoKiQAAAAAAQLUJZHk6xQIBAAAAAIgiJAIAAAAAAIgiJAIAAAAAAIgi1AgAAAAAAHhkmqZKSkpUWloa6VCintVqVUxMTEi2qCcRAAAAAABwU1RUpF27dunw4cORDgV/q1evnpo1a6a4uLgq9UMiAAAAAADgwmazKTMzU1arVc2bN1dcXFxI7kSjckzTVFFRkfbu3avMzEx16tRJFkvlV/qTCPDipZde0pNPPqmsrCz16NFDL7zwgk488cRIhwUAAAAAYVdUVCSbzaZWrVqpXr16kQ4HkhITExUbG6stW7aoqKhICQkJle6LYoEezJgxQ+PGjdNDDz2kJUuWqEePHho6dKj27NkT6dAAAAAAoNpU5a4zQi9U3wffqgfPPPOMrr32Wl111VU65phj9Oqrr6pevXp66623Ih0aAAAAAABVQiKggqKiIv3xxx8aMmSI45jFYtGQIUO0cOFCj68pLCxUXl6eyx8AAAAAADURiYAKsrOzVVpaqqZNm7ocb9q0qbKysjy+5vHHH1dqaqrjr1WrVtURKgAAAAAAQSMREAL33nuvcnNzHX/btm2LdEgAAAAAELWysrJ0yy23qH379oqPj1erVq10zjnnaN68eZEOzSvDMPTZZ59Vy7XYNaCCxo0by2q1avfu3S7Hd+/erYyMDI+viY+PV3x8fHWEBwAAAADwYfPmzTrppJOUlpamJ598Ut27d1dxcbHmzJmjMWPGaO3atUH3aZqmSktLFRPjOoQuKipSXFxcqEKvNswIqCAuLk69e/d2yRTZbDbNmzdP/fr1i2BkAAAAAAB/brrpJhmGocWLF+vCCy9U586d1bVrV40bN06//vqrNm/eLMMwtGzZMsdrcnJyZBiGvv/+e0nS999/L8Mw9PXXX6t3796Kj4/Xzz//rEGDBunmm2/W2LFj1bhxYw0dOlSStHLlSp155pmqX7++mjZtqssvv1zZ2dmO/gcNGqRbb71Vd999txo2bKiMjAxNnDjRcb5t27aSpPPPP1+GYTiehwszAjwYN26crrzySh1//PE68cQT9eyzzyo/P19XXXVVpEMDAAAAgIg454WftfdgYbVfNz05Xl/cMiCgtvv379fs2bP16KOPKikpye18WlqacnJyAr72+PHj9dRTT6l9+/Zq0KCBJGn69Om68cYb9csvv0gqSyKceuqpuuaaazR16lQdOXJE99xzjy666CJ99913jr6mT5+ucePGadGiRVq4cKFGjx6tk046Saeffrp+++03NWnSRG+//baGDRsmq9UacIyVQSLAg1GjRmnv3r2aMGGCsrKydNxxx2n27NluBQQBAAAAIFrsPViorLyCSIfh08aNG2Waprp06RKS/iZPnqzTTz/d5VinTp00ZcoUx/NHHnlEPXv21GOPPeY49tZbb6lVq1Zav369OnfuLEk69thj9dBDDzn6ePHFFzVv3jydfvrpSk9Pl1SWqPC2JD2USAR4cfPNN+vmm2+OdBhhk3sgW5v+r2yGQ1GT49T3iocjHBEAAACAmiw9OTJ10YK5rmmaIb328ccf73asd+/eLs+XL1+u+fPnq379+m5tN23a5JIIcNasWTPt2bMnhNEGjkRAlCouPKJeh36UJC21lUQ4GgAAAAA1XaDT8yOpU6dOMgzDZ0FAi6WsVJ5z0qC4uNhjW0/LCyoeO3TokM455xw98cQTbm2bNWvmeBwbG+tyzjAM2Ww2r3GGE8UCAQAAAAB1QsOGDTV06FC99NJLys/Pdzufk5PjmIa/a9cux3HnwoHB6tWrl1atWqW2bduqY8eOLn+eEgnexMbGqrS0tNJxBINEAAAAAACgznjppZdUWlqqE088UR9//LE2bNigNWvW6Pnnn1e/fv2UmJiovn376t///rfWrFmjH374QQ888EClrzdmzBjt379fl1xyiX777Tdt2rRJc+bM0VVXXRXUwL5t27aaN2+esrKydODAgUrHEwgSAQAAAACAOqN9+/ZasmSJBg8erDvuuEPdunXT6aefrnnz5umVV16RVFbMr6SkRL1799bYsWP1yCOPVPp6zZs31y+//KLS0lKdccYZ6t69u8aOHau0tDTHMoRAPP3005o7d65atWqlnj17VjqeQBhmqKspQHl5eUpNTVVubq5SUlIiHY5H2Vnb1PjVbpKkpfX6q+fdX0c4IgAAAAA1RUFBgTIzM9WuXTslJCREOhz8zdf3Esw4lBkBkBHpAAAAAAAA1YZEQLQyGP4DAAAAQDQiEQAAAAAAQBQhEQAAAAAAQBQhEQAAAAAAQBQhEQAAAAAAQBQhEQBJ7CAJAAAAANGCRECUMtg1AAAAAACiEokAAAAAAACiCIkAAAAAAACiCIkAAAAAAECdMXr0aBmG4fhr1KiRhg0bphUrVoSk/4kTJ+q4444LSV+RQiIAAAAAAFCnDBs2TLt27dKuXbs0b948xcTEaPjw4ZEOq8YgEQAZJrsGAAAAAKg74uPjlZGRoYyMDB133HEaP368tm3bpr1790qStm3bposuukhpaWlq2LChzjvvPG3evNnx+u+//14nnniikpKSlJaWppNOOklbtmzRtGnTNGnSJC1fvtwx42DatGmReZNVEBPpABAp7BoAAAAAIAivnSId2lP9163fRLr+h0q//NChQ/rPf/6jjh07qlGjRiouLtbQoUPVr18//fTTT4qJidEjjzziWD5gsVg0YsQIXXvttXr//fdVVFSkxYsXyzAMjRo1SitXrtTs2bP17bffSpJSU1ND9U6rDYkAAAAAAIB/h/ZIB3dGOoqAfPnll6pfv74kKT8/X82aNdOXX34pi8Wi9957TzabTW+++aZjW/W3335baWlp+v7773X88ccrNzdXw4cPV4cOHSRJRx99tKPv+vXrKyYmRhkZGdX/xkKERAAAAAAAwL/6TWrNdQcPHqxXXnlFknTgwAG9/PLLOvPMM7V48WItX75cGzduVHJysstrCgoKtGnTJp1xxhkaPXq0hg4dqtNPP11DhgzRRRddpGbNmoXk7dQEJAIAAAAAAP5VYXp+dUtKSlLHjh0dz998802lpqbqjTfe0KFDh9S7d2/997//dXtdenq6pLIZArfeeqtmz56tGTNm6IEHHtDcuXPVt2/fansP4UQiAAAAAABQpxmGIYvFoiNHjqhXr16aMWOGmjRpopSUFK+v6dmzp3r27Kl7771X/fr103vvvae+ffsqLi5OpaWl1Rh96LFrACSxawAAAACAuqOwsFBZWVnKysrSmjVrdMstt+jQoUM655xzdNlll6lx48Y677zz9NNPPykzM1Pff/+9br31Vm3fvl2ZmZm69957tXDhQm3ZskXffPONNmzY4KgT0LZtW2VmZmrZsmXKzs5WYWFhhN9t8JgREKXsRTEAAAAAoK6ZPXu2Y01/cnKyunTpopkzZ2rQoEGSpB9//FH33HOPLrjgAh08eFAtWrTQaaedppSUFB05ckRr167V9OnTtW/fPjVr1kxjxozR9ddfL0m68MIL9cknn2jw4MHKycnR22+/rdGjR0fonVaOYZpsIh9qeXl5Sk1NVW5urs+pJpG0f+8uNXypiyRpeWIf9bjnmwhHBAAAAKCmKCgoUGZmptq1a6eEhIRIh4O/+fpeghmHsjQAAAAAAIAoQiIAAAAAAIAoQiIAMigWCAAAAABRg0RA1KJYIAAAAABEIxIBAAAAAACPqC1fs4Tq+yARAAAAAABwERsbK0k6fPhwhCOBM/v3Yf9+KismFMEAAAAAAOoOq9WqtLQ07dmzR5JUr149GQbLiyPFNE0dPnxYe/bsUVpamqxWa5X6IxEAAAAAAHCTkZEhSY5kACIvLS3N8b1UBYkAAAAAAIAbwzDUrFkzNWnSRMXFxZEOJ+rFxsZWeSaAHYmAKGVYKA8BAAAAwD+r1RqyAShqBkaDAAAAAABEERIBAAAAAABEERIBAAAAAABEERIBAAAAAABEERIBkCEz0iEAAAAAAKoJiYCoZUQ6AAAAAABABJAIAAAAAAAgipAIAAAAAAAgipAIAAAAAAAgipAIAAAAAAAgipAIgGSyawAAAAAARAsSAdHKYNcAAAAAAIhGJAIAAAAAAIgiJAIAAAAAAIgiJAIAAAAAAIgiJAIAAAAAAIgiJAIgQ+waAAAAAADRgkRA1GLXAAAAAACIRiQCAAAAAACIIiQCAAAAAACIIiQCAAAAAACIIiQCAAAAAACIIiQCILFrAAAAAABEDRIBUcow2DUAAAAAAKIRiQAAAAAAAKIIiQAAAAAAAKIIiQAAAAAAAKIIiQAAAAAAAKJInUoEtG3bVoZhuPz9+9//dmmzYsUKnXzyyUpISFCrVq00ZcoUt35mzpypLl26KCEhQd27d9dXX31VXW8hIigbCAAAAADRo04lAiRp8uTJ2rVrl+PvlltucZzLy8vTGWecoTZt2uiPP/7Qk08+qYkTJ+r11193tFmwYIEuueQSXX311Vq6dKlGjBihESNGaOXKlZF4O+HD6B8AAAAAolJMpAMIteTkZGVkZHg899///ldFRUV66623FBcXp65du2rZsmV65plndN1110mSnnvuOQ0bNkx33XWXJOnhhx/W3Llz9eKLL+rVV1+ttvcBAAAAAEA41LkZAf/+97/VqFEj9ezZU08++aRKSkoc5xYuXKiBAwcqLi7OcWzo0KFat26dDhw44GgzZMgQlz6HDh2qhQsXer1mYWGh8vLyXP4AAAAAAKiJ6tSMgFtvvVW9evVSw4YNtWDBAt17773atWuXnnnmGUlSVlaW2rVr5/Kapk2bOs41aNBAWVlZjmPObbKysrxe9/HHH9ekSZNC/G4AAAAAAAi9Gj8jYPz48W4FACv+rV27VpI0btw4DRo0SMcee6xuuOEGPf3003rhhRdUWFgY1hjvvfde5ebmOv62bdsW1usBAAAAAFBZNX5GwB133KHRo0f7bNO+fXuPx/v06aOSkhJt3rxZRx11lDIyMrR7926XNvbn9roC3tp4qzsgSfHx8YqPj/f3VmowM9IBAAAAAACqSY1PBKSnpys9Pb1Sr122bJksFouaNGkiSerXr5/uv/9+FRcXKzY2VpI0d+5cHXXUUWrQoIGjzbx58zR27FhHP3PnzlW/fv2q9kZqGKPmTwYBAAAAAIRBnRkNLly4UM8++6yWL1+uv/76S//97391++2365///KdjkH/ppZcqLi5OV199tVatWqUZM2boueee07hx4xz93HbbbZo9e7aefvpprV27VhMnTtTvv/+um2++OVJvDQAAAACAkKnxMwICFR8frw8++EATJ05UYWGh2rVrp9tvv91lkJ+amqpvvvlGY8aMUe/evdW4cWNNmDDBsXWgJPXv31/vvfeeHnjgAd13333q1KmTPvvsM3Xr1i0SbwsAAAAAgJAyTNNkgXiI5eXlKTU1Vbm5uUpJSYl0OB7l5uQo9dk2kqRVCT3Vdfz3kQ0IAAAAAFBpwYxD68zSAAAAAAAA4B+JAMhg1wAAAAAAiBokAqKVYUQ6AgAAAABABJAIAAAAAAAgipAIAAAAAAAgipAIAAAAAAAgipAIAAAAAAAgipAIgNg0AAAAAACiB4mAaMWuAQAAAAAQlUgEAAAAAAAQRUgEAAAAAAAQRUgEAAAAAAAQRUgEAAAAAAAQRUgEQAbbBgAAAABA1CAREK3YNQAAAAAAohKJAAAAAAAAogiJAAAAAAAAogiJAAAAAAAAogiJAAAAAAAAogiJAEjsGgAAAAAAUYNEQJQy2DUAAAAAAKISiQAAAAAAAKIIiQAAAAAAAKIIiQAAAAAAAKIIiQAAAAAAAKIIiQDIYNcAAAAAAIgaJAKiFbsGAAAAAEBUIhEAAAAAAEAUIREAAAAAAEAUIREAAAAAAEAUIREAiWKBAAAAABA1SAREKUMUCwQAAACAaEQiAAAAAACAKEIiAAAAAACAKEIiAAAAAACAKEIiAAAAAACAKEIiADLYNAAAAAAAogaJgGhlsGsAAAAAAEQjEgEAAAAAAEQREgEAAAAAAEQREgEAAAAAAEQREgEAAAAAAEQREgGQxLYBAAAAABAtSAREKcPgqwcAAACAaMRoEAAAAACAKEIiAAAAAACAKEIiAAAAAACAKEIiAAAAAACAKEIiADLYNQAAAAAAogaJgGhlGJGOAAAAAAAQASQCAAAAAACIIiQCAAAAAACIIiQCAAAAAACIIiQCAAAAAACIIiQCAAAAAACIIiQCopQhdg0AAAAAgGhEIgAAAAAAgChCIgAAAAAAgChCIgAAAAAAgChCIgAAAAAAgChCIgAyZEY6BAAAAABANSEREK0Mdg0AAAAAgGhEIgAAAAAAgChCIgAAAAAAgChSaxIBjz76qPr376969eopLS3NY5utW7fq7LPPVr169dSkSRPdddddKikpcWnz/fffq1evXoqPj1fHjh01bdo0t35eeukltW3bVgkJCerTp48WL14chncEAAAAAED1qzWJgKKiIo0cOVI33nijx/OlpaU6++yzVVRUpAULFmj69OmaNm2aJkyY4GiTmZmps88+W4MHD9ayZcs0duxYXXPNNZozZ46jzYwZMzRu3Dg99NBDWrJkiXr06KGhQ4dqz549YX+PAAAAAACEm2GaZq0qGT9t2jSNHTtWOTk5Lse//vprDR8+XDt37lTTpk0lSa+++qruuece7d27V3Fxcbrnnns0a9YsrVy50vG6iy++WDk5OZo9e7YkqU+fPjrhhBP04osvSpJsNptatWqlW265RePHjw8oxry8PKWmpio3N1cpKSkheNehl19YoqTHG0mSNsZ1Ucf7FkU4IgAAAABAZQUzDq01MwL8Wbhwobp37+5IAkjS0KFDlZeXp1WrVjnaDBkyxOV1Q4cO1cKFCyWVzTr4448/XNpYLBYNGTLE0caTwsJC5eXlufzVdGwaAAAAAADRqc4kArKyslySAJIcz7Oysny2ycvL05EjR5Sdna3S0lKPbex9ePL4448rNTXV8deqVatQvCUAAAAAAEIuoomA8ePHyzAMn39r166NZIgBuffee5Wbm+v427ZtW6RDAgAAAADAo5hIXvyOO+7Q6NGjfbZp3759QH1lZGS4VfffvXu345z9n/Zjzm1SUlKUmJgoq9Uqq9XqsY29D0/i4+MVHx8fUJwAAAAAAERSRBMB6enpSk9PD0lf/fr106OPPqo9e/aoSZMmkqS5c+cqJSVFxxxzjKPNV1995fK6uXPnql+/fpKkuLg49e7dW/PmzdOIESMklRULnDdvnm6++eaQxAkAAAAAQCTVmhoBW7du1bJly7R161aVlpZq2bJlWrZsmQ4dOiRJOuOMM3TMMcfo8ssv1/LlyzVnzhw98MADGjNmjONu/Q033KC//vpLd999t9auXauXX35ZH374oW6//XbHdcaNG6c33nhD06dP15o1a3TjjTcqPz9fV111VUTed7WoXRtHAAAAAACqIKIzAoIxYcIETZ8+3fG8Z8+ekqT58+dr0KBBslqt+vLLL3XjjTeqX79+SkpK0pVXXqnJkyc7XtOuXTvNmjVLt99+u5577jm1bNlSb775poYOHepoM2rUKO3du1cTJkxQVlaWjjvuOM2ePdutgGBdYDMNWQySAAAAAAAQTQzT5HZwqAWzf2OkHC4qUcKjjWUxTG2MPUod71/s/0UAAAAAgBopmHForVkaAAAAAAAAqo5EAAAAAAAAUYREAHxati1HA6fM17gZyyIdCgAAAAAgBEgEQIa8l4m4+PWF2rr/sD5ZukN/bNlfjVEBAAAAAMKBRECUMnwO/8sVFNscj/fkFYYvIAAAAABAtSARgIDZ2F8CAAAAAGo9EgEImBnQHAIAAAAAQE1GIgABY0YAAAAAANR+JAIQMNMkEwAAAAAAtV2lEgGbNm3SAw88oEsuuUR79uyRJH399ddatWpVSINDzUIeAAAAAABqv6ATAT/88IO6d++uRYsW6ZNPPtGhQ4ckScuXL9dDDz0U8gARPqaMINvX7EzAWz9n6uznf9LPG7IjHQoAAAAA1FhBJwLGjx+vRx55RHPnzlVcXJzj+Kmnnqpff/01pMGhZrHZ/LeJlFKbqclfrtaqnXn65/8tinQ4AAAAAFBjBZ0I+PPPP3X++ee7HW/SpImys7kTW5eV2Gzae7BQizP317h6AbYaFg8AAAAA1FRBJwLS0tK0a9cut+NLly5VixYtQhIUaqa3f9msM5/7URe9tlD/XbQ10uG4IA8AAAAAAIEJOhFw8cUX65577lFWVpYMw5DNZtMvv/yiO++8U1dccUU4YkQNsTbroLIPFUmSHvhspe6cuVzfrd0d4agAAAAAAMEIOhHw2GOPqUuXLmrVqpUOHTqkY445RgMHDlT//v31wAMPhCNGhJlRySKAH/2xXf+a9rs27D4Y4oj8Kywp1U8b9iq/sERSzS9kCAAAAAA1RUywL4iLi9Mbb7yhBx98UCtXrtShQ4fUs2dPderUKRzxIUwMI/hdA7z5emWWOjVNDklfgXrg05Wa+cd29e/QSO9d25elAQAAAAAQoKATAXatW7dW69atQxkL4JNpmlqUuV9JcTGa+cd2SdKCTfv+PhfJyAAAAACg9gg6EfCvf/3L5/m33nqr0sGgdlq4aZ9uPS2wGSElpTbFWINekSJJ+nFDtq58a7HHc5FaGnAgv0iv/LBJRzdL1vk9W0YkBgAAAAAIRtCJgAMHDrg8Ly4u1sqVK5WTk6NTTz01ZIGh9lj41z7ZbKYsFt9LDeat2a3bPlimU45K10uX9gr6OnfOXO71nK8ZATabqXEfLtOW/Yf1/MU91aphvaCv7c2Ez1fpi+U7JUndW6SpY5P6IesbAAAAAMIh6ETAp59+6nbMZrPpxhtvVIcOHUISFGofm2nK4qXmQHGpTd+v26tr3/ldkjRrxS7dPuSQx0Fz7pFi/bwhWwM6NlZqvdiAr+9rPsCsP3fps2Vlg/XbPliqT246KeB+/bEnASRpyZYDJAIAAAAA1HiVm6NdsROLRePGjdPUqVND0R2qXXin1f/fz5mOJIBdzuEij21vfm+Jxry3RDf+94+grmH6mBKwcc8hx+MlW3OC6jeoGNi5AAAAAEAtEJJEgCRt2rRJJSUloeoO1aC6hq3//nqt27GCYpvHtj9tyJZUXgTQma/p/wzBAQAAACAwQS8NGDdunMtz0zS1a9cuzZo1S1deeWXIAkPtEuxAPNR3z2vCrgE1IQYAAAAA8CfoRMDSpUtdnlssFqWnp+vpp5/2u6MA6q6ID4Ijff2aEQIAAAAA+BV0ImD+/PnhiAMRZLNVfQgb6fXxkb4+AAAAANQWIasRgNrrSHGpNuw+6PFcUpzV8Tg10XsV/1U781RQXBry2AIV8RkJNSQGAAAAAPAnoBkBPXv2lGH43iPebsmSJVUKCNXPkHT7h8v05S0nu59z+t5tPka6F7y8QMe1StOnN/UP+LcSSr5iqy7hnpVQXGrTzxuz1bV5ipokJ4T1WgAAAADqroASASNGjAhzGIgEU+UD9r0HCz22cRnT+xnnLtuWo9wjxUqrF+f32oZCmyyIfBog/DMCXvxuo56bt0Et0hL1492DZbVUf8IFAAAAQO0XUCLgoYceCnccqKGCyANIkkoCrDdQubvn3l9zpChyyxKcmaYZthkRz83bIEnakXNEmdn56tikfliuAwAAAKBuo0YAfHIe1JoB3PIuDUHhwcr4Yf1et2Mvzd+oy978Veu91D8ItUdnrVG/x7/T/LV7wn6tQL4LAAAAAPAk6F0DSktLNXXqVH344YfaunWrioqKXM7v378/ZMEh8pxvbucHcNc90ERAqJcGNE1xXTO/bf9hPTlnXUiv4c+R4lIdKS7VVdN+0+Z/nx3Wa0Uo3wIAAACgDgh6RsCkSZP0zDPPaNSoUcrNzdW4ceN0wQUXyGKxaOLEiWEIEeFm+JhybwlymnthiS2gdoEsDQjmrneLtESX57vzCgJ+bW1UE4ojAgAAAKidgk4E/Pe//9Ubb7yhO+64QzExMbrkkkv05ptvasKECfr111/DESPCxnB65HnAH+x9++kLNlc6mgUbs12eBzrW9ZQwiLHW7VUvJAIAAAAAVFbQo6WsrCx1795dklS/fn3l5uZKkoYPH65Zs2aFNjpEXLCF76Yt2KyFm/Yp53CRz3aeEg8fLdnu8jzQoa6nMXFMHa+oTx4AAAAAQGUFnQho2bKldu3aJUnq0KGDvvnmG0nSb7/9pvj4+NBGh4irTAH8S974VSNe+kU2HwvZQ700oGJ/gWytty7roGat2KWiAJcz1CQkAgAAAABUVtCJgPPPP1/z5s2TJN1yyy168MEH1alTJ11xxRX617/+FfIAEVmVva++ed9h/ZWdX6VrBzwjwMMxf4mA3MPFGvrsjxrz3hK9+fNfQccWaSwNAAAAAFBZQe8a8O9//9vxeNSoUWrTpo0WLFigTp066ZxzzglpcKheU+eu12fLdmjSuV016Kgmkio3I6CyKi4XqDjY9Tb2rcxWet+vL9/ib8rsdbppUMeg+4ikUi/vef7aPTpUWKKzuzeTpY4vjwAAAABQOUEnAgoKCpSQUL5VW9++fdW3b9+QBoXqZahs67vn5m2QJI1+u3z7u2B3DXBVtbvWARcL9NDW3zaGgW5zWFN5Wnbxx5YDumrab2XnTVPnHdeiusMCAAAAUAsEvTSgSZMmuvLKKzV37lzZbLVvbTXKGIbrMN3bOvkqpQFCPNb2lpPwdB1/6/5reyKguNQ9/v9zWuLw+FdrqzMcAAAAALVI0ImA6dOn6/DhwzrvvPPUokULjR07Vr///ns4YkM1qjjIrsx0+1D7ds1uDXjiOz33bdlMhexDnnci8FR4sKjUdyIg2LeXlVugxZn7a8TnIkklHpJwzksrAinGCAAAACA6VapY4MyZM7V792499thjWr16tfr27avOnTtr8uTJ4YgRETBvTdka+mC3D3TmayjqafvAim5+b6m2Hziiqd+uV7GfgX1Fb/7kuwBgMMX2jhSV6oypP+ii1xbqw9+3BRVHuJR4mBHg/JHWkHwFAAAAgBoo6ESAXXJysq666ip98803WrFihZKSkjRp0qRQxoYIWrEjV1LVigVmHyzU13/u8njO0x1rX9fyNZXf06B3zqrdPmNbvSvP53lns1ftUl5BiSTpno//DPh14VTi4fNw/vjIAwAAAADwJuhigXYFBQX6/PPP9d5772n27Nlq2rSp7rrrrlDGhhqgKsUCL31zUQgjCa1ZKzwnKGqLEg8zJJxnbzAjAAAAAIA3QScC5syZo/fee0+fffaZYmJi9I9//EPffPONBg4cGI74UA0MmV4HjuHaPjCQpQHOfA1sTTP4ge8lJ7bWi/M3BtQ22FirQ7GfGQHMCQAAAADgTdCJgPPPP1/Dhw/XO++8o7POOkuxsbHhiAvVwHQaOh4pLq1wsmwgGa4hcLDF7Hy1r0xhvFhrpVfF1AieZwREIBAAAAAAtU7QiYDdu3crOTk5HLGgBrEPratSLDBYvq506O81+p6Eexp8TRxg+9v9kKUBAAAAALwJ+rYoSYDoUlMGwRe/8avP89G2XZ6nbQyd6zkEsysCAAAAgOhS6WKBiA7VkQeY/MVqrdyR63Pw+tfefK/nGPKWCfWuAZv2HtJL8zfqtC5NdfaxzULQIwAAAICagEQAfAr30oDfNu/XW79k+m1nMbxPh39/0VaP2+mFSnUuj6iSEIf5zzcXaVdugT5ZskPN0/rrjy0HdH7PFmpUPz60FwIAAABQrUgEQL7uH4d7CJyZ7f1Ov0schuF14fujX60J+rrBLCWoiWkAf9GHYmXArtwCx+PzX14gSfph/V69e3WfqncOAAAAIGIqXTp948aNmjNnjo4cOSLJ85pl1FyGDJddAyqyf52WMN8ND7R3S4jDCOMEgmqxcNM+t2PO31W4/n38aUN2WPoFAAAAUH2CTgTs27dPQ4YMUefOnXXWWWdp165dkqSrr75ad9xxR8gDRGTVlFnxoZyev3TrAb39s//lCOXXDtmlQ+bTpTvcjoW6RgAAAACAuinoRMDtt9+umJgYbd26VfXq1XMcHzVqlGbPnh3S4BA59qnz4V4fH2j/RSW2kF3z/JcX6GCh9+0I6wQyAQAAAAC8CLpGwDfffKM5c+aoZcuWLsc7deqkLVu2hCwwRNaK7bkyTV+LB6rG+LvnGniz3U24l0eEinOY5AEAAAAAeBP0jID8/HyXmQB2+/fvV3w81cTrip82ZOvG/ywJ27T4YIr1ITDVUSMAAAAAQO0XdCLg5JNP1jvvvON4bhiGbDabpkyZosGDB4c0OFQPb2P92auywr4+vjbcbK8tY2pmBAAAAAAIRNBLA6ZMmaLTTjtNv//+u4qKinT33Xdr1apV2r9/v3755ZdwxIgwCWSwGK5p8bVlcF1b8fkCAAAA8CboGQHdunXT+vXrNWDAAJ133nnKz8/XBRdcoKVLl6pDhw7hiBERFK4b9vZxaq2YEVBr7q87LQ2oNTEDAAAAqG5BzwiQpNTUVN1///2hjgU1UZhG6puz8/Xuwi3alXskLP1XVqnNlMUI/24J4eCyNMCUDuQXKS7GoqT4Sv1rDgAAAKCOCnpGQMeOHTVx4kRt2LAhHPGghtmZE56B+kOfr9K3a3Zr1c68sPRfGeuyDqrf4/M04uUFKi4t366wuqbZF5fatGTrAZWUVm6rROfURWGJTX0en6d+j8/T/vyi0AQIAAAAoE4IOhEwZswYzZo1S0cddZROOOEEPffcc8rKygpHbKgB9h4sjHQI1eb6d3/XnoOFWr4tRzN+21bt1x87Y5kueHmBOt7/tXIOBz94rziJoajEpryCEk2duz5EEQIAAACoC4JOBNx+++367bfftHbtWp111ll66aWX1KpVK51xxhkuuwmg9jBYTy5J2rzvsOPx7rwCx+Nnv62egfSsFbscjyd+viro1xteKjocLCiudEyhVtnZDgAAAABCJ+hEgF3nzp01adIkrV+/Xj/99JP27t2rq666KpSxIYwMQzLDVgqw9rMvBygoLtWmvfkh7bu41Kbr3vldo15b6HXGxWfLdgbdr7eyBjUlzfPM3PXqNnGOpv2SGelQAAAAgKhW6USAJC1evFhjx47V+eefr/Xr12vkyJGhisvNo48+qv79+6tevXpKS0vz2MYwDLe/Dz74wKXN999/r169eik+Pl4dO3bUtGnT3Pp56aWX1LZtWyUkJKhPnz5avHhxGN4RajLb35kAWxgKBLyzcIu+Wb1bizL366HPV4asX29pnZqyleDz8zaooNimiV+sjnQoAAAAQFQLOhGwfv16PfTQQ+rcubNOOukkrVmzRk888YR2797tNugOpaKiIo0cOVI33nijz3Zvv/22du3a5fgbMWKE41xmZqbOPvtsDR48WMuWLdPYsWN1zTXXaM6cOY42M2bM0Lhx4/TQQw9pyZIl6tGjh4YOHao9e/aE662hBrKPnS1h2D1g1Y5cx+MFm/aFrF9vOx3UkDwAAAAAgBoi6H3FunTpohNOOEFjxozRxRdfrKZNm4YjLjeTJk2SJI938J2lpaUpIyPD47lXX31V7dq109NPPy1JOvroo/Xzzz9r6tSpGjp0qCTpmWee0bXXXutY5vDqq69q1qxZeuuttzR+/HiP/RYWFqqwsHyKd15ezamEj8AUlbiuXQ/nXXTnrsORaAAAAAAAX4KeEbBu3TotWrRIt912W7UlAYIxZswYNW7cWCeeeKLeeustmU4juoULF2rIkCEu7YcOHaqFCxdKKpt18Mcff7i0sVgsGjJkiKONJ48//rhSU1Mdf61atQrxu0K4vbNws8tzM4yZAOflBtWRBgjnewEAAABQ+wSdCOjUqVM44giJyZMn68MPP9TcuXN14YUX6qabbtILL7zgOJ+VleWWvGjatKny8vJ05MgRZWdnq7S01GMbX1sk3nvvvcrNzXX8bdtW/VvPVQW7Bkiv/vCXy/Pq+kRCOSGA2QUAAAAAAhHQ0oCGDRtq/fr1aty4sRo0aOB1LbIk7d+/P+CLjx8/Xk888YTPNmvWrFGXLl0C6u/BBx90PO7Zs6fy8/P15JNP6tZbbw04psqIj49XfHx8WK8RDuwaUC77kGv1fl930bftP6xWDetV+lquXRs6kF+kh2dVvYBeTd81AAAAAEDNEFAiYOrUqUpOTnY89pUICMYdd9yh0aNH+2zTvn37Svffp08fPfzwwyosLFR8fLwyMjK0e/dulza7d+9WSkqKEhMTZbVaZbVaPbbxVncAdZPt79Gzp3zAyVPma9WkoUqKD7zERkFxqZ6cs0714qwqdV4aYEiTv1ytT5fuqGrIpHUAAAAABCSgkcyVV17peOxv4B6M9PR0paenh6y/ipYtW6YGDRo47tb369dPX331lUubuXPnql+/fpKkuLg49e7dW/PmzXPsNmCz2TRv3jzdfPPNYYsTNY+/ZfXnvPiz5o07JeD+Xpq/Uf/3c6bbcUMKKAlQUFzq8/wDn/2p//y61fNJpgQAAAAAcBJ0jQCr1epxK719+/bJarWGJChPtm7dqmXLlmnr1q0qLS3VsmXLtGzZMh06dEiS9MUXX+jNN9/UypUrtXHjRr3yyit67LHHdMsttzj6uOGGG/TXX3/p7rvv1tq1a/Xyyy/rww8/1O233+5oM27cOL3xxhuaPn261qxZoxtvvFH5+fmOXQQQHUw/o+e/9uZr/jr/W0oWFJfqpfkb9cJ3Gz2e9zW55pb3lzoeT/rC+9KBjXsOeU8CyP97qUlKSm26etpvOv/lX5SVW1ClvvILS/Th79u0cc/BEEUHAAAA1A1Bbx/obe10YWGh4uLiqhyQNxMmTND06dMdz3v27ClJmj9/vgYNGqTY2Fi99NJLuv3222Wapjp27OjYCtCuXbt2mjVrlm6//XY999xzatmypd58803H1oGSNGrUKO3du1cTJkxQVlaWjjvuOM2ePbtG7pCAyJq7erffNv/3c6aenLPO63nDx4T+L5bv1L1ndlHztES9v9j7QH9Pnu8Bc23aNGDsjGWat7YswXLXR8v17tV9Kt3XI7NW6/3FZYU71z0yTPEx4UtUAgAAALVJwImA559/XpJkGIbefPNN1a9f33GutLRUP/74Y8BF/Spj2rRpmjZtmtfzw4YN07Bhw/z2M2jQIC1dutRnm5tvvjmqlgKwttw7X3fTAxlgv/r9Jp/n/ZXbKCyxeT13IL9IHy/ZrqJS722k2pUI+HLFLsfjnzZkV6kvexJAkrbuO6xOTZOr1B8AAABQVwScCJg6daqkshkBr776qssygLi4OLVt21avvvpq6CNEWBhi6bgvoRo8++umKkmYO2cud9w9BwAAAIBABZwIyMwsK3Q2ePBgffLJJ2rQoEHYggKihb8dOHydDTQJUJkaAfmFJUG/BgAAAEDtEHSNgPnz54cjDqDWqS1T7isT59S560MfSJgs2JitTXsP6R+9WykxznMdgBDteAoAAADUCUHvGnDhhRfqiSeecDs+ZcoUjRw5MiRBATWFr0F0barGH6xFmfsjHUJAth84rEvfXKQH/7dKL3y3IdLhAAAAALVC0ImAH3/8UWeddZbb8TPPPFM//vhjSIICokV13KkOJF1RXGpzWQ5gqyXTHeav2+t4/LKPwoy15O0AAAAA1SLoRMChQ4c8bhMYGxurvLy8kASF6mXU4Tvb4VRXBpcHC4o1cMp89XlsntZmlf07XFveGzP+AQAAgOAFnQjo3r27ZsyY4Xb8gw8+0DHHHBOSoFBdGEZ5Y/49EvY1Hg5krGxWcUQdihkD/kJ47Ye/tCu3QIcKS3Tze2Vba9bUGQHLtuXoqrcX67OlOySx9h8AAACojKCLBT744IO64IILtGnTJp166qmSpHnz5un999/XzJkzQx4gUFN99Mf2KvdRPQNZ34P6ffmFjsc7DhwJdzBVMuKlXySVLQk4t0fzCEcDAAAA1E5BJwLOOeccffbZZ3rsscf00UcfKTExUccee6y+/fZbnXLKKeGIEUAYOd/8tycmauqMAGc1P0IAAACgZgo6ESBJZ599ts4+++xQxwLUGDVlkGmEYPlGMGN6+9VqQR5ApmkG/PnUgrcDAAAAVJugawRIUk5Ojt58803dd9992r+/bJuxJUuWaMeOHSENDoi0qq7xrwkq8w5qw7uuDTECAAAANVHQMwJWrFihIUOGKDU1VZs3b9Y111yjhg0b6pNPPtHWrVv1zjvvhCNOhBG7BniXmZ1fpdf7+2RDccffbwx+khmeTteKpQFm4DUWasHbAQAAAKpN0DMCxo0bp9GjR2vDhg1KSEhwHD/rrLP0448/hjQ4hI9hMPz3xTSlj//YrnNf/CXSoVSZv+/ZdGph/D2yDtXA+VBhifYdKvTfsBJMH++sYvKjNiQ2AAAAgOoS9IyA3377Ta+99prb8RYtWigrKyskQQE1wR0zl0c6hGpnv8EeyMDZNE1H4sCT/flFOuXJ+SostunTMf1DFKHz9b1vgFlqIxEAAAAAeBP0jID4+Hjl5eW5HV+/fr3S09NDEhQQLapj+0B/Y2BP5/295tlv16vdvV/pkS9X+2xzsKBERaU23fLe0gAiDZ2SCokA8gAAAABAuaATAeeee64mT56s4uJiSWVTibdu3ap77rlHF154YcgDBCLB17Tz6hTKRMHeg4V66+dM33UPAtw+8NlvN0iS3vw502ubvCPFjsf7DxcFHmiAfIVYMX5mBAAAAADlgk4EPP300zp06JCaNGmiI0eO6JRTTlHHjh2VnJysRx99NBwxAtWuLo0b7W/lpv/+oclfrtZZz/3k8byz7QeOhDSGcEx8MGV6TZS4Lw0IQwAAAABALRV0jYDU1FTNnTtXP//8s1asWKFDhw6pV69eGjJkSDjiAyLiv4u2Vst1CopLfZ7fmXNEq3bmhuRav20+IEk6UuGazkmPalipEDJlNQI8R2yzVXhelzI7AAAAQBUFnQiwGzBggAYMGBDKWFDNzFo17Kud/I0/d+f5rqg/6vVfQxCDexDvLNys83u2UHJCrMtxX8X/fPVfmdcFYuOeg+rYJNnzdSWvmYtSs2KNABIBAAAAgF1AiYDnn39e1113nRISEvT888/7bFu/fn117dpVffr0CUmAAKrmpw3ZbgPhCf9bpVU78vTEP46tcv95R0p0w3/+kMUivX758UqKr3R+UfExFhWWlN/Of37eRj1/SU+PbX0N7isuDcg7UlLpmAAAAIC6JqD/xT516lRddtllSkhI0NSpU322LSws1J49e3T77bfrySefDEmQAKpmbdZBt2Mzft+mJ/5xrEthRMMI/u75v2ev0cK/9kmSnv9ug+498+hKxxlXIRHga6KBKe9LGSouBbhq2m+ad8cp6pBev9KxAQAAAHVFQImAzMxMj4+9mTt3ri699FISAYhaBcWlSoi1RjoMh/35Pqr2V6gREOws+sWZ+x2P/9xexXoGFa5t8ZEJ8BXn4SL32gvfr9tLIgAAAABQJXYNCMSAAQP0wAMPhKNroFbY42ftf3WrOFXel2AL6zn37WvgHoiKV/bZm48wc522LnQ0p04AAAAAIKmSiYB58+Zp+PDh6tChgzp06KDhw4fr22+/dZxPTEzUbbfdFrIgEV6GrxEVKqWmVamvWDzPWcUzi5zu8Afbd1VrBgYzWC/bPtDzBT31U8O+EgAAACBigk4EvPzyyxo2bJiSk5N122236bbbblNKSorOOussvfTSS+GIEWFgiF0DwsmeCDBrSJKltNRHIsBlIG9o8778SvdttYR2RoCvT8/XwN7TBIialpwBAAAAIiXo8t6PPfaYpk6dqptvvtlx7NZbb9VJJ52kxx57TGPGjAlpgKg5fr33NMVYDd3y3lJHcTh4VtOGnN5mBHi6c37/pyuD6rvEadTtLQ0Q6PaCwYzVfRUL9PS+glgdAQAAANRpQc8IyMnJ0bBhw9yOn3HGGcrNrWKhMNRoGakJalw/Xucd1zzSodR4NW09us3LKLjU5jpnoTL3820VZhTYVabfijMofH2Ovs55ers1ZXYGAAAAEGlBJwLOPfdcffrpp27H//e//2n48OEhCQqo7exj1JqSDzhUWOLxeKlpauOeQ47n+3ztLiDPNQCcB91VXBkQ/IwAL9fztAygpnwXAAAAQKQFtDTg+eefdzw+5phj9Oijj+r7779Xv379JEm//vqrfvnlF91xxx3hiRI1CuMp/+yD48ISW2QD+dt9n/7p8bjNJq3amRdwP57G3c5bEwa6BMCbYH5bphlcIsDbrAgAAAAg2gSUCJg6darL8wYNGmj16tVavXq141haWpreeusttg2shYLdNYA7q/7VtGnoxV6KBfraTcATfwN9r2v2A71AhYa+tiP0+Rl7XBoAAAAAQAowEZCZmRnuOBABlR0Y1bRBbk1kqxkTAfzytZtAZTiP2yuTMKr42+rWItVXYxleUg/sGgAAAAB4F/SuAXbZ2dmSpMaNG4csGNQOjKf8qy3JkmBnBPgrgujrDr43B/KL9K/pvyk+xuI2c8FXzQFfkVAjAAAAAPAuqGKBOTk5GjNmjBo3bqymTZuqadOmaty4sW6++Wbl5OSEKUTUNIyn/Kstg87SEK+br0yJgIdnrdbSrTn69a/9bud8hRdsjYCatpMDAAAAECkBzwjYv3+/+vXrpx07duiyyy7T0UcfLUlavXq1pk2bpnnz5mnBggVq0KBB2IJFeLSz7FacilWk2EiHUmfUljFnsIkAf60rUyxw6dYcr+e+XrlLF/RqobR6cW7n1u0+6PV1nj5/agUCAAAAZQJOBEyePFlxcXHatGmTmjZt6nbujDPO0OTJk90KC6J2uCXmUz1dclFgjWvLKDeCast69D935AbV3jR931n3Wiywkp/Hb5sP6Orpv+vjG/u79XHlW4vVumE9j6/zOCOAuSwAAACApCCWBnz22Wd66qmn3JIAkpSRkaEpU6bo008/DWlwCB+LxdCOuHaO5z2MTQG/luGUf7UlEXDtO78H/Rpfby3QGQHOg3p/SYI/thyQ5PmO/tb9hz2+xnOxwIBCAwAAAOq8gBMBu3btUteuXb2e79atm7KyskISFKpH+1s+dzyON4oDft2pXZqEI5w6ZeyMZXp/8dZIh1HtnIv7fb58p+NxxTF4ZfIkwSRXPCUXaktyJpRKSm36bu1uZWbnRzoUAAAA1CABJwIaN26szZs3ez2fmZmphg0bhiImVJOk5AYqNctGbgkqCvh1LRvU01ndM8IVVp2wZd9h3fvJn5EOIyx8DafteYDdeQUux48UlXrtI9DheVZugd82Hyzeqt837/d89z/68gB699ct+te03zV06o86WBB4sg8AAAB1W8CJgKFDh+r+++9XUZH7gLGwsFAPPvighg0bFtLgEGaGoQKVFWHrYflLcQp8oNCvfaNwRYUazted9ZwjZb+hwxUG/oUltipfd+PeQ37bjP/kT/3j1YXKyj3idi4aZwRM+mK1JKmo1KZv1+yOcDQAAACoKYIqFnj88cerU6dOGjNmjLp06SLTNLVmzRq9/PLLKiws1LvvvhvOWBEGJbI6Hg+z/KbPbf0Del30Dalg52tA/f26vZq9cpeObpbis4+yqftl8wcC3WfAFsQi/7keBr1RmAdwYanM3o4AAACokwJOBLRs2VILFy7UTTfdpHvvvdexBtcwDJ1++ul68cUX1apVq7AFivDIsTRQqllWcK2FkR3w66J9UBXN/H33N/xniX66e7DvPpweB1pgMJhif79s3Od2rKjUJtM0K7XFYV1AIgAAAAB2AScCJKldu3b6+uuvdeDAAW3YsEGS1LFjR2oD1GJHBk2U5l8rSbKo6tO3UfdVnPbvicXie9DpnEwIdHxa1an97yzcopU7cjXzhv6y+omvLorG9wwAAADPgkoE2DVo0EAnnnhiqGNBJBjlZSKCSQRUdl941H6HCkr8tvE35jSd5gSEY2mAN0u25ujrlbs0/NjmVe6rtmFGAAAAAOwCLhaIOsopEWA1gkgEhCMW1AqB3Jn3N+h07iKQAepHf2z3uO6/Mg4c9l8Us9Rm6qcNe912P6jNmBEAAAAAu0rNCEAd4pQIMIIY3nN3sWa77bROem7ehrD0HUgiIJhfx4Y9/ncDuHPm8iB69M1fbLlHijX+4xX6emWWGteP14LxpyoupvbnTK21/y0AAAAgRPifhtHOUr5rgCWIRAB5gJqtSUp82Ppevj2nyn1EcmWJr9+uzWZqxEu/6OuVWZKk7EOFWpy5v5oiCy+SdwAAALAjERDlDOelARQLrDMa1w9fIuD2Gf7vzvsb55sRXFzia0C8ce8hZWbnuxyrK+NnlgYAAADAjkRAlDNdigUGMSMgHMEgZGIiPOirybUkfX0yxaV1NxlmrSsZDQAAAFQZiYBoZ3GuERDEIIhBBaogkokCXzMCSkOwM0FN5W9LRwAAAEQPEgFRz+r0KPBEAEMK+OJv6n9Eh9s+frxZuXVnl4CKIj1LBAAAADUHiYBoZ6nk0gDGFDVapL+ff765yOd5M4JTAnx9NLFhLq1fWFKqj//YrqVbD4T1Op7U3bkOAAAACBbbB0Y5o5LbBxrMCYAPm/bm+zwfyUGp4SNLEu4Eyus//KWn566XJC2+7zQ1SUkI7wWd1OS6DQAAAKhezAiIcmYldw3o1SYtDNEgVGp6oiayNQK8n/OUJAjlJ2lPAkjSt2v2hLBn/yI5CwMAAAA1C4mAKGdYymsEWP5OBBzfpoHf13XJSAnrFnWoopqdB4jolABfd/09DZbDFaqtmgfmpAEAAABgRyIg2nnYPrB5WmJAL73kxFZhCQl1n79iguFkyND/lu3Qaz9sUkFxqcu56hybV/cdeiYEAAAAwI4aAdHOJRFQNiPASnXxWo9v0Lvl23P09i+bJUkFxTbdNqST41yoExTfr9ujLfsOa9QJrZQQa3U5V907FUYy+QIAAICahRkBUc4wnJcGlA0UPO2z3qNVWpWv9e8Lule5j2jXuWn9gNr5KohXE0Ty7vRXf+5yPJ767XqXc7bAy2T49dfeQxr99m966PNVenn+Rrfz1b00gDwAAAAA7EgERDnnYoEWw54IcG9XP97qdizYcUzP1v5rD8C3zk2TIx1CSERyTOrrTrynwXllUypzV+92PH7+O0+JgLJ/ZuUW6LYPlurhL1erNIzTBMgDAAAAwI6lAVHO+c6x4WNpQCiq0Nfwm9S1QpPk6ttuLpwiWcHe5mOw7enMmz9nSobUv0PjoK7jb4mN/TN4cf4G/W/ZTklS1+YpuqBXy6CuEyhqBAAAAMCOGQHRziURYD8U2Ig92DXH5AGqLjYmsE+xpn/Wm/flh/Xuty+lPkbEnhIU363do0vfWKQ9BwuCuo6nJTYucfz9/v/z61bHsXEfLveZqKgKagQAAADAjkRAlHMe9JcXCwzXtQJve/PgjuEJopbzN7i0a5gUF+ZIqubCVxbq8v9bFJFrpyXGujwvLCnfOcDXXfMlWw4EdR1/MwK8jfeXbc8J6jqBYkYAAAAA7EgERDsPMwKsHgabnu4mBj+wCDwTMLhLerCd42/XntxOrRrWq3I/MWHePWLBpn06XFQS1mt4snnfYZfnznfkfd2MD/b3bvGbCPDcYfhmBAAAAABlSAREPedEwN/FAj0MYEJRTT24GgGVH4TWi3MvbFhXzFqxy+f5DulJuv/sY0Iy6gt09kFVFJdGfni6O698yn8op88fyC/yed5bnYRw7fgQyboMAAAAqFlqRSJg8+bNuvrqq9WuXTslJiaqQ4cOeuihh1RU5Po/tFesWKGTTz5ZCQkJatWqlaZMmeLW18yZM9WlSxclJCSoe/fu+uqrr1zOm6apCRMmqFmzZkpMTNSQIUO0YcOGsL6/SHItFlg2UAh4RkCw1woqriA7d3JFv7aVf3ENt3X/Yf+NFKIBbTUUGsg57HuwXB2c78CH8mb8M3PX+zxf6iW5Fq78C2kAAAAA2NWKRMDatWtls9n02muvadWqVZo6dapeffVV3XfffY42eXl5OuOMM9SmTRv98ccfevLJJzVx4kS9/vrrjjYLFizQJZdcoquvvlpLly7ViBEjNGLECK1cudLRZsqUKXr++ef16quvatGiRUpKStLQoUNVUBBcobDawvBYLNC9XShuJgZ6p7OqAyFvg+Cpo3pUreNaJBTfV5hXBkiSDhZU/9KAipw/Kl93zQP9SE3T1D0frfDbztvSgLAhEwAAAIC/1YrtA4cNG6Zhw4Y5nrdv317r1q3TK6+8oqeeekqS9N///ldFRUV66623FBcXp65du2rZsmV65plndN1110mSnnvuOQ0bNkx33XWXJOnhhx/W3Llz9eKLL+rVV1+VaZp69tln9cADD+i8886TJL3zzjtq2rSpPvvsM1188cXV/M6rgeGcCyobKXgasHsaswQ7jgl0XFnVKene1linVigSVxfZv7v6CVX/VzsUW0b6E6mdA5w5D8h9/aYD/b1/uWKXZvy+zW87b92F61Nn1wAAAADY1YoZAZ7k5uaqYcOGjucLFy7UwIEDFRdXXi196NChWrdunQ4cOOBoM2TIEJd+hg4dqoULF0qSMjMzlZWV5dImNTVVffr0cbTxpLCwUHl5eS5/tYWnpQGeBiKelwYEuX1ggCMcq1G1IWgNGFtGXKzVos9vPqlKfVRDiQCVhKL4RBU5D/B93aUP9Pe+cmduQO3CVRTQG0oEAAAAwK5WJgI2btyoF154Qddff73jWFZWlpo2berSzv48KyvLZxvn886v89TGk8cff1ypqamOv1atWlXynUWAh6UBnkbhoZlqHuDIsooD0Gqfcl1DHdsyTdcPbF/p11dDHkAlNaBYoBngjIBABfqevP1Ow1csMCzdAgAAoBaKaCJg/PjxMgzD59/atWtdXrNjxw4NGzZMI0eO1LXXXhuhyF3de++9ys3Ndfxt2+Z/WnBNYbg8NpUQa/E4Jbw6B9cWo2qDIW+hVsdU9xqnCm85XANSZyU1YPqGcwSh+J0770Lgi7e3Hr6lAQAAAECZiNYIuOOOOzR69Gifbdq3L7+juXPnTg0ePFj9+/d3KQIoSRkZGdq9e7fLMfvzjIwMn22cz9uPNWvWzKXNcccd5zXG+Ph4xcfH+3wfNVagxQI9vPTSE1vrtR/+kiS1b5ykv7LzA72UT1WuEVBhMJdWL1ajjm8la3VUv6thcg8XV/q11bE0oNhb6fxqFOoaAXkBFkD0lnQosZl68LOVKrHZ9NA5XZUQG5rtMNk+EAAAAHYRTQSkp6crPT09oLY7duzQ4MGD1bt3b7399tuyWFwnM/Tr10/333+/iouLFRtbVhRu7ty5Ouqoo9SgQQNHm3nz5mns2LGO182dO1f9+vWTJLVr104ZGRmaN2+eY+Cfl5enRYsW6cYbb6ziu62hnIoFGjK93jX3NIZo0yhJn9zUX7tzC5S5L19TZq/zfakAR5aeEgFX9GsjQ9L0hVv8vt55gBVrNbT0wdNlGIZ+XL83oOvXJR/8VvnZKdWRNhn99m/VcBXfnH/boSioF+iA21uNgHcXbtZny3ZKkhrXj9cdZxxV5ZgkZgQAAACgXK2oEbBjxw4NGjRIrVu31lNPPaW9e/cqKyvLZd3+pZdeqri4OF199dVatWqVZsyYoeeee07jxo1ztLnttts0e/ZsPf3001q7dq0mTpyo33//XTfffLOksoHq2LFj9cgjj+jzzz/Xn3/+qSuuuELNmzfXiBEjqvttVxPXYoGnHt3E47Zx3gY3vVo30JndmykmgLvtgQ4sDQ9tJ5/XTZPO6xbQ653HV/YlJmWPAwwAkiRLHZhB8c++rf22cf69TPx8tdd2gQ6kf9qQ7fH4F8t3er2us/nryhNWc1Z5r00SLCYEAAAAwK5WbB84d+5cbdy4URs3blTLli1dztkHqKmpqfrmm280ZswY9e7dW40bN9aECRMcWwdKUv/+/fXee+/pgQce0H333adOnTrps88+U7du5QPMu+++W/n5+bruuuuUk5OjAQMGaPbs2UpISKieN1vNjApLAyaf21Vv/7LZrV3P1g189xPAMN8wpNuHdNbUb9f7bVcVzndanceybRslVa3jWiCUQ/fanwYIdJlJ+e/lSHGp91YBjKQP5Bd5PXfL+0tdnntbGuD8m63K4L2wpOJ7IRMAAACAMrUiETB69Gi/tQQk6dhjj9VPP/3ks83IkSM1cuRIr+cNw9DkyZM1efLkYMOslVyn65tqVN+91sHJnRrrzqFVn55syFBavVi/7ap6J9p5TXVqYvn1WjWsV6V+a4M7zugcsr6qo1hguAWSCAjlDoZPfuN7eYyzPQc9FxV0/tyrUrzwzpkrXJ4zIwAAAAB2tWJpAMKoQo0Ayf2O/LtX91H9eN85o4qvObFdQ49tAhlbWgzDa7tLTvQ/1fuWUzuqXpxVFkN65Z+9/V+wiiad21VtGtXTSR0bhf1a/gztmhGyvvb7uLtdWwTyewtFXQC79xZtDbjtvDV7/LapSmQVlyKQBwAAAIBdrZgRgPCpuDTA+Z9V8dKlvfTxku3699fl2z96WvvvMSZ5X2ow/swuMk1TP2/M1vYDRzy2aVQ/XgvGn6rDRaVqnpYYfPBBGtg5XVf2b6tf/9qnXzbuC/v1fKl4F79DepI27fW9m0NdFtCMgABHyKG+o97Cy2/T4jpJJ2SYEQAAAAA7ZgTAwT4jIBRV9dKT43XDKR0qXiCg6eaGYahpSvkShSbJ5Y9TE2P17wuP1c/3nOqzj7R6cdWSBJDK146XlNa8kdYDw4+JdAgRFcgqk5o3QC4P2t+WnMEI5cwHAAAA1G4kAqKc64yAv5cGhOta8j7l3zUmqUlKgiaf11VDjm6i/17TJ+BrjDs9dGvkA2UfXhWHYLF59xapPs8PP7ZZUP01qBdXlXBqvcBmBERmgBzoVUO17WXNS3gAAAAgUkgERDnDpUaA/Vjw/QQy4LIYge0u8OiIsl0crujXVm9eeYI6NU32+5oPruurt0YfrxsHdfDbtrLssxT6tXetBdAstWxHiarOCEiKs+qLWwZoQMfGXtuMPL5VUH3WgR0AqySQGShFpeUJnKS4skKTgRS19MT+WwhEILsQSNJrP26qVCwVvf1LpjbuORiSvgAAAFC7kQiIdh5mBFTGyONbOgZRL1zS08ulApsRcPoxTYO+fssGiTq1S1PFWsP3k/5szEl6dtRxer7C+6sXV1Zqo6p3lgN5dVyQ7y+w7fM865Be+7dbDCQRUuKUCLB/B9ZKfm5V+by9yT1SHJJ+lmzN0RX/t1ilgRZFAAAAQJ1FIiDaeVwaEPxgJjkhVvPuGKTPxpzkdfp6wMUCKzGYqswAbPyZXYJq3yw1USN6tlB6crye/MexOq1LE315ywDH+X4dqrZrwOGisn3ffa3lDvQusl1VxqV3Dwvu86mJAvldFJWUJQIKiksd30Flt7C0BPFfVG/fZMWQE2KsnhtWws7cAh0uKglZfwAAAKid2DUg6rkPeCo7eMxITVCGj6nRgW4fWF2qcgN/5PGt3KbppyTE6oS2DfTb5gNVjMy7YG/mViapY1cX7hwH8nsr/ntJx6QvVjmOeZoREEixvcrOJPAlMS50iQCpZha1BAAAQPViRkCUq/5igeHpPdBuB3ZOl1S2+0A4qqi3algv5H06C3b5QTB3qCuy3x2vzQL5WdhrBLy/eFv56yr5M63sTAJf0uvH+28UhPNe+qVOJHkAAABQeSQCopxhcS4WWDY4ONtpav9dQ48K4cXCm2QIxHOjjtNj53d3mdIfUiEYX/ka6wfbfVXWrIeqmn6XDP/FHiPJvjQgFIL5vAP9eEOdPNu6/7A+X74jpH0CAACgdmFpQJRzHkDbH7VPr693rz5R2/Yf0YW9W4TuWobvQU2fdg31z75tKt13IBokxenSPq0l1dzt1HzFFfSMgCDGkMe1StOybTlOcYTmA2qSkqC1WZGpVh/IO/D0mVZ26B3M0gBvM1IqhlNcGrpEhd2+Q0Uh7xMAAAC1BzMCopzT7oEuuwac3Cldl/ZprfgQFiqzGL7v28+4vp/O6dE84P4u6FmWpIizWtQoKa6K0dUOwRcLDHxgWjFpEKrZ4zV9C0NPMwI8fW6BfPTBLA3w3p/riS9X7Ay4z/K+a2iWCwAAADUCMwKinOlhRkC4xFgC2z4wUJPO66o+7RvqhLYNFRPGbQOrS8cm9SX5Lkpn83FzuHPT+lW6frO0RGlrjiSpYVJcyJYGhGNLvVAKdLZCIO8jmJ9hYqznJFtJhQzMsS3T/PaVX1iienFWRwKDEgAAAADwpfaPnlAlhtOUAMMI7+gh1moJaSIgOSFWo05orfbpVRsA1xQN6sX6beNrcB7rYRQazFh+YKfGGn5sM7VpVE/v/OvEkA0mqysNEGs1FGsN39UC+e0GszQgJdHz911aoaq/v6UBny/fqeMmf6Nrpv9e3oefL++RWWtcloEAAAAgupAIiHKedg0IF6vFqFF3h6tz+vT71/ZVRor3rRWl8u/Cd40A7+eu6OepvkLg79FqsejFS3vph7sGq1uL1JAVUcg+VBiSfjw5tmWqnrv4OL36z17635gBbhX2A3kLLdISA7qWNYBp/8EsDcgvLPF4vLjCtI9CP8UMb31/qYpLTc1bu0db9x2WFFgtiYe/XB1gpAAAAKhrWBoQ5aqyz3woNU0J7RZpgajOZdRdW6T4vaMcF9C8cs9BP3D20fpH71burT0075CepBtO6aC7Plrhcrzi5UM1I6AojPvWf35z1Xd/8HT33NNA2p7EOlxUojirxeNylOVB3GVfm3VQH/+x3W88wexqUFBS6rEPT5ZsPeDyPPdIsWKthurF8f8WAAAA6jpmBEQ7S3hnBLxwSU81T03QPcO6SPI++G5Qr/qL/VXnMuqUhFi/KZe4GP//Onoa3zVLTdA1J7f3eMe6YvMF40/VvDsGaeTx7kkDq8X1+uc6FW48/ZimfmPzpmJUt5zasdJ9+VOZ77TimnypLBFQ8fO0GNK6rIPq89g8DZwyXwcLij28Lrhr3zFzud94tu4/HHB/9gRGaQBZLucmHyzeqh6TvlGfR+dpza68gK8HAACA2olbP1EvvImAc3o0d9kJwFshvKcv6hHya/tTM+ZClDvt6CaSpCPFpV7beLpT7WvMV/FccoL3f+Urrm9vkBSnb8cN1Nb9h1Vqk+au3u39Qj5UDK9r89RK9RMu3j5TiyE5fxOGYeihz1fqYEGJDhaUqPvEbzTr1gEu76dBvVgdOOyeIAiG1TBUUiEm0zQD2gHC/jJbEBmJP7fnavwnf0qSDhaW6IvlO3V0s5TAAwYAAECtw4yAKOdSLLAarldxzNWjZarm3zkoIoPDyz2uqa8aX8MvbwO5S05spasHtNPFJ7SWJO096H1Nvafxnc9dBoJY/+BpRkHHJsk6tUvlZwNI7rUYalCZCEnelgZ43iVg2/4jLs8veHmBy/Ngtmv05oS2Dd2OFQe4vMIxIyCIRMDPG7NdngdSCwEAAAC1GzMColx1Fgv0pFXDemrXOKnarytJafXidM+wLnpi9tqIXN/u8QuOdXnubVs5yXOBw2BmBPgaqPoaAAYzsIykiu/XV5LELvdIsXIOF7kcs5mmWyLA0+dcsZBfKIbQMR52PgjkfUjlMQayNMCuYrKoOmtnAAAAIDKYERDlqjsR4D5Qi6zrB7bXlH8c679hCAzv0Sygdr4GcR6nsfvoq1XDwCriS54HoHZxMZUf4gYzK8GuW4sUVeeN6We/3eDy3FONAMmslp0mPF0i0MuWLw0I/HoVkzyV+b4AAABQu5AIiHLVvjSgwvNWDepVw1W9s1gMXeShcF443Dw4sCJ5zgOx5HjXSTsZKYEP7CUpOcF1r3rn73h0/7Yu5ypuvedsYKf0gLfZq8gt+RPAOPOCni21+P4hwV+rkqmlaQs2uzwvKrG5LWEwTf+Jq335RX5a+Odp9kXAiYC/I9yXH9iWjUeKSvXM3PUux2rJ5A8AAABUAYmAaFftMwJcr3H1gHZhv2Z18nXH2NeUf9c+nB5XONe3vfv68cq6skIiwNOaeLsYq0Xz7xykUzqnB32dytxhTk6IUWMfiYlAmab08Hldg05iHC4qdV8aIN8D8orLCyrL86yP4JYG5Bd6Lzjp7KM/tnnog0wAAABAXUciIMq5D3XCq+IV0pOrPtirLQItJOdc8d290J6hGwd1cDkWzLjNOYSkONfEhL8icXExFnVrUfVq8t4+houOb6m4GIvaN07SiJ4tqnwdSWqWlqjL+7XVL+NP9bljgicVPw9/n/ParIPBhudRVZYG2JMIvnaecLbtwBG3YywNAAAAqPsoFgjZTEMWw6ye7fTq+BgjFFXjbT5mBHjSq3Vapa5TcaAbqmrx7RonKTM73/E80K+8X4dGuv/sY5QUZ1WMNTQ5ygucEgrBvr+Kzc2//8+bUA2gdx8sqHTfpsoSSc98sy6w9h76LQ2ivgAAAABqJxIBUa7EVj60SdZhadP8sF6vSfZenWT5S2tsbbRfdW+v8lBMq3Ye9HnqruJw9pER3Sp1nbR6cS7PAxko+3t7m/99tsa8t8Q1ERDER5KaGOu/kQ/O1xrWNUNJTjUWfC19kKQ4q0VFTqPgiu2f/ma9dud5X3sfqhvpW/Yddu87wNeapqmFf+3T8u25lb4+MwIAAADqPhIBUa7EZlPZXABT7S1Z0rsjwnq9QZIGxUmFZqxOLXwqrNeqaQK9H/3o+d117Tu/S5KeuaiHbvzvEklSTy93/pukJAQcg/MYz21GQAhmM0hlA/BZK3Z5Pe/tKoaHM4OOStf36/ZWKo6Kb8dfIiA+xnciwDm54cmybTlBxReMwJcGSD+uD/zz8rwMgUQAAABAXUeNgCjXuH68NpqhWY8djHijWH0sa6r9uuHWulFSlfsYcnQTvX3VCZp5Qz+d2b2ZHh7RTef3bKEXL+0lyfsa+6qyhOi/Bmd1d90mseLAMpjExXMX99TUUT08nrvATx2BigN5fxMeEp1qJlwzoJ0OFhQHFuTfNu45FFT7YAQ6ODdNuSQz/Lb3cIxdAwAAAOo+ZgREuVirRfGXf6Bli9/X0elxig/R2mxvdqxdpBZ7f5IkWY26txj58r5t9NOGvcovLNH63WUDQ3vF+kAH8IZhaPBRTVz6vLxvm5DHWlGoagRYLYZObNtQizfvl+Q+sOzeItXj6zx9PqmJsTq/Z0vdPmO549h9Z3VR1+apOr5tA59xVFzPn54crz0HfUztd3o8/swu6t4yVbd9sMznNZyFs8ZGwNsHmqYSAtydwlu/pcwIAAAAqPNIBEDtOnWTOj1aLdfalvOcIxEQo8Aqm9cm6cnx+vSmkyRJW/bl6+uVWTr77zvkhmFo+r9O1JfLd2rmH9srfQ1PU+gD5WuIF6pEgCR1b5nqSAT0bJ2mrfvL170bkq4f2F6v/fhXpfpOjLXqpI6NPZ5zHuh/9WeWy7m3rzpBJz46T1JZgiH3iOsd/71Or42xWpSSEFy9gmDuxAfL+Xs7UlSq+z/9U7FWix6uUB/CZkr1KiQC7ji9s7YdOKyvV2bpYEGJ32t9/Md2PXZ+91CEDQAAgBqKRACqlc0oH6RYVfdmBDhr0yhJN5ziutXfKZ3TNaBj4yolAqrCVx2AUNUIkKTrBrbXyh25spmmbhrUUf9bttNxzjDKilRWFPCOC5WMs0lygp6/pKc+W7pDl57YWnkFxRr34XKv7eNjg5sdU1IavjvpzgX8npm7Tp8s3SFJbts5mnKdEdCqYaJuOa2TJOmojBQ9/OVqt/YVFZbYZLOZsoQwMQQAAICahUQAqpXNKP/J1cUZAYGo7uHVUyN76L5P/9SI45q7rIOvKJQzApqmJGjG9f0kSYcKXe9CG4ahUg+JgCbJ8QH1XZUoz+3RXOf2aC6pbBq9r0RAsDMC6sUHPiU/WM6z9T9dWp5U+TVzv1s756n99591tOPxnjz3bQm9OVJc6rLjAgAAAOoW/pceqpXrjIDoTARUVbA3xP/Ru6XO6dFM8TG+B6qB3AGuzD1vT72W2Fxngww/tpn6tGtYid4rzzAMndalieat3ePxfNfmwW1v6Sm5ESrOd+7znIoYVkxWbNt/2CUOq1MFyB05R9z79RJyflEJiQAAAIA6jF0DUK1cZwTU7aUB3lR1Bn5lXu4vCSBJsaHaNqACT+/3xHaNHI9HHd9KL17aK+ClAbHWwNo1rh/nt02Mj74Mw3Bbg+9LOJcGOA/YnQf68TGu31ms1VIhEeD5dXa7vcwS+HN7biUjBQAAQG3ALR9UK5tT7ilaZwQEvBbeewehCUTSxHOO0SOz1uhcP8sGQu2cY5vpz+052neoSPedfbT/FzgZ3KWJ/0aSbj+9s982MX52yQjmkw5rsUAvOYaK2wqWmqbLgN95C0VPdRl+3pDtsd8t+w57PA4AAIC6gUQAqhUzAqruzG4Zen7eBknSrX8Xgqus0Se108Untg54y7nK7CyXGGtVu8ZJyszO1yUntpZUlgy5/+xjAu5jzOAOemn+Jl3Qq4WaJCcE9JrkANb4b9pzyOf5YHIuc1fvDrxxANKT4x07GXgq6udJqc10KSwY4zTLw9OMgPTkeB0sdN9JoOLSDQAAANQtJAJQrYrM8pFVf+sq6YcpEYym3CMNtjimSXdqkqwNew46zu1Tqj4v7Rep0Nwc3SxFr/6zt7YfOKx/9m1T5f6C2Xe+MgzD0HvX9tHvmw/otKMDu5tf0V1Du+jak9srrZ7v6f5X9GujdxZukSR1b5Hqt9+NHhIBV/Yr/0yD2aqxS0ay1mYd9N8wQCe0beDYAjHQ8gMlpTaXO//Oqz2KPcxY8DRLoKxt+JY5hEpBcamWb8tRz9YNFBfDKjcAAIBgkAhAtTKdZgT0tayR5j8awWjK/VOS7DeQDzg9/ltnY5ukkdUaky/DumVEOoSgNEtN1Dk9EqvUh78kgCTdNfQodW6arI5N6qtd4yS/7RNirW67GqQkln/5wcwIKCzxfxe9ZYNEXdirpZ77e0aHN9ef0l7bD5QX93NeAuAcUsXheonN1IH8Isdz5y0hPdUw8FbgsCiA9xJJpmnqiv9brMWb92v4sc304qW9VFhSqqfmrFPO4WLdccZRykgNbOYIAABANOI2CqrVwFOGKE/+B2g1zdGWrZEOAQFITojVP/u2Ud/2jfw3lnuxPcl1XX0wNQIys/MlSSkJ3vOrphlYcsFiGC5xBLoko9Rm6oPftjmeO28J6WnQ7y0RUNOXBmQfKtLizWVbJ365Ypck6fNlO/XGT5ma+cd2vfCd70QLAABAtGNGAKpVcmpD5d66XLszf1XTAPeNj6j3ymYBxMl9HXU0ap5Wt+6y7nO6e27XskH5zIVAZwTscaq+n1fg/bdiM82AlhtYDddWzokAb9P57eecawt0aVa+BeKQY5o4Bs92pV4yDNW5NCArt0BNkuMD2r7S7ssVO92O/bmjfKeDD3/fpkfP7x6S+AAAAOoiEgGodqkN05Xa8JxIhxGQQjNW8Uax4lXsv3EU+Efvlnpn4RbtO1Sou4Z20X2f/hnpkKqkU5P62lChTsC5xzV3PPY3aLdvZbhlv/cq+zEWwzF4D3xGgGs7e7HA79b6Lkj476/XqlFS2RKKxFir6seX/yd+dP922rb/iN79dYvjmKcZEZL0+o9/6bI+rdWmUXhn77z+4yY99tVandC2gT68vl/AO2p8/XftBAAAAFQOSwMAHwr/LhYQRyJAklQvLkZzbx+oRfcN0aV9Wqtz0/qRDqlKnOsB2MXHOBVP9DMutQ9cnafYn1phe0PnO90201QgN74tFs9LAxZnHnBp5+mGvn2WQ9MU1xk3cTEWPTyimx4e0c1xzLmA4N3DjnJpf8HLC1RY4n+LT9M0A2rnyWNfrZUk/bb5gNbsCrzQoreZDAAAAAgMMwIAH+yJgFbGHum1gSHr94u48mnMeu2JkPVbHQxJ9rJ9M41ibY1zuhtey97LlH35OhxXol9tx+jRkstUceTvb8xuH9Q7JwKObpas79bucWsjlRX3C+Sut6XC0gD7loAlFSr/+9pW0NtU+xin47vzCh2PuzZPVcOkOO3/O5GwL79Iew8WqmWDel6vYZqmLn1jkf7ckavXL++t/h0be23rzzkv/qy1Dw9TrNV/ftq5mGFCrOXvWCp9aQAAgKhDIgDw4aCZqHQjV/FGibRrecj67e481tkVsm6rXapq93vpIEkWqbtls74pPV5ma9dtIv0N2u137Z3X7VstFo9tJNfq/84mndtVD32+yuk1cslC2F9VsT6Ar8GvxUvsVi8JgnpxVn077hSd+Oi3LksZfFm4aZ8W/rVPknTpm4u0+d9n+36BD6U2U3sPFqp5mv/dJZwTAZ4KHgaz7SMAAEA0YmkA4MO2Y65XnurLZsRIltD9mU5/oew3En+mESObUTvfi81pwNjEyNGzFx/n8v17W0NvZ3/1+qzyae0xFkOndE53PG/mtI2dzXQfoI84rrmu7N/WrW9PSwOKKswIyDnsfcmK1VsiwMtxiyE1TIrTWd2bee2zoryC0C6Z8bTFoSfOSxqKS02vCRYAAAB4xowAwIdTLh4naVzI+61L9ysr3LyuVV596n7ddOhFSdLRja1u0+AHHZXu6WUO9sH6o1+tcRzbsu+wHhx+jBp8t0FdmqVo7a48bdqb7zhfcRw+5Jimbv0mxFor7BrgeWnArD+9T8HwtjQg1UNdhLK4DLf4bNU8wK6Y6JCkH9fv1e8VdjvYe6jQ5bmPjRQAAADgAYkAAFGrUOUF9S7M/0B6a5HL+WRJmZ1NLd58QMWmVf8pPV2zbSc6znu6ub4r94g6NqmvZy/uKUka894Sx7kYi/ukdU9T+I9rlab1u8tnGdjHucFs6+dtqf1xrdM8HrfH4W3bwupQXCERsH73QV3x1mK/r9uZcyRcIQEAANRJJAIARK20ho2lv3cPbFa6S9rqfofdkNTn70F1d0umvik8Xra/V1V5uutecVzvfBc/1mpxO28fgJ/YtqEW/33nOyM1wePSgNwjgU/Fr8zSAOd4JPkoRWgX2rkgFRMB67IC20ngyrcWq3/HRiGNBQAAoC4jEQAgao248J9a8/w0HV26LqD2qcZhxapEhX/vm2AxDP25Pdfna5zXvcdYDbcZAPYB+PizuujRWWs0sFO6Wjao53GKvvNuBP54Wxrg9bj9gkEsDQhgAwQ3+w4V6tOlOzwmNSomApyLAo7u31anHV2+NeO0XzZr3t+fR+a+fNdEQG1dqwIAAFBNSAQAiFoNUlOU9sAimaXFPncI+HniKRpgLavqH6NS2VeoWwzp9g+X+bxGscuOAu7XsA/Ae7VuoI9v7O90prztsm05OrpZilqkJWpHgNPgvc4I8JIIKM8DuM9ECKUJ/1vltbbBtv1H1LtN+XPnmgFHN0vWyZ3KazYM6NhY7e79yhGnh/ICAAAA8IJdAwBENcMwZMTESdZYr3/FTjlTq0odjwuKbdq455BLfxW3D0xOKH9tk+R4t4SDxct/hQ86VeT/eUO23lm4OeAkQFm/wS4NMP7+p/PR0GcCNuzxPt3/2zW7XZ47zwiIrVD0wDAM9WnX0PG81EYmAAAAIFAkAgDAjxJZHY9jnRIBhwpL3NpedHxLl+dXD2jneHzraZ1UcXzubSaC8zZ+s/7cpQn/WxVUzF4H/F7+q2+fKeC6JMH3NSozA7/0704TY61u2zMmxlpdnjsnAuI8bOUYYy2PINCtBwEAAMDSAADwyzkRYJXvO889Wzdwed6rdQN9f+cgldhMdWxSX+srFMDztGuAJMV5K/sfIG9LAIIqFugvEVCJIgH2PuNiLDq+TQPHOn9JKq1wwRe+2+B47OnziHHKapSwhyAAAEDAmBEAAH6UuswIcJ8F4MzT0Lht4yR1bFK/7LyXYoEVWa3eB9mtG9bzGYPkY2mA1xoBnmYEhH5wbR/sewqj4uXSk8u3d2yfXt+tfYxTJyUsDQAAAAgYiQAA8KPE6T+VVqNqA05v2wdWFONlwN6zdZqmjurh9zreXm8YhsdBeHkcQcwI8BuFO/vSAE8JiVKb6bLcwvkmvz2R4sx5aUCx09IANg0AAADwjaUBAOBHidN/Ki89vrne3RDntXCfv9nyFWcEeGvvaaD8ymW9dObftQOsFsMxqPbEWyLA/lpbhTX15UsDyo+ZfooFVmb7QJvNPiPAcOv98+U79fnynRp8VLreGn2C4/01TIrz2JfL0gC2DQAAAAgYiQAA8KPELB9wDv/rYfUusmpPbLxeLjlPq8x2Lm0NP/ejC4tLXZ57nxHgqThe+TGLITn3dH7PFvp06Q7H84pV9t2v6ToMT/i7UJ9zOP5mBFTMQxSWlCo+xuq58d/sSwO8LVGQpPnr9mrb/iM+Zw9IrjMC5q/b6ztYAAAAOJAIAAA/UlNSpMNlj1vmr1RLSbJKacrXZcX3u7T1d5f8vUVbXZ57Lern4bjzwNd5MN8wKU6pibEB9evp3EXHt1TTlARJrokMf4mAijMSiktNxfv5/yr2G/feEiB2BSWljv69zW5ISYj1eBwAAAC+USMAAPzoMORqZSvN7Xi6kRN0X//s28blubfxuqfBr/Mx54F0nNWivIJil7YtGyR6jcF554AerdI05R/lNQeCWRrw/mLXpIa3pQp7Dhbo4tcXqu34Wco+VFh2HT//36e41ObYCcBb0qDiZwkAAIDAkAgAAD869xqktPs3yLx3u3TvDh1SkiTPWwn6WzbvPHhNT45X1+apHtt5nBHgNHp2Ph8XY1FRiWss15zc3msM7Z0K73VonORyzrmGgb8d+X7c4Dod3+blBc/P26Bf/9rvcszbNoZ2JaWmY9eCGC87KByVkazJ53X1HSQAAADcsDQAAAIQExsnqaxoXenfOVSLh0SAv0xAXIxFax8eppU7ctW1eapjbX5FnhIBsS5LA8qPx8dYXO7GN0tN8FpgT5Kev/g4fbxkh+JjLBp1Qiuv7UwfawNM03RbOuBtu8H//LrV7Zi37Q3tSmw2RwFAX0mDxvXj3Y4l+VufAAAAEOX4X0sAECSbYZFMyeJn6rw3CbFWHd+2oc82TVMSFGs1HNviGYbULK18ur+lwowA5+3zfNUHkKQ2jZI07vTOHs85T8P39e5u+2CZ27FSf0UFKlzHV6KhuNR0zEjw9X5O7dJEw7pmaOm2A9qdV7bsYH9+kfYcLFCT5ISA4wEAAIgmJAIAIEjm37f9rYanpQGh2cW+YVKcXry0l+aszJKpsgFvC6dEgPNV4mIsKrWVx+Jr60B/nG++7zhwRHNX71bukfL6A/07NNLQrhn6fPlOt9favOzg171Fqv7cketyLJClASV/d+grEZAQa9Wrl/eWJLW7d5ZjlsIdHy7Xu1f38XkNAACAaEUiAACCZPOxNMDfrgHBGNo1Q0O7Zng857wUIM5qcRTWk1y3GQyW85j7lveXup1/b9FWfX7zSZ5j8nKH39Maf4vFUO82Dbxu+/dX9iG/2wdWNKBjY/20IVuStDbrYECvAQAAiEa1oljg5s2bdfXVV6tdu3ZKTExUhw4d9NBDD6moqMiljWEYbn+//vqrS18zZ85Uly5dlJCQoO7du+urr75yOW+apiZMmKBmzZopMTFRQ4YM0YYNG6rlfQKoHcoTAe4D3xDmAXxq51Tkr3XDei7r82OrkAgwAshkZGbnezzurVhgcal7wsRiSJf3a6uLjm/p8TUT/rfKsdwh0ETAW6NPcDwuLC4N6DUAAADRqFYkAtauXSubzabXXntNq1at0tSpU/Xqq6/qvvvuc2v77bffateuXY6/3r17O84tWLBAl1xyia6++motXbpUI0aM0IgRI7Ry5UpHmylTpuj555/Xq6++qkWLFikpKUlDhw5VQUFBtbxXADWfPRHgadeA6jLlHz10ed82uvbkdhp3Rmf9o3f5gPqKfpXfVs/TkLtLRrKuOqmt43lhsef37a1Y4K4c9/9+NqgXp9TEWD0yorvfmDJSAlvrH2u16KimyZKkIg/JBwAAAJSpFUsDhg0bpmHDhjmet2/fXuvWrdMrr7yip556yqVto0aNlJHheSrtc889p2HDhumuu+6SJD388MOaO3euXnzxRb366qsyTVPPPvusHnjgAZ133nmSpHfeeUdNmzbVZ599posvvjhM7xBAbVJeLNDT0oDqmRNwVEayHh7RzfF8+LHNVWoruys/omeLSvdbMf6HzjlGF5/QWu/+utlxrLDE8932Ug8zAt76OVP78stnb3VtnqKkuBiNHdJJkve7/Wcc01RSWcLg+lO8b4VYUVxMWZKm4naKAAAAKFcrEgGe5ObmqmFD96rb5557rgoKCtS5c2fdfffdOvfccx3nFi5cqHHjxrm0Hzp0qD777DNJUmZmprKysjRkyBDH+dTUVPXp00cLFy70mggoLCxUYWGh43leXl5V3hqAGq4mLA2oKNZqcZkVUFkV8xjn9GiuxDirrJbyCWSFXgbZnmYE/M+pqGDX5imadevJLucthpRWL1Y5h8sLEt5xemfdclqnyoTvSATYTOmTJduVkZqgvu0a+d2uEAAAIJrUiqUBFW3cuFEvvPCCrr/+esex+vXr6+mnn9bMmTM1a9YsDRgwQCNGjNDnn3/uaJOVlaWmTZu69NW0aVNlZWU5ztuPeWvjyeOPP67U1FTHX6tW3vflBlD7mTVgaUC4VBwu23cgcN6JwFsiwNNs/BKng0+N7OF+PcPQvy/orr7tG6pn6zSd37OFLj6xdfCB/y3OqT7CuA+X69I3Fun1n/6qdH8AAAB1UURnBIwfP15PPPGEzzZr1qxRly5dHM937NihYcOGaeTIkbr22msdxxs3buxyt/+EE07Qzp079eSTT7rMCgiHe++91+XaeXl5JAOAOuxIiSlZwr9rQCRYKrwB+w4E1oASAe4zAuyH4mIsOrpZisfXDevWTMO6NatMuG6ObZWqhX/tczn2++YD0ikh6R4AAKBOiGgi4I477tDo0aN9tmnfvnxt6M6dOzV48GD1799fr7/+ut/++/Tpo7lz5zqeZ2RkaPfu3S5tdu/e7agpYP/n7t271axZM5c2xx13nNfrxMfHKz4+3m88AOqGUh8zAoyILQ4IjYqJDM8zAjzXCMg+VOh2zPx7uUB1zcy/fUhndW+Rqu0HjujfX6+VROFAAACAiiKaCEhPT1d6enpAbXfs2KHBgwerd+/eevvtt2Wx+F/VsGzZMpcBfb9+/TRv3jyNHTvWcWzu3Lnq16+fJKldu3bKyMjQvHnzHAP/vLw8LVq0SDfeeGPgbwxAnearRkAtzwN4XRrgvMbe264BM//YroGdXf+bbnMkAqrng0mItWr4sc1VUFxangiokLjYnJ2vDXsO6cS2DZVaL7Za4gIAAKhJakWxwB07dmjQoEFq06aNnnrqKe3du9dxzn4Xf/r06YqLi1PPnj0lSZ988oneeustvfnmm462t912m0455RQ9/fTTOvvss/XBBx/o999/d8wuMAxDY8eO1SOPPKJOnTqpXbt2evDBB9W8eXONGDGi+t4wgBrN9vdwOd4oVkPlab88T3mvjSruGmD1MCPA+Q57YqxVR4rLBtqehvr2+oHVlQiwc64V4LyDwLJtORrx0i+SpMb14/TzPafqyTnr9O2a3Y5YW6Ql6tHzu6l9ev1qjRkAAKC61IpEwNy5c7Vx40Zt3LhRLVu6VsU2napUP/zww9qyZYtiYmLUpUsXzZgxQ//4xz8c5/v376/33ntPDzzwgO677z516tRJn332mbp1K9+C6+6771Z+fr6uu+465eTkaMCAAZo9e7YSEgLbxxpA3VfqVGf1P3GP66yix2QfBtf2GgEV47cnBqxeZgSc1LGxvl1TtuSq2MMUfPuMgOr+XCwWQ7FWQ8WlpjbuOeQ4/vOG8kRy9qEi/W/ZDv3fz5kur926/7DeWbhFE8/tWm3xAgAAVKdakQgYPXq031oCV155pa688kq/fY0cOVIjR470et4wDE2ePFmTJ08ONkwAUaKgaW9pb1kl+mMsW2SR6ZglUMvzAGqemuh43DSlvPZJjNNyrI+XbHc8TogtP15c6r5Uwp6rjcTnEme1qLi0VHkFJdqTV6AmKQnKPlTk0uaej/90PI6PsTgKIe7Ld20HAABQl9TK7QMBIJKOv/Yll+f2ooGNkuKUGGuNREghc06P5ho7pJMu6NVCL1/W23E8NdHzWnrn9+trRoCluqoFOskvKq8N8MFv2/TThr3asOeg1/bjTu/seHykqCSssQEAAERSrZgRAAA1SUxcvFbH99AxhcsllW0jOGZwB53ZrZlju73aKjHOqrFDOrsd79u+ocf2CU6JgBKbp0RA2T+ru0aAJI0/s4ujYOAzc9f7bHtmtwxd2LulHv+7/YJN+zTs2R8lSb3bNNDk87q5LI8I1PrdB7Vie67LMYsh9W3fSM3TEr28CgAAILxIBABAJZhOk907Nk7UXUO7RDCa8IuxWjToqHR9v26vy3GXpQEl7ksDbNW8faCzkzo0Dqhd05R4vfLP3rLZTMXFWFRUYtPholKtzSqbPbA266CGdcvQyZ0C2+XGbm1WnoY9+5PX82d2y1C9OPf/N2yaprLzi3SooFhp9eLKtkRsmRrUtQEAAHwhEQAAlWAzygfAhqJjn/r68e7/LyPRaSC7ePN+PfjZSk0+r6ujyKCjRkAEZgR0b5mqt686QUu3HHA5np1fpPcWbZVUlqD4Z582ZY8thm4f0lmv/bhJhcU2ldhsjroHBw4XB339pVtzfJ7/emVWQP0Ul9r07tV9gr4+AACANyQCAKASTEVfIuDcHs01Z1WWY3CcFGfVGcc01du/ZOpgQdma+nd/3aJRJ7RStxZld7AjOSNAkgYf1USDj2ridnzSuV2171CREmOtSq1XXv/gxkEddOOgDpKk6Qs266HPV0mSSj0se/Cn1FY+Q+KCXi3Uq3UDrdqZp/cXbw2qn125BUFfGwAAwBcSAQBQCTanRIBF7lPi66Izumbot/uHOCrqZ6QkKCk+RuPP7KL7P13paJdXUH733IxgjQBfYq0WZaT63hbWuSZAiYcdEfxxTgQM7JSuET1bSJIeOPtoZeX5HtxbDEMXvbZQew8WatPeQ+ox6RtZjLJijpPP6+bztQAAAP6QCACASnCeEWAxo2NGgCSl1YtTWr04l2OX9Wmj3bkFev67jZJcB8DlMwJqViIgEDFOiQD7+whGidPn4JxUSIqPUYf0+n5f3zwtUXsPFso0pdwjZcmVdxZu0bUnt1erhvWCjgcAAMCudpe3BoAIMQ3nREB0zAjwxWop/zxKXBIBZf+shXkAly0Pnd9ToJyXE1Rmx4G7zjhKPVqlqX3jJCUnlOft7UkBAACAymJGAABUgmuxwFIfLaNDjLV8oFvqNI3erCMzAkorkQjwNiMgUAM6NdaATmU7H0z6YpXe/mWzJKmoNHpmoAAAgPBgRgAAVILz9oFGFC0N8Mbq5e55pIsFVoW1iokA54RITBU/gDir8zaN/N4AAEDVkAgAgEqwyep4bImSXQN88Xb33FZDiwUGoqqJgKrOCHAWF1P+/66ZEQAAAKqKpQEAUAmm08DWiJJdA3xxnRFQPlC1zwiohXkAl+RGZWoEOBcYjLFULe/uPCPgnYVbdOCw9zoBqYmx6t+hkWKt5PoBAIBnJAIAoBKYEeDK24yAmrp9YCCcCyDuPViov/YeCur12YeKnPoK3YyAuat3a+7q3T7b/7Nvaz0yonuVrgkAAOouEgEAUAkuNQJIBLgMmn/emK2C4rLPxD6NvTYmApyTG//3c6b+7+fMSvdV1UTASR0byzDKEyv+LPprf5WuBwAA6jYSAQBQCc7bB3a0bZZ2LIlcMDVAet5udTf+kiRtWPqXNiwtO36UJBlS29J60o76EYuvMjoUH3a8p6owDKlNYQNpR0Kl++gm6Zd/NtCfO3JVUOJ9l4r3F29VfmGp6uVZ9d4nByp1rQ7dT1SfTs0rGSkAAKgNDNNkA+xQy8vLU2pqqnJzc5WSkhLpcACEwY9PXayBh76OdBhAyO01U1V44+9qmdEk0qEAAIAgBDMOpZIQAFRCTHrHSIcAhEW6kat9a3+KdBgAACCMWBoAAJXQ44I79ev/YlTv8A4d1bS+4mOs/l8EhJkpKftQoYpKgq9bUbx9qdoeWSVJspUU+WkNAABqMxIBAFAJSclp6vvPiZEOA3BhSEqv5Gt/fXeC2m4qSwSYJYUhiwkAANQ8LA0AAACSNc7x0FZSHMFAAABAuJEIAAAAMmJiHY9NlgYAAFCnkQgAAAAynGYEmKXMCAAAoC6jRgAAAJBhLZ8RYMtaqT9//NStjcUap469Bys+oV51hgYAAEKMRAAAAJARUz4joO/emdJ3Mz222zC/kzret1iGhUmFAADUViQCAACAGrbtIf3uv12nkg3aNbmzcmPL9ycoscSp5Pjrddzpl4YxQgAAECokAgAAgNp366MV2W/p8MZfPJ7vu/3/HI+baa+aFe91Ob//l3skEgEAANQKhmmaZqSDqGvy8vKUmpqq3NxcpaSkRDocAACqLHPVIiXMvEzNtNdrm8XdJ0oW13sMhmGoxXGnq3nbo8IcIQAA0S2YcSiJgDAgEQAAqItMm00V/2fD8mfOVc/8n32+rsCMVcEtK5XWOCOc4QEAENWCGYdS6QcAAATEsFhksVpd/gqbneD3dQlGsXas+6MaIgQAAIGgRgAAAKi040fdp+U/dVHBvu1u5xL+mqMeRxZLkmylJdUdGgAA8IJEAAAAqLSY2Dj1OPVij+cWvrVb2lqWCDBLi6szLAAA4ANLAwAAQHhYrI6HNhszAgAAqClIBAAAgPCwxDoemiwNAACgxiARAAAAwsJwmhHA0gAAAGoOEgEAACA8LOWliFgaAABAzUEiAAAAhIVhdVoaUMKMAAAAagp2DQAAAOHhPCOg8JDyD+Z4bBYTG6f4hHrVFBQAACARAAAAwsJiLf+fGX1WPyqtftRju0IzVr92uV19L7m/ukIDACCqsTQAAACERVyD5gG1izeK1WL9f8IcDQAAsGNGAAAACItuJ5+vhRt/Uf3sZV7bdC5YqXijWAnmkeoLDACAKEciAAAAhIU1Jkb9rn3WZ5vtk7qopblLsaKYIAAA1YWlAQAAIGJKjLKdBeJMEgEAAFQXZgQAAICIcSQCVKzcA9kRjga+mDZTO3OPqNRmhvU6rZtlKDUpPqzXAIBoRyIAAABETIklXiqVYgybUp/rEOlw4EdaNVxju5munKvmqE1bfg8AEC4sDQAAABGTH98k0iGghmlp7NWOBTMiHQYA1GmGaZrhnd8VhfLy8pSamqrc3FylpKREOhwAAGqsbRuWK+vLRxRfeCDSoSAAVouhWKtFhhH6vmMKD6hd4TpJUqaltQ7Uaxv6iwBAFbS+9EU1bt4m0mF4Fcw4lKUBAAAgYlp16qFWt8+MdBioATYs/UH637mSpHa2rWp3aGuEIwIAV9sO50U6hJBhaQAAAAAirn33k7Q+pnOkwwCAqMCMAAAAAEScNSZGne5bpD27tsg0bZEOBwDcZDRpGekQQoZEAAAAAGoEw2JRkxbtIh0GANR5LA0AAAAAACCKkAgAAAAAACCKkAgAAAAAACCKkAgAAAAAACCKkAgAAAAAACCKkAgAAAAAACCKkAgAAAAAACCKkAgAAAAAACCKkAgAAAAAACCKkAgAAAAAACCKkAgAAAAAACCKkAgAAAAAACCKkAgAAAAAACCKkAgAAAAAACCKkAgAAAAAACCKkAgAAAAAACCKkAgAAAAAACCKxEQ6gLrINE1JUl5eXoQjAQAAAABEA/v40z4e9YVEQBgcPHhQktSqVasIRwIAAAAAiCYHDx5UamqqzzaGGUi6AEGx2WzauXOnkpOTZRhGpMPxKi8vT61atdK2bduUkpIS6XAAN/xGUdPxG0VtwO8UNR2/UdR0teU3apqmDh48qObNm8ti8V0FgBkBYWCxWNSyZctIhxGwlJSUGv2DBviNoqbjN4ragN8pajp+o6jpasNv1N9MADuKBQIAAAAAEEVIBAAAAAAAEEVIBESx+Ph4PfTQQ4qPj490KIBH/EZR0/EbRW3A7xQ1Hb9R1HR18TdKsUAAAAAAAKIIMwIAAAAAAIgiJAIAAAAAAIgiJAIAAAAAAIgiJAIAAAAAAIgiJAKi2EsvvaS2bdsqISFBffr00eLFiyMdEuqgxx9/XCeccIKSk5PV5P/bu/egKKs3DuDf5bKwiLAoNzFwMVQUSVFSQVEnGcmINBuvhJdMU3GUSq3GTGdKRSvHS6nVjKJGXvNS5mUQFMUUEQFF8JKomAkMEgoDCbLP7w/H9+cbaGnCovv9zOzM7jnPvu85O8+wuw9nz+vqikGDBuHcuXOqmL/++gvR0dFo3rw57O3t8cYbb6CwsFAVk5+fj/DwcNjZ2cHV1RUzZszAnTt3VDEHDx5Ely5dYGNjAx8fH8TFxdX39OgZFBsbC41Gg5iYGKWNOUqmdu3aNbz55pto3rw5dDod/P39ceLECaVfRPDJJ5+gRYsW0Ol0CA0NxYULF1THKCkpQWRkJBwcHKDX6zFu3DiUl5erYk6dOoWQkBDY2trC09MTixYtapD50dOtpqYGs2fPhre3N3Q6HZ5//nl8+umnuH9PcuYoNaRDhw4hIiICHh4e0Gg02LFjh6q/IfNxy5Yt8PX1ha2tLfz9/bF79+4nPt/HImSWNm7cKFqtVlavXi1nzpyR8ePHi16vl8LCQlMPjZ4xYWFhsmbNGsnOzpbMzEx55ZVXxMvLS8rLy5WYiRMniqenpyQmJsqJEyekR48eEhwcrPTfuXNHOnbsKKGhoZKRkSG7d+8WZ2dn+eijj5SYvLw8sbOzk/fee09ycnJk+fLlYmlpKXv37m3Q+dLT7fjx42IwGOSFF16QadOmKe3MUTKlkpISadWqlYwZM0ZSU1MlLy9P9u3bJ7/99psSExsbK46OjrJjxw7JysqS1157Tby9vaWyslKJefnll6VTp05y7NgxOXz4sPj4+MiIESOU/ps3b4qbm5tERkZKdna2bNiwQXQ6nXzzzTcNOl96+sybN0+aN28uu3btkkuXLsmWLVvE3t5eli5dqsQwR6kh7d69W2bNmiXbtm0TALJ9+3ZVf0Pl45EjR8TS0lIWLVokOTk58vHHH4u1tbWcPn263l+Df8JCgJnq1q2bREdHK49ramrEw8NDFixYYMJRkTkoKioSAJKcnCwiIqWlpWJtbS1btmxRYnJzcwWAHD16VETu/jG3sLCQgoICJWblypXi4OAgt2/fFhGRmTNnip+fn+pcw4YNk7CwsPqeEj0jysrKpE2bNpKQkCB9+vRRCgHMUTK1Dz74QHr16vXAfqPRKO7u7vL5558rbaWlpWJjYyMbNmwQEZGcnBwBIGlpaUrMnj17RKPRyLVr10REZMWKFeLk5KTk7L1zt2vX7klPiZ4x4eHh8tZbb6naBg8eLJGRkSLCHCXT+nshoCHzcejQoRIeHq4aT/fu3eWdd955onN8HPxpgBmqqqpCeno6QkNDlTYLCwuEhobi6NGjJhwZmYObN28CAJo1awYASE9PR3V1tSoffX194eXlpeTj0aNH4e/vDzc3NyUmLCwMt27dwpkzZ5SY+49xL4Y5Tf9WdHQ0wsPDa+URc5RM7aeffkJgYCCGDBkCV1dXBAQE4LvvvlP6L126hIKCAlV+OTo6onv37qoc1ev1CAwMVGJCQ0NhYWGB1NRUJaZ3797QarVKTFhYGM6dO4c///yzvqdJT7Hg4GAkJibi/PnzAICsrCykpKRgwIABAJij1Lg0ZD425vd+FgLMUHFxMWpqalQfWAHAzc0NBQUFJhoVmQOj0YiYmBj07NkTHTt2BAAUFBRAq9VCr9erYu/Px4KCgjrz9V7fw2Ju3bqFysrK+pgOPUM2btyIkydPYsGCBbX6mKNkanl5eVi5ciXatGmDffv2YdKkSZg6dSrWrl0L4P859rD39YKCAri6uqr6rays0KxZs0fKY6K6fPjhhxg+fDh8fX1hbW2NgIAAxMTEIDIyEgBzlBqXhszHB8U0hny1MvUAiMh8REdHIzs7GykpKaYeCpHi6tWrmDZtGhISEmBra2vq4RDVYjQaERgYiPnz5wMAAgICkJ2djVWrVmH06NEmHh0RsHnzZsTHx+OHH36An58fMjMzERMTAw8PD+YoUSPFFQFmyNnZGZaWlrV2vC4sLIS7u7uJRkXPuilTpmDXrl04cOAAnnvuOaXd3d0dVVVVKC0tVcXfn4/u7u515uu9vofFODg4QKfTPenp0DMkPT0dRUVF6NKlC6ysrGBlZYXk5GQsW7YMVlZWcHNzY46SSbVo0QIdOnRQtbVv3x75+fkA/p9jD3tfd3d3R1FRkar/zp07KCkpeaQ8JqrLjBkzlFUB/v7+iIqKwrvvvqussmKOUmPSkPn4oJjGkK8sBJghrVaLrl27IjExUWkzGo1ITExEUFCQCUdGzyIRwZQpU7B9+3YkJSXB29tb1d+1a1dYW1ur8vHcuXPIz89X8jEoKAinT59W/UFOSEiAg4OD8uE4KChIdYx7Mcxp+if9+vXD6dOnkZmZqdwCAwMRGRmp3GeOkin17Nmz1mVXz58/j1atWgEAvL294e7ursqvW7duITU1VZWjpaWlSE9PV2KSkpJgNBrRvXt3JebQoUOorq5WYhISEtCuXTs4OTnV2/zo6VdRUQELC/XXCktLSxiNRgDMUWpcGjIfG/V7v6l3KyTT2Lhxo9jY2EhcXJzk5OTIhAkTRK/Xq3a8JnoSJk2aJI6OjnLw4EG5fv26cquoqFBiJk6cKF5eXpKUlCQnTpyQoKAgCQoKUvrvXZqtf//+kpmZKXv37hUXF5c6L802Y8YMyc3Nla+//pqXZqPHdv9VA0SYo2Rax48fFysrK5k3b55cuHBB4uPjxc7OTr7//nslJjY2VvR6vezcuVNOnTolAwcOrPNSWAEBAZKamiopKSnSpk0b1aWwSktLxc3NTaKioiQ7O1s2btwodnZ2vDQb/aPRo0dLy5YtlcsHbtu2TZydnWXmzJlKDHOUGlJZWZlkZGRIRkaGAJDFixdLRkaGXLlyRUQaLh+PHDkiVlZW8sUXX0hubq7MmTOHlw8k01u+fLl4eXmJVquVbt26ybFjx0w9JHoGAajztmbNGiWmsrJSJk+eLE5OTmJnZyevv/66XL9+XXWcy5cvy4ABA0Sn04mzs7O8//77Ul1drYo5cOCAdO7cWbRarbRu3Vp1DqJH8fdCAHOUTO3nn3+Wjh07io2Njfj6+sq3336r6jcajTJ79mxxc3MTGxsb6devn5w7d04Vc+PGDRkxYoTY29uLg4ODjB07VsrKylQxWVlZ0qtXL7GxsZGWLVtKbGxsvc+Nnn63bt2SadOmiZeXl9ja2krr1q1l1qxZqsuqMUepIR04cKDOz5+jR48WkYbNx82bN0vbtm1Fq9WKn5+f/PLLL/U270ehERExzVoEIiIiIiIiImpo3COAiIiIiIiIyIywEEBERERERERkRlgIICIiIiIiIjIjLAQQERERERERmREWAoiIiIiIiIjMCAsBRERERERERGaEhQAiIiIiIiIiM8JCABEREREREZEZYSGAiIiITMpgMGDJkiUNcq6oqCjMnz//sZ5bXFwMV1dX/P777094VERERA2LhQAiIiIzMWbMGAwaNEh53LdvX8TExDTY+ePi4qDX62u1p6WlYcKECfV+/qysLOzevRtTp06tsz8tLQ0eHh4AgD/++AM6nQ5VVVVKv7OzM0aNGoU5c+bU+1iJiIjqEwsBRERE9J/c/2X5cbi4uMDOzu4JjebBli9fjiFDhsDe3r7O/qNHj6Jnz54AgMOHDyMwMBBarVYVM3bsWMTHx6OkpKTex0tERFRfWAggIiIyQ2PGjEFycjKWLl0KjUYDjUaDy5cvAwCys7MxYMAA2Nvbw83NDVFRUSguLlae27dvX0yZMgUxMTFwdnZGWFgYAGDx4sXw9/dHkyZN4OnpicmTJ6O8vBwAcPDgQYwdOxY3b95Uzjd37lwAtX8akJ+fj4EDB8Le3h4ODg4YOnQoCgsLlf65c+eic+fOWL9+PQwGAxwdHTF8+HCUlZU9cL41NTXYunUrIiIiHhjz66+/KoWAlJQU5f79/Pz84OHhge3btz/8BSYiImrEWAggIiIyQ0uXLkVQUBDGjx+P69ev4/r16/D09ERpaSleeuklBAQE4MSJE9i7dy8KCwsxdOhQ1fPXrl0LrVaLI0eOYNWqVQAACwsLLFu2DGfOnMHatWuRlJSEmTNnAgCCg4OxZMkSODg4KOebPn16rXEZjUYMHDgQJSUlSE5ORkJCAvLy8jBs2DBV3MWLF7Fjxw7s2rULu3btQnJyMmJjYx8431OnTuHmzZsIDAxUtaekpECv10Ov12Pr1q2YNWsW9Ho9Vq1ahWXLlkGv19c6brdu3XD48OF//2ITERE1MlamHgARERE1PEdHR2i1WtjZ2cHd3V1p/+qrrxAQEKDaUG/16tXw9PTE+fPn0bZtWwBAmzZtsGjRItUx799vwGAw4LPPPsPEiROxYsUKaLVaODo6QqPRqM73d4mJiTh9+jQuXboET09PAMC6devg5+eHtLQ0vPjiiwDuFgzi4uLQtGlTAHc3AUxMTMS8efPqPO6VK1dgaWkJV1dXVXtgYCAyMzNx9uxZjBw5Eunp6SgpKUFwcDBOnjwJW1vbWvsaeHh4ICMj44FzICIiauy4IoCIiIgUWVlZOHDgAOzt7ZWbr68vgLv/hb+na9eutZ67f/9+9OvXDy1btkTTpk0RFRWFGzduoKKi4l+fPzc3F56enkoRAAA6dOgAvV6P3Nxcpc1gMChFAABo0aIFioqKHnjcyspK2NjYQKPRqNptbW1hMBhw6tQpDBgwAN7e3jh79ixCQkLg6+sLg8FQqxCg0+keaU5ERESNDVcEEBERkaK8vBwRERFYuHBhrb4WLVoo95s0aaLqu3z5Ml599VVMmjQJ8+bNQ7NmzZCSkoJx48ahqqrqiW8GaG1trXqs0WhgNBofGO/s7IyKigpUVVWpNgC8t3Hg7du3YWFhgZ07d6KqqgoiAnt7e4SEhGDPnj2qY5WUlMDFxeUJzoaIiKhhsRBARERkprRaLWpqalRtXbp0wY8//giDwQArq3//MSE9PR1GoxFffvklLCzuLjjcvHnzP57v79q3b4+rV6/i6tWryqqAnJwclJaWokOHDv96PH/XuXNn5Vj37gNAZmYm7ty5g86dO2P//v1wd3dHSEgIVqxYAX9/f+h0ulrHys7ORt++fR97LERERKbGnwYQERGZKYPBgNTUVFy+fBnFxcUwGo2Ijo5GSUkJRowYgbS0NFy8eBH79u3D2LFjH/ol3sfHB9XV1Vi+fDny8vKwfv16ZRPB+89XXl6OxMREFBcX17m8PjQ0FP7+/oiMjMTJkydx/PhxjBo1Cn369Km10d+jcHFxQZcuXZCSklJr3KWlpXBzc0OvXr2g1WpRVlaGiIgI+Pj4oGXLlqr4iooKpKeno3///o89FiIiIlNjIYCIiMhMTZ8+HZaWlujQoQNcXFyQn58PDw8PHDlyBDU1Nejfvz/8/f0RExMDvV6v/Ke/Lp06dcLixYuxcOFCdOzYEfHx8ViwYIEqJjg4GBMnTsSwYcPg4uJSa7NB4O4S/507d8LJyQm9e/dGaGgoWrdujU2bNv3n+b799tuIj4+v1X7w4EH07t0bAJCcnIygoKAHrobYuXMnvLy8EBIS8p/HQ0REZCoaERFTD4KIiIiovlVWVqJdu3bYtGkTgoKCHusYPXr0wNSpUzFy5MgnPDoiIqKGwxUBREREZBZ0Oh3WrVuH4uLix3p+cXExBg8ejBEjRjzhkRERETUsrgggIiIiIiIiMiNcEUBERERERERkRlgIICIiIiIiIjIjLAQQERERERERmREWAoiIiIiIiIjMCAsBRERERERERGaEhQAiIiIiIiIiM8JCABEREREREZEZYSGAiIiIiIiIyIywEEBERERERERkRv4HDUv0CqOEj5oAAAAASUVORK5CYII=", "text/plain": [ "
" ] @@ -871,7 +871,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 35, "metadata": { "pycharm": { "name": "#%%\n" @@ -882,7 +882,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Found solution with objective 2990.0.\n" + "Found solution with objective 3011.0.\n" ] } ], @@ -900,7 +900,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 36, "metadata": { "pycharm": { "name": "#%%\n" @@ -909,7 +909,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -963,7 +963,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.9" + "version": "3.9.19" } }, "nbformat": 4, diff --git a/examples/capacitated_vehicle_routing_problem.ipynb b/examples/capacitated_vehicle_routing_problem.ipynb index 8d56ed5f..2c4957cf 100644 --- a/examples/capacitated_vehicle_routing_problem.ipynb +++ b/examples/capacitated_vehicle_routing_problem.ipynb @@ -146,7 +146,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -267,13 +267,13 @@ }, "outputs": [], "source": [ - "def random_removal(state, rnd_state):\n", + "def random_removal(state, rng):\n", " \"\"\"\n", " Removes a number of randomly selected customers from the passed-in solution.\n", " \"\"\"\n", " destroyed = state.copy()\n", "\n", - " for customer in rnd_state.choice(\n", + " for customer in rng.choice(\n", " range(1, data[\"dimension\"]), customers_to_remove, replace=False\n", " ):\n", " destroyed.unassigned.append(customer)\n", @@ -311,12 +311,12 @@ }, "outputs": [], "source": [ - "def greedy_repair(state, rnd_state):\n", + "def greedy_repair(state, rng):\n", " \"\"\"\n", " Inserts the unassigned customers in the best route. If there are no\n", " feasible insertions, then a new route is created.\n", " \"\"\"\n", - " rnd_state.shuffle(state.unassigned)\n", + " rng.shuffle(state.unassigned)\n", "\n", " while len(state.unassigned) != 0:\n", " customer = state.unassigned.pop()\n", @@ -442,7 +442,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -476,7 +476,7 @@ }, "outputs": [], "source": [ - "alns = ALNS(rnd.RandomState(SEED))\n", + "alns = ALNS(rnd.default_rng(SEED))\n", "\n", "alns.add_destroy_operator(random_removal)\n", "\n", @@ -517,8 +517,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Best heuristic objective is 132156.\n", - "This is 6.8% worse than the optimal solution, which is 123750.\n" + "Best heuristic objective is 131613.0.\n", + "This is 6.4% worse than the optimal solution, which is 123750.\n" ] } ], @@ -539,7 +539,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -569,7 +569,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -607,7 +607,7 @@ "MAX_STRING_REMOVALS = 2\n", "MAX_STRING_SIZE = 12\n", "\n", - "def string_removal(state, rnd_state):\n", + "def string_removal(state, rng):\n", " \"\"\"\n", " Remove partial routes around a randomly chosen customer.\n", " \"\"\"\n", @@ -618,7 +618,7 @@ " max_string_removals = min(len(state.routes), MAX_STRING_REMOVALS)\n", "\n", " destroyed_routes = []\n", - " center = rnd_state.randint(1, data[\"dimension\"])\n", + " center = rng.integers(1, data[\"dimension\"])\n", "\n", " for customer in neighbors(center):\n", " if len(destroyed_routes) >= max_string_removals:\n", @@ -631,20 +631,20 @@ " if route in destroyed_routes:\n", " continue\n", "\n", - " customers = remove_string(route, customer, max_string_size, rnd_state)\n", + " customers = remove_string(route, customer, max_string_size, rng)\n", " destroyed.unassigned.extend(customers)\n", " destroyed_routes.append(route)\n", "\n", " return destroyed\n", "\n", "\n", - "def remove_string(route, cust, max_string_size, rnd_state):\n", + "def remove_string(route, cust, max_string_size, rng):\n", " \"\"\"\n", " Remove a string that constains the passed-in customer.\n", " \"\"\"\n", " # Find consecutive indices to remove that contain the customer\n", - " size = rnd_state.randint(1, min(len(route), max_string_size) + 1)\n", - " start = route.index(cust) - rnd_state.randint(size)\n", + " size = rng.integers(1, min(len(route), max_string_size) + 1)\n", + " start = route.index(cust) - rng.integers(size)\n", " idcs = [idx % len(route) for idx in range(start, start + size)]\n", "\n", " # Remove indices in descending order\n", @@ -664,7 +664,7 @@ }, "outputs": [], "source": [ - "alns = ALNS(rnd.RandomState(SEED))\n", + "alns = ALNS(rnd.default_rng(SEED))\n", "\n", "alns.add_destroy_operator(string_removal)\n", "\n", @@ -703,7 +703,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -734,13 +734,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Best heuristic objective is 127505.\n", - "This is 3.0% worse than the optimal solution, which is 123750.\n" + "Best heuristic objective is 126652.0.\n", + "This is 2.3% worse than the optimal solution, which is 123750.\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -772,18 +772,10 @@ "id": "7424ca3f-b4e7-459d-a307-be2d26426cdc", "metadata": {}, "source": [ - "In this notebook we implemented two heuristics for the CVRP, using the ALNS meta-heuristic framework. The first heuristic used a random customer destroy operator and we obtained a solution which is 6.8% worse than the best known solution. The second heuristic used a destroy operator which removes strings arround a randomly selected customer and we obtained a solution that is only 3% worse than the best known solution. \n", + "In this notebook we implemented two heuristics for the CVRP, using the ALNS meta-heuristic framework. The first heuristic used a random customer destroy operator and we obtained a solution which is 6% worse than the best known solution. The second heuristic used a destroy operator which removes strings arround a randomly selected customer and we obtained a solution that is only 3% worse than the best known solution. \n", "\n", "This example shows that by constructing problem-specific operators, one can create even more powerful ALNS heuristics." ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a1cba864", - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { @@ -808,7 +800,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.9" + "version": "3.9.19" } }, "nbformat": 4, diff --git a/examples/cutting_stock_problem.ipynb b/examples/cutting_stock_problem.ipynb index 78200c5d..576cf3e2 100644 --- a/examples/cutting_stock_problem.ipynb +++ b/examples/cutting_stock_problem.ipynb @@ -202,14 +202,14 @@ "metadata": {}, "outputs": [], "source": [ - "def random_removal(state, random_state):\n", + "def random_removal(state, rng):\n", " \"\"\"\n", " Iteratively removes randomly chosen beam assignments.\n", " \"\"\"\n", " state = state.copy()\n", "\n", " for _ in range(beams_to_remove(state.objective())):\n", - " idx = random_state.randint(state.objective())\n", + " idx = rng.integers(state.objective())\n", " state.unassigned.extend(state.assignments.pop(idx))\n", "\n", " return state" @@ -221,7 +221,7 @@ "metadata": {}, "outputs": [], "source": [ - "def worst_removal(state, random_state):\n", + "def worst_removal(state, rng):\n", " \"\"\"\n", " Removes beams in decreasing order of wastage, such that the\n", " poorest assignments are removed first.\n", @@ -253,12 +253,12 @@ "metadata": {}, "outputs": [], "source": [ - "def greedy_insert(state, random_state):\n", + "def greedy_insert(state, rng):\n", " \"\"\"\n", " Inserts the unassigned beams greedily into the first fitting\n", " beam. Shuffles the unassigned ordered beams before inserting.\n", " \"\"\"\n", - " random_state.shuffle(state.unassigned)\n", + " rng.shuffle(state.unassigned)\n", "\n", " while len(state.unassigned) != 0:\n", " beam = state.unassigned.pop(0)\n", @@ -279,7 +279,7 @@ "metadata": {}, "outputs": [], "source": [ - "def minimal_wastage(state, random_state):\n", + "def minimal_wastage(state, rng):\n", " \"\"\"\n", " For every unassigned ordered beam, the operator determines\n", " which beam would minimise that beam's waste once the ordered\n", @@ -321,15 +321,15 @@ "name": "stdout", "output_type": "stream", "text": [ - "Initial solution has objective value: 81\n" + "Initial solution has objective value: 82\n" ] } ], "source": [ - "rnd_state = rnd.RandomState(SEED)\n", + "rng = rnd.default_rng(SEED)\n", "\n", "state = CspState([], BEAMS.copy())\n", - "init_sol = greedy_insert(state, rnd_state)\n", + "init_sol = greedy_insert(state, rng)\n", "\n", "print(\"Initial solution has objective value:\", init_sol.objective())" ] @@ -341,7 +341,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -367,7 +367,7 @@ "metadata": {}, "outputs": [], "source": [ - "alns = ALNS(rnd_state)\n", + "alns = ALNS(rng)\n", "\n", "alns.add_destroy_operator(random_removal)\n", "alns.add_destroy_operator(worst_removal)\n", @@ -398,7 +398,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+UAAAIjCAYAAABlBbqXAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABc+klEQVR4nO3dd3wU5d7+8WuSkBAISYAkhGAwEBAEkaY0aSq9iOUAIg9SLCgoYkHhKAIeAUGPBewNoohSBOwgvQgIUkWUJk2liCEJEEgguZ8/MHtYEzCJSWbY+bxfr/2d7My9M9+dnXOe38VdxjLGGAEAAAAAgCLnZ3cBAAAAAAC4FaEcAAAAAACbEMoBAAAAALAJoRwAAAAAAJsQygEAAAAAsAmhHAAAAAAAmxDKAQAAAACwCaEcAAAAAACbEMoBAAAAALAJoRwAkC8jR46UZVk6cuTI37aNi4tTnz59Cr+ov5g8ebIsy9KePXuK/NwFyVe+h93ycs/mpE+fPoqLiyvYogpZy5Yt1bJlS7vLAABcAKEcAODxww8/6P/+7/9UoUIFBQUFKSYmRj179tQPP/xgd2kXNGbMGM2ZM8fuMlxt6tSpevHFF+0uo0ilpqZq5MiRWrJkia11bN26VSNHjuQfbQDgIkUoBwBIkmbNmqV69epp4cKF6tu3r1599VXdcccdWrx4serVq6fZs2fn+9jbtm3TW2+9VYDVejtfKO/Vq5dOnjypSy+9tNDOjbPcEMrfeustbdu2zfM+NTVVo0aNckQoHzVqVI6h/Ouvv9bXX39d9EUBAHItwO4CAAD227Vrl3r16qXKlStr2bJlioyM9Ox74IEH1KxZM/Xq1UubN29W5cqV83z8oKCggiw31/z9/eXv72/LueF7ihUrViTnOXHihEqWLFkgxwoMDCyQ4wAACg895QAAPfvss0pNTdWbb77pFcglKSIiQm+88YZOnDih8ePHZ/vskSNH1K1bN4WGhqps2bJ64IEHdOrUKa82Oc0pT0pK0uDBgxUbG6ugoCBVqVJF48aNU2Zmple7zMxMvfTSS6pVq5aKFy+uyMhItWvXTt99950kybIsnThxQgkJCbIsS5Zlec7117nYnTp1Ou8/KjRu3FhXXXWV17YpU6aofv36Cg4OVpkyZXTrrbdq//79F7yWM2fOlGVZWrp0abZ9b7zxhizL0pYtWyRJmzdvVp8+fVS5cmUVL15c0dHR6tevn/74448LniPre48cOTLb9n9yrXPyySefqGPHjoqJiVFQUJDi4+P1n//8RxkZGZ42LVu21BdffKG9e/d6foPczL3OzfVdvny5unbtqooVKyooKEixsbF68MEHdfLkyWzH++mnn9StWzdFRkYqODhY1apV0+OPP56tXVJSkvr06aPw8HCFhYWpb9++Sk1N/dt6z51TvmfPHs9/V0aNGuX53uf+Jj/99JP+9a9/qUyZMipevLiuuuoqffrpp17HzLpHly5dqgEDBigqKkqXXHKJJGnv3r0aMGCAqlWrpuDgYJUtW1Zdu3b16hGfPHmyunbtKkm69tprPXVk9d7nNKf88OHDuuOOO1SuXDkVL15ctWvXVkJCglebPXv2yLIsPffcc3rzzTcVHx+voKAgXX311Vq7du3fXisAQO7RUw4A0Geffaa4uDg1a9Ysx/3NmzdXXFycvvjii2z7unXrpri4OI0dO1arV6/WhAkTdPToUb333nvnPV9qaqpatGihX3/9Vf3791fFihW1cuVKDRs2TAcOHPAaBn3HHXdo8uTJat++ve68806dOXNGy5cv1+rVq3XVVVfp/fff15133qkGDRro7rvvliTFx8fneN7u3bvr9ttv19q1a3X11Vd7tu/du1erV6/Ws88+69k2evRoDR8+XN26ddOdd96p33//XRMnTlTz5s21YcMGhYeH53iOjh07KiQkRNOnT1eLFi289k2bNk01a9bUFVdcIUmaP3++fv75Z/Xt21fR0dH64Ycf9Oabb+qHH37Q6tWrZVnWea9hbuXlWudk8uTJCgkJ0UMPPaSQkBAtWrRITz75pFJSUjzX6/HHH1dycrJ++eUXvfDCC5KkkJCQCx43t9d3xowZSk1N1b333quyZctqzZo1mjhxon755RfNmDHDc7zNmzerWbNmKlasmO6++27FxcVp165d+uyzzzR69Givc3fr1k2VKlXS2LFjtX79er399tuKiorSuHHjcn1dIyMj9dprr+nee+/VTTfdpJtvvlmSdOWVV0o6uz7DNddcowoVKmjo0KEqWbKkpk+frhtvvFEff/yxbrrpJq/jDRgwQJGRkXryySd14sQJSdLatWu1cuVK3Xrrrbrkkku0Z88evfbaa2rZsqW2bt2qEiVKqHnz5ho0aJAmTJigf//737r88sslyfOff3Xy5Em1bNlSO3fu1H333adKlSppxowZ6tOnj5KSkvTAAw94tZ86daqOHTum/v37y7IsjR8/XjfffLN+/vnnIhs5AAA+zwAAXC0pKclIMl26dLlguxtuuMFIMikpKcYYY0aMGGEkmRtuuMGr3YABA4wks2nTJs+2Sy+91PTu3dvz/j//+Y8pWbKk2b59u9dnhw4davz9/c2+ffuMMcYsWrTISDKDBg3KVk9mZqbn75IlS3odP8ukSZOMJLN7925jjDHJyckmKCjIPPzww17txo8fbyzLMnv37jXGGLNnzx7j7+9vRo8e7dXu+++/NwEBAdm2/1WPHj1MVFSUOXPmjGfbgQMHjJ+fn3nqqac821JTU7N99sMPPzSSzLJly877PYwxRpIZMWJEts/n91qfT0419u/f35QoUcKcOnXKs61jx47m0ksvveCxsuTl+uZ0/rFjx3r9XsYY07x5c1OqVCmvbcZ43ydZ92y/fv282tx0002mbNmyf1t37969vb7j77//ft7f4frrrze1atXyukaZmZmmSZMmpmrVqp5tWb9t06ZNve4XY3L+7qtWrTKSzHvvvefZNmPGDCPJLF68OFv7Fi1amBYtWnjev/jii0aSmTJlimdbenq6ady4sQkJCfH893v37t1GkilbtqxJTEz0tP3kk0+MJPPZZ59lv0AAgHxh+DoAuNyxY8ckSaVKlbpgu6z9KSkpXtsHDhzo9f7++++XJH355ZfnPdaMGTPUrFkzlS5dWkeOHPG8WrVqpYyMDC1btkyS9PHHH8uyLI0YMSLbMfLTixwaGqr27dtr+vTpMsZ4tk+bNk2NGjVSxYoVJZ1d9C4zM1PdunXzqi86OlpVq1bV4sWLL3ie7t276/Dhw14LgM2cOVOZmZnq3r27Z1twcLDn71OnTunIkSNq1KiRJGn9+vV5/n45ye21Pp9zazx27JiOHDmiZs2aKTU1VT/99FO+asrL9T33/CdOnNCRI0fUpEkTGWO0YcMGSdLvv/+uZcuWqV+/fp7fMEtO98k999zj9b5Zs2b6448/st3b+ZWYmKhFixapW7dunmt25MgR/fHHH2rbtq127NihX3/91eszd911V7b1D8797qdPn9Yff/yhKlWqKDw8PN/3x5dffqno6Gj16NHDs61YsWIaNGiQjh8/nm3aRffu3VW6dGnP+6zRND///HO+zg8AyI7h6wDgcllhOyucn8/5wnvVqlW93sfHx8vPz++Cj2fasWOHNm/enG3+epbDhw9LOrsAXUxMjMqUKXPB2vKie/fumjNnjlatWqUmTZpo165dWrdundcw7h07dsgYk+27Zfm7Ybvt2rVTWFiYpk2bpuuvv17S2eBfp04dXXbZZZ52iYmJGjVqlD766CPPd86SnJycz2/oLbfX+nx++OEHPfHEE1q0aFG20JrfGvNyffft26cnn3xSn376qY4ePZrj+bMCYta0gL/z1+CeFTqPHj2q0NDQ3H2JC9i5c6eMMRo+fLiGDx+eY5vDhw+rQoUKnveVKlXK1ubkyZMaO3asJk2apF9//dXrH5Lye+337t2rqlWrys/Pu18ma7j73r17vbZf6FoBAAoGoRwAXC4sLEzly5fX5s2bL9hu8+bNqlChwt+Gltz0YGdmZqp169Z69NFHc9x/bnAtaJ07d1aJEiU0ffp0NWnSRNOnT5efn59nsays+izL0ldffZXj6u1/N186KChIN954o2bPnq1XX31Vhw4d0jfffKMxY8Z4tevWrZtWrlypIUOGqE6dOgoJCVFmZqbatWuXq0XYcnLuAmxZ3yW/1zopKUktWrRQaGionnrqKcXHx6t48eJav369HnvssXzXmNvrm5GRodatWysxMVGPPfaYqlevrpIlS+rXX39Vnz598n3+863If27o/Sey6nrkkUfUtm3bHNtUqVLF6/25veJZ7r//fk2aNEmDBw9W48aNFRYWJsuydOutt+b7u+dVYV8rAAChHACgs6uSv/XWW1qxYoWaNm2abf/y5cu1Z88e9e/fP9u+HTt2ePXy7dy5U5mZmRdcfTs+Pl7Hjx9Xq1atLlhXfHy85s2bp8TExAv2ludlKHvJkiXVqVMnzZgxQ88//7ymTZumZs2aKSYmxuu8xhhVqlQp3/9A0L17dyUkJGjhwoX68ccfZYzxGrp+9OhRLVy4UKNGjdKTTz7p2b5jx45cHb906dJKSkry2paenq4DBw54bcvttc7JkiVL9Mcff2jWrFlq3ry5Z/vu3buztc3Lb5Db6/v9999r+/btSkhI0O233+7ZPn/+fK92WSvqZ61qX1TO952z6ilWrFi+rnuWmTNnqnfv3vrvf//r2Xbq1Klsv3terv2ll16qzZs3KzMz06u3PGsqwqWXXprvegEA+cOccgCAhgwZouDgYPXv3z/b47gSExN1zz33qESJEhoyZEi2z77yyite7ydOnChJat++/XnP161bN61atUrz5s3Lti8pKUlnzpyRJN1yyy0yxmjUqFHZ2p3bU1eyZMlsQeVCunfvrt9++01vv/22Nm3a5BWWJenmm2+Wv7+/Ro0ala1H0BiTq0eWtWrVSmXKlNG0adM0bdo0NWjQwOsfL7J6IP96/L9bDT1LfHx8tvngb775Zrae8txe65zkVGN6erpeffXVbG1LliyZ6yHVub2+OZ3fGKOXXnrJ6zORkZFq3ry53n33Xe3bty/b8QpLiRIlJCnbvRcVFaWWLVvqjTfeyPaPJNLZOfC54e/vn63+iRMnZvuNs55pnpv/DnTo0EEHDx7UtGnTPNvOnDmjiRMnKiQkJNsTAwAAhY+ecgCAqlatqoSEBPXs2VO1atXSHXfcoUqVKmnPnj165513dOTIEX344Yc5Pmps9+7duuGGG9SuXTutWrVKU6ZM0W233abatWuf93xDhgzRp59+qk6dOqlPnz6qX7++Tpw4oe+//14zZ87Unj17FBERoWuvvVa9evXShAkTtGPHDs+w7uXLl+vaa6/VfffdJ0mqX7++FixYoOeff14xMTGqVKmSGjZseN7zd+jQQaVKldIjjzwif39/3XLLLV774+Pj9fTTT2vYsGHas2ePbrzxRpUqVUq7d+/W7Nmzdffdd+uRRx654DUtVqyYbr75Zn300Uc6ceKEnnvuOa/9oaGhat68ucaPH6/Tp0+rQoUK+vrrr3Pshc7JnXfeqXvuuUe33HKLWrdurU2bNmnevHmKiIjI17XOSZMmTVS6dGn17t1bgwYNkmVZev/993MMuvXr19e0adP00EMP6eqrr1ZISIg6d+6c43Fze32rV6+u+Ph4PfLII/r1118VGhqqjz/+OMf5zBMmTFDTpk1Vr1493X333Z7794svvtDGjRtzdU3zKjg4WDVq1NC0adN02WWXqUyZMrriiit0xRVX6JVXXlHTpk1Vq1Yt3XXXXapcubIOHTqkVatW6ZdfftGmTZv+9vidOnXS+++/r7CwMNWoUUOrVq3SggULVLZsWa92derUkb+/v8aNG6fk5GQFBQXpuuuuU1RUVLZj3n333XrjjTfUp08frVu3TnFxcZo5c6a++eYbvfjii3+74CMAoBAU3ULvAACn27x5s+nRo4cpX768KVasmImOjjY9evQw33//fba2WY+X2rp1q/nXv/5lSpUqZUqXLm3uu+8+c/LkSa+2f31MlzHGHDt2zAwbNsxUqVLFBAYGmoiICNOkSRPz3HPPmfT0dE+7M2fOmGeffdZUr17dBAYGmsjISNO+fXuzbt06T5uffvrJNG/e3AQHBxtJnnPl9CixLD179jSSTKtWrc57PT7++GPTtGlTU7JkSVOyZElTvXp1M3DgQLNt27ZcXE1j5s+fbyQZy7LM/v37s+3/5ZdfzE033WTCw8NNWFiY6dq1q/ntt9+yPWYrp++RkZFhHnvsMRMREWFKlChh2rZta3bu3PmPrnVOvvnmG9OoUSMTHBxsYmJizKOPPmrmzZuX7RFcx48fN7fddpsJDw83knL1eLTcXN+tW7eaVq1amZCQEBMREWHuuusus2nTJiPJTJo0yet4W7Zs8VzP4sWLm2rVqpnhw4d79mfds7///rvX5y50n5zrr49EM8aYlStXmvr165vAwMBsv9uuXbvM7bffbqKjo02xYsVMhQoVTKdOnczMmTOznXvt2rXZznf06FHTt29fExERYUJCQkzbtm3NTz/9lONv/NZbb5nKlSsbf39/r9/mr49EM8aYQ4cOeY4bGBhoatWqle1aZj0S7dlnn81W11+/JwDgn7GMYaUOAEDhio2NVdu2bfX222/bXQoAAICjMKccAFCosp6vfL4h0gAAAG7GnHIAQKGZN2+ePvroI508edLzvG4AAAD8D8PXAQCF5tprr9XOnTt177336t///rfd5QAAADgOoRwAAAAAAJswpxwAAAAAAJsQygEAAAAAsInPL/SWmZmp3377TaVKlZJlWXaXAwAAAADwccYYHTt2TDExMfLzu3BfuM+H8t9++02xsbF2lwEAAAAAcJn9+/frkksuuWAbnw/lpUqVknT2YoSGhtpcDQAAAADA16WkpCg2NtaTRy/E50N51pD10NBQQjkAAAAAoMjkZgo1C70BAAAAAGATQjkAAAAAADYhlAMAAAAAYBOfn1MOAAAAAL7AGKMzZ84oIyPD7lJcz9/fXwEBAQXy2G1COQAAAAA4XHp6ug4cOKDU1FS7S8GfSpQoofLlyyswMPAfHYdQDgAAAAAOlpmZqd27d8vf318xMTEKDAwskB5a5I8xRunp6fr999+1e/duVa1aVX5++Z8ZTigHAAAAAAdLT09XZmamYmNjVaJECbvLgaTg4GAVK1ZMe/fuVXp6uooXL57vY7HQGwAAAABcBP5JbywKXkH9HvyqAAAAAADYhFAOAAAAAIBNCOUAAAAAANiEUA4AAAAAKDQHDx7U/fffr8qVKysoKEixsbHq3LmzFi5caHdp52VZlubMmVMk52L1dQAAAABAodizZ4+uueYahYeH69lnn1WtWrV0+vRpzZs3TwMHDtRPP/2U52MaY5SRkaGAAO84m56e/o+fGW4HesoBAAAA4CJijFFq+hlbXsaYPNU6YMAAWZalNWvW6JZbbtFll12mmjVr6qGHHtLq1au1Z88eWZaljRs3ej6TlJQky7K0ZMkSSdKSJUtkWZa++uor1a9fX0FBQVqxYoVatmyp++67T4MHD1ZERITatm0rSdqyZYvat2+vkJAQlStXTr169dKRI0c8x2/ZsqUGDRqkRx99VGXKlFF0dLRGjhzp2R8XFydJuummm2RZlud9YbG1pzwjI0MjR47UlClTdPDgQcXExKhPnz564oknZFmWTp8+rSeeeEJffvmlfv75Z4WFhalVq1Z65plnFBMTY2fpAAAAAGCLk6czVOPJebace+tTbVUiMHcxMjExUXPnztXo0aNVsmTJbPvDw8OVlJSU63MPHTpUzz33nCpXrqzSpUtLkhISEnTvvffqm2++kXQ20F933XW688479cILL+jkyZN67LHH1K1bNy1atMhzrISEBD300EP69ttvtWrVKvXp00fXXHONWrdurbVr1yoqKkqTJk1Su3bt5O/vn+sa88PWUD5u3Di99tprSkhIUM2aNfXdd9+pb9++CgsL06BBg5Samqr169dr+PDhql27to4ePaoHHnhAN9xwg7777js7SwcAAAAAXMDOnTtljFH16tUL5HhPPfWUWrdu7bWtatWqGj9+vOf9008/rbp162rMmDGebe+++65iY2O1fft2XXbZZZKkK6+8UiNGjPAc4+WXX9bChQvVunVrRUZGSjr7jwbR0dEFUvuF2BrKV65cqS5duqhjx46Szg4T+PDDD7VmzRpJUlhYmObPn+/1mZdfflkNGjTQvn37VLFixSKvubBsXT1XacmHFFOzqcpdEm93OQAAAAAcKriYv7Y+1da2c+dWXoe6/52rrroq27b69et7vd+0aZMWL16skJCQbG137drlFcrPVb58eR0+fLgAq809W0N5kyZN9Oabb3r+xWLTpk1asWKFnn/++fN+Jjk5WZZlKTw8PMf9aWlpSktL87xPSUkp6LILhVk0RnXTN2ndmf8SygEAAACcl2VZuR5CbqeqVavKsqwLLubm53d2mbNzA/zp06dzbJvTEPi/bjt+/Lg6d+6scePGZWtbvnx5z9/FihXz2mdZljIzM89bZ2Gy9ZccOnSoUlJSVL16dfn7+ysjI0OjR49Wz549c2x/6tQpPfbYY+rRo4dCQ0NzbDN27FiNGjWqMMsuVEYF+69JAAAAAGCHMmXKqG3btnrllVc0aNCgbAE6KSnJM1T8wIEDqlu3riR5LfqWV/Xq1dPHH3+suLi4bKuz50WxYsWUkZGR78/nha2rr0+fPl0ffPCBpk6dqvXr1yshIUHPPfecEhISsrU9ffq0unXrJmOMXnvttfMec9iwYUpOTva89u/fX5hfocAYy7K7BAAAAAAoUK+88ooyMjLUoEEDffzxx9qxY4d+/PFHTZgwQY0bN1ZwcLAaNWqkZ555Rj/++KOWLl2qJ554It/nGzhwoBITE9WjRw+tXbtWu3bt0rx589S3b988hey4uDgtXLhQBw8e1NGjR/NdT27YGsqHDBmioUOH6tZbb1WtWrXUq1cvPfjggxo7dqxXu6xAvnfvXs2fP/+8veSSFBQUpNDQUK/XRaWA510AAAAAgF0qV66s9evX69prr9XDDz+sK664Qq1bt9bChQs9na3vvvuuzpw5o/r162vw4MF6+umn832+mJgYffPNN8rIyFCbNm1Uq1YtDR48WOHh4Z6h8rnx3//+V/Pnz1dsbKynB7+w2Dp8PTU1NduF8ff39xrLnxXId+zYocWLF6ts2bJFXSYAAAAAIJ/Kly+vl19+WS+//HKO+y+//HKtXLnSa9u5c8xbtmyZ46JxWc8x/6uqVatq1qxZ560np8/NmTPH633nzp3VuXPn8x6jINkayjt37qzRo0erYsWKqlmzpjZs2KDnn39e/fr1k3Q2kP/rX//S+vXr9fnnnysjI0MHDx6UdHZ+QmBgoJ3lFw56ygEAAADANWwN5RMnTtTw4cM1YMAAHT58WDExMerfv7+efPJJSdKvv/6qTz/9VJJUp04dr88uXrxYLVu2LOKKC48Rc8oBAAAAwG1sDeWlSpXSiy++qBdffDHH/XFxcQX+bDsAAAAAAJzC1oXekAP+EQIAAAAAXINQ7hgMXwcAAAAAtyGUOw495QAAAADgFoRyhzAWPeUAAAAA4DaEcodhYTsAAAAAcA9CuWPQUw4AAAAAbkModxp6ygEAAADANQjljkFPOQAAAADf0qdPH1mW5XmVLVtW7dq10+bNmwvk+CNHjlSdOnUK5Fh2IZQ7Dj3lAAAAAHxHu3btdODAAR04cEALFy5UQECAOnXqZHdZjkEodwiiOAAAAIBcMUZKP2HPKx/TbYOCghQdHa3o6GjVqVNHQ4cO1f79+/X7779Lkvbv369u3bopPDxcZcqUUZcuXbRnzx7P55csWaIGDRqoZMmSCg8P1zXXXKO9e/dq8uTJGjVqlDZt2uTpiZ88eXIBXeSiE2B3AfDG6usAAAAALuh0qjQmxp5z//s3KbBkvj9+/PhxTZkyRVWqVFHZsmV1+vRptW3bVo0bN9by5csVEBCgp59+2jPE3c/PTzfeeKPuuusuffjhh0pPT9eaNWtkWZa6d++uLVu2aO7cuVqwYIEkKSwsrKC+aZEhlDsFzykHAAAA4IM+//xzhYSESJJOnDih8uXL6/PPP5efn5+mTp2qzMxMvf3227L+zESTJk1SeHi4lixZoquuukrJycnq1KmT4uPjJUmXX36559ghISEKCAhQdHR00X+xAkIodxx6ygEAAABcQLESZ3us7Tp3Hl177bV67bXXJElHjx7Vq6++qvbt22vNmjXatGmTdu7cqVKlSnl95tSpU9q1a5fatGmjPn36qG3btmrdurVatWqlbt26qXz58gXydZyAUO4Y9JQDAAAAyAXL+kdDyItayZIlVaVKFc/7t99+W2FhYXrrrbd0/Phx1a9fXx988EG2z0VGRko623M+aNAgzZ07V9OmTdMTTzyh+fPnq1GjRkX2HQoTodxhLOaUAwAAAPBhlmXJz89PJ0+eVL169TRt2jRFRUUpNDT0vJ+pW7eu6tatq2HDhqlx48aaOnWqGjVqpMDAQGVkZBRh9QWP1dcdwtBTDgAAAMAHpaWl6eDBgzp48KB+/PFH3X///Tp+/Lg6d+6snj17KiIiQl26dNHy5cu1e/duLVmyRIMGDdIvv/yi3bt3a9iwYVq1apX27t2rr7/+Wjt27PDMK4+Li9Pu3bu1ceNGHTlyRGlpaTZ/27yjp9xhWH0dAAAAgC+ZO3euZw54qVKlVL16dc2YMUMtW7aUJC1btkyPPfaYbr75Zh07dkwVKlTQ9ddfr9DQUJ08eVI//fSTEhIS9Mcff6h8+fIaOHCg+vfvL0m65ZZbNGvWLF177bVKSkrSpEmT1KdPH5u+af4Qyp2C1dcBAAAA+JjJkyf/7bPDo6OjlZCQkOO+0NBQzZ49+7yfDQoK0syZM/9JibZj+Lrj0FMOAAAAAG5BKHcI5pQDAAAAgPsQyp2GOeUAAAAA4BqEcgAAAAAAbEIodxhWXwcAAACQE7KCsxTU70EodwzmlAMAAADIrlixYpKk1NRUmyvBubJ+j6zfJ794JJrj8K9fAAAAAP7H399f4eHhOnz4sCSpRIkSsniksm2MMUpNTdXhw4cVHh4uf3//f3Q8QrlT8F8qAAAAAOcRHR0tSZ5gDvuFh4d7fpd/glAOAAAAAA5nWZbKly+vqKgonT592u5yXK9YsWL/uIc8C6HcaVi8AQAAAMB5+Pv7F1gYhDOw0JtDGBZ6AwAAAADXIZQ7Dj3lAAAAAOAWhHLHoKccAAAAANyGUO40zCkHAAAAANcglDsFHeUAAAAA4DqEcsehpxwAAAAA3IJQ7hh0lQMAAACA2xDKnYY55QAAAADgGoRyh+A55QAAAADgPoRyhzH0lAMAAACAaxDKncKipxwAAAAA3IZQ7jj0lAMAAACAWxDKHYOecgAAAABwG0K50zCnHAAAAABcg1DuEKy+DgAAAADuQyh3HHrKAQAAAMAtCOVOwerrAAAAAOA6hHKnYU45AAAAALgGoRwAAAAAAJsQyh2HnnIAAAAAcAtCuWMwpxwAAAAA3MbWUJ6RkaHhw4erUqVKCg4OVnx8vP7zn//InDOvetasWWrTpo3Kli0ry7K0ceNG+wouCswpBwAAAADXCLDz5OPGjdNrr72mhIQE1axZU99995369u2rsLAwDRo0SJJ04sQJNW3aVN26ddNdd91lZ7mFyrD6OgAAAAC4jq2hfOXKlerSpYs6duwoSYqLi9OHH36oNWvWeNr06tVLkrRnzx47SgQAAAAAoNDYOny9SZMmWrhwobZv3y5J2rRpk1asWKH27dvn+5hpaWlKSUnxel1cGL4OAAAAAG5ha0/50KFDlZKSourVq8vf318ZGRkaPXq0evbsme9jjh07VqNGjSrAKosKw9cBAAAAwG1s7SmfPn26PvjgA02dOlXr169XQkKCnnvuOSUkJOT7mMOGDVNycrLntX///gKsuAiw0BsAAAAAuIatPeVDhgzR0KFDdeutt0qSatWqpb1792rs2LHq3bt3vo4ZFBSkoKCggiyziNBTDgAAAABuY2tPeWpqqvz8vEvw9/dXZmamTRU5AD3lAAAAAOAatvaUd+7cWaNHj1bFihVVs2ZNbdiwQc8//7z69evnaZOYmKh9+/bpt99+kyRt27ZNkhQdHa3o6Ghb6i4UPBINAAAAAFzH1p7yiRMn6l//+pcGDBigyy+/XI888oj69++v//znP542n376qerWret5bNqtt96qunXr6vXXX7er7EJFPzkAAAAAuIdljG+Pl05JSVFYWJiSk5MVGhpqdznntebFHmqQ9KVWVR6kxrf/5+8/AAAAAABwpLzkUFt7ypED4+L59AAAAADgMoRyAAAAAABsQih3HJ+eTQAAAAAAOAeh3ClYfR0AAAAAXIdQ7jAWHeUAAAAA4BqEcsegpxwAAAAA3IZQ7jBGrL4OAAAAAG5BKHcK5pQDAAAAgOsQyp3GMKkcAAAAANyCUO4QhjnlAAAAAOA6hHIAAAAAAGxCKHcK5pQDAAAAgOsQyp2GOeUAAAAA4BqEcsegpxwAAAAA3IZQ7jj0lAMAAACAWxDKAQAAAACwCaHcaZhTDgAAAACuQSgHAAAAAMAmhHKnsPgpAAAAAMBtSIKOw/B1AAAAAHALQjkAAAAAADYhlDuMxUJvAAAAAOAahHLHsOwuAAAAAABQxAjlDmOYUw4AAAAArkEodwqLnnIAAAAAcBtCudMwpxwAAAAAXINQ7hCGOeUAAAAA4DqEcsehpxwAAAAA3IJQ7hTMKQcAAAAA1yGUOw1zygEAAADANQjljkFPOQAAAAC4DaHccegpBwAAAAC3IJQ7BXPKAQAAAMB1COVOQ0c5AAAAALgGodwx6CkHAAAAALchlDtOpt0FAAAAAACKCKEcAAAAAACbEModxuI55QAAAADgGoRyp7D4KQAAAADAbUiCAAAAAADYhFAOAAAAAIBNCOVOY1h9HQAAAADcglDuEMbiOeUAAAAA4DaEcgAAAAAAbEIoBwAAAADAJoRyx+CnAAAAAAC3IQk6jrG7AAAAAABAESGUOwXrvAEAAACA6xDKncbQUw4AAAAAbmFrKM/IyNDw4cNVqVIlBQcHKz4+Xv/5z39kzgmmxhg9+eSTKl++vIKDg9WqVSvt2LHDxqoLC13lAAAAAOA2tobycePG6bXXXtPLL7+sH3/8UePGjdP48eM1ceJET5vx48drwoQJev311/Xtt9+qZMmSatu2rU6dOmVj5YWJnnIAAAAAcIsAO0++cuVKdenSRR07dpQkxcXF6cMPP9SaNWskne0lf/HFF/XEE0+oS5cukqT33ntP5cqV05w5c3TrrbfaVnuBs+gpBwAAAAC3sbWnvEmTJlq4cKG2b98uSdq0aZNWrFih9u3bS5J2796tgwcPqlWrVp7PhIWFqWHDhlq1alWOx0xLS1NKSorX66LCnHIAAAAAcA1be8qHDh2qlJQUVa9eXf7+/srIyNDo0aPVs2dPSdLBgwclSeXKlfP6XLly5Tz7/mrs2LEaNWpU4RZeKOgpBwAAAAC3sbWnfPr06frggw80depUrV+/XgkJCXruueeUkJCQ72MOGzZMycnJntf+/fsLsOLCZzGnHAAAAABcw9ae8iFDhmjo0KGeueG1atXS3r17NXbsWPXu3VvR0dGSpEOHDql8+fKezx06dEh16tTJ8ZhBQUEKCgoq9NoLHHPKAQAAAMB1bO0pT01NlZ+fdwn+/v7KzMyUJFWqVEnR0dFauHChZ39KSoq+/fZbNW7cuEhrLTLMKQcAAAAA17C1p7xz584aPXq0KlasqJo1a2rDhg16/vnn1a9fP0mSZVkaPHiwnn76aVWtWlWVKlXS8OHDFRMToxtvvNHO0gucxZxyAAAAAHAdW0P5xIkTNXz4cA0YMECHDx9WTEyM+vfvryeffNLT5tFHH9WJEyd09913KykpSU2bNtXcuXNVvHhxGysvTPSUAwAAAIBbWMb49njplJQUhYWFKTk5WaGhoXaXc16r3nlYjfe/rW8jblbD+ybZXQ4AAAAAIJ/ykkNtnVMOAAAAAICbEcodgznlAAAAAOA2hHKnMZl2VwAAAAAAKCKEcqfgOeUAAAAA4DqEcgAAAAAAbEIodwx6ygEAAADAbQjljuPTT6gDAAAAAJyDUO4UzCkHAAAAANchlAMAAAAAYBNCudMYhq8DAAAAgFsQygEAAAAAsAmh3GEsFnoDAAAAANcglDsFC70BAAAAgOsQyp2GOeUAAAAA4BqEcoew+CkAAAAAwHVIgo5DTzkAAAAAuAWh3CEMU8oBAAAAwHUI5U7DnHIAAAAAcA1CuWPQVQ4AAAAAbkMoBwAAAADAJoRyp7D4KQAAAADAbUiCDmOx+joAAAAAuAah3CGYUQ4AAAAA7kModxpWXwcAAAAA1yCUO4VFXzkAAAAAuA2h3HHoKQcAAAAAtyCUOwU95QAAAADgOoRyx6GnHAAAAADcglDuGPSUAwAAAIDbEModxmL1dQAAAABwDUK5UzCnHAAAAABcJ1+hfNeuXXriiSfUo0cPHT58WJL01Vdf6YcffijQ4tyJnnIAAAAAcIs8h/KlS5eqVq1a+vbbbzVr1iwdP35ckrRp0yaNGDGiwAt0D3rKAQAAAMBt8hzKhw4dqqefflrz589XYGCgZ/t1112n1atXF2hxAAAAAAD4sjyH8u+//1433XRTtu1RUVE6cuRIgRTlSswpBwAAAADXyXMoDw8P14EDB7Jt37BhgypUqFAgRQEAAAAA4AZ5DuW33nqrHnvsMR08eFCWZSkzM1PffPONHnnkEd1+++2FUaO78Eg0AAAAAHCNPIfyMWPGqHr16oqNjdXx48dVo0YNNW/eXE2aNNETTzxRGDW6BMPXAQAAAMBtAvL6gcDAQL311lsaPny4tmzZouPHj6tu3bqqWrVqYdTnOhaPRAMAAAAA18hzKM9SsWJFVaxYsSBrcTcWegMAAAAA18lzKO/Xr98F97/77rv5LgaS6CkHAAAAANfIcyg/evSo1/vTp09ry5YtSkpK0nXXXVdghbkPPeUAAAAA4DZ5DuWzZ8/Oti0zM1P33nuv4uPjC6QoV2P1dQAAAABwjTyvvp7jQfz89NBDD+mFF14oiMO5ksWccgAAAABwnQIJ5ZK0a9cunTlzpqAO51qsvg4AAAAA7pHn4esPPfSQ13tjjA4cOKAvvvhCvXv3LrDCXIeecgAAAABwnTyH8g0bNni99/PzU2RkpP773//+7crsyA16ygEAAADALfIcyhcvXlwYdYDV1wEAAADAdQpsTjkKCB3lAAAAAOAaueopr1u3bq5XB1+/fn2uTx4XF6e9e/dm2z5gwAC98sor2rVrlx555BGtWLFCaWlpateunSZOnKhy5crl+hwXDeaUAwAAAIDr5CqU33jjjYVy8rVr1yojI8PzfsuWLWrdurW6du2qEydOqE2bNqpdu7YWLVokSRo+fLg6d+6s1atXy8/PVzv56SoHAAAAALfIVSgfMWJEoZw8MjLS6/0zzzyj+Ph4tWjRQvPnz9eePXu0YcMGhYaGSpISEhJUunRpLVq0SK1atSqUmuxztqe8VNpBm+sAAAAAABQVx3Q3p6ena8qUKerXr58sy1JaWposy1JQUJCnTfHixeXn56cVK1ac9zhpaWlKSUnxel1Mqp7ZocxzRg8AAAAAAHxXnkN5RkaGnnvuOTVo0EDR0dEqU6aM1yu/5syZo6SkJPXp00eS1KhRI5UsWVKPPfaYUlNTdeLECT3yyCPKyMjQgQMHznucsWPHKiwszPOKjY3Nd01FKfrK6z1/Z2ScsbESAAAAAEBRyXMoHzVqlJ5//nl1795dycnJeuihh3TzzTfLz89PI0eOzHch77zzjtq3b6+YmBhJZ4e2z5gxQ5999plCQkIUFhampKQk1atX74LzyYcNG6bk5GTPa//+/fmuqSiFR/3vHw+MYV45AAAAALhBnp9T/sEHH+itt95Sx44dNXLkSPXo0UPx8fG68sortXr1ag0aNCjPRezdu1cLFizQrFmzvLa3adNGu3bt0pEjRxQQEKDw8HBFR0ercuXK5z1WUFCQ15D3i8Y5q68bk2ljIQAAAACAopLnnvKDBw+qVq1akqSQkBAlJydLkjp16qQvvvgiX0VMmjRJUVFR6tixY477IyIiFB4erkWLFunw4cO64YYb8nUeJ7O8Qjk95QAAAADgBnkO5ZdccolnTnd8fLy+/vprSWcfb5afHurMzExNmjRJvXv3VkCAd8f9pEmTtHr1au3atUtTpkxR165d9eCDD6patWp5Po/T5fY58AAAAAAA35Hn4es33XSTFi5cqIYNG+r+++/X//3f/+mdd97Rvn379OCDD+a5gAULFmjfvn3q169ftn3btm3TsGHDlJiYqLi4OD3++OP5OsdFh55yAAAAAHAFy/zDsdKrV6/WypUrVbVqVXXu3Lmg6iowKSkpCgsLU3Jysud55050POWoQp6PkySdHPKLgkuWsrcgAAAAAEC+5CWH5rmn/NSpUypevLjnfaNGjdSoUaO8VwkvDF8HAAAAAPfJ85zyqKgo9e7dW/Pnz1dmJquEFxSL1dcBAAAAwHXyHMoTEhKUmpqqLl26qEKFCho8eLC+++67wqjNtVh9HQAAAADcIc+h/KabbtKMGTN06NAhjRkzRlu3blWjRo102WWX6amnniqMGl3Bsv73UxDKAQAAAMAd8hzKs5QqVUp9+/bV119/rc2bN6tkyZIaNWpUQdbmKswpBwAAAAD3yXcoP3XqlKZPn64bb7xR9erVU2JiooYMGVKQtbmL15xyesoBAAAAwA3yvPr6vHnzNHXqVM2ZM0cBAQH617/+pa+//lrNmzcvjPpciVAOAAAAAO6Q51B+0003qVOnTnrvvffUoUMHFStWrDDqch2GrwMAAACA++Q5lB86dEilSpUqjFpcjYXeAAAAAMB98jynnEBeBAjlAAAAAOAK+V7oDQXLa/i6ybSvEAAAAABAkSGUOwRzygEAAADAfQjlDsGccgAAAABwn3yH8p07d2revHk6efKkJIJkQeJaAgAAAIA75DmU//HHH2rVqpUuu+wydejQQQcOHJAk3XHHHXr44YcLvEC3YPg6AAAAALhPnkP5gw8+qICAAO3bt08lSpTwbO/evbvmzp1boMW5ybmh3LDQGwAAAAC4Qp6fU/71119r3rx5uuSSS7y2V61aVXv37i2wwtzG8mNOOQAAAAC4TZ57yk+cOOHVQ54lMTFRQUFBBVKU2xHKAQAAAMAd8hzKmzVrpvfee8/z3rIsZWZmavz48br22msLtDgAAAAAAHxZnoevjx8/Xtdff72+++47paen69FHH9UPP/ygxMREffPNN4VRo2tkGkt+lpFETzkAAAAAuEGee8qvuOIKbd++XU2bNlWXLl104sQJ3XzzzdqwYYPi4+MLo0bX8ETxTEI5AAAAALhBnnvKJSksLEyPP/54QdcCAAAAAICr5LmnvEqVKho5cqR27NhRGPW4mpH153/SUw4AAAAAbpDnUD5w4EB98cUXqlatmq6++mq99NJLOnjwYGHU5jqeUM7q6wAAAADgCnkO5Q8++KDWrl2rn376SR06dNArr7yi2NhYtWnTxmtVduSfMZl2lwAAAAAAKAJ5DuVZLrvsMo0aNUrbt2/X8uXL9fvvv6tv374FWZvr0D8OAAAAAO6Sr4XesqxZs0ZTp07VtGnTlJKSoq5duxZUXS7F8HUAAAAAcJM8h/Lt27frgw8+0Icffqjdu3fruuuu07hx43TzzTcrJCSkMGp0jaw55SKUAwAAAIAr5DmUV69eXVdffbUGDhyoW2+9VeXKlSuMulyNOeUAAAAA4A55DuXbtm1T1apVC6MW16N/HAAAAADcJc8LvRHIC8//HolmcyEAAAAAgCKRq57yMmXKaPv27YqIiFDp0qVlWdZ52yYmJhZYcW7DnHIAAAAAcJdchfIXXnhBpUqV8vx9oVAOAAAAAAByJ1ehvHfv3p6/+/TpU1i14E88Eg0AAAAA3CHPc8r9/f11+PDhbNv/+OMP+fv7F0hRbuUZvi5WXwcAAAAAN8hzKD9fL25aWpoCAwP/cUFu5lnoLZOecgAAAABwg1w/Em3ChAmSJMuy9PbbbyskJMSzLyMjQ8uWLVP16tULvkIAAAAAAHxUrkP5Cy+8IOlsT/nrr7/uNVQ9MDBQcXFxev311wu+Qhcxnv+kpxwAAAAA3CDXoXz37t2SpGuvvVazZs1S6dKlC60otzJZq9ob5pQDAAAAgBvkOpRnWbx4cWHUAQAAAACA6+R5obdbbrlF48aNy7Z9/Pjx6tq1a4EU5V5/LvTGI9EAAAAAwBXyHMqXLVumDh06ZNvevn17LVu2rECKcivPnHIyOQAAAAC4Qp5D+fHjx3N89FmxYsWUkpJSIEW5lec55cwpBwAAAABXyHMor1WrlqZNm5Zt+0cffaQaNWoUSFEAAAAAALhBnhd6Gz58uG6++Wbt2rVL1113nSRp4cKF+vDDDzVjxowCL9BN/tdTzvh1AAAAAHCDPIfyzp07a86cORozZoxmzpyp4OBgXXnllVqwYIFatGhRGDW6yJ8LvfGccgAAAABwhTyHcknq2LGjOnbsWNC1uB5RHAAAAADcJc9zyiUpKSlJb7/9tv79738rMTFRkrR+/Xr9+uuvBVqcW/FINAAAAABwhzz3lG/evFmtWrVSWFiY9uzZozvvvFNlypTRrFmztG/fPr333nuFUacrsPo6AAAAALhLnnvKH3roIfXp00c7duxQ8eLFPds7dOiQ5+eUx8XFybKsbK+BAwdKkg4ePKhevXopOjpaJUuWVL169fTxxx/nteSLRlYop6McAAAAANwhzz3la9eu1RtvvJFte4UKFXTw4ME8HysjI8PzfsuWLWrdurW6du0qSbr99tuVlJSkTz/9VBEREZo6daq6deum7777TnXr1s1r6QAAAAAAOEqee8qDgoKUkpKSbfv27dsVGRmZp2NFRkYqOjra8/r8888VHx/vWcV95cqVuv/++9WgQQNVrlxZTzzxhMLDw7Vu3bq8ln1R+X3rUplMhrADAAAAgK/Lcyi/4YYb9NRTT+n06dOSJMuytG/fPj322GO65ZZb8l1Ienq6pkyZon79+smyzg7jbtKkiaZNm6bExERlZmbqo48+0qlTp9SyZcvzHictLU0pKSler4vFmT8HLjTcOlpbVnxmczUAAAAAgMKW51D+3//+V8ePH1dUVJROnjypFi1aqEqVKipVqpRGjx6d70LmzJmjpKQk9enTx7Nt+vTpOn36tMqWLaugoCD1799fs2fPVpUqVc57nLFjxyosLMzzio2NzXdNRW1frfs8f59K3G9jJQAAAACAomCZfD5/a8WKFdq8ebOOHz+uevXqqVWrVv+okLZt2yowMFCfffa/HuL7779fa9as0ZgxYxQREaE5c+bohRde0PLly1WrVq0cj5OWlqa0tDTP+5SUFMXGxio5OVmhoaH/qMaisOmZVqp9aq3W1H5aDW663+5yAAAAAAB5lJKSorCwsFzl0Dwv9JaladOmatq0aX4/7mXv3r1asGCBZs2a5dm2a9cuvfzyy9qyZYtq1qwpSapdu7aWL1+uV155Ra+//nqOxwoKClJQUFCB1GWLP4fuSyzBDgAAAAC+LlehfMKECbr77rtVvHhxTZgw4YJtQ0JCVLNmTTVs2DDXRUyaNElRUVHq2LGjZ1tqaqokyc/Pe4S9v7+/Mn16EbSzodziuWgAAAAA4PNyFcpfeOEF9ezZU8WLF9cLL7xwwbZpaWk6fPiwHnzwQT377LN/e+zMzExNmjRJvXv3VkDA/8qpXr26qlSpov79++u5555T2bJlNWfOHM2fP1+ff/55bsq+KGU9qxwAAAAA4PtyFcp3796d49/nM3/+fN122225CuULFizQvn371K9fP6/txYoV05dffqmhQ4eqc+fOOn78uKpUqaKEhAR16NAhN2Vf1PI51R8AAAAAcBHJ95zyC2natKmeeOKJXLVt06bNeQNo1apV9fHHHxdkac7HnHIAAAAAcI08PxJNkhYuXKhOnTopPj5e8fHx6tSpkxYsWODZHxwcrAceeKDAinQThq8DAAAAgHvkOZS/+uqrateunUqVKqUHHnhADzzwgEJDQ9WhQwe98sorhVGjOzF8HQAAAAB8Xp6Hr48ZM0YvvPCC7rvvPs+2QYMG6ZprrtGYMWM0cODAAi3QrZhTDgAAAAC+L8895UlJSWrXrl227W3atFFycnKBFOVuzCkHAAAAALfIcyi/4YYbNHv27GzbP/nkE3Xq1KlAinI1iznlAAAAAOAWuRq+PmHCBM/fNWrU0OjRo7VkyRI1btxYkrR69Wp98803evjhhwunSjdi+DoAAAAA+LxchfIXXnjB633p0qW1detWbd261bMtPDxc7777bq4fhYacGYavAwAAAIBr5CqU7969u7DrgAfD1wEAAADALfL1nHJJOnLkiI4cOVKQteBcDF8HAAAAAJ+Xp1CelJSkgQMHKiIiQuXKlVO5cuUUERGh++67T0lJSYVUost4OsoJ5QAAAADg63L9nPLExEQ1btxYv/76q3r27KnLL79ckrR161ZNnjxZCxcu1MqVK1W6dOlCK9Yd/kzl9JQDAAAAgM/LdSh/6qmnFBgYqF27dqlcuXLZ9rVp00ZPPfVUtkXhkDeGOeUAAAAA4Bq5Hr4+Z84cPffcc9kCuSRFR0dr/PjxOT6/HPlj6CkHAAAAAJ+X61B+4MAB1axZ87z7r7jiCh08eLBAinI1i0eiAQAAAIBb5DqUR0REaM+ePefdv3v3bpUpU6YganI5hq8DAAAAgFvkOpS3bdtWjz/+uNLT07PtS0tL0/Dhw9WuXbsCLc7VGL4OAAAAAD4vTwu9XXXVVapataoGDhyo6tWryxijH3/8Ua+++qrS0tL0/vvvF2atrvC/hd4I5QAAAADg63Idyi+55BKtWrVKAwYM0LBhwzwLkVmWpdatW+vll19WbGxsoRXqGhaPRAMAAAAAt8h1KJekSpUq6auvvtLRo0e1Y8cOSVKVKlWYSw4AAAAAQD7kKZRnKV26tBo0aFDQtcALPeUAAAAA4OtyvdAbigrD1wEAAADALQjlDmMsHokGAAAAAG5BKHcsesoBAAAAwNcRyh2H4esAAAAA4BaEcschlAMAAACAWxDKnYY55QAAAADgGoRyh6KfHAAAAAB8H6HcYYxn+HqmvYUAAAAAAAododyx6CsHAAAAAF9HKAcAAAAAwCaEcqf5c6E3i45yAAAAAPB5hHLHORvKjZhTDgAAAAC+jlDuNDwSDQAAAABcg1DuVIbx6wAAAADg6wjlDuN5JBoAAAAAwOcRyp0ma/g6PeUAAAAA4PMI5Y5DTzkAAAAAuAWh3LHoKQcAAAAAX0codyqGrwMAAACAzyOUO43FTwIAAAAAbkECdCx6ygEAAADA1xHKHcpi+DoAAAAA+DxCueOcXX3d0FMOAAAAAD6PUO40Fo9EAwAAAAC3IJQ7FcPXAQAAAMDnEcodxsjy/AUAAAAA8G2Ecqdh+DoAAAAAuAah3KkYvg4AAAAAPo9Q7jgMXwcAAAAAt7A1lMfFxcmyrGyvgQMHas+ePTnusyxLM2bMsLPswpU1fJ1MDgAAAAA+L8DOk69du1YZGRme91u2bFHr1q3VtWtXxcbG6sCBA17t33zzTT377LNq3759UZdahJhTDgAAAABuYWsoj4yM9Hr/zDPPKD4+Xi1atJBlWYqOjvbaP3v2bHXr1k0hISFFWaYt/E6fsLsEAAAAAEAhszWUnys9PV1TpkzRQw89JCuHFcjXrVunjRs36pVXXrngcdLS0pSWluZ5n5KSUuC1FqrMM5Kk8omrbS4EAAAAAFDYHLPQ25w5c5SUlKQ+ffrkuP+dd97R5ZdfriZNmlzwOGPHjlVYWJjnFRsbWwjVFiL/QEnS0cAYmwsBAAAAABQ2x4Tyd955R+3bt1dMTPYwevLkSU2dOlV33HHH3x5n2LBhSk5O9rz2799fGOUWGr9yl0tiZjkAAAAAuIEjhq/v3btXCxYs0KxZs3LcP3PmTKWmpur222//22MFBQUpKCiooEssMv8bus/y6wAAAADg6xzRUz5p0iRFRUWpY8eOOe5/5513dMMNN2RbGM43EcoBAAAAwC1s7ynPzMzUpEmT1Lt3bwUEZC9n586dWrZsmb788ksbqrNBDovcAQAAAAB8k+095QsWLNC+ffvUr1+/HPe/++67uuSSS9SmTZsirsxelqGnHAAAAAB8ne2hvE2bNjLG6LLLLstx/5gxY7Rv3z75+dleapFgTjkAAAAAuIc7ku5FheHrAAAAAOAWhHKn+bOn3KKnHAAAAAB8HqEcAAAAAACbEMqdJqunnIXeAAAAAMDnEcqdhkeiAQAAAIBrEModxhKrrwMAAACAWxDKHYtQDgAAAAC+jlDuNAxfBwAAAADXIJQ7ztmfhGgOAAAAAL6PUO5UrL4OAAAAAD6PUO4wWaPXLeaUAwAAAIDPI5Q7DXPKAQAAAMA1COUOY1k8Eg0AAAAA3IJQ7lD0lwMAAACA7yOUO4zhJwEAAAAA1yABOoxn+DqrrwMAAACAzyOUOxSrrwMAAACA7yOUOxahHAAAAAB8HaHcYSyLnwQAAAAA3IIE6DR/ziln+DoAAAAA+D5CudNYPAwNAAAAANyCUA4AAAAAgE0I5Q6T1VHO8HUAAAAA8H2Ecsf58yfhOeUAAAAA4PMI5QAAAAAA2IRQ7jSsvg4AAAAArkEodxhLrL4OAAAAAG5BKHcaesoBAAAAwDUI5QAAAAAA2IRQ7jBW1jPR6CkHAAAAAJ9HKHearOHrPBINAAAAAHweodxx+EkAAAAAwC1IgA7FGuwAAAAA4PsI5Q7jmVLOnHIAAAAA8HmEcqfhkWgAAAAA4BqEcqexGLgOAAAAAG5BKHcsesoBAAAAwNcRyh3G+vMnob8cAAAAAHwfodxpGL4OAAAAAK5BKHcshq8DAAAAgK8jlDuMxerrAAAAAOAahHKnyQrlhlAOAAAAAL6OUO4wFnPKAQAAAMA1COUAAAAAANiEUO4wlphTDgAAAABuQSh3GoavAwAAAIBrEMqdxhPK6SkHAAAAAF9HKHcohq8DAAAAgO8jlDuN5znlAAAAAABfZ2soj4uLk2VZ2V4DBw70tFm1apWuu+46lSxZUqGhoWrevLlOnjxpY9WFyyKOAwAAAIBrBNh58rVr1yojI8PzfsuWLWrdurW6du0q6Wwgb9eunYYNG6aJEycqICBAmzZtkp+f73bwW57vxvB1AAAAAPB1tobyyMhIr/fPPPOM4uPj1aJFC0nSgw8+qEGDBmno0KGeNtWqVSvSGu1S3JzShnkJ8g8sqepNOikwqLjdJQEAAAAACphjupzT09M1ZcoU9evXT5Zl6fDhw/r2228VFRWlJk2aqFy5cmrRooVWrFhxweOkpaUpJSXF63Ux8fMvJkkqoxTVXTVIVy69Q+s/fMrmqgAAAAAAhcExoXzOnDlKSkpSnz59JEk///yzJGnkyJG66667NHfuXNWrV0/XX3+9duzYcd7jjB07VmFhYZ5XbGxsUZRfYCrVbKg14R30Y7EaOqgISZJ17FebqwIAAAAAFAbHhPJ33nlH7du3V0xMjCQpMzNTktS/f3/17dtXdevW1QsvvKBq1arp3XffPe9xhg0bpuTkZM9r//79RVJ/QfEPCFCDwR/q8sdXaXfFm+0uBwAAAABQiGydU55l7969WrBggWbNmuXZVr58eUlSjRo1vNpefvnl2rdv33mPFRQUpKCgoMIp1DYs+gYAAAAAvsgRPeWTJk1SVFSUOnbs6NkWFxenmJgYbdu2zavt9u3bdemllxZ1iTb58/FohlAOAAAAAL7I9p7yzMxMTZo0Sb1791ZAwP/KsSxLQ4YM0YgRI1S7dm3VqVNHCQkJ+umnnzRz5kwbKy5CFs8sBwAAAABfZnsoX7Bggfbt26d+/fpl2zd48GCdOnVKDz74oBITE1W7dm3Nnz9f8fHxNlRqH4vh6wAAAADgk2wP5W3atJG5wPDsoUOHej2n3JUYvg4AAAAAPskRc8pxHgxfBwAAAACfRih3MMvz89BTDgAAAAC+iFB+MWD4OgAAAAD4JEK5gxlGrwMAAACATyOUOxqpHAAAAAB8GaHcyayzPw+PRAMAAAAA30QovxgwpxwAAAAAfBKh3MEYvA4AAAAAvo1Q7mSe55TTUw4AAAAAvohQflEglAMAAACALyKUO9mfPeUWc8oBAAAAwCcRyh2NWeUAAAAA4MsI5RcFesoBAAAAwBcRyp3MoqccAAAAAHwZodzRCOUAAAAA4MsI5U6W1VPOQm8AAAAA4JMI5RcBiznlAAAAAOCTCOWOljV8nVAOAAAAAL6IUO5kLPQGAAAAAD6NUH4xYE45AAAAAPgkQrmjWX/+v4RyAAAAAPBFhHIHsxi+DgAAAAA+jVDuZBYLvQEAAACALyOUXwzI5AAAAADgkwjljsbwdQAAAADwZYRyJ2P4OgAAAAD4NEL5RYDV1wEAAADANxHKHe3PnnKeUw4AAAAAPolQ7mQ8Eg0AAAAAfBqh3NGYUw4AAAAAvoxQDgAAAACATQjlDmYxfB0AAAAAfBqh3Mn+DOWsvg4AAAAAvolQfjFg9XUAAAAA8EmEckejpxwAAAAAfBmh3MGYUw4AAAAAvo1Q7mDG4pFoAAAAAODLCOUXA+aUAwAAAIBPIpQ7GsPXAQAAAMCXEcodzPI8Eg0AAAAA4IsI5RcFhq8DAAAAgC8ilDsaC70BAAAAgC8jlDsZj0QDAAAAAJ9GKHcwz5xyVl8HAAAAAJ9EKL8oEMoBAAAAwBcRyh2N4esAAAAA4MsI5U7meSQaPeUAAAAA4IsI5QAAAAAA2IRQ7mQs9AYAAAAAPs3WUB4XFyfLsrK9Bg4cKElq2bJltn333HOPnSUXLR6JBgAAAAA+LcDOk69du1YZGRme91u2bFHr1q3VtWtXz7a77rpLTz31lOd9iRIlirRGO1mehd7oKQcAAAAAX2RrKI+MjPR6/8wzzyg+Pl4tWrTwbCtRooSio6OLujRHKXnmqDbMS7C7DAAAAACwXbGSpXVF0xvsLqPA2BrKz5Wenq4pU6booYceknXOsO0PPvhAU6ZMUXR0tDp37qzhw4dfsLc8LS1NaWlpnvcpKSmFWndh8gsoJkmKy9yvuFWDbK4GAAAAAOy3w7+KRCgveHPmzFFSUpL69Onj2Xbbbbfp0ksvVUxMjDZv3qzHHntM27Zt06xZs857nLFjx2rUqFFFUHHhi2/YSeu+n6USaYftLgUAAAAAHOFYyTi7SyhQljHOWNq7bdu2CgwM1GeffXbeNosWLdL111+vnTt3Kj4+Psc2OfWUx8bGKjk5WaGhoQVeNwAAAAAA50pJSVFYWFiucqgjesr37t2rBQsWXLAHXJIaNmwoSRcM5UFBQQoKCirwGgEAAAAAKGiOeE75pEmTFBUVpY4dO16w3caNGyVJ5cuXL4KqAAAAAAAoXLb3lGdmZmrSpEnq3bu3AgL+V86uXbs0depUdejQQWXLltXmzZv14IMPqnnz5rryyittrBgAAAAAgIJheyhfsGCB9u3bp379+nltDwwM1IIFC/Tiiy/qxIkTio2N1S233KInnnjCpkoBAAAAAChYjlnorbDkZYI9AAAAAAD/VF5yqCPmlAMAAAAA4EaEcgAAAAAAbEIoBwAAAADAJoRyAAAAAABsQigHAAAAAMAmhHIAAAAAAGxCKAcAAAAAwCaEcgAAAAAAbEIoBwAAAADAJoRyAAAAAABsQigHAAAAAMAmhHIAAAAAAGxCKAcAAAAAwCYBdhdQ2IwxkqSUlBSbKwEAAAAAuEFW/szKoxfi86H82LFjkqTY2FibKwEAAAAAuMmxY8cUFhZ2wTaWyU10v4hlZmbqt99+U6lSpWRZlt3lnFdKSopiY2O1f/9+hYaG2l0OkA33KJyOexQXA+5TOB33KJzuYrlHjTE6duyYYmJi5Od34VnjPt9T7ufnp0suucTuMnItNDTU0TcXwD0Kp+MexcWA+xROxz0Kp7sY7tG/6yHPwkJvAAAAAADYhFAOAAAAAIBNCOUOERQUpBEjRigoKMjuUoAccY/C6bhHcTHgPoXTcY/C6XzxHvX5hd4AAAAAAHAqesoBAAAAALAJoRwAAAAAAJsQygEAAAAAsAmhHAAAAAAAmxDKHeKVV15RXFycihcvroYNG2rNmjV2lwQftGzZMnXu3FkxMTGyLEtz5szx2m+M0ZNPPqny5csrODhYrVq10o4dO7zaJCYmqmfPngoNDVV4eLjuuOMOHT9+3KvN5s2b1axZMxUvXlyxsbEaP358YX81+IixY8fq6quvVqlSpRQVFaUbb7xR27Zt82pz6tQpDRw4UGXLllVISIhuueUWHTp0yKvNvn371LFjR5UoUUJRUVEaMmSIzpw549VmyZIlqlevnoKCglSlShVNnjy5sL8efMBrr72mK6+8UqGhoQoNDVXjxo311VdfefZzf8JpnnnmGVmWpcGDB3u2cZ/CTiNHjpRlWV6v6tWre/a78v40sN1HH31kAgMDzbvvvmt++OEHc9ddd5nw8HBz6NAhu0uDj/nyyy/N448/bmbNmmUkmdmzZ3vtf+aZZ0xYWJiZM2eO2bRpk7nhhhtMpUqVzMmTJz1t2rVrZ2rXrm1Wr15tli9fbqpUqWJ69Ojh2Z+cnGzKlStnevbsabZs2WI+/PBDExwcbN54442i+pq4iLVt29ZMmjTJbNmyxWzcuNF06NDBVKxY0Rw/ftzT5p577jGxsbFm4cKF5rvvvjONGjUyTZo08ew/c+aMueKKK0yrVq3Mhg0bzJdffmkiIiLMsGHDPG1+/vlnU6JECfPQQw+ZrVu3mokTJxp/f38zd+7cIv2+uPh8+umn5osvvjDbt28327ZtM//+979NsWLFzJYtW4wx3J9wljVr1pi4uDhz5ZVXmgceeMCznfsUdhoxYoSpWbOmOXDggOf1+++/e/a78f4klDtAgwYNzMCBAz3vMzIyTExMjBk7dqyNVcHX/TWUZ2ZmmujoaPPss896tiUlJZmgoCDz4YcfGmOM2bp1q5Fk1q5d62nz1VdfGcuyzK+//mqMMebVV181pUuXNmlpaZ42jz32mKlWrVohfyP4osOHDxtJZunSpcaYs/dksWLFzIwZMzxtfvzxRyPJrFq1yhhz9h+f/Pz8zMGDBz1tXnvtNRMaGuq5Lx999FFTs2ZNr3N1797dtG3btrC/EnxQ6dKlzdtvv839CUc5duyYqVq1qpk/f75p0aKFJ5Rzn8JuI0aMMLVr185xn1vvT4av2yw9PV3r1q1Tq1atPNv8/PzUqlUrrVq1ysbK4Da7d+/WwYMHve7FsLAwNWzY0HMvrlq1SuHh4brqqqs8bVq1aiU/Pz99++23njbNmzdXYGCgp03btm21bds2HT16tIi+DXxFcnKyJKlMmTKSpHXr1un06dNe92n16tVVsWJFr/u0Vq1aKleunKdN27ZtlZKSoh9++MHT5txjZLXhf3eRFxkZGfroo4904sQJNW7cmPsTjjJw4EB17Ngx273EfQon2LFjh2JiYlS5cmX17NlT+/btk+Te+5NQbrMjR44oIyPD66aSpHLlyungwYM2VQU3yrrfLnQvHjx4UFFRUV77AwICVKZMGa82OR3j3HMAuZGZmanBgwfrmmuu0RVXXCHp7D0UGBio8PBwr7Z/vU//7h48X5uUlBSdPHmyML4OfMj333+vkJAQBQUF6Z577tHs2bNVo0YN7k84xkcffaT169dr7Nix2fZxn8JuDRs21OTJkzV37ly99tpr2r17t5o1a6Zjx4659v4MsLsAAAByMnDgQG3ZskUrVqywuxTAS7Vq1bRx40YlJydr5syZ6t27t5YuXWp3WYAkaf/+/XrggQc0f/58FS9e3O5ygGzat2/v+fvKK69Uw4YNdemll2r69OkKDg62sTL70FNus4iICPn7+2dbUfDQoUOKjo62qSq4Udb9dqF7MTo6WocPH/baf+bMGSUmJnq1yekY554D+Dv33XefPv/8cy1evFiXXHKJZ3t0dLTS09OVlJTk1f6v9+nf3YPnaxMaGura/w8Bci8wMFBVqlRR/fr1NXbsWNWuXVsvvfQS9yccYd26dTp8+LDq1aungIAABQQEaOnSpZowYYICAgJUrlw57lM4Snh4uC677DLt3LnTtf87Sii3WWBgoOrXr6+FCxd6tmVmZmrhwoVq3LixjZXBbSpVqqTo6GivezElJUXffvut515s3LixkpKStG7dOk+bRYsWKTMzUw0bNvS0WbZsmU6fPu1pM3/+fFWrVk2lS5cuom+Di5UxRvfdd59mz56tRYsWqVKlSl7769evr2LFinndp9u2bdO+ffu87tPvv//e6x+Q5s+fr9DQUNWoUcPT5txjZLXhf3eRH5mZmUpLS+P+hCNcf/31+v7777Vx40bP66qrrlLPnj09f3OfwkmOHz+uXbt2qXz58u7931G7V5rD2UeiBQUFmcmTJ5utW7eau+++24SHh3utKAgUhGPHjpkNGzaYDRs2GEnm+eefNxs2bDB79+41xpx9JFp4eLj55JNPzObNm02XLl1yfCRa3bp1zbfffmtWrFhhqlat6vVItKSkJFOuXDnTq1cvs2XLFvPRRx+ZEiVK8Eg05Mq9995rwsLCzJIlS7welZKamuppc88995iKFSuaRYsWme+++840btzYNG7c2LM/61Epbdq0MRs3bjRz5841kZGROT4qZciQIebHH380r7zyiqMflQLnGDp0qFm6dKnZvXu32bx5sxk6dKixLMt8/fXXxhjuTzjTuauvG8N9Cns9/PDDZsmSJWb37t3mm2++Ma1atTIRERHm8OHDxhh33p+EcoeYOHGiqVixogkMDDQNGjQwq1evtrsk+KDFixcbSdlevXv3NsacfSza8OHDTbly5UxQUJC5/vrrzbZt27yO8ccff5gePXqYkJAQExoaavr27WuOHTvm1WbTpk2madOmJigoyFSoUME888wzRfUVcZHL6f6UZCZNmuRpc/LkSTNgwABTunRpU6JECXPTTTeZAwcOeB1nz549pn379iY4ONhERESYhx9+2Jw+fdqrzeLFi02dOnVMYGCgqVy5stc5gPPp16+fufTSS01gYKCJjIw0119/vSeQG8P9CWf6ayjnPoWdunfvbsqXL28CAwNNhQoVTPfu3c3OnTs9+914f1rGGGNPHz0AAAAAAO7GnHIAAAAAAGxCKAcAAAAAwCaEcgAAAAAAbEIoBwAAAADAJoRyAAAAAABsQigHAAAAAMAmhHIAAAAAAGxCKAcAAAAAwCaEcgAA4BEXF6cXX3yxSM7Vq1cvjRkzJl+fPXLkiKKiovTLL78UcFUAABQtQjkAADbo06ePbrzxRs/7li1bavDgwUV2/smTJys8PDzb9rVr1+ruu+8u9PNv2rRJX375pQYNGpTj/rVr1yomJkaS9Ntvvyk4OFjp6eme/REREbr99ts1YsSIQq8VAIDCRCgHAMCHnBtc8yMyMlIlSpQooGrOb+LEieratatCQkJy3L9q1Spdc801kqTly5frqquuUmBgoFebvn376oMPPlBiYmKh1wsAQGEhlAMAYLM+ffpo6dKleumll2RZlizL0p49eyRJW7ZsUfv27RUSEqJy5cqpV69eOnLkiOezLVu21H333afBgwcrIiJCbdu2lSQ9//zzqlWrlkqWLKnY2FgNGDBAx48flyQtWbJEffv2VXJysud8I0eOlJR9+Pq+ffvUpUsXhYSEKDQ0VN26ddOhQ4c8+0eOHKk6dero/fffV1xcnMLCwnTrrbfq2LFj5/2+GRkZmjlzpjp37nzeNitXrvSE8hUrVnj+PlfNmjUVExOj2bNnX/gCAwDgYIRyAABs9tJLL6lx48a66667dODAAR04cECxsbFKSkrSddddp7p16+q7777T3LlzdejQIXXr1s3r8wkJCQoMDNQ333yj119/XZLk5+enCRMm6IcfflBCQoIWLVqkRx99VJLUpEkTvfjiiwoNDfWc75FHHslWV2Zmprp06aLExEQtXbpU8+fP188//6zu3bt7tdu1a5fmzJmjzz//XJ9//rmWLl2qZ5555rzfd/PmzUpOTtZVV13ltX3FihUKDw9XeHi4Zs6cqccff1zh4eF6/fXXNWHCBIWHh2c7boMGDbR8+fLcX2wAABwmwO4CAABwu7CwMAUGBqpEiRKKjo72bH/55ZdVt25dr8XQ3n33XcXGxmr79u267LLLJElVq1bV+PHjvY557vz0uLg4Pf3007rnnnv06quvKjAwUGFhYbIsy+t8f7Vw4UJ9//332r17t2JjYyVJ7733nmrWrKm1a9fq6quvlnQ2vE+ePFmlSpWSdHYBt4ULF2r06NE5Hnfv3r3y9/dXVFSU1/arrrpKGzdu1E8//aTbbrtN69atU2Jiopo0aaL169erePHi2ebBx8TEaMOGDef9DgAAOB095QAAONSmTZu0ePFihYSEeF7Vq1eXdLZ3Okv9+vWzfXbBggW6/vrrVaFCBZUqVUq9evXSH3/8odTU1Fyf/8cff1RsbKwnkEtSjRo1FB4erh9//NGzLS4uzhPIJal8+fI6fPjweY978uRJBQUFybIsr+3FixdXXFycNm/erPbt26tSpUr66aef1KxZM1WvXl1xcXHZQnlwcHCevhMAAE5DTzkAAA51/Phxde7cWePGjcu2r3z58p6/S5Ys6bVvz5496tSpk+69916NHj1aZcqU0YoVK3THHXcoPT29wBdyK1asmNd7y7KUmZl53vYRERFKTU1Venq61+JtWYu+paWlyc/PT5988onS09NljFFISIiaNWumr776yutYiYmJioyMLMBvAwBA0SKUAwDgAIGBgcrIyPDaVq9ePX388ceKi4tTQEDu/0/2unXrlJmZqf/+97/y8zs7KG769Ol/e76/uvzyy7V//37t37/f01u+detWJSUlqUaNGrmu56/q1KnjOVbW35K0ceNGnTlzRnXq1NGCBQsUHR2tZs2a6dVXX1WtWrUUHByc7VhbtmxRy5Yt810LAAB2Y/g6AAAOEBcXp2+//VZ79uzRkSNHlJmZqYEDByoxMVE9evTQ2rVrtWvXLs2bN099+/a9YKCuUqWKTp8+rYkTJ+rnn3/W+++/71kA7tzzHT9+XAsXLtSRI0dyHALeqlUr1apVSz179tT69eu1Zs0a3X777WrRokW2RdryIjIyUvXq1dOKFSuy1Z2UlKRy5cqpadOmCgwM1LFjx9S5c2dVqVJFFSpU8GqfmpqqdevWqU2bNvmuBQAAuxHKAQBwgEceeUT+/v6qUaOGIiMjtW/fPsXExOibb75RRkaG2rRpo1q1amnw4MEKDw/39IDnpHbt2nr++ec1btw4XXHFFfrggw80duxYrzZNmjTRPffco+7duysyMjLbQnHS2WHon3zyiUqXLq3mzZurVatWqly5sqZNm/aPv++dd96pDz74INv2JUuWqHnz5pKkpUuXqnHjxucdJfDJJ5+oYsWKatas2T+uBwAAu1jGGGN3EQAAwF1OnjypatWqadq0aWrcuHG+jtGoUSMNGjRIt912WwFXBwBA0aGnHAAAFLng4GC99957OnLkSL4+f+TIEd18883q0aNHAVcGAEDRoqccAAAAAACb0FMOAAAAAIBNCOUAAAAAANiEUA4AAAAAgE0I5QAAAAAA2IRQDgAAAACATQjlAAAAAADYhFAOAAAAAIBNCOUAAAAAANiEUA4AAAAAgE3+H8fH8xhWaiuyAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -426,7 +426,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAABFEAAAJZCAYAAABhmqrwAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAADKuUlEQVR4nOzdd1RUx9sH8O/SlrIsvYOAgIqKitgbxBIb1ii22GKL3VgSTaKixhhrLFGSaCJqjIkajf6MsUTF3qJiAURFEAtFQJp0dt4/fLlxBXVVdC3fzzmc486dO/PM5YLss3NnZEIIASIiIiIiIiIieiIdbQdARERERERERPQmYBKFiIiIiIiIiEgDTKIQEREREREREWmASRQiIiIiIiIiIg0wiUJEREREREREpAEmUYiIiIiIiIiINMAkChERERERERGRBphEISIiIiIiIiLSAJMoREREREREREQaYBKFiIiISItkMhmCg4Ol16GhoZDJZIiLi9NaTK9aWFgYZDIZwsLCtB0KERHREzGJQkRERM8kIiICH374IZycnCCXy+Ho6Ig+ffogIiJC26Fp7Ndff8XixYu1HcY7Z8WKFQgNDdV2GERERM9NJoQQ2g6CiIiI3gxbtmxBr169YGlpiUGDBsHd3R1xcXH46aefkJqait9++w1dunTRdphPFRgYiEuXLr0Wsz1kMhmmT58uzUYpLi5GYWEh5HI5ZDKZdoMrZ9WrV4e1tXWpGScqlQoFBQUwMDCAjg4/4yMioteXnrYDICIiojdDTEwM+vbti4oVK+LQoUOwsbGRjo0dOxZNmzZF3759ceHCBVSsWPGVxpaTkwNjY+NX2uejioqKoFKpYGBg8ELt6OrqQldXt5yiejPo6OjA0NBQ22EQERE9FVP9REREpJH58+cjJycHP/74o1oCBQCsra3xww8/4P79+5g3b55UHhwcDJlMhsuXLyMoKAhKpRJWVlYYO3Ys8vLySvXxyy+/wM/PD0ZGRrC0tETPnj1x8+ZNtToBAQGoXr06zpw5g2bNmsHY2Biff/45AGDbtm1o3749HB0dIZfL4eHhgVmzZqG4uFjt/L/++gs3btyATCaDTCaDm5ubdDw5ORmDBg2CnZ0dDA0NUbNmTaxZs0Ythri4OMhkMixYsACLFy+Gh4cH5HI5IiMjH3v98vPz8cknn8DGxgampqbo2LEjbt26VapeWWuiaDKuEsuXL0fFihVhZGSEevXq4fDhwwgICEBAQIBUp2QNko0bN2L27NlwdnaGoaEhWrRogWvXrpVqc9OmTdL3xdraGh9++CFu376tVicxMREDBw6Es7Mz5HI5HBwc0KlTJ2kcbm5uiIiIwMGDB6XrXhLT49ZEOXnyJNq1awcLCwuYmJigRo0aWLJkicZ9EhERlTfORCEiIiKN/O9//4ObmxuaNm1a5vFmzZrBzc0Nf/31V6ljQUFBcHNzw5w5c3DixAksXboU9+7dw9q1a6U6s2fPxtSpUxEUFITBgwfj7t27WLZsGZo1a4Zz587B3Nxcqpuamoq2bduiZ8+e+PDDD2FnZwfgQQJCoVBg/PjxUCgU2L9/P6ZNm4bMzEzMnz8fAPDFF18gIyMDt27dwrfffgsAUCgUAIDc3FwEBATg2rVrGDVqFNzd3bFp0yYMGDAA6enpGDt2rNq4Vq9ejby8PAwdOhRyuRyWlpaPvX6DBw/GL7/8gt69e6NRo0bYv38/2rdvr8GV12xcABASEoJRo0ahadOm+OSTTxAXF4fOnTvDwsICzs7Opdr95ptvoKOjg4kTJyIjIwPz5s1Dnz59cPLkSbW+Bw4ciLp162LOnDlISkrCkiVLcPToUbXvywcffICIiAiMHj0abm5uSE5Oxt69exEfHw83NzcsXrwYo0ePhkKhwBdffAEA0vetLHv37kVgYCAcHBwwduxY2NvbIyoqCjt27JC+D0/rk4iIqNwJIiIioqdIT08XAESnTp2eWK9jx44CgMjMzBRCCDF9+nQBQHTs2FGt3ogRIwQAcf78eSGEEHFxcUJXV1fMnj1brd7FixeFnp6eWrm/v78AIL7//vtS/efk5JQqGzZsmDA2NhZ5eXlSWfv27YWrq2upuosXLxYAxC+//CKVFRQUiIYNGwqFQiGNKzY2VgAQSqVSJCcnP/GaCCFEeHi4ACBGjBihVt67d28BQEyfPl0qW716tQAgYmNjn2lc+fn5wsrKStStW1cUFhZK9UJDQwUA4e/vL5UdOHBAABDe3t4iPz9fKl+yZIkAIC5evCiN3dbWVlSvXl3k5uZK9Xbs2CEAiGnTpgkhhLh3754AIObPn//E61CtWjW1OB6N58CBA0IIIYqKioS7u7twdXUV9+7dU6urUqmeqU8iIqLyxMd5iIiI6KmysrIAAKampk+sV3I8MzNTrXzkyJFqr0ePHg0A2LlzJ4AHC9aqVCoEBQUhJSVF+rK3t4eXlxcOHDigdr5cLsfAgQNL9W9kZKQWc0pKCpo2bYqcnBxcvnz5qePcuXMn7O3t0atXL6lMX18fY8aMQXZ2Ng4ePKhW/4MPPij1aNPj2gWAMWPGqJWPGzfuqecCmo3r33//RWpqKoYMGQI9vf8mG/fp0wcWFhZltjtw4EC1NVxKZhldv35dajM5ORkjRoxQW7Okffv2qFKlijTryMjICAYGBggLC8O9e/c0GtOTnDt3DrGxsRg3bpzaDCQA0mK75d0nERGRJphEISIioqcqSY6UJFMe53HJFi8vL7XXHh4e0NHRkdauuHr1KoQQ8PLygo2NjdpXVFQUkpOT1c53cnIqcwHXiIgIdOnSBWZmZlAqlbCxscGHH34IAMjIyHjqOG/cuAEvL69SO8R4e3tLxx/m7u7+1DZLztPR0YGHh4daeeXKlTU6X5NxlcTm6empdq6ent5jH22pUKGC2uuSZEtJUqKkzbLirFKlinRcLpdj7ty5+Pvvv2FnZ4dmzZph3rx5SExM1Gh8j4qJiQHwYDefxynvPomIiDTBNVGIiIjoqczMzODg4IALFy48sd6FCxfg5OQEpVL5xHqPbt2rUqkgk8nw999/l7kzTcmaJSUenplRIj09Hf7+/lAqlZg5cyY8PDxgaGiIs2fP4rPPPoNKpXpiTM+jrDjK28sc1+N2ARJCPHNb48aNQ4cOHfDnn39i9+7dmDp1KubMmYP9+/fD19f3uWN83fokIqJ3G2eiEBERkUYCAwMRGxuLI0eOlHn88OHDiIuLQ2BgYKljV69eVXt97do1qFQqaYaEh4cHhBBwd3dHy5YtS301aNDgqfGFhYUhNTUVoaGhGDt2LAIDA9GyZcsyH2V5NIlTwtXVFVevXi2VmCh5ZMbV1fWpcTyuXZVKJc2wKBEdHf3UczUdV0lsj+6uU1RU9Ny71ZS0WVac0dHRpa6Hh4cHJkyYgD179uDSpUsoKCjAwoULpeOPu+6PKpmxc+nSJY3qPqlPIiKi8sQkChEREWlk0qRJMDIywrBhw5Camqp2LC0tDR9//DGMjY0xadKkUucuX75c7fWyZcsAAG3btgUAdO3aFbq6upgxY0apWRBCiFL9laVkVsXD5xcUFGDFihWl6pqYmJT5eE+7du2QmJiI33//XSorKirCsmXLoFAo4O/v/9Q4ylIyzqVLl6qVL168+KnnajquOnXqwMrKCitXrkRRUZFUvn79+udeM6ROnTqwtbXF999/j/z8fKn877//RlRUlLS7UE5OTqktqz08PGBqaqp2nomJCdLT05/ab+3ateHu7o7FixeXql9yHTTtk4iIqDzxcR4iIiLSiJeXF9asWYM+ffrAx8cHgwYNgru7O+Li4vDTTz8hJSUFGzZsKLXuBwDExsaiY8eOaNOmDY4fPy5t9VuzZk0AD978fvXVV5gyZYq0La+pqSliY2OxdetWDB06FBMnTnxifI0aNYKFhQX69++PMWPGQCaTYd26dWU+muLn54fff/8d48ePR926daFQKNChQwcMHToUP/zwAwYMGIAzZ87Azc0NmzdvxtGjR7F48eKnLqz7OLVq1UKvXr2wYsUKZGRkoFGjRti3b1+pWSMvMi4DAwMEBwdj9OjRaN68OYKCghAXF4fQ0FB4eHhoPAvkYfr6+pg7dy4GDhwIf39/9OrVS9ri2M3NDZ988gkA4MqVK2jRogWCgoJQtWpV6OnpYevWrUhKSkLPnj2l9vz8/BASEoKvvvoKnp6esLW1RfPmzUv1q6Ojg5CQEHTo0AG1atXCwIED4eDggMuXLyMiIgK7d+/WuE8iIqJypa1tgYiIiOjNdOHCBdGrVy/h4OAg9PX1hb29vejVq5e0Le7DSrY4joyMFN26dROmpqbCwsJCjBo1Sm3L3BJ//PGHaNKkiTAxMREmJiaiSpUqYuTIkSI6Olqq4+/vL6pVq1ZmbEePHhUNGjQQRkZGwtHRUXz66adi9+7datvnCiFEdna26N27tzA3NxcA1LY7TkpKEgMHDhTW1tbCwMBA+Pj4iNWrV6v1U7LF8bNsr5ubmyvGjBkjrKyshImJiejQoYO4efOmRlscazouIYRYunSpcHV1FXK5XNSrV08cPXpU+Pn5iTZt2kh1SrYU3rRpU5njenS8v//+u/D19RVyuVxYWlqKPn36iFu3bknHU1JSxMiRI0WVKlWEiYmJMDMzE/Xr1xcbN25UaycxMVG0b99emJqaqm27/OgWxyWOHDkiWrVqJUxNTYWJiYmoUaOGWLZs2TP1SUREVJ5kQjzHymFEREREGggODsaMGTNw9+5dWFtbazucd5JKpYKNjQ26du2KlStXajscIiKiNxrXRCEiIiJ6S+Tl5ZV6zGft2rVIS0tDQECAdoIiIiJ6i3BNFCIiIqK3xIkTJ/DJJ5+ge/fusLKywtmzZ/HTTz+hevXq6N69u7bDIyIieuMxiUJERET0lnBzc4OLiwuWLl2KtLQ0WFpaol+/fvjmm29gYGCg7fCIiIjeeFwThYiIiIiIiIhIA1wThYiIiIiIiIhIA0yiEBERERERERFpgEkUIiIiIiIiIiINMIlCRERERERERKQBJlGIiIiIiIiIiDTAJAoRERERERERkQaYRCEiIiIiIiIi0gCTKEREREREREREGmAShYiIiIiIiIhIA0yiEBERERERERFpgEkUIiIiIiIiIiINMIlCRERERERERKQBJlGIiIiIiIiIiDTAJAoRERERERERkQaYRCEiIiIiIiIi0gCTKEREREREREREGmAShYiIiIiIiIhIA0yiEBERERERERFpgEkUIiIiIiIiIiINMIlCRERERERERKQBJlGIiIjotRMaGgqZTCZ9GRoawtHREa1bt8bSpUuRlZX1UvvfuXMngoODX2of76Jjx44hODgY6enp2g6FiIjouTCJQkRERK+tmTNnYt26dQgJCcHo0aMBAOPGjYOPjw8uXLjw0vrduXMnZsyY8dLaf1cdO3YMM2bMYBKFiIjeWHraDoCIiIjocdq2bYs6depIr6dMmYL9+/cjMDAQHTt2RFRUFIyMjLQYIVBUVASVSgUDAwOtxqEN9+/fh4mJiVZjEEIgLy9P6/cBERG9GzgThYiIiN4ozZs3x9SpU3Hjxg388ssvascuX76Mbt26wdLSEoaGhqhTpw62b9+uVqewsBAzZsyAl5cXDA0NYWVlhSZNmmDv3r0AgAEDBmD58uUAoPZIEQDExcVBJpNhwYIFWLx4MTw8PCCXyxEZGQkA2L9/P5o2bQoTExOYm5ujU6dOiIqKkvo+cOAAZDIZtm7dWmpcv/76K2QyGY4fP/7E8V+/fh3du3eHpaUljI2N0aBBA/z1119qdcLCwiCTyfD777/j888/h729PUxMTNCxY0fcvHmzVJsnT55EmzZtYGZmBmNjY/j7++Po0aNqdYKDgyGTyRAZGYnevXvDwsICTZo0AQBcuHABAwYMQMWKFWFoaAh7e3t89NFHSE1NVTt/0qRJAAB3d3fpusbFxQF4kIyaNWuWdE3d3Nzw+eefIz8/Xy0ONzc3BAYGYvfu3ahTpw6MjIzwww8/AAD27t2LJk2awNzcHAqFApUrV8bnn3/+xOtJRET0LDgThYiIiN44ffv2xeeff449e/ZgyJAhAICIiAg0btwYTk5OmDx5MkxMTLBx40Z07twZf/zxB7p06QLgwZv5OXPmYPDgwahXrx4yMzPx77//4uzZs2jVqhWGDRuGO3fuYO/evVi3bl2Z/a9evRp5eXkYOnQo5HI5LC0t8c8//6Bt27aoWLEigoODkZubi2XLlqFx48Y4e/Ys3NzcEBAQABcXF6xfv16Kp8T69evh4eGBhg0bPnbcSUlJaNSoEXJycjBmzBhYWVlhzZo16NixIzZv3lyqzdmzZ0Mmk+Gzzz5DcnIyFi9ejJYtWyI8PFyaubF//360bdsWfn5+mD59OnR0dLB69Wo0b94chw8fRr169dTa7N69O7y8vPD1119DCAHgQfLi+vXrGDhwIOzt7REREYEff/wREREROHHiBGQyGbp27YorV65gw4YN+Pbbb2FtbQ0AsLGxAQAMHjwYa9asQbdu3TBhwgScPHkSc+bMQVRUVKmkU3R0NHr16oVhw4ZhyJAhqFy5MiIiIhAYGIgaNWpg5syZkMvluHbtWqlkEBER0QsRRERERK+Z1atXCwDi9OnTj61jZmYmfH19pdctWrQQPj4+Ii8vTypTqVSiUaNGwsvLSyqrWbOmaN++/RP7HzlypCjrz6TY2FgBQCiVSpGcnKx2rFatWsLW1lakpqZKZefPnxc6OjqiX79+UtmUKVOEXC4X6enpUllycrLQ09MT06dPf2Jc48aNEwDE4cOHpbKsrCzh7u4u3NzcRHFxsRBCiAMHDggAwsnJSWRmZkp1N27cKACIJUuWCCEeXB8vLy/RunVroVKppHo5OTnC3d1dtGrVSiqbPn26ACB69epVKq6cnJxSZRs2bBAAxKFDh6Sy+fPnCwAiNjZWrW54eLgAIAYPHqxWPnHiRAFA7N+/XypzdXUVAMSuXbvU6n777bcCgLh7927pC0dERFRO+DgPERERvZEUCoW0S09aWhr279+PoKAgZGVlISUlBSkpKUhNTUXr1q1x9epV3L59GwBgbm6OiIgIXL169bn7/uCDD6QZFACQkJCA8PBwDBgwAJaWllJ5jRo10KpVK+zcuVMq69evH/Lz87F582ap7Pfff0dRURE+/PDDJ/a7c+dO1KtXT3qMpuQ6DB06FHFxcdJjRQ/3ZWpqKr3u1q0bHBwcpHjCw8Nx9epV9O7dG6mpqdJ1u3//Plq0aIFDhw5BpVKptfnxxx+Xiuvh9Ujy8vKQkpKCBg0aAADOnj37xDGVjAsAxo8fr1Y+YcIEACj1uJK7uztat26tVmZubg4A2LZtW6mYiYiIyguTKERERPRGys7OlhIE165dgxACU6dOhY2NjdrX9OnTAQDJyckAHuz4k56ejkqVKsHHxweTJk165p1+3N3d1V7fuHEDAFC5cuVSdb29vaXEBABUqVIFdevWxfr166U669evR4MGDeDp6fnEfm/cuPHYPh6Oo4SXl5faa5lMBk9PT2kdkpJEUv/+/Utdt1WrViE/Px8ZGRlPHDvwIIk1duxY2NnZwcjICDY2NlK9R89/3Lh0dHRKjd/e3h7m5ualxlVWDD169EDjxo0xePBg2NnZoWfPnti4cSMTKkREVK64JgoRERG9cW7duoWMjAzpTXfJG+WJEyeWmqFQoqRus2bNEBMTg23btmHPnj1YtWoVvv32W3z//fcYPHiwRv2/6E4w/fr1w9ixY3Hr1i3k5+fjxIkT+O67716ozedRct3mz5+PWrVqlVlHoVCovS5r7EFBQTh27BgmTZqEWrVqQaFQQKVSoU2bNs+UxChZwPdpyorByMgIhw4dwoEDB/DXX39h165d+P3339G8eXPs2bMHurq6GsdBRET0OEyiEBER0RunZMHXkoRJxYoVAQD6+vpo2bLlU8+3tLTEwIEDMXDgQGRnZ6NZs2YIDg6Wkiiavpkv4erqCuDBgqePunz5MqytrdW2Au7ZsyfGjx+PDRs2IDc3F/r6+ujRo4dG/Tyuj4fjKPHoI0tCCFy7dg01atQAAHh4eAAAlEqlRtetLPfu3cO+ffswY8YMTJs27bF9A4+/rq6urlCpVLh69ao0qwZ4sJBuenp6qXE9jo6ODlq0aIEWLVpg0aJF+Prrr/HFF1/gwIEDzz0+IiKih/FxHiIiInqj7N+/H7NmzYK7uzv69OkDALC1tUVAQAB++OEHJCQklDrn7t270r8f3nYXeDDTwtPTU20r3ZKER3p6ukYxOTg4oFatWlizZo3aOZcuXcKePXvQrl07tfrW1tZo27YtfvnlF6xfvx5t2rSRdqt5knbt2uHUqVNq2yDfv38fP/74I9zc3FC1alW1+mvXrpXWjQGAzZs3IyEhAW3btgUA+Pn5wcPDAwsWLEB2dnap/h6+bo9TMsND/P9OPSUWL15cqu7jrmvJ9Xn0nEWLFgEA2rdv/9Q40tLSSpWVzK55dJtkIiKi58WZKERERPTa+vvvv3H58mUUFRUhKSkJ+/fvx969e+Hq6ort27fD0NBQqrt8+XI0adIEPj4+GDJkCCpWrIikpCQcP34ct27dwvnz5wEAVatWRUBAAPz8/GBpaYl///0XmzdvxqhRo6S2/Pz8AABjxoxB69atoauri549ez4x1vnz56Nt27Zo2LAhBg0aJG1xbGZmhuDg4FL1+/Xrh27dugEAZs2apdH1mDx5MjZs2IC2bdtizJgxsLS0xJo1axAbG4s//vgDOjrqn49ZWlqiSZMmGDhwIJKSkrB48WJ4enpK20Lr6Ohg1apVaNu2LapVq4aBAwfCyckJt2/fxoEDB6BUKvG///3viTEplUo0a9YM8+bNQ2FhIZycnLBnzx7ExsaWqltyXb/44gv07NkT+vr66NChA2rWrIn+/fvjxx9/RHp6Ovz9/XHq1CmsWbMGnTt3xnvvvffUazNz5kwcOnQI7du3h6urK5KTk7FixQo4OzurLcRLRET0QrS8OxARERFRKSVbHJd8GRgYCHt7e9GqVSuxZMkStW17HxYTEyP69esn7O3thb6+vnBychKBgYFi8+bNUp2vvvpK1KtXT5ibmwsjIyNRpUoVMXv2bFFQUCDVKSoqEqNHjxY2NjZCJpNJ2x2XbHE8f/78Mvv/559/ROPGjYWRkZFQKpWiQ4cOIjIyssy6+fn5wsLCQpiZmYnc3FyNr01MTIzo1q2bMDc3F4aGhqJevXpix44danVKtjjesGGDmDJlirC1tRVGRkaiffv24saNG6XaPHfunOjatauwsrIScrlcuLq6iqCgILFv3z6pTskWx2VtIXzr1i3RpUsXYW5uLszMzET37t3FnTt3BIBS2zbPmjVLODk5CR0dHbXtjgsLC8WMGTOEu7u70NfXFy4uLmLKlClqW1YL8WCL47K2qN63b5/o1KmTcHR0FAYGBsLR0VH06tVLXLlyRdNLS0RE9FQyIR6Ze0lEREREL11RUREcHR3RoUMH/PTTT+XadlhYGN577z1s2rRJmu1CREREL45rohARERFpwZ9//om7d++iX79+2g6FiIiINMQ1UYiIiIheoZMnT+LChQuYNWsWfH194e/vr+2QiIiISEOciUJERET0CoWEhGD48OGwtbXF2rVrtR0OERERPQOuiUJEREREREREpAHORCEiIiIiIiIi0gCTKEREREREREREGuDCsqRVKpUKd+7cgampKWQymbbDISIiIiIiorecEAJZWVlwdHSEjs6zzS1hEoW06s6dO3BxcdF2GERERERERPSOuXnzJpydnZ/pHCZRSKtMTU0BPLh5lUqllqMhIiIiIiKit11mZiZcXFyk96PPgkkU0qqSR3iUSiWTKERERERERPTKPM+SElxYloiIiIiIiIhIA0yiEBERERERERFpgEkUIiIiIiIiIiINMIlCRERERERERKQBJlGIiIiIiIiIiDTA3XnotdDg1wbQNdLVdhhEREREr6WNc4q0HQIRUbnwvhyl7RBeCGeiEBERERERERFpgEkUIiIiIiIiIiINMIlCRERERERERKQBJlGIiIiIiIiIiDTAJAoRERERERERkQaYRCEiIiIiIiIi0gCTKEREREREREREGmAShYiIiIiIiIhIA0yiEBERERERERFpgEkUIiIiIiIiIiINMIlCRERERERERKQBJlGIiIiIiIiIiDTAJAoRERERERERkQaYRCEiIiIiIiIi0gCTKEREREREREREGmAShYiIiIiIiIhIA0yiEBERERERERFpgEkUIiIiIiIiIiINMIlCRERERERERKQBJlGIiIiIiIiIiDSgp+0AtGXAgAFIT0/Hn3/+qe1Q3ipubm4YN24cxo0b98R6ISEhCAkJwZUrVwAAUSOiYGBnAOehzjCuaPwKIiWit9n96PtI2ZmC3Bu5KEovQoXRFaD0U6rVybuTh6SNSbgffR+iWMDQyRAuo1xgYGUAAFAVqJD4WyIyTmZAFAkoqivg2M8RemYP/uu8d/gebv90u8z+qyytAj3lO/tfLBERvSaKhcDy1BT8LzMTKUVFsNXTQ2elGT62soJMJitVPzgxERsz0jHZxhb9LC1LHS9QqdAj/gai8/Pxh6sbvA0NX8UwiF4r/AuPtMLZ2Rnt2rXD5cuXAQBmjc2QcTQDcfPiUGleJb75IKIXospXwbCCISyaWSB+WXyp4/nJ+YidHQuLZhaw7WILHSMd5N/Oh47+fxM0EzckIut8FlxGukDXWBd31t1B/LJ4VPyyIgDArL4ZFD4KtXZvr7oNVaGKv8OIiOi1sCotFb+lp2OOvQM85Qa4lJeHLxISodDVQV8L9STJP1lZOJ+XC1u9x/8ftuDuXdjq6SE6P/9lh0702nqtH+cpKCjQdgiv1Ls03g4dOuDAgQMYMGAAAMCxjyN0jHQAHeDeoXvaDY6I3nimNUxh94FdqdknJZI3J0NRQwH7HvYwcjWC3FYOpa9SSn4U5xTj3qF7sO9lD0VVBYzcjOA8yBk513KQcy0HAKBjoAN9c33pS6Yjw/2o+7BoZvHKxklERPQk4bm5aK5QwF+hgJO+AVqbKtHYxBgXc/PU6iUVFmJ2chLmOTg+9lP2Q9nZOJZzH5NsbF9+4ESvsdcqiRIQEIBRo0Zh3LhxsLa2RuvWrbFo0SL4+PjAxMQELi4uGDFiBLKzs6VzQkNDYW5ujt27d8Pb2xsKhQJt2rRBQkKCVKe4uBjjx4+Hubk5rKys8Omnn0IIodZ3fn4+xowZA1tbWxgaGqJJkyY4ffq0dDwsLAwymQy7d++Gr68vjIyM0Lx5cyQnJ+Pvv/+Gt7c3lEolevfujZycnOceLwBcunQJbdu2hUKhgJ2dHfr27YuUlBS180aPHo1x48bBwsICdnZ2WLlyJe7fv4+BAwfC1NQUnp6e+Pvvv9X6O3jwIOrVqwe5XA4HBwdMnjwZRUVFAIAff/wRjo6OUKlUaud06tQJH330EQAgJiYGnTp1gp2dHRQKBerWrYt//vlHo7E+qqCgAGfOnEFAQAAAION0BkSBgEllE+TEaHb9iIieh1AJZF3IgtxejrgFcYgaHYWYmTHIPJMp1cmNy4UoFlBU/W+midxRDn0r/cf+jko/mg6ZgQxmdc1e+hiIiIg0UcvICCfu30fc/39YezkvD2dzc9FUYSLVUQmByYkJ+MjSEl5yeZntpBQVYXpSIr5xcICRTunHgIjeJa9VEgUA1qxZAwMDAxw9ehTff/89dHR0sHTpUkRERGDNmjXYv38/Pv30U7VzcnJysGDBAqxbtw6HDh1CfHw8Jk6cKB1fuHAhQkND8fPPP+PIkSNIS0vD1q1b1dr49NNP8ccff2DNmjU4e/YsPD090bp1a6SlpanVCw4OxnfffYdjx47h5s2bCAoKwuLFi/Hrr7/ir7/+wp49e7Bs2bLnHm96ejqaN28OX19f/Pvvv9i1axeSkpIQFBRU6jxra2ucOnUKo0ePxvDhw9G9e3c0atQIZ8+exfvvv4++fftKCZ3bt2+jXbt2qFu3Ls6fP4+QkBD89NNP+OqrrwAA3bt3R2pqKg4cOCD1kZaWhl27dqFPnz4AgOzsbLRr1w779u3DuXPn0KZNG3To0AHx8aWnyj9Ofn4+MjMzERsbi+LiYilBk7ghERVGV4DcXo6ijCKN2yMielZFmUVQ5alw96+7UPgo4DbRDcraSsR/F4/7l+8/qJNRBJmeDLomumrn6in1Hvs76t7hezBvaA4dg9fuv1YiInpHDbG0QjulEu1jr6NG9GV8cCMOfS0s0UH5X8J/VVoadAF8aF72TEohBD5PTEAPc3NUNzR6RZETvb5eu7/0vLy8MG/ePFSuXBmVK1fGuHHj8N5778HNzQ3NmzfHV199hY0bN6qdU1hYiO+//x516tRB7dq1MWrUKOzbt086vnjxYkyZMgVdu3aFt7c3vv/+e5iZ/feL4/79+wgJCcH8+fPRtm1bVK1aFStXroSRkRF++ukntb6++uorNG7cGL6+vhg0aBAOHjyIkJAQ+Pr6omnTpujWrZtaIuJZx/vdd9/B19cXX3/9NapUqQJfX1/8/PPPOHDggLQIKwDUrFkTX375Jby8vDBlyhQYGhrC2toaQ4YMgZeXF6ZNm4bU1FRcuHABALBixQq4uLjgu+++Q5UqVdC5c2fMmDEDCxcuhEqlgoWFBdq2bYtff/1V6mPz5s2wtrbGe++9J/U5bNgwVK9eHV5eXpg1axY8PDywfft2jcc7Z84cmJmZoUqVKgAeJFUAwKKZBW6tuoWibCZQiOgl+/+JiMraSli3toaRqxFsAm1gWtMUaQfSnnzuY+Rcy0H+nXw+ykNERK+VXVlZ2JGZifkOjtjs5oY59g5YnZaKPzMyAAAReXlYdy8NXzs4lLnQLAD8kn4POSoVhlhavcrQiV5br10Sxc/PT+31P//8gxYtWsDJyQmmpqbo27cvUlNT1R6ZMTY2hoeHh/TawcEBycnJAICMjAwkJCSgfv360nE9PT3UqVNHeh0TE4PCwkI0btxYKtPX10e9evUQFRWlFk+NGjWkf9vZ2cHY2BgVK1ZUKyvp+3nGe/78eRw4cAAKhUL6Kkk4xMTElBmHrq4urKys4OPjoxYHACmWqKgoNGzYUO2XY+PGjZGdnY1bt24BAPr06YM//vhDSmysX78ePXv2hI7Og9skOzsbEydOhLe3N8zNzaFQKBAVFfVMM1GmTJmCjIwM3L17F7q6uli5ciUAwLazLQxdDJFzJUfa+YKI6GXQNdUFdB88nvMwuaMchamFAAA9Mz2IIoHi+8VqdYoyi8r8HZV2MA2GFQxh5MZP6IiI6PWx4G4yBv//bJRKckN0NDNDf0tLrExLBQCcyclBWnExWsTEwCf6MnyiL+NOURHm3U1Gy5hrAICTOTkIz81FrSvR8Im+jDbXrwMAgm7EYUrCHa2NjUhbXrt3qyYm/z2fFxcXh8DAQAwfPhyzZ8+GpaUljhw5gkGDBqGgoADGxg+2wtXX11drQyaTlVrzpLw83JdMJiuz70fXFXmSh8cLPEhUdOjQAXPnzi1V18HBocw4yoqlJFnyLLF06NABQgj89ddfqFu3Lg4fPoxvv/1WOj5x4kTs3bsXCxYsgKenJ4yMjNCtW7dnWhBXLpdD/v/PWvr5+amtOyNUAoX3CmHRlJ/kEtHLo6OnAyN3I+QnqO8skJ+YD33rB79HjdyMINOVITsyW1rjJD8hH4WphTD2UN+GvTivGJmnM2HXze7VDICIiEhDuSpVqU/NdSCD6v/fK3U0M0PDR96PDLl1Ex2VSnT5/5n7n9vaYay1jXQ8uagIQ27dxEJHR9Tg4z30DnrtkigPO3PmDFQqFRYuXCjNhnj0UZ6nMTMzg4ODA06ePIlmzZoBAIqKinDmzBnUrl0bAODh4SGtS+Lq6grgwSNCp0+fxrhx48pvQBqoXbs2/vjjD7i5uUHvCduLPStvb2/88ccfEEJICZajR4/C1NQUzs7OAABDQ0N07doV69evx7Vr11C5cmXpGpXUHzBgALp06QLgQcInLi7uueKZMmUK2rZtizlz5gAA7vxyBzmXc6Aj12EShYheWHFeMQqS/kvwFqQUIPdGLnQVujCwMoBNWxvcXHETaZXTYOJtguyL2cgKz4L7ZHcAgK6xLiyaWSDxt0ToKnSha6SLO7/cgZGnEYw91ZMoGSczIIoFzBuav8ohEhERPdV7CgV+SEuFg74+POUGiMrLx5p7aej6/wkSc11dmOs+sv4XAGtdPbgbPPjg0/GRD2+N/39hWRd9A9g/cozoXfBaJ1E8PT1RWFiIZcuWoUOHDtLiq89q7Nix+Oabb+Dl5YUqVapg0aJFSE9Pl46bmJhg+PDhmDRpEiwtLVGhQgXMmzcPOTk5GDRoUDmO6OlGjhyJlStXolevXvj0009haWmJa9eu4bfffsOqVaug+8gvOU2NGDECixcvxujRozFq1ChER0dj+vTpGD9+vJSgAh480hMYGIiIiAh8+OGHam14eXlhy5Yt6NChA2QyGaZOnfpMM10elpycjH379qG4+MFU+YxjGTCwN4DzEGc+zkNELyw3Nhdxc+Ok14kbEgEA5o3N4TzEGUo/JRz7O+LuX3eRsD4Bcns5KoyqAJNK/30aZ9/LHpABN7+7CVWhCqY+pnDo6/BoV7h3+B6UfspSi9ASERFp2xd2dliakoKZSYlIKy6GrZ4egszMMdzaWtuhEb2xXut3qzVr1sSiRYswd+5cTJkyBc2aNcOcOXPQr1+/Z2pnwoQJSEhIQP/+/aGjo4OPPvoIXbp0Qcb/L6gEAN988w1UKhX69u2LrKws1KlTB7t374aFxaudFeHo6IijR4/is88+w/vvv4/8/Hy4urqiTZs2asmOZ+Xk5ISdO3di0qRJqFmzJiwtLTFo0CB8+eWXavWaN28OS0tLREdHo3fv3mrHFi1ahI8++giNGjWCtbU1PvvsM2RmZuJ5lCzYm5mZCTMzM3iv8IauEd+AEFH5UHgrUD20+hPrWDSzeOJCsDoGOnDs5wjHfo5PbMfjS48nHiciItIWEx1dTLG1wxRbzR85/cfD84nHnfQNEFm5youGRvTGkomXtXgIkQakJEoIkyhEREREj7NxDncwJKK3g/flqKdXeslK3odmZGRAqVQ+07mv3e48RERERERERESvIyZRXpL4+Hi1bYof/XqWbYGJiIiIiIiISPte6zVR3mSOjo4IDw9/4nEiIiIiIiIienMwifKS6OnpwdPzyYsyEREREREREdGbg4/zEBERERERERFpgEkUIiIiIiIiIiINMIlCRERERERERKQBJlGIiIiIiIiIiDTAJAoRERERERERkQaYRCEiIiIiIiIi0gCTKEREREREREREGmAShYiIiIiIiIhIA0yiEBERERERERFpgEkUIiIiIiIiIiINMIlCRERERERERKQBJlGIiIiIiIiIiDTAJAoRERERERERkQZeOIlSVFSEtWvXIikpqTziISIiIiIiIiJ6Lb1wEkVPTw8ff/wx8vLyyiMeIiIiIiIiIqLXUrk8zlOvXj2Eh4eXR1NERERERERERK8lvfJoZMSIERg/fjxu3rwJPz8/mJiYqB2vUaNGeXRDb7ETvU9AqVRqOwwiIiKi11N/bQdAREQAIBNCiBdtREen9IQWmUwGIQRkMhmKi4tftAt6S2VmZsLMzAwZGRlMohAREREREdFL9yLvQ8tlJkpsbGx5NENERERERERE9NoqlySKq6treTRDRERERERERPTaKpckCgDExMRg8eLFiIqKAgBUrVoVY8eOhYeHR3l1QURERERERESkNeWyO8/u3btRtWpVnDp1CjVq1ECNGjVw8uRJVKtWDXv37i2PLoiIiIiIiIiItKpcFpb19fVF69at8c0336iVT548GXv27MHZs2dftAt6S3FhWSIiIiIiInqVXuR9aLnMRImKisKgQYNKlX/00UeIjIwsjy6IiIiIiIiIiLSqXJIoNjY2CA8PL1UeHh4OW1vb8uiCiIiIiIiIiEirymVh2SFDhmDo0KG4fv06GjVqBAA4evQo5s6di/Hjx5dHF0REREREREREWlUua6IIIbB48WIsXLgQd+7cAQA4Ojpi0qRJGDNmDGQy2QsHSm8nrolCREREREREr9KLvA8tlyTKw7KysgAApqam5dksvaWYRCEiIiIiIqJXSesLyzZv3hzp6ekAHiRPShIomZmZaN68eXl0QURERERERESkVeWSRAkLC0NBQUGp8ry8PBw+fLg8uiAiIiIiIiIi0qoXWlj2woUL0r8jIyORmJgovS4uLsauXbvg5OT0Il0QEREREREREb0WXiiJUqtWLchkMshksjIf2zEyMsKyZctepAsiIiIiIiIiotfCCyVRYmNjIYRAxYoVcerUKdjY2EjHDAwMYGtrC11d3RcOkoiIiIiIiIhI214oieLq6goAUKlU5RIMEREREREREdHr6oWSKI+KjIxEfHx8qUVmO3bsWJ7dEBERERERERG9cuWSRLl+/Tq6dOmCixcvQiaTQQgBAJDJZAAeLDJLRERERERERPQmK5ctjseOHQt3d3ckJyfD2NgYEREROHToEOrUqYOwsLDy6IKIiIiIiIiISKvKZSbK8ePHsX//flhbW0NHRwc6Ojpo0qQJ5syZgzFjxuDcuXPl0Q0RERERERERkdaUy0yU4uJimJqaAgCsra1x584dAA8Wno2Oji6PLoiIiIiIiIiItKpcZqJUr14d58+fh7u7O+rXr4958+bBwMAAP/74IypWrFgeXRARERERERERaVW5JFG+/PJL3L9/HwAwc+ZMBAYGomnTprCyssLvv/9eHl0QEREREREREWmVTJRspVPO0tLSYGFhIe3QQ1SWzMxMmJmZISMjA0qlUtvhEBERERER0VvuRd6HvvCaKIWFhdDT08OlS5fUyi0tLZlAISIiIiIiIqK3xgsnUfT19VGhQgUUFxeXRzxERERERERERK+lctmd54svvsDnn3+OtLS08miOiIiIiIiIiOi1Uy4Ly3733Xe4du0aHB0d4erqChMTE7XjZ8+eLY9uiIiIiIiIiIi0plySKJ07dy6PZoiIiIiIiIiIXlsvbXceIk1wdx4iIiIiIiJ6lbS6O0+J9PR0rFq1ClOmTJHWRjl79ixu375dXl0QEREREREREWlNuTzOc+HCBbRs2RJmZmaIi4vDkCFDYGlpiS1btiA+Ph5r164tj26IiIiIiIiIiLSmXGaijB8/HgMGDMDVq1dhaGgolbdr1w6HDh0qjy6IiIiIiIiIiLSqXJIop0+fxrBhw0qVOzk5ITExsTy6ICIiIiIiIiLSqnJJosjlcmRmZpYqv3LlCmxsbMqjCyIiIiIiIiIirSqXJErHjh0xc+ZMFBYWAgBkMhni4+Px2Wef4YMPPiiPLoiIiIiIiIiItKpckigLFy5EdnY2bG1tkZubC39/f3h6esLU1BSzZ88ujy6IiIiIiIiIiLSqXHbnMTMzw969e3HkyBFcuHAB2dnZqF27Nlq2bFkezRMRERERERERaZ1MCCG0HQS9uzIzM2FmZoaMjAwolUpth0NERERERERvuRd5H1ouj/MAwL59+xAYGAgPDw94eHggMDAQ//zzT3k1T0RERERERESkVeWSRFmxYgXatGkDU1NTjB07FmPHjoVSqUS7du2wfPny8uiCiIiIiIiIiEiryuVxHmdnZ0yePBmjRo1SK1++fDm+/vpr3L59+0W7oLcUH+chIiIiIiKiV0nrj/Okp6ejTZs2pcrff/99ZGRklEcXRERERERERERaVS5JlI4dO2Lr1q2lyrdt24bAwMDy6IKIiIiIiIiISKvKZYvjqlWrYvbs2QgLC0PDhg0BACdOnMDRo0cxYcIELF26VKo7ZsyY8uiSiIiIiIiIiOiVKpc1Udzd3TXrTCbD9evXX7Q7eotwTRQiIiIiIiJ6lV7kfWi5zESJjY0FAKSkpAAArK2ty6NZIiIiIiIiIqLXxguviZKeno6RI0fC2toadnZ2sLOzg7W1NUaNGoX09PRyCJGIiIiIiIiISPteaCZKWloaGjZsiNu3b6NPnz7w9vYGAERGRiI0NBT79u3DsWPHYGFhUS7BEhERERERERFpywslUWbOnAkDAwPExMTAzs6u1LH3338fM2fOxLfffvtCQRIRERERERERadsLPc7z559/YsGCBaUSKABgb2+PefPmlbn1MRERERERERHRm+aFZqIkJCSgWrVqjz1evXp1JCYmvkgX9I5o8GsD6BrpajsMIiIiInpOG+cUaTsEIiKNZBcXP/e5LzQTxdraGnFxcY89HhsbC0tLyxfpgoiIiIiIiIjotfBCSZTWrVvjiy++QEFBQalj+fn5mDp1Ktq0afMiXRARERERERERvRZeeGHZOnXqwMvLCyNHjkSVKlUghEBUVBRWrFiB/Px8rFu3rrxiJSIiIiIiIiLSmhdKojg7O+P48eMYMWIEpkyZAiEEAEAmk6FVq1b47rvv4OLiUi6BEhERERERERFp0wslUQDA3d0df//9N+7du4erV68CADw9PbkWChERERERERG9VV44iVLCwsIC9erVK6/miIiIiIiIiIheKy+0sCwRERERERER0buCSRQiIiIiIiIiIg0wiUJEREREREREpAEmUYiIiIiIiIiINMAkChERERERERGRBphEISIiIiIiIiLSAJMoREREREREREQaYBKFiIiIiIiIiEgDTKIQEREREREREWmASRQiIiIiIiIiIg0wiUJEREREREREpAEmUYiIiIiIiIiINMAkChERERERERGRBphEISIiIiIiIiLSgJ62A6C3y4ABA5Ceno4///zzifVCQkIQEhKCK1euAACiRkTBwM4AzkOdYVzR+BVESkT0bO5H30fKzhTk3shFUXoRKoyuAKWfUjp+acClMs+zC7KDTTsbFNwtQPL2ZNyPuo+ijCLomevBvJE5bDrYQEfvv8808m7m4c66O8i9ngtdpS6sWlrBpp3NSx8fERHRq1AsBJanpuB/mZlIKSqCrZ4eOivN8LGVFWQyGQqFwNKUuziUfR+3Cgug0NFFQxNjjLexga2evtTOyFu3EJWfh7TiYih1dNDQxAQTHqlD9DIwiVKOZDIZtm7dis6dO2s7lNees7Mz2rVrh8uXLwMAzBqbIeNoBuLmxaHSvErQU/LWJKLXiypfBcMKhrBoZoH4ZfGljldeXFntdfbFbNz++TbM6pgBAPIT8gEBOA5whNxWjrzbebi9+jZU+So49HQAABTnFiNufhxMqpnAsb8j8m7m4fbPt6FrrAvLAMuXP0giIqKXbFVaKn5LT8ccewd4yg1wKS8PXyQkQqGrg74WlshTqRCZl4ePraxQxVCOzGIVvk5Owshbt7HJzU1qp56xMYZaWcFaTw/JRYWYn3wX427fwa+urtobHL0T+DiPhgoKCt6KPl4XHTp0wIEDBzBgwAAAgGMfR+gY6QA6wL1D97QbHBFRGUxrmMLuAzu12ScP0zfXV/vKPJsJkyomMLA1kM53HuwM0+qmMLA1gNJXCes21sg8kym1kX48HaJYwGmQEwydDGHewBxWLa2QsivllYyRiIjoZQvPzUVzhQL+CgWc9A3Q2lSJxibGuJibBwAw1dXFTy4V0FaphLuBHDWNjPClrR0i8vNwp7BQaqe/pSVqGhnBSV8fvkbGGGxlifN5uSgUQltDo3fEW5NE2bFjB8zNzVFcXAwACA8Ph0wmw+TJk6U6gwcPxocffggA+OOPP1CtWjXI5XK4ublh4cKFau25ublh1qxZ6NevH5RKJYYOHYqCggKMGjUKDg4OMDQ0hKurK+bMmSPVB4AuXbpAJpNJr58kODgYtWrVwqpVq+Du7g5DQ0MAQHp6OgYPHgwbGxsolUo0b94c58+fL3Xezz//jAoVKkChUGDEiBEoLi7GvHnzYG9vD1tbW8yePVutv/j4eHTq1AkKhQJKpRJBQUFISkoCAFy5cgUymUyaGVLi22+/hYeHBwCguLgYgwYNgru7O4yMjFC5cmUsWbLkqeMsS0FBAc6cOYOAgAAAQMbpDIgCAZPKJsiJyXmuNomIXhdFGUXIupAFi2YWT6ynylVB10RXep17LRfGlYzVHu9R+ChQkFiA4vvFLy1eIiKiV6WWkRFO3L+PuP//APlyXh7O5uaiqcLksedkqVSQAVDqlP32Nb24GDsyM+FrZAR9mexlhE0keWuemWjatCmysrJw7tw51KlTBwcPHoS1tTXCwsKkOgcPHsRnn32GM2fOICgoCMHBwejRoweOHTuGESNGwMrKSpoZAQALFizAtGnTMH36dADA0qVLsX37dmzcuBEVKlTAzZs3cfPmTQDA6dOnYWtri9WrV6NNmzbQ1dWFJq5du4Y//vgDW7Zskc7p3r07jIyM8Pfff8PMzAw//PADWrRogStXrsDS8sF07piYGPz999/YtWsXYmJi0K1bN1y/fh2VKlXCwYMHcezYMXz00Udo2bIl6tevD5VKJSVQDh48iKKiIowcORI9evRAWFgYKlWqhDp16mD9+vWYNWuWFN/69evRu3dvAIBKpYKzszM2bdoEKysrHDt2DEOHDoWDgwOCgoKe6fuVkpIiJWUAIHFDIiqMroD7l+/jfvT9Z2qLiOh1c+/oPega6j521goA5CflI/WfVNj3sJfKCjMKYWBjoFav5PHGwoxCtYQLERHRm2iIpRXuq1RoH3sdugCKAYy1tkEHpVmZ9fNVKiy6m4x2pkooHnmPtfBuMn69dw+5QqCmoSFCnF1e/gDonffWJFHMzMxQq1YthIWFoU6dOggLC8Mnn3yCGTNmIDs7GxkZGbh27Rr8/f0RHByMFi1aYOrUqQCASpUqITIyEvPnz1dLojRv3hwTJkyQXsfHx8PLywtNmjSBTCaD60PP29nYPFj0z9zcHPb2//1B/DQFBQVYu3atdP6RI0dw6tQpJCcnQy6XA3iQzPnzzz+xefNmDB06FMCDhMbPP/8MU1NTVK1aFe+99x6io6Oxc+dO6OjooHLlypg7dy4OHDiA+vXrY9++fbh48SJiY2Ph4vLgl8vatWtRrVo1nD59GnXr1kWfPn3w3XffSUmUK1eu4MyZM/jll18AAPr6+pgxY4YUu7u7O44fP46NGzdqnETJz89Hfn4+srKyAACLFi3CiBEjYNHMArdW3YJpLVONrx0R0evq3qF7MGtgBh2Dsj8xK7xXiBsLb8CsrhnXOiEionfKrqws7MjMxHwHR3jKDXA5Lx9zkpMeLDBrpp5IKRQC4+/cgQAw3c6uVFsfWVjiAzNz3CksxIrUFExOuIMQJ2fIOBuFXqK35nEeAPD390dYWBiEEDh8+DC6du0Kb29vHDlyBAcPHoSjoyO8vLwQFRWFxo0bq53buHFjXL16VXocCADq1KmjVmfAgAEIDw9H5cqVMWbMGOzZs+eFY3Z1dZUSKABw/vx5ZGdnw8rKCgqFQvqKjY1FTEyMVM/NzQ2mpv8lHOzs7FC1alXoPDTFzc7ODsnJyQCAqKgouLi4SAkUAKhatSrMzc0RFRUFAOjZsyfi4uJw4sQJAA9modSuXRtVqlSRzlm+fDn8/PxgY2MDhUKBH3/8EfHxpRdYfJw5c+bAzMxManPEiBEAANvOtjB0MUTOlRzomb01uT0iegfdj76PgsQCWPiX/ShP4b1CxH4TC2NPYzgOcFQ7pm+mj6KMIrWyoswi6RgREdGbbsHdZAy2tEI7pRKV5IboaGaG/paWWJmWqlbvQQLlNu4UFeInlwqlZqEAgIWeHtwMDNDIxAQLHBxx6P59nM/Le1VDoXfUW5VECQgIwJEjR3D+/Hno6+ujSpUqCAgIQFhYGA4ePAh/f/9nas/ERP25vNq1ayM2NhazZs1Cbm4ugoKC0K1btxeK+dE+srOz4eDggPDwcLWv6OhoTJo0Saqnr6/+x7RMJiuzTKVSaRyLvb09mjdvjl9//RUA8Ouvv6JPnz7S8d9++w0TJ07EoEGDsGfPHoSHh2PgwIHPtCDulClTkJGRgYyMDPj5+anN/BEqgcJ7hTD24BbHRPTmunfoHgzdDGFUwajUsZIEipGbEZwGO0Gmo/5JmZGnEXKu5EAU/bcoXnZENgzsDfgoDxERvRVyVapSb0J1IIPqoQVhSxIoNwoK8JOzC8w1WCqh5F1PgdD8/Q/R83irPvIvWRfl22+/lRImAQEB+Oabb3Dv3j3p0Rxvb28cPXpU7dyjR4+iUqVKT13LRKlUokePHujRowe6deuGNm3aIC0tDZaWltDX11ebyfI8ateujcTEROjp6Wm0OK2mvL29pTVcSmajREZGIj09HVWrVpXq9enTB59++il69eqF69evo2fPntKxo0ePolGjRtLsEQBqs2M0IZfLIZfLMWXKFAQGBkoL89755Q5yLudAR64Di6ZPXoiRiEgbivOKUZD0X9K4IKUAuTdyoavQhYHVg3VMinOLkXE6Q9qy+GElCRR9K33Y97SXZpgAD3b2AQDzBua4++dd3P75NqzbWyP/Vj5S96TCoXfp9oiIiN5E7ykU+CEtFQ76+vCUGyAqLx9r7qWh6/8/ylMoBMbduY2ovDyscHJGMYC7RQ/+zzTT1YWBTIbzubm4lJeH2kZGUOrq4mZBAZalpMBFXx+1DEt/iEFUnt6qJIqFhQVq1KiB9evX47vvvgMANGvWDEFBQSgsLJQSKxMmTEDdunUxa9Ys9OjRA8ePH8d3332HFStWPLH9RYsWwcHBAb6+vtDR0cGmTZtgb28Pc3NzAA8esdm3bx8aN24MuVwOC4tnTwa0bNkSDRs2ROfOnTFv3jxUqlQJd+7cwV9//YUuXbqUesToWdr18fFBnz59sHjxYhQVFWHEiBHw9/dXa7Nr164YPnw4hg8fjvfeew+Ojv9NNffy8sLatWuxe/duuLu7Y926dTh9+jTc3d2fOZ7k5GTs27dPSjplHMuAgb0BnIc483EeInot5cbmIm5unPQ6cUMiAMC8sTmchzgDADJOZgAAzBqUXhwv+1I2CpIKUJBUgOhPotWOVQ+tDgDQNdaF2yQ33Fl3BzHTY6BrqgvbTrZcN4WIiN4aX9jZYWlKCmYmJSKtuBi2enoIMjPHcGtrAEByUSEOZGcDALreiFM7N9TFBfWMTWCkI8M/2Vn4LuUucoWAjZ4emhibYJGVIwwes4MPUXl5696t+vv7Izw8XNo619LSElWrVkVSUhIqV64M4MFsj40bN2LatGmYNWsWHBwcMHPmTLVHS8piamqKefPm4erVq9DV1UXdunWlhVwBYOHChRg/fjxWrlwJJycnxMXFPXP8MpkMO3fuxBdffIGBAwfi7t27sLe3R7NmzWBXxmJKz9Lutm3bMHr0aDRr1gw6Ojpo06YNli1bVmqMHTp0wMaNG/Hzzz+rHRs2bBjOnTuHHj16QCaToVevXhgxYgT+/vvvZ47np59+AgBkZmbCzMwM3iu8oWvEqepE9PpSeCukZMfjWAZYPjbhYdHUQqOZdoYuhqj4ecXnipGIiOh1Z6Kjiym2dphiW/Z7Gyd9A0RWrlLmsRKV5IZY7VLhZYRH9FQyIR56+IzoFZOSKCFMohARERG9yTbOKXp6JSKi10B2cTHqXbuKjIwMKJXKZzqXc52IiIiIiIiIiDTAJMpLVK1aNbVtih/+Wr9+vbbDIyIiIiIiIqJn8NatifI62blzJwoLC8s89iLrmxARERERERHRq8ckykvk6uqq7RCIiIiIiIiIqJzwcR4iIiIiIiIiIg0wiUJEREREREREpAEmUYiIiIiIiIiINMAkChERERERERGRBphEISIiIiIiIiLSAJMoREREREREREQaYBKFiIiIiIiIiEgDTKIQEREREREREWmASRQiIiIiIiIiIg0wiUJEREREREREpAEmUYiIiIiIiIiINMAkChERERERERGRBphEISIiIiIiIiLSAJMoREREREREREQaYBKFiIiIiIiIiEgDTKIQEREREREREWlAJoQQ2g6C3l2ZmZkwMzNDRkYGlEqltsMhIiIiIiKit9yLvA/lTBQiIiIiIiIiIg0wiUJEREREREREpAEmUYiIiIiIiIiINMAkChERERERERGRBphEISIiIiIiIiLSAJMoREREREREREQa0NN2APRuK9lhOzMzU8uREBERERER0bug5P1nyfvRZ8EkCmlVamoqAMDFxUXLkRAREREREdG7JCsrC2ZmZs90DpMopFWWlpYAgPj4+Ge+eYleZ5mZmXBxccHNmzehVCq1HQ5RueB9TW8r3tv0NuJ9TW+r8ri3hRDIysqCo6PjM5/LJApplY7Og2V5zMzM+Mud3kpKpZL3Nr11eF/T24r3Nr2NeF/T2+pF7+3n/RCfC8sSEREREREREWmASRQiIiIiIiIiIg0wiUJaJZfLMX36dMjlcm2HQlSueG/T24j3Nb2teG/T24j3Nb2ttH1vy8Tz7OlDRERERERERPSO4UwUIiIiIiIiIiINMIlCRERERERERKQBJlGIiIiIiIiIiDTAJAoRERERERERkQaYRCGtWb58Odzc3GBoaIj69evj1KlT2g6J6LGCg4Mhk8nUvqpUqSIdz8vLw8iRI2FlZQWFQoEPPvgASUlJam3Ex8ejffv2MDY2hq2tLSZNmoSioqJXPRR6xx06dAgdOnSAo6MjZDIZ/vzzT7XjQghMmzYNDg4OMDIyQsuWLXH16lW1OmlpaejTpw+USiXMzc0xaNAgZGdnq9W5cOECmjZtCkNDQ7i4uGDevHkve2j0jnvavT1gwIBSv8fbtGmjVof3Nr1u5syZg7p168LU1BS2trbo3LkzoqOj1eqU198gYWFhqF27NuRyOTw9PREaGvqyh0fvME3u7YCAgFK/tz/++GO1Otq4t5lEIa34/fffMX78eEyfPh1nz55FzZo10bp1ayQnJ2s7NKLHqlatGhISEqSvI0eOSMc++eQT/O9//8OmTZtw8OBB3LlzB127dpWOFxcXo3379igoKMCxY8ewZs0ahIaGYtq0adoYCr3D7t+/j5o1a2L58uVlHp83bx6WLl2K77//HidPnoSJiQlat26NvLw8qU6fPn0QERGBvXv3YseOHTh06BCGDh0qHc/MzMT7778PV1dXnDlzBvPnz0dwcDB+/PHHlz4+enc97d4GgDZt2qj9Ht+wYYPacd7b9Lo5ePAgRo4ciRMnTmDv3r0oLCzE+++/j/v370t1yuNvkNjYWLRv3x7vvfcewsPDMW7cOAwePBi7d+9+peOld4cm9zYADBkyRO339sOJa63d24JIC+rVqydGjhwpvS4uLhaOjo5izpw5WoyK6PGmT58uatasWeax9PR0oa+vLzZt2iSVRUVFCQDi+PHjQgghdu7cKXR0dERiYqJUJyQkRCiVSpGfn/9SYyd6HABi69at0muVSiXs7e3F/PnzpbL09HQhl8vFhg0bhBBCREZGCgDi9OnTUp2///5byGQycfv2bSGEECtWrBAWFhZq9/Znn30mKleu/JJHRPTAo/e2EEL0799fdOrU6bHn8N6mN0FycrIAIA4ePCiEKL+/QT799FNRrVo1tb569OghWrdu/bKHRCSEKH1vCyGEv7+/GDt27GPP0da9zZko9MoVFBTgzJkzaNmypVSmo6ODli1b4vjx41qMjOjJrl69CkdHR1SsWBF9+vRBfHw8AODMmTMoLCxUu6erVKmCChUqSPf08ePH4ePjAzs7O6lO69atkZmZiYiIiFc7EKLHiI2NRWJiotq9bGZmhvr166vdy+bm5qhTp45Up2XLltDR0cHJkyelOs2aNYOBgYFUp3Xr1oiOjsa9e/de0WiISgsLC4OtrS0qV66M4cOHIzU1VTrGe5veBBkZGQAAS0tLAOX3N8jx48fV2iipw7/N6VV59N4usX79elhbW6N69eqYMmUKcnJypGPaurf1nvtMoueUkpKC4uJitZsdAOzs7HD58mUtRUX0ZPXr10doaCgqV66MhIQEzJgxA02bNsWlS5eQmJgIAwMDmJubq51jZ2eHxMREAEBiYmKZ93zJMaLXQcm9WNa9+vC9bGtrq3ZcT08PlpaWanXc3d1LtVFyzMLC4qXET/Qkbdq0QdeuXeHu7o6YmBh8/vnnaNu2LY4fPw5dXV3e2/TaU6lUGDduHBo3bozq1asDQLn9DfK4OpmZmcjNzYWRkdHLGBIRgLLvbQDo3bs3XF1d4ejoiAsXLuCzzz5DdHQ0tmzZAkB79zaTKEREGmjbtq307xo1aqB+/fpwdXXFxo0b+YcFEdEboGfPntK/fXx8UKNGDXh4eCAsLAwtWrTQYmREmhk5ciQuXbqktiYb0dvgcff2w2tS+fj4wMHBAS1atEBMTAw8PDxedZgSPs5Dr5y1tTV0dXVLrRqelJQEe3t7LUVF9GzMzc1RqVIlXLt2Dfb29igoKEB6erpanYfvaXt7+zLv+ZJjRK+DknvxSb+f7e3tSy0CXlRUhLS0NN7v9EapWLEirK2tce3aNQC8t+n1NmrUKOzYsQMHDhyAs7OzVF5ef4M8ro5SqeSHRfRSPe7eLkv9+vUBQO33tjbubSZR6JUzMDCAn58f9u3bJ5WpVCrs27cPDRs21GJkRJrLzs5GTEwMHBwc4OfnB319fbV7Ojo6GvHx8dI93bBhQ1y8eFHtD/S9e/dCqVSiatWqrzx+orK4u7vD3t5e7V7OzMzEyZMn1e7l9PR0nDlzRqqzf/9+qFQq6Y+bhg0b4tChQygsLJTq7N27F5UrV+bjDvTauHXrFlJTU+Hg4ACA9za9noQQGDVqFLZu3Yr9+/eXepysvP4GadiwoVobJXX4tzm9LE+7t8sSHh4OAGq/t7Vybz/3krREL+C3334TcrlchIaGisjISDF06FBhbm6utrIy0etkwoQJIiwsTMTGxoqjR4+Kli1bCmtra5GcnCyEEOLjjz8WFSpUEPv37xf//vuvaNiwoWjYsKF0flFRkahevbp4//33RXh4uNi1a5ewsbERU6ZM0daQ6B2VlZUlzp07J86dOycAiEWLFolz586JGzduCCGE+Oabb4S5ubnYtm2buHDhgujUqZNwd3cXubm5Uhtt2rQRvr6+4uTJk+LIkSPCy8tL9OrVSzqenp4u7OzsRN++fcWlS5fEb7/9JoyNjcUPP/zwysdL744n3dtZWVli4sSJ4vjx4yI2Nlb8888/onbt2sLLy0vk5eVJbfDeptfN8OHDhZmZmQgLCxMJCQnSV05OjlSnPP4GuX79ujA2NhaTJk0SUVFRYvny5UJXV1fs2rXrlY6X3h1Pu7evXbsmZs6cKf79918RGxsrtm3bJipWrCiaNWsmtaGte5tJFNKaZcuWiQoVKggDAwNRr149ceLECW2HRPRYPXr0EA4ODsLAwEA4OTmJHj16iGvXrknHc3NzxYgRI4SFhYUwNjYWXbp0EQkJCWptxMXFibZt2wojIyNhbW0tJkyYIAoLC1/1UOgdd+DAAQGg1Ff//v2FEA+2OZ46daqws7MTcrlctGjRQkRHR6u1kZqaKnr16iUUCoVQKpVi4MCBIisrS63O+fPnRZMmTYRcLhdOTk7im2++eVVDpHfUk+7tnJwc8f777wsbGxuhr68vXF1dxZAhQ0p9eMN7m143Zd3TAMTq1aulOuX1N8iBAwdErVq1hIGBgahYsaJaH0Tl7Wn3dnx8vGjWrJmwtLQUcrlceHp6ikmTJomMjAy1drRxb8v+fwBERERERERERPQEXBOFiIiIiIiIiEgDTKIQEREREREREWmASRQiIiIiIiIiIg0wiUJEREREREREpAEmUYiIiIiIiIiINMAkChERERERERGRBphEISIiIiIiIiLSAJMoREREr4CbmxsWL16s7TA09qbFSy+HTCbDn3/+We7txsXFQSaTITw8/LF1XtY9GBoaCnNz8yfWGTBgADp37lzufb9r9u3bB29vbxQXFz/X+T179sTChQvLOSoiohfDJAoREb1VHn3zExAQgHHjxr2y/h/3Bu306dMYOnToK4uDXq2XlWx4nWiS+ChP5fEz87yJmCVLliA0NPSF+n5Rb8M99emnn+LLL7+Erq5umcerVauGPXv2AADef/99rF27Vu34l19+idmzZyMjI+Olx0pEpCkmUYiIiDRQUFDwQufb2NjA2Ni4nKJ5M73oNXzViouLoVKpXmmfhYWFGtV7067l89Dmz4yZmdlTZ6vQkx05cgQxMTH44IMPyjyenp6OK1euoEGDBiguLsbx48fRuHFjtTrVq1eHh4cHfvnll1cRMhGRRphEISKit9aAAQNw8OBBLFmyBDKZDDKZDHFxcQCAS5cuoW3btlAoFLCzs0Pfvn2RkpIinRsQEIBRo0Zh3LhxsLa2RuvWrQEAixYtgo+PD0xMTODi4oIRI0YgOzsbABAWFoaBAwciIyND6i84OBhA6U/E4+Pj0alTJygUCiiVSgQFBSEpKUk6HhwcjFq1amHdunVwc3ODmZkZevbsiaysLKnO5s2b4ePjAyMjI1hZWaFly5a4f/9+mdeiTp06WLBggfS6c+fO0NfXl2K/desWZDIZrl27JtXJycnBRx99BFNTU1SoUAE//vijWps3b95EUFAQzM3NYWlpiU6dOknXt+T6d+7cGbNnz4ajoyMqV66s0XllOXjwIOrVqwe5XA4HBwdMnjwZRUVFpb5fo0aNgpmZGaytrTF16lQIIaQ6+fn5mDhxIpycnGBiYoL69esjLCxMOl4yi2j79u2oWrUq5HI54uPjcfr0abRq1QrW1tYwMzODv78/zp49K53n5uYGAOjSpQtkMpn0GgBCQkLg4eEBAwMDVK5cGevWrVMbl0wmQ0hICDp27AgTExPMnj27zPG7ublh1qxZ6NevH5RKpTRD48iRI2jatCmMjIzg4uKCMWPGqN0DK1asgJeXFwwNDWFnZ4du3bqptfnoLI1atWpJ9+yj3N3dAQC+vr6QyWQICAiQjq1atQre3t4wNDRElSpVsGLFCrVzT506BV9fXxgaGqJOnTo4d+5cmX08OuaH45PJZFi1ahW6dOkCY2NjeHl5Yfv27Y89PyAgADdu3MAnn3wi/Tw+bPfu3fD29oZCoUCbNm2QkJAgHXt0Rtuz/KwBT79fn3btn3RP/e9//0PdunVhaGgIa2trdOnSRTp279499OvXDxYWFjA2Nkbbtm1x9epV6XjJPb5jxw5UrlwZxsbG6NatG3JycrBmzRq4ubnBwsICY8aMUXsE52k/O2X57bff0KpVKxgaGpZ5/MSJE6hWrRqUSiXCw8NhYmICDw+PUvU6dOiA33777Yl9ERG9SkyiEBHRW2vJkiVo2LAhhgwZgoSEBCQkJMDFxQXp6elo3rw5fH198e+//2LXrl1ISkpCUFCQ2vlr1qyBgYEBjh49iu+//x4AoKOjg6VLlyIiIgJr1qzB/v378emnnwIAGjVqhMWLF0OpVEr9TZw4sVRcKpUKnTp1QlpaGg4ePIi9e/fi+vXr6NGjh1q9mJgY/Pnnn9ixYwd27NiBgwcP4ptvvgEAJCQkoFevXvjoo48QFRWFsLAwdO3aVS1p8DB/f3/pTY8QAocPH4a5uTmOHDkC4MGbPicnJ3h6ekrnLFy4UHrDO2LECAwfPhzR0dEAHsyYaN26NUxNTXH48GEcPXpUejP68CyJffv2ITo6Gnv37sWOHTs0Pu9ht2/fRrt27VC3bl2cP38eISEh+Omnn/DVV1+V+n7p6enh1KlTWLJkCRYtWoRVq1ZJx0eNGoXjx4/jt99+w4ULF9C9e3e0adNG7U1mTk4O5s6di1WrViEiIgK2trbIyspC//79ceTIEZw4cQJeXl5o166dlNA6ffo0AGD16tVISEiQXm/duhVjx47FhAkTcOnSJQwbNgwDBw7EgQMH1OIODg5Gly5dcPHiRXz00UdlXgMAWLBgAWrWrIlz585h6tSpiImJQZs2bfDBBx/gwoUL+P3333HkyBGMGjUKAPDvv/9izJgxmDlzJqKjo7Fr1y40a9bsse0/zalTpwAA//zzDxISErBlyxYAwPr16zFt2jTMnj0bUVFR+PrrrzF16lSsWbMGAJCdnY3AwEBUrVoVZ86cQXBwcJk/F5qYMWMGgoKCcOHCBbRr1w59+vRBWlpamXW3bNkCZ2dnzJw5U/p5LJGTk4MFCxZg3bp1OHToEOLj4x8b07P+rGl6vz7J4+6pv/76C126dEG7du1w7tw57Nu3D/Xq1ZPOGzBgAP79919s374dx48fhxAC7dq1U5vhlJOTg6VLl+K3337Drl27EBYWhi5dumDnzp3YuXMn1q1bhx9++AGbN2+WztHkZ+dRhw8fRp06dUqV16hRA+bm5ujatSsiIiJgbm6OZs2aISUlBebm5qhRo4Za/Xr16uHUqVPIz8/X+PoREb1UgoiI6C3Sv39/0alTJ+m1v7+/GDt2rFqdWbNmiffff1+t7ObNmwKAiI6Ols7z9fV9an+bNm0SVlZW0uvVq1cLMzOzUvVcXV3Ft99+K4QQYs+ePUJXV1fEx8dLxyMiIgQAcerUKSGEENOnTxfGxsYiMzNTqjNp0iRRv359IYQQZ86cEQBEXFzcU2MUQojt27cLMzMzUVRUJMLDw4W9vb0YO3as+Oyzz4QQQgwePFj07t1bLd4PP/xQeq1SqYStra0ICQkRQgixbt06UblyZaFSqaQ6+fn5wsjISOzevVsI8eB7YWdnJ/Lz86U6mpz3qM8//7zUOcuXLxcKhUIUFxcLIR58v7y9vdXqfPbZZ8Lb21sIIcSNGzeErq6uuH37tlrbLVq0EFOmTBFCPPjeARDh4eFPvJbFxcXC1NRU/O9//5PKAIitW7eq1WvUqJEYMmSIWln37t1Fu3bt1M4bN27cE/sT4sH3o3PnzmplgwYNEkOHDlUrO3z4sNDR0RG5ubnijz/+EEqlUu0eerTNknuyRM2aNcX06dPLHFdsbKwAIM6dO6d2joeHh/j111/VymbNmiUaNmwohBDihx9+EFZWViI3N1c6HhISUmZbT4oPgPjyyy+l19nZ2QKA+PvvvzVuQ4j/vs/Xrl2TypYvXy7s7Oyk1w//HnnWnzVN7tdnvfYlGjZsKPr06VNmv1euXBEAxNGjR6WylJQUYWRkJDZu3PjYsQ8bNkwYGxuLrKwsqax169Zi2LBhQgjNfnbKYmZmJtauXVuq/ObNmyI2NlZUq1ZNrFy5UsTGxor33ntPzJ07V8TGxoqbN2+q1T9//vwzXX8iopeNM1GIiOidc/78eRw4cAAKhUL6qlKlCoAHsz9K+Pn5lTr3n3/+QYsWLeDk5ARTU1P07dsXqampyMnJ0bj/qKgouLi4wMXFRSqrWrUqzM3NERUVJZW5ubnB1NRUeu3g4IDk5GQAQM2aNdGiRQv4+Pige/fuWLlyJe7du/fYPps2bYqsrCycO3cOBw8ehL+/PwICAqTZKQcPHlR7PAOA2ifCMpkM9vb2Uv/nz5/HtWvXYGpqKl1DS0tL5OXlqV1DHx8fGBgYSK81Pe/R69WwYUO1xzEaN26M7Oxs3Lp1Sypr0KCBWp2GDRvi6tWrKC4uxsWLF1FcXIxKlSqpfd8PHjyo1q+BgUGpT8KTkpIwZMgQeHl5wczMDEqlEtnZ2YiPj3/s9S6J+9E1Hho3bqz2PQZQ5qf1ZXm03vnz5xEaGqo2ntatW0OlUiE2NhatWrWCq6srKlasiL59+2L9+vXPdJ9q4v79+4iJicGgQYPU4vjqq6+k6xoVFYUaNWqoPdbRsGHD5+rv4e+NiYkJlEqldE8+C2NjY7VHRx7+2XrUs/6saXq/Po/w8HC0aNHisf3q6emhfv36UpmVlRUqV66sds89OnY7Ozu4ublBoVColZVcD01/dh6Vm5tb5qM8zs7OMDQ0RExMDHr27AkHBwecPn0avXr1gpubG5ydndXqGxkZAUC537tERM9LT9sBEBERvWrZ2dno0KED5s6dW+qYg4OD9G8TExO1Y3FxcQgMDMTw4cMxe/ZsWFpa4siRIxg0aBAKCgrKfRFMfX19tdcymUxa6FRXVxd79+7FsWPHsGfPHixbtgxffPEFTp48Ka1d8TBzc3PUrFkTYWFhOH78OFq1aoVmzZqhR48euHLlCq5evQp/f3+N+8/Ozoafnx/Wr19fqi8bGxvp349eQ03PK2/Z2dnQ1dXFmTNnSu0U8vCbRyMjo1JrZ/Tv3x+pqalYsmQJXF1dIZfL0bBhw3Jb3PXRa6RpvezsbAwbNgxjxowpVbdChQowMDDA2bNnERYWhj179mDatGkIDg7G6dOnYW5uDh0dnVKPpGi6sO3DMQDAypUr1d68A3jsjiwv4kn35Iu28+i1KPGsP2uaeN5rX5JQeBFljf1pP+ua/Ow8ytraulSy6eOPP8Yvv/wClUqF/Px82NvbQwiBnJwceHt7AwAiIyNRoUIF6ZySx7Ve5u8HIqJnwZkoRET0VjMwMFBbIBEAateujYiICLi5ucHT01Pt60lvaM+cOQOVSoWFCxeiQYMGqFSpEu7cufPU/h7l7e2Nmzdv4ubNm1JZZGQk0tPTUbVqVY3HJpPJ0LhxY8yYMQPnzp2DgYEBtm7d+tj6/v7+OHDgAA4dOoSAgABYWlrC29sbs2fPhoODAypVqqRx37Vr18bVq1dha2tb6hqamZmV63ne3t7S+g4ljh49ClNTU7VPrU+ePKl2Xsn6Jbq6uvD19UVxcTGSk5NL9Wtvb//EsR49ehRjxoxBu3btUK1aNcjlcrVFiIEHb0wf/b57e3vj6NGjpdp6lu/xk9SuXRuRkZGlxuPp6SnN/tHT00PLli0xb948XLhwAXFxcdi/fz+AB29KH14nJDMzE7GxsY/tr6TNh8dpZ2cHR0dHXL9+vVQMJQkGb29vXLhwAXl5edJ5J06cKJdr8DSa/Dxq4ll+1jS5XzW59mXdUzVq1MC+ffse229RUZHaz0Fqaiqio6Nf6J573p8dX19fREZGqpXNnDkT4eHhCAwMxLhx4xAeHo4BAwbgww8/RHh4OMLDw+Ho6Kh2zqVLl+Ds7Axra+vnHgMRUXliEoWIiN5qbm5uOHnyJOLi4pCSkgKVSoWRI0ciLS0NvXr1wunTpxETE4Pdu3dj4MCBT3zD5enpicLCQixbtgzXr1/HunXrpAVnH+4vOzsb+/btQ0pKSplT0Fu2bAkfHx/06dMHZ8+exalTp9CvXz/4+/tr/GjHyZMn8fXXX+Pff/9FfHw8tmzZgrt370qf5pYlICAAu3fvhp6envT4UkBAANavX19qFsrT9OnTB9bW1ujUqRMOHz6M2NhYhIWFYcyYMU98ZOF5zhsxYgRu3ryJ0aNH4/Lly9i2bRumT5+O8ePHQ0fnvz9l4uPjMX78eERHR2PDhg1YtmwZxo4dCwCoVKkS+vTpg379+mHLli2IjY3FqVOnMGfOHPz1119PHKuXlxfWrVuHqKgonDx5En369Ck1I8DNzQ379u1DYmKi9On7pEmTEBoaipCQEFy9ehWLFi3Cli1bnntR1Ud99tlnOHbsGEaNGoXw8HBcvXoV27ZtkxaW3bFjB5YuXYrw8HDcuHEDa9euhUqlknZJat68OdatW4fDhw/j4sWL6N+//xNnj9ja2sLIyEhaiDkjIwPAg8Ve58yZg6VLl+LKlSu4ePEiVq9ejUWLFgEAevfuDZlMhiFDhiAyMhI7d+5U2ynqZXJzc8OhQ4dw+/btUokvTT3rz5om96sm176se2r69OnYsGEDpk+fjqioKFy8eFGaUefl5YVOnTphyJAhOHLkCM6fP48PP/wQTk5O6NSp03ONHXj+n53WrVtLC1eXKEmeXrhwAR06dICnpyeioqLQrl07KTGjp6c+Uf7w4cN4//33nzt+IqLyxiQKERG91SZOnAhdXV1UrVoVNjY2iI+Ph6OjI44ePYri4mK8//778PHxwbhx46RHHB6nZs2aWLRoEebOnYvq1atj/fr1mDNnjlqdRo0a4eOPP0aPHj1gY2ODefPmlWpHJpNh27ZtsLCwQLNmzdCyZUtUrFgRv//+u8bjUiqVOHToENq1a4dKlSrhyy+/xMKFC9G2bdvHntO0aVOoVCq1hElAQACKi4tLrYfyNMbGxjh06BAqVKiArl27wtvbG4MGDUJeXh6USmW5nufk5ISdO3fi1KlTqFmzJj7++GMMGjQIX375pVq9fv36ITc3F/Xq1cPIkSMxduxYaStg4MFOJ/369cOECRNQuXJldO7cGadPn1Z7dKAsP/30E+7du4fatWujb9++GDNmDGxtbdXqLFy4EHv37oWLiwt8fX0BPNhGesmSJViwYAGqVauGH374AatXr37ma/04NWrUwMGDB3HlyhU0bdoUvr6+mDZtmvRJvrm5ObZs2YLmzZvD29sb33//PTZs2IBq1aoBAKZMmQJ/f38EBgaiffv26Ny5c5lbzJbQ09PD0qVL8cMPP8DR0VF6Yz548GCsWrUKq1evho+PD/z9/REaGirNRFEoFPjf//6HixcvwtfXF1988UWZj9K9DDNnzkRcXBw8PDye+3GQZ/1Z0+R+1eTal3VPBQQEYNOmTdi+fTtq1aqF5s2bS7smAQ/ucT8/PwQGBqJhw4YQQmDnzp2lHtd5Vs/zs9OnTx9ERERIO3qVSExMRGxsLBo0aICCggKcOHHisbtG5eXl4c8//8SQIUNeKH4iovIkE497AJSIiIjoDREQEIBatWph8eLF2g6FiP7fpEmTkJmZiR9++OG5zg8JCcHWrVuxZ8+eco6MiOj5cSYKERERERGVuy+++AKurq7Ptfgv8GBdmGXLlpVzVEREL4YzUYiIiOiNx5koRERE9CowiUJEREREREREpAE+zkNEREREREREpAEmUYiIiIiIiIiINMAkChERERERERGRBphEISIiIiIiIiLSAJMoREREREREREQaYBKFiIiIiIiIiEgDTKIQEREREREREWmASRQiIiIiIiIiIg0wiUJEREREREREpAEmUYiIiIiIiIiINMAkChERERERERGRBphEISIiIiIiIiLSAJMoREREREREREQaYBKFiIiIiIiIiEgDTKIQEREREREREWmASRQiIiIiIiIiIg0wiUJEREREREREpAEmUYiIiIiIiIiINMAkChERERERERGRBphEISIiIiIiIiLSAJMoREREREREREQaYBKFiIiIqJwNGDAAbm5u2g6DiIiIyhmTKERERPTGCA0NhUwmk7709PTg5OSEAQMG4Pbt29oOj/5fTk4OgoODERYWpu1QiIiIypWetgMgIiIielYzZ86Eu7s78vLycOLECYSGhuLIkSO4dOkSDA0NtR0eVq5cCZVKpe0wtCYnJwczZswAAAQEBGg3GCIionLEJAoRERG9cdq2bYs6deoAAAYPHgxra2vMnTsX27dvR1BQkJajA/T19Z9ap6ioCCqVCgYGBq8gohfzusR6//59mJiYaDUGIiJ6t/FxHiIiInrjNW3aFAAQExOjVn758mV069YNlpaWMDQ0RJ06dbB9+3a1OiWPCB06dAjDhg2DlZUVlEol+vXrh3v37qnV3bZtG9q3bw9HR0fI5XJ4eHhg1qxZKC4uVqv36JoocXFxkMlkWLBgARYvXgwPDw/I5XJERkY+dkxFRUWYNWuWVNfNzQ2ff/458vPz1eq5ubkhMDAQe/bsQa1atWBoaIiqVatiy5YtpdpMT0/HuHHj4OLiArlcDk9PT8ydO1dt1syTYi0oKMC0adPg5+cHMzMzmJiYoGnTpjhw4IDa+TY2NgCAGTNmSI9eBQcHS3X279+Ppk2bwsTEBObm5ujUqROioqLUYg0ODoZMJkNkZCR69+4NCwsLNGnSBACQmJiIgQMHwtnZGXK5HA4ODujUqRPi4uIeez2JiIjKA2eiEBER0Ruv5M2zhYWFVBYREYHGjRvDyckJkydPhomJCTZu3IjOnTvjjz/+QJcuXdTaGDVqFMzNzREcHIzo6GiEhITgxo0bCAsLg0wmA/Ag4aJQKDB+/HgoFArs378f06ZNQ2ZmJubPn//UOFevXo28vDwMHToUcrkclpaWj607ePBgrFmzBt26dcOECRNw8uRJzJkzB1FRUdi6data3atXr6JHjx74+OOP0b9/f6xevRrdu3fHrl270KpVKwAPHrHx9/fH7du3MWzYMFSoUAHHjh3DlClTkJCQgMWLFz811szMTKxatQq9evXCkCFDkJWVhZ9++gmtW7fGqVOnUKtWLdjY2CAkJATDhw9Hly5d0LVrVwBAjRo1AAD//PMP2rZti4oVKyI4OBi5ublYtmwZGjdujLNnz5ZakLd79+7w8vLC119/DSEEAOCDDz5AREQERo8eDTc3NyQnJ2Pv3r2Ij4/ngr5ERPRyCSIiIqI3xOrVqwUA8c8//4i7d++Kmzdvis2bNwsbGxshl8vFzZs3pbotWrQQPj4+Ii8vTypTqVSiUaNGwsvLq1Sbfn5+oqCgQCqfN2+eACC2bdsmleXk5JSKadiwYcLY2Fitn/79+wtXV1fpdWxsrAAglEqlSE5Ofuo4w8PDBQAxePBgtfKJEycKAGL//v1SmaurqwAg/vjjD6ksIyNDODg4CF9fX6ls1qxZwsTERFy5ckWtzcmTJwtdXV0RHx//1FiLiopEfn6+Wtm9e/eEnZ2d+Oijj6Syu3fvCgBi+vTppcZWq1YtYWtrK1JTU6Wy8+fPCx0dHdGvXz+pbPr06QKA6NWrV6n+AIj58+eXapuIiOhl4+M8RERE9MZp2bIlbGxs4OLigm7dusHExATbt2+Hs7MzACAtLQ379+9HUFAQsrKykJKSgpSUFKSmpqJ169a4evVqqd18hg4dqraWyfDhw6Gnp4edO3dKZUZGRtK/S9pt2rQpcnJycPny5afG/cEHH0iPujxJSZ/jx49XK58wYQIA4K+//lIrd3R0VJtZU/I40rlz55CYmAgA2LRpE5o2bQoLCwvpeqSkpKBly5YoLi7GoUOHnhqrrq6utC6KSqVCWloaioqKUKdOHZw9e/ap40pISEB4eDgGDBigNgunRo0aaNWqldq1LvHxxx+rvTYyMoKBgQHCwsJKPW5FRET0svFxHiIiInrjLF++HJUqVUJGRgZ+/vlnHDp0CHK5XDp+7do1CCEwdepUTJ06tcw2kpOT4eTkJL328vJSO65QKODg4KC2zkZERAS+/PJL7N+/H5mZmWr1MzIynhq3u7u7JsPDjRs3oKOjA09PT7Vye3t7mJub48aNG2rlnp6e0iNHJSpVqgTgwaNO9vb2uHr1Ki5cuPDYJE5ycrJGsa5ZswYLFy7E5cuXUVhY+ExjK4m7cuXKpY55e3tj9+7dpRaPfbRduVyOuXPnYsKECbCzs0ODBg0QGBiIfv36wd7e/qkxEBERvQgmUYiIiOiNU69ePWl3ns6dO6NJkybo3bs3oqOjoVAopIVSJ06ciNatW5fZxqMJiqdJT0+Hv78/lEolZs6cCQ8PDxgaGuLs2bP47LPPNNrS+OGZLJp4NDHyIlQqFVq1aoVPP/20zOMlSZcSZcX6yy+/YMCAAejcuTMmTZoEW1tb6OrqYs6cOaUW9S0vZcUxbtw4dOjQAX/++Sd2796NqVOnYs6cOdi/fz98fX1fShxEREQAkyhERET0hit5E//ee+/hu+++w+TJk1GxYkUAD7YabtmypUbtXL16Fe+99570Ojs7GwkJCWjXrh0AICwsDKmpqdiyZQuaNWsm1YuNjS3H0Tzg6uoKlUqFq1evwtvbWypPSkpCeno6XF1d1eqXzLx5OOly5coVAJAWWvXw8EB2drbG16MsmzdvRsWKFbFlyxa1vqZPn65W73HJn5K4o6OjSx27fPkyrK2tNd7C2MPDAxMmTMCECRNw9epV1KpVCwsXLsQvv/yi6XCIiIieGddEISIiojdeQEAA6tWrh8WLFyMvLw+2trYICAjADz/8gISEhFL17969W6rsxx9/VHs8JSQkBEVFRWjbti2AB8kaANIOMQBQUFCAFStWlPdwpMTNozvmLFq0CADQvn17tfI7d+6o7diTmZmJtWvXolatWtIjLkFBQTh+/Dh2795dqr/09HQUFRU9Na6yrsHJkydx/PhxtXrGxsZSuw9zcHBArVq1sGbNGrVjly5dwp49e6RxP0lOTg7y8vLUyjw8PGBqalpq+2ciIqLyxpkoRERE9FaYNGkSunfvjtDQUHz88cdYvnw5mjRpAh8fHwwZMgQVK1ZEUlISjh8/jlu3buH8+fNq5xcUFKBFixYICgpCdHQ0VqxYgSZNmqBjx44AgEaNGsHCwgL9+/fHmDFjIJPJsG7dOrWEQnmpWbMm+vfvjx9//FF6jOjUqVNYs2YNOnfurDZjBnjwKM6gQYNw+vRp2NnZ4eeff0ZSUhJWr16tdn22b9+OwMBADBgwAH5+frh//z4uXryIzZs3Iy4uDtbW1k+MKzAwEFu2bEGXLl3Qvn17xMbG4vvvv0fVqlWRnZ0t1TMyMkLVqlXx+++/o1KlSrC0tET16tVRvXp1zJ8/H23btkXDhg0xaNAgaYtjMzMzBAcHP/XaXLlyRfo+Va1aFXp6eti6dSuSkpLQs2fPZ7vQREREz0qrewMRERERPYOS7YhPnz5d6lhxcbHw8PAQHh4eoqioSAghRExMjOjXr5+wt7cX+vr6wsnJSQQGBorNmzeXavPgwYNi6NChwsLCQigUCtGnTx+1bXiFEOLo0aOiQYMGwsjISDg6OopPP/1U7N69WwAQBw4ckOo9bovjZ9mWt7CwUMyYMUO4u7sLfX194eLiIqZMmaK2lbIQD7Y4bt++vdi9e7eoUaOGkMvlokqVKmLTpk2l2szKyhJTpkwRnp6ewsDAQFhbW4tGjRqJBQsWSNs7PylWlUolvv76a+Hq6irkcrnw9fUVO3bsKDVeIYQ4duyY8PPzEwYGBqW2O/7nn39E48aNhZGRkVAqlaJDhw4iMjJS7fySLY7v3r2rVp6SkiJGjhwpqlSpIkxMTISZmZmoX7++2Lhxo8bXloiI6HnJhHgJH58QERERvSFCQ0MxcOBAnD59Wlqs9k3i5uaG6tWrY8eOHdoOhYiI6K3HNVGIiIiIiIiIiDTAJAoRERERERERkQaYRCEiIiIiIiIi0gDXRCEiIiIiIiIi0gBnohARERERERERaYBJFCIiIiIiIiIiDTCJQkRERERERESkAT1tB0DvNpVKhTt37sDU1BQymUzb4RAREREREdFbTgiBrKwsODo6Qkfn2eaWMIlCWnXnzh24uLhoOwwiIiIiIiJ6x9y8eRPOzs7PdA6TKKRVpqamAB7cvEqlUsvREBERERER0dsuMzMTLi4u0vvRZ8EkCmlVySM8SqWSSRQiIiIiIiJ6ZZ5nSQkuLEtEREREREREpAEmUYiIiIiIiIiINMAkChERERERERGRBphEISIiIiIiIiLSAJMoREREREREREQa4O489Fpo8GsD6BrpajsMIiIiIiIiessV5xY/97mciUJEREREREREpAEmUYiIiIiIiIiINMAkChERERERERGRBphEISIiIiIiIiLSAJMoREREREREREQaYBKFiIiIiIiIiEgDTKIQEREREREREWmASRQiIiIiIiIiIg0wiUJEREREREREpAEmUYiIiIiIiIiINMAkChERERERERGRBphEISIiIiIiIiLSAJMoREREREREREQaYBKFiIiIiIiIiEgDTKIQEREREREREWmASRQiIiIiIiIiIg0wiUJEREREREREpAEmUYiIiIiIiIiINMAkChERERERERGRBmRCCKHtIOjdExISgpCQEFy5cgX5+fmADDCwM4DzUGcYVzTWdnhERESvROr+VKTtT0NhSiEAQO4kh20nW5jWMEVRdhGStyYjOyIbhamF0DPVg2ltU9h1tYOusa7URs71HCRtSkJuXC4gA4wrGsMuyA5GFYykOkIIpO5KRVpYGgpTC6Gr0IVlc0vYdrR95WMmIiLSptR/UpGyMwWFaYXw8/PDihUrUK9ePY3Pf6NmooSFhUEmkyE9PV3jcwYMGIDOnTu/tJhedT9vC2dnZ7Rr1w4qlQoAYNbYDAVJBYibF4eizCItR0dERPRq6Fvow767PTyCPeAR7AGFtwLxS+KRdzsPRelFKEovgn0Pe3jO9oTTYCdkX8zG7Z9vS+cX5xXjxsIb0LfSh8c0D1T8oiJ0DHVwY8ENiKL/PidLWJ+AtINpsO9pD685XnAd58oPLYiI6J2TcTIDib8lwrq9NQCgevXqaN26NZKTkzVu441KojRq1AgJCQkwMzPT+JwlS5YgNDT05QX1mntdkzsdOnTAgQMHMGDAAACAYx9H6BjpADrAvUP3tBscERHRK6L0VcK0pink9nLI7eWw62YHHUMd5FzLgaGzISqMrgClrxJyWzkUVRWw+8AOWeFZEMUPEiQFCQUovl8M2y62kDvIYehkCNtOtijKLEJBagEAIO9OHtIOpMF1rCuUvkoY2BjAyM0IiuoKbQ6diIjolUvZnQILfwuYNzIHACxevBjGxsb4+eefNW7jjUqiGBgYwN7eHjKZTONzzMzMYG5u/vKCoudSUFCAM2fOICAgAACQcToDokDApLIJcmJytBscERGRFgiVQPqJdKjyVTD2LHuWSHFuMXSMdCDTffC3kIG9AXQVurh36B5URSqoClS4d+ge5I5yGFgbAACywrNgYGOArPAsRE+MRvSEaNz++TaKsjnzk4iI3h2qIhVy43KhqPrfhwg6Ojpo2bIljh8/rnE7Wk2iBAQEYPTo0Rg3bhwsLCxgZ2eHlStX4v79+xg4cCBMTU3h6emJv//+G0Dpx3lCQ0Nhbm6O3bt3w9vbGwqFAm3atEFCQoLUx6MzMZ61TwAoLi7GoEGD4O7uDiMjI1SuXBlLlix5rjHv2LED5ubmKC4uBgCEh4dDJpNh8uTJUp3Bgwfjww8/BACkpqaiV69ecHJygrGxMXx8fLBhwwa1Njdv3gwfHx8YGRnBysoKLVu2xP379xEcHIw1a9Zg27ZtkMlkkMlkCAsLAwB89tlnqFSpEoyNjVGxYkVMnToVhYWFau1+9dVXsLW1hampKQYPHozJkyejVq1aanVWrVoFb29vGBoaokqVKlixYoVG1yElJUW6rgCQuCERFUZXgNxejqIM/lFHRETvjrybeYgcFomIwRG4s+YOKoyuAEMnw1L1irKKcHf7XVj6W0pluka6cJ/sjozjGYgcEonIYZHIupgF1/GuUqKlILkAhSmFyDidAechznAa7ITcuFzcXH7zlY2RiIhI24qzigEVoGemp1ZuZ2eHxMREjdvR+kyUNWvWwNraGqdOncLo0aMxfPhwdO/eHY0aNcLZs2fx/vvvo2/fvsjJKXt2Qk5ODhYsWIB169bh0KFDiI+Px8SJE8u1T5VKBWdnZ2zatAmRkZGYNm0aPv/8c2zcuPGZx9u0aVNkZWXh3LlzAICDBw/C2tpaSm6UlJXM0MjLy4Ofnx/++usvXLp0CUOHDkXfvn1x6tQpAEBCQgJ69eqFjz76CFFRUQgLC0PXrl0hhMDEiRMRFBQkJZYSEhLQqFEjAICpqSlCQ0MRGRmJJUuWYOXKlfj222+lGNavX4/Zs2dj7ty5OHPmDCpUqICQkBC1saxfvx7Tpk3D7NmzERUVha+//hpTp07FmjVrHjv+/Px8ZGZmIisrCwCwaNEiAIBFMwvcWnWLn4oREdE7x8DBAB4zPeAxzQOWzS1xa9Ut5N3OU6tTnFuMG9/egNxRDtvO/y0GqypQ4fbPt2HsZYyKUyui4hcVYehsiBvf3oCq4MG6YxCAKBJwHuoMk8omUHgr4PSRE+5H3Ud+Qv6rHCoREdEbT6u78wQEBKC4uBiHDx8G8GDGh5mZGbp27Yq1a9cCABITE+Hg4IDjx48jLy8P7733Hu7duwdzc3OEhoZi4MCBuHbtGjw8PAAAK1aswMyZM6VM0oABA5Ceno4///zzufps0KBBmbGPGjUKiYmJ2Lx5c5n9PImfnx969eqFiRMnokuXLqhbty5mzJiB1NRUZGRkwNnZGVeuXIGXl1eZ5wcGBqJKlSpYsGABzp49Cz8/P8TFxcHV1bVUXU3jWrBgAX777Tf8+++/AIAGDRqgTp06+O6776Q6TZo0QXZ2NsLDwwEAnp6emDVrFnr16iXV+eqrr7Bz504cO3aszH6Cg4MxY8aMUuXeId6IXxaPwtRCyB3lcB1beixERETvgth5sTCwNYDTACcADxIocQvjoGOgA9dxrtAx+O8zsLSDaUj6IwlVFleBTOfBzBNVkQpRI6Lg9JETzBuYI2lrEu7uuIvqP1WXzlMVqBA5NBJuE924NgoREb0TVEUP/u+rMLICTKqaIGp4FDIyMjB69Gikp6dj27ZtGrWj9ZkoNWrUkP6tq6sLKysr+Pj4SGV2dnYA8NjVco2NjaUECgA4ODg8dWXd5+lz+fLl8PPzg42NDRQKBX788UfEx8drMsRS/P39ERYWBiEEDh8+jK5du8Lb2xtHjhzBwYMH4ejoKCVQiouLMWvWLPj4+MDS0hIKhQK7d++W+q5ZsyZa/F979x6X4/3/Afx1dz7eJZ3pRCSHCEMzakQxWw4b29owhNFi2LA572s2X2emGb6Fr9MOzGYb0pRT5JSiVqTkEDlVKp3uPr8/+nV93SruUt3R6/l49Hi4r+vzua73dd2f675d7/vz+Vy9e6Ndu3Z45513sH79ejx48OyJWXfu3Inu3bvD2toaRkZGmDVrltLxJCYmlnvM0+Ovc3NzkZycjNGjR8PIyEj6+9e//oXk5ORK9ztz5kxkZWUhKysLnTp1kiaWBUrHghc9KIJBcz4tgIiIGjABiKLS37gUjxRIXZIKmaYMDpOUEygAIApF6Vxxj00XVzaEF///M5lBCwNAARRk/K/XScGt0n9rm2vX7rEQERHVExpaGtB31EdOfI60rKSkBOHh4fDw8FB9O7URXFVoayt/ectkMqVlZZPIlj0KV5X6z+pcU9V97tixA9OmTcPo0aNx4MABxMTE4KOPPkJhYeFT91MZLy8vHD16FOfPn4e2tjZatWoFLy8vREREIDIyEp6enlLZf//731i5ciWmT5+OQ4cOISYmBj4+PtK+NTU1ERYWhr/++gutW7fG6tWr4eLigpSUlEr3HxUVBX9/f/Tv3x979+7FuXPn8OWXX1bpeHJyShve+vXrERMTI/1duHABJ06cqLSerq4u5HI5Fi1ahAEDBmDbtm0AgJv/vYm8f/Igk8nQqEcjleMgIiJ6kd366RZyE3NReKcQ+dfyS1//kwtTD9PSBMq/U1FSUIImo5tA8UiBoswiFGUWQZSU/l/HqI0RFLkKpG9JR/7NfOTfyMf1DdcBDcDQ1bC0TGsj6Dno4cbGG3h09REepT7CzdCbMGxjCF1rXXUePhERUZ0y9zHHg8gHyIzKBAB8+umn0vyoqtJ6dhE6duwYXn31VUyYMEFa9rTeFs9SNi/K8uXLpYSJl5cXvvnmGzx48ABTp05V2refn5800WxJSQmSkpLQunVrqYxMJkP37t3RvXt3zJkzBw4ODti9ezemTJkCHR0daRLbMsePH4eDgwO+/PJLadnVq1eVyri4uODUqVMYPny4tOzUqVPSv62srGBra4srV67A39+/yucgIyMD4eHhUmxZx7OgY62DpgFNy030Q0RE9LIqzi7G9R+uozirGBr6GtCz04Pj1NIhNjkJOXh05REA4NLnl5Tqtfx3S+hY6JQOgZ3sgIw9Gbjy1RXINGTQsy/dhrZp6Q9EMg0ZHCY7IP2/6UhZlAINHQ0YuRnB+l3rOj9eIiIidTLpalI6UfveOwCAuLg47Nu3TxqNogreraqgRYsW2Lx5M/bv3w8nJyds2bIFp06dgpOTU7W216hRI7i5uWHr1q3SnCM9e/bE0KFDUVRUpNQTpUWLFvj5559x/PhxNGrUCMuWLcPt27elJMrJkycRHh6Ovn37wtLSEidPnsSdO3fg6uoKAHB0dMT+/fuRmJiIxo0bw8TEBC1atEBaWhp27NiBV155BX/88Qd2796tFOMnn3yCgIAAdO7cGa+++ip27tyJ2NhYNGvWTCozf/58BAUFwcTEBL6+vigoKMDp06fx4MEDTJky5annYOPGjQCA7OxsmJiYwHWtKzT1Nat1PomIiF5UTUc3rXSdkasR2oa2rXS9VK6t0TPnNdFupA37T+yrHB8REdHLprF3Y5h2N0XCxwn4+++/IZfLq1Rf7cN5XgTjxo3D4MGDMWzYMHTt2hX37t1T6pVSHZ6enlAoFNJTeMzMzNC6dWtYW1vDxcVFKjdr1ix07NgRPj4+8PLygrW1tdIjm+VyOQ4fPoz+/fujZcuWmDVrFpYuXYp+/foBAAICAuDi4oLOnTvDwsICx44dw1tvvYVPP/0UgYGB6NChA44fP47Zs2crxefv74+ZM2di2rRp6NixI1JSUjBy5Ejo6f3vkYtjxozBhg0bEBISgnbt2sHT0xOhoaHVTi4RERERERER1WdqfToPvVj69OkDa2trbNmypca2KfVECWZPFCIiIiIiIqp9ikcK6ek8Ve2JwuE8VKG8vDx8//338PHxgaamJrZv346DBw8iLCxM3aERERERERERqQWTKDUsLS1NadLXJ8XHx8Pevv6PSZbJZPjzzz+xcOFC5Ofnw8XFBb/88gu8vb3VHRoRERERERGRWjCJUsNsbW0RExPz1PUvAn19fRw8eFDdYRARERERERHVG0yi1DAtLS04OzurOwwiIiIiIiIiqmF8Og8RERERERERkQqYRCEiIiIiIiIiUgGTKEREREREREREKmAShYiIiIiIiIhIBUyiEBERERERERGpgEkUIiIiIiIiIiIVMIlCRERERERERKQCJlGIiIiIiIiIiFTAJAoRERERERERkQqYRCEiIiIiIiIiUgGTKEREREREREREKmAShYiIiIiIiIhIBUyiEBERERERERGpoMpJlOLiYmzevBm3b9+ujXiIiIiIiIiIiOqlKidRtLS0MH78eOTn59dGPERERERERERE9VK1hvN06dIFMTExNRwKEREREREREVH9pVWdShMmTMCUKVNw7do1dOrUCYaGhkrr3dzcaiQ4ajhOvH8Ccrlc3WEQERERERHRSy47OxsmH5tUq65MCCGqWklDo3wHFplMBiEEZDIZFApFtYKhhic7OxsmJibIyspiEoWIiIiIiIhq3fPch1arJ0pKSkp1qhERERERERERvbCqlURxcHCo6TiIiIiIiIiIiOq1aiVRACA5ORkrVqxAQkICAKB169aYNGkSmjdvXmPBERERERERERHVF9V6Os/+/fvRunVrREdHw83NDW5ubjh58iTatGmDsLCwmo6RiIiIiIiIiEjtqjWxrLu7O3x8fPDNN98oLZ8xYwYOHDiAs2fP1liA9HLjxLJERERERERUl57nPrRaPVESEhIwevTocstHjRqF+Pj46mySiIiIiIiIiKheq1YSxcLCAjExMeWWx8TEwNLS8nljIiIiIiIiIiKqd6o1sWxAQADGjh2LK1eu4NVXXwUAHDt2DN9++y2mTJlSowESEREREREREdUH1ZoTRQiBFStWYOnSpbh58yYAwNbWFp999hmCgoIgk8lqPFB6OXFOFCIiIiIiIqpLz3MfWq0kyuMePnwIADA2Nn6ezVADxSQKERERERER1aU6n1i2V69eyMzMBFCaPClLoGRnZ6NXr17V2SQRERERERERUb1WrSRKREQECgsLyy3Pz8/HkSNHnjsoIiIiIiIiIqL6pkoTy8bGxkr/jo+Px61bt6TXCoUC+/btQ5MmTWouOiIiIiIiIiKieqJKSZQOHTpAJpNBJpNVOGxHX18fq1evrrHgiIiIiIiIiIjqiyolUVJSUiCEQLNmzRAdHQ0LCwtpnY6ODiwtLaGpqVnjQRIRERERERERqVuVkigODg4AgJKSkloJhoiIiIiIiIiovqpSEuVJ8fHxSEtLKzfJ7FtvvfVcQRERERERERER1TfVSqJcuXIFgwYNQlxcHGQyGYQQAACZTAagdJJZIiIiIiIiIqKXSbUecTxp0iQ4OTkhIyMDBgYGuHjxIg4fPozOnTsjIiKihkMkIiIiIiIiIlK/avVEiYqKwt9//w1zc3NoaGhAQ0MDr732GhYtWoSgoCCcO3eupuMkIiIiIiIiIlKravVEUSgUMDY2BgCYm5vj5s2bAEonnk1MTKy56IiIiIiIiIiI6olq9URp27Ytzp8/DycnJ3Tt2hWLFy+Gjo4OfvjhBzRr1qymYyQiIiIiIiIiUrtqJVFmzZqF3NxcAMCCBQswYMAA9OjRA40bN8bOnTtrNEAiIiIiIiIiovpAJsoerfOc7t+/j0aNGklP6CFSRXZ2NkxMTJCVlQW5XK7ucIiIiIiIiOgl9zz3oVWeE6WoqAhaWlq4cOGC0nIzMzMmUIiIiIiIiIjopVXlJIq2tjbs7e2hUChqIx4iIiIiIiIionqpWk/n+fLLL/HFF1/g/v37NR0PEREREREREVG9VK2JZdesWYPLly/D1tYWDg4OMDQ0VFp/9uzZGgmOiIiIiIiIiKi+qFYSZeDAgTUcBhERERERERFR/VZjT+chqg4+nYeIiIiIiIjqUp0+nadMZmYmNmzYgJkzZ0pzo5w9exY3btyo7iaJiIiIiIiIiOqtag3niY2Nhbe3N0xMTJCamoqAgACYmZlh165dSEtLw+bNm2s6TiIiIiIiIiIitapWT5QpU6Zg5MiRuHTpEvT09KTl/fv3x+HDh2ssOCIiIiIiIiKi+qJaSZRTp05h3Lhx5ZY3adIEt27deu6giIiIiIiIiIjqm2olUXR1dZGdnV1ueVJSEiwsLJ47KCIiIiIiIiKi+qZaSZS33noLCxYsQFFREQBAJpMhLS0N06dPx5AhQ2o0QCIiIiIiIiKi+qBaSZSlS5ciJycHlpaWePToETw9PeHs7AxjY2MsXLiwpmMkIiIiIiIiIlK7aj2dx8TEBGFhYTh69ChiY2ORk5ODjh07wtvbu6bjIyIiIiIiIiKqF2RCCKHuIKjhys7OhomJCbKysiCXy9UdDhEREREREb3knuc+tFrDeQAgPDwcAwYMQPPmzdG8eXMMGDAABw8erO7miIiIiIiIiIjqtWolUdauXQtfX18YGxtj0qRJmDRpEuRyOfr374/vvvuupmMkIiIiIiIiIlK7ag3nadq0KWbMmIHAwECl5d999x2+/vpr3Lhxo8YCpJcbh/MQERERERFRXarz4TyZmZnw9fUtt7xv377IysqqziaJiIiIiIiIiOq1aiVR3nrrLezevbvc8j179mDAgAHPHRQRERERERERUX1TrUcct27dGgsXLkRERAQ8PDwAACdOnMCxY8cwdepUrFq1SiobFBRUM5ESEREREREREalRteZEcXJyUm3jMhmuXLlS5aCo4eCcKERERERERFSXnuc+tFo9UVJSUgAAd+/eBQCYm5tXZzNERERERERERC+MKs+JkpmZiYkTJ8Lc3BxWVlawsrKCubk5AgMDkZmZWQshEhERERERERGpX5V6oty/fx8eHh64ceMG/P394erqCgCIj49HaGgowsPDcfz4cTRq1KhWgiUiIiIiIiIiUpcqJVEWLFgAHR0dJCcnw8rKqty6vn37YsGCBVi+fHmNBklEREREREREpG5VGs7z66+/YsmSJeUSKABgbW2NxYsXV/joYyIiIiIiIiKiF12VeqKkp6ejTZs2la5v27Ytbt269dxBUcPTbVs3aOprqlT2x0XFtRwNERFRw+P6T4K6QyAiIqr3qtQTxdzcHKmpqZWuT0lJgZmZ2fPGRERERERERERU71QpieLj44Mvv/wShYWF5dYVFBRg9uzZ8PX1rbHgiIiIiIiIiIjqiypPLNu5c2e0aNECEydORKtWrSCEQEJCAtauXYuCggJs2bKltmIlIiIiIiIiIlKbKiVRmjZtiqioKEyYMAEzZ86EEAIAIJPJ0KdPH6xZswZ2dna1EigRERERERERkTpVKYkCAE5OTvjrr7/w4MEDXLp0CQDg7OzMuVCIiIiIiIiI6KVW5SRKmUaNGqFLly41GQsRERERERERUb1VpYlliYiIiIiIiIgaKiZRiIiIiIiIiIhUwCQKEREREREREZEKmEQhIiIiIiIiIlIBkyhERERERERERCpgEoWIiIiIiIiISAVMohARERERERERqYBJFCIiIiIiIiIiFTCJQkRERERERESkAiZRiIiIiIiIiIhUwCQKEREREREREZEKmEQhIiIiIiIiIlIBkyhERERERERERCrQUncA1DAFBwcjODgYSUlJAICECQnQNNSEIkeBxn0aw8bfBgBwP+I+MqMykX81HyX5JXD9zlWdYRM1OKfz8vCf+/dwMb8AdxTFWGXbBN7GxkplkgsKsOzOHZx6lAeFEGiuq4sVtk1gq60tlYl59Agr795B7KNH0JDJ0EpXF+ub2kFPQwPRebkYee1ahfvfae+Advr6tXqMRERERESqYk8UNQgNDYWpqWmNbCsiIgIymQyZmZk1sr260rRpU/Tv3x8lJSUAAEM3QyhyFIAMKCkskcqVFJTAuJ0xLAZYqCtUogYtr6QELrp6mG1lVeH6tMJCfJB2FU46Ogi1s8duRyeMb9wYujKZVCbm0SOMvX4NrxoYYoeDI350cMD7po2kL6AO+gaIbO6s9Pe2iQmaamujrZ5eHRwlEREREZFqmER5wb366qtIT0+HiYmJWuOoajLnzTffxKFDhzBy5EgAQFF6EWS6MkAGFNwokMqZ+5jDYoAF9Jvzl2gidehpZIRJFhblep+UWXn3DnoaGWGapSVa6+nBXkcHvYyM0Vjrfx0dv8m4jQ8aNUJA48ZooasLJx1d9JPLoaNR+hWkI5PBQktL+jPV1MTfOTkYJDeB7LFkDBERERGRujGJUonCwkJ1h6ASHR0dWFtbq/VGo6ioqMp1CgsLcebMGXh5eQEAtC20AQWgaaCJoqyqb4+I6l6JEIjMyYWjtg4Crl3Da5cvYdjVVBx8+FAqc6+4GLH5+TDT1MT7V6+ix+VLGJ52FWfy8ird7qGch8hUKDBIzclhIiIiIqInNZgkysOHD+Hv7w9DQ0PY2Nhg+fLl8PLywuTJkwEAjo6O+OqrrzB8+HDI5XKMHTsWAHD06FH06NED+vr6sLOzQ1BQEHJzc6XtFhQUYNq0aWjSpAkMDQ3RtWtXREREKO07NDQU9vb2MDAwwKBBg3Dv3j1pXWpqKjQ0NHD69GmlOitWrICDg4M03KUyT/YAKRsqtH//fri6usLIyAi+vr5IT09XqtOlSxcYGhrC1NQU3bt3x9WrV6X1e/bsQceOHaGnp4dmzZph/vz5KC4ultbLZDIEBwfjrbfegqGhIQICAvD6668DABo1agSZTCb1MKnM3bt3oVAopHJ5yXmw/8QeMh0ZSgqefsxEVD/cUyiQJ0qw4f49vGZoiPVN7eBtZIxJN2/g1P8nSa7/f5L1u7t38bapCdY1tUNrPT2Mun4NqZUkq3/JykJ3Q0NYPzanChERERFRfdBgkihTpkzBsWPH8NtvvyEsLAxHjhzB2bNnlcosWbIE7du3x7lz5zB79mwkJyfD19cXQ4YMQWxsLHbu3ImjR48iMDBQqhMYGIioqCjs2LEDsbGxeOedd+Dr64tLly4BAE6ePInRo0cjMDAQMTExeP311/Gvf/1Lqu/o6Ahvb2+EhIQoxRISEoKRI0dCQ6Pqb1FeXh6WLFmCLVu24PDhw0hLS8O0adMAAMXFxRg4cCA8PT0RGxuLqKgojB07VurJcuTIEQwfPhyTJk1CfHw81q1bh9DQUCxcuFBpH/PmzcOgQYMQFxeH+fPn45dffgEAJCYmIj09HStXrqwwtoKCAmRnZ+Ph//9Srff/8x2YeZrh+obrEApR5eMlIvUQKL1eexkZY4SZGVz19BDQuDG8DI2wM/MBAKDk/8sMNW2EwSamaK2nhxmWVnDS1sGurMxy27xVVIRjubkYwl4oRERERFQPNYin8zx8+BCbNm3Ctm3b0Lt3bwClSQpbW1ulcr169cLUqVOl12PGjIG/v7/UW6VFixZYtWoVPD09ERwcjIyMDISEhCAtLU3a1rRp07Bv3z6EhITg66+/xsqVK+Hr64vPP/8cANCyZUscP34c+/btU9rP+PHjsWzZMujq6uLs2bOIi4vDnj17qnW8RUVF+P7779G8eXMApYmeBQsWAACys7ORlZWFAQMGSOtdXf/3xJv58+djxowZGDFiBACgWbNm+Oqrr/D5559j7ty5Urn3338fH330kfQ6JSUFAGBpafnUSXMXLVqE+fPnS6/Lkin3wu4Bj3VAuTDqAtpsaAOZBudDIKqvTDW1oAWgua6O0vJmujo4m/cIAGChWfo101ynfJn0omI8aXdWFkw1NfG6UcVzsBARERERqVOD6Ily5coVFBUVoUuXLtIyExMTuLi4KJXr3Lmz0uvz588jNDQURkZG0p+Pjw9KSkqQkpKCuLg4KBQKtGzZUqlMZGQkkpOTAQAJCQno2rWr0nY9PDyUXg8cOBCamprYvXs3gNIhOa+//jocHR2rdbwGBgZSggQAbGxskJGRAQAwMzPDyJEj4ePjgzfffBMrV65UGupz/vx5LFiwQOl4AgICkJ6ejrzH5jB48lypaubMmcjKykJWVhY6dOgAPz8/AIDTF07Qc9IDZICevR6cFzgzgUJUz+nIZGirp4+UJ4blpBYWSo83bqKtDUstLaQWVV6mjBACu7Oz8JbcBNqcUJaIiIiI6qEG0RNFVYaGhkqvc3JyMG7cOAQFBZUra29vj9jYWGhqauLMmTPQ1NRUWm9kZKTyfnV0dDB8+HCEhIRg8ODB2LZtW6XDYVSh/cSNiUwmgxD/GyYTEhKCoKAg7Nu3Dzt37sSsWbMQFhaGbt26IScnB/Pnz8fgwYPLbVfvsUeNPnmuVKWrqwtdXV3MnDkTfn5+WLRoEQDg/qH7yE/JB2SAvpM+9JqW7qsoswjFWcUozCi9Acu/no+EfAEbbW2YPnHOiajm5ZaUIO2xJMmNoiIk5OfDRFMTttraGGVmhik3b6CzvgG6GBjgaG4uInJyEGpnD6D082dUIzOsuXcXLrq6aKWrhz3ZWUgpLMQKW+UhOyfy8nC9qAhvcygPEREREdVTDSKJ0qxZM2hra+PUqVOwty/9j31WVhaSkpLQs2fPSut17NgR8fHxcHZ2rnC9u7s7FAoFMjIy0KNHjwrLuLq64uTJk0rLTpw4Ua7cmDFj0LZtW6xduxbFxcUVJjFqkru7O9zd3TFz5kx4eHhg27Zt6NatGzp27IjExMRKj7kyOv/fVV+hUKhUPiMjA+Hh4VL5rONZ0LHWgYauBjR0/tdB6v6h+7iz5470OmVRCoYAWGhtjUEmplWKkYiq7mL+I4y8dk16/e2d0l5tA+VyfG1jC29jY8y1tsb6e/fwdcZtOOroYIVtE3QyMJDqDDczQ4EQ+DYjA1kKBVx09bChqR3snxjisysrC+56+mimq1s3B0dEREREVEUNIolibGyMESNG4LPPPoOZmRksLS0xd+5caGhoPPXRwNOnT0e3bt0QGBiIMWPGwNDQEPHx8QgLC8OaNWvQsmVL+Pv7Y/jw4Vi6dCnc3d1x584dhIeHw83NDW+88QaCgoLQvXt3LFmyBH5+fti/f7/SfChlXF1d0a1bN0yfPh2jRo2Cvr5+rZyLlJQU/PDDD3jrrbdga2uLxMREXLp0CcOHDwcAzJkzBwMGDIC9vT3efvttaGho4Pz587hw4YLShLhPcnBwgEwmw969e9G/f3/o6+s/tTfOxo0bAZTO0WJiYgLXta7Q1C/fs8RqkBWsBlkpLftxUfl5FIiodnQxMES8S6unlhliYoohz0hqBjRujIDGjZ9a5t9PzFNFRERERFTfNIg5UQBg2bJl8PDwwIABA+Dt7Y3u3bvD1dVVaYjKk9zc3BAZGYmkpCT06NED7u7umDNnjtKEtCEhIRg+fDimTp0KFxcXDBw4UKnHS7du3bB+/XqsXLkS7du3x4EDBzBr1qwK9zd69GgUFhZi1KhRNXvwjzEwMMA///yDIUOGoGXLlhg7diwmTpyIcePGAQB8fHywd+9eHDhwAK+88gq6deuG5cuXw8HB4anbbdKkiTQprZWVldITjIiIiIiIiIheBjLx+GQZDUhubi6aNGmCpUuXYvTo0eoOBwDw1Vdf4aeffkJsbKy6Q6kzUk+U4Ip7olSEPVGIiIhqnus/CeoOgYiIqE6U3YdmZWVBLpdXqW6DGM4DAOfOncM///yDLl26ICsrS3rkb9nTYdQpJycHqampWLNmzVOHzBARERERERGR+jSY4TwAsGTJErRv3x7e3t7Izc3FkSNHYG5uru6wEBgYiE6dOsHLy6vcUJ7x48crPW748b/x48erKWIiIiIiIiKihqfBDud5UWRkZCA7O7vCdXK5HJaWlnUcUc3icB4iIqL6gcN5iIiooeBwnpeYpaXlC58oISIiIiIiInoZNKjhPERERERERERE1cUkChERERERERGRCphEISIiIiIiIiJSAZMoREREREREREQqYBKFiIiIiIiIiEgFTKIQEREREREREamASRQiIiIiIiIiIhUwiUJEREREREREpAImUYiIiIiIiIiIVMAkChERERERERGRCphEISIiIiIiIiJSAZMoREREREREREQqYBKFiIiIiIiIiEgFTKIQEREREREREamASRQiIiIiIiIiIhUwiUJEREREREREpAItdQdABAAn3j8BuVyuWuERtRsLERERERERUUXYE4WIiIiIiIiISAVMohARERERERERqYBJFCIiIiIiIiIiFTCJQkRERERERESkAiZRiIiIiIiIiIhUwCQKEREREREREZEK+IhjUishBAAgOztbzZEQERERERFRQ1B2/1l2P1oVTKKQWt27dw8AYGdnp+ZIiIiIiIiIqCF5+PAhTExMqlSHSRRSKzMzMwBAWlpalRsvNUzZ2dmws7PDtWvXIJfL1R0OvSDYbqiq2GaoqthmqDrYbqiq2GZqhhACDx8+hK2tbZXrMolCaqWhUTotj4mJCT8EqErkcjnbDFUZ2w1VFdsMVRXbDFUH2w1VFdvM86vuj/icWJaIiIiIiIiISAVMohARERERERERqYBJFFIrXV1dzJ07F7q6uuoOhV4QbDNUHWw3VFVsM1RVbDNUHWw3VFVsM+onE9V5pg8RERERERERUQPDnihERERERERERCpgEoWIiIiIiIiISAVMohARERERERERqYBJFCIiIiIiIiIiFTCJQmrz3XffwdHREXp6eujatSuio6PVHRKpybx58yCTyZT+WrVqJa3Pz8/HxIkT0bhxYxgZGWHIkCG4ffu20jbS0tLwxhtvwMDAAJaWlvjss89QXFxc14dCtejw4cN48803YWtrC5lMhl9//VVpvRACc+bMgY2NDfT19eHt7Y1Lly4plbl//z78/f0hl8thamqK0aNHIycnR6lMbGwsevToAT09PdjZ2WHx4sW1fWhUS57VZkaOHFnus8fX11epDNtMw7Jo0SK88sorMDY2hqWlJQYOHIjExESlMjX1nRQREYGOHTtCV1cXzs7OCA0Nre3Do1qgSpvx8vIq91kzfvx4pTJsMw1LcHAw3NzcIJfLIZfL4eHhgb/++ktaz8+Z+o1JFFKLnTt3YsqUKZg7dy7Onj2L9u3bw8fHBxkZGeoOjdSkTZs2SE9Pl/6OHj0qrfv000/x+++/46effkJkZCRu3ryJwYMHS+sVCgXeeOMNFBYW4vjx49i0aRNCQ0MxZ84cdRwK1ZLc3Fy0b98e3333XYXrFy9ejFWrVuH777/HyZMnYWhoCB8fH+Tn50tl/P39cfHiRYSFhWHv3r04fPgwxo4dK63Pzs5G37594eDggDNnzuDf//435s2bhx9++KHWj49q3rPaDAD4+voqffZs375daT3bTMMSGRmJiRMn4sSJEwgLC0NRURH69u2L3NxcqUxNfCelpKTgjTfewOuvv46YmBhMnjwZY8aMwf79++v0eOn5qdJmACAgIEDps+bxZCvbTMPTtGlTfPPNNzhz5gxOnz6NXr16wc/PDxcvXgTAz5l6TxCpQZcuXcTEiROl1wqFQtja2opFixapMSpSl7lz54r27dtXuC4zM1Noa2uLn376SVqWkJAgAIioqCghhBB//vmn0NDQELdu3ZLKBAcHC7lcLgoKCmo1dlIPAGL37t3S65KSEmFtbS3+/e9/S8syMzOFrq6u2L59uxBCiPj4eAFAnDp1Sirz119/CZlMJm7cuCGEEGLt2rWiUaNGSu1m+vTpwsXFpZaPiGrbk21GCCFGjBgh/Pz8Kq3DNkMZGRkCgIiMjBRC1Nx30ueffy7atGmjtK9hw4YJHx+f2j4kqmVPthkhhPD09BSTJk2qtA7bDAkhRKNGjcSGDRv4OfMCYE8UqnOFhYU4c+YMvL29pWUaGhrw9vZGVFSUGiMjdbp06RJsbW3RrFkz+Pv7Iy0tDQBw5swZFBUVKbWXVq1awd7eXmovUVFRaNeuHaysrKQyPj4+yM7OljL69HJLSUnBrVu3lNqJiYkJunbtqtROTE1N0blzZ6mMt7c3NDQ0cPLkSalMz549oaOjI5Xx8fFBYmIiHjx4UEdHQ3UpIiIClpaWcHFxwccff4x79+5J69hmKCsrCwBgZmYGoOa+k6KiopS2UVaG/w968T3ZZsps3boV5ubmaNu2LWbOnIm8vDxpHdtMw6ZQKLBjxw7k5ubCw8ODnzMvAC11B0ANz927d6FQKJQuegCwsrLCP//8o6aoSJ26du2K0NBQuLi4ID09HfPnz0ePHj1w4cIF3Lp1Czo6OjA1NVWqY2VlhVu3bgEAbt26VWF7KltHL7+y97midvB4O7G0tFRar6WlBTMzM6UyTk5O5bZRtq5Ro0a1Ej+ph6+vLwYPHgwnJyckJyfjiy++QL9+/RAVFQVNTU22mQaupKQEkydPRvfu3dG2bVsAqLHvpMrKZGdn49GjR9DX16+NQ6JaVlGbAYD3338fDg4OsLW1RWxsLKZPn47ExETs2rULANtMQxUXFwcPDw/k5+fDyMgIu3fvRuvWrRETE8PPmXqOSRQiUrt+/fpJ/3Zzc0PXrl3h4OCAH3/8kR/wRFRr3n33Xenf7dq1g5ubG5o3b46IiAj07t1bjZFRfTBx4kRcuHBBaY4uoqeprM08Po9Su3btYGNjg969eyM5ORnNmzev6zCpnnBxcUFMTAyysrLw888/Y8SIEYiMjFR3WKQCDuehOmdubg5NTc1yM0zfvn0b1tbWaoqK6hNTU1O0bNkSly9fhrW1NQoLC5GZmalU5vH2Ym1tXWF7KltHL7+y9/lpnyvW1tblJq8uLi7G/fv32ZYIANCsWTOYm5vj8uXLANhmGrLAwEDs3bsXhw4dQtOmTaXlNfWdVFkZuVzOHw9eUJW1mYp07doVAJQ+a9hmGh4dHR04OzujU6dOWLRoEdq3b4+VK1fyc+YFwCQK1TkdHR106tQJ4eHh0rKSkhKEh4fDw8NDjZFRfZGTk4Pk5GTY2NigU6dO0NbWVmoviYmJSEtLk9qLh4cH4uLilG52wsLCIJfL0bp16zqPn+qek5MTrK2tldpJdnY2Tp48qdROMjMzcebMGanM33//jZKSEuk/tB4eHjh8+DCKioqkMmFhYXBxceGwjAbg+vXruHfvHmxsbACwzTREQggEBgZi9+7d+Pvvv8sN1aqp7yQPDw+lbZSV4f+DXjzPajMViYmJAQClzxq2GSopKUFBQQE/Z14E6p7ZlhqmHTt2CF1dXREaGiri4+PF2LFjhampqdIM09RwTJ06VURERIiUlBRx7Ngx4e3tLczNzUVGRoYQQojx48cLe3t78ffff4vTp08LDw8P4eHhIdUvLi4Wbdu2FX379hUxMTFi3759wsLCQsycOVNdh0S14OHDh+LcuXPi3LlzAoBYtmyZOHfunLh69aoQQohvvvlGmJqaij179ojY2Fjh5+cnnJycxKNHj6Rt+Pr6Cnd3d3Hy5Elx9OhR0aJFC/Hee+9J6zMzM4WVlZX48MMPxYULF8SOHTuEgYGBWLduXZ0fLz2/p7WZhw8fimnTpomoqCiRkpIiDh48KDp27ChatGgh8vPzpW2wzTQsH3/8sTAxMREREREiPT1d+svLy5PK1MR30pUrV4SBgYH47LPPREJCgvjuu++Epqam2LdvX50eLz2/Z7WZy5cviwULFojTp0+LlJQUsWfPHtGsWTPRs2dPaRtsMw3PjBkzRGRkpEhJSRGxsbFixowZQiaTiQMHDggh+DlT3zGJQmqzevVqYW9vL3R0dESXLl3EiRMn1B0SqcmwYcOEjY2N0NHREU2aNBHDhg0Tly9fltY/evRITJgwQTRq1EgYGBiIQYMGifT0dKVtpKamin79+gl9fX1hbm4upk6dKoqKiur6UKgWHTp0SAAo9zdixAghROljjmfPni2srKyErq6u6N27t0hMTFTaxr1798R7770njIyMhFwuFx999JF4+PChUpnz58+L1157Tejq6oomTZqIb775pq4OkWrY09pMXl6e6Nu3r7CwsBDa2trCwcFBBAQElEvms800LBW1FwAiJCREKlNT30mHDh0SHTp0EDo6OqJZs2ZK+6AXx7PaTFpamujZs6cwMzMTurq6wtnZWXz22WciKytLaTtsMw3LqFGjhIODg9DR0REWFhaid+/eUgJFCH7O1HcyIYSou34vREREREREREQvJs6JQkRERERERESkAiZRiIiIiIiIiIhUwCQKEREREREREZEKmEQhIiIiIiIiIlIBkyhERERERERERCpgEoWIiIiIiIiISAVMohARERERERERqYBJFCIiojrg6OiIFStWqDsMlb1o8VLtkMlk+PXXX2t8u6mpqZDJZIiJiam0TG21wdDQUJiamj61zMiRIzFw4MAa33dDEx4eDldXVygUimrVf/fdd7F06dIajoqI6PkwiUJERC+VJ29+vLy8MHny5Drbf2U3aKdOncLYsWPrLA6qW7WVbKhPVEl81KSauGaqm4hZuXIlQkNDn2vfz+tlaFOff/45Zs2aBU1NzQrXt2nTBgcOHAAA9O3bF5s3b1ZaP2vWLCxcuBBZWVm1HisRkaqYRCEiIlJBYWHhc9W3sLCAgYFBDUXzYnrec1jXFAoFSkpK6nSfRUVFKpV70c5ldajzmjExMXlmbxV6uqNHjyI5ORlDhgypcH1mZiaSkpLQrVs3KBQKREVFoXv37kpl2rZti+bNm+O///1vXYRMRKQSJlGIiOilNXLkSERGRmLlypWQyWSQyWRITU0FAFy4cAH9+vWDkZERrKys8OGHH+Lu3btSXS8vLwQGBmLy5MkwNzeHj48PAGDZsmVo164dDA0NYWdnhwkTJiAnJwcAEBERgY8++ghZWVnS/ubNmweg/C/iaWlp8PPzg5GREeRyOYYOHYrbt29L6+fNm4cOHTpgy5YtcHR0hImJCd599108fPhQKvPzzz+jXbt20NfXR+PGjeHt7Y3c3NwKz0Xnzp2xZMkS6fXAgQOhra0txX79+nXIZDJcvnxZKpOXl4dRo0bB2NgY9vb2+OGHH5S2ee3aNQwdOhSmpqYwMzODn5+fdH7Lzv/AgQOxcOFC2NrawsXFRaV6FYmMjESXLl2gq6sLGxsbzJgxA8XFxeXer8DAQJiYmMDc3ByzZ8+GEEIqU1BQgGnTpqFJkyYwNDRE165dERERIa0v60X022+/oXXr1tDV1UVaWhpOnTqFPn36wNzcHCYmJvD09MTZs2eleo6OjgCAQYMGQSaTSa8BIDg4GM2bN4eOjg5cXFywZcsWpeOSyWQIDg7GW2+9BUNDQyxcuLDC43d0dMRXX32F4cOHQy6XSz00jh49ih49ekBfXx92dnYICgpSagNr165FixYtoKenBysrK7z99ttK23yyl0aHDh2kNvskJycnAIC7uztkMhm8vLykdRs2bICrqyv09PTQqlUrrF27VqludHQ03N3doaenh86dO+PcuXMV7uPJY348PplMhg0bNmDQoEEwMDBAixYt8Ntvv1Va38vLC1evXsWnn34qXY+P279/P1xdXWFkZARfX1+kp6dL657s0VaVaw14dnt91rl/Wpv6/fff8corr0BPTw/m5uYYNGiQtO7BgwcYPnw4GjVqBAMDA/Tr1w+XLl2S1pe18b1798LFxQUGBgZ4++23kZeXh02bNsHR0RGNGjVCUFCQ0hCcZ107FdmxYwf69OkDPT29CtefOHECbdq0gVwuR0xMDAwNDdG8efNy5d58803s2LHjqfsiIqpLTKIQEdFLa+XKlfDw8EBAQADS09ORnp4OOzs7ZGZmolevXnB3d8fp06exb98+3L59G0OHDlWqv2nTJujo6ODYsWP4/vvvAQAaGhpYtWoVLl68iE2bNuHvv//G559/DgB49dVXsWLFCsjlcml/06ZNKxdXSUkJ/Pz8cP/+fURGRiIsLAxXrlzBsGHDlMolJyfj119/xd69e7F3715ERkbim2++AQCkp6fjvffew6hRo5CQkICIiAgMHjxYKWnwOE9PT+mmRwiBI0eOwNTUFEePHgVQetPXpEkTODs7S3WWLl0q3fBOmDABH3/8MRITEwGU9pjw8fGBsbExjhw5gmPHjkk3o4/3kggPD0diYiLCwsKwd+9eles97saNG+jfvz9eeeUVnD9/HsHBwdi4cSP+9a9/lXu/tLS0EB0djZUrV2LZsmXYsGGDtD4wMBBRUVHYsWMHYmNj8c4778DX11fpJjMvLw/ffvstNmzYgIsXL8LS0hIPHz7EiBEjcPToUZw4cQItWrRA//79pYTWqVOnAAAhISFIT0+XXu/evRuTJk3C1KlTceHCBYwbNw4fffQRDh06pBT3vHnzMGjQIMTFxWHUqFEVngMAWLJkCdq3b49z585h9uzZSE5Ohq+vL4YMGYLY2Fjs3LkTR48eRWBgIADg9OnTCAoKwoIFC5CYmIh9+/ahZ8+elW7/WaKjowEABw8eRHp6Onbt2gUA2Lp1K+bMmYOFCxciISEBX3/9NWbPno1NmzYBAHJycjBgwAC0bt0aZ86cwbx58yq8LlQxf/58DB06FLGxsejfvz/8/f1x//79Csvu2rULTZs2xYIFC6TrsUxeXh6WLFmCLVu24PDhw0hLS6s0pqpea6q216eprE398ccfGDRoEPr3749z584hPDwcXbp0keqNHDkSp0+fxm+//YaoqCgIIdC/f3+lHk55eXlYtWoVduzYgX379iEiIgKDBg3Cn3/+iT///BNbtmzBunXr8PPPP0t1VLl2nnTkyBF07ty53HI3NzeYmppi8ODBuHjxIkxNTdGzZ0/cvXsXpqamcHNzUyrfpUsXREdHo6CgQOXzR0RUqwQREdFLZMSIEcLPz0967enpKSZNmqRU5quvvhJ9+/ZVWnbt2jUBQCQmJkr13N3dn7m/n376STRu3Fh6HRISIkxMTMqVc3BwEMuXLxdCCHHgwAGhqakp0tLSpPUXL14UAER0dLQQQoi5c+cKAwMDkZ2dLZX57LPPRNeuXYUQQpw5c0YAEKmpqc+MUQghfvvtN2FiYiKKi4tFTEyMsLa2FpMmTRLTp08XQggxZswY8f777yvF+8EHH0ivS0pKhKWlpQgODhZCCLFlyxbh4uIiSkpKpDIFBQVCX19f7N+/XwhR+l5YWVmJgoICqYwq9Z70xRdflKvz3XffCSMjI6FQKIQQpe+Xq6urUpnp06cLV1dXIYQQV69eFZqamuLGjRtK2+7du7eYOXOmEKL0vQMgYmJinnouFQqFMDY2Fr///ru0DIDYvXu3UrlXX31VBAQEKC175513RP/+/ZXqTZ48+an7E6L0/Rg4cKDSstGjR4uxY8cqLTty5IjQ0NAQjx49Er/88ouQy+VKbejJbZa1yTLt27cXc+fOrfC4UlJSBABx7tw5pTrNmzcX27ZtU1r21VdfCQ8PDyGEEOvWrRONGzcWjx49ktYHBwdXuK2nxQdAzJo1S3qdk5MjAIi//vpL5W0I8b/3+fLly9Ky7777TlhZWUmvH/8cqeq1pkp7req5L+Ph4SH8/f0r3G9SUpIAII4dOyYtu3v3rtDX1xc//vhjpcc+btw4YWBgIB4+fCgt8/HxEePGjRNCqHbtVMTExERs3ry53PJr166JlJQU0aZNG7F+/XqRkpIiXn/9dfHtt9+KlJQUce3aNaXy58+fr9L5JyKqbeyJQkREDc758+dx6NAhGBkZSX+tWrUCUNr7o0ynTp3K1T148CB69+6NJk2awNjYGB9++CHu3buHvLw8lfefkJAAOzs72NnZSctat24NU1NTJCQkSMscHR1hbGwsvbaxsUFGRgYAoH379ujduzfatWuHd955B+vXr8eDBw8q3WePHj3w8OFDnDt3DpGRkfD09ISXl5fUOyUyMlJpeAYApV+EZTIZrK2tpf2fP38ely9fhrGxsXQOzczMkJ+fr3QO27VrBx0dHem1qvWePF8eHh5KwzG6d++OnJwcXL9+XVrWrVs3pTIeHh64dOkSFAoF4uLioFAo0LJlS6X3PTIyUmm/Ojo65X4Jv337NgICAtCiRQuYmJhALpcjJycHaWlplZ7vsrifnOOhe/fuSu8xgAp/ra/Ik+XOnz+P0NBQpePx8fFBSUkJUlJS0KdPHzg4OKBZs2b48MMPsXXr1iq1U1Xk5uYiOTkZo0ePVorjX//6l3ReExIS4ObmpjSsw8PDo1r7e/y9MTQ0hFwul9pkVRgYGCgNHXn82npSVa81VdtrdcTExKB3796V7ldLSwtdu3aVljVu3BguLi5Kbe7JY7eysoKjoyOMjIyUlpWdD1WvnSc9evSowqE8TZs2hZ6eHpKTk/Huu+/CxsYGp06dwnvvvQdHR0c0bdpUqby+vj4A1HjbJSKqLi11B0BERFTXcnJy8Oabb+Lbb78tt87Gxkb6t6GhodK61NRUDBgwAB9//DEWLlwIMzMzHD16FKNHj0ZhYWGNT4Kpra2t9Fomk0kTnWpqaiIsLAzHjx/HgQMHsHr1anz55Zc4efKkNHfF40xNTdG+fXtEREQgKioKffr0Qc+ePTFs2DAkJSXh0qVL8PT0VHn/OTk56NSpE7Zu3VpuXxYWFtK/nzyHqtaraTk5OdDU1MSZM2fKPSnk8ZtHfX39cnNnjBgxAvfu3cPKlSvh4OAAXV1deHh41Njkrk+eI1XL5eTkYNy4cQgKCipX1t7eHjo6Ojh79iwiIiJw4MABzJkzB/PmzcOpU6dgamoKDQ2NckNSVJ3Y9vEYAGD9+vVKN+8AKn0iy/N4Wpt83u08eS7KVPVaU0V1z31ZQuF5VHTsz7rWVbl2nmRubl4u2TR+/Hj897//RUlJCQoKCmBtbQ0hBPLy8uDq6goAiI+Ph729vVSnbLhWbX4+EBFVBXuiEBHRS01HR0dpgkQA6NixIy5evAhHR0c4Ozsr/T3thvbMmTMoKSnB0qVL0a1bN7Rs2RI3b9585v6e5OrqimvXruHatWvSsvj4eGRmZqJ169YqH5tMJkP37t0xf/58nDt3Djo6Oti9e3el5T09PXHo0CEcPnwYXl5eMDMzg6urKxYuXAgbGxu0bNlS5X137NgRly5dgqWlZblzaGJiUqP1XF1dpfkdyhw7dgzGxsZKv1qfPHlSqV7Z/CWamppwd3eHQqFARkZGuf1aW1s/9ViPHTuGoKAg9O/fH23atIGurq7SJMRA6Y3pk++7q6srjh07Vm5bVXmPn6Zjx46Ij48vdzzOzs5S7x8tLS14e3tj8eLFiI2NRWpqKv7++28ApTelj88Tkp2djZSUlEr3V7bNx4/TysoKtra2uHLlSrkYyhIMrq6uiI2NRX5+vlTvxIkTNXIOnkWV61EVVbnWVGmvqpz7itqUm5sbwsPDK91vcXGx0nVw7949JCYmPlebq+614+7ujvj4eKVlCxYsQExMDAYMGIDJkycjJiYGI0eOxAcffICYmBjExMTA1tZWqc6FCxfQtGlTmJubV/sYiIhqEpMoRET0UnN0dMTJkyeRmpqKu3fvoqSkBBMnTsT9+/fx3nvv4dSpU0hOTsb+/fvx0UcfPfWGy9nZGUVFRVi9ejWuXLmCLVu2SBPOPr6/nJwchIeH4+7duxV2Qff29ka7du3g7++Ps2fPIjo6GsOHD4enp6fKQztOnjyJr7/+GqdPn0ZaWhp27dqFO3fuSL/mVsTLywv79++HlpaWNHzJy8sLW7duLdcL5Vn8/f1hbm4OPz8/HDlyBCkpKYiIiEBQUNBThyxUp96ECRNw7do1fPLJJ/jnn3+wZ88ezJ07F1OmTIGGxv/+K5OWloYpU6YgMTER27dvx+rVqzFp0iQAQMuWLeHv74/hw4dj165dSElJQXR0NBYtWoQ//vjjqcfaokULbNmyBQkJCTh58iT8/f3L9QhwdHREeHg4bt26Jf36/tlnnyE0NBTBwcG4dOkSli1bhl27dlV7UtUnTZ8+HcePH0dgYCBiYmJw6dIl7NmzR5pYdu/evVi1ahViYmJw9epVbN68GSUlJdJTknr16oUtW7bgyJEjiIuLw4gRI57ae8TS0hL6+vrSRMxZWVkASid7XbRoEVatWoWkpCTExcUhJCQEy5YtAwC8//77kMlkCAgIQHx8PP7880+lJ0XVJkdHRxw+fBg3btwol/hSVVWvNVXaqyrnvqI2NXfuXGzfvh1z585FQkIC4uLipB51LVq0gJ+fHwICAnD06FGcP38eH3zwAZo0aQI/P79qHTtQ/WvHx8dHmri6TFnyNDY2Fm+++SacnZ2RkJCA/v37S4kZLS3ljvJHjhxB3759qx0/EVFNYxKFiIheatOmTYOmpiZat24NCwsLpKWlwdbWFseOHYNCoUDfvn3Rrl07TJ48WRriUJn27dtj2bJl+Pbbb9G2bVts3boVixYtUirz6quvYvz48Rg2bBgsLCywePHictuRyWTYs2cPGjVqhJ49e8Lb2xvNmjXDzp07VT4uuVyOw4cPo3///mjZsiVmzZqFpUuXol+/fpXW6dGjB0pKSpQSJl5eXlAoFOXmQ3kWAwMDHD58GPb29hg8eDBcXV0xevRo5OfnQy6X12i9Jk2a4M8//0R0dDTat2+P8ePHY/To0Zg1a5ZSueHDh+PRo0fo0qULJk6ciEmTJkmPAgZKn3QyfPhwTJ06FS4uLhg4cCBOnTqlNHSgIhs3bsSDBw/QsWNHfPjhhwgKCoKlpaVSmaVLlyIsLAx2dnZwd3cHUPoY6ZUrV2LJkiVo06YN1q1bh5CQkCqf68q4ubkhMjISSUlJ6NGjB9zd3TFnzhzpl3xTU1Ps2rULvXr1gqurK77//nts374dbdq0AQDMnDkTnp6eGDBgAN544w0MHDiwwkfMltHS0sKqVauwbt062NraSjfmY8aMwYYNGxASEoJ27drB09MToaGhUk8UIyMj/P7774iLi4O7uzu+/PLLCofS1YYFCxYgNTUVzZs3r/ZwkKpea6q0V1XOfUVtysvLCz/99BN+++03dOjQAb169ZKemgSUtvFOnTphwIAB8PDwgBACf/75Z7nhOlVVnWvH398fFy9elJ7oVebWrVtISUlBt27dUFhYiBMnTlT61Kj8/Hz8+uuvCAgIeK74iYhqkkxUNgCUiIiI6AXh5eWFDh06YMWKFeoOhYj+32effYbs7GysW7euWvWDg4Oxe/duHDhwoIYjIyKqPvZEISIiIiKiGvfll1/CwcGhWpP/AqXzwqxevbqGoyIiej7siUJEREQvPPZEISIiorrAJAoRERERERERkQo4nIeIiIiIiIiISAVMohARERERERERqYBJFCIiIiIiIiIiFTCJQkRERERERESkAiZRiIiIiIiIiIhUwCQKEREREREREZEKmEQhIiIiIiIiIlIBkyhERERERERERCpgEoWIiIiIiIiISAVMohARERERERERqYBJFCIiIiIiIiIiFTCJQkRERERERESkAiZRiIiIiIiIiIhUwCQKEREREREREZEKmEQhIiIiIiIiIlIBkyhERERERERERCrQUncARET1nUKhQFFRkbrDICIiqhM6OjrQ0OBvrUREFWEShYioEkII3Lp1C5mZmeoOhYiIqM5oaGjAyckJOjo66g6FiKjekQkhhLqDICKqj9LT05GZmQlLS0sYGBhAJpOpOyQiIqJaVVJSgps3b0JbWxv29vb87iMiegJ7ohARVUChUEgJlMaNG6s7HCIiojpjYWGBmzdvori4GNra2uoOh4ioXuFgRyKiCpTNgWJgYKDmSIiIiOpW2TAehUKh5kiIiOofJlGIiJ6C3ZiJiKih4XcfEVHlmEQhIiIiIiIiIlIBkyhEREREDZCjoyNWrFih7jBeWqmpqZDJZIiJiVF3KOXU59iIiOo7TixLRFRFjjP+qLN9pX7zRpXrjBw5Eps2bZJem5mZ4ZVXXsHixYvh5ub23DHNmzcPv/76q3r/8z3PpI73l1Wl4jXxHowcORKZmZn49ddfpWWpqalwcnLCuXPn0KFDhyrFVB+029SuTvcXNyKuWvWioqLw2muvwdfXF3/8UXfXuyocHR0xefJkTJ48Wd2hPJeEVq51uj/XfxKqXOfx61hLSwtNmzbFO++8gwULFkBPT++Z9e3s7JCeng5zc/Mq77siL/r1T0T0smBPFCKil5Cvry/S09ORnp6O8PBwaGlpYcCAAeoOq0Gp7+9B2eTJVN7GjRvxySef4PDhw7h586a6wyE1KruOr1y5guXLl2PdunWYO3euSnU1NTVhbW0NLS3+ZklE9DJhEoWI6CWkq6sLa2trWFtbo0OHDpgxYwauXbuGO3fuAACuXbuGoUOHwtTUFGZmZvDz80NqaqpUPyIiAl26dIGhoSFMTU3RvXt3XL16FaGhoZg/fz7Onz8PmUwGmUyG0NBQ9RxkPfc878G8efOwadMm7NmzRzrPERERcHJyAgC4u7tDJpPBy8tL2t+GDRvg6uoKPT09tGrVCmvXrpXWlXXd37lzJzw9PaGnp4etW7fW2bl4keTk5GDnzp34+OOP8cYbb5Rr37///jteeeUV6OnpwdzcHIMGDZLWFRQUYPr06bCzs4Ouri6cnZ2xceNGaf2FCxfQr18/GBkZwcrKCh9++CHu3r0rrffy8kJgYCACAwNhYmICc3NzzJ49G0IIaf3Vq1fx6aefSu2izNGjR9GjRw/o6+vDzs4OQUFByM3NldZnZGTgzTffhL6+PpycnPj+q6jsOrazs8PAgQPh7e2NsLAwAEBJSQkWLVoEJycn6Ovro3379vj555+luhUNmXlWGygpKcHixYvh7OwMXV1d2NvbY+HChQBQ7esfAKKjo+Hu7g49PT107twZ586dq+lTRUTUYDCJQkT0ksvJycF///tfODs7o3HjxigqKoKPjw+MjY1x5MgRHDt2DEZGRvD19UVhYSGKi4sxcOBAeHp6IjY2FlFRURg7dixkMhmGDRuGqVOnok2bNlIvi2HDhqn7EOu9qr4H06ZNw9ChQ5V6s7z66quIjo4GABw8eBDp6enYtWsXAGDr1q2YM2cOFi5ciISEBHz99deYPXu20pAiAJgxYwYmTZqEhIQE+Pj41Pl5eBH8+OOPaNWqFVxcXPDBBx/gP//5j5TE+OOPPzBo0CD0798f586dQ3h4OLp06SLVHT58OLZv345Vq1YhISEB69atg5GREQAgMzMTvXr1gru7O06fPo19+/bh9u3bGDp0qNL+N23aBC0tLURHR2PlypVYtmwZNmzYAADYtWsXmjZtigULFkjtAgCSk5Ph6+uLIUOGIDY2Fjt37sTRo0cRGBgobXfkyJG4du0aDh06hJ9//hlr165FRkZGrZ7Ll82FCxdw/Phx6fG/ixYtwubNm/H999/j4sWL+PTTT/HBBx8gMjKywvqqtIGZM2fim2++wezZsxEfH49t27bBysoKAKp9/efk5GDAgAFo3bo1zpw5g3nz5mHatGm1dp6IiF527F9IRPQS2rt3r3TzlpubCxsbG+zduxcaGhrYtm0bSkpKsGHDBumX7JCQEJiamiIiIgKdO3dGVlYWBgwYgObNmwMAXF3/N3+BkZERtLS0YG1tXfcH9gJ5nvegb9++0NfXR0FBgdJ5trCwAAA0btxYafncuXOxdOlSDB48GEDpL9bx8fFYt24dRowYIZWbPHmyVIYqtnHjRnzwwQcASodyZGVlITIyEl5eXli4cCHeffddzJ8/Xyrfvn17AEBSUhJ+/PFHhIWFwdvbGwDQrFkzqdyaNWvg7u6Or7/+Wlr2n//8B3Z2dkhKSkLLli0BlM6jsXz5cshkMri4uCAuLg7Lly9HQEAAzMzMoKmpCWNjY6X3f9GiRfD395fmSWnRogVWrVoFT09PBAcHIy0tDX/99Reio6PxyiuvSMf5+HVNFSu7jouLi1FQUAANDQ2sWbMGBQUF+Prrr3Hw4EF4eHgAKH2/jx49inXr1sHT07Pctp7VBmxsbLBy5UqsWbNGum6bN2+O1157DUD1r/+yz5uNGzdCT08Pbdq0wfXr1/Hxxx/XzkkjInrJMYlCRPQSev311xEcHAwAePDgAdauXYt+/fohOjoa58+fx+XLl2FsbKxUJz8/H8nJyejbty9GjhwJHx8f9OnTB97e3hg6dChsbGzUcSgvrOd5D6oiNzcXycnJGD16NAICAqTlxcXFMDFRnoC3c+fO1TyahiExMRHR0dHYvXs3gNLJRIcNG4aNGzfCy8sLMTExSuf4cTExMdDU1Kzw5hkAzp8/j0OHDkmJtcclJydLSZRu3bopDdPx8PDA0qVLoVAooKmpWem2Y2NjlYboCCFQUlKClJQUJCUlQUtLC506dZLWt2rVCqampk8/ISRdx7m5uVi+fDm0tLQwZMgQXLx4EXl5eejTp49S+cLCQri7u1e4rWe1gczMTBQUFKB3794qx6fK9Z+QkAA3NzelyXDLEj9ERFR1TKIQEb2EDA0N4ezsLL3esGEDTExMsH79euTk5KBTp04VzolQ9ktnSEgIgoKCsG/fPuzcuROzZs1CWFgYunXrVmfH8KJ73vdAVTk5OQCA9evXo2vXrkrrnrzpNjQ0rNK2G5qNGzeiuLgYtra20jIhBHR1dbFmzRro6+tXWvdp64DS9+nNN9/Et99+W27d8yYoc3JyMG7cOAQFBZVbZ29vj6SkpOfafkP2+HX8n//8B+3bt8fGjRvRtm1bAKVDvJo0aaJUR1dXt8JtPasNXLlypcrxVeX6JyKimsEkChFRAyCTyaChoYFHjx6hY8eO2LlzJywtLSGXyyut4+7uDnd3d8ycORMeHh7Ytm0bunXrBh0dHSgUijqM/uVQ1fegovNcNhfD48utrKxga2uLK1euwN/fv/YO4CVXXFyMzZs3Y+nSpejbt6/SuoEDB2L79u1wc3NDeHg4Pvroo3L127Vrh5KSEkRGRkrDeR7XsWNH/PLLL3B0dHzq01pOnjyp9PrEiRNo0aKFdENcUbvo2LEj4uPjlZJ2j2vVqhWKi4tx5swZaThPYmIiMjMzK42DytPQ0MAXX3yBKVOmICkpCbq6ukhLS6u099GTntUGWrRoAX19fYSHh2PMmDHl1lf3+nd1dcWWLVuQn58v9UY5ceKESjETEVF5nFiWiOglVFBQgFu3buHWrVtISEjAJ598Iv0K6u/vD3Nzc/j5+eHIkSNISUlBREQEgoKCcP36daSkpGDmzJmIiorC1atXceDAAVy6dEmaP8HR0REpKSmIiYnB3bt3UVBQoOajrZ+e5z0ASs9zbGwsEhMTcffuXRQVFcHS0hL6+vrShJRZWVkAgPnz52PRokVYtWoVkpKSEBcXh5CQECxbtkydp+CFsnfvXjx48ACjR49G27Ztlf6GDBmCjRs3Yu7cudi+fTvmzp2LhIQExMXFSb0KHB0dMWLECIwaNQq//vqr9J7++OOPAICJEyfi/v37eO+993Dq1CkkJydj//79+Oijj5RuitPS0jBlyhQkJiZi+/btWL16NSZNmiStd3R0xOHDh3Hjxg3pqS7Tp0/H8ePHERgYiJiYGFy6dAl79uyRJpZ1cXGBr68vxo0bh5MnT+LMmTMYM2bMM3vPUHnvvPMONDU1sW7dOkybNg2ffvopNm3ahOTkZJw9exarV68uN6FzmWe1AT09PUyfPh2ff/45Nm/ejOTkZJw4cUJ6wlN1r//3338fMpkMAQEBiI+Px59//oklS5bUzQkjInoJMYlCRPQS2rdvH2xsbGBjY4OuXbvi1KlT+Omnn+Dl5QUDAwMcPnwY9vb2GDx4MFxdXTF69Gjk5+dDLpfDwMAA//zzD4YMGYKWLVti7NixmDhxIsaNGwcAGDJkCHx9ffH666/DwsIC27dvV/PR1k/P8x4AQEBAAFxcXNC5c2dYWFjg2LFj0NLSwqpVq7Bu3TrY2trCz88PADBmzBhs2LABISEhaNeuHTw9PREaGio9EpWebePGjfD29i43jwxQ2uZPnz4NMzMz/PTTT/jtt9/QoUMH9OrVS3piCgAEBwfj7bffxoQJE9CqVSsEBARIjxm2tbXFsWPHoFAo0LdvX7Rr1w6TJ0+GqakpNDT+99+x4cOH49GjR+jSpQsmTpyISZMmYezYsdL6BQsWIDU1Fc2bN5eGfrm5uSEyMhJJSUno0aMH3N3dMWfOHKVhSSEhIbC1tYWnpycGDx6MsWPHwtLSssbP48tOS0sLgYGBWLx4MWbOnInZs2dj0aJFcHV1ha+vL/74449KrztV2sDs2bMxdepUzJkzB66urhg2bJj0FKXqXv9GRkb4/fffERcXB3d3d3z55ZcVDikiIiLVyETZc/uIiEiSn5+PlJQUODk5KU3GR0RUW7y8vNChQwesWLFC3aFQDUhMTESrVq1w6dKlSoda1Vf8DiQiqhx7ohARERER1aD79+/j559/hlwuh52dnbrDISKiGsSJZYmIiIiIatDo0aNx5swZBAcHV/q0HiIiejExiUJERERUD0RERKg7BKohu3fvVncIRERUSzich4iIiIiIiIhIBUyiEBE9BefeJiKihobffURElWMShYioAtra2gCAvLw8NUdCRERUtwoLCwEAmpqaao6EiKj+4ZwoREQV0NTUhKmpKTIyMgAABgYGkMlkao6KiIiodpWUlODOnTswMDCAlhZvFYiInsRPRiKiSlhbWwOAlEghIiJqCDQ0NGBvb88fD4iIKiATHPRIRPRUCoUCRUVF6g6DiIioTujo6EBDg6P+iYgqwiQKEREREREREZEKmGImIiIiIiIiIlIBkyhERERERERERCpgEoWIiIiIiIiISAVMohARERERERERqeD/AKjr0duwu8n8AAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -475,7 +475,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -535,7 +535,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.9" + "version": "3.9.19" } }, "nbformat": 4, diff --git a/examples/permutation_flow_shop_problem.ipynb b/examples/permutation_flow_shop_problem.ipynb index 2ed7c5cb..5eb14b9c 100644 --- a/examples/permutation_flow_shop_problem.ipynb +++ b/examples/permutation_flow_shop_problem.ipynb @@ -14,7 +14,7 @@ "import numpy as np\n", "import numpy.random as rnd\n", "import matplotlib.pyplot as plt\n", - "import matplotlib.cm as cm\n", + "\n", "\n", "from alns import ALNS\n", "from alns.accept import SimulatedAnnealing\n", @@ -150,7 +150,7 @@ " start = completion - DATA.processing_times\n", "\n", " # Plot each job using its start and completion time\n", - " cmap = cm.get_cmap(\"rainbow\", n_jobs)\n", + " cmap = plt.colormaps['rainbow'].resampled(n_jobs)\n", " machines, length, start_job, job_colors = zip(\n", " *[\n", " (i, DATA.processing_times[i, j], start[i, j], cmap(j - 1))\n", @@ -167,6 +167,7 @@ " ax.set_xlabel(f\"Completion time\")\n", " ax.set_yticks(range(DATA.n_machines))\n", " ax.set_yticklabels(range(1, DATA.n_machines + 1))\n", + " ax.invert_yaxis()\n", "\n", " plt.show()" ] @@ -176,13 +177,21 @@ "execution_count": 7, "id": "c98304b2", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/wh/bdq353fj58j61dwg1ksz7br40000gn/T/ipykernel_58923/3320122974.py:11: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = cm.get_cmap(\"rainbow\", n_jobs)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -301,13 +310,13 @@ "metadata": {}, "outputs": [], "source": [ - "def random_removal(state: Solution, rnd_state, n_remove=2) -> Solution:\n", + "def random_removal(state: Solution, rng, n_remove=2) -> Solution:\n", " \"\"\"\n", " Randomly remove a number jobs from the solution.\n", " \"\"\"\n", " destroyed = deepcopy(state)\n", "\n", - " for job in rnd_state.choice(DATA.n_jobs, n_remove, replace=False):\n", + " for job in rng.choice(DATA.n_jobs, n_remove, replace=False):\n", " destroyed.unassigned.append(job)\n", " destroyed.schedule.remove(job)\n", "\n", @@ -321,13 +330,13 @@ "metadata": {}, "outputs": [], "source": [ - "def adjacent_removal(state: Solution, rnd_state, n_remove=2) -> Solution:\n", + "def adjacent_removal(state: Solution, rng, n_remove=2) -> Solution:\n", " \"\"\"\n", " Randomly remove a number adjacent jobs from the solution.\n", " \"\"\"\n", " destroyed = deepcopy(state)\n", " \n", - " start = rnd_state.randint(DATA.n_jobs - n_remove)\n", + " start = rng.integers(DATA.n_jobs - n_remove)\n", " jobs_to_remove = [state.schedule[start + idx] for idx in range(n_remove)]\n", "\n", " for job in jobs_to_remove:\n", @@ -353,7 +362,7 @@ "metadata": {}, "outputs": [], "source": [ - "def greedy_repair(state: Solution, rnd_state, **kwargs) -> Solution:\n", + "def greedy_repair(state: Solution, rng, **kwargs) -> Solution:\n", " \"\"\"\n", " Greedily insert the unassigned jobs back into the schedule. The jobs are\n", " inserted in non-decreasing order of total processing times.\n", @@ -427,13 +436,21 @@ "execution_count": 15, "id": "f3c771d3", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/wh/bdq353fj58j61dwg1ksz7br40000gn/T/ipykernel_58923/3320122974.py:11: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = cm.get_cmap(\"rainbow\", n_jobs)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -460,7 +477,7 @@ }, "outputs": [], "source": [ - "alns = ALNS(rnd.RandomState(SEED))\n", + "alns = ALNS(rnd.default_rng(SEED))\n", "\n", "alns.add_destroy_operator(random_removal)\n", "alns.add_destroy_operator(adjacent_removal)\n", @@ -529,13 +546,13 @@ "execution_count": 20, "id": "98099f7e-582e-4664-b3ed-2b32cc251dfb", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -556,8 +573,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Best heuristic objective is 3780.\n", - "This is 1.9% worse than the best known value 3709.\n" + "Best heuristic objective is 3772.\n", + "This is 1.7% worse than the best known value 3709.\n" ] } ], @@ -575,13 +592,21 @@ "execution_count": 22, "id": "ab663489", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/wh/bdq353fj58j61dwg1ksz7br40000gn/T/ipykernel_58923/3320122974.py:11: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = cm.get_cmap(\"rainbow\", n_jobs)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -617,12 +642,12 @@ "metadata": {}, "outputs": [], "source": [ - "def greedy_repair_then_local_search(state: Solution, rnd_state, **kwargs):\n", + "def greedy_repair_then_local_search(state: Solution, rng, **kwargs):\n", " \"\"\"\n", " Greedily insert the unassigned jobs back into the schedule (using NEH\n", " ordering). Apply local search afterwards.\n", " \"\"\"\n", - " state = greedy_repair(state, rnd_state, **kwargs)\n", + " state = greedy_repair(state, rng, **kwargs)\n", " local_search(state, **kwargs)\n", " return state\n", "\n", @@ -658,7 +683,7 @@ "metadata": {}, "outputs": [], "source": [ - "alns = ALNS(rnd.RandomState(SEED))\n", + "alns = ALNS(rnd.default_rng(SEED))\n", "\n", "alns.add_destroy_operator(random_removal)\n", "alns.add_destroy_operator(adjacent_removal)\n", @@ -693,13 +718,13 @@ "execution_count": 26, "id": "97de15f6-3560-4c76-a5ad-c253b79d27a7", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -720,8 +745,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Best heuristic objective is 3775.\n", - "This is 1.8% worse than the best known value 3709.\n" + "Best heuristic objective is 3789.\n", + "This is 2.2% worse than the best known value 3709.\n" ] } ], @@ -739,13 +764,21 @@ "execution_count": 28, "id": "95d33e4b-5ec4-4f2a-bb3c-a01be4eb11e1", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/wh/bdq353fj58j61dwg1ksz7br40000gn/T/ipykernel_58923/3320122974.py:11: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", + " cmap = cm.get_cmap(\"rainbow\", n_jobs)\n" + ] + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -774,7 +807,7 @@ "metadata": {}, "outputs": [], "source": [ - "alns = ALNS(rnd.RandomState(SEED))\n", + "alns = ALNS(rnd.default_rng(SEED))\n", "\n", "alns.add_destroy_operator(random_removal)\n", "alns.add_destroy_operator(adjacent_removal)\n", @@ -811,13 +844,13 @@ "execution_count": 31, "id": "e57a6cc4-5e2c-40ac-8c54-a366cafd5a4e", "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] }, "metadata": {}, "output_type": "display_data" @@ -837,7 +870,7 @@ "id": "d93bf45e-90fe-41ad-b78e-7aa7fdbe4bf6", "metadata": {}, "source": [ - "From this simple experiment, it looks like removing between 2 to 6 jobs works best. Our experiment is clearly too simple to draw serious conclusions from, but this example can be easily extended to include more instances and also more random seeds." + "From this simple experiment, it looks like removing between 3 to 7 jobs works best. Our experiment is clearly too simple to draw serious conclusions from, but this example can be easily extended to include more instances and also more random seeds." ] }, { @@ -871,7 +904,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.9" + "version": "3.9.19" } }, "nbformat": 4, diff --git a/examples/resource_constrained_project_scheduling_problem.ipynb b/examples/resource_constrained_project_scheduling_problem.ipynb index 9316ec69..51fee454 100644 --- a/examples/resource_constrained_project_scheduling_problem.ipynb +++ b/examples/resource_constrained_project_scheduling_problem.ipynb @@ -1,22 +1,22 @@ -{ - "cells": [ - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "import copy\n", - "import re\n", - "from dataclasses import dataclass\n", - "from functools import lru_cache\n", - "from typing import List, Tuple\n", - "\n", - "import matplotlib.pyplot as plt\n", +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "import copy\n", + "import re\n", + "from dataclasses import dataclass\n", + "from functools import lru_cache\n", + "from typing import List, Tuple\n", + "\n", + "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import numpy.random as rnd\n", "\n", @@ -24,282 +24,282 @@ "from alns.accept import HillClimbing\n", "from alns.select import SegmentedRouletteWheel\n", "from alns.stop import MaxIterations" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "%matplotlib inline" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "SEED = 5432" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "# The resource-constrained project scheduling problem\n", - "\n", - "The following explanation is largely based on [this paper](https://pms2020.sciencesconf.org/300164/document).\n", - "\n", - "The goal of the RCPSP is to schedule a set of project activities $V = \\{ 0, 1, 2, \\ldots, n \\}$, such that the makespan of the project is minimised.\n", - "Each activity $i \\in V$ has a duration $d_i \\in \\mathbb{N}$.\n", - "Precedence constraints impose that an activity $i \\in V$ can only start after all its predecessor activities have been completed.\n", - "The precedence constraints are given by a set of edges $E \\subset V \\times V$, where $(i, j) \\in E$ means that $i$ must be completed before $j$ can commence.\n", - "Resource constraints, on the other hand, impose that an activity can only be scheduled if sufficient resources are available.\n", - "There are $K = \\{ 1, 2, \\ldots, m \\}$ renewable resources available, with $R_k$ indicating the availability of resource $k$.\n", - "Each activity $i \\in V$ requires $r_{ik}$ units of resource $k$.\n", - "A solution to the RCPSP is a schedule of activities $S = \\{ S_0, S_1, \\ldots, S_n \\}$, where $S_i$ is the starting time of activity $i$.\n", - "The project starts at time $S_0 = 0$, and completes at $S_n$, where activities $0$ and $n$ are dummy activities that represent the start and completion of the project, respectively.\n", - "\n", - "In this notebook, we solve an instance of the RCPSP using ALNS.\n", - "In particular, we solve instance `j9041_6` of the [PSPLib](http://www.om-db.wi.tum.de/psplib/library.html) benchmark suite.\n", - "This instance consists of 90 jobs, and four resources.\n", - "The optimal makespan of this instance is known to be between 123 and 135.\n", - "We find a solution with a makespan of 141, just 4% above the best known solution to this instance.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## Data instance\n", - "\n", - "We use the [dataclass](https://docs.python.org/3/library/dataclasses.html#dataclasses.dataclass) decorator to simplify our class representation a little." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "@dataclass(frozen=True)\n", - "class ProblemData:\n", - " num_jobs: int\n", - " num_resources: int\n", - "\n", - " duration: np.ndarray # job durations\n", - " successors: List[List[int]] # job successors\n", - " predecessors: List[List[int]] # job predecessors\n", - " needs: np.ndarray # job resource needs\n", - " resources: np.ndarray # resource capacities\n", - "\n", - " def __hash__(self) -> int:\n", - " return id(self)\n", - "\n", - " @property\n", - " def first_job(self) -> int:\n", - " return 0\n", - "\n", - " @property\n", - " def last_job(self) -> int:\n", - " return self.num_jobs - 1\n", - "\n", - " @property\n", - " @lru_cache(1)\n", - " def all_predecessors(self) -> List[List[int]]:\n", - " pred = [set() for _ in range(self.num_jobs)]\n", - "\n", - " for job, pre in enumerate(self.predecessors):\n", - " for p in pre:\n", - " pred[job] |= pred[p] | {p}\n", - "\n", - " return [sorted(p) for p in pred]\n", - "\n", - " @property\n", - " @lru_cache(1)\n", - " def all_successors(self) -> List[List[int]]:\n", - " succ = [set() for _ in range(self.num_jobs)]\n", - "\n", - " for job, suc in zip(reversed(range(self.num_jobs)),\n", - " reversed(self.successors)):\n", - " for s in suc:\n", - " succ[job] |= succ[s] | {s}\n", - "\n", - " return [sorted(s) for s in succ]\n", - "\n", - " @classmethod\n", - " def read_instance(cls, path: str) -> \"ProblemData\":\n", - " \"\"\"\n", - " Reads an instance of the RCPSP from a file.\n", - " Assumes the data is in the PSPLib format.\n", - "\n", - " Loosely based on:\n", - " https://github.com/baobabsoluciones/hackathonbaobab2020.\n", - " \"\"\"\n", - " with open(path) as fh:\n", - " lines = fh.readlines()\n", - "\n", - " prec_idx = lines.index(\"PRECEDENCE RELATIONS:\\n\")\n", - " req_idx = lines.index(\"REQUESTS/DURATIONS:\\n\")\n", - " avail_idx = lines.index(\"RESOURCEAVAILABILITIES:\\n\")\n", - "\n", - " successors = []\n", - "\n", - " for line in lines[prec_idx + 2: req_idx - 1]:\n", - " _, _, modes, num_succ, *jobs, _ = re.split(\"\\s+\", line)\n", - " successors.append(list(map(lambda x: int(x) - 1, jobs)))\n", - "\n", - " predecessors = [[] for _ in range(len(successors))]\n", - "\n", - " for job in range(len(successors)):\n", - " for succ in successors[job]:\n", - " predecessors[succ].append(job)\n", - "\n", - " needs = []\n", - " durations = []\n", - "\n", - " for line in lines[req_idx + 3: avail_idx - 1]:\n", - " _, _, _, duration, *consumption, _ = re.split(\"\\s+\", line)\n", - "\n", - " needs.append(list(map(int, consumption)))\n", - " durations.append(int(duration))\n", - "\n", - " _, *avail, _ = re.split(\"\\s+\", lines[avail_idx + 2])\n", - " resources = list(map(int, avail))\n", - "\n", - " return ProblemData(len(durations),\n", - " len(resources),\n", - " np.array(durations),\n", - " successors,\n", - " predecessors,\n", - " np.array(needs),\n", - " np.array(resources))" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "instance = ProblemData.read_instance('data/j9041_6.sm')" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "DELTA = 0.75 # resource utilisation threshold\n", - "ITERS = 5_000\n", - "\n", - "START_TRESH = 5 # start threshold for RRT\n", - "STEP = 20 / ITERS # step size for RRT\n", - "\n", - "THETA = 0.9 # weight decay parameter\n", - "WEIGHTS = [25, 5, 1, 0] # weight scheme weights\n", - "SEG_LENGTH = 100 # weight scheme segment length\n", - "\n", - "Q = int(0.2 * instance.num_jobs)\n", - "\n", - "LB = 123 # lower bound on optimal makespan\n", - "UB = 135 # upper bound on optimal makespan" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## Solution state" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "@lru_cache(32)\n", - "def schedule(jobs: Tuple[int]) -> Tuple[np.ndarray, np.ndarray]:\n", - " \"\"\"\n", - " Computes a serial schedule of the given list of jobs. See Figure 1\n", - " in Fleszar and Hindi (2004) for the algorithm. Returns the schedule,\n", - " and the resources used.\n", - "\n", - " Fleszar, K. and K.S. Hindi. 2004. Solving the resource-constrained\n", - " project scheduling problem by a variable neighbourhood search.\n", - " _European Journal of Operational Research_. 155 (2): 402 -- 413.\n", - " \"\"\"\n", - " used = np.zeros((instance.duration.sum(), instance.num_resources))\n", - " sched = np.zeros(instance.num_jobs, dtype=int)\n", - "\n", - " for job in jobs:\n", - " pred = instance.predecessors[job]\n", - " t = max(sched[pred] + instance.duration[pred], default=0)\n", - "\n", - " needs = instance.needs[job]\n", - " duration = instance.duration[job]\n", - "\n", - " # This efficiently determines the first feasible insertion point\n", - " # after t. We compute whether resources are available, and add the\n", - " # offset s of the first time sufficient are available for the\n", - " # duration of the job.\n", - " res_ok = np.all(used[t:] + needs <= instance.resources, axis=1)\n", - " for s in np.flatnonzero(res_ok):\n", - " if np.all(res_ok[s:s + duration]):\n", - " sched[job] = t + s\n", - " used[t + s:t + s + duration] += needs\n", - " break\n", - "\n", - " return sched, used[:sched[instance.last_job]]" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "pycharm": { - "name": "#%%\n" - } + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "SEED = 5432" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "# The resource-constrained project scheduling problem\n", + "\n", + "The following explanation is largely based on [this paper](https://pms2020.sciencesconf.org/300164/document).\n", + "\n", + "The goal of the RCPSP is to schedule a set of project activities $V = \\{ 0, 1, 2, \\ldots, n \\}$, such that the makespan of the project is minimised.\n", + "Each activity $i \\in V$ has a duration $d_i \\in \\mathbb{N}$.\n", + "Precedence constraints impose that an activity $i \\in V$ can only start after all its predecessor activities have been completed.\n", + "The precedence constraints are given by a set of edges $E \\subset V \\times V$, where $(i, j) \\in E$ means that $i$ must be completed before $j$ can commence.\n", + "Resource constraints, on the other hand, impose that an activity can only be scheduled if sufficient resources are available.\n", + "There are $K = \\{ 1, 2, \\ldots, m \\}$ renewable resources available, with $R_k$ indicating the availability of resource $k$.\n", + "Each activity $i \\in V$ requires $r_{ik}$ units of resource $k$.\n", + "A solution to the RCPSP is a schedule of activities $S = \\{ S_0, S_1, \\ldots, S_n \\}$, where $S_i$ is the starting time of activity $i$.\n", + "The project starts at time $S_0 = 0$, and completes at $S_n$, where activities $0$ and $n$ are dummy activities that represent the start and completion of the project, respectively.\n", + "\n", + "In this notebook, we solve an instance of the RCPSP using ALNS.\n", + "In particular, we solve instance `j9041_6` of the [PSPLib](http://www.om-db.wi.tum.de/psplib/library.html) benchmark suite.\n", + "This instance consists of 90 jobs, and four resources.\n", + "The optimal makespan of this instance is known to be between 123 and 135.\n", + "We find a solution with a makespan of 141, just 4% above the best known solution to this instance.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Data instance\n", + "\n", + "We use the [dataclass](https://docs.python.org/3/library/dataclasses.html#dataclasses.dataclass) decorator to simplify our class representation a little." + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "@dataclass(frozen=True)\n", + "class ProblemData:\n", + " num_jobs: int\n", + " num_resources: int\n", + "\n", + " duration: np.ndarray # job durations\n", + " successors: List[List[int]] # job successors\n", + " predecessors: List[List[int]] # job predecessors\n", + " needs: np.ndarray # job resource needs\n", + " resources: np.ndarray # resource capacities\n", + "\n", + " def __hash__(self) -> int:\n", + " return id(self)\n", + "\n", + " @property\n", + " def first_job(self) -> int:\n", + " return 0\n", + "\n", + " @property\n", + " def last_job(self) -> int:\n", + " return self.num_jobs - 1\n", + "\n", + " @property\n", + " @lru_cache(1)\n", + " def all_predecessors(self) -> List[List[int]]:\n", + " pred = [set() for _ in range(self.num_jobs)]\n", + "\n", + " for job, pre in enumerate(self.predecessors):\n", + " for p in pre:\n", + " pred[job] |= pred[p] | {p}\n", + "\n", + " return [sorted(p) for p in pred]\n", + "\n", + " @property\n", + " @lru_cache(1)\n", + " def all_successors(self) -> List[List[int]]:\n", + " succ = [set() for _ in range(self.num_jobs)]\n", + "\n", + " for job, suc in zip(reversed(range(self.num_jobs)),\n", + " reversed(self.successors)):\n", + " for s in suc:\n", + " succ[job] |= succ[s] | {s}\n", + "\n", + " return [sorted(s) for s in succ]\n", + "\n", + " @classmethod\n", + " def read_instance(cls, path: str) -> \"ProblemData\":\n", + " \"\"\"\n", + " Reads an instance of the RCPSP from a file.\n", + " Assumes the data is in the PSPLib format.\n", + "\n", + " Loosely based on:\n", + " https://github.com/baobabsoluciones/hackathonbaobab2020.\n", + " \"\"\"\n", + " with open(path) as fh:\n", + " lines = fh.readlines()\n", + "\n", + " prec_idx = lines.index(\"PRECEDENCE RELATIONS:\\n\")\n", + " req_idx = lines.index(\"REQUESTS/DURATIONS:\\n\")\n", + " avail_idx = lines.index(\"RESOURCEAVAILABILITIES:\\n\")\n", + "\n", + " successors = []\n", + "\n", + " for line in lines[prec_idx + 2: req_idx - 1]:\n", + " _, _, modes, num_succ, *jobs, _ = re.split(\"\\s+\", line)\n", + " successors.append(list(map(lambda x: int(x) - 1, jobs)))\n", + "\n", + " predecessors = [[] for _ in range(len(successors))]\n", + "\n", + " for job in range(len(successors)):\n", + " for succ in successors[job]:\n", + " predecessors[succ].append(job)\n", + "\n", + " needs = []\n", + " durations = []\n", + "\n", + " for line in lines[req_idx + 3: avail_idx - 1]:\n", + " _, _, _, duration, *consumption, _ = re.split(\"\\s+\", line)\n", + "\n", + " needs.append(list(map(int, consumption)))\n", + " durations.append(int(duration))\n", + "\n", + " _, *avail, _ = re.split(\"\\s+\", lines[avail_idx + 2])\n", + " resources = list(map(int, avail))\n", + "\n", + " return ProblemData(len(durations),\n", + " len(resources),\n", + " np.array(durations),\n", + " successors,\n", + " predecessors,\n", + " np.array(needs),\n", + " np.array(resources))" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "instance = ProblemData.read_instance('data/j9041_6.sm')" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "DELTA = 0.75 # resource utilisation threshold\n", + "ITERS = 5_000\n", + "\n", + "START_TRESH = 5 # start threshold for RRT\n", + "STEP = 20 / ITERS # step size for RRT\n", + "\n", + "THETA = 0.9 # weight decay parameter\n", + "WEIGHTS = [25, 5, 1, 0] # weight scheme weights\n", + "SEG_LENGTH = 100 # weight scheme segment length\n", + "\n", + "Q = int(0.2 * instance.num_jobs)\n", + "\n", + "LB = 123 # lower bound on optimal makespan\n", + "UB = 135 # upper bound on optimal makespan" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Solution state" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "@lru_cache(32)\n", + "def schedule(jobs: Tuple[int]) -> Tuple[np.ndarray, np.ndarray]:\n", + " \"\"\"\n", + " Computes a serial schedule of the given list of jobs. See Figure 1\n", + " in Fleszar and Hindi (2004) for the algorithm. Returns the schedule,\n", + " and the resources used.\n", + "\n", + " Fleszar, K. and K.S. Hindi. 2004. Solving the resource-constrained\n", + " project scheduling problem by a variable neighbourhood search.\n", + " _European Journal of Operational Research_. 155 (2): 402 -- 413.\n", + " \"\"\"\n", + " used = np.zeros((instance.duration.sum(), instance.num_resources))\n", + " sched = np.zeros(instance.num_jobs, dtype=int)\n", + "\n", + " for job in jobs:\n", + " pred = instance.predecessors[job]\n", + " t = max(sched[pred] + instance.duration[pred], default=0)\n", + "\n", + " needs = instance.needs[job]\n", + " duration = instance.duration[job]\n", + "\n", + " # This efficiently determines the first feasible insertion point\n", + " # after t. We compute whether resources are available, and add the\n", + " # offset s of the first time sufficient are available for the\n", + " # duration of the job.\n", + " res_ok = np.all(used[t:] + needs <= instance.resources, axis=1)\n", + " for s in np.flatnonzero(res_ok):\n", + " if np.all(res_ok[s:s + duration]):\n", + " sched[job] = t + s\n", + " used[t + s:t + s + duration] += needs\n", + " break\n", + "\n", + " return sched, used[:sched[instance.last_job]]" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "pycharm": { + "name": "#%%\n" + } }, "outputs": [], "source": [ @@ -307,516 +307,523 @@ " \"\"\"\n", " Solution state for the resource-constrained project scheduling problem.\n", "\n", - " We use a list representation of the scheduled jobs, where job i is\n", - " scheduled before j if i precedes j (i.e., the jobs are sorted\n", - " topologically).\n", - " \"\"\"\n", - "\n", - " def __init__(self, jobs: List[int]):\n", - " self.jobs = jobs\n", - " \n", - " def __copy__(self):\n", - " return RcpspState(self.jobs.copy())\n", - "\n", - " @property\n", - " def indices(self) -> np.ndarray:\n", - " \"\"\"\n", - " Returns a mapping from job -> idx in the schedule. Unscheduled\n", - " jobs have index +inf.\n", - " \"\"\"\n", - " indices = np.full(instance.num_jobs, np.inf, dtype=int)\n", - "\n", - " for idx, job in enumerate(self.jobs):\n", - " indices[job] = idx\n", - "\n", - " return indices\n", - "\n", - " @property\n", - " def unscheduled(self) -> List[int]:\n", - " \"\"\"\n", - " All jobs that are not currently scheduled, in topological order.\n", - " \"\"\"\n", - " return sorted(set(range(instance.num_jobs)) - set(self.jobs))\n", - "\n", - " def objective(self) -> int:\n", - " s, _ = schedule(tuple(self.jobs))\n", - " return s[instance.last_job]\n", - "\n", - " def plot(self):\n", - " \"\"\"\n", - " Plots the current schedule. The plot includes a Gantt chart, the\n", - " lower and upper bounds on an optimal makespan, and bar charts for\n", - " resource use.\n", - " \"\"\"\n", - " fig = plt.figure(figsize=(12, 6 + instance.num_resources))\n", - "\n", - " hr = [1] * (instance.num_resources + 1)\n", - " hr[0] = 6\n", - "\n", - " gs = plt.GridSpec(nrows=1 + instance.num_resources,\n", - " ncols=1,\n", - " height_ratios=hr)\n", - "\n", - " s, u = schedule(tuple(self.jobs))\n", - " idcs = np.argsort(s)\n", - "\n", - " gantt = fig.add_subplot(gs[0, 0])\n", - " gantt.axvspan(LB, UB, alpha=0.25, color='grey')\n", - " gantt.barh(np.arange(instance.num_jobs),\n", - " instance.duration[idcs],\n", - " left=s[idcs])\n", - "\n", - " gantt.set_xlim(0, self.objective())\n", - " gantt.set_ylim(0, instance.last_job)\n", - " gantt.invert_yaxis()\n", - "\n", - " gantt.set_title(\"Gantt chart\")\n", - "\n", - " for res in range(instance.num_resources):\n", - " res_ax = fig.add_subplot(gs[res + 1, 0], sharex=gantt)\n", - " res_ax.bar(np.arange(u.shape[0]), u[:, res], align='edge')\n", - "\n", - " res_ax.set_ylim(0, instance.resources[res])\n", - " res_ax.set_ylabel(f\"R{res + 1}\")\n", - "\n", - " if res == instance.num_resources - 1:\n", - " res_ax.set_xlabel(\"Time\")\n", - "\n", - " plt.tight_layout()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## Destroy operators" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "def most_mobile_removal(state, rnd_state):\n", - " \"\"\"\n", - " This operator unschedules those jobs that are most mobile, that is, those\n", - " that can be 'moved' most within the schedule, as determined by their\n", - " scheduled predecessors and successors. Based on Muller (2009).\n", - "\n", - " Muller, LF. 2009. An Adaptive Large Neighborhood Search Algorithm\n", - " for the Resource-constrained Project Scheduling Problem. In _MIC\n", - " 2009: The VIII Metaheuristics International Conference_.\n", - " \"\"\"\n", - " state = copy.copy(state)\n", - " indices = state.indices\n", - "\n", - " # Left and right limits. These are the indices of the job's last\n", - " # predecessor and first successor in the schedule. That indicates\n", - " # the extent of the job's movement.\n", - " ll = np.array([np.max(indices[instance.predecessors[job]], initial=0)\n", - " for job in range(instance.num_jobs)])\n", - "\n", - " rl = np.array([np.min(indices[instance.successors[job]],\n", - " initial=instance.num_jobs)\n", - " for job in range(instance.num_jobs)])\n", - "\n", - " mobility = np.maximum(rl - ll, 0)\n", - " mobility[[instance.first_job, instance.last_job]] = 0\n", - " p = mobility / mobility.sum()\n", - "\n", - " for job in rnd_state.choice(instance.num_jobs, Q, replace=False, p=p):\n", - " state.jobs.remove(job)\n", - "\n", - " return state" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "def non_peak_removal(state: RcpspState, rnd_state):\n", - " \"\"\"\n", - " Removes up to Q jobs that are scheduled in periods with limited resource\n", - " use. Those jobs might be grouped together better when they are rescheduled.\n", - " Based on Muller (2009).\n", - "\n", - " Muller, LF. 2009. An Adaptive Large Neighborhood Search Algorithm\n", - " for the Resource-constrained Project Scheduling Problem. In _MIC\n", - " 2009: The VIII Metaheuristics International Conference_.\n", - " \"\"\"\n", - " state = copy.copy(state)\n", - "\n", - " start, used = schedule(tuple(state.jobs))\n", - " end = start + instance.duration\n", - "\n", - " # Computes a measure of resource utilisation in each period, and\n", - " # determines periods of high resource use.\n", - " used = used / instance.resources\n", - " high_util = np.argwhere(np.mean(used, axis=1) > DELTA)\n", - "\n", - " # These are all non-peak jobs, that is, jobs that are completely\n", - " # scheduled in periods of limited resource use.\n", - " jobs = [job for job in range(instance.num_jobs)\n", - " if np.all((high_util <= start[job]) | (high_util >= end[job]))]\n", - "\n", - " for job in rnd_state.choice(jobs, min(len(jobs), Q), replace=False):\n", - " state.jobs.remove(job)\n", - "\n", - " return state" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "def segment_removal(state, rnd_state):\n", - " \"\"\"\n", - " Removes a whole segment of jobs from the current solution.\n", - " \"\"\"\n", - " state = copy.copy(state)\n", - " offset = rnd_state.randint(1, instance.num_jobs - Q)\n", - "\n", - " del state.jobs[offset:offset + Q]\n", - "\n", - " return state" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## Repair operators\n", - "\n", - "We only define a single repair operator: `random_insert`.\n", - "This operator takes the unscheduled jobs, and randomly inserts them in feasible locations in the schedule.\n", - "Together with a justification technique (shown below) that further improves the resulting schedule, this results in a new, hopefully improved solution." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "def justify(state):\n", - " \"\"\"\n", - " Helper method that double-justifies the schedule. Based on the\n", - " justification technique of Valls et al. (2005).\n", - "\n", - " Valls, V. Ballestín, F. and S. Quintanilla. 2005. Jusitfication and\n", - " RCPSP: A technique that pays. _ European Journal of Operational\n", - " Research_. 165 (2): 375 -- 386.\n", - " \"\"\"\n", - " # We first right-justify the current schedule. That more or less means\n", - " # that we schedule jobs from the right, such that no job can be started\n", - " # later without increases the makespan.\n", - " makespan = state.objective()\n", - " used = np.zeros((makespan, instance.num_resources))\n", - " sched = np.zeros(instance.num_jobs, dtype=int)\n", - "\n", - " for job in reversed(state.jobs):\n", - " needs = instance.needs[job]\n", - " duration = instance.duration[job]\n", - "\n", - " t = min(sched[instance.successors[job]], default=makespan)\n", - " res_ok = np.all(used[:t] + needs <= instance.resources, axis=1)\n", - "\n", - " for s in reversed(np.flatnonzero(res_ok[:t - duration + 1])):\n", - " if np.all(res_ok[s:s + duration]):\n", - " sched[job] = s\n", - " used[s:s + duration, :] += needs\n", - " break\n", - "\n", - " # Right-justify the schedule, and then left-justify it again. This\n", - " # results in a double-justified schedule that is hopefully better\n", - " # than what we got initially.\n", - " right_justified = np.argsort(sched)\n", - " sched, _ = schedule(tuple(right_justified))\n", - " left_justified = np.argsort(sched).tolist()\n", - "\n", - " return RcpspState(left_justified)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "def random_insert(state, rnd_state):\n", - " \"\"\"\n", - " Randomly inserts jobs into the schedule. The resulting solution state\n", - " is guaranteed to be feasible.\n", - " \"\"\"\n", - " indices = state.indices\n", - " preds = instance.all_predecessors\n", - " succs = instance.all_successors\n", - "\n", - " for job in state.unscheduled:\n", - " # Left and right insertion limits. The job must be inserted\n", - " # between these indices - the interval is [ll, rl).\n", - " ll = np.max(indices[preds[job]], initial=-1) + 1\n", - " rl = np.min(indices[succs[job]], initial=len(state.jobs))\n", - "\n", - " idx = rnd_state.randint(ll, rl) if ll < rl else ll\n", - " state.jobs.insert(idx, job)\n", - "\n", - " indices[indices >= idx] += 1\n", - " indices[job] = idx\n", - "\n", - " return justify(state)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## Initial solution\n", - "\n", - "Our solution representation is a list of jobs.\n", - "We can thus easily generate an initial solution as the list of all jobs, in the (topological) order we got them." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Initial solution has objective 172.\n" - ] - } - ], - "source": [ - "init_sol = RcpspState(list(range(instance.num_jobs)))\n", - "print(f\"Initial solution has objective {init_sol.objective()}.\")" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "init_sol.plot()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## Heuristic solution\n", - "\n", - "With our initial solution in hand, we can now use ALNS to further improve it.\n", - "We use a segmented roulette wheel operator selection strategy, and a simple hill-climbing acceptance criterion." - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "rnd_state = rnd.RandomState(SEED)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [], - "source": [ - "alns = ALNS(rnd_state)\n", - "\n", - "alns.add_destroy_operator(most_mobile_removal)\n", - "alns.add_destroy_operator(non_peak_removal)\n", - "alns.add_destroy_operator(segment_removal)\n", - "\n", - "alns.add_repair_operator(random_insert)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Heuristic solution has objective 141.\n" - ] - } - ], - "source": [ - "select = SegmentedRouletteWheel(WEIGHTS, THETA, SEG_LENGTH, 3, 1)\n", - "accept = HillClimbing()\n", - "stop = MaxIterations(ITERS)\n", - "\n", - "res = alns.iterate(init_sol, select, accept, stop)\n", - "sol = res.best_state\n", - "\n", - "print(f\"Heuristic solution has objective {sol.objective()}.\")" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "_, ax = plt.subplots(figsize=(12, 6))\n", - "res.plot_objectives(ax=ax)" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "pycharm": { - "name": "#%%\n" - } - }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "sol.plot()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "pycharm": { - "name": "#%% md\n" - } - }, - "source": [ - "## Conclusion\n", - "\n", - "In this notebook we solved a challenging instance of the resource-constrained project scheduling problem, using several operators and enhancement techniques from the literature.\n", - "The resulting heuristic solution is competitive with other heuristics for this problem: the best known solution achieves a makespan of 135, and we find 141, just 4% higher." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.13" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} + " We use a list representation of the scheduled jobs, where job i is\n", + " scheduled before j if i precedes j (i.e., the jobs are sorted\n", + " topologically).\n", + " \"\"\"\n", + "\n", + " def __init__(self, jobs: List[int]):\n", + " self.jobs = jobs\n", + " \n", + " def __copy__(self):\n", + " return RcpspState(self.jobs.copy())\n", + "\n", + " @property\n", + " def indices(self) -> np.ndarray:\n", + " \"\"\"\n", + " Returns a mapping from job -> idx in the schedule. Unscheduled\n", + " jobs have index +inf.\n", + " \"\"\"\n", + " indices = np.full(instance.num_jobs, np.inf, dtype=int)\n", + "\n", + " for idx, job in enumerate(self.jobs):\n", + " indices[job] = idx\n", + "\n", + " return indices\n", + "\n", + " @property\n", + " def unscheduled(self) -> List[int]:\n", + " \"\"\"\n", + " All jobs that are not currently scheduled, in topological order.\n", + " \"\"\"\n", + " return sorted(set(range(instance.num_jobs)) - set(self.jobs))\n", + "\n", + " def objective(self) -> int:\n", + " s, _ = schedule(tuple(self.jobs))\n", + " return s[instance.last_job]\n", + "\n", + " def plot(self):\n", + " \"\"\"\n", + " Plots the current schedule. The plot includes a Gantt chart, the\n", + " lower and upper bounds on an optimal makespan, and bar charts for\n", + " resource use.\n", + " \"\"\"\n", + " fig = plt.figure(figsize=(12, 6 + instance.num_resources))\n", + "\n", + " hr = [1] * (instance.num_resources + 1)\n", + " hr[0] = 6\n", + "\n", + " gs = plt.GridSpec(nrows=1 + instance.num_resources,\n", + " ncols=1,\n", + " height_ratios=hr)\n", + "\n", + " s, u = schedule(tuple(self.jobs))\n", + " idcs = np.argsort(s)\n", + "\n", + " gantt = fig.add_subplot(gs[0, 0])\n", + " gantt.axvspan(LB, UB, alpha=0.25, color='grey')\n", + " gantt.barh(np.arange(instance.num_jobs),\n", + " instance.duration[idcs],\n", + " left=s[idcs])\n", + "\n", + " gantt.set_xlim(0, self.objective())\n", + " gantt.set_ylim(0, instance.last_job)\n", + " gantt.invert_yaxis()\n", + "\n", + " gantt.set_title(\"Gantt chart\")\n", + "\n", + " for res in range(instance.num_resources):\n", + " res_ax = fig.add_subplot(gs[res + 1, 0], sharex=gantt)\n", + " res_ax.bar(np.arange(u.shape[0]), u[:, res], align='edge')\n", + "\n", + " res_ax.set_ylim(0, instance.resources[res])\n", + " res_ax.set_ylabel(f\"R{res + 1}\")\n", + "\n", + " if res == instance.num_resources - 1:\n", + " res_ax.set_xlabel(\"Time\")\n", + "\n", + " plt.tight_layout()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Destroy operators" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "def most_mobile_removal(state, rng):\n", + " \"\"\"\n", + " This operator unschedules those jobs that are most mobile, that is, those\n", + " that can be 'moved' most within the schedule, as determined by their\n", + " scheduled predecessors and successors. Based on Muller (2009).\n", + "\n", + " Muller, LF. 2009. An Adaptive Large Neighborhood Search Algorithm\n", + " for the Resource-constrained Project Scheduling Problem. In _MIC\n", + " 2009: The VIII Metaheuristics International Conference_.\n", + " \"\"\"\n", + " state = copy.copy(state)\n", + " indices = state.indices\n", + "\n", + " # Left and right limits. These are the indices of the job's last\n", + " # predecessor and first successor in the schedule. That indicates\n", + " # the extent of the job's movement.\n", + " ll = np.array([np.max(indices[instance.predecessors[job]], initial=0)\n", + " for job in range(instance.num_jobs)])\n", + "\n", + " rl = np.array([np.min(indices[instance.successors[job]],\n", + " initial=instance.num_jobs)\n", + " for job in range(instance.num_jobs)])\n", + "\n", + " mobility = np.maximum(rl - ll, 0)\n", + " mobility[[instance.first_job, instance.last_job]] = 0\n", + " p = mobility / mobility.sum()\n", + "\n", + " for job in rng.choice(instance.num_jobs, Q, replace=False, p=p):\n", + " state.jobs.remove(job)\n", + "\n", + " return state" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "def non_peak_removal(state: RcpspState, rng):\n", + " \"\"\"\n", + " Removes up to Q jobs that are scheduled in periods with limited resource\n", + " use. Those jobs might be grouped together better when they are rescheduled.\n", + " Based on Muller (2009).\n", + "\n", + " Muller, LF. 2009. An Adaptive Large Neighborhood Search Algorithm\n", + " for the Resource-constrained Project Scheduling Problem. In _MIC\n", + " 2009: The VIII Metaheuristics International Conference_.\n", + " \"\"\"\n", + " state = copy.copy(state)\n", + "\n", + " start, used = schedule(tuple(state.jobs))\n", + " end = start + instance.duration\n", + "\n", + " # Computes a measure of resource utilisation in each period, and\n", + " # determines periods of high resource use.\n", + " used = used / instance.resources\n", + " high_util = np.argwhere(np.mean(used, axis=1) > DELTA)\n", + "\n", + " # These are all non-peak jobs, that is, jobs that are completely\n", + " # scheduled in periods of limited resource use.\n", + " jobs = [job for job in range(instance.num_jobs)\n", + " if np.all((high_util <= start[job]) | (high_util >= end[job]))]\n", + "\n", + " for job in rng.choice(jobs, min(len(jobs), Q), replace=False):\n", + " state.jobs.remove(job)\n", + "\n", + " return state" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "def segment_removal(state, rng):\n", + " \"\"\"\n", + " Removes a whole segment of jobs from the current solution.\n", + " \"\"\"\n", + " state = copy.copy(state)\n", + " offset = rng.integers(1, instance.num_jobs - Q)\n", + "\n", + " del state.jobs[offset:offset + Q]\n", + "\n", + " return state" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Repair operators\n", + "\n", + "We only define a single repair operator: `random_insert`.\n", + "This operator takes the unscheduled jobs, and randomly inserts them in feasible locations in the schedule.\n", + "Together with a justification technique (shown below) that further improves the resulting schedule, this results in a new, hopefully improved solution." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "def justify(state):\n", + " \"\"\"\n", + " Helper method that double-justifies the schedule. Based on the\n", + " justification technique of Valls et al. (2005).\n", + "\n", + " Valls, V. Ballestín, F. and S. Quintanilla. 2005. Jusitfication and\n", + " RCPSP: A technique that pays. _ European Journal of Operational\n", + " Research_. 165 (2): 375 -- 386.\n", + " \"\"\"\n", + " # We first right-justify the current schedule. That more or less means\n", + " # that we schedule jobs from the right, such that no job can be started\n", + " # later without increases the makespan.\n", + " makespan = state.objective()\n", + " used = np.zeros((makespan, instance.num_resources))\n", + " sched = np.zeros(instance.num_jobs, dtype=int)\n", + "\n", + " for job in reversed(state.jobs):\n", + " needs = instance.needs[job]\n", + " duration = instance.duration[job]\n", + "\n", + " t = min(sched[instance.successors[job]], default=makespan)\n", + " res_ok = np.all(used[:t] + needs <= instance.resources, axis=1)\n", + "\n", + " for s in reversed(np.flatnonzero(res_ok[:t - duration + 1])):\n", + " if np.all(res_ok[s:s + duration]):\n", + " sched[job] = s\n", + " used[s:s + duration, :] += needs\n", + " break\n", + "\n", + " # Right-justify the schedule, and then left-justify it again. This\n", + " # results in a double-justified schedule that is hopefully better\n", + " # than what we got initially.\n", + " right_justified = np.argsort(sched)\n", + " sched, _ = schedule(tuple(right_justified))\n", + " left_justified = np.argsort(sched).tolist()\n", + "\n", + " return RcpspState(left_justified)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "def random_insert(state, rng):\n", + " \"\"\"\n", + " Randomly inserts jobs into the schedule. The resulting solution state\n", + " is guaranteed to be feasible.\n", + " \"\"\"\n", + " indices = state.indices\n", + " preds = instance.all_predecessors\n", + " succs = instance.all_successors\n", + "\n", + " for job in state.unscheduled:\n", + " # Left and right insertion limits. The job must be inserted\n", + " # between these indices - the interval is [ll, rl).\n", + " ll = np.max(indices[preds[job]], initial=-1) + 1\n", + " rl = np.min(indices[succs[job]], initial=len(state.jobs))\n", + "\n", + " idx = rng.integers(ll, rl) if ll < rl else ll\n", + " state.jobs.insert(idx, job)\n", + "\n", + " indices[indices >= idx] += 1\n", + " indices[job] = idx\n", + "\n", + " return justify(state)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Initial solution\n", + "\n", + "Our solution representation is a list of jobs.\n", + "We can thus easily generate an initial solution as the list of all jobs, in the (topological) order we got them." + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Initial solution has objective 172.\n" + ] + } + ], + "source": [ + "init_sol = RcpspState(list(range(instance.num_jobs)))\n", + "print(f\"Initial solution has objective {init_sol.objective()}.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "init_sol.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Heuristic solution\n", + "\n", + "With our initial solution in hand, we can now use ALNS to further improve it.\n", + "We use a segmented roulette wheel operator selection strategy, and a simple hill-climbing acceptance criterion." + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "rng = rnd.default_rng(SEED)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "alns = ALNS(rng)\n", + "\n", + "alns.add_destroy_operator(most_mobile_removal)\n", + "alns.add_destroy_operator(non_peak_removal)\n", + "alns.add_destroy_operator(segment_removal)\n", + "\n", + "alns.add_repair_operator(random_insert)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<__array_function__ internals>:200: RuntimeWarning: invalid value encountered in cast\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Heuristic solution has objective 143.\n" + ] + } + ], + "source": [ + "select = SegmentedRouletteWheel(WEIGHTS, THETA, SEG_LENGTH, 3, 1)\n", + "accept = HillClimbing()\n", + "stop = MaxIterations(ITERS)\n", + "\n", + "res = alns.iterate(init_sol, select, accept, stop)\n", + "sol = res.best_state\n", + "\n", + "print(f\"Heuristic solution has objective {sol.objective()}.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, ax = plt.subplots(figsize=(12, 6))\n", + "res.plot_objectives(ax=ax)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": { + "pycharm": { + "name": "#%%\n" + } + }, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sol.plot()" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "pycharm": { + "name": "#%% md\n" + } + }, + "source": [ + "## Conclusion\n", + "\n", + "In this notebook we solved a challenging instance of the resource-constrained project scheduling problem, using several operators and enhancement techniques from the literature.\n", + "The resulting heuristic solution is competitive with other heuristics for this problem: the best known solution achieves a makespan of 135, and we find 143, just 6% higher." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.19" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/examples/travelling_salesman_problem.ipynb b/examples/travelling_salesman_problem.ipynb index 5fbf33f1..2d5eb4fa 100644 --- a/examples/travelling_salesman_problem.ipynb +++ b/examples/travelling_salesman_problem.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, + "execution_count": 36, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 38, "metadata": {}, "outputs": [], "source": [ @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 39, "metadata": {}, "outputs": [ { @@ -85,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 40, "metadata": {}, "outputs": [], "source": [ @@ -103,12 +103,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -139,7 +139,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 42, "metadata": {}, "outputs": [], "source": [ @@ -187,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 43, "metadata": {}, "outputs": [], "source": [ @@ -196,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 44, "metadata": {}, "outputs": [], "source": [ @@ -206,11 +206,11 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ - "def worst_removal(current, rnd_state):\n", + "def worst_removal(current, rng):\n", " \"\"\"\n", " Worst removal iteratively removes the 'worst' edges, that is,\n", " those edges that have the largest distance.\n", @@ -228,18 +228,18 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ - "def path_removal(current, rnd_state):\n", + "def path_removal(current, rng):\n", " \"\"\"\n", " Removes an entire consecutive sub-path, that is, a series of\n", " contiguous edges.\n", " \"\"\"\n", " destroyed = copy.deepcopy(current)\n", " \n", - " node_idx = rnd_state.choice(len(destroyed.nodes))\n", + " node_idx = rng.choice(len(destroyed.nodes))\n", " node = destroyed.nodes[node_idx]\n", " \n", " for _ in range(edges_to_remove(current)):\n", @@ -250,17 +250,17 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ - "def random_removal(current, rnd_state):\n", + "def random_removal(current, rng):\n", " \"\"\"\n", " Random removal iteratively removes random edges.\n", " \"\"\"\n", " destroyed = copy.deepcopy(current)\n", " \n", - " for idx in rnd_state.choice(len(destroyed.nodes),\n", + " for idx in rng.choice(len(destroyed.nodes),\n", " edges_to_remove(current),\n", " replace=False):\n", " del destroyed.edges[destroyed.nodes[idx]]\n", @@ -279,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 48, "metadata": {}, "outputs": [], "source": [ @@ -304,11 +304,11 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 49, "metadata": {}, "outputs": [], "source": [ - "def greedy_repair(current, rnd_state):\n", + "def greedy_repair(current, rng):\n", " \"\"\"\n", " Greedily repairs a tour, stitching up nodes that are not departed\n", " with those not visited.\n", @@ -317,7 +317,7 @@ " \n", " # This kind of randomness ensures we do not cycle between the same\n", " # destroy and repair steps every time.\n", - " shuffled_idcs = rnd_state.permutation(len(current.nodes))\n", + " shuffled_idcs = rng.permutation(len(current.nodes))\n", " nodes = [current.nodes[idx] for idx in shuffled_idcs]\n", "\n", " while len(current.edges) != len(current.nodes):\n", @@ -354,33 +354,33 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Initial solution objective is 870.0.\n" + "Initial solution objective is 854.0.\n" ] } ], "source": [ - "random_state = rnd.RandomState(SEED)\n", + "rng = rnd.default_rng(SEED)\n", "state = TspState(CITIES, {})\n", " \n", - "init_sol = greedy_repair(state, random_state)\n", + "init_sol = greedy_repair(state, rng)\n", "print(f\"Initial solution objective is {init_sol.objective()}.\")" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 51, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA7YAAAHiCAYAAADcelBQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd1wUV9fA8d8sWBAsKHZQUEGlWUBhib33giIWotHYjb3HJJZoFFvUGKPR2CvYS9TYNSoqGgV7wRpbUCOKHeb9w8d9JRQbyyxwvp9PHnx2l5kzl9mZOXPv3KOoqqoihBBCCCGEEEKkUjqtAxBCCCGEEEIIIT6FJLZCCCGEEEIIIVI1SWyFEEIIIYQQQqRqktgKIYQQQgghhEjVJLEVQgghhBBCCJGqSWIrhBBCCCGEECJVk8RWCCGEEEIIIUSqJomtEEIIIYQQQohUzfx9PhQbG8vNmzfJmjUriqIYOyYhhBBCCCGEEOmcqqo8evSIAgUKoNMl3Sf7XontzZs3sbOzS5bghBBCCCGEEEKI93X9+nVsbW2T/Mx7JbZZs2Y1LDBbtmyfHpkQQgghhBBCCJGEqKgo7OzsDPloUt4rsX0z/DhbtmyS2AohhBBCCCGESDHv8zisTB4lhBBCCCGEECJVk8RWCCGEEEIIIUSqJomtEEIIIYQQQohUTRJbIYQQQgghhBCpmiS2QgghhBBCCCFSNUlshRBCCCGEEEKkapLYCiGEEEIIIYRI1SSxFUIIIYQQQgiRqkliK4QQQgghhBAiVZPEVgghhBBCCCFEqiaJrRBCCCGEEEKIVE0SWyGEEEIIIYQQqZoktkIIIYQQQgghUjVJbIUQQgghhBBCpGqS2AohhBBCCCGESNUksRVCCCGEEEIIkapJYiuEEEIIIYQQIlWTxFYIIYQQQgghRKomia0QQgghhBBCiFRNElshhBBCCCGEEKmaJLZCCCGEEEIIIVI1SWyFEEIIIYQQQqRqktgKIYQQQgghhEjVJLEVQgghhBBCCJGqSWIrhBBCCCGEECJVk8RWCCGEEEIIIUSqJomtEEIIIYQQQohUTRJbIYQQQgghhBCpmiS2QgghhBBCCCFSNUlshRBCCCGEEEKkapLYCiGEEEIIIYRI1SSxFUIIIYQQQgiRqkliK4QQQgghhBAiVTPXOgAhhLgcGU1Q6HVuPHiKrbUFLTztcLCx1DoskY7JPpk0aZ+kSfsIIUTKU1RVVd/1oaioKLJnz87Dhw/Jli1bSsQlhEgngkKvM2R1GIqioKqq4WdgM3f8POy0Dk+kQ7JPJk3aJ2nSPkIIkXw+JA+VochCCM1cjoxmyOowYlWIiVXj/By8KowrkdFahyjSGdknkybtkzRpHyGE0I4ktkIIzQSFXkdRlATfU1BYEXo9hSMS6Z3sk0kLCr1Owq0j7QOy/wghhJbkGVshhGZuPHhKYk9DqKjcePA0hSMS6Z3sk3HFxMRw8uRJDhw4wMGDB9kXU4xY29IoOrN4n02P7fNfsv8IIYR2JLEVQmjG1tride9GAheCCgq21hYaRCXSM1triyR7JNP6Pvnvv/9y6NAhDhw4wIEDBzh06BCPHj3CzMyMMmXKUKxyOS7pdMQm8LvpoX3eRY5pQgihHRmKLITQTAtPuwR7N1RVJVZV8feUiVZEympaKi8xsbEJ75ekrX1SVVUuXLjAggUL6NKlC25ubuTMmZM6derw888/Y2Fhwddff82ePXuIioriyJEj/DqkAyQy1Dattc/HSOyYBtI+QghhbNJjK4TQjIONJYHN3Bm8Kgx4PezRzMyMWFXl+d65PP+iGNgU1zhKkZ5MHjmUfw9dwbpOTxTl//dJgMBm7tin4pItT548ITQ01NAbe/DgQSIjIwFwcXHBx8eH/v374+Pjg6OjY4LPiib2nYXU3z7J4e32UVWV2NhYzHQ6UBRpHyGEMDIp9yOE0NyVyGimbTrCotW/87lvPT73KUZAk9o8fPiQffv24eDgoHWIIh349ddf6dKlC7Nnz6ZGk1Zx9sle9culuqTkxo0bhiT2wIED/PXXX7x69QorKyu8vb3x8fHBx8cHLy8vcuTI8UHL/u93NjW2jzFdiYxm0tqDLN/wB+VdivFzvzbSPkII8RE+JA+VxFYIYRKOHTuGh4cHR48epWzZsty6dYtKlSoRExPD3r17sbW11TpEkYYdOHCAKlWq0KlTJ37++Wcg/j5pyl6+fMnx48fj9MZev/56Bt4iRYoYklgfHx9cXV0NvayfIjW1jxbetE/jxo1Zu3at1uEIIUSq9CF5qAxFFkKYpPz587Njxw4qVqxI9erV2bt3L3nz5tU6LJEG/f333zRr1gwvLy9+/PFHrcN5L5GRkRw8eNCQyB45coSnT5+SKVMmPD09admyJXq9Hr1eT758+bQON10LDw/XOgQhhEgXJLEVQpisQoUKsWPHDipVqkTNmjXZtWsXuXLl0joskYY8e/YMX19fzMzMWLlyJRkzZtQ6pHhiY2M5ffp0nET2/PnzAOTLl4/PPvuM0aNH4+PjQ5kyZciUKZPGEYu3RURE8O+//37wcG8hhBAfRhJbIYRJK1asGNu3b6dy5crUqVOH7du3kz17dq3DEmmAqqr06NGDEydOsG/fPpMZEfDo0aM4JXdCQkJ4+PAhZmZmlCpVilq1ajF8+HB8fHwoXLhwgpM8CdNy+PBhatWqpXUYQgiRpkliK4Qwec7Ozmzbto2qVatSv359tm7diqWlTMQiPs0vv/zC3LlzWbBgAeXKldMkBlVVuXz5cpxJnsLDw4mNjcXa2hq9Xs/AgQPx8fGhXLlyWFlZaRKn+HjZs2fn4MGDktgKIYSRSWIrhEgVSpcuzZYtW6hRowaNGzdm48aNZM6cWeuwRCq1d+9eevfuTe/evWnbtm2KrffZs2ccPXo0TiJ79+5dAEqUKIGPjw89e/bEx8eH4sWLo9NJufnUztXVlZCQEK3DEEKINE8SWyFEquHl5cXGjRupW7cuzZs3Z/Xq1Sb5TKQwbdevX6d58+ZUqFCBCRMmGHVdN2/ejPNs7NGjR3n58iVZsmTBy8uLTp064ePjg7e3Nzlz5jRqLEIbbm5uLF++nNjYWLlRIYQQRiSJrRAp4HJkNEGh17nx4Cm21ha08LTDQWoafpTKlSuzZs0aGjVqRJs2bVi2bBnm5nIoE+/n6dOnNG3aFAsLC4KCgsiQIUOCn7scGc3i8ChsGg1kcXgU1oWi3/mdffXqFWFhYXF6Y69evQpA4cKF8fHxoU2bNvj4+ODu7p6q99uPaZ/05O32eVCoNI+V9Zw7d46SJUtqHZoQQqRZUsdWCCMLCr3OkNVhKIqCqqqGn4HN3PHzsNM6PJPxoTUx161bR7NmzWjdujXz58+XnhDxTqqq8sUXXxAcHMz+/fspU6ZMgp97850FiImJMdR8/e939v79+4SEhBiS2EOHDvHkyRMyZMiAh4eHoW6sXq+nQIECxt/AFPK+7ZNeJdQ+MTGxNMn/mKl9WmkcnRBCpC5Sx1YIE3E5Mpohq8OIVYE395D+93PwqjDKFc6JvfRyfJTGjRuzePFiWrdujaWlJTNmzJDZYUWSpk2bxsKFC1myZEmiSW2c7yyg6MwM/x60MoyrR3ZyNnQfBw4c4MyZMwDkyZMHHx8fRowYgY+PDx4eHmn2+e+k2keOaYm3j6IorLudlb6R0em6fYQQwpgksRXCiIJCr79OthIYGKGgsCL0OoPrlNAgsrShZcuWPH36lA4dOmBhYcGkSZMkuRUJ2rlzJ/3796d///60bt060c8l9Z2NjY3hhxW7KfTgL6pUqcLQoUPx8fGhSJEi6Wa/k2Na0hJtH0WB2Jh03z5CCGFMktgKYUQ3HjwlsdH+Kio3HjxN4YjSnvbt2/PkyRO++uorLC0t+f7777UOSZiYK1eu0KJFC6pWrcq4ceOS/GxS31mdzowW7bsxs215Y4Rp0lRV5cKFC+w8dJyYGEtQ4g/9l2Pau475cPluVMoGJIQQ6YgktkIYka21RZK9G7bWFhpElfb06NGDJ0+eMGjQICwtLRkyZIjWIQkT8eTJE5o2bUq2bNlYvnz5OydsSuo7q1MUHPKkn3kmHj9+zK5du9iyZQubN2/m8uXL5KrWHqtyTRP8vBzTkt5/AF48uJXCEQkhRPohs60IYUQtPO2S7LH195SJVpLLwIEDGT58OEOHDmXatGlahyNMgKqqdOzYkfPnz7N27Vpy5cr1zt9Jz99ZVVU5efIkEydOpEaNGuTKlYtGjRqxZcsW6tWrx4YNG9g7PzDRidrSevu8j8T3HxVQWDamJ0OHDiUyMjKlQxNCiDRPElshjMjBxpLAZu7oFNChosbGoKCiU17PICqTiCSv4cOHM2DAAHr37s1vv/2mdThCY5MmTWLZsmXMnz8fd3f39/qdt7+zZjrl9U9FSbPf2YcPH7J69Wo6depEoUKFcHNz47vvviNTpkxMnDiR8+fPc+nSJaZPn06DBg1wtsudrtrnQyW+/yjkufIHBbNl5KeffsLBwYGvv/6ae/fuaR2yEEKkGTIUWQgj8/OwI3+2zAxddoDLt+9TKF9OxrbyoYJjbq1DS3MURWH8+PE8efKETp06YWFhkeREQSLt+uOPPxg8eDBDhgzBz8/vg37Xz8OOcoVzsuKt2tP+nnYmm7R9SJ3s2NhYTpw4YRhefODAAWJiYihRogR+fn7UqVOHihUrYmGR+JDi1NY+KS2x9pk//Qg/bX/A5cuXmTx5MtOmTWP69On06tWLfv36kTNnTq1DF0KIVE3q2AphZG9qGqqqSmxsLDqdDkVRpObjf3xoHdukxMbG8uWXX7Jo0SKCg4Np2jThZwJF2nTp0iXKlSuHl5cXGzduNNRZTYvep072vXv32LZtG1u2bGHLli3cuXMHKysrqlevTp06dahTpw729vbabkg6sHXrVurUqcO5c+dwcnLin3/+YeLEiUyfPh0zMzN69+5Nv379sLa21jpUIYQwGR+Sh0piK4QRXY6Mpvrk3Yaahm/TKbCzXxXp5fif5ExsAWJiYmjTpg2rV69m3bp11K1bNxmiFKbu8ePH6PV6nj17xuHDh9N0kpDU8UUBfDOGc+CPdRw+fJjY2Fjc3d0Niexnn31GxowZUzzm9Ozff//F2tqaBQsW0LZtW8Pr//zzDxMmTODnn3/G3NycPn360KdPnzS97wohxPv6kDxUnrEVwogMNQ0T8KbmozAOMzMzFi1aRN26dfH19WX37t1ahySMTFVV2rdvz5UrV1i7dm2aTwySOr7ExsawJOQydnZ2zJ49mxs3bnDixAkCAwOpWrWqJLUayJEjByVLluTgwYNxXs+dOzfjx4/n8uXLdOrUiQkTJuDg4MCIESP4999/tQlWCCFSIUlshTCiq/ceExsbm+B7UvPR+DJkyMCKFSuoWLEiDRo0iHdBKdKWcePGsXLlShYuXIiLi4vW4Rjdu2ruNm/XmaCgIDp06EDBggVTODqREL1en+hxKE+ePEycOJHLly/z5ZdfMn78eOzt7Rk5ciQPHz5M4UiFECL1kcRWiGSmqiqHDx+me/furF44O9HEVmo+pozMmTOzdu1aypYtS506dTh27JjWIQkj+P333xk2bBjffvttunmm2lAzNQE6RcEupzzmYGq8vb0JDw/n8ePHiX4mb968TJo0iYiICDp06MC4ceOwt7fn+++/lwRXCCGSIImtEMnk9u3bTJgwAVdXV7y8vFi/fj3NyxZEl8jENVLzMeVkyZKFjRs3UqJECWrVqsXJkye1DkkkowsXLtC6dWvq16/PiBEjtA4nxRhqpibQayvHF9Ok1+uJjY3lyJEj7/xsvnz5mDx5MhEREbRr144xY8bg4ODA6NGjiYqKSoFohRAidZHEVohP8Pz5c1atWkWDBg2wtbXl22+/xd3dnS1btnD16lWmj/2O8W/q2CqgxsYY/i01H1NWtmzZ2LJlC7a2ttSoUYMLFy5oHZJIBo8ePaJx48bky5ePxYsXo9Oln9Oag40lw2rYv54N+X/1saWmrGlzdnYmW7ZshISEvPfv5M+fnylTphAREcHnn3/O6NGjsbe3Z8yYMTx69MiI0QohROqSfq4AhEgmqqpy7NgxevXqRYECBWjevDn//PMP06dP59atWyxbtozatWsbSoz4edixs18VmhS35MnZP2lS3JKd/apIqR8NWFtb88cff2BtbU316tW5evWq1iGJTxAbG0vbtm25ceMGa9euJXv27FqHlOIidizl3yV9+cLLlvpuBehcqYgcX0yYTqejfPnyH/W8f4ECBZg6dSoREREEBATw/fffY29vz9ixYyXBFUIIpNxPunQ5MpqgtwrHt/C0w0Hu7ANJt83du3dZsmQJ8+fPJywsjHz58tG2bVvatWuHs7PzO5ed3OVs0pLLkdH8tOkIi1b/zue+9ehZv5xR98m///6bSpUqAbB3716ZWCeVGjVqFMOHD2f9+vU0bNhQ63BSXFRUFIUKFaJjx45MnDhR63DEe/ruu+/45ZdfuHv3bqLPSL+Pv//+m7FjxzJ79myyZs3KgAED+Oqrr7CyskrGaIUQQltSx1YkKij0OkNWh6Eoyuvha//7GdjMPd3f4U+sbVo6xHB601w2bdqETqejUaNGtG/fnlq1amFubv7ey5fENmFv2h1e155909Nt7H3yypUrVKpUCUtLS/bs2UOePHmMti6R/NavX0/jxo0ZNWoU3377rdbhaGLixIl8/fXXXL58WW7OpCK///479evX5+LFixQtWvSTl3fjxg3Gjh3LnDlzyJo1KwMHDqRHjx6S4Aoh0gSpYysSdDkymiGrw4hVISZWjfNz8KowrkRGax2iZhJrm5hYlSUXFa7ee8KPP/7IzZs3CQ4Opl69eh+U1IqEvd3usSooOjPDv429T9rb27Njxw7+/fdfatWqxf379422LpG8zp49S0BAAE2bNmXYsGFah6OJ58+fM3nyZD7//HNJalMZLy8vgGQrP2Zra8vPP//MxYsXadGiBd9++y0ODg5MmDCB6Oj0e14XQqQ/ktimI0Gh1xMd9qSgsCL0egpHZDoSaxtFUTAz09Fy2DS++uorcuXKpUF0aZfW+6SjoyPbt2/nxo0b1K1bV2YaTQUePnxI48aNsbOzY8GCBelqsqi3LVq0iNu3bzNw4ECtQxEfKFeuXDg5OX3QBFLvw87OjhkzZnDx4kWaNWvGsGHDcHBwYOLEiZLgCiHShfR5RZBO3XjwlMRGnquo3HjwNIUjMh1Jtc2b90XyM4V90sXFhT/++INz587RoEEDnjx5YvR1io8TGxtLmzZtuHPnDmvXriVr1qxah6SJmJgYxo8fT9OmTSlRooTW4YiPoNfrk63H9r8KFSrEzJkzuXDhAk2bNmXo0KEUKVKESZMmyfFNCJGmSWKbjthaWyQ5UYWttUUKRmNakmobBSVdt40xmUq7ly1bls2bN3Ps2DGaNGnCs2fPUmS94sMMHz6c33//nWXLluHo6Kh1OJpZs2YNFy5cYPDgwVqHIj6SXq/nxIkTRu1JLVy4MLNmzeLChQs0btyYIUOGUKRIEX788UeePpWbtUKItEcS23Skhaddwr1jqkpMTCxPT+5IstcyLUu0bXjdc+jvmb4n1jIWU2p3vV7Phg0b2LdvHy1atODly5cptm7xbqtWrWL06NH88MMP1K1bV+twNKOqKuPGjaNatWqUL19e63DER/L29iYmJoajR48afV329vb8+uuvnD9/ngYNGjBw4ECKFCnClClTJMEVQqQpktimIw42lgQ2c0engE4BNTbm9b91CuXV84wc+BUBAQHpcqjS221jplNQUA3tE9jMHXsph2QUie6TGrV71apVWbNmDVu2bOHzzz8nJiYmRdcvEnby5EnatWuHn59fuu+l3LlzJ0ePHmXIkCFahyI+gaurK5aWlkYbjpwQBwcH5syZw/nz56lXrx4DBgygSJEiTJ06VRJcIUSaIIltOuPnYcfOflVoUtySJ2f/pElxS3b2q0Lw+P4sX76ctWvX4uPjQ0REhNahprg3bdO5YhEqFLIk6tBqxlXIkiwlZy5HRrM4PAqbRgNZHB7F5XQ8A/V/JbZPalV+qk6dOqxYsYKVK1fSsWNHYmNjNYlDvPbgwQOaNGlCkSJFmDdv3ifV/UwLxo0bR5kyZahRo4bWoYhPYGZmRvny5ZN9Aqn3UaRIEX777TfOnTtH3bp16d+/P0WLFuWnn36SxzCEEKmaJLbpkL2NJQFu2YhcP4EAt2yGXjF/f38OHTrE48eP8fT0ZMuWLRpHmvLsbSwZXKcE8ztX4tXRVUSEHfrkZQaFXqf65N2sPRdNlhIVWHsumuqTdxN8NP3OQv1fie2TWmnatCkLFy5kwYIF9OzZM90O0ddaTEwMrVq14v79+6xduxZLy/Q9ciI0NJTt27czZMiQdJ/gpwVvJpDS6vhStGhR5s6dy9mzZ6lVqxZ9+vShaNGiTJ8+XRJcIUSqJImtiMPV1ZXQ0FD0ej316tXjhx9+SJc9Vsl1N13LOq3i07Ru3Zpff/2VGTNmMGjQIEluNTBs2DC2bdvGihUrKFKkiNbhaC4wMJCiRYvSrFkzrUMRyUCv13Pnzh2uXLmiaRzFihVj/vz5nD17lho1atC7d2+KFSvGjBkzeP78uaaxCSHEh5DEVsSTI0cONmzYwHfffcewYcNo1qxZuqzvmRx307Wu0yo+TceOHZk6dSoTJ05k5MiRWoeTrqxYsYLAwEDGjx9PzZo1tQ5Hc+fPn2fVqlUMGjQIMzMzrcMRycDLywtAk+HICXF0dGTBggWcOXOGqlWr0rNnT4oVK8Yvv/wiCa4QIlWQxFYkSKfTMWLECNavX8/OnTvx8vLi7NmzWoeVory9vbl79y6XL1/+6GWYQp1W8Wl69erF2LFjGTlyJBMmTNA6nHThxIkTtG/fntatW9OvXz+twzEJEyZMIG/evLRt21brUEQyyZ07N8WKFUvRCaTeh5OTE4sWLeL06dNUrlyZr776CkdHR2bNmsWLFy+0Dk8IIRIlia1IUsOGDTly5Ag6nY7y5cuzZs0arUNKMd7e3sCn3U03lTqt4tMMGTKEb775hkGDBvHzzz9rHU6adu/ePZo0aULx4sWZPXu2PEsK3Lx5k4ULF9K3b18yZ86sdTgiGXl7e5tMj+1/FS9enMWLF3Pq1CkqVqxIt27dcHR05Ndff5UEVwhhkiSxFe/k5ORESEgItWvXxtfXl2HDhqWLMig2NjaffDfdlOq0ik8zatQo+vbty1dffcW8efO0DidNevXqFf7+/jx+/Ji1a9eSJUsWrUMyCVOmTCFz5sx06dJF61BEMtPr9fz1118mXW6nRIkSLFmyhFOnTuHj40PXrl1xcnJi9uzZUu9bCGFSJLEV7yVr1qwEBQURGBjIuHHjqF+/Pvfv39c6LKPT6/WfdDfd1Oq0io+nKAqTJk2ia9eudOzYkeXLl2sdUpozePBgdu/eTVBQEIULF9Y6HJPw4MEDfvnlF7p370727Nm1DkckM29vb169esXRo0e1DuWdSpYsybJlyzh58iTe3t506dIFJycnfvvtN0lwhRAmQRJb8d4URWHQoEFs3bqV0NBQPD09OXHihNZhGZVer+f48eOfdDfdz8OOhe3LU8w6AzGP7lHMOgML25fXrE6r+HiKojBg5Hh8ugXSa/lfdPxpg9QkTiaLFy9m8uTJTJ48mapVq2odjsn45ZdfePnyJb1799Y6FGEE7u7uZMmSxWSHIyfE2dmZ5cuXEx4eTvny5enYsSPFixdn7ty5hgT3cmQ0gVvO0nPZXwRuOSvHSSFEipDEVnywGjVqEBoaSo4cOdDr9SxZskTrkIwmOe6mB4Vep+28w1x88BKzrLm4+OAlbecdljq2qVBQ6HVqTtnLzWzOZClRgW03VKpNkprEn+rYsWN06tSJtm3b0rNnT63DMRlPnz5lypQptG/fnnz58mkdjjACc3NzypUrZ3ITSL0PFxcXVqxYQXh4OB4eHnz55ZeUKFGCXlOWUX3ybn7dF8Gm8Jv8ui9CarcLIVKEJLbio9jb27N//378/PwICAigT58+aXIokpubG1myZPnoiw6pY5t2vP23jFFVUHT/+3uqDFopf8uPdffuXZo0aYKrqyszZ86UyaLeMm/ePO7du8eAAQO0DkUYkbe39yeXltOSq6srwcHBnDhxgpLlK7PultXr42SsGuennPOEEMYmia34aBYWFsyfP5/p06fz888/U6NGDe7cuaN1WMnqU++mJ1XHFhXm7zv3CdGJlJTY31JRFGJjY/hx/SENokrdXr58SYsWLXj+/DmrV6/GwkJmCX/j1atXTJw4kRYtWlC0aFGtwxFGpNfruXXrFtevp+4eTXd3dyq2G4SZWcKXllK7XQhhbJLYik+iKAo9evRg165dnD9/Hg8PDw4dSlsX+Hq9/qPvpidVxzYmNoaf5y+nQIEC1KlTh4EDB7Jo0SKOHz/O8+fPPzVskcyS+lsqikLw7zs5fvx4ygaVyvXv35/9+/ezcuVK7OzkmfO3BQcHc/nyZQYPHqx1KMLI3pSWS43Dkf8rqdrsUrtdCGFsktiKZFGhQgWOHj1KoUKFqFSpErNnz9Y6pGSj1+u5ffs2165d++DfTaqOrZmZGQ2q6unQoQOZMmVi5cqVtG3bljJlymBpaYmrqyutWrVi7NixbNy4kWvXrqXaoWppQVJ/S52iI7v5K2rWrMnp06dTOLLUaf78+fz0009MmzaNihUrah2OSVFVlXHjxlG7dm1Kly6tdTjCyPLmzYuDg0OqmkAqMUkdJ1VVldrtQgijMtc6AJF2FChQgN27d9OnTx86d+7M4cOHmT59OpkyZdI6tE/y5m56SEjIB5cgaeFpx6y9lxJ9f3hALextmhr+f1RUFCdPniQsLIzw8HDCwsLYvHkzDx8+BCB79uy4ubnh5uaGu7u74d/ZsmX7iC0THyLRv6WqEqOqtNE7EHQ6PzVq1GDv3r0UK1Ys5YNMJQ4fPkzXrl358ssv6dq1q9bhmJwtW7YQFhbG1KlTtQ5FpJA3I4NSu6SOk7GqysU/FhJT83vMzMxSPjghRJonPbYiWWXMmJEZM2Ywd+5cFi1aRKVKlbhx44bWYX2SPHnyUKRIkY+66IhTxxYVNTYGBTXROrbZsmXDx8eHrl278vPPP7Nv3z4ePHjA1atX2bhxI4MHD8bOzo69e/fy1VdfUaFCBbJnz46DgwONGjXim2++YcWKFZw5c4ZXr14lVxMIkqhJrFNwfnSMb/t0xdvbm6xZs1K9evWP6uFPD27fvo2vry9lypTh559/lsmiEjBu3Di8vLyoXLmy1qGIFOLt7c1ff/2V6h9Defs4aaZTXv9UFHQ6hXq57jN3aiBNmjTh0aNHWocqhEiDpMdWGEX79u1xc3PD19cXDw8PgoKCUvVF2ptZKz+Gn4cd5Qrn5LsFW9i89xB1K3kxql2deEltYhRFoVChQhQqVIj69esbXn/+/Dlnz56N07s7b948bt68CUCmTJlwdnaO07vr7u5O3rx5TS6ZuBwZzeLwKGwaDWRxeBTWhaJxeM/2SUlv/pbTNh1h0erf+dy3Hr3ql6Nwrnr87JyLPn364O3tzfXr16levTp79+4lf/78WodtMl68eEHz5s2JiYlh1apVqX40hzEcPHiQvXv3smbNGpP7ngrj0ev1vHjxgmPHjqHX67UO55O8OU6uCL3OjQdPsbW2wN/TDnsbSxq756VFixZUqFCBjRs3yrP1Qohkpajv8dBeVFQU2bNn5+HDhzLkMY04duwYHh4eHD16lLJlyxptPf/88w8tW7Zkz549TJw4kd69e6fKi7Xp06fTr18/oqKiyJw580ctY8mSJQQEBLB48WLatGmTzBH+v3v37hkS3Tc/T548yZMnTwDInTt3vGTX2dmZLFmyGC2mpASFXmfI6jAAYmJiDEPUApu54+dhmhc9iX1/du/ejZ+fH5kzZ+bFixfY2Niwe/ducufOrWG0pqNbt2789ttv7NmzJ9VfvBtLkyZNOHfuHKdOnUKnk0FV6cWLFy/Inj07P/zwA3379tU6HKM6efIkDRo04Pnz56xfv55y5cppHZIQwoR9SB4qZ01hVLlz52br1q307duXvn37EhAQYEiwUhO9Xs/Lly85duyY1qG8U65cuahSpQq9evVi9uzZHDp0iEePHnHhwgVWrVpFjx49yJEjB5s2baJjx46UK1cOKysrihcvTvPmzRk1ahRr1qzh0qVLxMbGGjXWtFbnt0qVKoSGhmJjY8OjR4+4ceMGtWvX5t9//9U6NM3Nnj2bmTNn8vPPP0tSm4jTp0+zbt06Bg8eLEltOpMxY0Y8PT3TxHO27+Lq6sqhQ4ewt7encuXKrFq1SuuQhBBphJw5hdGZm5szYcIEli9fztq1a/Hx8SEiIkLrsD6Iu7s7FhYWqXbWSp1OR7FixfD19WX48OGsWrWK8+fP8+jRIw4fPszs2bOpW7cu9+/fZ9q0afj6+lKsWDGyZcuGt7c3nTt35qeffmLPnj3cv38/2eJKqs5vaq15WLhwYfbv30/jxo2JiorizJkz1KlTJ10/U3bgwAF69OhB165d6dSpk9bhmKzx48dja2tL69attQ5FaOBTHnlJbfLmzcvOnTtp3LgxzZs3Z+zYsTLrvxDik8kztiLF+Pv74+LiQpMmTfD09GTp0qXUqVNH67DeS4YMGdLk3XRLS0vKlSsXZyiYqqrcvn07zlDmI0eOsGDBAl68eAFAwYIF4w1nLlGiBBkzZvyg9SdVGzY11zzMkiULS5cupUyZMgwZMoSjR49Sr149/vjjDyws0le5i5s3b9KsWTPKly8vs/wm4dq1ayxZsoTx48d/8PdIpA16vZ6JEydy48YNbG1ttQ7H6CwsLFi6dClOTk58/fXXnD9/nlmzZsn+L4T4aJLYihTl6upKaGgobdq0oV69eowePZohQ4akimF33t7eLFu2TOswjE5RFPLnz0/+/PmpXbu24fWXL19y4cKFOAnvihUrGD9+PPC6Z75EiRJxkl03NzdsbW0T7ZU11DxMILlVUFJ1zUNFURg0aBDu7u74+fmxf/9+atWqxfbt29PNpEnPnz/H19cXMzMzVq5cKResSZg8eTJZs2aVHu107O3Scs2bN9c4mpShKAojR47E0dGRL7/8koiICFavXk2uXLm0Dk0IkQpJYitSXI4cOdiwYQOjRo1i2LBhht5AU5+YTK/XM2HChHRzN/2/MmTIgLOzM87OzrRs2dLw+r///svJkyfjTFi1YcMGw9DbHDlyxOvddXV1JWvWrEnW+VVR8fc0zcmjPkSdOnU4duwYNWvW5M8//6RKlSrs3buXDBkyaB2aUamqSo8ePTh+/Dj79u0jX758Wodksu7du8fs2bMZMGAAVlZWWocjNFKgQAEKFSqUrhLbNwICArC3t6dp06Z4e3uzadMmnJyctA5LCJHKSGIrNKHT6RgxYgQeHh4EBATg5eXFmjVrKFGihNahJerN3fSDBw/i5+encTSmI0eOHFSoUIEKFSoYXlNVlWvXrsXp3d21axczZ84kJiYGAAcHB9zd3fF2qcZBtQgKEBMbG2dW5PctiWTqHB0dCQ8Pp1atWoSEhODh4cGxY8cwN0+7h+CZM2fy22+/MW/ePJn19B2mT5+Oqqr07NlT61CExvR6fZp75OV9VahQgUOHDlG/fn28vb1ZvXo1VapU0TosIUQqknavqkzI5chogt6q59bC084ka3RqoWHDhhw5coSmTZtSvnx5FixYQNOmTbUOK0H58+encOHChISEfHBiezkymq23M2PTaCBbb2fGJ9I067QmF0VRKFy4MIULF6Zhw4aG1589e2aovfsm6T00dyyRzxSsStXCPHsespu/wsP6Bdf3nGP7A3fc3d3JkyePhluTPLJmzcr+/ftp2bIlwcHBODo6cuLECZMfqfAx9u3bR69evejZsydffPGF1uGYtOjoaKZNm0anTp2wsbHROhyhMW9vb9auXcuLFy/iDd3X4loipddZpEgRw83jmjVrMmvWLDp06GC09Qkh0hapY2tkb2p0KoqCqqqGn1rX6EypOrbv69GjR3To0IGVK1fy9ddfM2rUKEPPnSlp1aoVV69e5cCBA+/9O2/2AVVViY2NRafToSiK5vuAKfnnn39YtWoV3bp1o1GjRty6dYuTJ0/y9OnryaPy5MkT79ldZ2dnzSZi+tTvT+/evZk2bRq5cuXi0KFDFC1a1AhRauP69et4enpSsmRJtm3bluaHXH+qqVOn0r9/fy5dukThwoW1Dkdo7NChQ3h7e3Po0CHKly9veF2Lawktr19evnxJz549mTVrFoMGDWLs2LGpYi4OIUTykzq2JuLtGp0xsWqcn6mxRqcxZc2alaCgIAIDAxk3bhz169dP1rIyycXb25tjx47x/Pnz9/r82/uAioKiM0NFkX3gP3Lnzm24iBs+fDiHDx/m0aNHnD9/npUrV9K1a1eyZs3K+vXr6dChA56enlhZWVGiRAlatGjB999/z7p167h8+bLRa+8mh6lTpzJ8+HDu3buHq6sr27Zt0zqkZPH06VOaNm1K5syZCQ4OlqT2HV68eMGkSZNo3bq1JLUCgDJlypApU6Y4w5G1uJbQ+volQ4YM/PLLL0yePJkJEybQvHlzoqPlfCmESJoMRTYiQ43ORGZ8XRF6ncF1TPeZ0pT2ZhbZsmXL0rJlSzw9PVmzZg2lSpXSOjQDvV7P8+fPOX78OF5eXu/8vOwDH8/MzAxHR0ccHR1p1qyZ4fXHjx9z6tSpOJNVTZkyxXAjxMrKCjc3tzi9u25ublhbW2u1KQkaMWIEGTNmZNiwYdSuXZuJEyfSt2/fRGeQNnWqqtK1a1dOnTrF/v37yZ07t9Yhmbxly5Zx/fp1Bg0apHUowkRkzJiRsmXLEhISQu/evYGkzyMA0zYdIcAteUfTLQ6PSvS9lDp3KYpC3759KVq0KK1bt6Zy5cqsX7+eAgUKGHW9QojUSxJbI0qrNTqNrUaNGoSGhuLr64ter2f27Nm0adNG67AAKF26tOFu+vsktrIPJD8rKyu8vLzitL+qqty6dSvOZFUhISHMmzePly9fAmBraxtnOLO7uzvFixfXtFfx66+/JiYmhu+++47+/fvz119/8euvv6bKWrc//fQTCxcuZNGiRSbxeIOpi42NJTAwkIYNG+Lq6qp1OMKE6PV6Vq1aZfj/SZ1HYmJiWLT6d378YkKyxmDTaCBZSlRA0cV/JCilz12NGjXizz//pEGDBpQvX54NGzZQpkyZFFu/ECL1kMTWiJKq0RkTE0NE+BHuVCtA3rx5NYjOtNnb27N//366du1KQEAAR44cYcKECZoPbcyYMSMeHh6EhIS81+fTcp1WU6IoCgUKFKBAgQLUqVPH8PrLly85d+5cnN7dpUuXEhgYCLwe7layZMl45YgKFCiQYj2n3377LU+fPmXs2LGsWLGCs2fPsnr1auzsUs/z17t27aJfv37069ePgIAArcNJFTZu3MiZM2eYM2eO1qEIE+Pt7c3kyZO5desW+fPnT/I8YmZmxue+9QgY3jKBJX28xeFRrD0XTWwC+bQW567SpUtz+PBhGjVqRMWKFVm2bFmciQmFEAIksTWqpGp0KoqOfQsCKTy5F59//jn9+vWjZMmSKRyhabOwsGD+/PmUL1+ePn368NdffxEUFKT5jQC9Xk9wcPB7fTY91Gk1ZRkyZMDV1RVXV1datWpleP3Bgwdxau+GhYWxbt06Hj9+DIC1tXW8yapcXV2NVmN0zJgxPHnyhKlTp3L58mU8PT1ZtWpVnBJKpurKlSv4+flRpUoVww0DkTRVVRk7diwVK1bEx8dH63CEidHr9QCEhITQtGnTJM8jAL3ql0v20mjWhaJZe253gu9pde4qUKAAe/bsoW3btjRu3DjVP74hhEh+MnmUETnYWBLYzB2dAmY6BQVQY2NQUJngV4qrJ0MZOXIkmzZtwtnZmQYNGrB79+5EhxylR4qi0KNHD3bt2sX58+fx8PDg0KFDmsbk7e3NtWvXuHnz5js/+999QKeAmfL6Z1qq05raWFtbU7FiRbp3787MmTM5cOAADx8+JCIignXr1tGvXz/y5s3L9u3b6dq1K3q9nqxZs1KsWDGaNm3KzJkzAbh69aqhLu+nUBSFH3/8kU6dOnH//n1y5cpFtWrVmDVr1icv25iePHlC06ZNyZo1KytWrEjTdXmT0759+wgJCWHw4MFahyJMkK2tLQULFjRMIPX2eUSnvL6OePNvY51HEr9+0fbcZWlpSXBwMIMGDaJ///507drV8LiJEEJIuZ8UcCUymhX/qwN3dO8fXN21jPNH92Np+frE8OLFC5YtW8akSZMIDw/Hw8ODAQMG0Lx5c6NdKJpauZ/3cfPmTZo3b87Ro0eZPn06nTp10iSOv//+G1tbW1atWoWvr+97/c7b+4CttQX+nnaS1P6Hqe6TT58+5cyZM4be3dBz1zj/KhevMmXj1cO7vDq/lxIFc8UbzvwxkyfFxMTQrl07li9fTu3atfn999/p3LkzP/30U7yallpTVZU2bdqwdu1aDh48aFKTvJm6evXqcf36dcLCwqS3SSTIz8+PO3fusHfvXsNrVyKjmbbpCItW/87nvvWM0lP7X/9/7nrC1tXLsI+9yR+rlhh1ne9r3rx5dO7cmSpVqhAcHMyDVxlSvM6vEML4PigPVd/Dw4cPVUB9+PDh+3xcJCEiIkLNmDGjOmrUqHjvxcbGqlu3blVr1qypAmqhQoXUyZMnq1FRUckex9GjR1VAPXr0aLIv25ieP3+uduvWTQXUjh07qs+ePdMkDltbW3XgwIGarDutSg375Ioj11SHoRtVh6Eb1UKD1qn2Qzao9kM2qHW6jVA9PDzUzJkzq4AKqPny5VNr1qyp9u/fX50/f7567Ngx9enTp+9cx8uXL1VfX181Y8aMar9+/dSMGTOqn332mXrr1q0U2ML3N3HiRBVQly9frnUoqcrx48dVQF28eLHWoQgTNmnSJNXCwkJ98eJFnNe1PE7OnTtXBdRz586l+LoTs2vXLtXa2lotVutz1WHoRrXI15vi/AwKvaZ1iEKIT/QheagMRU5hDg4O9OzZk8DAQG7fvh3nPUVRqFWrFn/88QfHjx+ncuXKDBo0CDs7OwYPHszff/+tUdSmI2PGjMyYMYO5c+eyaNEiKlWqxI0bN1I8Dr1eH6fOoEj73q7rGKtiqEmsonAuhycrt+zh8ePHnD17luDgYDp16oSlpSVr1qzhiy++oGzZslhZWeHs7Iy/vz9jxoxh/fr1XLlyJc7jB+bm5ixbtozq1aszc+ZMpk6dSkREBJ6enhw5ckTDFvh/27ZtY9CgQQwePBh/f3+tw0lVAgMDsbe3l3YTSfL29ubp06ecOHFC61AMWrVqRZ48eZg6darWoRhUqVKFVVv38rKMn2Y1d4UQpkMSWw0MGzaMjBkzMmLEiEQ/U6pUKRYuXMjly5fp3LkzM2fOxN7enrZt25rUiU4r7du3588//+TWrVt4eHiwZ8+eFF2/Xq8nNDSUFy9epOh6hXYMtSQT8Kauo5mZGcWLF6d58+aMGjWKNWvWcOnSJaKiojh48CAzZsygevXq3L59m0mTJtG4cWMcHBzIkSMHn332Gd26dWPGjBkcPnyYuXPn4uXlxaBBg5gzZw62trZUrFiRhQsXpvCWxxUREYG/vz81a9ZkzJgxmsaS2kRERLBixQoGDBggzyOLJJUtW5YMGTK89wz8KSFz5sx0796d+fPnG+qGm4LD98wx0yV8Ofvm2CyESB8ksdWAtbU13377LXPmzOH06dNJftbW1pbx48dz/fp1xo8fz549eyhdurShZ1dNxxNNeXp6cvToUVxdXalevTpTpkxJsfbw9vbm2bNnhIWFpcj6hPY+pSZx1qxZ8fb2Njwvu2fPHu7du8f169f5/fff+frrr3FwcGD//v307t2bihUrkj9/fi5cuIC5uTnNmjWjQYMG1K1bl3bt2tG3b19evXplrE1NVHR0NE2aNCFnzpwsW7YMM7P4NS5F4iZNmkSuXLlo37691qEIE5c5c2bKlCljciODunXrRkxMDL/++qvWoRjcePCUxM78Ui9eiPRFEluNdO/enUKFCr33rJjZsmWjb9++XLx4kaVLl3Lv3j1q165NqVKlWLBgQbrtOcydOzdbt26lb9++9O3bl4CAAJ48eWL09ZYtW5aMGTOa3EWHMB5DLckEfExdR0VRsLW1pW7dugwePJjFixcTFhZGdHQ0YWFhLF68mDZt2uDh4UFMTAzffvsta9euxczMjClTpmBnZ8eIESPYunUrN2/eNPpNHVVVad++PREREaxduxZra2ujri+tuXPnDnPnzqVXr15kyZJF63BEKqDX602qxxYgT548tGnThunTp5vMbMTJfWwWQqRekthqJFOmTIwbN46NGzeya9eu9/69DBky0KpVK0JDQ9m1axeFChXiiy++wMHBgcDAQP7991/jBW2izM3NmTBhAsuXL2ft2rXo9XoiIiKMus5MmTJRpkwZk7voEMbTwtMu4eRRVZO1rmPGjBlxc3OjTZs2jBs3jm3btnHz5k1KlCiBjY0N33zzDQ0aNCAyMpJRo0ZRp04dChYsSO7cualatSq9e/dmzpw5HD58mOjo5Hu2LDAwkODgYBYuXIirq2uyLTe9mDZtGubm5vTo0UPrUEQq8eZcdvfuXa1DiaNv3778/fff713P3dgSPTYj9eKFSG8ksdWQn58fXl5eDBgwgNjY2A/6XUVRqFKlChs3buTUqVPUrVuX7777Djs7O/r06cOVK1eME7QJ8/f359ChQ0RHR+Pp6cmWLVuMuj6ZQCp9SagmsU553ZOZ8+Jm8mc13jOTNjY27Nq1C2traxYsWMCMGTO4cOECpUqVwsLCgoEDB9K7d29sbGzYunUrXbp0wcvLi6xZs+Lo6EizZs0YMWIEq1ev5sKFCx9ce3fz5s18/fXXfPPNN+9d4kr8v6ioKH7++We6dOkiPd3ivXl7ewOY3HnG1dWVmjVr8uOPP5rE41Ba1PkVQpgmSWw1pCgKEydO5NixYyxbtuyjl+Ps7MycOXO4evUqffr0YdGiRRQtWpSWLVsSGhoa7/OXI6NZHB6FTaOBLA6P4nIamjHQ1dWV0NBQ9Ho99erV44cffvigmwaXI6MJ3HKWnsv+InDL2STbRq/Xc/nyZe7cuZOsyxWmy8/Djp39qtC5YhHquxWgS6WiTKqWjZPr5/DFF1988A2qD5EvXz527NiBqqrUqFGDzJkzs3//fho1asSECRN49uwZK1as4OzZszx+/JjQ0FB+++03GjZsyMOHD5kxYwbNmjXDycmJbNmyUb58eTp27MjUqVPZtWsXkZGRCa73woULtGrVivr16zNy5EijbV9aNmvWLJ48eULfvn21DkWkIoUKFSJ//vwmOTKob9++HL90k16/7TCJ89qbY3OT4pY8OfsnTYpbsrNfFfw8pLdWiPREUd/jdtsHFcYVH8zX15ejR49y7tw5MmfO/MnLi46OZv78+UyePJmIiAgqV65M//79qV+/PiuP/c2Q1a8nPIqJiTFM/hLYzD1NnQBiY2MZNWoUI0eOpEmTJixYsOCd+25Q6HWGrA5DURRUVTX8TKxtrl27RuHChVm7di2NGzdOtuWmV8eOHcPDw4OjR49StmxZrcP5IKtWrcLPz4+BAwcSGBho1HVFRERQsWJFcubMye7du8mZMyfjx49n6NCh1KtXjyVLlpA9e/YEf/fOnTuEhYURHh5u+Hnq1CmeP38OQP78+XFzc8Pd3R13d3eKFClCp06diImJ4fDhw4kuVyTu+fPnODg4UK9ePebMmaN1OCKV8fX15f79++zevRswnePkiiPXGLzqdYUGnU5nMuc1U2kfIUTy+ZA8VHpsTcC4ceO4efMm06ZNS5blWVpa0qNHD86fP8+qVat4/vw5jRo1okS5SgxedSJOHc43/05rtd50Oh0jRoxg/fr17Ny5Ey8vL86ePZvo59+uUfq+dfDs7OwoUKBAksPEPma5IvVp1qwZP/74I+PHj2f69OlGXVeRIkXYsWMHd+7coXbt2kRFRTF48GB+//13/vzzT7y8vDh37lyCv5s3b15q1qxJv379mD9/PkePHuXx48ecOXOGFStW8OWXX5I5c2ZWrVpF27ZtqVChAmfOnCEmJoauXbvyww8/sHHjRq5evWoSQxBTg0WLFnH79m0GDhyodSgiFdLr9Rw5ckSTWdATczkymqFrwkHRgaKT85oQwmRIIT0T4OTkRNeuXRkzZgwdOnTAxsYmWZZrZmaGr68vvr6+HDhwgL7zd3M7NhZFF79Ex5tab4PrlEiWdZuKhg0bcuTIEZo2bUr58uVZsGABTZs2jfc5Q43SRC7Wp206QoBb/LtEJUqUYPv27Rw7dizB31scHpVobGm1zdOr3r17c/36dXr16kXBggUT3M+SS4kSJdi2bRtVq1alXr16bN26lTp16nDkyBEaN25M+fLlWbJkCQ0aNHjnsszNzSlRogQlSpSgRYsWhte/+eYbxowZQ7du3VAUhfDwcDZv3szDhw8ByJ49O66urobeXTc3N9zc3GRUz1tiYmIYP348vr6+FC9eXOtwRCrk7e3NkydPCA8Pp0yZMlqHAyR9vpTzmhBCS5LYmojvvvuOhQsX8v333zN16tRkX76Pjw/lr1qwKfwmsQlN7JqGa705OTkREhJChw4d8PX15euvv2bUqFFxanAmVaM0JiaGRat/58cvJiS6Dg8PjwRft2k0kCwlKiR4MyEtt3l69abmdOvWrdmxYwc+Pj5GW1epUqXYsmULNWrUoHHjxmzcuBFHR0dCQkL4/PPPadSoEd9//z1ff/11oqUwErN+/XrGjBnDyJEj+e677wyvq6rKjRs3CAsLMwxl3rt3L7Nnzzb0KBUuXNiQ6L756eTkhLl5+jvdrFmzhgsXLrBkyRKtQxGplKenJ+bm5oSEhJhMYvspNb2FEMKY0t+VhonKnTs3Q4cO5dtvv+Wrr77C0dEx2ddhqPWWyF3WtFzrLWvWrAQFBTFhwgSGDh3K0aNHWbp0KTlz5gSSbhszMzM+961HwPCW8d47fvw4X375JUuWLKFEifh3qBeHR7H2XHSCNxPSepunRzqdjgULFlC7dm0aNmzIgQMHjNpTV758eTZt2kTt2rVp3rw5a9asIVu2bKxZs4ZRo0bxzTffcPz4cebNm4eVldV7LfPs2bMEBATQpEkTvvnmmzjvKYqCnZ0ddnZ21K9f3/D68+fPOXv2bJxnd+fPn8/NmzeB1+WxSpYsGad3193dnbx5835w0p1aqKrKuHHjqFatGuXKldM6HJFKWVhYULp0aQ4ePEi3bt20DgdI39cSQgjTJomtCenduzczZsxg6NChrFy5MtmX38LTjll7LyX4Xnqo9aYoCoMGDaJs2bK0bNkST09P1qxZQ6lSpZJsG4Be9cslWDKgZMmSdOnShX///TfBiSqsC0Wz9tzuBJeZHto8PcqcOTNr166lQoUK1KlTh4MHD5IvXz6jra9ixYqsW7eOBg0a0Lp1a5YvX465uTkjRoygVKlStG3bFh8fH9atW4eDg0OSy3r48CGNGzfG1taWBQsWoNO93zQMmTJlolSpUpQqVSrO6/fu3SM8PNyQ8IaFhbFy5UqePHkCvC5j9N/eXRcXF7JkyfJxjWFCduzYwdGjR/njjz+0DkWkct7e3kYvX/chDOdLVYX/3JiS85oQQksyeZQJsbCwYMyYMaxatYr9+/cn+/ITqsNppijprtZbjRo1CA0NJUeOHOj1epYsWRKvbRRe18JTSLptLCwsKFOmTKITSEl9vfTJ2tqazZs38/z5cxo0aMDjx4+Nur6aNWuycuVK1q1bR/v27Q1lh5o2bUpISAhPnjzB09OTHTt2JLqM2NhYAgICuHPnDmvXrk2WZ2Vz5cpFlSpV6NmzJ7Nnz+bQoUM8evSICxcusHr1ar766iusra35/fff6dixI+XLl8fKygonJyeaN2/OyJEjWbNmDZcuXTJqKSVjGDduHGXLlqVGjRpahyJSOb1ez8WLFxMtyZXSHGwsGVnP6fUs/6jp9lpCCGF6pMfWxLRp04Yff/yRAQMGcODAgWQfpufnYUe5wjlZEXqdGw+eYmttgb+nXbo7Ednb27N//366du1KQEAAR44cYcKECYa2uf7gCeuWzKVGMSv8POonuSxvb282b96c6Ptv2nzapiMsWv07n/vWS7QHWKQdhQoVYvPmzVSsWBE/Pz/Wr19PhgwZjLa+hg0bsmTJElq1akWWLFmYOXMmiqLg4uLC4cOHadWqFbVr12bixIn07t2bK/eeEPTWceDW/lVs2rSJjRs34uTkZLQ4dTodxYoVo1ixYnEm2IqOjub06dNxend/+ukn7t27B7ye7d3V1TVO766bmxu5cuUyWqwfKzQ0lB07dhAUFJRmh1qLlOPt7Q1ASEgIBQoU0Dia1+6FbuLO3EkMmLGah6/M0+21hBDCtEgdWxO0c+dOqlevTlBQEH5+flqHk6apqsqMGTPo06cPPj4+BAUFkTdvXgB69erF6tWruXbtWpJDMpctW0br1q25e/cuuXPnTvRzUl8vaWm1fbZv307dunVp164ds2fPNnqis2DBAr744gv69OnD5MmTDet79eoVQ4cOZeLEidTq8h0XcpY31J5EVYmJVamS5QYLhpvGc3zw+vt5+/btOM/uhoWFcfr0aV68eAFAgQIF4gxndnd3p0SJEmTMmFGzuP38/Dh+/Dhnz56NM0mdEB9DVVXy5ctHp06d8PX11fw4GRMTg6OjIz4+PixevFiTGBKTVs8jQqRnH5KHSo+tCapWrRr169dnyJAhNG7cWNMLtLROURR69OhBqVKl8PPzw8PDg1WrVuHl5UXz5s356aefCAkJSXJ22zd30w8dOvRe5VVE+lKjRg3mzp1L27ZtsbOzY/jw4UZdX7t27Xjy5Andu3fH0tKS0aNHA6/L+kyYMAHbkmWZfM4KReWtyV8UFAX2PS/Elchok+l1URSF/Pnzkz9/fmrVqmV4/eXLl1y4cCFO7+6byeHg/0sYvd276+7ujq2trdFvLLypHz5z5kxJakWyUBQFvV7PwYMH8fX11Toc1q1bx+XLlwkODtY6FCGEiEMSWxM1fvx43NzcDL2JwrgqVKjA0aNHad68OZUqVWL69Ol06NCBfPnyERwcnGRia29vT968eTl48KAktiJBn3/+OdevX2fYsGHY2dnRoUMHo66vW7duPHnyhAEDBpAlSxa+/vprw3vPCpTB7OKl+DN1K0qqqUGZIUMGnJ2dcXZ2xt/f3/D6w4cPOXnyZJze3U2bNhEV9bqedI4cOQxDmN/07rq6upI1a9Zki23ChAnkzZuXtm3bJtsyhfD29mbMmDHExMRoHQo//vgjFStWTLTMnRBCaEUSWxPl7OxMx44d+f7772nXrh3W1tZah5TmFShQgN27d9OnTx86d+7M4cOHadKkCStXrmTSpEmJDkd++266EIkZOnQo169fp3PnzuTPn5+6desadX39+/cnOjqaYcOGkSVLFsMNsqRqTKb2GpTZs2fns88+47PPPjO8pqoq165dizOceffu3cyaNcuQJDg4OMTr3S1WrNgH1979+++/WbBgAaNHjyZz5szJum0ifdPr9Tx+/JiIiAhN4zhy5Ah//vknq1ev1jQOIYRIiCS2JmzkyJEsWbKEH374wTDEThhXxowZmTFjBuXKlaNbt244ODhw48YNDh06hF6vT/T3vL29+f7774mJiZHhhyJBiqLw008/8ffff+Pn58eePXuM3uPx7bff8uTJE/r27YulpSWdOnVKdzUoFUWhcOHCFC5cOM6IimfPnnH27Nk4vbu//fYbt27dAl6XMHJxcYnTu+vm5mZ4Bj8hU6ZMIUuWLHTt2tXo2yXSF09PT8zMzAgLC9M0jh9//JEiRYrQqFEjTeMQQoiESGJrwvLly8egQYMYM2YMPXr0wN7eXuuQ0o327dvj5uZG06ZN0el0/Pjjj0kmtnq9nujoaE6ePBmvlqcQb5ibm7Ns2TLDc/QHDx58Z23ZT6EoCmPHjuXJkyd06dIFCwsLWtRpmq7rWb+ROXNmSpcuTenSpeO8HhkZGW+yqqCgIJ4+fd2TnSdPnni9u87Ozjx79oyZM2fSs2dPmWRRJDtLS0vc3d0JDw/XLIYbN24QHBzMpEmT5AauEMIkSR1bE9e/f39y5coV5xk5kTI8PT05duwY+fPnJzg4mMmTJ5PYJOIeHh6YmZkREhKSwlGK1MbS0pKNGzeSNWtW6tatayhnYyyKojBlyhTat29Pu3btOLZni9SzToKNjQ1Vq1ald+/ezJkzh8OHD/Po0SPOnz/PypUr6datG9myZWPDhg18+eWXeHp6GmrvPnnyhJiYGNatW0dERESqq70rTJu3t7emPbbTp08nS5YstG/fXrMYhBAiKZLYmjhLS0tGjRrFsmXLOHLkiNbhpDu5c+dmwYIFwOubDAEBATx58iTe5ywtLSlVqpQ8ZyveS+7cudm8eTP37t2jUaNGht5AY9HpdPz666/4+/vTqlUrLO+Es7NfFTpXLEJ9twJ0rlSEnf2q4OeRPnprP5SZmRmOjo40a9aMESNGsHr1ai5cuMCjR484dOgQP/30E9HR0eTLl485c+bQpEkTihYtSvbs2dHr9XTp0oXp06ezd+9eHjx4oPXmiFRKr9dz9epVTdYdHR3Nr7/+SqdOnZJ1sjUhhEhOMhQ5FWjfvj1Tp05lwIAB7N692+jlKkRcVapUIU+ePJQrV461a9dy8uRJ1qxZQ5EiReJ8Tq/Xs23btgSXcTkymsXhUdg0Gsji8CisC0XjkM57xtK7YsWKsXHjRqpWrUqbNm0IDg426vA+MzMzFixYwJMnT/D19WVe8EbIYGt4/50FzUU8lpaWlC9fntDQUJ4/f87evXspUqQIt27dijOU+dChQ8ybN4+XL18CYGtrG2cos5ubG8WLF5fSbiJJds4e5KjcDvPseVLsPHI5Mpqg0OvsOhIGpRrT9PPORl2fEEJ8CkVNbGzlWz6kMK4wjs2bN1OvXj3WrVsnkzZooFu3bmzevJkNGzbQtGlT7t+/z9KlS6lTp47hM4sXL+bzzz8nMjKSXLlyGV4PCr3OkNWvh4+9PblUYDN36SF7y7Fjx/Dw8ODo0aOULVtW63BSzIYNG2jSpAndu3dn2rRpRr9x9fz5cyq3H8Itu2qYmb0etKMoCqqqyj75EV69eoWjoyPe3t4sW7Ys0c+9fPmS8+fPx0l4w8PDuXbtGvC6hFGJEiXiJbwFCxaUm5nCcB55M5N3SpxH3qxTQXm9XuX16A9TPk6k1/OIEGnZh+Sh0mObStSpU4caNWowaNAg6tatS4YMGbQOKV3x8/Nj5syZPH36lNDQUNq0aUO9evUYPXo0Q4YMQafTGSaXOnToEPXq1QNe3+0esjrMUDNU0ZkZ/j14VRjlCudM9880pncNGzZkxowZdO3alcKFCzNgwACjru/mo1fcta+BovL/tWz/d39T9skPFxQUxJUrV1izZk2Sn8uQIQMuLi64uLjQqlUrw+v//vsv4eHhcZLd9evX8+jRIwCsra3jzczs6uqKlZWVUbdLmI63zyOK7nVCa+zzSNxzlwr/K3cXq8pxQghhuuQZ21RCURQmTJjA+fPnmTNnjtbhpDuVKlUid+7cBAcHkyNHDjZs2MB3333HsGHDaNasGVFRURQpUgQbG5s4E0gFhV5PtLdFQWFF6PWU2gRhwrp06cLXX3/NwIEDk+z1Sw6yTyYfVVUJDAykTp068WZXfl85cuSgYsWKdO/enZkzZ7J//34ePnzI5cuXWbduHf379ydfvnzs2LGDrl27otfryZo1K0WLFqVp06Z89913rFy5knPnzhl680TaosV3Vo4TQojUSHpsU5HSpUvTtm1bRowYQZs2bWRYeAoyNzfH19eX4OBgxo8fj06nY8SIEXh4eBAQEICXlxdr1qxBr9fHmUDqxoOnic6krKJy44FxJw0Sqcfo0aO5ceMG7dq1I1++fFStWtUo65F9Mvls2bKFsLAwpk2blqzLVRQFe3t77O3t4zx68vTpU86cOROnd/fXX3/lzp07AFhYWODs7Bynd9fd3Z3cuXMna3wiZWnxnZXjhBAiNZLENpUZPXo0K1asYPz48YwePVrrcNIVPz8/Zs2aRWhoKOXKlQNeDyM9cuQITZs2pXz58jRq1Ijdu3cbnqW1tbZ4fdc7gQsEBQVba4uU3gxhohRFYfbs2dy8eZOmTZuyb98+3Nzckn09sk8mn3HjxuHl5UWlSpVSZH0WFhaULVs23rODd+/ejTecedmyZTx79gyAvHnzxnt219nZmcyZM6dI3OLTaPGdleOEECI1kqHIqYytrS39+vVj8uTJ3LhxQ+tw0pXKlStjY2NDcHBwnNednJwICQmhdu3aLFmyhEePHnHy5EkAWnjaJXnX29/TNCfgENrImDEjq1atwt7ennr16hnlOy77ZPI4cOAAe/fuZciQIZpP7pQnTx6qV69Onz59mDt3LkeOHOHx48ecPXuW4OBgOnfujKWlJWvXruWLL77Aw8MDKysrSpYsib+/P2PGjGH9+vVcuXIl0X1DaEeL76wcJ4QQqZEktqnQ4MGDsbKy4ttvv9U6lHTl7eHI/z3hZ82alaCgIEaNGgVA69atuX//Pg42lgQ2c0engE4BNTbG8O/AZu4y+YaIJ1u2bPz+++8oikK9evV4+PBhsi5f9snkERgYSIkSJUx2lnozMzOKFy9O8+bNGTVqFGvWrOHSpUtERUVx8OBBfvnlF2rUqMGdO3eYNGkSjRs3xsHBgezZs/PZZ5/RtWtXZsyYwb59+/j333+13px07e3vrJlOef1TUYz6nU1onWpsDAqqHCeEECZLyv2kUjNmzOCrr77ir7/+olSpUlqHk25s376dmjVrEhoaioeHR4KfKVq0KH///TcFChRgzZo1lCpViiuR0UzbdIRFq3/nc9969KpfTi4M3nI5Mpqf3mqfnvXLpfs6v6dOnaJChQqULVuWXxavZM2JO9x48BRbawtaeNp9cvv8eeEfRq39i9OX/8bZoSDfNSlDBUd5FvN9nDp1CldXV+bNm8cXX3yhdTifTFVVbt68SVhYWJxyRGfPnjXU3rWzs4sznNnd3R0nJyeZoT8FXYmMZkXodcNxwN/TzujnkbfXefLQHs5tnseV8CMmWXNZziNCpE0fkodKYptKvXz5EldXVwoXLswff/yhdTjpxqtXr8iXLx8dO3Zk3LhxCX6mW7dubN++naxZs3L27Flmz55NmzZtpL5eIqTOb+L27NlD477jyFGrB2Y6HSpqstSclTb/NF988QU7duzg0qVLJnmBn1xevHjBuXPn4jy7GxYWZhginzFjRkqWLBnn2V13d3fy58+v+fBskfzOnDmDs7MzCxcu5PPPP9c6nDjkmCZE2iWJbTqxbt06mjRpwpYtW6hdu7bW4aQbnTp1YufOnVy8eDHBi7eFCxfSrl07bt68yZAhQ1i4cCG9e/emdevWeHl5SWL7lsuR0VSfvPv/66m+RafAzn5V0nXP9uXIaKpN2oVK/P3sY9tH2vzTXLt2jaJFizJhwgT69OmjdTiaePDgQbxk9+TJkzx+/BiAnDlzxuvddXFxwdJS9qvUrm7duty5c4ejR4+azM0LOaYJkbZ9SB4qz9imYo0aNaJixYoMGDBA6hemID8/PyIiIvjrr78SfN/b2xuAsLAw5s+fz/Tp0/n555/p2rVrSoaZKkitxKQFhV5Hp0v4MP2x7SNt/mkmT55MtmzZ6Nixo9ahaMba2ppKlSrx1VdfMWvWLA4ePMjDhw+5dOkSa9eupU+fPuTOnZs//viDLl264OXlRdasWXF0dMTX15cRI0awatUqLly4IOeuVKZv37789ddf7N27V+tQDOSYJoR4Q8r9pGKKojBx4kS8vLxYsGABHTp00DqkdKFq1arkzJmT4ODgBHteHR0dyZkzJwcPHqR27dr06NGDUqVK0aRJEwDCw8Olx/Z/pFZi0ozRPtLmHy8yMpLZs2czYMAArKystA7HpOh0OooUKUKRIkVo3Lix4fWnT59y+vTpOL27M2bM4J9//gFelzBydXWN07vr5uaGjY2NVpsiklCzZk1cXFyYPHkylStX1jocQI5pQoj/J4ltKle+fHlatmzJN998g7+/vwz1SgEZMmSgadOmBAcH88MPP8S7U6woCt7e3oSEhBheq1ChAkuWLKFOnTp07NiRFy9e0KlTp5QO3eRIrcSkJdU+qHxU+0ibf7zp06ejqio9e/bUOpRUw8LCAg8Pj3iT7d25cyfOcObjx4+zZMkSnj9/DkD+/PnjPbtbsmRJMmXKpMVmiP9RFIW+ffvSqVMnLl68SLFixbQOSY5pQggDGYqcBvzwww/cu3ePyZMnax1KuuHn58elS5c4fvx4gu/r9XpCQkKIjY01vJY79+sZZ5s0aULnzp3p1KmT4SIuvZJaiUlLtH1UlZjYWG7sCeLVq1fJs0ykzZMSHR3NTz/9RKdOnaQ3MRnkzZuXGjVq0K9fP+bNm8fRo0d5/PgxZ86cISgoiC+//JLMmTOzatUq2rVrR5kyZbC0tMTFxYWWLVvyww8/sGHDBq5evSq1d1NYmzZtsLGxYerUqVqHAsgxTQjx/ySxTQMcHBzo2bMngYGB3L59W+tw0oVq1aqRM2dOVq5cmeD73t7ePHz4kHPnzsV7b+jQocydO5dFixZRqVIlwwyj6ZHUVE1aovUrdQrVLG/yy4RRVK9enZs3b37UMqXN39+cOXOIioqiX79+WoeSZpmbm1OiRAn8/Pz4/vvvWbduHREREURFRXHgwAF+/vlnqlatys2bN5kwYQKNGjXC3t6eHDlyUKFCBbp3784vv/zC/v37k73+s/h/mTNnplu3bsybN88kahzLMU0I8YbMipxGPHjwgKJFi9KiRQtmzpypdTjpwpdffsm+ffs4d+5cvOHIUVFR5MiRgzlz5tChQ4cE6+vdu3IGX19fnj9/TlBQkMk8r6QFqfObtMTqV+7bt4+WLVvy8uVLlixZQs2aNT9omdLm7+fFixcUK1aMqlWrsmDBAq3DEbyuvXvjxg3DcOY3Q5rPnj1rGMVQuHDheMOZnZycMDeXp7A+1Z07d3Bw96JO95EUdHJPtvran0KOaUKkTVLuJ5368ccfGTBgAOHh4Tg7O2sdTpq3ZcsW6taty/HjxylVqlS8993d3fH29qZG528Tra9XpVBmWrZsyZ49e5g4cSK9e/c2mRIKKU3q/H6cf/75h4CAALZt28Y333zD8OHDDfvYu0ibv58FCxbwxRdfcPLkSVxcXLQORyTh+fPnnDt3Ls5kVWFhYYZRDZkyZaJkyZJxkl03Nzfy5cuXbo+9HyMo9DqDVp5AVWMxMzNLlvrayUGOaUKkPR+Sh8ptyzSke/fuTJ8+ncGDB7Nhwwatw0nzqlevjrW1NcHBwQkmtt7e3uwPO8/21WGG+nqKzszw78GrwtjZrwpbt25l6NCh9O3blyNHjjB79myyZMmSglsiUrPcuXOzefNmxo4dy3fffceff/7J0qVLyZcvn9ahpQmxsbEEBgbSsGFDSWpTgUyZMhlmV37bvXv3CA8PjzNh1cqVK3ny5AkANjY28Xp3XVxc5FicgMuR0a9v1ioKivK/c9r/+kgGrwqjXOGc0lMqhNCEPGObhmTKlImxY8eyceNGdu3apXU4aV6GDBlo3LgxwcHBCU5codfruZnZnsT6AN7U1zM3N2fChAksX76ctWvXotfriYiIMG7wIk3R6XQMGzaMHTt2cObMGUqXLs3OnTu1DitN2LBhA2fOnGHIkCFahyI+Qa5cuahSpQo9e/Zk9uzZhISE8OjRIy5evMjq1avp2bMnOXPmZPPmzXTq1Iny5ctjZWWFk5MTzZs3Z+TIkaxZs4aLFy/GmRQwPZK6sUIIUyWJbRrj5+eHl5cXAwYMSPcn35Tg5+fH+fPnCQ8Pj/eet7c35tnzGHpo/+u/9fX8/f05dOgQ0dHReHp6smXLFmOFLdKoKlWqcPz4cVxdXalZsyajRo0iJiZG67BSLVVVGTduHBUrVsTHx0frcEQy0+l0FC1alKZNm/Ldd9+xcuVKzp07x+PHjzl8+DBz5syhXr16PHjwgOnTp+Pr64ujoyPZsmXDy8uLTp06MW3aNHbv3s29e/e03pwUI3VjhRCmSoYipzGKojBp0iQqVKjA0qVLCQgI0DqkNK1GjRrkyJGD4ODgeEPfihcvjtmzh4AKCfTbJlRfz9XVldDQUNq0aUO9evUYPXo0Q4YMQaeTe1Di/eTNm5etW7cyevRoRowYwb59+1iyZAl58uTROrRUZ9++fYSEhLBp0yatQxEpKEuWLJQrV45y5coZXlNVlTt37sR5dvfo0aMsXLiQFy9eAFCgQIF4z+6WKFEizdXetbW2eH1aS4DUjRVCaEkS2zTos88+w9fXl2HDhtGsWTMsLOQkYywZM2Y0DEceNWpUnOFZOp0Ol8wPuaSqkMCwrcTq6+XIkYMNGzYwatQohg0bxpEjR1iwYIFM3Cbem5mZGcOHD+ezzz6jTZs2lC5dmmXLlqXrmbc/xrhx43Bzc6Nu3bpahyI0pigK+fLlI1++fNSqVcvw+qtXrwyjdt4kvUFBQUyYMAF4XcKoePHi8RJeOzu7VDtZlZvlY2JiY1/H/59tkLqxQggtSTdQGjVu3Dhu3rzJtGnTtA4lzfPz8+PcuXOcOnUq3nuVypbk6Z45H1xfT6fTMWLECNavX8/OnTvx8vLi7Nmzxt4UkcbUqFGD48eP4+TkRLVq1fjhhx/kEYX3dOLECTZv3syQIUNSbQIijM/c3BxnZ2f8/f0ZM2YM69ev58qVK/z777/8+eef/PTTT1SqVInr168zbtw4GjRoQOHChbG2tqZSpUr06NGDWbNmceDAAaKiorTenHe6du0aHf0bYXV6LTqdEre+ttSNFUJoTHps0yhHR0e6devGDz/8wJdffomNjY3WIaVZNWvWJHv27AQHB+Pq6hrnPb1ez4gRI9gxbTQbT9/74Pp6DRs25MiRIzRt2pTy5cuzYMECmjZtaqxNEWlQ/vz52b59OyNGjOCbb75h3759LFq0iEdYsDg8CptGA1kcHoV1oWhNa1CamsDAQOzt7WnRooXWoYhUKHv27Hz22Wd89tlnhtdUVeXatWtxend3797NrFmzDM/C29vbx+vddXR01Kz27uXIaIL+V0PbxkJh+Q+9yZQpEztmj+GZedYE62sLIYRWpI5tGhYZGUnRokVp166d9NwaWbt27Thy5AinT5+O8/q///6LtbU18+fPx83N7aPr6z169IgOHTqwcuVKvv76a0aNGvXetUpTC6k/aHxbt24lICCAzM5VMfdph6LEr62sZQ1KUxEREYGjoyPTpk2jR48eWocj0rjnz59z5syZOAlvWFgYt27dAl5XPHBxcYlXjihv3rxGjSso9DpDVocZatTGxsaiqjCgYj56Nij37gVoQM4jQqQ9UsdWAK/r8n399dd888039OzZE0dHR61DSrP8/PxYuHAhp06dilPrMkeOHDg7O3Pw4EHc3Nw+evlZs2Y1PLc1dOhQjh49ytKlS8mZM2dyhC/Sidq1a7N+VwitFp/mTenJ/9ZWlhqUMHHiRHLlykX79u21DkWkA5kyZaJ06dKULl06zuuRkZHxkt3g4GBD7d3cuXPHSXTd3d1xdnZOlnk13tSqfbtGLYoORYEfD9yloXd0uj9OCCFMjzxjm8b16tWL/PnzSw1GI6tZsybZsmUjODg43nt6vZ6QkJBPXoeiKAwaNIitW7cSGhqKp6cnJ06c+OTlivRl742XmOkS7u2XGpRw584d5s2bR+/evcmSJYvW4Yh0zMbGhqpVq9K7d2/mzJnD4cOHiYqK4vz586xatYru3buTPXt2Nm7cyJdffomnpydWVlaUKFECPz8/vv/+e9auXUtERMQHP1svtWqFEKmR9NimcRYWFvzwww98/vnn7N+/P87zPiL5ZMqUiUaNGhEcHMyIESPivOft7c28efOIjo5OlnXVqFGD0NBQfH190ev1zJ49mzZt2iTLskXad+PBU9REanVIDUqYNm0a5ubmdO/eXetQhIjHzMwMR0dHHB0d8fX1NbweHR3NqVOn4vTuTpkyhfv37wNgZWWFq6trnN5dNzc3rK2tE1yP1KoVQqRGktimA61bt+bHH39kwIABHDhwQGb4NBI/Pz8WL17M6dOncXZ2Nryu1+uJjY2N9/ztp7C3t2f//v107dqVgIAAjhw5woQJE8iQIUOyrUOkTbbWFq+PAQlctKb3GpRRUVH8/PPPdO3aNdELfiFMkaWlJeXLl6d8+fKG11RV5datW3GGMx8+fJgFCxYYau/a2trGe3a3ePHicpwQQqRKktimAzqdjgkTJlC9enVWrlyJn5+f1iGlSbVq1SJr1qwEBwczfPhww+slS5YkW7ZshIWFJev6LCwsmD9/PuXLl6dPnz789ddfBAUFGX1CEZG6tfC0Y9beSwm+l95rUM6aNYsnT57Qp08frUMR4pMpikKBAgUoUKAAtWvXNrz+8uVLzp8/H6d3d9myZQQGBgKQIUMGHMt+RkyV/qDA//7HIL0fJ4QQpkuesU0nqlWrRv369RkyZAjPnz/XOpw0KXPmzDRq1IiVK1fGeV2n0+Hl5UV4eHiyr1NRFHr06MGuXbs4f/48Hh4eHDp0KNnXI9IOBxtLApu5v649KTUoDZ49e8bkyZNp27YtBQsW1DocIYwmQ4YMuLi40KpVK3744Qc2btzI1atXefDgAfv27WPKlClUKlOCHOc3osaqqLExhv9QY3F/Gs4fq5cQEhLC48ePtd4cIYQwkB7bdGT8+PG4ubnxw09zyOJa3VB7roWnndSv/J+3a/Z9TNv4+fmxZMkSzp49S4kSJQyvu3hXYdmhq9g08jZKzdAKFSpw9OhRmjdvTqVKlZg+fTqdOnVKtuWnRUn9rY3xninx87CjXOGcUoPyLYsWLeLOnTsMHDhQ61CE0ESOHDmoUKECFSpUMLx2OfIxs3ecZH7wBvJYmlP41d+c/+sAG6adM0xIVaRIkXjDmYsVK5bmStIJIUyf1LFNZxr0HE14llKYm+lQwVCfTupXxq/Z9zFt8+zZM/LkycPAgQP59ttvDcsdvCqM2NgYAKPWDH3x4gV9+vThl19+oWPHjkyfPp1MmTIl6zqMJSXrDyb1t1ZVkv299P7dMnUxMTGULFkSd3f3eCMuhBBQvXp1cuTIwapVq4DX57ozZ87EGc4cHh7O7du3gdcjmFxcXOIku25ubuTJk8eocUodWyHSHqljKxJ0OTKa01nLoKgQ8+Z2xv/ua6T3+pUJ1uz7iLbJnDkzDRs2JDg4mG+//dawXJXX9UIBo9YMzZgxIzNmzKBcuXJ069aNsLAwVq1aha2tbbKtI7VL6m89aGUYikKyvpfev1upwZo1a7hw4QJLlizROhQhTJKbmxu///674f9nzpyZMmXKUKZMmTif++effwyJ7ptkd9myZTx79gyAvHnzxuvddXZ2JnPmzCm6PUKItEmesU1HpC5d4pKzbfz8/AgPD+fcuXOatXn79u35888/uXXrFh4eHuzZs8co60mNkvqbvJ2XJvh+Iu8l9Xvp/btl6lRVZdy4cVSvXp1y5cppHY4QJsnNzY2LFy/y5MmTJD+XO3duqlWrRp8+fZg7dy5Hjhzh8ePHnDt3juDgYLp06YKVlRXr1q2jffv2eHh4YGlpScmSJfH392f06NGsX7+ey5cvf3DtXSGEkB7bdETq0iUuqbaJiY3hyOlLvKhWhIwZM75zWbVr18bKyorg4GDuFK2vWZt7enpy9OhRWrZsSfXq1Zk4cSK9e/dO9+WekvweqLGoKAm2UVLPbCT1e7FqLJfvPvzYcIWR7dixg6NHj/LHH39oHYoQJsvd3R1VVTl9+jSenp4f9LtmZmY4OTnh5ORE8+bNDa8/fvw4Xu3dbdu28eDBAwCyZs2Kq6trvOHMOXLkSM5NE0KkIZLYpiNSly5xSbWNqqrsWB9MvtGf07RpU/z9/alWrRrm5gl/fSwsLGjQoAHBwcG0DmyuaZvnzp2brVu3MnToUPr27cuRI0eYPXs2WbJkMep6TVmS3wNFh0LCSeyblDXB95L4vdjYWFYtnM3jP36iffv2VK1aFZ1OBsuYinHjxlG2bFlq1KihdShCmCwXFxcURSEsLOyDE9vEWFlZ4eXlhZeXl+E1VVW5efNmnGT34MGDzJ07l5cvXwJgZ2cXL9ktXry41HEXQshQ5PSkhaddkr2H6bkuXeJtowIKRbhN27Zt2bNnD7Vr1yZ//vx07dqVXbt2ERMTE++3/Pz8CAsLo3yuV5q3ubm5ORMmTGD58uWsXbsWvV5PRESE0ddrqpL6HihAUh3aib2X1O+ZmZnRsaozoaGh1KhRAwcHB7777jsuXUq4lqxIOaGhoezYsYMhQ4ak+5EMQiQlS5YsFC1a1Chl696mKAoFCxakbt26DBo0iMWLF3PixAkeP35MeHg4S5YsoU2bNqiqyuLFi2ndujVubm5YWlpSqlQpvvnmGwAOHDjA33//neixXgiRNsmsyOlM8NHXM/TC65lAjTlDb2rzpm0Ms9qioKLS3jkjPw/4HEVRWLp0KdmyZWPFihUEBQVx9epV8uXLR/PmzWnRogWfffYZOp2Op0+fkjt3br7++msca3+e4HK1aPOTJ0/SpEkT7t+/z9KlS6lTp06Krj8pKTmbpeFvjcKrmFfodDoURSGwmTtAot+R93kvsb+zqqqEhIQwf/58li9fTlRUFJUqVeKLL77Az88PKysro26ziM/Pz4/jx49z9uxZKU0ixDs0a9aMhw8fsn37dq1DMXjw4AHh4eFxenffTr5z5swZr3fX1dUVS0uZzE+I1OJD8lBJbNOhK5HRTNt0hEWrf+dz33r0ql9OZmz9nyuR0QnW9rx9+zatW7dmz549jBw5kq+//hpFUTh06BBBQUEEBQXx999/U7BgQfz8/PD392fKlCmcO3eOv/76K9HlauHff/+lTZs2bN68mdGjRzNkyBDNh8Zejozmp7f2yZ71yxm9/uubv8nqrbu5e/ksO+eMxsHGyvBeYt+Rd733Pn/nJ0+esHbtWubNm8eOHTvIkiULzZs3p3379lSsWDHe3yO11MdNTc6fP0+JEiWYNWuW1HwW4j2MGDGCX375hTt37mgdSqLe3CBdv349sbGxcWZovnDhArGxsSiKQpEiReIlvEWLFpUbXEKYIElsxTtJrbcPFxMTw6hRo/j++++pWbMmixcvJnfu3MDr5ygPHDjAihUrWLlyJbdv38bGxobIyEjWrFlD48aNTWqoY2xsLKNGjWLkyJE0adKEBQsWaPbdflNTFrQZRbBz506qV6/OwYMH8fb2Nrye1HckOb8/165dY+HChcyfP59Lly7h4ODAF198Qdu2bbG3t0+W+soivk6dOrFp0yYuX76camo9C6GlVatW0bx5c27fvk3evHm1DidBSR2bnz59yunTp+PU3Q0LC+Pu3bvA6/kxXF1d45UjsrGx0WJThBD/I4mteCdJbD/etm3baNOmDRkyZGD58uVUrFgxzvsxMTHs27ePxYsX89tvvwFQtGhRWrRogb+/P+7u7iaT5G7YsIGAgAAKFCjAmjVrKFGiRIqu/3JkNNUn7zbU9n2bToGd/aoYvWc7JiYGOzs7mjVrxk8//WR4PaUS2zdUVWX//v3MmzePoKAgHj9+TIW6vtwo1R6V+PtLSrVPWvT333/j4ODAmDFjGDhwoNbhCJEqnD9/nuLFi7Nt2zaTnWztY47Nd+7ciTOcOTw8nFOnThlq7+bLly9e727JkiWl9q4QKeRD8lCZPEqID1SzZk2OHz9OsWLFqFq1KuPGjYtTb8/MzIwqVaowZ84c/Pz8KFasGFWqVGHmzJmULl2akiVLMnz4cE6fPq3hVrzWsGFDjhw5gk6no3z58qxZsyZF128KtZXNzMxo1aoVK1as4NWrV0ZfX2IURaFChQr89ttv3L59mwULFhBl45JoLUepj/vxpkyZQpYsWejSpYvWoQiRahQtWhQLCwujTyCV0vLmzUuNGjXo27cv8+bNIzQ0lEePHnHmzBmCgoLo2LEjFhYWrF69mnbt2lG2bFmsrKxwcXGhZcuW/PDDD2zYsIGrV6/KZFVCaEwSWyE+QoECBdixYweDBw9m6NChNGzYkMjIyHifa9GiBRcvXmTo0KHcvn2bTZs24eXlxZQpU3BxccHNzY3vv/+e8+fPa7AVrzk5ORESEkLt2rXx9fVl2LBhCc70nNxevXrF4VOXEl1XStZWbt26Nf/884/JTIpiaWlJ27ZtqVS3aaLPfKX32tMf68GDB8ycOZPu3bvLCCQhPoCZmRkuLi6EhYVpHYrRmZubU6JECfz8/Pj+++9Zu3YtERERREVFceDAAWbMmEHVqlW5desWEyZMoFGjRtjb25MjRw4qVKhAt27d+OWXX/jzzz95+FDqmAuRUiSxFeIjmZubM2bMGDZv3syhQ4coU6YMBw4ciPOZevXqkSVLFoKDg8mYMSP16tVjwYIF3L17l3Xr1uHu7s748eMpXrw4ZcqUYdy4cZqU4smaNStBQUEEBgYybtw46tevz/37942yrtOnTzNo0CDs7OzYuSE4wXqykLK1lcuWLUvx4sVZunRpiqzvfRlq7iYgvdee/lgzZszg5cuX9O7dW+tQhEh13Nzc0lyP7YfImjUrer2ezp07M336dPbs2cP9+/e5du0amzZtYujQoRQuXJg///yTXr16UbFiRXLkyEHhwoVp2LAhw4YNY/ny5Zw+fVrTEUJCpFWS2ArxierUqcPx48cpXLgwlStXZuLEiYbhSFmyZKFevXoEBwfH+Z1MmTLRqFEjlixZwt27d1m5ciWOjo6MGjWKokWLUr58eSZOnMi1a9dSbDsURWHQoEFs3bqV0NBQPD09OXHiRLIs+8GDB/zyyy94eXnh4uLC3LlzadGiBYtH9UCXRI9kStVWVhSF1q1bs2bNGp48eZIi63wfUns6eT19+pSpU6fSoUMHk538RghT5ubmxqlTp1JkVE9qoSgKdnZ21KtXjyFDhrBkyRLCw8OJjo7mxIkTLF68mJYtW/Lq1SsWLFhAq1atcHFxwdLSkjJlytC2bVsmTpzI1q1buXXrlgxnFuITSGIrRDKwtbVl165d9OvXj4EDB9K4cWNDj6efnx/Hjh1LtCfWwsKCZs2aERQUxN27d1m+fDm2trZ88803FC5cGB8fH6ZOncrNmzdTZFtq1KhBaGgoOXLkQK/Xs2TJko9aTkxMDFu3bqVly5bkz5+fnj17kidPHlatWsXff//N1KlTqV+pHIHN3NEpoENFjY1BQUWnvJ4VOSUnRmrdujWPHz9mw4YNKbbOd3GwsYzXPjoFTdonLZg3bx737t1jwIABWociRKrk7u7Os2fPuHTpktahmLyMGTPi7u5OmzZtCAwMZPPmzdy4cYN79+6xe/duJk6cSLly5Th//jwjRoygTp06FChQgNy5c1OtWjX69OnDb7/9xpEjR0zqhqsQpkxmRU6nZFZk49m4cSNt27YlW7ZsrFixAldXV/I5ulGjy3fYOpV67zqkUVFRrF+/nhUrVrB161ZevXpFxYoV8ff3p1mzZkbvcXr69Cldu3Zl4cKF9O7dmwkTJnDj4Yt31lM9d+4c8+fPZ+HChdy8eRNnZ2fat29PQEAA+fLlS3BdVyKj+W7BFjbvPUTdSl6MaldHk6TN29ubPHnyMHXuskTr6mpVc/e33WeYuSiIhtU+47s2NSSp/UCvXr3C0dERvV5vckPOhXgfplDP+u7du+TNm5fg4GCaN2+eout+Fy2OzcklNjaWy5cvx6m7Gx4ezoULFwxl3ooVKxavFFGRIkU0r0MvhLFJuR/xTpLYGte1a9fw9/fn6NGjtBs5k20Pc4MKOjPdR9UhffDgAWvXriUoKIjt27cTGxtLlSpV8Pf3x9fX12h19lRVZcaMGfTp0wf3Jp154FgvwXqqtYplIygoiHnz5nHw4EFy5MhB69at+eKLL/D09Hyv8kZLliwhICCAxYsX06ZNG6Nsz7tMmzaNb+dtIlfdXkD8urqqiqY1dwsXLkyLFi2YMGGC0deV1ixdupQ2bdrw119/Ubp0aa3DEeKDmFI967x589K1a1dGjhyZoutNitb10I3lyZMnnD59Ok7d3bCwMMNklVmyZIlTe/dN0psrVy6NIxci+UhiK95JElvje/HiBV8NHcVWcy+UBO6ofmwd0nv37rF69WpWrFjBrl27UBSFGjVq4O/vT5MmTbC2tk6uTTBYuXUP/XdGJbgdqCr3FvTiyd2r1KpVi/bt29OoUaMPrvFnContkbNXaT4vLMHtVABFQdOauy1btuTGjRv8+eefRl1PWqOqKqVKlaJgwYJs3rxZ63CE+CCmUO/7bTVq1CBbtmysXr06xdaZFFNrH2NTVdVQe/ft3t1Tp07x4sUL4HXlhv/27pYoUYJMmTJpHL0QH07q2AphAjJmzEjRmgGY6ZK3TmuuXLno1KkT27dv5+bNm0ybNo1nz57x5ZdfkjdvXho0aMCiRYuIior61E0wuKTmxdwskcOFGkuNLt9y7do1Nm/eTIsWLVJt4fqdV56SWOeySqITOKdYTVlvb29CQ0MNFy/i/WzevJnw8HCGDBmidShCfDBTqPf9Nnd3d5OaGdnU2sfYFEUhX7581KxZk/79+7NgwQKOHTtGdHQ0p0+fZvny5bRv356MGTMSHBxM27ZtKV26NFZWVri6utKqVSvGjh3Lpk2buHbtmkxWJdIUc60DECItu/Hg6etuvgTOG8lRhzRv3rx0796d7t27c/PmTVauXMmKFSto27YtmTJlom7duvj7+9OgQQOsrKw+ej03HjxNaBMA0JmZYVu8NAULFvzo5ZuKGw+evh7il8B7qhqLipLgBVRK1ZTV6/U8f/6cEydOUK5cOaOvL60IDAzE29ubSpUqaR2KEB/sxoOnSc6OntL1rN3c3JgyZQrR0dFYWmrfE2pq7aMVc3NzSpYsScmSJfH39ze8HhUVxcmTJ+P07v7++++Gm9/Zs2eP17vr6uoqIzRFqiSJrRBGZKhDmsBJN7nrkBYoUIBevXrRq1cvrl27RnBwMCtWrKBVq1ZYWFjQoEED/P39qVevHhYWH7belNwOLdlaW6BTFGISuEZSFB0KCd6jSLE2KF26NBkzZuTgwYOS2L6nAwcOsHfvXtauXftez3oLYWpM7fjr5uaGqqqcOnWK8uXLp+i6E2Jq7WNqsmXLho+PDz4+PobXVFXl+vXrcZ7d3bNnD7NmzTKUcrK3t4/37K6joyPm5pI6CNMlQ5GFMCKt6pAWKlSI/v37c/jwYSIiIhg+fDgXL16kefPm5M6dm9atW7Nu3TqeP3/+XstLL/VUW3javU5cE7xAIolhyinTBpkyZcLDw4OQkBCjryutCAwMpGTJkjRs2FDrUIT4KIkdf1VVJVaNTfHjr7OzMzqdzmSGI6eX81NyUhSFQoUK0aBBA4YOHcqyZcs4efIk0dHRHD9+nIULF+Ln58eLFy+YO3cu/v7+ODs7Y2VlRdmyZfniiy+YNGkS27Zt4/bt2zKcWZgMSWyFMKK365Ca6ZTXPxUlReuQOjg4MHjwYI4dO8a5c+cYMmQI4eHhNGnShDx58tCuXTt+//33JJ/bNIXtSAlvtlNRMNSMfbOd45u7m0Qb6PV6Dh48mCLrSu1OnTrF+vXrGTRokJTEEKlWnHrWbx2bFCBy01T2bU7ZSZyyZMlCsWLFTCaxTax90tr5KSVkypSJUqVK8fnnnzN+/Hi2bNnCzZs3+eeff9i5cyfjx4+nbNmynDlzhu+++45atWqRP39+8ubNS/Xq1enbty9z584lNDRUau8KTcisyOmUzIqcsq5ERrPirfqD/p52mp9sT58+TVBQECtWrODs2bNYW1vTtGlT/P39qVatWoLDjf688A+Ttp3nTtRz8mbLRP+aTlRwzP3JsVyOjGb4W3VsR7aro2n9wQu3/qVS+yE4lfGmXmXvOH8vrf+WwcHBtGjRglu3biVaF1i81q5dO3bu3MmlS5fImDGj1uEI8UmuREYz7a06rV/V8+CHoX2ZN28eixYtonXr1ikWS/Pmzbl//z47d+5MsXW+y3/bp1f9cpqfZ9Oy2NhYIiIi4pUiunTpEqqqotPpKFasWJxnd93c3HBwcJAbjeKDSLkf8U6S2Io3VFUlPDycFStWsGLFCi5duoSNjQ3NmjXD39+fSpUqYWZmZrQ6im+Wq6oqsbGx6HSva/1qXX+wS5cubN26lYiICJM6Cd+4cQM7OzvWrFlDkyZNtA7HZF27do2iRYsyYcIE+vTpo3U4QiSL/567Y2Nj6dChA4sWLWLZsmW0aNEiReIYOXIk06dP5+7duyb17Lpc22gvOjqaU6dOGZLdNz/v3bsHgKWlJW5ubnGSXTc3N3LmzKlx5MJUfUgeKk+AC5HOKYpimBxi9OjRHDt2jBUrVhAUFMSsWbPImzcvdfzasseqctznT//3c/CqMMoVzvlRd8YvR0YzZHXY/+oPKig6M0NZnU9ZbnJo3bo1v/76KwcPHuSzzz7TJIaE2NraUrBgQQ4ePCiJbRImT55MtmzZ6Nixo9ahCGE0Op2O3377jVevXtG6dWvMzc3x9fU1+nrd3d2JjIzkzp07MnJExGFpaUn58uXjTCymqiq3b9+Ok+gePnyYBQsWGB6DKliwYLze3RIlSshoG/FBJLEVQhgoioKHhwceHh4EBgZy+PBhVqxYwcoLT1CcY1B0ZvF/5391AgfXKfHB6zPUH0xkNsuPXW5yqFixIra2tixZssSkElt4/ZytTCCVuMjISGbPns3AgQM/qcyVEKmBmZkZ8+fPJyYmBn9/f1auXEnjxo2Nuk43NzcAwsLCJLEV76QoCvnz5yd//vzUrl3b8PrLly85f/58nN7d5cuXM378eOD/Sxj9txxRwYIFTWqkgDAdktgKIRKkKApeXl54eXnxYtkxNoXdSri+6yfUCTTl+oM6nY5WrVoxd+5cpk6dSoYMGTSL5b/0ej3ffPMNL1++NKm4TMX06dMB+OqrrzSORIiUYW5uzqJFi3j16hV+fn6sWbOG+vXrG219RYoUIUuWLISHh1OrVi2jrUekbRkyZMDFxQUXFxdatmxpeP3ff//l5MmTcRLeDRs28OjRIwBy5MgRr3fX1dWVrFmzarUpwkRIYiuEeCc76yzodAoxsclbJ9DU6w+2adOGCRMm8Mcffxj1IvFDeXt78/TpU8LCwvDw8NA6HJPy+PFjfvrpJzp27IiNjY3W4QiRYszNzVm6dCktWrTA19eX9evXx+kdS046nQ4XFxeTmRlZpC05cuSgQoUKVKhQwfCaqqpcvXo1TrK7c+dOZs6caai96+DgEKfurru7O8WKFcPMLP5oM5E2SWIrhHinFp52zNp7KcH3PqVOoLGWm1zc3d1xdnZm6dKlJpXYli1blgwZMhASEiKJ7X/MmTOHqKgo+vXrp3UoQqS4DBkysGLFCpo3b07jxo3ZuHEjNWrUMMq63N3d+euvv4yybCH+S1EU7O3tsbe3j1OX/NmzZ5w5cyZOwjt79mxu374NQObMmXFxcYk3nDlPnjxabYowIklshRDv9KZO4OBVYQDExMQY7oB+Sp3At5drmG0ZBRXVJOoPKopCmzZtGDNmDI8fPzaZ5zUzZ85MmTJlOHjwID169NA6HJPx4sULJk2aROvWrSlcuLDW4QihiYwZMxIcHEzTpk1p1KgRmzZtomrVqsm+Hjc3NxYvXsyrV68SLA8nREp4cz4sU6ZMnNf/+eefeDMzr1ixgqdPXz/ilCdPnni9u87OzmTOnFmLzRDJRI5EQoj34udhR7nCOZO9TuCb5Zpand83WrVqxbBhw1i/fn2K1ol8F71ez8aNG7UOw6QsW7aMGzduMGjQIK1DEUJTmTJlYvXq1TRq1IgGDRqwefNmKlWqlKzrcHNz4/nz51y8eJESJbSZ5E+IxOTOnZtq1apRrVo1w2sxMTFcunQpTsK7bt06Jk+eDLweYu/k5BSvd7dw4cImVfZPJE4S2xRwOTKaoLcu2lt42uFgIhftImWklX3A3saSALds/PjFBAKGt0y25NPexlKz2Y/fxcHBAR8fH5YsWWJSia23tzdTp07l7t276XpI1Zvv1vUHT9iyPozazQNwcXHROiwhNJc5c2bWrVtHgwYNqFevHlu3bk3WGd7fzIwcHh4uia1IFczMzHBycsLJyYlmzZoZXn/8+DGnTp2K07v7448/cv/+fQCsrKziJbtubm7kyJEjyfWllWu/1EQSWyMLCr3OkNVvDbNUFGbtvURgM3f8PLR9flCkDNkHUr/WrVvTu3dv/vnnH3Lnzq11OMDrHluAkJAQGjVqpHE02nj7uxUbG0tsscqc05kRfPS6fLeEACwsLFi/fj3169enbt26/PHHH3h7eyfLsnPnzk2+fPkIDw/Hz88vWZYphBasrKwMVSDeUFWVmzdvxundPXjwIHPnzuXly5cA2NnZxUt4ixcvToYMGeTaTyPSr25ElyOjGbI6jFgVYmLVOD8HrwrjSmS01iEKI5N9IG1o0aIFAMHBwRpH8v8KFSpE/vz502092/9+t1QUFJ0ZKvLdEuJtlpaWbNy4kVKlSlG7dm2OHDmSbMt2c3MjLCws2ZYnhKlQFIWCBQtSp04dBg0axKJFizhx4gTR0dGEh4ezZMkS2rRpA2D4t5ubG5aWlrjqqzFo5Qm59tOAJLZGFBR6PdEC0goKK0Kvp3BEIqXJPpA25M6dm9q1a7N06VKtQzFQFAVvb28OHjyodSiakO+WEO/PysqK33//HRcXF2rVqsWxY8eSZblubm5S8kekKxkyZMDV1ZXWrVszduxYNm3aREREBEePHmX8+PE0btyY5wXLoqqxCf6+nJ+MS4YiG9GNB09RE6jPCa9Lmdx48DSFIxIpTfaBtKN169YEBARw5coV7O3ttQ4HeD0ceeTIkelyVlL5bgnxYbJmzcrmzZupVasWNWvWZOfOnZQqVeqTlunu7s7kyZNNatZ4IYxBVVVu3brF+fPn4/x34cIFLl26ZBienClTJmxbfJvojVc5PxlX+roSSmG21havd+wELr4UFGytLTSISqSkpPaBmJgYom5FoKqlEz0ACtPRuHFjsmTJwrJlyxg6dKjW4QCvJ5CKjo7m5MmTlC5dWutwUpQcX4X4cNmzZ2fr1q3UqFGD6tWrs2vXLsMkUB/jze+eOnUqzvOJQqRW9+/fj5O0vv3v6OjXQ4h1Oh0ODg44OTlRq1Ytw4RUTk5O2NraMnHbBX7dF0FMrJyfUpoktkbUwtOOWXsvJfieioq/pzw8ntYltQ8oisLS73tyb+c8fvnlF+zsZH8wZVZWVjRu3JglS5YwZMgQk7gZ4enpibm5OQcPHkx3ia0cX4X4ODly5OCPP/6gevXqVK9end27d+Ps7PxRyypZsiQ6nY6wsDBJbEWqER0dzYULF+Ikrm+S13v37hk+V7BgQRwdHSlfvjwBAQE4OTnh6OhIkSJFyJgxY6LLl/OTdiSxNSIHG0sCm7kzeNXriRViYmKA1wlNYPPSJlOnUxhPQvuAmZkZAIHNS5PJZybdunXDxcWFwMBAunTpIrXSTFibNm1YtmwZYWFhnzyELzlYWFhQunRpQkJC6Natm9bhpKgkv1vN3OX4KkQScubMybZt2wx1Pnfv3v1RJXssLCxwdHSU52yFyXnx4gWXL1+Ol7ieP3+ev//+2/C5nDlzGnpbGzRogKOjI05OThQrVuyjh9e/fX4yzIqMgooq5ycjk8TWyPw87MifLTOj1v7F6ct3yZ8jC+FLx2Lb+BdA7tikB34edpQrnJNpm46waPXvfO5bj171y70+sHnYUblyZQYPHkz37t1ZtmwZs2fPpnjx4lqHnaDLkdEsDo/CptFAFodHYV0oOtXWZEuqvlxi79WqVQsbB2eGLDtAsdOxJlGXztvbm61bt2q2fi0l+d0SQiTJxsaG7du3U7VqVapVq8aePXtwdHT84OW4u7tLYis0ERsby/Xr1+MNGz5//jxXrlwxdChlyZLF0Nvq4+NjSGQdHR3JlSuXUWJ7c35a8da1hL+nnZyfjExRE5t94y1RUVFkz56dhw8fki1btpSIK814U8cK/r9HITY2lhznNvHX6l80G8547NgxPDw8OHr0KGXLltUkhvTmXW2+Z88eOnbsyPXr1xk+fDgDBgwgQ4YMGkSasIT2ZSBV1mRLqL6cqr6+k6qqJPneoJUnUNVYzMzM4rynVRssXbqUNm3aEBkZabQTtKmT45lIL4yxr9+5c4cqVarw6NEj9uzZQ9GiRT/o97///numTJlCZGSk5o9oyLEg7VFVlbt37yY4bPjixYs8e/YMAHNzc4oWLRrnedc3va8FChTQfN8UH+9D8lDpsTWit+ssAig6s9f/VnQ8cKrPr0vX0KWNr6YxCtNRuXJlwsLCGDFiBN9++y1BQUHMmTMHDw8PrUNLfF/mdU22coVzppq7kHG25c19vf/9HLQyDEUhyfdQFBTFLM5ntGwDb29vAEJCQqhfv36Kr18IkbrlzZuXnTt3UrlyZUPP7YfM/O7m5sb9+/e5desWBQoUMF6gIk17+PBhvMma3vw7KioKeP0oX6FChXBycqJSpUp07NjRkMQWLlw43VUHEPHJHmBEhjqLCc3aqcC44L2092uQ5APoIn2xsLAgMDAQf39/vvzyS7y8vOjfvz8jRozAwkK7WfSS2pcBpm06QoBb6hjNsTg8KtH3VNT/bWL8O7uq4X/ie1OXbnCdD39G7VM5ODiQJ08eSWyFEB8tf/787Nq1i8qVK1O1alX27NlDoUKF3ut338yMHB4eLomtSNKzZ8+4ePFigr2vd+7cMXwub968ODo64u7uTvPmzQ29r0WLFtX0WkiYPklsjSipOos6nY5HZGLmzJn06tUrhSMTpq5s2bIcPnyYiRMnMnLkSFavXs3s2bOpUqWKJvEktS/HxMSwaPXv/PjFhBSO6uPYNBpIlhIVUHRm8d57vY0KCY1YUtVYVJQEhzNpWZdOURT0ej0HDx7UZP1CiLShYMGChp7bN8mtra3tO3/PwcEBS0tLwsPDqV27dgpEKkzZq1evuHr1aoKTNl27ds1wLZEtWzZDb2uNGjUMw4YdHR3Jnj27xlshUitJbI3oXXUWXQrnY+TIkbRt25YcOXKkfIDCpGXIkIGhQ4fi6+tLx44dqVq1Kp07d2b8+PEpftBPal82MzPjc996BAxvmaIxfazF4VGsPRdNAuXlknwGR1F0KCTcaat1XTpvb2/GjBkT59lnIYT4UIUKFTL03L6ZLfldvbA6nQ5XV1fCwsJSKEqhNVVVuXnzZoKTNkVERPDy5UsAMmXKhKOjI46OjrRs2TLO86+5c+eW515FspPE1ojeVcdqfNcmVJ3zDWPHjiUwMDCFoxOpRfHixdmzZw+zZs1i0KBBbNy4kV9++YVGjRqlWAxJ7ctAqpqJ1rpQNGvP7U7wPeV/vbUJJr28foQgoY5rrevS6fV6Hj9+zOnTpw3DAoUQ4mPY29vHS27z5cuX5O+4ubkRGhqaQhGKlHLv3r0Ehw1fuHCB6Oho4PWNDQcHB5ycnKhTp06cSZvs7OykhKFIUZLYGlFCdaxiYmLQ6XQENitF+ZJ2DBw4kHHjxtG9e3cKFy6sdcjCROl0Orp160aDBg3o1q0bjRs3xt/fn2nTppEnTx6jrz8t1WR717YAH/Welm3g6emJmZkZBw8elMRWCPHJihQpws6dO6lSpQrVq1dn165dSZ5r3NzcWLRoEa9evZIJfFKZ6OjoRCdtun//vuFzBQsWxMnJifLlyxMQEGDoeXVwcJC5YoTJkKOPkf23jtWxfdu4tms5jUa8fh5uwIABzJo1i2HDhrF48eIUiSkt1SJNbknVNv3U5SZHm9vZ2bFhwwaWLVtG7969KVmyJFOmTCEgIMDoQ3rSUk22d23Lx76nFUtLS9zd3QkJCaFz586axiKM42PqLgvxKRwdHQ3JbY0aNdi5cyc2NjYJftbd3Z3nz59z4cIFSpYsmcKRind58eIFERERCfa+/v3334bP5cqVy9Db2qBBA0Pva7FixbCystJwC4R4P1LHNoWdPXsWFxcXpk2bRo8ePQCYPXs2nTt35siRI3h6ehp1/WmpFmlyS6q26ae0jbHa/J9//qFPnz4sXbqU2rVrM2vWLOn1T8d69OjBzp07OXPmjNahpLi0XrvyY+sup/djelqkxb5++vRpqlatSv78+dm5cyc5c+aM95l79+5hY2PD8uXL8ff3T5G4EpLWjwVJiY2N5fr16wlO2nT58mViY2MByJIlS4K1Xh0dHdNtLXRh2j4kD5XEVgMBAQHs2rWLS5cukTlzZl69ekWpUqXIkycPO3fuNFrP2+XIaKpP3p3g84M6BXb2q6J5z5NWjNU2KdHmmzZtomvXrjx48ICxY8fSo0cPeaYlHVq0aBFt27bl3r17CV54pmVp+WI2qWPIm+e+5Ziefmi1r588eZKqVatSqFAhtm/fjrW1dbzPFChQgA4dOjB69OgUi+u/0vKxAF5P2nT37t0EJ226ePEiz58/B15PPlm0aFFD0vr2f/nz55dJm0Sq8iF5qAxF1sB3333HsmXLmD17Nj179sTc3JwJEyZQv359Nm7cSMOGDY2y3iTr6mpYh9MUGKtOa1I1U5OrzevXr8+pU6cYOnQovXr1YtmyZcyZMwdnZ+dPWq5IXfR6PQCHDx+mTp06GkcjkktQ6HWURObjNtXayiLtcXV1Zfv27VSrVo3atWuzbdu2eLPzu7u7Ex4erlGEacvDhw8THDZ8/vx5oqJeX1coikKhQoVwcnKiSpUqdO7c2ZDIFi5cWJ51FumS7PUacHJyIiAggB9++IGOHTtiYWFB3bp1qVatGoMGDaJu3bpGOSAlVYs0Vo3l3I1/gPR5EWSsOq1J1kxNxtqn2bJl4+eff6Zly5Z07NiRMmXK8M033zB48GCZ1CGdKFq0KDY2Nhw8eFAS2zTin3/+4Y/9obyKyY6SwCiMpGorx6qxXL8fnRJhinSiVKlSbNu2jerVq1OnTh22bt0ap/fEzc2NVatWaRhh6vL06VMuXbqU4KRNd+/eNXwub968ODk5UapUKZo3b27oeS1atCiZM2fWcAuEMD2S2Grk22+/ZcmSJcyaNYs+ffqgKAoTJ07Ew8ODOXPm0LVr12RfZ1K1SGNjY1mz+DciFn9Lu3btaN68OVmzZk32GEzVu2oON6tTlc4fUac1yZqpRqh9WrFiRU6cOMH333/PyJEjCQ4O5rfffqNcuXLJuh5hehRFwdvbm5CQEK1DEZ8oNPT/2LvzsJj69w/g75mpiCwRirLLkhb7ThGpZKusKfuafS2hUkj2fVdZIgrt2ckWpcW+Foooeook1Xx+f/jq93hUxMycmel+Xddz6ZmZznmfc6Zz5p5zzueOxubNm3HkyBFU7mYDlbYDi+6fXEJvZaFQiHD/QzhQcB/Dhw+nszdEJFq3bo0zZ87A2NgYZmZmCA8PLxxUSFdXF2vWrMHHjx/L1OeHkuTn5yMpKanIs68vX74s/EK9cuXKhQWrsbFx4T2vTZo0kXjfekJkGd1jy6GxY8ciNDQUz58/R4UKFQAAtra2iIiIwNOnT0V+YPjV/Z4zGv2DYN/9OH/+PJSVlTF48GDY2dnByMiocMAjeVXSumFCIb4GLMahnRvQs2dPkU1X3PfAxcXFYdy4cYiLi8Ps2bPh6upa+D4j8snd3R2enp748OFDmbrPWh7uq8vNzcXx48exefNmREVFoX79+pg6dSqMBw2H5b74Ut9jywOg/cQXp/0PoWHDhli0aBFsbW1Rrlw5cS8KESNpea9HRUWhd+/eaNWqFUJDQ1GxYkXExsaidevWuHbtWuGtEZLGxfphjOH169dFXjb87Nkz5OfnAwDKlSv3wz2v//65Ro0adN8rIcUoTR1adj75SCEnJye8f/8e27dvL3zMzc0NWVlZ8PQs/WWvv/K9fyefBwj4vG//8r7962Gph1njRuLs2bNISkrC4sWLcfPmTfTu3Rv169eHg4MDHj58KPJM0qKkdbPUpCFa1q8FY2NjuLi4oKCgQCTTFXfvUwMDA0RFRWHVqlXYunUrdHV1cf78ebHNj3CvU6dOyMzMLJMjI8uqlJQULF26FPXq1YONjQ0qVaqEU6dO4enTp5g/fz5aNdYsdh+y2kqvxOcijh9EbGws2rRpg0mTJqFx48bYvHkzcnJEcwsEKbs6dOiA8PBw3L59GxYWFvj8+TOaN28OgUAgt/fZvn//HtevX4ePjw+cnJwwZMgQGBgYQEVFBZqamujZsyemTZuGwMBA5Ofno2/fvti4cSPOnDmDFy9e4PPnz7hz5w78/f2xcuVKjB07Fl27dkXNmjWpqCVEROiMLccmTJiAU6dOITExERUrfityHBwcsHHjRjx58gR16tQR+TyT0rN/qw8nYww3b96Et7c3jhw5goyMDLRv3x52dnYYNmyYXI68Wty6KSgogLu7O5ydndGrVy8cPHgQtWrV+uvpSsqTJ08wYcIEXLp0CePGjcOaNWtQtWrVUk+H+mVKt48fP6Jq1arYtWsXxo0bx3UciZGWs1i/izGGq1evYvPmzQgICED58uVhZ2eHadOmFdsDtKR9yO/sXx48eICVK1fi8OHDUFNTw7x58zB58mTqTSlDEtOzsTnkFg4EhGLUYDNMN2/H+f43MjISffv2RZcuXRAYGIjWrVujZ8+e2LJli8SziGL9fPr0CU+fPi3y7OuHDx8KX1enTp0iW+Y0aNCAxrUgRMSo3Y8MSUpKQpMmTbBixQrMnz8fwLfR8Bo3boz+/ftj7969HCf8Jjc3F0FBQfD29kZYWBgEAgEsLCxga2sLU1NTKCoqch1RIs6fP48RI0aAz+fD19cXPXr04DrSbxMKhdizZw/mz5+PihUrYuvWrRg0aNBv/764+vwS0dLX10e7du2wZ88erqNIjKwUtp8/f4avry+2bNmCuLg4aGtrw97eHnZ2dhI7tj579gyrVq2Ct7c3KlWqhNmzZ8Pe3v6PvugikiPNPegvXrwIMzMz9OjRAyoqKnj37h0uXbok0QylWT9fv37F8+fPixy06fXr14Wvq169epGXDTdu3LjwRAQhRPyosJUxkyZNQkBAABITEwu/Pd+yZQtmzJiBuLg46OnpcZzwR2/fvsXhw4fh4+ODuLg41KhRAyNGjICdnR0MDAzk/pKa1NRUDB8+HJcvX8by5cuxaNEimbqfMSUlBVOnTkVgYCCsrKywefNmqKurl/g71ANZdkyePBlXrlzB3bt3uY4iMdJe2CYlJWHbtm3Yu3cvMjIyYG5ujunTp8PY2JizfcfLly/h6emJ3bt3o1y5cpg+fTpmzZoFNTU1TvKQ4snC/vfs2bOwsLBA3bp1kZaWhvfv30vss8Cvej2PU09G2vP7hUVsYmIihEIhAKBixYo/9Xr9PmhT9erVJZKfEFIyKmxlzMuXL9G4cWO4urpi0aJFAIC8vDzo6OigYcOGCA8P5zhh8RISEuDt7Y1Dhw7h7du30NXVhZ2dHUaMGAENDQ2u44lNQUEBXFxc4Obmhj59+uDAgQOoUaMG17F+G2MMx44dg729PfLz87Fu3TrY2dkV+0HEI/whdkU+R0ERnxwEPB4mdm9I/TKlhJeXF8aOHYuMjIwyM5qmNBa2jDGcO3cOmzdvRlBQEKpUqYJx48ZhypQpaNSoEdfxCr158wbr1q3D9u3bwRjDlClTMHfuXLnef8saWdn/RkREoF+/fsjPz0diYiLq168vkfmWtH6YsACfbp1EzTfXizz7qqGhIfdfxhMi62jwKBlTt25djB8/Hp6enoWNtxUVFeHh4YGIiAicPn2a44TF09PTw9q1a5GcnIzg4GA0a9YMjo6O0NTUhJmZGY4ePYovX75wHVPkBAIBXF1dCwfPaNWqFa5cucJ1rN/G4/EwZMgQPHjwABYWFhgzZgxMTEyQmJhY5OtL6vMryn685O916tQJjDFERUVxHaVM+vjxI7Zu3YoWLVqgd+/eSExMxM6dO5GcnIw1a9ZIVVELABoaGvD09ERSUhLmzJmD3bt3o0GDBpg+fTpevnzJdTwC2dn/mpiYYOfOnQAAGxsb5OXlSWS+Ja0fgUCA4eOn4cGDBzh16hQ8PT0xceJEGBoaonbt2lTUEiJnqLCVEo6Ojvj06RM2b95c+NjAgQPRtWtXzJ8/v1Qj8XJBQUEB5ubm8PPzQ2pqKrZt24Z//vkHw4YNg7q6OiZNmoRr164Ve/CRVX369EFsbCwaNmwIQ0NDeHh4FF7iJAuqV69eeN/0o0eP0LJlS6xfv/6n91thn98iiKMfL/lz2traUFVVpX62Evbo0SPMmDEDderUwcyZM9GyZUtcunQJ8fHxmDBhgtTfk6empobly5fjxYsXcHJywuHDh9G4cWNMmDABz5494zpemSZL+9/Ro0ejfPnyuH79OkaNGlXY6kacfrV+tKpJ998eIUR0qLCVEpqampg4cSLWrl2LzMxMAN/Oqq1ZswYJCQnw8fHhOOHvU1VVLSxkHz16BHt7e4SHh6NLly7Q1tYu/PAkL+rUqYPz589jwYIFWLRoEfr374/3799zHatU+vbti3v37mH8+PGYO3cuunTp8sM9mkPaapV4xmBoWxo8SlrweDx07NgR169f5zqK3CsoKEBwcDBMTEzQrFkzHDlyBDNmzEBSUhKOHTuG7t27y9wZoapVq8LJyQkvXrzAihUrEBQUBG1tbYwaNYraSHGkuP0vYwxCJpSq/S+fz4eBgQG6du2K48ePw87OTuxfzNPxiRDyHRW2UsTBwQGfP3/Gpk2bCh/r0KEDhg4dCicnJ3z+/JnDdH9GW1sbbm5uSExMxPnz59GlSxd4eHigfv36MDIygpeXFz5+/Mh1zL+moKCAFStWIDQ0FDdu3ECrVq1krrBQUVHBxo0bcfXqVWRlZaF169ZwdnZGbm7uD/14+WBgwgLwwCTSj5eUXqdOnRAVFSVTVw/IkoyMDKxduxba2tqwsLBARkYGfHx88PLlS7i5uUFTU5PriH9NRUUF8+bNQ2JiIjZu3IiLFy9CR0cH1tbWiIuL4zpemVJcP3QeD0gL2YCoc8FcR/yBnp4eMjMz4evri6NHj2Ls2LFiLW657BdPCJEy7DdkZmYyACwzM/N3Xk7+wowZM1iVKlVYRkZG4WPPnj1jioqKbPny5dwFE6GPHz8yb29v1rNnT8bj8ViFChXYqFGj2JkzZ1h+fj7X8f7ay5cvWefOnZmCggJbs2YNEwqF7HnaJ7Yq7AGzP3ybrQp7wJ6nfeI6Zom+fPnClixZwhQUFFiLFi3Y9evXGWOMRT5+x7q6nGR1puxjXV1OssjH7zhOSopy+vRpBoA9ePCg2NfI2nuyJDExMQwAi4mJEet84uPj2YQJE5iysjJTVFRkNjY2LCoqSqzzlBa5ubls9+7drGHDhgwA69evH7tx4wbXscqUxJ/+Zj8yGxsbpqSkxC5evMh1vEKbN29mioqK7OvXr+zw4cOMz+ezsWPHsoKCArHO97/rJ1GG92mEkP9XmjqURkWWMm/evEHDhg2xcOFCODs7Fz4+d+5c7Nq1C0+fPkWtWrW4CyhiL1++xIEDB+Dt7Y0nT55AU1MTo0aNgp2dHZo2bcp1vD+Wl5eHxYsXw9PTE11HzUOKpqFM9n9NSEjA+PHjER0djQGzVyG+nM63y9+EQvD5fPB4PJlYjrImKysLVatWxd69ezFmzJifnpe3nsTiHBU5Ly8Pp06dwubNm3H58mXUrl0bU6ZMwYQJE+RqX/y78vPzceTIEbi7u+Phw4cwNjaGk5OTTPX0lidfv36FmZkZYmJicOXKFejo6HAdCZcuXYKhoSHu3r0LHR0dHDhwAHZ2dpgwYQK2b98uU+3xCCHco1GRZZiGhgamTJmC9evXIyMjo/DxxYsXQ0FB4YdiVx7UrVsXixcvxqNHj3D9+nX069cP27dvR7NmzdCxY0ds374dHz584DpmqSkqKmL16tXYczQQLzW6Q8iAAiH74d+F/glISs/mOmqJ9PT0cP36dTit2ojbCs0hZAADDzy+AAw8mVmOsqZy5crQ0dEpcgCpxPRsLApIkNn3pKS8e/cO7u7uaNCgAaytrcEYg5+fH5KSkuDk5FQmi1rg220XNjY2uHv3Lo4dO4a0tDQYGhqie/fuOH36tNwNECjtlJSU4O/vj7p168LU1BQpKSlcR4Kuri4A4M6dOwCAUaNGYe/evdi1axemT59O7xFCiNhQYSuFFi5ciLy8PKxbt67wsWrVqmHJkiXYvXu3XA7g8X3Am+3bt+PNmzfw8/ODmpoapk+fDg0NDVhZWSEoKEhi7QNEJb1yEwgERf+Z8cDD0ehXEk5UegKBABX1esv8cpQ1xQ0g5Rf9qsQRRMv6trx16xZsbW2hpaUFd3d3mJqaIi4uDpcvX4a1tTUUFRW5jigVBAIBrKysEBsbi8DAQOTm5sLExAQdOnRAYGAgFS8SVKVKFYSGhoIxBjMzs8K2gVypVq0a6tSpU1jYAsCYMWOwa9cubNu2DbNnz6b3ByFELKiwlUK1atXCtGnTsHHjxh/OVk6bNg1169bFwoULOUwnfuXLl4e1tTWCg4ORkpKCVatW4enTp+jfvz80NTUxe/ZsmRm8pKT+gtLUf/BX5GU5ypJOnTrh7t27Pw3OJis9MSUpNzcXBw8eRIcOHdC+fXtERkbC3d0dycnJ2L17N/T19bmOKLV4PB4sLCxw48YNnD59GsrKyhgwYAAMDAzg5+cn9a3q5EWdOnUQHh6OFy9ewNLSEl+/fuU0j66uLhISEn54bMKECdi2bRs2btyI+fPnU3FLCBE5Kmyl1PfetWvXri18rFy5cli5ciWCgoJw8eJF7sJJUK1atQoL2bi4OIwcORKHDx9Gq1atoK+vj7Vr1yI1NZXrmMWSpf6DJZGX5ShLOnbsCMYYbt68+cPjJW2rsrYtU1JSsGTJEtStWxejRo1ClSpVEBgYiKdPn2LevHmoVq0a1xFlBo/HQ+/evXHp0iVcunQJ6urqGDp0KHR0dODj4yORfqZlnY6ODk6ePInLly9j/PjxnBaOurq6P5yx/W7KlCnYtGkT1q5dCwcHBypuCSEiRYWtlKpZsybs7e2xadMmpKenFz4+ZMgQtG/fHvPmzStzrTz09fWxbt06JCcnIzg4GE2bNoWjoyM0NTVhbm4OPz8/fPnyheuYP5CX/nryshxlSbNmzVC1atWfLkfuWluAggJh0X0xy8C2ZIwhMjISQ4YMQb169bBhwwYMGTIEDx48wOnTp2FhYQGBQMB1TJnWvXt3REREICoqCtra2rCzs4O2tjZ2796N3NxcruPJNUNDQ3h7e+PAgQNwcnLiLIeenh5evHiBzMzMn56bPn061q1bBw8PDyxdupSDdIQQeUWFrRSbP38+AGDNmjWFj/F4PKxZswYxMTE4cuQIV9E4paioWFjIpqamYsuWLfjw4QOGDh0KDQ0NTJ48GdeuXZOKb4J/6P/KA5iwoPBnWeqvJy/LUZbw+Xx06NDhhwGkPn36BAvDDvgQtqnM9Xz8/Pkz9uzZg1atWqF79+5ISEjAhg0bkJKSgs2bN6NZs2ZcR5Q77du3R2BgIGJjY9G2bVtMmjQJjRs3xubNm5GTU/YueZeUYcOGwdPTEytWrMCOHTs4yfB9AKm7d+8W+fzs2bOxevVquLm5wdXVVZLRCCHyTNT9g4hoOTg4sAoVKrC3b9/+8PjAgQNZ3bp1WU5ODkfJpM/Dhw+Zo6Mj09LSYgBYkyZN2PLly1lSUhLX0Vhi2ic22+sCU+s/n832uiCz/fUiH79jvVdHsDpT9rHeqyOoj62Um71kBdPoO5nZH45hK0PvsXot2zEAbOPGjXLT8/H5f/62/tuP9/nz52zevHlMVVWV8Xg8ZmFhwU6fPi32nprkZ/fv32ejRo1iAoGA1apVi61evZplZWUVPi9PvZW5JhQK2YwZMxifz2enTp2S+Py/fPnCBAIB2759e4mvc3d3ZwCYu7u7hJIRQmQN9bGVI+/fv0eDBg0wadIkeHp6Fj7++PFj6OjoYMWKFYVndsk3QqEQFy9ehLe3N/z9/ZGdnQ0jIyPY2dnB0tISKioqnOQSZ69NSfje+xQACgoKCi/XlNXep/LOL/oVFvonQCj8tq2EBUIwAG0KHiBgzQKu44lEse/JwXqomvEQmzdvRnBwMKpWrYpx48Zh6tSpaNCgAZeRCYBnz57Bw8MDXl5eqFSpEmbNmgWtHkPgGv5UbnorS4OCggIMGTIEYWFhuHDhAjp06CDR+evo6MDQ0BBbt24t8XWurq5YtmwZPDw8sGCBfOybCCGiQ31s5Uj16tUxc+ZMbN26FW/fvi18XFtbG5MmTYK7uzvev3/PYULpw+fz0bNnT3h7eyM1NRVeXl4AgNGjR6NWrVqwtbXFuXPnytw9yn/j371PhQzg8QWFP1PvU+nzfXsx/P+2Ap8PHo+HOCUdudhexb8nGeYfj4PZEDu8ePECu3btQnJyMjw9PamolRKNGjXCrl278OzZM4wcORIe2/ZhWchj6q0sYgKBAAcPHkTr1q3Rr18/PHnyRKLz19PTK3IAqf9aunQpnJycsHDhwh/aHBJCSGlRYSsD5syZA0VFRXh4ePzw+LJlyyAUCrF8+XKOkkk/FRUV2NnZ4fz580hKSoKjoyNu3LgBY2Nj1K9fH4sXL8ajR4+4jin1qPepbCl2e/F4crO9in9Pfnts0mpvxMXFYfz48ahQoYJkw5HfoqWlhU2bNmHOluPgF717kZv3K1eUlZVx6tQpVK9eHaampnj37p3E5v295c9vXBgIV1dXLFq0CHPnzsWmTZskkI4QIo+osJUBqqqqmD17NrZv3443b94UPl6jRg04ODhg69atePr0KYcJZUO9evUKC9lr167BzMwM27ZtQ7NmzdCpUyds374dGRkZXMeUStT7VLaUhe1V0jLy+XzwVNSK/TKGSJeMr3zw+EV/HJGX9yuXqlevjrCwMHz69An9+vVDdrZkzoDr6uoiMzMTycnJv3wtj8fDihUrMHfuXMycORPbtm2TQEJCiLyhwlZGzJo1C+XKlfvprO2sWbOgrq4OBwcHjpLJHh6Ph06dOmHHjh148+YNjh49iurVq2P69OlQV1eHtbU1goODkZeXx3VUqVFSH1uwknujEskrC71qqbey/ChpWzKhELVUFCScSP40aNAAoaGhuH//PoYNGyaRvsLfR0b+ncuRgW/HZk9PT8ycORPTpk3Drl27xBmPECKHqLCVEVWrVsWcOXOwY8cOpKSkFD6urKwMd3d3HD9+/Kd+leTXypcvjyFDhiA4OBjJyclYuXIlHj9+DAsLC2hqamLOnDmIi4vjOibniu1jyxgKhEKkXgtAQUGB5IORIvWsr/ztHnI57lVLvZXlR/Hb8tt9tt5LJ+HatWsSzyVvWrdujePHjyMsLAzTpk0Te0u8evXqoVKlSr9d2ALfitv169dj2rRpmDRpEvbt2yfGhIQQeUOFrQyZOXMmKlSogFWrVv3wuI2NDQwMDDB37lyp6N0qq9TV1TFnzhzEx8cjNjYWI0aMwMGDB9GqVSvo6+tj3bp1PwzgVZb8u4/tD71P+TwYKidjk/sS9OnTB6mpqVxHLfOys7MxdZQV8q56gc/nyW2v2mLfk3K0jGVF8duSh3nd1FG9nBDdunXDokWLkJuby3Vcmda3b1/s3r0bu3btwsqVK8U6Lx6PV3ifbWl/b9OmTZg0aRLGjx8PHx8fMSUkhMgbavcjY9zd3eHq6opnz55BU1Oz8PFz587B2NgYx48fh6WlJYcJ5UteXh4iIiLg7e2NwMBAFBQUoG/fvrCzs4OFhQXKly//W9NJTM/G5pBbOBAQilGDzTDdvB0ayOAH76T0bByNfoXkjBxoqipjaFst1FeriIsXL2L48OFgjMHX1xdGRkZcRy2T8vPzMWDAAFy+fBmXL1+GqpZ2kdtLnhT3niSyp7htmZ+fD09PTyxbtgza2trw8fGRyZZp0uR7ix1vb290M7OE37/W+5C2WiI7Pk2ePBnXrl0rdXELfGvdN3HiROzfvx8HDhzAiBEjRJKJECJbSlOHUmErY7KystCgQQMMHTr0p8EVzMzM8PjxY9y/fx9KSkocJZRfHz58wNGjR+Ht7Y2oqChUrVoVQ4cOhZ2dHTp27FjsPWJlpf/r27dvMXLkSFy4cAHOzs5wdHQsXFYifowxTJo0Cfv370dwcDBMTEy4jkSISCUkJMDOzg53796Fk5MTHB0doaioyHUsmcQYw8SJE+EX/RLV+s4Any+e/sHbtm3DrFmzkJ2d/UfbSigUYuzYsThw4AB8fX0xZMiQv85ECJEt1MdWjlWuXBnz58/Hnj178PLlyx+eW716NRITE7Fjxw6O0sm3atWqYcqUKbhx4wYePnyIqVOnIjQ0FJ07d0azZs3g7u7+0zYpS/1fa9WqhYiICCxduhTLli2TeGuJss7d3R27d+/G7t27qaglcklPTw9RUVFwcHDA8uXL0bFjR9y7d4/rWDKJx+NhodsaqJrYg0F8/YN1dXWRl5f3x231+Hw+9u7di+HDh2PEiBHw9/f/60yEEPlFha0Msre3R5UqVbBixYofHm/ZsiXGjh0LFxcX/PPPP9yEKyOaNm0Kd3d3JCUl4ezZs+jQoQNWrFiB+vXro1evXvD29sanT5/KXP9XgUCAZcuW4fTp04iPj0erVq1w+fJlrmPJPS8vLyxZsgSurq4YPXo013EIERslJSW4urri+vXryMnJQevWrbF69WoavO4P+Me+gaCYNkuiOj61bNkSAP7oUuTvBAIBvLy8YGVlhWHDhuHUqVN/nYsQIp+osJVBKioqmD9/Pvbu3YukpKQfnnN1dcWXL1/EPigE+YbP56NXr17w8fFBamoq9u3bB8YYRo8eDXV1dRwPuwChUL77iRbF2NgYsbGxaNKkCYyMjLBy5cpvo/QSkYuIiMCECRMwYcIEODk5cR2HEIlo164dbt++jRkzZmDRokXo1q0bnjx5wnUsmXLn+WsUiPn4pKqqCk1NzVKNjFwUBQUFHDx4EAMGDChsyUcIIf9Fha2MmjZtGlRVVeHu7v7D4xoaGpg/fz42btyIFy9ecJSubKpUqRJGjx6N8+fPIykpCYsWLcL7l48hFBZ9JkHee23Wrl0bZ8+ehYODAxwdHdGvXz+kp6dzHUuuxMbGwsrKCn369MG2bduK7zVMiBwqX748PD09cfnyZbx79w76+vrYvHkzfYlWgrS0NGzYsAEGBgYI8fMBY0WvK1Een/T09P66sAW+Fbe+vr4wNzeHpaUlwsPDRZCOECJPqLCVURUrVsTChQvh5eWF58+f//DcvHnzoKqqisWLF3OUjtSrVw9OTk44u2s5+HxBEf1EWZnotamgoAA3NzeEh4fj1q1baNWqFa5evcp1LLmQlJQEMzMzNGvWDEePHoWCggLXkQjhRNeuXREfH4+xY8dixowZMDY2/ulqprIsLy8PgYGBGDRoEGrXro0FCxagcePGWDvNqtgB/kR5fPqTlj/FUVRUxNGjR9GnTx8MHDgQZ8+eFcl0CSHygQpbGTZlyhRUr14dbm5uPzyuoqICV1dXHDp0CNHR0RylIwDQsIYKVlvpgf+/3oxMWAAwIZiQISN8CxZMHYOQkBDk5+dzHVWsTExMEBsbi/r166NHjx7w9PSksyp/4cOHDzA1NUWFChUQHBwMFRUVriMRwqmKFStiy5YtOHPmDJ4+fQpdXV3s2bOnTPd2v3v3LubOnQtNTU0MGDAAL168wLp16/D69WscP34cY637SaQXtK6uLl69eiWysT+UlJRw/Phx9OzZExYWFrhw4YJIpksIkX3U7kfGbdiwAfPmzcPDhw/RuHHjwsfz8/NhYGCAGjVq4Pz583SJIseS0rOx6V99bId3qI/LIf7w9vbGnTt3ULNmTYwcORJ2dnbQ19fnOq7Y5OXlYcmSJfDw8EC/fv3g7e2NatWqITE9W2x9FOXBv9ePeiVFBG10xNPYa7h27Rq0tbW5jkeIVMnMzMTs2bOxf/9+mJqaYs+ePahduzbXsf7a7+wnP3z4AF9fX+zfvx8xMTFQU1ODjY0NRo8eXeyxRdy9oBMSEqCvr4/IyEh07dpVZNP98uUL+vfvj6tXryIsLAxaLdrQcYQQOUR9bMuQnJwcNGrUCH369IGXl9cPz4WGhsLc3ByBgYGwsLDgJiApdPv2bbRp0wYxMTFo3bo1gG+9BOPj4+Ht7Y1Dhw4hLS0N+vr6sLOzw4gRI1CrVi2OU4tHSEgIbG1toaKigimrvbErPruwf6Ko+yjKuu99kL+vF6FQCMaAKa0rYdFQQ67jESK1goODMWHCBOTm5mLLli0YPny4zH7J+9/9wL/3k4P0NXD69Gl4eXnh1KlTEAqFMDc3x+jRo2FmZsZ5X/uvX7+iYsWK2LRpE6ZMmSLSaX/+/BkWFhaIy1JGZeMpYuvHSwjhDvWxLUOUlZWxaNEiHDhwAI8fP/7hOVNTU/Tq1QsLFiyQ+0tdZRWPx4OBgQHWr1+PlJQUBAYGonHjxli0aBHq1KkDCwsLHDt2DF++fOE6qkiZm5sjNjYWtRq3xPbbH3/onyjqPoqy7N99kL+vF/D44PF52BWfXebXDyEl6devH+7evQsTExOMHDkS1tbWSEtL4zpWqRW1H/j+7/xj8air0wbm5uZ4+PAhVq1ahZSUFJw8eRIDBw7kvKgFvl063KxZM5HdZ/tvFSpUwGavI6jUa5JY+/ESQmQDFbZyYOLEiVBXV8fy5ct/eJzH48HT0xOPHj3Cnj17OEpHfpeioiIsLCxw/PhxvHnzBps2bUJaWhqGDBkCDQ0NTJkyBTdu3JCbe8bq1q2LQXM9wS/mBIo89vktreL7IPNo/RDyG6pXrw5fX1/4+fnh4sWL0NHRQUBAANexSqWkfuiMCdGi33jExMQgPj4es2fPRs2aNSWc8Nd0dXVFMjJyUYLuvRd7P15CiGygwlYOlC9fHo6Ojjh8+DAePnz4w3OtWrXCqFGjsGzZMnz8+JGjhKS0qlWrhqlTp+LGjRt48OABpkyZguDgYHTq1AnNmjXDihUr8PLlS65j/rXXmbngFfOBRJ77/P6u5IycYr/IoPVDyO+ztrbGvXv30LlzZ1haWsLGxgYZGRlcx/otJe0HBAIBmrftitatW0v1Zda6urq4e/euWL6YTc7IQXFTpf0kIWULFbZyYvz48ahduzZcXV1/es7NzQ1ZWVlYvXo1B8nI3/peyCYlJeHMmTNo37493N3dUb9+ffTq1Qs+Pj749OkT1zH/iKaqcrEfxuS9z+/voPVDiOjUqlULJ06cgI+PD4KDg9GyZUuEhYVxHeuX5GE/oKenh8zMTLx6Jfqzp5qqyuBBttcPIUQ0qLCVE+XKlcPixYtx5MgR3L9//4fntLS0MHv2bKxduxYpKSkcJSR/SyAQwNjYGAcOHEBqair27dsHoVAIOzs7qKurY/To0bhw4YJMtdEZ0larxDOS8t7n91do/RAiWjweD6NGjcLdu3fRsmVLmJmZYeLEiVJ9RZM87Ad0dXUBQCz32Vq1roMCYUGR60hW1g8hRDSosJUjY8eOhZaWVpFnbRcuXIiKFStiyZIlHCQjolapUqXCQjYxMRELFy7E1atX0bNnTzRo0ABOTk548uQJ1zF/qYFaxcI+it/7/H7/WZR9FGUVrR9CxENTUxPh4eHYsWMHDh8+DD09PanthyoP+wEtLS1UqVJFLPfZbl21DO9DN4m9Hy8hRPpRYStHlJSU4OTkBD8/P9y9e/eH56pUqQJnZ2d4eXmJ5RtTwp369etjyZIlePz4Ma5evYq+fftiy5Yt0NbWRufOnbFz5078888/XMcslnUbLZyfY4iBTSvi88MrGNi0Is7PMaQWDf9D64cQ8eDxeJg0aRISEhJQt25d9OzZEzNnzsTnz5+5jvYTWd8P8Hg8sQwgtX79eqxfvx6rJg3EhblGmNitIcx1a2Ni94YytX4IIaJBfWzlTF5eHrS1tdG2bVscO3bsp+datmyJ2k310XeqKzUxL0JierZYGrwnpmdjc8gtHAgIxajBZphu3k6s6zwnJweBgYHw9vZGREQEFBUVMWDAANja2sLExAQKCgpim/efKqrPL/l/tH4IER+hUIhNmzbBwcEBWlpa8Pb2RqdOnbiO9RNZ3g9MnToVkZGRIitu/fz8MHToUCxcuBCrVq0SyTQJIdKH+tiWYYqKinBycsLx48d/OjOrqKiIQXNX43nzUdh56RlC7rzGrsjn6LXuIo7F0HD4ftGv0GvdReyKfC7SdfN9uicfZaNCs644+Shb7OtcWVkZQ4cORWhoKJKTk+Hm5ob79++jX79+0NTUxNy5c+nMPSGE/A+fz8esWbMQFxeHatWqoWvXrli0aBFyc3O5jiY3dHV18fDhQ3z9+vWvp3X58mWMGjUKI0eOxIoVK0SQjhAiD6iwlUO2trZo2LAhnJ2df3g8MT0bfkkK4PH5EALUxPxfEtOzsSgg4Yd1Iop18+/pChnA4wsKf5bUOtfQ0MC8efOQkJCA27dvY9iwYThw4AD09fXRqlUrbNiwAe/evRN7DkIIkXZNmzbFlStX4ObmhnXr1qFt27a4ffs217Hkgq6uLvLz839qS1ha9+/fx4ABA9C1a1fs27cP/GJaxhFCyh7aG8ghRUVFLFmyBCdOnEBsbGzh4yU1eS/rTczFtW5Kmi4Aia5zHo9XWMimpKTg1KlTaNiwIRYsWIDatWvDwsICx48fpzMUhJAyTUFBAQ4ODoiOjoaCggI6dOgAFxcX5OXlcR1Npn0fGflvLkV+/fo1TE1NoaWlhYCAACgpKYkqHiFEDlBhK6dsbGzQuHHjH87altTkvaw3MU/OyIFQKPp1U9I6LygowB7fACxZsgQ3b96UaJseRUVF9O/fH/7+/njz5g02bdqEd+/ewdraGhoaGpg6dSqioqKKzU4IIfJOT08PUVFRcHBwwPLly9GxY0fcu3eP61gyq0qVKqhbt+4f3waTlZUFMzMzCIVChIaGokqVKiJOSAiRdVTYyikFBQUsXboUgYGBiImJAQBoqpYvtngqy03Ms7KycOfGRQiFBUU+X1BQgPzM1D+atqaqcrFnbAV8PmqpKGLr1q3o0KED6tSpg/Hjx+PUqVPIzpbcZeHVq1cvLGTv37+PSZMmITAwEB07dkTz5s2xcuVKvHpVds/mE0LKLiUlJbi6uuL69evIyclB69at4enpiYKCoo8XpGR/OjLy169fYWVlhaSkJISFhUFTU1MM6Qghso4KWzk2fPhwaGtrF561zXt4Gd9OwFET8+8uXLgAPT09xPpvK/Y+HR6Ph72O47F06dJSf5gZ0lar+LOePB4OukzFu3fvcPHiRYwcORKRkZEYOHAg1NTU0K9fP+zcuRMpKSmlXaw/9r2QffHiBc6cOYN27dph+fLlqFevHoyNjXHgwAGJFt2EECIN2rVrh9u3b2PGjBlYuHAhunfvLhO9wqXNnxS2jDFMmDABFy9exIkTJ9CyZUsxpSOEyDoqbOXY97O2wcHBOHjwIJYvnIFWX++Bz+OV+Sbmnz9/xowZM9CzZ0/Ur18fcZGnsdpKv8gG76ut9LF0zhS4u7ujd+/eSE39/bO3DdQqwsNSr8TG8QoKCujRowfWrFmDR48e4dGjR3Bzc8PHjx8xbdo0aGpqok2bNnBxccHt27clcnmwQCAoLGTfvn2LvXv3Ij8/H7a2tlBXV8eYMWNw8eJFiV4+TQghXCpfvjw8PT1x+fJlvH37Fvr6+ti8eTPtB0tBT08PycnJyMjI+O3fWbJkCXx8fODt7Q0jIyMxpiOEyDz2GzIzMxkAlpmZ+TsvJ1IkPz+faWtrswoVKjADAwOWk5PDEtM+sVVhD5j94dtsVdgDlpj2ieuYEnX16lXWpEkTVr58ebZhwwZWUFBQ+FxJ6+b8+fNMXV2d1apVi507d65U8/zTdf7+/Xt28OBBNnToUFa5cmUGgNWpU4dNmjSJhYSEsJycnFLl+FvPnz9nLi4urFGjRgwAq1evHnNycmJPnjz562nHxMQwACwmJkYESeUPrR9CpMenT5/YtGnTGABmZGTEkpKSJDJfWd8P3LlzhwFgly5d+q3X79ixgwFgq1evFnMyQoi0Kk0dSoVtGdCtWzcGgB09epTrKJz68uULW7hwIePz+axjx47s4cOHpZ5Gamoq69WrF+Pz+czV1ZXl5+eLIWnRcnNz2dmzZ9nMmTNZw4YNGQBWoUIFNmDAALZnzx725s0biWURCoXsypUrbMKECYUFd+fOndnOnTtZRkbGH01T1j+wiRutH0Kkz5kzZ5iWlharVKkS27NnDxMKhWKdn6zvB75+/coUFRXZli1bfvnaoKAgxufzmb29vdjXKyFEepWmDqVLkeWcj48PIiMjUadOHezdu5frOJyJiYlBmzZtsG7dOri7uyMyMhJNmzYt9XRq1aqFiIgILF26FMuWLYOpqanEesAqKSmhV69e2LBhA54+fYp79+5h6dKlSEtLw4QJE6ChoYEOHTrA3d0dCQkJYr1kmcfjoUuXLti1axdSU1Ph6+uLypUrY8qUKVBXV8ewYcMQGhqK/Px8sWUghBCuGRsb486dO7C2tsb48ePRr18/vH79mutYUktRURHNmjX75X22N2/exNChQzFgwABs2LChxLZ5hBDyHRW2cuzRo0eYOnUq7OzssH79epw+fRrXrl3jOpZE5eXlwdnZGR07doSSkhJiYmKwaNEiKCgo/PE0BQIBli1bhtOnTyM+Ph4GBga4fPmyCFP/Go/HQ4sWLbBw4UJcvXoVb9++hZeXF7S0tLBq1Sro6+ujfv36sLe3R0REhFh70yorK2PYsGEICwtDcnIy3NzccO/ePZibm0NLSwvz5s37q76FhBAizapUqYK9e/ciKCgIt2/fRsuWLXH48GFql1YMPT29Eo8JT58+Rb9+/aCvr49Dhw5BIBBIMB0hRJZRYSunvnz5gmHDhkFTUxNbtmyBpaUldHV1sWzZMq6jSczdu3fRsWNHuLm5wdHRETdu3ChsEC8KxsbGiIuLg7a2NoyMjLBy5UrOBhGpUaMG7OzscPz4caSnpyM8PBwWFhYICgpC3759oaamBisrK3h7eyMtLU1sOTQ0NDBv3jwkJCQgJiYGQ4YMgbe3N/T09NC6dWts3LhRrPMnhBCu9OvXD3fv3oWJiQlGjhwJa2tr2t8V4fvIyEUV/mlpaTA1NYWqqiqCgoKgrFw22xASQv4MFbZyav78+Xjw4AGOHj0KFRUV8Pl8ODs74+zZs4iMjOQ6nlgVFBRg9erVaNOmDb58+YIbN27AxcUFSkpKIp+XhoYGzp49CwcHByxevBjm5uZIT08X+XxKo1y5cjAxMcGWLVuQlJSE+Ph4LFy4EK9evcLo0aOhrq6Orl27wsPDA/fv3xfLWQUej1dYyKakpODUqVNo0KAB5s+fj9q1a6N///7w9/cX65lkQgiRtOrVq8PX1xd+fn64ePEidHR0cOLECa5jSRVdXV18/PgRL168+OHxz58/w8LCAllZWQgPD0f16tU5SkgIkVVU2MqhEydOYMuWLVi3bh309fULHx84cCD09fXl+qzt48eP0a1bNyxatAgzZ85ETEwM2rZtK9Z5KigowM3NDWFhYYiOjoaBgQGuXr0q1nn+Lh6PBz09PTg5OSEqKgpv3rzBrl27oKamBldXV+jo6KBx48aYNWsWzp8/j7y8PJFnUFJSKixk37x5gw0bNiA1NRVWVlaoXbs2pk2bhps3b9Jle4QQuWFtbY179+6hc+fOGDx4MEaNGlWqFjfyTE9PDwB+uBw5Pz8fw4YNw927dxESEoIGDRpwFY8QIsOosJUzL168wNixYzFo0CBMmTLlh+e+n7W9cOECLl68yE1AMREKhdi8eTMMDAyQlpaGyMhIrF69GuXLl5dYBhMTE8TFxaFBgwbo0aMHVq9eLXX9DdXV1TFu3DicPHkS6enpCA4ORu/evXHs2DH06tULNWrUwLBhw3Do0CF8+PBB5POvXr16YSF7//59TJgwAadOnUKHDh1gZWUFAHj79q3I50sIIZJWq1YtnDhxAj4+PggKCkLLli0RFhbGdSzO1alTB1WrVi0sbBljmD59OkJDQ3Hs2DGxfxlNCJFfPPYbp0mysrJQpUoVZGZmonLlypLIRf5AXl4eDA0NkZKSgtjYWKiqqv70GsYY2rRpg0qVKuHixYtyMdJgUlISxo4diwsXLsDe3h6rVq1CxYoVOcuTn5+PJUuWYNWqVTA3N4e3tzeyWHn4Rb9CckYONFWVMaStFhqocZfxvxhjiI2NRWBgYOEAKAKBAF27doWFhQUsLCygra0tlnkXFBTg/PnzWL9+feGHPmNjY9jZ2WHQoEGcbsvSSkzPFtt2vn37Ntq0aYOYmBi0bt1aJNMkhEhGcnIyxo0bh9OnT2PChAlYu3YtKlWqVOrpyMt+oFOfAeA16ow23fvg1cM4hGx2wg5PV4wbN47raIQQKVOaOpQKWzni6OiI1atXIzIyEp06dSr2dUFBQejfvz/OnTuHnj17SjChaDHGsHfvXsyePRvVqlXDvn370KtXL65jFQoNDcWoUaOgomcMfkdb8Pk8MMbA433718NSD9ZttLiOWaSUlBQEBwcjMDAQ586dQ25uLrS1tdG/f39YWFigc+fOfzWydFG+f2BbunQpLl68iMuXL0NFRQXW1tawtbVF9+7dwedL70UmftGvsCggoXD7ino7y8sHWkLKKsYYdu3ahblz56JGjRrYv38/DA0NSzUNedgP+EW/woLj8QATgsfnQygUgs/nY7WVvtQeEwkh3ClNHSq9nxJJqZw5cwarVq2Cm5tbiUUt8G3kxrZt22LZsmUye1/j69evYW5ujgkTJmDo0KG4c+eOVBW1AGBmZobACzfA62ADBqBAyCBk///vQv8EJKVncx2zSHXq1MGkSZMQEhKC9+/f4+TJk+jWrRsOHDiAHj16oFatWrCxscHRo0eRmZkp0nkPGDAAly5dwvPnzzF//nxcunQJRkZGaNSoEZYuXYqnT5+KdH6ikJiejUUBCT9sX1nYzoQQyeHxeJg0aRISEhJQt25dGBkZYebMmfj8+TPX0STm+74SPB7AF4CBB97//qV9JSHkb1FhKwfevn2LUaNGwdjYGAsWLPjl63k8HlxcXHDlyhWcPXtWAglFhzGGQ4cOQUdHB7GxsQgODsaePXuk9kqCK68LIOAX3YOPBx6ORr+ScKLSq1ixIgYMGIA9e/bg9evXiIqKwpQpU3Dnzh0MGzYMampqMDY2xsaNG/H8+XORzbdBgwaFhWxkZGThPJo0aYKuXbti9+7dIi+q/5Rf9KtiL+uXle1MCJGMhg0b4sKFC1i/fj127doFAwMDXL9+netYEkH7SkKIOFFhK+OEQiFGjRoFADhw4MBvX6ppamqKDh06yNRZ23fv3sHKygo2NjYwMzPDvXv3YG5uznWsEiVn5ICh6PXLwJCckSPhRH+Hz+ejffv2cHNzQ3x8PJKSkrBhwwYoKChgwYIFaNSoEXR0dODg4IBr166hoKDgr+fJ4/EKC9nU1FT4+vqiUqVKmDx5MtTV1TFs2DCEhYUhPz9fBEv4Z5Izcor9O5LF7UwIES8+n49Zs2YhLi4O1apVQ9euXbFo0SK5b4FG+0pCiDhRYSvjVq9ejbNnz+LgwYOoVavWb/8ej8eDs7Mzrl+/jtOnT4sxoWgEBASgZcuWuHz5Mo4dO4ZDhw6hWrVqXMf6JU1V5RK/ndZUle3m8/Xq1cO0adMQHh6O9PR0HD9+HO3atcOePXvQpUsXqKurY/To0fD398fHjx//en7KysqFheyrV6/g6uqKu3fvwszMDFpaWpg/fz7u3r0rgiUrHU1VZaCYD2vysJ0JIeLRtGlTXLlyBW5ubli3bh3atm2L27dvcx1LbOT9mEgI4RYVtjLs2rVrcHJygoODA4yNjUv9+yYmJujUqROWLl0qtWdtMzIyYGNjA0tLS3Tp0gV3794tbAsjC4a01Srx2+mhbeVnoIxKlSrB0tISXl5eSE1NxdWrVzFu3DjcunULVlZWUFNTQ9++fbF161a8fPnyr+dXu3ZtzJ8/H3fu3EF0dDSsra2xf/9+6Orqok2bNti4cSPS0tJEsGS/1oj3FgVCVuS2lrftTAgRLQUFBTg4OCA6OhoKCgro0KEDXF1dxdJXnGtl6ZhICJE8KmxlVEZGBoYPH44OHTrAxcXlj6bx/V7bmzdvSmVvvbCwMLRs2RLBwcE4cOAAAgICSnVWWho0UKsID0s98HkAnwcwYUHhzx6WeqgvRS1/REkgEKBz585YtWoV7t27h6dPn2L16tXIy8vDrFmzUK9ePejr62PJkiW4efPmX/X75fF4aNOmDTZt2oTXr1/j5MmTqFevHubPn4/atWtjwIABCAgIENslfg8fPsTE4YOgfMcfYKxw+wp4PLnfzoQQ0dHT00NUVBQcHBzg6uqKTp064d69e1zHEql/HxMFfB7tKwkhIkXtfmQQYwyWlpa4ePEi4uLiULdu3b+aVrdu3ZCbm4ubN29KRV/brKwszJ07F3v27IGJiQn27NkDTU1NrmP9laT0bGwKuYUDAaEYNdgMM8zbldkD+D///IOIiAgEBQUhNDQUGRkZ0GiiB80eQ5D4LhPDLPpgzsBOf93/NT09HUeOHIG3tzeio6NRrVo1DB8+HLa2tmjXrp1I3utv3rxBp06doKKigpo1a+KffEUMddyA5Iwv0FRVxtC2WiLZzonp2dj8r/fPdPN2UtUHmRDyo7/taX3r1i3Y2dnh2bNncHNzw5w5c/Ay44vc7AeS0rNx9F/rR1T7SkKI/KE+tnJu69atsLe3x4kTJzBw4MC/nt758+fRq1cvBAYGwsLC4u8D/oULFy5gzJgxeP/+PdatW4fx48dLRbEtCvLQf1DU8vPzsfLoRey98wWM/f9ZWx6PB3O1f+A4vCfq1Knz1/O5f/8+fHx8cODAAbx+/RrNmzeHra0tbGxs/vhLk48fP6JHjx549+4dvLy80Lt3bxw6dAgjRoz467z/9r0/LgAUFBRAIPg2yrY090EmpCwTVU/rL1++YMmSJVi7di30Bk5CZrN+4IH2A4SQsoX62MqxuLg4zJkzB/b29iIpagHAyMgI3bt3h7OzM2f32n7+/BkzZsxAz549Ub9+fSQkJGDChAlyU9SSor36Jxf77+UCvG+9DL//B/AQnFYV9Vu2Q9u2beHi4oLbt2//8fuzRYsWWLVqFV6+fImIiAi0atUKrq6uqFu3Lvr06YNDhw6VqpdkXl4erK2t8ezZM4SFhcHX1xd16tSBtbX1H+Urzr/74woZwOMLCn+mno+ESB9R9rQuX748PD094Rd2Af9om4HRfoAQQkqkwHUA8vs+ffqEoUOHokWLFvD09BTZdL/fa2tkZITAwEAMGDBAZNP+HdeuXcPo0aPx6tUrbNy4Efb29r/dtojINr/oV+CBB/y3JRKPBwU+D8OdNuPrrWNYt24dnJ2dUadOHfTr1w/9+/dHz549Ub58+VLNTyAQoE+fPujTpw+ysrJw/PhxeHt7w8bGBioqKrC2toadnR26detW7HuQMYaJEyfi/PnzCA8PR61atXDo0CE4OztDUVHxD9dE0fyiix9k63vPx4V9m4l0noSQP1fYp7WYL+E2hdyCjW7prny7lsrA5/MhLGKStB8ghJD/R4WtDLG3t0dKSgpu375d6g/0v2JoaAgjIyMsW7YMFhYWEiksc3NzsWzZMnh6eqJ9+/YICgpC06ZNxT5fIh3i4uIQeC4G+fya4BXxfmMAqtRuiM1HjuDr16+IjIxEUFAQgoKCsHPnTlSoUAG9e/eGhYUF+vXrV+qBxSpXroyxY8di7NixeP78OQ4cOAAfHx/s378f9evXh62tLWxtbdGoUaMffs/Z2RleXl44dOgQevbsCRcXFwgEAkycOPFvVkehjIwMnDlzBuHh4TjzWQv8em3+dxb7R9TzkRDpU1Kf1oKCAhwICMX60aX7Ylqt/3xUaNaV9gOEEPILVNjKiAMHDsDb2xs+Pj7Q1tYWyzxcXFzQvXt3nDx5EoMHDxbLPL6LiYmBnZ0dHj9+DHd3d8ybNw8KCvR2lHfp6ek4fPgw9u/fj7i4ONQ2nQIlPdP/nq8F8GNPQyUlJfTq1Qu9evXC+vXr8eDBAwQFBSEwMBATJkwAALRv3x4WFhawsLCArq5uqS5jb9iwIZYtW4alS5fiypUr8Pb2xvr16+Hq6oquXbvC1tYWQ4YMwbFjx+Dq6opVq1ZhxIgR+PLlC7Zt24bRo0f/cV9loVCImJgYhIeHIzw8HDdu3IBQKETLli2hY9YWjwWCYs/UUM9HQqRLYZ/WIopbgUCAUYPNYLNsWKmmefBOFk4+yqb9ACGE/AINHiUDHj16hDZt2sDKygpeXl5inZexsTHevXuHuLg4sZy1zcvLg7u7O9zd3aGrqwtvb2/o6uqKfD7SqKwOHpWXl4fw8HB4eXkhKCgIjDFYWFhgzJgxaNauG0w2XS3yAxufB5yfY/jLkTLT0tIQGhqKoKAgRERE4NOnT6hXr15hkdujRw+UK1eu1Lk/f/6MU6dOwdvbG2fOnIFAIEB+fj7Mzc1x4sQJKCgoYP/+/Rg7diwePXpUqi+c0tLSEBERgfDwcERERCA9PR2VK1dG79690bdvX5iYmEBLSwuJ6dnote7iX60fQojkiONvlvYDhJCyjEZFliNfvnxBp06dkJOTg+joaKioqIh1flevXkXXrl3h5+cn8oFw7t69Czs7O8THx2Px4sVYvHgxlJSURDoPaVbWCtt79+5h//79OHjwIN6+fQsDAwOMHj0aI0aMQI0aNQpfdyzmFRb6/2sEUfDAUPoRRIFvl7dfvHix8JLlly9fQkVFBSYmJrCwsICZmdkP8/5dYWFhGDBgAMqXL4+PHz9CQ0MDI0eOxKlTp9C0aVMEBQWV+Pv5+fmF/aLDw8MRExMDxhhatWqFvn37wtTUFB07dizyHl1Rrh9CiPh9/5sFRDeCsTimSQghsoAKWzkyffp07N69G1FRUdDX15fIPE1MTJCcnIyEhITCg+ffKCgowJo1a7B06VI0btwY3t7eaNu2rQiSyg556UP6q96MHz58wJEjR7B//35ER0ejevXqsLGxwejRo2FgYFDsdMXR05Axhjt37iAwMBBBQUG4efMm+Hw+OnXqVHg2t3nz5kVesvzv5VTh5WL/kglooKaCs2fP4vytu9gYdBP3klLx5X0K1LIeY/roYRg+fPgPRfPr168Lz8qeOXMGGRkZqFatGvr06VN4VlZdXf23loV6PhIiW8TRu5z6oRNCyiIqbOXEiRMnMHjwYGzduhVTp06V2Hxv3LiBTp06wdfXF8OGle5eoP96/PgxRo8ejRs3bmDevHlwdXUV+cBX0k5e+pAW15tx5aCWqJx+H15eXjh58iQKCgpgZmaG0aNHo1+/flJzVj41NRUhISEICgrCmTNn8PnzZzRs2BD9+/eHhYUFunXrBkVFxZ+WU1hQAPB4WNa3MSqqqBQ+V1BQ8O0+Oh4PGRFbkH3nHDp27IiaNWvi2bNnSEj49rr27dujb9++6Nu3L9q1ayeSL4sIIdJPHFfplLUrfwghhApbOfDixQsYGBjAyMgI/v7+Eu/namZmhsTERNy9e/ePPogLhUJs3boVCxcuRJ06deDl5YUuXbqIIal0k5d7o4pdDsbAGMPrXZPQtE41jBkzBiNHjvztM5FcycnJwfnz5wsvWX79+jWqVKmCHv2skaA1AAw//73xAPB4KGJbMoAxpHvNQPbbJADfBrvq0aMH5s+fD2NjY+rHTEgZRIUtIYT8vdLUodQsVArl5eVhxIgRqFy5Mvbu3cvJh2JnZ2c8fPgQR48eLfXvJiUlwdjYGDNmzMC4ceMQFxdXJota4F89DYvwvf+gLCh2OXg88HmA/fpDuHPnDubOnSv1RS0AKCsrw9zcHDt27EBycjJiYmIwa9YsPMqrBqFQWOzvFf014Lf1YjxpCWJiYpCQkIBZs2bh3r176NOnD3R0dODh4YGUlBTxLAwhhBBCCKHCVho5OzsjKioKvr6+UFVV5SRD+/bt0a9fP7i4uCA/P/+3focxhj179kBXVxfPnj3D2bNnsXnzZlSsKP1nJMWlpJ6GstJ/8NmzZzhz7fa3S2+LwOPzkV+uqsyeleTxeGjdujWcnZ3Re+CwYq9QYP/7ryh8Ph9azVqhdevW0NXVhYeHB16+fInw8HAYGBjA2dkZdevWhYmJCQ4dOoTPnz+LbXkIIYQQQsoiKmylzNmzZ7Fy5Uq4ubmhc+fOnGZxdnbG48eP4evr+8vXpqSkwNzcHBMmTMDQoUNx584d9OrVSwIppZvgS8a3ezSLIK39BxljuHfvHlxdXWFgYIDGjRsj/tq5Yl8vrcvxJwp7UBaBBxRxgfL3535eBwKBACYmJjh8+DDevn2LXbt2IScnBzY2NlBXV8e4ceNw+fLlEs8QE0IIIYSQ30OFrRR5+/YtbGxsYGxsjAULFnAdB23atEH//v3h6upa7FlbxhgOHTqEli1bIi4uDsHBwdizZ0+ZvxebMYZNmzZh58Ix327MLOo1YBjaVjoGj2KMISYmBo6OjmjevDlatmwJT09PNG/eHMeOHcOl/auK7WssTcvxt4a01Sr2DDtQ7Kb85TqoXLlyYSH77NkzzJkzBxcuXECPHj3QuHFjODs749mzZ38bnxBCCCGkzKLCVkoIhUKMGjUKAHDgwIFiiwhJc3Z2xtOnT3Hw4MGfnnv37h2srKxgY2MDMzMz3L17F+bm5hyklC7//PMPrKysMHPmTEweORirBumCzwME/G/3owr+d1+qh6UepwNHCYVCXL16FXPnzkXDhg3Rtm1b7NixA506dUJQUBDS0tLg6+sLKysrtNCqAQ9LPalcDlFqoFax2OVcbaUnknXQsGHDwr+ry5cvo2fPnli3bh0aN26Mbt26Yc+ePcjMzBTzkhJCCCGEyBcaFVlKrFq1Co6Ojjh9+jSMjY25jvODwYMHIz4+Hg8fPoSioiIAICAgAJMnTwZjDNu3b4eVlRXHKaXD7du3YW1tjffv32P//v0YNGgQAOnpQ5qfn4/Lly/D398fJ06cwJs3b1CrVi0MGjQIlpaW6NGjR+E2Loq0LIe4lbSc4lgHnz9/xsmTJ+Ht7Y2zZ89CSUkJgwYNgp2dHYyNjalFECEyiEZFJoSQv0ftfmTMtWvX0L17dyxcuBDu7u5cx/lJQkIC9PX1sXfvXgwaNAjTp0/HoUOHMHDgQOzYsQO1atXiOiLnvhf4s2fPhq6uLvz8/NCwYUOuYwEAcnNzce7cOfj7++PUqVN4//496tati8GDB8PS0hKdOnWiwkmKpKSk4NChQ/D29sb9+/ehoaEBGxsb2NnZQUdHh+t4hJDfRIUtIYT8PSpsZUhGRgYMDAygqamJS5cuQUFBgetIRbK2tsbly5ehoKCA7OxsbNmyBSNHjpTZkXBFKSsrCxMmTICfnx/s7e2xZs0alCtXjtNMnz9/Rnh4OPz9/REcHIysrCw0adIElpaWsLS0RJs2bWjbSbnv9z17e3vD19cX79+/R5s2bWBnZ4fhw4dDTU2N64iEkBJQYUsIIX+P+tjKCMYYxo0bh6ysLPj6+kptUZuVlQXGGN69ewdVVVXcvXsXNjY2VBgBiIuLQ9u2bREWFgY/Pz9s3ryZs6I2KysLhw8fhqWlJdTU1GBpaYk7d+5gzpw5uHPnDh49eoSVK1eibdu2tO1kAI/HQ9u2bbF582a8fv0aAQEB0NTUxJw5c1C7dm0MGjQIJ06cwNevX7mOSgghhBDCOemspMqI7du348SJEzhx4gTq1q3LdZwiXbhwAWPGjCk8W/Tu3TvUrFmT61icY4xh9+7dmDFjBpo3b47bt2+jcePGEs/x/v17nDp1CgEBAThz5gy+fv2Kdu3aYdmyZRg8eDCaNGki8UxE9L7fczto0CCkp6fD19cX3t7eGDx4MKpXr47hw4fDzs6OzsQTQgghpMyiM7YciYuLw5w5c2Bvb4+BAwdyHecnnz9/xowZM9CzZ0/Ur18fCQkJ8PHxQXJyMvbt28d1PE59+vQJNjY2mDRpEsaMGYPr169LtKh98+YNtm/fDmNjY9SqVQvjx49HVlYWPDw88OLFC9y8eRMLFy6kolZOqampYfr06YiOjsbdu3cxduxY+Pv7o127dmjZsiVWr16NlJQUrmMSQgghhEgU3WPLgU+fPqFNmzaoUKECrl+/jvLly3Md6QfXrl3D6NGj8erVK3h4eMDe3r6w/dCIESMQGRmJp0+fcn4fKRfu3LkDa2trpKSkYNeuXRg+fLhE5vvixQsEBATA398f165dA5/PR8+ePTF48GAMHDgQ6urqEslBpFN+fj7OnTsHb2/vwsuTjY2NYWdnh4EDB6JChQpcRySkzKF7bAkh5O/RPbZSzt7eHikpKTh69KhUFbVfvnzBwoUL0a1bN1SvXh1xcXGYMWPGDz11ly5ditevX2Pv3r0cJpU8xhj27duHDh06QElJCdHR0WIvah8/flx4T2z9+vXh4OCAatWqYd++fXj37h1Onz6NyZMnU1FLoKCgABMTExw+fBipqanYuXMnPn/+jJEjR0JdXR3jx49HZGQkfuN7TEIIIYQQmUT32EpAYno2/P7X9/KflGc4EngG+7Zvh7a2Nud5NFWVMaStFj68eAg7Ozs8efIE7u7umDdvXpGDWTVr1gwjRoyAu7s7xo4dK1WFuSgUtW5qKgNTp06Fj48Pxo8fj02bNkFZWfmvp9vgP71PGWO4c+cO/P394e/vj3v37qFChQowMzPDvHnzYG5ujkqVKolycYkcqlKlCsaPH4/x48fj2bNnOHDgAHx8fLB37140aNAAtra2sLW1lZp2VITIo8T0bBy8kwW1/vNx8E4WVOtm/7TPJ4QQIlp0KbKY+UW/wqKABPB4PAgZg7CgADweH57W+rBuo8VpHsYYeOBByIT4ELYZjfhp8Pb2hq6ubonTePz4MZo3b44NGzZg+vTpEkoufj+tGx4PQiGDYuxRpET6Y+fOnbCxsRHJdBlj8LDUg1VrTdy6dQv+/v4ICAjA06dPUaVKFVhYWMDS0hImJialLqIJ+S+hUIgrV67A29sbx44dw8ePH9GtWzfY2dnB2tqa9uuEiND3fT4AFBQUFPYJ97DU++vjPl2KTAgpa6iPrZRITM9Gr3UXISxiDfN5wPk5hqgvwW9wi8vDGAOfB5ye0RVNNKr+1rRGjx6N06dP49mzZ3JReJW0bnhg2DuoHnp10BPZdP83cQgDl+HVg9tQU1PDwIEDYWlpiZ49e0JJSenPFoSQX/j8+TNOnDgBb29vnD17FuXLl8egQYNga2sLY2Pjwg/hhJDSE/dxnwpbQkhZQ/fYSgm/6FfFtt7ggYej0a+kIg+PxwOfx0dAfOpvT2vJkiV49+4ddu7cKcqInClp3Qj4fERn/FmhWdJ7gDEhtE1H48KFC3jz5g12796Nvn37UlFLxKpChQoYOXIkTp8+jVevXmHZsmWIjY1F3759UbduXSxcuBD379/nOiYhMknajvuEEFKWUGErRskZOcUO1sLAkJyRI7N5GjVqBFtbW6xatQqfP38WVUTOlLxu8MfbqqTpCgQCNG/bFYaGhkXez0yIuNWpUwcLFy7EvXv3cPPmTQwaNAh79uyBjo4O2rVrhy1btiA9PZ3rmITIDGk77hNCSFlCha0Yaaoql/jNraaqZC/hFXUeJycnvH//Hjt27BBFPE6Ja1tJ23uAkKLweLzCQvb169cICAhAnTp1MHv2bNSuXRuDBg3CyZMn8fXrV66jEiLVaJ9PCCHcocJWjIa01Sr6m1vGwMAwtK1kB48qNg/wR3kaNmyI0aNHY9WqVcjOzhZFRM4MaasFoVBY5Pr5m20l6nVOiLiVK1eusJB9/fo11qxZg5cvX2LQoEGoU6cOZsyYgZiYGGodREgRaJ9PCCHcocJWjBqoVYSHpR74PEDA54HPA3hgYIzBsEKKRAeO+m8ePg9gwoLCnz0s9f4oz+LFi5GRkYFt27aJIbHkxF6OQHrIRvDw/9tKwOP91boBxLPOCZGUGjVqFBayd+7cwZgxY3D8+HG0bdsWurq6WL16NV6/fs11TEKkBu3zCSGEOzQqsgQkpWfj6L96mL6+chyb3Jfg0KFDGDFiBCd5NoXcwoGAUIwabIYZ5u3+6mA7efJk+Pv7IzExESoqKiJMKhlXr16FsbExBgwYgBWbd+NYTErhthraVkskH0REvc4J4Up+fj7Onj0Lb2/vwsuTe/fuDTs7OwwcOFAuRkmXNb/TJ5tIljj2+Ynp2dj8r2lON29H25kQIveo3Y+UY4xh9OjR8PX1RUREBIyMjCSeQZQtA16+fInGjRvD1dUVixYtElFCyXj48CG6dOkCXV1dREREoFy5cmKbF7VpIPImMzMTfn5+8Pb2xtWrV1G5cmUMGTIEtra26Nq1a7H3GhLRKalPNhe90sn/E+U+X5y9cQkhRJpRux8px+PxsHv3bhgaGmLgwIG4c+cO15H+St26dTF+/Hh4enoiKyuL6zi/LTU1FaamplBXV8eJEyfEWtQSIo+qVKmCCRMm4MqVK3j69ClmzZqFs2fPonv37mjcuDFcXFyQmJjIdUy5lZiejUUBCRAyoEDIfvh3oX8CktJle+wD8s2/t7OQATy+oPBn2s6EEPL/qLDliJKSEo4fP46GDRvC1NQUycnJXEf6K46Ojvj06RM2b97MdZTf8vHjR5ibm+Pr168ICwuDqqoq15EIkWmNGjWCi4sLnj17hosXL6JHjx5Ys2YNGjZsiB49emDfvn0y9cWXLKCeqWUDbWdCCPk9VNhyqHLlyggJCYFAIICpqSkyMzO5jvTHNDU1MXHiRKxdu1bqlyMvLw9DhgzBkydPEBoairp163IdiRC5wefzCwvZ1NRUHDx4EOXKlcP48eOhrq6OkSNH4vTp0ygoKOA6qsyjnqllA21nQgj5PVTYcqx27doICwtDcnIyBg0aJNN9Ih0cHPD582ds2rSJ6yjFYoxh0qRJOHv2LAICAqCvr891JELkVsWKFQsL2ZcvX2Lp0qW4ffs2TExMUK9ePSxatAgPHjzgOqbMqlO1fLEFD/VMlR8l9cZlQoYaFeijHCGEAFTYSoUWLVogMDAQV69exZgxYyAUCrmO9Edq166NyZMnY+3atfjnn3+4jlMkFxcX7N+/H/v27YOxsTHXcQgpMzQ1NbFo0SLcv38fUVFRGDhwIHbv3o0WLVqgffv22LJlC96/f891TJnx/v17nNvtBqGQAfhPcctRr3QiHsX3xmUQMoYtc0Zg+/btyM/Pl3g2QgiRJlTYSolu3brh4MGDOHz4MBwdHbmO88cWLlyI3NxcbNiwgesoP9m7dy9cXFywYsUKjBo1ius4hJRJPB6vsJB9/fo1/P39oaGhgdmzZ0NDQwODBw/GqVOnZPrqFXG7ceMGWrVqhduXwmHbjA8+j1fYf5vP+3ZlStXHIVBXEXAdlYjAv3vj/thnnYfFvevBvHt7TJs2DQYGBoiIiOA6LiGEcIYKWylibW2NdevWwcPDA1u3buU6zh/R0NDAlClTsH79emRkZHAdp1BoaCgmTZqEyZMny1xLIkLkVbly5QoL2ZSUFHh6eiIpKQkDBw5EnTp1MHPmTMTExBR7uW1ZwxjDunXr0K1bN2hqaiIuLg7Lx5jj/BxDTOzWEOa6tTGpeyNsMFbFg5D9sLW1ldkrgMiPrNto/bCdJ3Zv+O3/jfWwf/9+REdHo3r16ujbty9MTU1x//59riMTQojksd+QmZnJALDMzMzfeTn5S7Nnz2Y8Ho+dOHFCbPOIiYlhAFhMTIzIp52amsqUlZWZk5OTyKf9J27dusUqVKjALCwsWF5eHicZnqd9YrO9LjC1/vPZbK8L7HnaJ05y/K3naZ/YqrAHzP7wbbYq7IHMLgeRbgkJCWzevHlMXV2dAWA6Ojps9erV7PXr11xH48yHDx/YgAEDGAA2b9489vXr1xJff+LECcbn89ns2bMllJD8Gxf7fKFQyPz9/VnDhg2ZQCBgU6dOZWlpaWKfLyGEiFNp6lAeY7/+Krw0jXHJ3xMKhRg2bBiCgoJw/vx5dOrUSeTzEGXj+KLMnz8fO3fuRFJSEqpVqyby6f+u58+fo1OnTmjQoAHOnz+PChUqSDyDX/QrLApIAAAUFBRAIPh2eaCHpR6s28jOPXDfl4PH44ExVvivrC0HkR35+fk4c+YMvL29cfLkSeTl5aFPnz6ws7PDgAEDoKxcNgZHunXrFoYMGYLMzEx4e3vDwsLit35v69atsLe3x7p16zB79mwxpyTfcb3Pz83NxZYtW7B8+XIAgJOTE6ZPn0692gkhMqk0dShdiiyF+Hw+fHx80K5dO1hYWODx48dcRyq1+fPno6CgAGvXruUsQ3p6OkxNTVG5cmUEBQVxUtQmpmdjUUAChAwQMoDHFxT+vNA/AUnp2RLP9Cf+vRwFQvbDv7K0HES2KCgowNTUFEeOHEFqaip27NiBjx8/Yvjw4VBXV8eECRNw5coVub1UmTGGTZs2oUuXLqhZsyZiY2N/u6gFgGnTpmHhwoWYO3cujh07Jsak5Dtp2OeXK1cOc+fOxZMnTzBy5EgsWrQIOjo6CAgIkNu/FUIIAaiwlVrly5fHyZMnUbNmTfTt2xdv377lOlKp1KxZE9OnT8emTZuQnp4u8fnn5OSgf//+yMjIQFhYGGrUqCHxDMC3b+6La9PAAw9Ho19JONGfkZflILKratWqhYXskydPMHPmTJw5cwbdunVDkyZN4OrqiqSkJK5jikxmZiasra0xc+ZMTJs2DZGRkahXr16pp7NixQqMGDECo0aNQmRkpBiSkn+Tpn1ljRo1sHXrViQkJEBbWxuWlpYwNDRETEyMxDIQQogkUWErxapVq4awsDB8+fIF5ubm+PTpE9eRSmXevHkAgDVr1kh0vgUFBRgxYgTi4uIQHByMxo0bS3T+/5ackVPsN+QMDMkZORJO9GcSniWjoKCgyOdkaTmIfGjcuDFcXV3x/PlzXLhwAd27d4enpycaNGgAQ0ND7Nu3Dx8/fuQ65h+7ffs2WrduXdhve/369VBSUvqjafH5fOzbtw9dunRB//79aVAhMZPGfX6LFi0QGhqK8PBwpKeno127dhg9ejRev34t8SyEECJOVNhKuXr16iE0NBSPHj3C0KFDZapPnZqaGmbMmIEtW7bg3bt3EpknYwwzZ85EYGAgjh49ivbt20tkvsWpU7V8saOS8sCDpqp03yP49OlTDB06FKHHDgLFfFiTheUg8onP5xcWsqmpqThw4AAUFRUxfvx41KpVCzY2Njhz5kyxX8pIG8YYtm3bhk6dOkFVVRW3b9/GoEGD/nq6SkpKCAgIgJaWFkxNTamgESNNVeUSz9hyua80MTFBfHw8tm7dipCQkMIrHT5//sxZJkIIESUqbGWAgYEB/P39cfr0aUyZMkWm7pGZO3cu+Hw+PD09JTK/NWvWYOvWrdi2bVup7kUTl6Tzvv+rB3/eZgwMQ9tK56BL7969g729PZo3b45r165h8fCe4AuK7okpzctByo6KFSsWFrIvXrzAkiVLEB0djT59+qBevXpwcHDAgwcPuI5ZrKysLAwfPhzTpk3DxIkTcfXqVTRs2FBk069SpQpCQ0MhFAphZmaGrKwskU2b/L8hbbVKPGPL9b5SQUEBU6ZMwZMnTzBt2jS4u7tDW1sbBw4coNZQhBCZR4WtjOjTpw/27NmDPXv2wM3Njes4v61atWqYOXMmtm7dKvb7hA8fPowFCxZg8eLFmDRpkljn9Ts2bdqEnWuWo69qOvg8HgR8Hvg8QMD79q+HpR7qq1XkOuYPPn78CBcXFzRq1AgHDx6Eu7s7Hj9+jHmTbOFhqQc+D+DzACYsKPxZGpeDlG1aWlqFhWxUVBQGDBiAnTt3okWLFmjfvj22bt2K9+/fcx2zUHx8PNq2bYvQ0FD4+flh8+bNYhnBVlNTE2FhYUhKSoKVlRXy8vJEPo+yroFaxcJ95fd9PhMWAP8bQV5a9pVVq1bF6tWrcf/+fXTs2BG2trbo0KEDrly5wnU0Qgj5Y9TuR8a4u7vDyckJ+/btw5gxY/54OuJu9/Nvcc9ew2SqM5rod4RFz84Y0lYLDf51cE9Mz4Zf9CskZ+RAU1X5h+d/97mCj++w32kihpgawsvLq9hLwSQlICAAVlZWmDNnDtasWYOk9Gwc/ddyDG2rJTUfcAAgLy8Pu3fvhouLCzIzMzF9+nQ4ODj81KopKT0bm0Ju4UBAKEYNNsMM83ZStRyEFCc3NxfBwcHw9vZGWFgYeDweLCwsYGdnB1NTUygqKko8E2MMu3fvxowZM9C8eXMcO3ZMImMCXLhwAX379sWwYcOkYn8pj/69z095nIDQLU64d+MiGjVqxHW0Il2+fBlz5sxBTEwMrK2t4eHhgQYNGojk+Pzf5wghpDRKU4dSYStjGGOYPHky9u7di5CQEJiYmPzRdCRV2H7v58cYg1AohIJAAIb/7+dXUm9UxvBbzwmFDEJhAXg8HlYN0sWwDvXFtjy/4+rVqzA2NsaAAQNw+PBh8PnSe2EEYwzHjx+Ho6Mjnj17BltbW7i4uJQ4+qokvxQhRBzevXsHX19feHt7IzY2FmpqahgxYgTs7OzQqlUriRR6nz59wqRJk3D48GFMnjwZ69evR/ny5cU+3+98fX0xYsQIODk5FfY7JeKRk5ODxo0bw9DQEIcOHeI6TrGEQiEOHjwIBwcHpKeno/+slYgRNP2r4zP1PCeE/C0qbOVcfn4+Bg0ahIsXL+LSpUt/VFxIojhJTM9Gr3UXISziHcbnAT5j2sN2/80in+cB4PFQ6uf4POD8HEPOziI+fPgQXbp0ga6uLiIiIsRyOaGoXLx4EQsWLMCtW7dgZmaGlStXQk9P75e/R4UtkSd37tyBt7c3Dh48iLdv36Jly5aws7PDyJEjoaGhIbZ5WltbIyUlBbt27cLw4cPFMp9f8fT0xIIFC7Bz505MnDiRkwxlxe7duzFx4kTExsbCwMCA6zglys7OxhKPTfDPbQleEV/MyurxmRAim0pTh0rvqSRSLAUFBRw5cgTNmzeHubm51PZuLKmfHwC4nowt9jmGYgfhLfE5LnuqpqamwtTUFBoaGjhx4oTUFrUJCQkwMzODkZERgG+XJYaEhPxWUUuIvNHV1cWaNWuQnJyMkJAQ6OjowMnJCZqamjAzM8ORI0eQkyO6Fi379+9Hhw4doKSkhOjoaM6KWuBbSzZ7e3tMmTIFwcHBnOUoC8aMGQNtbW0sXryY6yi/VLFiRdTqPAgKgqI/IpZ8fGYQljCCPvU8J4SIExW2MqpixYoIDg5GhQoV0LdvX3z48IHrSD8pqZ9fQUEB7iemFN8blQmLPTiW+BxHfQI/fvwIc3NzfP36FaGhoVBVVZV4hl95+fIl7OzsYGBggCdPnsDPzw9RUVEwNDTkOhohnFNQUCgsZFNTU7F9+3ZkZmZi+PDh0NDQKByp+E9Hpc/Ozsbo0aMxduxYjBw5ElFRUWjatKmIl6J0eDweNmzYgAEDBmDo0KG4efMmp3nkmYKCApYvX47Q0FBcvnyZ6zi/lJyRU8RY/t+UfHxmJRa91POcECJOVNjKsJo1ayI8PBzv379H//798eXLF64j/aDEfn48Htjnf4r9XR6PD36xv1vCcxz0CczLy8OQIUPw5MkThIaGom7duhKd/698+PAB8+bNg7a2NiIiIrB161bcv38f1tbWNGgMIUWoWrVqYSH7+PFjTJ8+HREREejatSu0tbWxfPnyUl0pc//+fbRv3x7Hjh2Dj48Pdu/eDWVl6ej9LBAIcOjQIejr66Nfv354+vQp15HklpWVFVq3bg0HBwepb9tX8vG75GNwcYcVrvv4EkLkHxW2Mq5JkyYIDg7G7du3YWNjU+wZUC4U18/v22M8eM+z/jawUhGv+X6fTlFKek7SfQIZY5g0aRLOnj2LgIAA6OvrS2zev5KTkwMPDw80bNgQO3fuhKOjI54+fYopU6ZwMgIsIbKoSZMmWL58ORITE3HhwgV07dq1cMRYQ0ND7N+/Hx8/fiz29w8cOIB27doBAG7duoVRo0ZJKvpvU1ZWRlBQEFRVVWFqaoq0tDSuI8klPp+PlStX4tq1awgJCeE6TolK6sdb7DGYsW+DRRUzTWno40sIkW9U2MqBDh064MiRIzhx4gTmzJkjNd8EF9XP73sP14yIzdCuLMRqK33w+TwIeAAPDBAWgAmFQNRBdFFIKvJ3V1vpFTtdSfcJdHFxwf79+7Fv3z4YGxtLbL4lKSgowL59+9CkSRM4OTnBxsYGT58+xdKlS6GiosJ1PEJkEp/PLyxk3759Cx8fHygoKGDcuHFQV1fHqFGjcPbs2cIvF3NycjB+/HjY2trC2toaN2/eRIsWLTheiuJVr14d4eHhyMrKgoWFBT5//sx1JLnUu3dvGBkZwcHBQaq+iP6vko7fxR6D+Tw0y4pGWsgG8MA4Pz4TQsoeGhVZjmzfvh1Tp07F2rVrMWfOnBJfK8mRbf/bw9WiRXX0aNMClpaW2LFjx3+eL49GeIdQP2/4+fkhV7EydPpPgFYzfXRo2QQ2nRoWHhi57g27d+9ejB8/HitWrICDg4PE5lscxhiCg4OxaNEi3L9/H0OHDoWbm5tI+2Impmdj87/62E43b0e9CUmZ9urVKxw8eBDe3t549OgRNDU1YWpqikuXLuHVq1fYunXrX/Ucl7To6GgYGhqiV69e8Pf3h4KCAteR5E5UVBQ6duyIAwcOwMbGhus4JSrpOFvUc/WqV4CjoyPW7PBGr4lL0NigA7RUK0hd73ZCiOwoVR3KfkNmZiYDwDIzM3/n5YRDDg4ODAA7cuRIia+LiYlhAFhMTIyEkv1o9erVTFFRkSUmJhb7mo8fPzIvLy9maGjIALBKlSqxcePGsStXrjChUCi5sEUICQlhAoGATZkyhfMsjDF27do11q1bNwaAGRkZsZs3b4p8HkdvvWQNHIJZA4dgVnfBqcKf/aJfinxehMgaoVDIbty4wXr16sXwv4FjW7ZsybZu3crev3/PdbxSCQ0Nlar9mzwaOHAgq1+/PsvNzeU6ilisX7+eAWCjRo1iX79+5ToOIUSGlaYOpUuR5Yy7uztsbGxga2uLS5cucR2nWFOnToWqqirc3d2LfY2Kigrs7Oxw4cIFPHv2DHPmzMHZs2fRtWtXNG3aFCtWrMCrV5JvHRAdHQ1ra2uYm5tj8+bNnA7A9OjRIwwePBidO3dGZmYmwsLCcO7cucJ7+kQlMT0biwISIGTf+hPy+ILCnxf6JyApPVuk8yNE1uTm5mL//v04d+4chg0bBh8fHzRo0AAzZsyAhoYGrKysEBgYiLy8PK6j/pKpqSl27tyJ7du3w8PDg+s4csnNzQ0vX77Erl27uI4iFrNmzcLhw4dx5MgRDBgwANnZdIwghIgfFbZyhsfjYe/evejWrRsGDhyIe/fucR2pSBUrVsSCBQvg5eWFxMTEX76+YcOGcHZ2xvPnz3H+/Hl07NgRbm5uqFevHkxMTODr6yvSXpPFef78OczNzaGrqwtfX18IBAKxz7Mob968waRJk6Cjo4OYmBj4+PggNjYWffv2FUuhXVJPYupNSMq6p0+folOnTvDy8sKuXbtw+PBhjBo1CoGBgXj9+jU8PDzw7NkzDBgwAHXq1MGsWbMQGxsrNeMhFGXcuHFYtmwZHBwccODAAa7jyB0dHR3Y2tpi+fLl+PTpE9dxxGL48OEICQlBZGQkevbsifT0dK4jEULkHBW2ckhJSQn+/v6oW7cuTE1NkZKSwnWkIk2ZMgXVq1eHm5vbb/8On8+HkZERfHx8kJqait27d+Pz588YMWIENDQ0MHnyZERFRYnlA2N6ejpMTU1RuXJlBAUFoUKFCiKfx69kZmbCyckJjRs3xvHjx+Hp6YlHjx5h1KhR30aYFpOSehILmRCvPtC38aRsOnbsGFq3bo3s7GxERUVhwoQJP3wJVLNmzcJCNj4+HqNGjcKRI0fQunVr6OvrY+3atUhNTeVwCYq3bNkyjB07FmPHjsXZs2e5jiN3nJ2d8c8//2Djxo1cRxGb3r174+LFi0hMTETXrl3x4sULriMRQuQYFbZyqkqVKggNDQUAmJmZISsri+NEP6tQoQIWLVoEb2/vP+qdWLlyZYwbNw6RkZF4/Pgx7O3tERISgo4dO0JHRwerV6/GmzdvRJI1JycH/fv3R0ZGBsLDw1GjRg2RTPd35ebmYuPGjWjUqBHWrl2LGTNm4NmzZ5g9ezbKly8v9vmX1NNQKBQi9NhBHDx4UKpH+SRElHJzc2Fvb48hQ4bAzMwM0dHRv2z3paenh7Vr1yI5ORkhISFo3rw5Fi9eDE1NTZibm+Po0aNS1Y+cx+Nhx44dMDY2xuDBgxEfH891JLlSr149TJ06FatXr8b79++5jiM2bdq0wdWrV/H161d07twZd+7c4ToSIUROUWErx+rUqYOwsDC8ePECgwcPxtevX7mO9JNJkyahZs2apTprW5QmTZrAzc0NSUlJiIiIgIGBAZYtW1b4gfH48ePIzc39o2kXFBRgxIgRiI+PR3BwMBo1avRXWUtDKBTi8OHDaN68OebMmYOBAwfi6dOnWLlyJapWrSqxHCX1NOTzBdAWpGPUqFFo0aIFDh06RAUukWvPnz9Hly5dsHv3bmzbtg2+vr6l6higoKAAMzMzHD16FG/evMHWrVuRkZGBYcOGQV1dHZMmTcK1a9ek4lJlRUVFHDt2DE2aNIGZmRlevnzJdSS54ujoCKFQiFWrVnEdRayaNGmCa9euoWbNmujWrRsiIyO5jkQIkUNU2Mo5HR0dnDx5EpGRkRg3bpxUfFD6N2Vl5cJ7uB4/fvzX0xMIBOjTpw8OHz6MN2/eYNu2bXj//j2sra1Ru3ZtTJ8+HTExMb+9HhhjmDlzJgIDA3H06FG0b9/+rzP+rjNnzqBt27YYOXIk9PT0cOfOHezZswd16tSRWIbvftXTMPz4AURHR6Np06awsbGBjo4ODh8+TAUukTsBAQFo3bo1MjIycP36dUyZMuWv7mtXVVUtLGQfPXoEe3t7hIeHo0uXLmjatCnc3Nw4v3xTRUUFISEhUFJSgqmpKTIyMjjNI09q1KiBuXPnYvPmzUhOTuY6jlipq6vj0qVLaN26NXr37o2TJ09yHYkQIm9EPcwykU6+vr4MAHN0dGTP0z6x2V4XmFr/+Wy21wX2PO0Tp9lycnJYnTp1mI2Njdjmcf/+fbZgwQKmrq7OADBdXV22du1a9vbt2x9e9zztE1sV9oDZH77NVoU9YI4rNzAAbOfOnWLL9l8xMTGsd+/eDADr3Lkzi4yMlNi8fyXxP+snsYj3zq1bt5i5uTkDwJo3b858fX1Zfn4+B2kJEZ3c3Fw2c+ZMBoBZWlqyf/75R2zzKigoYOfPn2d2dnasYsWKDAAzNDRk+/fvZx8/fhTbfH/l4cOHrFq1aqxHjx7sy5cvnOWQN5mZmUxNTY2NHz+e6ygS8eXLF2Ztbc34fL5Ej62EENlUmjqUx9ivT12VqjEukVpr167FMu9w1DCfCR6Ph4KCgsJRfT0s9WDdRouzbNu2bcP06dNx7949NGvWTGzzyc/Px+nTp7F//34EBgZCKBTCzMwMY8aMQY6GPhafug8ej/ftjC5jKBAydFFIxGH3GWLL9N3z58/h5OQEX19fNGvWDCtXrsSAAQM4bSf0N27evAkXFxeEhoaiRYsWWLp0KaytrcU6yBUh4pCUlIShQ4ciNjYWa9euhb29vcT+Lj99+oSAgAB4e3vjwoULUFZWhqWlJezs7GBkZCTxv6erV6/C2NgYAwYMwOHDh+nvWUQ2bNiAefPm4d69e2jatCnXccSuoKAAM2fOxNatW+Hi4oIlS5bI7LGOECJepalDqbAtQ56nfULPtReBIg4efB5wfo4h6qtVlHwwfBuIpUmTJujatSsOHz4skXm+f/8evr6+8PLyQvzzN6g9YQd4//2Qxhj4fJ5Y101aWhrc3Nywfft2qKmpwcXFBWPGjIGCgoJY5idpUVFRcHFxQVhYGHR0dLB06VJYWVnRB2IiEwIDA2FnZ4eqVavCz89P5D2iS+Ply5c4cOAAvL298eTJE2hpacHGxgZ2dnYSLYYCAgJgZWWFuXPnwtPTU2LzlWdfvnxB06ZN0aFDB/j5+XEdRyIYY1ixYgWcnJwwZcoUbN68mbMWeoQQ6VWaOpQ+WZYhx2KSISimmOC6F2m5cuXg6OiII0eO4P79+xKZZ/Xq1WFvb4/o6GjM3HgE/KK+LObxxLZusrOz4ebmhkaNGsHLywvOzs54+vQpJkyYIDdFLQB06NABoaGhuH79OjQ1NTF06FDo6+vj+PHjEAqFXMcjpEh5eXmYN28eBgwYgB49euD27ducFrUAULduXSxevBiPHj3C9evXYW5uju3bt6NZs2bo2LEjtm/fjg8fPog9x+DBg7Fx40asWbMGmzZtEvv8yoLy5cvDxcUFx44dQ3R0NNdxJILH42Hx4sXYvXs3du7ciaFDh0rVqOCEENlDhW0ZkpyRA4aiT9AzMCRn5Eg40Y/Gjh0LLS0tuLq6SnzeuQoqP5+t/R9Rr5u8vDzs3LkTjRs3hqurK8aNG4dnz57B0dGRk964ktKxY0eEh4fj2rVrqF27NqytrWFgYAB/f38qcIlUefXqFXr06IGNGzdi3bp1OHHiBFRVVbmOVYjH4xUWsm/evIGfnx/U1NQwffp0aGhowNraGsHBwcjLyxNbhunTp2PevHmYNWsW/P39xTafsmTUqFFo3rw5HB0duY4iUePHj8eJEycQEhKCvn37IjMzk+tIhBAZRYVtGVJSL1IeeNBUVZZwoh8pKSnByckJfn5+uHv3rkTnLYl1wxhDQEAAWrZsiSlTpsDY2BiPHj3C+vXroaam9tfTlxWdOnVCREQErly5AnV1dVhZWaFVq1YICAigApdwLjQ0FAYGBkhJSUFkZCRmz54t1ff+lS9fvrCQTUlJwapVq/DkyRNYWFhAU1MTs2fPRlxcnFjm7eHhgaFDh2LkyJG4cuWKWOZRlggEAri7u+PMmTM4d+4c13Ekqn///jh79izi4+PRo0cPkfWgJ4SULVTYliEl9SJlYBjalrvBo74bPXo06tWrBxcXF4nOV9zrJjIyEp07d4alpSUaNGiA27dv48CBA2jQoMFfTVeWdenSBadPn0ZkZCRq1KgBS0tLtG7dGidPnpS6tlRE/uXn52PRokUwNzdH586dERsbi44dO3Idq1Rq1apVWMjGxcVh5MiROHz4MFq1agV9fX2sW7cOb9++Fdn8+Hw+vLy80LFjR/Tv3x8PHz4U2bTLqoEDB6J9+/ZwdHQsc/vBLl264MqVK0hPT0fnzp1F0gKQEFK2UGFbhpTUi9TDUo+zgaP+TVFREUuWLMHx48eRkJAgsfmKa93cu3cPFhYW6N69O75+/YqzZ88iPDwcBgYGol0AGda1a1ecPXsWly9fRvXq1TFo0CC0bt0ap06dKnMf7Ag3UlJSYGRkhDVr1mD16tU4deoUqlWrxnWsv/K9kE1OTkZwcDCaNm0KBwcH1KlTB+bm5vDz8xPJ/YzlypXDyZMnUbt2bfTt2xepqakiSF928Xg8rFq1Cjdv3iyTfV51dHRw7do1KCsro0uXLrh16xbXkQghMoRGRS6DktKzcTT6FZIzcqCpqoyhbbWkoqj9Li8vD82aNYO+vj4CAgIkOm9RrZvk5GQsXboU3t7eqF+/Ptzd3TFkyBAaCfg3XLp0Cc7Ozrh48SJatWoFZ2dnWFhYSPXloER2RUREwMbGBuXKlcPRo0fRpUsXriOJTUZGBo4ePQpvb2/cuHEDVatWxdChQ2FnZ4eOHTv+1d/Yq1ev0LFjR9SqVQuXLl1CpUqVRJi87DExMcGrV6+QkJAgV4MJ/q7379+jX79+uHPnDvz9/WFiYsJ1JEIIR0pVh4q6MS4horB//34GgMXGxnIdpVQ+fPjAFixYwMqXL8/U1NTYpk2bWG5uLtexZNKFCxdY9+7dGQDWpk0bFhQUxIRCIdexiJzIy8tjixcvZjwej/Xt25e9e/eO60gS9fDhQ+bo6Mi0tLQYANakSRO2fPlylpSU9MfTjI+PZ5UqVWImJibs69evIkxb9kRHRzMAbN++fVxH4Ux2djYzNzdnCgoK7ODBg1zHIYRwpDR1KBW2RCrl5eWxxo0bswEDBnAd5bfk5OQwT09PpqqqyipUqMCWLFlCfy8icv78edatWzcGgLVt25YFBwdTgUv+yuvXr1mPHj0Yn89nK1asYAUFBVxH4kxBQQE7d+4cs7W1ZRUrVmQAmJGREfPy8mIfP34s9fTOnj3LFBUV2ZgxY+jv9C9ZW1szLS0tlpOTw3UUznz9+pWNHj2aAWBr167lOg4hhANU2BK54OPjwwCw6OhorqMUKz8/n3l5eTEtLS0mEAjY5MmT2Zs3b7iOJXeEQiE7d+4c69q1KwPA2rVrx0JCQuiDMym1s2fPspo1azINDQ126dIlruNIlY8fPzIvLy9mZGTEALCKFSsyW1tbdu7cuVIV/wcPHmQA2NKlS8WYVv49fPiQCQQCtm7dOq6jcEooFDIHBwcGgM2fP5/2+4SUMVTYErmQl5fHtLW1Wb9+/biO8hOhUMhCQkKYrq4uA8CsrKzYo0ePuI4l94RCITtz5gzr3LkzA8A6dOjAwsLC6IMO+aX8/Hy2bNkyxuPxWO/evdnbt2+5jiTVkpKSmJubG2vSpAkDwLS0tJijo+Nv7+dWrlzJALDdu3eLOal8mzBhAqtevTp9/mKMbdiwgQFgtra2dKk7IWUIFbZEbhw6dIgBYDdv3uQ6SqGoqChmaGjIALDu3buzGzducB2pzBEKhez06dOsU6dODADr2LEjCw8PpwKXFCk1NZX16tWL8Xg85urqyvLz87mOJDOEQiG7du0amzRpEqtatWrh39v27dvZhw8fSvy9qVOnMoFAwEJCQiSYWL68evWKlS9fni1btozrKFLB19eXKSoqMlNTU/bp0yeu4xBCJIAKWyI38vPzWfPmzZmpqSnXUdjjx4+ZlZUVA8BatmxJ93pKAaFQyCIiIljHjh0ZANapUycWERFB24UUunDhAlNXV2e1atVi586d4zqOTMvJyWFHjx5l5ubmTCAQMCUlJWZlZcWCgoKKPIOWn5/PBgwYwCpUqMBu3brFQWL5MH/+fKaiokJXGfzPmTNnmIqKCuvQoQNLS0vjOg4hRMxKU4dS7xEi1QQCAZYuXYqwsDDcuHGDlpapUwAAFX1JREFUkwxv377F1KlT0aJFC9y4cQP79+9HXFwczM3NqQUNx3g8Hvr06YNr164hLCwMBQUFMDExKeyNy6gPbpklFArh5uaGXr16oXnz5oiLi0PPnj25jiXTypcvjyFDhiA4OBjJyclYuXIlHj9+DAsLC2hqamLOnDmIj48vfL1AIMDhw4ehp6cHc3NzPH/+nMP0smvhwoXg8/lYsWIF11GkgrGxMS5evIjExER07doVL1684DoSIURKUB9bIvUKCgqgr68PTU1NhIeHS2y+Hz9+xJo1a7B27VooKirC0dER9vb2UFZWllgGUjqMMYSHh2PZsmW4desWunbtCmdnZ/Ts2ZO+hJBTienZ8PtX7+khbbWgwj7DxsYGZ86cwZIlS7B06VIIBAKuo8qtuLg4eHt749ChQ0hLS4O+vj5sbW0xcuRI1KpVC+np6ejcuTMA4EjIeZx59umH7dVAivqoSyt3d3e4b9qNWZuO4qNQidYdgKdPn8LExARfvnxBeHg4VDQa/rQvKMvrhxB5UZo6lApbIhOOHTuGIUOG4OrVq4UfkMTl69ev2LVrF1xdXZGVlYUZM2bAwcEBqqqqYp0vER3GGMLCwrBs2TJER0ejW7ducHZ2hpGRERW4csQv+hUWBSSAx+OBMQYejwehkCHv6n58fXgZhw4dQu/evbmOWWbk5eUhIiIC3t7eCAwMREFBAfr27Qs7Ozvo6Oig1wQnlOs2BgI+Hwwo3G4elnqwbqPFdXypduDqUzgFPgCPB/D5fFp3/5OamgpTU1OkKGmhYs9J4PP/f19A64cQ+UCFLZE7QqEQBgYGqFWrFs6cOSO2eRw7dgyLFy/G8+fPYWdnB1dXV2hp0UFRVjHGEBISAmdnZ8TExKB79+5wcXGBoaEh19HIX0pMz0avdRch/M8RjDEGHhj8bFuifYsG3IQj+PDhA44ePQpvb29ERUWhWr2mqDTME+D9fAcUnwecn2OI+nR2rUjFvdcBWncAcCfpLSx23KT3FiFyqjR1KN1jS2QCn8+Hs7Mzzp49i8jISJFP//z58+jQoQOGDRuG5s2bIz4+Hvv376eiVsbxeDz069cPt27dQmBgID59+gQjIyMYGRnh0qVLXMcjpcQYw8ePH/H8+XNsDIoCivigz+PxIOALcOFlruQDkkLVqlXDlClTcOPGDTx8+BAdhs8u9p53Hng4Gv1Kwgllh1/0q2KvNKF1B4Q+zICAX/StBrR+CClbFLgOQMjvGjhwIPT19bFs2TKcP39eJNOMj4/HokWLEB4ejg4dOuDixYvo0aOHSKZNpAePx4OFhQX69euHoKAgODs7w9DQEEZGRnB2dkb37t25jlgmFRQU4MOHD0hLS0N6ejrS0tJ++XNu7reCVa3/fFRo1hW8Ij7QMjAkZ+RIenFIMZo2bYpGep/x8M7rIs860vYqWXJGTrFfCuQX5MPHPwRvT+9Cq1atYGBggGbNmkFRUVHCKSUvNzcXV65cQfCFFyhADYD/87kaem8RUrZQYUtkBp/Ph4uLCwYOHIhLly79VQGalJSEJUuW4NChQ2jcuDGOHz+OwYMH0/2Xco7H46F///6wsLDAqVOn4OzsjB49eqBnz55wcXFB165duY4o0758+fLbRWpaWho+fPjw0wd2Pp+P6tWro0aNGqhRowbU1NTQqFGjwp+/Px72WgknH35EQVFnbcGDpioN8iZNNFWVv+1fiyjQaHuVrKR1x+fzUYn/FYGBgVi/fj0AQElJCS1btiwsdA0MDKCvr49KlSpJOrrIJSYmIjw8HGFhYTh//jyys7OhaT4VgpZ9i3w9vbcIKVvoHlsiUxhjaNu2LVRUVHDx4sVSF6Lv37/HihUrsGXLFqiqqsLZ2Rnjxo0rE99uk58JhcLCAjchIQG9evWCi4sLunTpwnU0zjHGkJmZ+VMxWlLR+unTp5+mU758+cJi9L/FaVE/q6qqgl/EmZf/ovsOZQttrz/3u+suKysL8fHxiIuLK/zv7t27+Pr1KwCgcePGhYXu96JXQ0NDqr/QzcnJwaVLlwqL2cePH0NBQQFdunSBqakp+vbti0q1G8F4/SV6bxEip2jwKCLXgoKC0L9/f5w7d+63+1J+/vwZGzduxKpVqyAUCrFgwQLMnj0bKioqYk5LZIFQKMTJkyfh7OyMO3fuoHfv3nB2dhb7CNySlJ+fj/T09N++5Dc9PR15eXk/TUdVVfWXxem/f65YUXwfKI/FvMJC/3+NigweGGgkVGlF2+vP/em6+/r1Kx4+fIi4uDjExsYWFrz//PMPAKBGjRo/FLoGBgbQ1tbmrD0WYwyPHz9GeHg4wsPDcfHiRXz58gVaWlowNTWFqakpevbs+dNnUXpvESK/qLAlco0xhvbt20NQVQOD5nogOeNLsT3r8vPz4eXlhWXLliEtLQ2TJ0+Gk5MTatasyVF6Is2EQiECAgLg4uKCu3fvok+fPnB2dkanTp0KX1NU31QueiVmZ2eXeJnvf5/LyMj4aRoKCgq/VZx+/7l69epSd3VDUno2jv5rewxtq0VnZ6QYba8/J6p1xxjDy5cvfyh04+Li8OLFCwCAsrIy9PT0fji7q6uriwoVKvz2PEqzn/z06RPOnz9fWMwmJiZCSUkJPXr0QN++fWFqaopmzZr98swyvbcIkU9U2BK5t2RfCHweCSEQfLtk8b896xhjCAwMhIODAx48eIBhw4bBzc0NjRo14jg5kQVCoRD+/v5wcXHBvXv3YGJiAhcXF7wQ1P6pb6ooeiUKhUJkZGT89tnUtLQ05OT8PCCKiopKqc6mVqlSRaovQySESM6HDx9+uJQ5NjYW9+/fR0FBAfh8PrS1tX86u1vUl8RF9Zf+7/H53r17CAsLQ3h4OCIjI5GXl4dGjRoVXl5saGgo1qs9CCGygwpbItd+db+Rp2ElrHd1xNWrV9GrVy94eHigTZs2kg9KZN733sYuLi54kpqJOhN3/FavxK9fv5aqSH3//j0KCgp+mCaPx0P16tV/u1BVU1ODsjINkkIIEZ0vX77g/v37P1zKHB8fj48fPwIANDQ0fih01Rq0wLiApCKPzzwwdHp/BpdD/ZGSkgJlZWUYGRkVFrONGzeW8NIRQmQBFbZErnmEP8SuyOcoKLJvhBCZN/xRPzMeHh4e6N27N52RIn+toKAA4zadwsVUBaCofolMiIovryP3ph/S0tKQlZX100vKlStXqst+q1Wrxtl9boQQUhyhUIjExMSfLmVOSUlB1R52qNxhcNFtuIQFUHx6Cf3rMZiamqJbt24oX748B0tACJElpalDqd0PkTkl9fQDA7r1HYCTC/b91siqhPwOgUCASuoNwE8rug8nAKjUqot+lpbFFqoqKir0JQshRObx+Xw0atQIjRo1gpWVVeHj7969w7RDMYh+V4CidpMCgQCmVjZYN7yV5MISQsoUKmyJzNFUVQYPPKCIQ6dAwEcXg+ZU1BKRK6mXpIAvwGATQyzsO5mDZIQQwr2aNWuibfMGuJ1e9BVV1FOWECJu9OmfyJyBerVQICwo8qwtAzC0LQ3tT0RvSFutYq8UYGD0viOElHm0nySEcIkKWyIzhEIhDh48iB6tmyM9dCN4YBDwvg3cI+DxwOcBHpZ6NLw/EYsGahXhYan37f3G59H7jhBC/oP2k4QQLtHgUUTqMcZw+vRpLFy4EPHx8VBWVkbz5s3hF3YBx2+/pp51RKKoVyIhhJSM9pOEEFGhUZGJ3IiJicHChQtx7tw5dOnSBRUrVsSNGzcQHx+P+vXrcx2PEEIIIYQQIiY0KjKRec+ePYOTkxOOHDmC5s2b49SpU/j06RNGjhyJAwcOUFFLCCGEEEIIKUT32BKp8u7dO8yYMQPNmzfH5cuXsWfPHiQkJEBfXx9Tp07FsGHDMHLkSK5jEkIIIYQQQqQInbElUuHTp09Yv349Vq9eDYFAAFdXV8yYMQMVKlRAQUEBbG1tUblyZWzfvp16gRJCCCGEEEJ+QIUt4VReXh727NkDFxcXZGRkwN7eHo6OjqhevXrhazw9PREZGYkLFy6gatWq3IUlhBBCCCGESCW6FJlwgjGG48ePQ0dHB9OmTUOfPn3w+PFjrF279oeiNiYmBkuWLMGCBQvQo0cPDhMTQgghhBBCpBUVtkTiLl26hI4dO8La2hqNGjVCbGwsfHx8UK9evR9e9/nzZ4wcORJ6enpwdXXlKC0hhBBCCCFE2lFhSyTmzp076NevHwwNDSEUCnHu3DmEhYVBX1+/yNfPnTsXL1++xKFDh6CkpCThtIQQQgghhBBZQYUtEbuXL19izJgx0NfXx8OHD3H06FFERUWhZ8+exf5OUFAQduzYgXXr1qFZs2YSTEsIIYQQQgiRNTR4FBGbjIwMrFy5Eps2bULlypWxefNmTJgw4ZdnX1NTUzFu3DhYWFhg0qRJEkpLCCGEEEIIkVVU2BKRy8nJwZYtW7BixQrk5eVh0aJFmDt3LipVqvTL32WMYcyYMeDxeNizZw+19iGEEEIIIYT8EhW2RGQKCgrg4+ODpUuXIjU1FRMnTsSSJUugrq7+29PYunUrwsPDERISgpo1a4oxLSGEEEIIIURe0D225K8xxhASEgIDAwOMHTsWnTp1wv3797F169ZSFbX379/H/PnzMW3aNJiZmYkxMSGEEEIIIUSeUGFL/sqNGzdgaGiIfv36QU1NDVFRUfDz80OTJk1KNZ3c3FyMGDECDRo0gKenp5jSEkIIIYQQQuQRFbbkjzx69AhWVlbo1KkTMjIyEBoaivPnz6N9+/Z/ND0nJyfcv38fhw8fhrKysojTEkIIIYQQQuQZFbakVN68eYMpU6ZAR0cHt27dgre3N2JjY2FqavrHAz2dP38ea9euhbu7OwwMDEQbmBBCCCGEECL3aPAo8luysrKwZs0arF27FuXKlYOHhwemTZuG8uXL/9V0P3z4AFtbWxgZGWHu3LkiSksIIYQQQggpS6iwJSX6+vUrduzYgeXLl+PTp0+YOXMmFi5cCFVV1b+eNmMMkydPxufPn+Ht7Q0+ny4gIIQQQgghhJQeFbakSEKhEH5+fli8eDGSkpIwevRoODs7Q0tLS2Tz8PHxwbFjx+Dn5wdNTU2RTZcQQgghhBBSttApMvKTc+fOoX379hg+fDh0dHQQHx+PvXv3irSoff78Oezt7WFnZwdra2uRTZcQQgghhBBS9lBhSwrFxsbCxMQExsbGUFRUxOXLlxEYGIiWLVuKdD75+fmwsbFBjRo1sGnTJpFOmxBCCCGEEFL2UGFLkJiYCBsbG7Ru3RpJSUnw9/fHtWvX0K1bN7HMb8WKFYiKisLBgwdRuXJlscyDEEIIIYQQUnZQYVuGpaenY/bs2WjWrBnOnTuHnTt34t69exg8ePAft+75lRs3bsDV1RVOTk7o3LmzWOZBCCGEEEIIKVt4jDH2qxdlZWWhSpUqyMzMpDNsciA7OxsbN26Eh4cHGGNYuHAhZs2ahYoVK4p1vh8/foSBgQFq1KiBK1euQEGBxi4jhBBCCCGEFK00dShVFmVIfn4+9u/fj2XLliE9PR1Tp07F4sWLUaNGDYnMf+bMmXj79i0iIiKoqCWEEEIIIYSIDF2KXAYwxnDy5Eno6upi4sSJMDIywsOHD7FhwwaJFbX+/v7Yv38/Nm/ejMaNG0tknoQQQgghhJCygQpbOXflyhV07doVgwYNgpaWFm7fvo1Dhw6hYcOGEsuQkpKCCRMmwNLSEqNHj5bYfAkhhBBCCCFlAxW2cur+/fsYMGAAunXrhpycHJw+fRqnT59Gq1atJJpDKBTCzs4OysrK2Llzp9gGpSKEEEIIIYSUXVTYypnk5GSMHz8eurq6SEhIwKFDhxAdHY3evXtzkmfDhg04d+4cvL29Ub16dU4yEEIIIYQQQuQbjeAjJ/755x94eHhgw4YNUFFRwfr16zFp0iSUK1eOs0zx8fFwcHDAnDlzYGxszFkOQgghhBBCiHyjdj8y7suXL9i2bRvc3d3x5csXzJkzB/Pnz+d8O+Xk5KBdu3YQCAS4efMmpwU2IYQQQgghRPZQu58yoKCgAIcPH4aTkxNSUlIwfvx4LFu2DBoaGlxHAwAsWrQIT58+RUxMDBW1hBBCCCGEELGiwlaKJaZnwy/6FZIz/q+9uwetqw7AOPyeG5e0pJdoFmuuRKdAoTikQ0vmIioOKbYOCro4ukm6ObciLg516NQuqRI6idnUIVMgkLp0KAopcbBQcy8hg9wch1CtTVJS1NzzT55nOcM5w7v+OF+bGR8dzsWpTiZeOJaFhYXMzs5mZWUlMzMzWVhYyOTkZGO2/vH7r7l+45t8fvVqTp06NdBdAADA4SdsG+rW0mouz6+kqqrUdZ2qqnLth3sZu/ddlr7+MtPT01lcXMzZs2cHPXXH1n6/n5c+upYXz7026GkAAMARIGwb6OcHG7k8v5KtOsmjV6DrOnVd57dXz+f63Pl8+M5bjfh1zm5bq9ZQkmR2fiVnJp7PxNjxAS4EAAAOO2HbQLeWVrej9YnvelVVlVZV5afN41leXh7Qun+6eae757kqVeaWVjP7+mAfkwYAAA43YdtA9x9uZq+PVff7/dyY/zZffPDZAa/a3djbn+TY5PRfd2kfV6fO/YebA1gFAAAcJcK2gcZHh3e9Y5skQ0NDeX/mjbz36bsDWLbTzTvd3L67sf0o8hOqVBkfHT74UQAAwJEibBvo4lQnX/14b8/zH795pjHvrY6+vJHbd7/f9VydOpemOgc7CAAAOHJagx7ATq+MHc+VC6fTqpKhVrV9rLaPVy6cbkzUJmVtBQAADqeq3utlzsd0u9202+2sr6/nxIkTB7GLJL882MjcY/+xvTTVaWwolrQVAABovmfpUGELAABA4zxLh3oUGQAAgKIJWwAAAIombAEAACiasAUAAKBowhYAAICiCVsAAACKJmwBAAAomrAFAACgaMIWAACAoglbAAAAiiZsAQAAKJqwBQAAoGjCFgAAgKIJWwAAAIombAEAACiasAUAAKBowhYAAICiCVsAAACKJmwBAAAomrAFAACgaMIWAACAoglbAAAAiiZsAQAAKJqwBQAAoGjCFgAAgKIJWwAAAIombAEAACiasAUAAKBowhYAAICiCVsAAACKJmwBAAAomrAFAACgaMIWAACAoj23n4vquk6SdLvd/3UMAAAAJH/356MefZp9hW2v10uSdDqdfzELAAAAnk2v10u73X7qNVW9j/zd2trK2tpaRkZGUlXVfzYQAAAAdlPXdXq9Xk6ePJlW6+lv0e4rbAEAAKCpfDwKAACAoglbAAAAiiZsAQAAKJqwBQAAoGjCFgAAgKIJWwAAAIombAEAACjanwvDqPZOF5uxAAAAAElFTkSuQmCC\n", + "image/png": "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", "text/plain": [ "
" ] @@ -404,11 +404,11 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ - "alns = ALNS(random_state)\n", + "alns = ALNS(rnd.default_rng(SEED))\n", "\n", "alns.add_destroy_operator(random_removal)\n", "alns.add_destroy_operator(path_removal)\n", @@ -419,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -432,7 +432,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 54, "metadata": { "pycharm": { "name": "#%%\n" @@ -443,8 +443,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Best heuristic objective is 576.0.\n", - "This is 2.1% worse than the optimal solution, which is 564.\n" + "Best heuristic objective is 588.0.\n", + "This is 4.3% worse than the optimal solution, which is 564.\n" ] } ], @@ -459,12 +459,12 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 55, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -487,12 +487,12 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 56, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -511,7 +511,7 @@ "source": [ "## Conclusions\n", "\n", - "In the code above we implemented a very simple heuristic for the TSP, using the ALNS meta-heuristic framework. We did not tinker too much with the various hyperparameters available on the ALNS implementation, but even for these relatively basic heuristic methods and workflow we find a very good result - just 2% worse than the optimal tour.\n", + "In the code above we implemented a very simple heuristic for the TSP, using the ALNS meta-heuristic framework. We did not tinker too much with the various hyperparameters available on the ALNS implementation, but even for these relatively basic heuristic methods and workflow we find a very good result - just a few percent worse than the optimal tour.\n", "\n", "This notebook showcases how the ALNS library may be put to use to construct powerful, efficient heuristic pipelines from simple, locally greedy operators." ] @@ -533,7 +533,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.9" + "version": "3.9.19" } }, "nbformat": 4, diff --git a/pyproject.toml b/pyproject.toml index 134bdfbb..6421be5d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -48,6 +48,7 @@ mabwiser = ">=2.7.1" # This optional docs group is needed to build the documentation. It is not # required by the package itself. +ipykernel = "^6.29.5" [tool.poetry.group.docs] optional = true From ea2dced593da3108018b23cd8e4ea4cd82cca4c0 Mon Sep 17 00:00:00 2001 From: Leon Lan Date: Thu, 12 Sep 2024 14:25:08 +0200 Subject: [PATCH 04/13] Change rnd to rng --- alns/accept/AcceptanceCriterion.py | 2 +- alns/accept/AlwaysAccept.py | 2 +- alns/accept/GreatDeluge.py | 2 +- alns/accept/HillClimbing.py | 2 +- alns/accept/LateAcceptanceHillClimbing.py | 2 +- alns/accept/MovingAverageThreshold.py | 2 +- alns/accept/NonLinearGreatDeluge.py | 2 +- alns/accept/RandomAccept.py | 4 +-- alns/accept/RecordToRecordTravel.py | 2 +- alns/accept/SimulatedAnnealing.py | 4 +-- alns/select/AlphaUCB.py | 2 +- alns/stop/MaxRuntime.py | 2 +- alns/stop/NoImprovement.py | 2 +- alns/stop/tests/test_max_iterations.py | 10 +++--- alns/stop/tests/test_max_runtime.py | 10 +++--- alns/stop/tests/test_no_improvement.py | 28 +++++++-------- alns/tests/test_alns.py | 44 +++++++++++------------ 17 files changed, 61 insertions(+), 61 deletions(-) diff --git a/alns/accept/AcceptanceCriterion.py b/alns/accept/AcceptanceCriterion.py index 56572120..2c54d8a9 100644 --- a/alns/accept/AcceptanceCriterion.py +++ b/alns/accept/AcceptanceCriterion.py @@ -11,7 +11,7 @@ class AcceptanceCriterion(Protocol): """ def __call__( - self, rnd: Generator, best: State, current: State, candidate: State + self, rng: Generator, best: State, current: State, candidate: State ) -> bool: """ Determines whether to accept the proposed, candidate solution based on diff --git a/alns/accept/AlwaysAccept.py b/alns/accept/AlwaysAccept.py index 126cfd4f..be60a499 100644 --- a/alns/accept/AlwaysAccept.py +++ b/alns/accept/AlwaysAccept.py @@ -3,5 +3,5 @@ class AlwaysAccept: This criterion always accepts the candidate solution. """ - def __call__(self, rnd, best, current, candidate): + def __call__(self, rng, best, current, candidate): return True diff --git a/alns/accept/GreatDeluge.py b/alns/accept/GreatDeluge.py index 60abb94b..36dc0c69 100644 --- a/alns/accept/GreatDeluge.py +++ b/alns/accept/GreatDeluge.py @@ -50,7 +50,7 @@ def alpha(self): def beta(self): return self._beta - def __call__(self, rnd, best, current, candidate): + def __call__(self, rng, best, current, candidate): if self._threshold is None: self._threshold = self.alpha * best.objective() diff --git a/alns/accept/HillClimbing.py b/alns/accept/HillClimbing.py index bdc06920..9576a0f6 100644 --- a/alns/accept/HillClimbing.py +++ b/alns/accept/HillClimbing.py @@ -4,5 +4,5 @@ class HillClimbing: that result in a worse objective value. """ - def __call__(self, rnd, best, current, candidate): + def __call__(self, rng, best, current, candidate): return candidate.objective() <= current.objective() diff --git a/alns/accept/LateAcceptanceHillClimbing.py b/alns/accept/LateAcceptanceHillClimbing.py index 5d345546..f093442b 100644 --- a/alns/accept/LateAcceptanceHillClimbing.py +++ b/alns/accept/LateAcceptanceHillClimbing.py @@ -59,7 +59,7 @@ def greedy(self): def better_history(self): return self._better_history - def __call__(self, rnd, best, current, candidate): + def __call__(self, rng, best, current, candidate): if not self._history: self._history.append(current.objective()) return candidate.objective() < current.objective() diff --git a/alns/accept/MovingAverageThreshold.py b/alns/accept/MovingAverageThreshold.py index 741682c0..24b627a9 100644 --- a/alns/accept/MovingAverageThreshold.py +++ b/alns/accept/MovingAverageThreshold.py @@ -62,7 +62,7 @@ def gamma(self) -> int: def history(self) -> List[float]: return list(self._history) - def __call__(self, rnd, best, current, candidate) -> bool: + def __call__(self, rng, best, current, candidate) -> bool: self._history.append(candidate.objective()) recent_best = min(self._history) recent_avg = mean(self._history) diff --git a/alns/accept/NonLinearGreatDeluge.py b/alns/accept/NonLinearGreatDeluge.py index 664a1d32..040d8b4d 100644 --- a/alns/accept/NonLinearGreatDeluge.py +++ b/alns/accept/NonLinearGreatDeluge.py @@ -61,7 +61,7 @@ def gamma(self): def delta(self): return self._delta - def __call__(self, rnd, best, current, candidate): + def __call__(self, rng, best, current, candidate): if self._threshold is None: if best.objective() == 0: raise ValueError("Initial solution cannot have zero value.") diff --git a/alns/accept/RandomAccept.py b/alns/accept/RandomAccept.py index 02117cf9..c75b168a 100644 --- a/alns/accept/RandomAccept.py +++ b/alns/accept/RandomAccept.py @@ -72,12 +72,12 @@ def step(self) -> float: def method(self) -> str: return self._method - def __call__(self, rnd, best, current, candidate): + def __call__(self, rng, best, current, candidate): # Always accept better res = candidate.objective() < current.objective() if not res: # maybe accept worse - res = rnd.random() < self._prob + res = rng.random() < self._prob self._prob = max( self.end_prob, update(self._prob, self.step, self.method) diff --git a/alns/accept/RecordToRecordTravel.py b/alns/accept/RecordToRecordTravel.py index 0bd052d7..525cdaea 100644 --- a/alns/accept/RecordToRecordTravel.py +++ b/alns/accept/RecordToRecordTravel.py @@ -101,7 +101,7 @@ def step(self) -> float: def method(self) -> str: return self._method - def __call__(self, rnd, best, current, candidate): + def __call__(self, rng, best, current, candidate): # From [2] p. 87 (RRT; best), and [3] p. 162 (TA; current). baseline = best if self._cmp_best else current res = candidate.objective() - baseline.objective() <= self._threshold diff --git a/alns/accept/SimulatedAnnealing.py b/alns/accept/SimulatedAnnealing.py index 4c49a623..ec294e10 100644 --- a/alns/accept/SimulatedAnnealing.py +++ b/alns/accept/SimulatedAnnealing.py @@ -98,7 +98,7 @@ def step(self) -> float: def method(self) -> str: return self._method - def __call__(self, rnd, best, current, candidate): + def __call__(self, rng, best, current, candidate): probability = np.exp( (current.objective() - candidate.objective()) / self._temperature ) @@ -110,7 +110,7 @@ def __call__(self, rnd, best, current, candidate): update(self._temperature, self.step, self.method), ) - return probability >= rnd.random() + return probability >= rng.random() @classmethod def autofit( diff --git a/alns/select/AlphaUCB.py b/alns/select/AlphaUCB.py index 2381278c..6fadda3d 100644 --- a/alns/select/AlphaUCB.py +++ b/alns/select/AlphaUCB.py @@ -101,7 +101,7 @@ def scores(self) -> List[float]: def alpha(self) -> float: return self._alpha - def __call__(self, rnd, best, curr): + def __call__(self, rng, best, curr): """ Returns the (destroy, repair) operator pair that maximises the average reward and exploration bonus. diff --git a/alns/stop/MaxRuntime.py b/alns/stop/MaxRuntime.py index b5154e68..298b441e 100644 --- a/alns/stop/MaxRuntime.py +++ b/alns/stop/MaxRuntime.py @@ -22,7 +22,7 @@ def __init__(self, max_runtime: float): def max_runtime(self) -> float: return self._max_runtime - def __call__(self, rnd: Generator, best: State, current: State) -> bool: + def __call__(self, rng: Generator, best: State, current: State) -> bool: if self._start_runtime is None: self._start_runtime = time.perf_counter() diff --git a/alns/stop/NoImprovement.py b/alns/stop/NoImprovement.py index 66da61eb..4285727e 100644 --- a/alns/stop/NoImprovement.py +++ b/alns/stop/NoImprovement.py @@ -28,7 +28,7 @@ def __init__(self, max_iterations: int): def max_iterations(self) -> int: return self._max_iterations - def __call__(self, rnd: Generator, best: State, current: State) -> bool: + def __call__(self, rng: Generator, best: State, current: State) -> bool: if self._target is None or best.objective() < self._target: self._target = best.objective() self._counter = 0 diff --git a/alns/stop/tests/test_max_iterations.py b/alns/stop/tests/test_max_iterations.py index 26a5dabf..7e936967 100644 --- a/alns/stop/tests/test_max_iterations.py +++ b/alns/stop/tests/test_max_iterations.py @@ -34,18 +34,18 @@ def test_max_iterations(max_iterations): def test_before_max_iterations(): stop = MaxIterations(100) - rnd = default_rng(0) + rng = default_rng(0) for _ in range(100): - assert_(not stop(rnd, Zero(), Zero())) + assert_(not stop(rng, Zero(), Zero())) def test_after_max_iterations(): stop = MaxIterations(100) - rnd = default_rng() + rng = default_rng() for _ in range(100): - stop(rnd, Zero(), Zero()) + stop(rng, Zero(), Zero()) for _ in range(100): - assert_(stop(rnd, Zero(), Zero())) + assert_(stop(rng, Zero(), Zero())) diff --git a/alns/stop/tests/test_max_runtime.py b/alns/stop/tests/test_max_runtime.py index bba4ff92..dd667cbf 100644 --- a/alns/stop/tests/test_max_runtime.py +++ b/alns/stop/tests/test_max_runtime.py @@ -49,17 +49,17 @@ def test_max_runtime(max_runtime): @pytest.mark.parametrize("max_runtime", [0.01, 0.05, 0.10]) def test_before_max_runtime(max_runtime): stop = MaxRuntime(max_runtime) - rnd = default_rng() + rng = default_rng() for _ in range(100): - assert_(not stop(rnd, Zero(), Zero())) + assert_(not stop(rng, Zero(), Zero())) @pytest.mark.parametrize("max_runtime", [0.01, 0.05, 0.10]) def test_after_max_runtime(max_runtime): stop = MaxRuntime(max_runtime) - rnd = default_rng() - stop(rnd, Zero(), Zero()) # Trigger the first time measurement + rng = default_rng() + stop(rng, Zero(), Zero()) # Trigger the first time measurement sleep(max_runtime) for _ in range(100): - assert_(stop(rnd, Zero(), Zero())) + assert_(stop(rng, Zero(), Zero())) diff --git a/alns/stop/tests/test_no_improvement.py b/alns/stop/tests/test_no_improvement.py index fb2efd71..410db162 100644 --- a/alns/stop/tests/test_no_improvement.py +++ b/alns/stop/tests/test_no_improvement.py @@ -29,10 +29,10 @@ def test_zero_max_iterations(): Test if setting max_iterations to zero always stops. """ stop = NoImprovement(0) - rnd = default_rng() + rng = default_rng() - assert_(stop(rnd, One(), Zero())) - assert_(stop(rnd, Zero(), Zero())) + assert_(stop(rng, One(), Zero())) + assert_(stop(rng, Zero(), Zero())) def test_one_max_iterations(): @@ -41,11 +41,11 @@ def test_one_max_iterations(): best solution has been found. """ stop = NoImprovement(1) - rnd = default_rng() + rng = default_rng() - assert_(not stop(rnd, One(), Zero())) - assert_(not stop(rnd, Zero(), Zero())) - assert_(stop(rnd, Zero(), Zero())) + assert_(not stop(rng, One(), Zero())) + assert_(not stop(rng, Zero(), Zero())) + assert_(stop(rng, Zero(), Zero())) @pytest.mark.parametrize("n", [10, 100, 1000]) @@ -56,13 +56,13 @@ def test_n_max_iterations_non_improving(n): the criterion should stop. """ stop = NoImprovement(n) - rnd = default_rng() + rng = default_rng() for _ in range(n): - assert_(not stop(rnd, Zero(), Zero())) + assert_(not stop(rng, Zero(), Zero())) for _ in range(n): - assert_(stop(rnd, Zero(), Zero())) + assert_(stop(rng, Zero(), Zero())) @pytest.mark.parametrize("n, k", [(10, 2), (100, 20), (1000, 200)]) @@ -74,13 +74,13 @@ def test_n_max_iterations_with_single_improvement(n, k): the criterion should stop. """ stop = NoImprovement(n) - rnd = default_rng() + rng = default_rng() for _ in range(k): - assert_(not stop(rnd, One(), Zero())) + assert_(not stop(rng, One(), Zero())) for _ in range(n): - assert_(not stop(rnd, Zero(), Zero())) + assert_(not stop(rng, Zero(), Zero())) for _ in range(n): - assert_(stop(rnd, Zero(), Zero())) + assert_(stop(rng, Zero(), Zero())) diff --git a/alns/tests/test_alns.py b/alns/tests/test_alns.py index 15119f08..4decdb29 100644 --- a/alns/tests/test_alns.py +++ b/alns/tests/test_alns.py @@ -91,19 +91,19 @@ def callback(state, rng): def test_other_callbacks_are_called(): alns = get_alns_instance( - [lambda state, rnd: state], - [lambda state, rnd: VarObj(rnd.random())], + [lambda state, rng: state], + [lambda state, rng: VarObj(rng.random())], seed=1, ) registry = dict(on_better=False, on_accept=False, on_reject=False) - def mock_callback(state, rnd, key): + def mock_callback(state, rng, key): registry[key] = True - alns.on_better(lambda state, rnd: mock_callback(state, rnd, "on_better")) - alns.on_accept(lambda state, rnd: mock_callback(state, rnd, "on_accept")) - alns.on_reject(lambda state, rnd: mock_callback(state, rnd, "on_reject")) + alns.on_better(lambda state, rng: mock_callback(state, rng, "on_better")) + alns.on_accept(lambda state, rng: mock_callback(state, rng, "on_accept")) + alns.on_reject(lambda state, rng: mock_callback(state, rng, "on_reject")) select = RouletteWheel([1, 1, 1, 1], 0.5, 1, 1) accept = SimulatedAnnealing(1_000, 1, 0.05) @@ -125,7 +125,7 @@ def test_add_destroy_operator(): alns = ALNS() for count in [1, 2]: - alns.add_destroy_operator(lambda state, rnd: state, name=str(count)) + alns.add_destroy_operator(lambda state, rng: state, name=str(count)) assert_equal(len(alns.destroy_operators), count) @@ -156,7 +156,7 @@ def test_add_repair_operator(): alns = ALNS() for count in [1, 2]: - alns.add_repair_operator(lambda state, rnd: state, name=str(count)) + alns.add_repair_operator(lambda state, rng: state, name=str(count)) assert_equal(len(alns.repair_operators), count) @@ -186,7 +186,7 @@ def test_raises_missing_destroy_operator(): """ Tests if the algorithm raises when no destroy operators have been set. """ - alns = get_alns_instance(repair_operators=[lambda state, rnd: None]) + alns = get_alns_instance(repair_operators=[lambda state, rng: None]) # Pretend we have a destroy operator for the selection scheme, so that # does not raise an error. @@ -200,7 +200,7 @@ def test_raises_missing_repair_operator(): """ Tests if the algorithm raises when no repair operators have been set. """ - alns = get_alns_instance(destroy_operators=[lambda state, rnd: None]) + alns = get_alns_instance(destroy_operators=[lambda state, rng: None]) # Pretend we have a destroy operator for the selection scheme, so that # does not raise an error. @@ -216,7 +216,7 @@ def test_zero_max_iterations(): stopping criterion is zero max iterations. """ alns = get_alns_instance( - [lambda state, rnd: None], [lambda state, rnd: None] + [lambda state, rng: None], [lambda state, rng: None] ) initial_solution = One() @@ -235,7 +235,7 @@ def test_zero_max_runtime(): stopping criterion is zero max runtime. """ alns = get_alns_instance( - [lambda state, rnd: None], [lambda state, rnd: None] + [lambda state, rng: None], [lambda state, rng: None] ) initial_solution = One() @@ -249,11 +249,11 @@ def test_zero_max_runtime(): def test_iterate_kwargs_are_correctly_passed_to_operators(): - def test_operator(state, rnd, item): + def test_operator(state, rng, item): assert_(item is orig_item) return state - alns = get_alns_instance([lambda state, rnd, item: state], [test_operator]) + alns = get_alns_instance([lambda state, rng, item: state], [test_operator]) init_sol = One() select = RouletteWheel([1, 1, 1, 1], 0.5, 1, 1) @@ -270,12 +270,12 @@ def test_bugfix_pass_kwargs_to_on_best(): passed to iterate(). """ - def test_operator(state, rnd, item): + def test_operator(state, rng, item): assert_(item is orig_item) return Zero() # better, so on_best is triggered - alns = get_alns_instance([lambda state, rnd, item: state], [test_operator]) - alns.on_best(lambda state, rnd, item: state) + alns = get_alns_instance([lambda state, rng, item: state], [test_operator]) + alns.on_best(lambda state, rng, item: state) init_sol = One() select = RouletteWheel([1, 1, 1, 1], 0.5, 1, 1) @@ -295,7 +295,7 @@ def test_trivial_example(): solution is one, and any other operator returns zero. """ alns = get_alns_instance( - [lambda state, rnd: Zero()], [lambda state, rnd: Zero()] + [lambda state, rng: Zero()], [lambda state, rng: Zero()] ) select = RouletteWheel([1, 1, 1, 1], 0.5, 1, 1) @@ -311,8 +311,8 @@ def test_fixed_seed_outcomes(seed: int, desired: float): 'random' acceptance criterion (here SA). """ alns = get_alns_instance( - [lambda state, rnd: VarObj(rnd.random())], - [lambda state, rnd: None], + [lambda state, rng: VarObj(rng.random())], + [lambda state, rng: None], seed, ) @@ -329,7 +329,7 @@ def test_nonnegative_max_iterations(max_iterations): Test that the result statistics have size equal to max iterations (+1). """ alns = get_alns_instance( - [lambda state, rnd: Zero()], [lambda state, rnd: Zero()] + [lambda state, rng: Zero()], [lambda state, rng: Zero()] ) initial_solution = One() @@ -352,7 +352,7 @@ def test_nonnegative_max_runtime(max_runtime): Test that the result runtime statistics match the stopping criterion. """ alns = get_alns_instance( - [lambda state, rnd: Zero()], [lambda state, rnd: Zero()] + [lambda state, rng: Zero()], [lambda state, rng: Zero()] ) initial_solution = One() From 88b85451f70de2e7fe10a80b578aef439db302ec Mon Sep 17 00:00:00 2001 From: Leon Lan Date: Thu, 12 Sep 2024 14:29:03 +0200 Subject: [PATCH 05/13] Remove accidental dependency --- pyproject.toml | 1 - 1 file changed, 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 6421be5d..134bdfbb 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -48,7 +48,6 @@ mabwiser = ">=2.7.1" # This optional docs group is needed to build the documentation. It is not # required by the package itself. -ipykernel = "^6.29.5" [tool.poetry.group.docs] optional = true From c17376f0c2519497ed18ce077e4c6223218b68f8 Mon Sep 17 00:00:00 2001 From: Leon Lan Date: Thu, 12 Sep 2024 15:09:23 +0200 Subject: [PATCH 06/13] Update notebooks --- examples/permutation_flow_shop_problem.ipynb | 50 ++++--------------- ...nstrained_project_scheduling_problem.ipynb | 48 +++++++++--------- 2 files changed, 33 insertions(+), 65 deletions(-) diff --git a/examples/permutation_flow_shop_problem.ipynb b/examples/permutation_flow_shop_problem.ipynb index 5eb14b9c..244b9bac 100644 --- a/examples/permutation_flow_shop_problem.ipynb +++ b/examples/permutation_flow_shop_problem.ipynb @@ -178,17 +178,9 @@ "id": "c98304b2", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/wh/bdq353fj58j61dwg1ksz7br40000gn/T/ipykernel_58923/3320122974.py:11: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", - " cmap = cm.get_cmap(\"rainbow\", n_jobs)\n" - ] - }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -437,17 +429,9 @@ "id": "f3c771d3", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/wh/bdq353fj58j61dwg1ksz7br40000gn/T/ipykernel_58923/3320122974.py:11: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", - " cmap = cm.get_cmap(\"rainbow\", n_jobs)\n" - ] - }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -593,17 +577,9 @@ "id": "ab663489", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/wh/bdq353fj58j61dwg1ksz7br40000gn/T/ipykernel_58923/3320122974.py:11: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", - " cmap = cm.get_cmap(\"rainbow\", n_jobs)\n" - ] - }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -721,7 +697,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -745,8 +721,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Best heuristic objective is 3789.\n", - "This is 2.2% worse than the best known value 3709.\n" + "Best heuristic objective is 3758.\n", + "This is 1.3% worse than the best known value 3709.\n" ] } ], @@ -765,17 +741,9 @@ "id": "95d33e4b-5ec4-4f2a-bb3c-a01be4eb11e1", "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/var/folders/wh/bdq353fj58j61dwg1ksz7br40000gn/T/ipykernel_58923/3320122974.py:11: MatplotlibDeprecationWarning: The get_cmap function was deprecated in Matplotlib 3.7 and will be removed two minor releases later. Use ``matplotlib.colormaps[name]`` or ``matplotlib.colormaps.get_cmap(obj)`` instead.\n", - " cmap = cm.get_cmap(\"rainbow\", n_jobs)\n" - ] - }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -847,7 +815,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -870,7 +838,7 @@ "id": "d93bf45e-90fe-41ad-b78e-7aa7fdbe4bf6", "metadata": {}, "source": [ - "From this simple experiment, it looks like removing between 3 to 7 jobs works best. Our experiment is clearly too simple to draw serious conclusions from, but this example can be easily extended to include more instances and also more random seeds." + "From this simple experiment, it looks like removing 3 works best. Our experiment is clearly too simple to draw serious conclusions from, but this example can be easily extended to include more instances and also more random seeds." ] }, { diff --git a/examples/resource_constrained_project_scheduling_problem.ipynb b/examples/resource_constrained_project_scheduling_problem.ipynb index 51fee454..e8e006a6 100644 --- a/examples/resource_constrained_project_scheduling_problem.ipynb +++ b/examples/resource_constrained_project_scheduling_problem.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 55, + "execution_count": 1, "metadata": { "pycharm": { "name": "#%%\n" @@ -28,7 +28,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 2, "metadata": { "pycharm": { "name": "#%%\n" @@ -41,7 +41,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" @@ -49,7 +49,7 @@ }, "outputs": [], "source": [ - "SEED = 5432" + "SEED = 42" ] }, { @@ -96,7 +96,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" @@ -200,7 +200,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 5, "metadata": { "pycharm": { "name": "#%%\n" @@ -213,7 +213,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" @@ -250,7 +250,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 7, "metadata": { "pycharm": { "name": "#%%\n" @@ -295,7 +295,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 8, "metadata": { "pycharm": { "name": "#%%\n" @@ -398,7 +398,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 9, "metadata": { "pycharm": { "name": "#%%\n" @@ -441,7 +441,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" @@ -482,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" @@ -519,7 +519,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" @@ -568,7 +568,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 13, "metadata": { "pycharm": { "name": "#%%\n" @@ -616,7 +616,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 14, "metadata": { "pycharm": { "name": "#%%\n" @@ -638,7 +638,7 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 15, "metadata": { "pycharm": { "name": "#%%\n" @@ -676,7 +676,7 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": 16, "metadata": { "pycharm": { "name": "#%%\n" @@ -689,7 +689,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 17, "metadata": { "pycharm": { "name": "#%%\n" @@ -708,7 +708,7 @@ }, { "cell_type": "code", - "execution_count": 72, + "execution_count": 18, "metadata": { "pycharm": { "name": "#%%\n" @@ -726,7 +726,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Heuristic solution has objective 143.\n" + "Heuristic solution has objective 141.\n" ] } ], @@ -743,7 +743,7 @@ }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 19, "metadata": { "pycharm": { "name": "#%%\n" @@ -752,7 +752,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -768,7 +768,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 20, "metadata": { "pycharm": { "name": "#%%\n" @@ -777,7 +777,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] From 7eaff18c6a59f91266d0d0343899d1f4fd3b86d5 Mon Sep 17 00:00:00 2001 From: Leon Lan Date: Thu, 12 Sep 2024 15:12:20 +0200 Subject: [PATCH 07/13] Rerun features book --- examples/alns_features.ipynb | 64 ++++++++++++++++++------------------ 1 file changed, 32 insertions(+), 32 deletions(-) diff --git a/examples/alns_features.ipynb b/examples/alns_features.ipynb index 0b352aed..12751f56 100644 --- a/examples/alns_features.ipynb +++ b/examples/alns_features.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 6, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": { "pycharm": { "name": "#%%\n" @@ -31,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": { "pycharm": { "name": "#%%\n" @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "metadata": { "pycharm": { "name": "#%%\n" @@ -79,7 +79,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": { "pycharm": { "name": "#%%\n" @@ -98,7 +98,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": { "pycharm": { "name": "#%%\n" @@ -142,7 +142,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": { "pycharm": { "name": "#%%\n" @@ -156,7 +156,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": { "pycharm": { "name": "#%%\n" @@ -176,7 +176,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": { "pycharm": { "name": "#%%\n" @@ -212,7 +212,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": { "pycharm": { "name": "#%%\n" @@ -249,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 11, "metadata": { "pycharm": { "name": "#%%\n" @@ -271,7 +271,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 12, "metadata": { "pycharm": { "name": "#%%\n" @@ -303,7 +303,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 13, "metadata": { "pycharm": { "name": "#%%\n" @@ -342,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 14, "metadata": { "pycharm": { "name": "#%%\n" @@ -371,7 +371,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 15, "metadata": { "pycharm": { "name": "#%%\n" @@ -412,7 +412,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 16, "metadata": { "pycharm": { "name": "#%%\n" @@ -442,7 +442,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 17, "metadata": { "pycharm": { "name": "#%%\n" @@ -477,7 +477,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -502,7 +502,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -540,7 +540,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -565,7 +565,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -599,7 +599,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -621,7 +621,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -646,7 +646,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -681,7 +681,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 25, "metadata": { "pycharm": { "name": "#%%\n" @@ -733,7 +733,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 26, "metadata": { "pycharm": { "name": "#%%\n" @@ -762,7 +762,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 27, "metadata": { "pycharm": { "name": "#%%\n" @@ -805,7 +805,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 28, "metadata": { "pycharm": { "name": "#%%\n" @@ -834,7 +834,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 29, "metadata": { "pycharm": { "name": "#%%\n" @@ -871,7 +871,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 30, "metadata": { "pycharm": { "name": "#%%\n" @@ -900,7 +900,7 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 31, "metadata": { "pycharm": { "name": "#%%\n" @@ -909,7 +909,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAABAIAAAIjCAYAAACZALkcAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABoz0lEQVR4nO3deVwW5f7/8ffNDiKLguCCgoqZabmlYmpaFJZWVkfNNjXLMk1Ny6VcO5WpmaWVtvxKOydz6ZR1slSitEUyc82tXHDJxCUEXEG5r98fHubrHaigN9zKvJ6Px/049z1z3TOfmSEP8+aa63IYY4wAAAAAAIAteHm6AAAAAAAAUHoIAgAAAAAAsBGCAAAAAAAAbIQgAAAAAAAAGyEIAAAAAADARggCAAAAAACwEYIAAAAAAABshCAAAAAAAAAbIQgAAAAAAMBGCAIAAJeNMWPGyOFw6ODBg+dtGxsbqx49epR8UX8zY8YMORwO7dixo9T37U5l5Tg8rTg/s4Xp0aOHYmNj3VtUCWvbtq3atm3r6TIAAOdAEAAA8KgNGzbo/vvvV9WqVeXv768qVarovvvu04YNGzxd2jm9+OKLmj9/vqfLsLVZs2bp1Vdf9XQZperYsWMaM2aMlixZ4tE6Nm7cqDFjxhAUAcBliiAAAOAxn3zyiRo3bqyUlBT17NlTb775pnr16qVvv/1WjRs31qeffnrB2/7tt9/0zjvvuLFaV2cLAh544AEdP35cNWrUKLF94zQ7BAHvvPOOfvvtN+vzsWPHNHbs2EsiCBg7dmyhQcDixYu1ePHi0i8KAFBkPp4uAABgT9u2bdMDDzygmjVr6rvvvlNkZKS1bsCAAWrdurUeeOABrVu3TjVr1iz29v39/d1ZbpF5e3vL29vbI/tG2ePr61sq+zl69KjKlSvnlm35+fm5ZTsAgJJDjwAAgEdMnDhRx44d09tvv+0SAkhSRESE3nrrLR09elQTJkwo8N2DBw+qS5cuCgkJUcWKFTVgwACdOHHCpU1hYwRkZmZq4MCBiomJkb+/v2rXrq3x48fL6XS6tHM6nXrttdfUoEEDBQQEKDIyUu3bt9cvv/wiSXI4HDp69Khmzpwph8Mhh8Nh7evvz9Z37NjxrEFGQkKCmjZt6rLs3//+t5o0aaLAwEBVqFBB99xzj3bv3n3Oc/nxxx/L4XBo6dKlBda99dZbcjgcWr9+vSRp3bp16tGjh2rWrKmAgABFR0froYce0l9//XXOfeQf95gxYwosv5hzXZjPPvtMHTp0UJUqVeTv769atWrpn//8p/Ly8qw2bdu21YIFC7Rz507rGhTlWfqinN/vv/9enTt3VvXq1eXv76+YmBg9+eSTOn78eIHtbd68WV26dFFkZKQCAwN1xRVX6Nlnny3QLjMzUz169FBYWJhCQ0PVs2dPHTt27Lz1njlGwI4dO6z/VsaOHWsd95nXZPPmzfrHP/6hChUqKCAgQE2bNtXnn3/uss38n9GlS5fq8ccfV6VKlVStWjVJ0s6dO/X444/riiuuUGBgoCpWrKjOnTu7/OV/xowZ6ty5sySpXbt2Vh35vRQKGyNg//796tWrl6KiohQQEKBrrrlGM2fOdGmzY8cOORwOvfzyy3r77bdVq1Yt+fv769prr9WKFSvOe64AAEVHjwAAgEf897//VWxsrFq3bl3o+jZt2ig2NlYLFiwosK5Lly6KjY3VuHHj9NNPP2nKlCk6dOiQPvjgg7Pu79ixY7r++uu1Z88ePfroo6pevbqWLVum4cOHa+/evS5dzHv16qUZM2bolltu0cMPP6xTp07p+++/108//aSmTZvqX//6lx5++GE1a9ZMvXv3liTVqlWr0P127dpVDz74oFasWKFrr73WWr5z50799NNPmjhxorXshRde0MiRI9WlSxc9/PDDOnDggKZOnao2bdpo9erVCgsLK3QfHTp0UHBwsObOnavrr7/eZd2cOXN01VVXqX79+pKk5ORkbd++XT179lR0dLQ2bNigt99+Wxs2bNBPP/0kh8Nx1nNYVMU514WZMWOGgoODNWjQIAUHB+ubb77RqFGjlJ2dbZ2vZ599VllZWfrjjz80efJkSVJwcPA5t1vU8ztv3jwdO3ZMffr0UcWKFfXzzz9r6tSp+uOPPzRv3jxre+vWrVPr1q3l6+ur3r17KzY2Vtu2bdN///tfvfDCCy777tKli+Li4jRu3DitWrVK7777ripVqqTx48cX+bxGRkZq2rRp6tOnj+68807dddddkqSrr75a0unxNq677jpVrVpVw4YNU7ly5TR37lx16tRJ//nPf3TnnXe6bO/xxx9XZGSkRo0apaNHj0qSVqxYoWXLlumee+5RtWrVtGPHDk2bNk1t27bVxo0bFRQUpDZt2qh///6aMmWKnnnmGV155ZWSZP3v3x0/flxt27bV1q1b1a9fP8XFxWnevHnq0aOHMjMzNWDAAJf2s2bN0uHDh/Xoo4/K4XBowoQJuuuuu7R9+/ZS6yEBAGWeAQCglGVmZhpJ5o477jhnu9tvv91IMtnZ2cYYY0aPHm0kmdtvv92l3eOPP24kmbVr11rLatSoYbp37259/uc//2nKlStnfv/9d5fvDhs2zHh7e5tdu3YZY4z55ptvjCTTv3//AvU4nU7rfbly5Vy2n+/99983kkxaWpoxxpisrCzj7+9vBg8e7NJuwoQJxuFwmJ07dxpjjNmxY4fx9vY2L7zwgku7X3/91fj4+BRY/nfdunUzlSpVMqdOnbKW7d2713h5eZnnnnvOWnbs2LEC3/3oo4+MJPPdd9+d9TiMMUaSGT16dIHvX+i5PpvCanz00UdNUFCQOXHihLWsQ4cOpkaNGufcVr7inN/C9j9u3DiX62WMMW3atDHly5d3WWaM689J/s/sQw895NLmzjvvNBUrVjxv3d27d3c5xgMHDpz1Otx4442mQYMGLufI6XSali1bmvj4eGtZ/rVt1aqVy8+LMYUfe2pqqpFkPvjgA2vZvHnzjCTz7bffFmh//fXXm+uvv976/OqrrxpJ5t///re1LDc31yQkJJjg4GDrv++0tDQjyVSsWNFkZGRYbT/77DMjyfz3v/8teIIAABeERwMAAKXu8OHDkqTy5cufs13++uzsbJflffv2dfn8xBNPSJK+/PLLs25r3rx5at26tcLDw3Xw4EHrlZiYqLy8PH333XeSpP/85z9yOBwaPXp0gW1cyF/LQ0JCdMstt2ju3LkyxljL58yZoxYtWqh69eqSTg+c6HQ61aVLF5f6oqOjFR8fr2+//fac++natav279/vMojcxx9/LKfTqa5du1rLAgMDrfcnTpzQwYMH1aJFC0nSqlWrin18hSnquT6bM2s8fPiwDh48qNatW+vYsWPavHnzBdVUnPN75v6PHj2qgwcPqmXLljLGaPXq1ZKkAwcO6LvvvtNDDz1kXcN8hf2cPPbYYy6fW7durb/++qvAz/aFysjI0DfffKMuXbpY5+zgwYP666+/lJSUpC1btmjPnj0u33nkkUcKjGdx5rGfPHlSf/31l2rXrq2wsLAL/vn48ssvFR0drW7dulnLfH191b9/fx05cqTAIy1du3ZVeHi49Tm/19D27dsvaP8AgIJ4NAAAUOryb/DzA4GzOVtgEB8f7/K5Vq1a8vLyOudUZlu2bNG6desKjEeQb//+/ZJOD2JYpUoVVahQ4Zy1FUfXrl01f/58paamqmXLltq2bZtWrlzp0kV+y5YtMsYUOLZ85+sS3b59e4WGhmrOnDm68cYbJZ0OGxo2bKg6depY7TIyMjR27FjNnj3bOuZ8WVlZF3iErop6rs9mw4YNGjFihL755psCN8oXWmNxzu+uXbs0atQoff755zp06FCh+8+/Kc1/5OJ8/h4W5N/oHjp0SCEhIUU7iHPYunWrjDEaOXKkRo4cWWib/fv3q2rVqtbnuLi4Am2OHz+ucePG6f3339eePXtcwqsLPfc7d+5UfHy8vLxc//6U/yjBzp07XZaf61wBANyDIAAAUOpCQ0NVuXJlrVu37pzt1q1bp6pVq573Rqkof6l3Op266aabNGTIkELXn3mz7G633XabgoKCNHfuXLVs2VJz586Vl5eXNeBafn0Oh0NfffVVobMOnO/5d39/f3Xq1Emffvqp3nzzTe3bt08//vijXnzxRZd2Xbp00bJly/T000+rYcOGCg4OltPpVPv27Ys0kF9hzhzEL/9YLvRcZ2Zm6vrrr1dISIiee+451apVSwEBAVq1apWGDh16wTUW9fzm5eXppptuUkZGhoYOHaq6deuqXLly2rNnj3r06HHB+z/bTBJn3mhfjPy6nnrqKSUlJRXapnbt2i6fz/zrf74nnnhC77//vgYOHKiEhASFhobK4XDonnvuueBjL66SPlcAAIIAAICHdOzYUe+8845++OEHtWrVqsD677//Xjt27NCjjz5aYN2WLVtc/pq5detWOZ3Oc44aX6tWLR05ckSJiYnnrKtWrVpatGiRMjIyztkroDiPCZQrV04dO3bUvHnz9Morr2jOnDlq3bq1qlSp4rJfY4zi4uIuOJTo2rWrZs6cqZSUFG3atEnGGJfHAg4dOqSUlBSNHTtWo0aNspZv2bKlSNsPDw9XZmamy7Lc3Fzt3bvXZVlRz3VhlixZor/++kuffPKJ2rRpYy1PS0sr0LY416Co5/fXX3/V77//rpkzZ+rBBx+0licnJ7u0y58JIn82htJytmPOr8fX1/eCznu+jz/+WN27d9ekSZOsZSdOnChw3Ytz7mvUqKF169bJ6XS69ArIf8yjRo0aF1wvAODCMEYAAMAjnn76aQUGBurRRx8tMHVdRkaGHnvsMQUFBenpp58u8N033njD5fPUqVMlSbfccstZ99elSxelpqZq0aJFBdZlZmbq1KlTkqS7775bxhiNHTu2QLsz/yJZrly5AjdH59K1a1f9+eefevfdd7V27VqXG3RJuuuuu+Tt7a2xY8cW+MunMaZI0/slJiaqQoUKmjNnjubMmaNmzZq5BCb5f2n9+/bPN4p/vlq1ahV4vv/tt98u0COgqOe6MIXVmJubqzfffLNA23LlyhW5u3pRz29h+zfG6LXXXnP5TmRkpNq0aaP33ntPu3btKrC9khIUFCRJBX72KlWqpLZt2+qtt94qEMxIp8c0KApvb+8C9U+dOrXANS5XrlyhdRTm1ltvVXp6uubMmWMtO3XqlKZOnarg4OACM10AAEoePQIAAB4RHx+vmTNn6r777lODBg3Uq1cvxcXFaceOHfp//+//6eDBg/roo48KnZYvLS1Nt99+u9q3b6/U1FT9+9//1r333qtrrrnmrPt7+umn9fnnn6tjx47q0aOHmjRpoqNHj+rXX3/Vxx9/rB07digiIkLt2rXTAw88oClTpmjLli1Wl/nvv/9e7dq1U79+/SRJTZo00ddff61XXnlFVapUUVxcnJo3b37W/d96660qX768nnrqKXl7e+vuu+92WV+rVi09//zzGj58uHbs2KFOnTqpfPnySktL06effqrevXvrqaeeOuc59fX11V133aXZs2fr6NGjevnll13Wh4SEqE2bNpowYYJOnjypqlWravHixYX+tb0wDz/8sB577DHdfffduummm7R27VotWrRIERERF3SuC9OyZUuFh4ere/fu6t+/vxwOh/71r38VenPdpEkTzZkzR4MGDdK1116r4OBg3XbbbYVut6jnt27duqpVq5aeeuop7dmzRyEhIfrPf/5T6PPpU6ZMUatWrdS4cWP17t3b+vldsGCB1qxZU6RzWlyBgYGqV6+e5syZozp16qhChQqqX7++6tevrzfeeEOtWrVSgwYN9Mgjj6hmzZrat2+fUlNT9ccff2jt2rXn3X7Hjh31r3/9S6GhoapXr55SU1P19ddfq2LFii7tGjZsKG9vb40fP15ZWVny9/fXDTfcoEqVKhXYZu/evfXWW2+pR48eWrlypWJjY/Xxxx/rxx9/1KuvvnreQUMBACWg9CYoAACgoHXr1plu3bqZypUrG19fXxMdHW26detmfv311wJt86di27hxo/nHP/5hypcvb8LDw02/fv3M8ePHXdr+fUo7Y4w5fPiwGT58uKldu7bx8/MzERERpmXLlubll182ubm5VrtTp06ZiRMnmrp16xo/Pz8TGRlpbrnlFrNy5UqrzebNm02bNm1MYGCgkWTtq7Bp9/Ldd999RpJJTEw86/n4z3/+Y1q1amXKlStnypUrZ+rWrWv69u1rfvvttyKcTWOSk5ONJONwOMzu3bsLrP/jjz/MnXfeacLCwkxoaKjp3Lmz+fPPPwtMSVfYceTl5ZmhQ4eaiIgIExQUZJKSkszWrVsv6lwX5scffzQtWrQwgYGBpkqVKmbIkCFm0aJFBaarO3LkiLn33ntNWFiYkVSkqQSLcn43btxoEhMTTXBwsImIiDCPPPKIWbt2rZFk3n//fZftrV+/3jqfAQEB5oorrjAjR4601uf/zB44cMDle+f6OTnT36cPNMaYZcuWmSZNmhg/P78C123btm3mwQcfNNHR0cbX19dUrVrVdOzY0Xz88ccF9r1ixYoC+zt06JDp2bOniYiIMMHBwSYpKcls3ry50Gv8zjvvmJo1axpvb2+Xa/P36QONMWbfvn3Wdv38/EyDBg0KnMv86QMnTpxYoK6/HycA4OI4jGHkFQBA2RMTE6OkpCS9++67ni4FAADgksIYAQCAMid//vOzdT8HAACwM8YIAACUKYsWLdLs2bN1/Phx3XjjjZ4uBwAA4JLDowEAgDKlXbt22rp1q/r06aNnnnnG0+UAAABccggCAAAAAACwEcYIAAAAAADARggCAAAAAACwEQYLLAFOp1N//vmnypcvL4fD4elyAAAAAABlnDFGhw8fVpUqVeTlde6/+RMElIA///xTMTExni4DAAAAAGAzu3fvVrVq1c7ZhiCgBJQvX17S6QsQEhLi4WoAAAAAAGVddna2YmJirPvRcyEIKAH5jwOEhIQQBAAAAAAASk1RHk9nsEAAAAAAAGyEIAAAAAAAABshCAAAAAAAwEYYIwAAAAAAUChjjE6dOqW8vDxPl2J73t7e8vHxccsU9QQBAAAAAIACcnNztXfvXh07dszTpeB/goKCVLlyZfn5+V3UdggCAAAAAAAunE6n0tLS5O3trSpVqsjPz88tf4nGhTHGKDc3VwcOHFBaWpri4+Pl5XXhT/oTBJzFG2+8oYkTJyo9PV3XXHONpk6dqmbNmnm6LAAAAAAocbm5uXI6nYqJiVFQUJCny4GkwMBA+fr6aufOncrNzVVAQMAFb4vBAgsxZ84cDRo0SKNHj9aqVat0zTXXKCkpSfv37/d0aQAAAABQai7mr85wP3ddD65qIV555RU98sgj6tmzp+rVq6fp06crKChI7733nqdLAwAAAADgohAE/E1ubq5WrlypxMREa5mXl5cSExOVmppa6HdycnKUnZ3t8gIAAAAA4FJEEPA3Bw8eVF5enqKiolyWR0VFKT09vdDvjBs3TqGhodYrJiamNEoFAAAAAKDYCALcYPjw4crKyrJeu3fv9nRJAAAAAGBb6enpeuKJJ1SzZk35+/srJiZGt912m1JSUjxd2lk5HA7Nnz+/VPbFrAF/ExERIW9vb+3bt89l+b59+xQdHV3od/z9/eXv718a5QEAAAAAzmHHjh267rrrFBYWpokTJ6pBgwY6efKkFi1apL59+2rz5s3F3qYxRnl5efLxcb2Fzs3NlZ+fn7tKLzX0CPgbPz8/NWnSxCUpcjqdSklJUUJCggcrAwAAAACcz+OPPy6Hw6Gff/5Zd999t+rUqaOrrrpKgwYN0k8//aQdO3bI4XBozZo11ncyMzPlcDi0ZMkSSdKSJUvkcDj01VdfqUmTJvL399cPP/ygtm3bql+/fho4cKAiIiKUlJQkSVq/fr1uueUWBQcHKyoqSg888IAOHjxobb9t27bq37+/hgwZogoVKig6Olpjxoyx1sfGxkqS7rzzTjkcDutzSaFHQCEGDRqk7t27q2nTpmrWrJleffVVHT16VD179vR0aQAAAADgEbdN/UEHDueU+n4jy/vrv0+0KlLbjIwMLVy4UC+88ILKlStXYH1YWJgyMzOLvO9hw4bp5ZdfVs2aNRUeHi5Jmjlzpvr06aMff/xR0ukQ4YYbbtDDDz+syZMn6/jx4xo6dKi6dOmib775xtrWzJkzNWjQIC1fvlypqanq0aOHrrvuOt10001asWKFKlWqpPfff1/t27eXt7d3kWu8EAQBhejatasOHDigUaNGKT09XQ0bNtTChQsLDCAIAAAAAHZx4HCO0rNPeLqMc9q6dauMMapbt65btvfcc8/ppptuclkWHx+vCRMmWJ+ff/55NWrUSC+++KK17L333lNMTIx+//131alTR5J09dVXa/To0dY2Xn/9daWkpOimm25SZGSkpNNBxdkeSXcngoCz6Nevn/r16+fpMkpM1qGD2vb/TvdwyK3UUC0e/KeHKwIAAABwKYss75lx0YqzX2OMW/fdtGnTAsuaNGni8nnt2rX69ttvFRwcXKDttm3bXIKAM1WuXFn79+93Y7VFRxBgUydzjqvxke8kSaudpzxcDQAAAIBLXVG753tSfHy8HA7HOQcE9PI6PVTemaHByZMnC21b2OMFf1925MgR3XbbbRo/fnyBtpUrV7be+/r6uqxzOBxyOp1nrbMkMVggAAAAAKBMqFChgpKSkvTGG2/o6NGjBdZnZmZa3fD37t1rLT9z4MDiaty4sTZs2KDY2FjVrl3b5VVYkHA2vr6+ysvLu+A6ioMgAAAAAABQZrzxxhvKy8tTs2bN9J///EdbtmzRpk2bNGXKFCUkJCgwMFAtWrTQSy+9pE2bNmnp0qUaMWLEBe+vb9++ysjIULdu3bRixQpt27ZNixYtUs+ePYt1Yx8bG6uUlBSlp6fr0KFDF1xPURAEAAAAAADKjJo1a2rVqlVq166dBg8erPr16+umm25SSkqKpk2bJun0YH6nTp1SkyZNNHDgQD3//PMXvL8qVaroxx9/VF5enm6++WY1aNBAAwcOVFhYmPUYQlFMmjRJycnJiomJUaNGjS64nqJwGHePpgBlZ2crNDRUWVlZCgkJ8XQ5hTqYvlsR0+tLklYHtVSjIV95uCIAAAAAl4oTJ04oLS1NcXFxCggI8HQ5+J9zXZfi3IfSIwAAAAAAABshCAAAAAAAwEYIAgAAAAAAsBGCAAAAAAAAbIQgAHJ4ugAAAAAAQKkhCLArB7f/AAAAAGBHBAEAAAAAANgIQQAAAAAAADZCEAAZTxcAAAAAACg1BAE2xQgBAAAAAGBPBAEAAAAAgDKjR48ecjgc1qtixYpq37691q1b55btjxkzRg0bNnTLtjyFIAAAAAAAUKa0b99ee/fu1d69e5WSkiIfHx917NjR02VdMggCAAAAAABlir+/v6KjoxUdHa2GDRtq2LBh2r17tw4cOCBJ2r17t7p06aKwsDBVqFBBd9xxh3bs2GF9f8mSJWrWrJnKlSunsLAwXXfdddq5c6dmzJihsWPHau3atVaPgxkzZnjmIC+Cj6cLAAAAAABcBt66Xjqyv/T3G1xJenTpBX/9yJEj+ve//63atWurYsWKOnnypJKSkpSQkKDvv/9ePj4+ev75563HB7y8vNSpUyc98sgj+uijj5Sbm6uff/5ZDodDXbt21fr167Vw4UJ9/fXXkqTQ0FB3HWmpIQiAHMwbAAAAAOB8juyXDv/p6SqK5IsvvlBwcLAk6ejRo6pcubK++OILeXl5adasWXI6nXr33XflcJweRv39999XWFiYlixZoqZNmyorK0sdO3ZUrVq1JElXXnmlte3g4GD5+PgoOjq69A/MTQgC7MrBvAEAAAAAiiG40mWz33bt2mnatGmSpEOHDunNN9/ULbfcop9//llr167V1q1bVb58eZfvnDhxQtu2bdPNN9+sHj16KCkpSTfddJMSExPVpUsXVa5c2S2HcykgCAAAAAAAnN9FdM8vbeXKlVPt2rWtz++++65CQ0P1zjvv6MiRI2rSpIk+/PDDAt+LjIyUdLqHQP/+/bVw4ULNmTNHI0aMUHJyslq0aFFqx1CSCAIAAAAAAGWaw+GQl5eXjh8/rsaNG2vOnDmqVKmSQkJCzvqdRo0aqVGjRho+fLgSEhI0a9YstWjRQn5+fsrLyyvF6t2PWQMAAAAAAGVKTk6O0tPTlZ6erk2bNumJJ57QkSNHdNttt+m+++5TRESE7rjjDn3//fdKS0vTkiVL1L9/f/3xxx9KS0vT8OHDlZqaqp07d2rx4sXasmWLNU5AbGys0tLStGbNGh08eFA5OTkePtrio0cAAAAAAKBMWbhwofVMf/ny5VW3bl3NmzdPbdu2lSR99913Gjp0qO666y4dPnxYVatW1Y033qiQkBAdP35cmzdv1syZM/XXX3+pcuXK6tu3rx599FFJ0t13361PPvlE7dq1U2Zmpt5//3316NHDQ0d6YRzGGIaMd7Ps7GyFhoYqKyvrnF1NPOmv/XtU8c16kqQ1QQlqOGShhysCAAAAcKk4ceKE0tLSFBcXp4CAAE+Xg/8513Upzn0ojwYAAAAAAGAjBAEAAAAAANgIQYBNOTxdAAAAAADAIwgCAAAAAACwEYIAyMF4kQAAAAAKwdjylxZ3XQ+CANvi4QAAAAAAhfP19ZUkHTt2zMOV4Ez51yP/+lwoH3cUAwAAAAAoO7y9vRUWFqb9+/dLkoKCguRw8MdETzHG6NixY9q/f7/CwsLk7e19UdsjCAAAAAAAFBAdHS1JVhgAzwsLC7Ouy8UgCAAAAAAAFOBwOFS5cmVVqlRJJ0+e9HQ5tufr63vRPQHyEQQAAAAAAM7K29vbbTeguDQwWCAAAAAAADZCEAAAAAAAgI0QBAAAAAAAYCMEAQAAAAAA2AhBACQZTxcAAAAAACglBAF25XB4ugIAAAAAgAcQBNiUgyAAAAAAAGyJIAAAAAAAABshCAAAAAAAwEYIAgAAAAAAsBGCAAAAAAAAbIQgAAAAAAAAGyEIAAAAAADARggCAAAAAACwEYIAyCHj6RIAAAAAAKWEIMC2HJ4uAAAAAADgAQQBAAAAAADYCEEAAAAAAAA2QhAAAAAAAICNEASAoQIBAAAAwEYIAmyKoQIBAAAAwJ4IAgAAAAAAsBGCAAAAAAAAbIQgAAAAAAAAGylTQUBsbKwcDofL66WXXnJps27dOrVu3VoBAQGKiYnRhAkTCmxn3rx5qlu3rgICAtSgQQN9+eWXpXUIHsF4AQAAAABgH2UqCJCk5557Tnv37rVeTzzxhLUuOztbN998s2rUqKGVK1dq4sSJGjNmjN5++22rzbJly9StWzf16tVLq1evVqdOndSpUyetX7/eE4dTchzc/gMAAACAHfl4ugB3K1++vKKjowtd9+GHHyo3N1fvvfee/Pz8dNVVV2nNmjV65ZVX1Lt3b0nSa6+9pvbt2+vpp5+WJP3zn/9UcnKyXn/9dU2fPr3UjgMAAAAAgJJQ5noEvPTSS6pYsaIaNWqkiRMn6tSpU9a61NRUtWnTRn5+ftaypKQk/fbbbzp06JDVJjEx0WWbSUlJSk1NPes+c3JylJ2d7fICAAAAAOBSVKZ6BPTv31+NGzdWhQoVtGzZMg0fPlx79+7VK6+8IklKT09XXFycy3eioqKsdeHh4UpPT7eWndkmPT39rPsdN26cxo4d6+ajAQAAAADA/S75HgHDhg0rMADg31+bN2+WJA0aNEht27bV1Vdfrccee0yTJk3S1KlTlZOTU6I1Dh8+XFlZWdZr9+7dJbo/AAAAAAAu1CXfI2Dw4MHq0aPHOdvUrFmz0OXNmzfXqVOntGPHDl1xxRWKjo7Wvn37XNrkf84fV+Bsbc427oAk+fv7y9/f/3yHAgAAAACAx13yQUBkZKQiIyMv6Ltr1qyRl5eXKlWqJElKSEjQs88+q5MnT8rX11eSlJycrCuuuELh4eFWm5SUFA0cONDaTnJyshISEi7uQAAAAAAAuARc8o8GFFVqaqpeffVVrV27Vtu3b9eHH36oJ598Uvfff791k3/vvffKz89PvXr10oYNGzRnzhy99tprGjRokLWdAQMGaOHChZo0aZI2b96sMWPG6JdfflG/fv08dWgAAAAAALjNJd8joKj8/f01e/ZsjRkzRjk5OYqLi9OTTz7pcpMfGhqqxYsXq2/fvmrSpIkiIiI0atQoa+pASWrZsqVmzZqlESNG6JlnnlF8fLzmz5+v+vXre+KwAAAAAABwK4cxxni6iLImOztboaGhysrKUkhIiKfLKVTmX/sVNjVekrQu4FpdPexrD1cEAAAAALhQxbkPLTOPBqB4HA5PVwAAAAAA8ASCANsiCQAAAAAAOyIIAAAAAADARggCAAAAAACwEYIAAAAAAABshCAAAAAAAAAbIQgAAAAAAMBGCAIAAAAAALARggAAAAAAAGyEIAAAAAAAABshCIAcMp4uAQAAAABQSggCbMo4HJ4uAQAAAADgAQQBAAAAAADYCEEAAAAAAAA2QhBgUw7xaAAAAAAA2BFBAAAAAAAANkIQAAAAAACAjRAEAAAAAABgIwQBAAAAAADYCEEAAAAAAAA2QhAAScbTBQAAAAAASglBgG0xfSAAAAAA2BFBAAAAAAAANkIQAAAAAACAjRAEAAAAAABgIwQBAAAAAADYCEEAAAAAAAA2QhAAAAAAAICNEATYFbMHAgAAAIAtEQQAAAAAAGAjBAGQQ8bTJQAAAAAASglBAAAAAAAANkIQAAAAAACAjRAEAAAAAABgIwQBAAAAAADYCEEAAAAAAAA2QhAAAAAAAICNEAQAAAAAAGAjBAEAAAAAANgIQQAAAAAAADZCEAAAAAAAgI0QBAAAAAAAYCMEATbl8HJ4ugQAAAAAgAcQBAAAAAAAYCMEAQAAAAAA2AhBAAAAAAAANkIQAAAAAACAjRAEAAAAAABgIwQBAAAAAADYCEEAAAAAAAA2QhAAAAAAAICNEARADmM8XQIAAAAAoJQQBNiWw9MFAAAAAAA8gCAAAAAAAAAbIQgAAAAAAMBGCAIgRggAAAAAAPsgCLApRggAAAAAAHsiCAAAAAAAwEYIAgAAAAAAsBGCAAAAAAAAbOSyCQJeeOEFtWzZUkFBQQoLCyu0za5du9ShQwcFBQWpUqVKevrpp3Xq1CmXNkuWLFHjxo3l7++v2rVra8aMGQW288Ybbyg2NlYBAQFq3ry5fv755xI4IgAAAAAASt9lEwTk5uaqc+fO6tOnT6Hr8/Ly1KFDB+Xm5mrZsmWaOXOmZsyYoVGjRllt0tLS1KFDB7Vr105r1qzRwIED9fDDD2vRokVWmzlz5mjQoEEaPXq0Vq1apWuuuUZJSUnav39/iR+jpziYNwAAAAAAbMNhjLms7gJnzJihgQMHKjMz02X5V199pY4dO+rPP/9UVFSUJGn69OkaOnSoDhw4ID8/Pw0dOlQLFizQ+vXrre/dc889yszM1MKFCyVJzZs317XXXqvXX39dkuR0OhUTE6MnnnhCw4YNK1KN2dnZCg0NVVZWlkJCQtxw1O53+HCWyk+qLkna4N9QVw1f6uGKAAAAAAAXqjj3oZdNj4DzSU1NVYMGDawQQJKSkpKUnZ2tDRs2WG0SExNdvpeUlKTU1FRJp3sdrFy50qWNl5eXEhMTrTaFycnJUXZ2tssLAAAAAIBLUZkJAtLT011CAEnW5/T09HO2yc7O1vHjx3Xw4EHl5eUV2iZ/G4UZN26cQkNDrVdMTIw7DgkAAAAAALfzaBAwbNgwORyOc742b97syRKLZPjw4crKyrJeu3fv9nRJAAAAAAAUyseTOx88eLB69OhxzjY1a9Ys0raio6MLjO6/b98+a13+/+YvO7NNSEiIAgMD5e3tLW9v70Lb5G+jMP7+/vL39y9SnQAAAAAAeJJHg4DIyEhFRka6ZVsJCQl64YUXtH//flWqVEmSlJycrJCQENWrV89q8+WXX7p8Lzk5WQkJCZIkPz8/NWnSRCkpKerUqZOk04MFpqSkqF+/fm6pEwAAAAAAT7psxgjYtWuX1qxZo127dikvL09r1qzRmjVrdOTIEUnSzTffrHr16umBBx7Q2rVrtWjRIo0YMUJ9+/a1/lr/2GOPafv27RoyZIg2b96sN998U3PnztWTTz5p7WfQoEF65513NHPmTG3atEl9+vTR0aNH1bNnT48cNwAAAAAA7uTRHgHFMWrUKM2cOdP63KhRI0nSt99+q7Zt28rb21tffPGF+vTpo4SEBJUrV07du3fXc889Z30nLi5OCxYs0JNPPqnXXntN1apV07vvvqukpCSrTdeuXXXgwAGNGjVK6enpatiwoRYuXFhgAEEAAAAAAC5HDmOM8XQRZU1x5m/0lCNHshX88unZDTb4N9RVw5d6uCIAAAAAwIUqzn3oZfNoAEqOQ2RBAAAAAGAXBAG25fB0AQAAAAAADyAIAAAAAADARggCAAAAAACwEYIAAAAAAABshCAAAAAAAAAbIQgAAAAAAMBGCAIAAAAAALARggAAAAAAAGyEIAAAAAAAABshCAAAAAAAwEYIAgAAAAAAsBGCALtyODxdAQAAAADAAwgCAAAAAACwEYIAmzqzP8Dx3DyP1QEAAAAAKF0EAVDuKaeMMZ4uAwAAAABQCggCIElykgMAAAAAgC1cUBCwbds2jRgxQt26ddP+/fslSV999ZU2bNjg1uIAAAAAAIB7FTsIWLp0qRo0aKDly5frk08+0ZEjRyRJa9eu1ejRo91eIEpH9vGTni4BAAAAAFAKih0EDBs2TM8//7ySk5Pl5+dnLb/hhhv0008/ubU4lJ5Rn9ObAwAAAADsoNhBwK+//qo777yzwPJKlSrp4MGDbikKpe+/a//0dAkAAAAAgFJQ7CAgLCxMe/fuLbB89erVqlq1qluKQulyOBgpEAAAAADsothBwD333KOhQ4cqPT1dDodDTqdTP/74o5566ik9+OCDJVEjSoTD0wUAAAAAADyg2EHAiy++qLp16yomJkZHjhxRvXr11KZNG7Vs2VIjRowoiRoBAAAAAICb+BT3C35+fnrnnXc0cuRIrV+/XkeOHFGjRo0UHx9fEvUBAAAAAAA3KnYQkK969eqqXr26O2sBAAAAAAAlrNhBwEMPPXTO9e+9994FFwMAAAAAAEpWsYOAQ4cOuXw+efKk1q9fr8zMTN1www1uKwwAAAAAALhfsYOATz/9tMAyp9OpPn36qFatWm4pCiXPwaQBAAAAAGBLxZ41oNCNeHlp0KBBmjx5sjs2BwAAAAAASohbggBJ2rZtm06dOuWuzQEAAAAAgBJQ7EcDBg0a5PLZGKO9e/dqwYIF6t69u9sKQ+lxyEiSZi3fpXubMxMEAAAAAJRlxQ4CVq9e7fLZy8tLkZGRmjRp0nlnFMAlpJBBAp759FeCAAAAAAAo44odBHz77bclUQcAAAAAACgFbhsjAAAAAAAAXPqK1COgUaNGchRxvrlVq1ZdVEEAAAAAAKDkFCkI6NSpUwmXAQAAAAAASkORgoDRo0eXdB0AAAAAAKAUMEYAAAAAAAA2UuxZA/Ly8jR58mTNnTtXu3btUm5ursv6jIwMtxUHAAAAAADcq9g9AsaOHatXXnlFXbt2VVZWlgYNGqS77rpLXl5eGjNmTAmUCAAAAAAA3KXYQcCHH36od955R4MHD5aPj4+6deumd999V6NGjdJPP/1UEjUCAAAAAAA3KXYQkJ6ergYNGkiSgoODlZWVJUnq2LGjFixY4N7qUGIcDA8BAAAAALZU7LvBatWqae/evZKkWrVqafHixZKkFStWyN/f373VAQAAAAAAtyp2EHDnnXcqJSVFkvTEE09o5MiRio+P14MPPqiHHnrI7QUCAAAAAAD3KfasAS+99JL1vmvXrqpRo4aWLVum+Ph43XbbbW4tDgAAAAAAuFexg4ATJ04oICDA+tyiRQu1aNHCrUUBAAAAAICSUexHAypVqqTu3bsrOTlZTqezJGoCAAAAAAAlpNhBwMyZM3Xs2DHdcccdqlq1qgYOHKhffvmlJGoDAAAAAABudkGDBc6bN0/79u3Tiy++qI0bN6pFixaqU6eOnnvuuZKoEQAAAAAAuMkFTyZfvnx59ezZU4sXL9a6detUrlw5jR071p21AQAAAAAAN7vgIODEiROaO3euOnXqpMaNGysjI0NPP/20O2sDAAAAAABuVuxZAxYtWqRZs2Zp/vz58vHx0T/+8Q8tXrxYbdq0KYn6UAocMp4uAQAAAABQSoodBNx5553q2LGjPvjgA916663y9fUtibpQ0hwOT1cAAAAAAPCAYgcB+/btU/ny5UuiFlwCjDFyEBIAAAAAQJlV7DECCAHKthMnnZ4uAQAAAABQgi54sEBc3vijPwAAAADYE0EAAAAAAAA2QhAAAAAAAICNXHAQsHXrVi1atEjHjx+XdHqQOVz+DFMJAgAAAECZVuwg4K+//lJiYqLq1KmjW2+9VXv37pUk9erVS4MHD3Z7gfleeOEFtWzZUkFBQQoLCyu0jcPhKPCaPXu2S5slS5aocePG8vf3V+3atTVjxowC23njjTcUGxurgIAANW/eXD///HMJHBEAAAAAAKWv2EHAk08+KR8fH+3atUtBQUHW8q5du2rhwoVuLe5Mubm56ty5s/r06XPOdu+//7727t1rvTp16mStS0tLU4cOHdSuXTutWbNGAwcO1MMPP6xFixZZbebMmaNBgwZp9OjRWrVqla655holJSVp//79JXVolxQ6dgAAAABA2eZT3C8sXrxYixYtUrVq1VyWx8fHa+fOnW4r7O/Gjh0rSYX+Bf9MYWFhio6OLnTd9OnTFRcXp0mTJkmSrrzySv3www+aPHmykpKSJEmvvPKKHnnkEfXs2dP6zoIFC/Tee+9p2LBhbjqaS4uDxwEAAAAAwDaK3SPg6NGjLj0B8mVkZMjf398tRV2Mvn37KiIiQs2aNdN7773nMnZBamqqEhMTXdonJSUpNTVV0uleBytXrnRp4+XlpcTERKtNYXJycpSdne3yuvQVPn8gkQAAAAAAlG3FDgJat26tDz74wPrscDjkdDo1YcIEtWvXzq3FFddzzz2nuXPnKjk5WXfffbcef/xxTZ061Vqfnp6uqKgol+9ERUUpOztbx48f18GDB5WXl1dom/T09LPud9y4cQoNDbVeMTEx7j0wAAAAAADcpNiPBkyYMEE33nijfvnlF+Xm5mrIkCHasGGDMjIy9OOPPxZrW8OGDdP48ePP2WbTpk2qW7dukbY3cuRI632jRo109OhRTZw4Uf379y9WXcU1fPhwDRo0yPqcnZ1NGAAAAAAAuCQVOwioX7++fv/9d73++usqX768jhw5orvuukt9+/ZV5cqVi7WtwYMHq0ePHudsU7NmzeKWaGnevLn++c9/KicnR/7+/oqOjta+fftc2uzbt08hISEKDAyUt7e3vL29C21ztnEHJMnf3/+SeCwCAAAAAIDzKXYQIEmhoaF69tlnL3rnkZGRioyMvOjtnM2aNWsUHh5u3aQnJCToyy+/dGmTnJyshIQESZKfn5+aNGmilJQUa7YBp9OplJQU9evXr8TqvJQYpg0AAAAAgDKt2EFA7dq1df/99+u+++5TfHx8SdRUqF27dikjI0O7du1SXl6e1qxZY9UTHBys//73v9q3b59atGihgIAAJScn68UXX9RTTz1lbeOxxx7T66+/riFDhuihhx7SN998o7lz52rBggVWm0GDBql79+5q2rSpmjVrpldffVVHjx61ZhEo64gBAAAAAKBsK3YQ0LdvX82aNUvPPfecmjRpovvvv19du3Y9Z9d5dxg1apRmzpxpfW7UqJEk6dtvv1Xbtm3l6+urN954Q08++aSMMapdu7Y1FWC+uLg4LViwQE8++aRee+01VatWTe+++641daAkde3aVQcOHNCoUaOUnp6uhg0bauHChQUGEAQAAAAA4HLkMBfYF/z333/Xhx9+qI8++khpaWlq166d7r//fj344IPurvGyk52drdDQUGVlZSkkJMTT5RTqRE6uAsadfixjhbOOOueOkSStG3OzQgJ8PVgZAAAAAKC4inMfWuzpA/PVqVNHY8eO1e+//67vv/9eBw4csE33eQAAAAAALlcXNFhgvp9//lmzZs3SnDlzlJ2drc6dO7urLpQixxnvGSsQAAAAAMq2YgcBf38k4IYbbtD48eN11113KTg4uCRqRElwOM7fBgAAAABQ5hQ7CKhbt66uvfZa9e3bV/fccw+D6JU19AgAAAAAgDKt2EHAb7/9VqrTBgIAAAAAAPcp9mCBhABlm6FLAAAAAACUaUXqEVChQgX9/vvvioiIUHh4uBzneL48IyPDbcWh9B3JOaWwID9PlwEAAAAAKCFFCgImT56s8uXLW+/PFQTg8vaflXs0IJFeHwAAAABQVhUpCOjevbv1vkePHiVVCy4B+w6f8HQJAAAAAIASVOwxAry9vbV///4Cy//66y95e3u7pSh4zqzluzxdAgAAAACgBBU7CDCm8MHkcnJy5OfHs+UAAAAAAFzKijx94JQpUyRJDodD7777roKDg611eXl5+u6771S3bl33VwgAAAAAANymyEHA5MmTJZ3uETB9+nSXxwD8/PwUGxur6dOnu79ClDgHUwYCAAAAgG0UOQhIS0uTJLVr106ffPKJwsPDS6wolDxmfgAAAAAAeypyEJDv22+/LYk6AAAAAABAKSj2YIF33323xo8fX2D5hAkT1LlzZ7cUBQAAAAAASkaxg4DvvvtOt956a4Hlt9xyi7777ju3FAUAAAAAAEpGsYOAI0eOFDpNoK+vr7Kzs91SFAAAAAAAKBnFDgIaNGigOXPmFFg+e/Zs1atXzy1FwbOMYRYBAAAAACirij1Y4MiRI3XXXXdp27ZtuuGGGyRJKSkp+uijjzRv3jy3F4jSt3X/EcVHlfd0GQAAAACAElDsIOC2227T/Pnz9eKLL+rjjz9WYGCgrr76an399de6/vrrS6JGlLKcU05PlwAAAAAAKCHFDgIkqUOHDurQoYO7awEAAAAAACWs2GMESFJmZqbeffddPfPMM8rIyJAkrVq1Snv27HFrcSgdDjEmAAAAAADYRbF7BKxbt06JiYkKDQ3Vjh079PDDD6tChQr65JNPtGvXLn3wwQclUSfczeHwdAUAAAAAAA8odo+AQYMGqUePHtqyZYsCAgKs5bfeequ+++47txYHAAAAAADcq9hBwIoVK/Too48WWF61alWlp6e7pSgAAAAAAFAyih0E+Pv7Kzs7u8Dy33//XZGRkW4pCgAAAAAAlIxiBwG33367nnvuOZ08eVKS5HA4tGvXLg0dOlR333232wsEAAAAAADuU+wgYNKkSTpy5IgqVaqk48eP6/rrr1ft2rVVvnx5vfDCCyVRI0qAQwwWCAAAAAB2VOxZA0JDQ5WcnKwffvhB69at05EjR9S4cWMlJiaWRH0AAAAAAMCNih0E5GvVqpVatWrlzloAAAAAAEAJK1IQMGXKFPXu3VsBAQGaMmXKOdsGBwfrqquuUvPmzd1SIAAAAAAAcJ8iBQGTJ0/Wfffdp4CAAE2ePPmcbXNycrR//349+eSTmjhxoluKRMlitAAAAAAAsI8iBQFpaWmFvj+b5ORk3XvvvQQBAAAAAABcYoo9a0BRtGrVSiNGjCiJTQMAAAAAgItwQUFASkqKOnbsqFq1aqlWrVrq2LGjvv76a2t9YGCgBgwY4LYiAQAAAACAexQ7CHjzzTfVvn17lS9fXgMGDNCAAQMUEhKiW2+9VW+88UZJ1IhSZoynKwAAAAAAlJRiTx/44osvavLkyerXr5+1rH///rruuuv04osvqm/fvm4tEAAAAAAAuE+xewRkZmaqffv2BZbffPPNysrKcktRAAAAAACgZBQ7CLj99tv16aefFlj+2WefqWPHjm4pCgAAAAAAlIwiPRowZcoU6329evX0wgsvaMmSJUpISJAk/fTTT/rxxx81ePDgkqkSpcqIQQIAAAAAoKxyGHP+oeHi4uKKtjGHQ9u3b7/ooi532dnZCg0NVVZWlkJCQjxdTqFyTznl93y4JGm1s7buzH3OWvd421oa0r6up0oDAAAAABRTce5Di9QjIC0tzS2F4dLhcJzx/m89ADanHy7lagAAAAAApaXYYwTkO3jwoA4ePOjOWlDKnMZx/kYAAAAAgDKlWEFAZmam+vbtq4iICEVFRSkqKkoRERHq16+fMjMzS6hEAAAAAADgLkV6NECSMjIylJCQoD179ui+++7TlVdeKUnauHGjZsyYoZSUFC1btkzh4eElVixKRxGGjQAAAAAAXKaKHAQ899xz8vPz07Zt2xQVFVVg3c0336znnntOkydPdnuRAAAAAADAPYr8aMD8+fP18ssvFwgBJCk6OloTJkzQp59+6tbi4BkOB2MHAAAAAEBZVeQgYO/evbrqqqvOur5+/fpKT093S1HwLCePBgAAAABAmVXkICAiIkI7duw46/q0tDRVqFDBHTXBw7zoEQAAAAAAZVaRg4CkpCQ9++yzys3NLbAuJydHI0eOVPv27d1aHDzjWO4pT5cAAAAAACghxRossGnTpoqPj1ffvn1Vt25dGWO0adMmvfnmm8rJydG//vWvkqwVpcTJkwEAAAAAUGYVOQioVq2aUlNT9fjjj2v48OHWFHMOh0M33XSTXn/9dcXExJRYoSg9PBgAAAAAAGVXkYMASYqLi9NXX32lQ4cOacuWLZKk2rVrMzbAZc+1CwBDBAAAAABA2VWsICBfeHi4mjVr5u5aUMp4AgAAAAAA7KfIgwXCPhw8HAAAAAAAZRZBgE2d61bfi58KAAAAACizuOVDAfQIAAAAAICyiyAABTBYIAAAAACUXQQBAAAAAADYyGURBOzYsUO9evVSXFycAgMDVatWLY0ePVq5ubku7datW6fWrVsrICBAMTExmjBhQoFtzZs3T3Xr1lVAQIAaNGigL7/80mW9MUajRo1S5cqVFRgYqMTERGuqRLvw9qJLAAAAAACUVZdFELB582Y5nU699dZb2rBhgyZPnqzp06frmWeesdpkZ2fr5ptvVo0aNbRy5UpNnDhRY8aM0dtvv221WbZsmbp166ZevXpp9erV6tSpkzp16qT169dbbSZMmKApU6Zo+vTpWr58ucqVK6ekpCSdOHGiVI/Zk4gBAAAAAKDschhjLsvp5CdOnKhp06Zp+/btkqRp06bp2WefVXp6uvz8/CRJw4YN0/z587V582ZJUteuXXX06FF98cUX1nZatGihhg0bavr06TLGqEqVKho8eLCeeuopSVJWVpaioqI0Y8YM3XPPPUWqLTs7W6GhocrKylJISIg7D9ttTuU55XiugrwdRmucNdUp93lrXbsrIvV+z2YerA4AAAAAUBzFuQ+9LHoEFCYrK0sVKlSwPqempqpNmzZWCCBJSUlJ+u2333To0CGrTWJiost2kpKSlJqaKklKS0tTenq6S5vQ0FA1b97calOYnJwcZWdnu7wuJ/QAAAAAAAD7uCyDgK1bt2rq1Kl69NFHrWXp6emKiopyaZf/OT09/Zxtzlx/5vcKa1OYcePGKTQ01HrFxMRc4JGVLnOWCMDBtAEAAAAAUGZ5NAgYNmyYHA7HOV/53frz7dmzR+3bt1fnzp31yCOPeKhyV8OHD1dWVpb12r17t6dLuijEAAAAAABQdvl4cueDBw9Wjx49ztmmZs2a1vs///xT7dq1U8uWLV0GAZSk6Oho7du3z2VZ/ufo6Ohztjlzff6yypUru7Rp2LDhWWv09/eXv7//OY/jUmN09ht+OgQAAAAAQNnl0SAgMjJSkZGRRWq7Z88etWvXTk2aNNH7778vLy/XzgwJCQl69tlndfLkSfn6+kqSkpOTdcUVVyg8PNxqk5KSooEDB1rfS05OVkJCgiQpLi5O0dHRSklJsW78s7OztXz5cvXp0+cijxYAAAAAAM+7LMYI2LNnj9q2bavq1avr5Zdf1oEDB5Senu7y3P69994rPz8/9erVSxs2bNCcOXP02muvadCgQVabAQMGaOHChZo0aZI2b96sMWPG6JdfflG/fv0knX42fuDAgXr++ef1+eef69dff9WDDz6oKlWqqFOnTqV92AAAAAAAuJ1HewQUVXJysrZu3aqtW7eqWrVqLuvyZz8MDQ3V4sWL1bdvXzVp0kQREREaNWqUevfubbVt2bKlZs2apREjRuiZZ55RfHy85s+fr/r161tthgwZoqNHj6p3797KzMxUq1attHDhQgUEBJTOwV4SeDYAAAAAAMoqh8m/k4bbFGf+Rk85leeUnqsoH4dTa501dUfu89a6lrUqatYjLTxYHQAAAACgOIpzH3pZPBqA0rVs21+eLgEAAAAAUEIIAgAAAAAAsBGCAMghng4BAAAAALsgCLAxw6CAAAAAAGA7BAE2RR8AAAAAALAnggAAAAAAAGyEIAAAAAAAABshCAAAAAAAwEYIAgAAAAAAsBGCAAAAAAAAbIQgAAAAAAAAGyEIgK72SvN0CQAAAACAUkIQYFMOSV5yWp+j9ZfnigEAAAAAlBqCAJvy8faSt8NYn6s6DnqwGgAAAABAaSEIsLG3TnWw3nvJnKMlAAAAAKCsIAiwMXPG5XcQBAAAAACALRAE2JhTDuu9l4MgAAAAAADsgCDAxs689adHAAAAAADYA0GAjTl5NAAAAAAAbIcgwMZcHg0gCAAAAAAAWyAIsDHjEgQ4PVgJAAAAAKC0EATYmDH0CAAAAAAAuyEIsLEzHw0QQQAAAAAA2AJBgI2dOVggPQIAAAAAwB4IAmzszFt/ggAAAAAAsAeCABszTB8IAAAAALZDEGBjTB8IAAAAAPZDEGBjZwYB9AgAAAAAAHsgCLAxc0YQEO447MFKAAAAAAClhSDAxnyUZ71v7rXJg5UAAAAAAEoLQYCNXdu4qfU+0wR7sBIAAAAAQGkhCLCxcpVirfeMEQAAAAAA9kAQYGeOM6cPBAAAAADYAUGAnTmYNQAAAAAA7IYgwNYIAgAAAADAbggCIIlHAwAAAADALggC7IxHAwAAAADAdggC8D8EAQAAAABgBwQBtuYo5B0AAAAAoCwjCLAzB7f/AAAAAGA3BAG2dvYxAozhUQEAAAAAKIsIAuzMwaMBAAAAAGA3BAF2do5ZA+gQAAAAAABlE0EAJBUMAvZkHvdQJQAAAACAkkQQYGdn9gj427MBn67eU8rFAAAAAABKA0GArZ390QDGDAAAAACAsokgwNbOvPx/CwJIAgAAAACgTCIIsLNzzBrgIAkAAAAAgDKJIMDWzvFoADkAAAAAAJRJBAE2Zs642S84RgBJAAAAAACURQQBdnbORwNKtxQAAAAAQOkgCLC1sz8asH5PVmkXAwAAAAAoBQQBNuY4RxDwxbq9pV0OAAAAAKAUEATYmDnHowEAAAAAgLKJIMDWzrz9N2dtBQAAAAAoOwgCbO3sjwYAAAAAAMomggA78+LRAAAAAACwG4IAW/u/2/+ajr263ztZEWK2AAAAAAAoywgCbMzrjMEC63rt1vO+7+uXgD4K0REPVgUAAAAAKEkEATbW5Kq62u2oXGB5b58FHqgGAAAAAFAaLosgYMeOHerVq5fi4uIUGBioWrVqafTo0crNzXVp43A4Crx++uknl23NmzdPdevWVUBAgBo0aKAvv/zSZb0xRqNGjVLlypUVGBioxMREbdmypVSOs7T5+PgoZMAy7Ux8R3tMRWt5dcd+D1YFAAAAAChJl0UQsHnzZjmdTr311lvasGGDJk+erOnTp+uZZ54p0Pbrr7/W3r17rVeTJk2sdcuWLVO3bt3Uq1cvrV69Wp06dVKnTp20fv16q82ECRM0ZcoUTZ8+XcuXL1e5cuWUlJSkEydOlMqxlrbQsAqq0aqLvmg6w1rmozzPFQQAAAAAKFEOY8xlOW/cxIkTNW3aNG3fvl3S6R4BcXFxWr16tRo2bFjod7p27aqjR4/qiy++sJa1aNFCDRs21PTp02WMUZUqVTR48GA99dRTkqSsrCxFRUVpxowZuueee4pUW3Z2tkJDQ5WVlaWQkJCLO9BSMv2LZXrsl1skScl5TfTIycHa8VIHD1cFAAAAACiK4tyHXhY9AgqTlZWlChUqFFh+++23q1KlSmrVqpU+//xzl3WpqalKTEx0WZaUlKTU1FRJUlpamtLT013ahIaGqnnz5labwuTk5Cg7O9vldblxevla7310yoOVAAAAAABK0mUZBGzdulVTp07Vo48+ai0LDg7WpEmTNG/ePC1YsECtWrVSp06dXMKA9PR0RUVFuWwrKipK6enp1vr8ZWdrU5hx48YpNDTUesXExFz0MZa2GpH/lxhFOTI9VwgAAAAAoER5NAgYNmxYoQP8nfnavHmzy3f27Nmj9u3bq3PnznrkkUes5RERERo0aJCaN2+ua6+9Vi+99JLuv/9+TZw4scSPY/jw4crKyrJeu3fvLvF9ulul8P8LAup57fRgJQAAAACAkuTjyZ0PHjxYPXr0OGebmjVrWu///PNPtWvXTi1bttTbb7993u03b95cycnJ1ufo6Gjt27fPpc2+ffsUHR1trc9fVrlyZZc2Zxt3QJL8/f3l7+9/3nouZY1rRlvvdzijztESAAAAAHA582gQEBkZqcjIyCK13bNnj9q1a6cmTZro/fffl5fX+TszrFmzxuWGPiEhQSkpKRo4cKC1LDk5WQkJCZKkuLg4RUdHKyUlxbrxz87O1vLly9WnT5+iH9hlyNvLoWwTpBDHMXnJ6elyAAAAAAAlxKNBQFHt2bNHbdu2VY0aNfTyyy/rwIED1rr8v+LPnDlTfn5+atSokSTpk08+0Xvvvad3333XajtgwABdf/31mjRpkjp06KDZs2frl19+sXoXOBwODRw4UM8//7zi4+MVFxenkSNHqkqVKurUqVPpHbCH5Oj0gIFejstyIgkAAAAAQBFcFkFAcnKytm7dqq1bt6patWou686c/fCf//yndu7cKR8fH9WtW1dz5szRP/7xD2t9y5YtNWvWLI0YMULPPPOM4uPjNX/+fNWvX99qM2TIEB09elS9e/dWZmamWrVqpYULFyogIKDkD9TDnHJIkhwiCAAAAACAssphzryThlsUZ/7GS8mfo+NUxZGhdBOuFjlvaMdLHTxdEgAAAACgCIpzH3pZTh+IkuH834+DFz0CAAAAAKDMIgiAxZj8RwMYLBAAAAAAyiqCAFjyxwigRwAAAAAAlF0EAbDk8WgAAAAAAJR5BAGwGKtHgFN1o8t7uBoAAAAAQEkgCIDlzMECmUsCAAAAAMomggBYnGf0CDA8HgAAAAAAZRJBACxnDhZIjwAAAAAAKJsIAmBxeTTAw7UAAAAAAEoGQQAs+T0C/B0n5XCe8nA1AAAAAICSQBAAi/OMH4dBJ97wYCUAAAAAgJJCEABLRnC89b5h3q8erAQAAAAAUFIIAmC5pteb1ntf8WgAAAAAAJRFBAGwVKgYoV2KkiR5OXO1YkeGhysCAAAAALgbQQBcnHD6SJIqOI6o7/QvtePgUQ9XBAAAAABwJ4IAuPBRnvX+Tu8f9PWmfR6sBgAAAADgbgQBcLGrcpL1PtRBbwAAAAAAKGsIAuCi8rW3W++DdEI5p5werAYAAAAA4G4EAXDh7Rtove/hs1je2772YDUAAAAAAHcjCICL0KgYl8+P/TFUxkmvAAAAAAAoKwgC4CIyurqWX/mMy7KTJ3M9VA0AAAAAwN0IAlBA865DtcWntvU579RJD1YDAAAAAHAnggAU6oR3iPU+L++UBysBAAAAALgTQQAKZRze1vu8UwQBAAAAAFBWEASgUE6XIIAxAgAAAACgrCAIQKHO7BHgdOZ5sBIAAAAAgDsRBKBQZwYBp3JzPFgJAAAAAMCdCAJQKOP4vx+N3asWe7ASAAAAAIA7EQSgUA7jtN7nHc/0XCEAAAAAALciCEDh6t/1f+9P8WgAAAAAAJQVBAEolJdvgPXe58AGbV6+WMbpPMc3AAAAAACXA4IAFMrb19963zT7a9X9qrN+eneABysCAAAAALgDQQAKFVW7kU4Z1x+PCvuXe6gaAAAAAIC7EASgUJWqxmn7HZ8qNa6vnMYhSfISjwYAAAAAwOWOIABnVadxWyV0f1Gn/vdjcuZMAgAAAACAyxNBAM7L+b8fEy+T5+FKAAAAAAAXiyAA52UFATwaAAAAAACXPYIAnFde/qMBBAEAAAAAcNkjCMB5OR35jwYQBAAAAADA5Y4gAOfllLckyUuMEQAAAAAAlzsfTxeAS59Tp6cPDHdmauWkTgXW53kHKqzNo6rTuG3pFgYAAAAAKDaCAJzXSflKkoIcOWpy+NtC2+z8Yp3UeENplgUAAAAAuAA8GoDzSovpJKdxnLNNpbz9pVQNAAAAAOBi0CMA55XQa5Iy9g/SiWNHCqzL+aCz4pw75c34AQAAAABwWSAIQJFUqFS10OW/eQVITsnPkSfjdMrhRScTAAAAALiUcdeGi+J0eFvv8/JOebASAAAAAEBR0CMAF8Xp+L8foQ2vdLSCAYeMnF5+Olm9lSSHqja+RdVq1/dQlQAAAACAfAQBuCinvPyt99ccX16wwcalkqRjGyYqa+BGhYZHlFZpAAAAAIBC8GgALsqpq+/TceN33nZBjhzt3ba2FCoCAAAAAJwLPQJwUZrc2lPHr/+H/jqSZS1z5p3SrjUpcuaekN9v83XN8Z9PLz+Z66kyAQAAAAD/QxCAixZYrrwCy5V3WRZZpZckKfWdLdKe00FAHkEAAAAAAHgcQQBKlvf/PTbgTH1Dy9fN91wtJch4+ymi5QOqfU0rT5cCAAAAAOdEEICS5fO3wQSPe7CWEpb+6ddy1v9dXt7e528MAAAAAB7CYIEoUdFNOhZpMMGyIFoHlXPimKfLAAAAAIBzokcASlTcVc2VNXCT9uza7OlSSszJL4boypMbJEnrkz+QT2Bwsb7v5euvOs07FBhnAQAAAABKAkEASlxoeIRCw8vus/OrFleUTp5+f+2aZy5oG78vq6P4Z5bL4UUnHQAAAAAli7sO4CLlRja46G3UOfW7jh877IZqAAAAAODc6BEAXKRG94zQL8k1dOrQH8X+bvSOTxXr3C1JOvFyfR0jm4ON7A66SvX6fyz/gCBPlwIAAGArDmOM8XQRZU12drZCQ0OVlZWlkJAQT5eDS9jPr92rZocWeLoMwGOOmgBtDLve02WUiN2HjsnPu/Bw75SXv3ybPKAOt95eylUBAICyqjj3ofQIADwo8qYntenTHQo9dcDTpQClporZb70v5ziha7MWebCaknOtl6SzRe15kn5erBWnxsvhcJRiVZJvcAXFXt1GclzaPZD8/AMYRBUAgBJy2fQIuP3227VmzRrt379f4eHhSkxM1Pjx41WlShWrzbp169S3b1+tWLFCkZGReuKJJzRkyBCX7cybN08jR47Ujh07FB8fr/Hjx+vWW2+11htjNHr0aL3zzjvKzMzUddddp2nTpik+Pr7ItdIjAADOLvNguk6+3kKROuTpUnAJyzXeWlW7n1o88JynSwEA4LJQJnsEtGvXTs8884wqV66sPXv26KmnntI//vEPLVu2TNLpg7755puVmJio6dOn69dff9VDDz2ksLAw9e7dW5K0bNkydevWTePGjVPHjh01a9YsderUSatWrVL9+vUlSRMmTNCUKVM0c+ZMxcXFaeTIkUpKStLGjRsVEBDgseMHgLIiLCJaucM3a/eu3zxdSokLDfRTSICvy7LNs4ep7sFkD1V0+fBz5Kn69o8kEQQAAOBul02PgL/7/PPP1alTJ+Xk5MjX11fTpk3Ts88+q/T0dPn5+UmShg0bpvnz52vz5tNz2Hft2lVHjx7VF198YW2nRYsWatiwoaZPny5jjKpUqaLBgwfrqaeekiRlZWUpKipKM2bM0D333FOk2ugRAAA4m5wTx7Th2znKzdxb6vsutyNZTod3qe+3uOocX6tAR64yFKIKY3Z7uhwAAC4LZbJHwJkyMjL04YcfqmXLlvL1Pf2XltTUVLVp08YKASQpKSlJ48eP16FDhxQeHq7U1FQNGjTIZVtJSUmaP3++JCktLU3p6elKTEy01oeGhqp58+ZKTU09axCQk5OjnJwc63N2dra7DhUAUMb4BwSp8S09PbT3Zzy03+LZ+Vx91XDuVoDJ0ablZXMMCQClx79cmOLqXSuH16U9NgpQmi6rIGDo0KF6/fXXdezYMbVo0cLlL/vp6emKi4tzaR8VFWWtCw8PV3p6urXszDbp6elWuzO/V1ibwowbN05jx4698AMDAACWU47TIX+QI0dXftXFw9UAKCtWBbfxdAm4zFW/93VFVKnh6TLcwqNBwLBhwzR+/Phzttm0aZPq1q0rSXr66afVq1cv7dy5U2PHjtWDDz6oL774otRHXP674cOHu/Q0yM7OVkxMjAcrAgDg8nWoXE0pe7unywBQxjQ+8p2nS8BlbvexstPz26NBwODBg9WjR49ztqlZs6b1PiIiQhEREapTp46uvPJKxcTE6KefflJCQoKio6O1b98+l+/mf46Ojrb+t7A2Z67PX1a5cmWXNg0bNjxrjf7+/vL39z/3wQIAgCKJvfdVpS6aLsdxZpYAcHFapH/o6RKAS5JHg4DIyEhFRkZe0HedTqckWc/mJyQk6Nlnn9XJkyetcQOSk5N1xRVXKDw83GqTkpKigQMHWttJTk5WQkKCJCkuLk7R0dFKSUmxbvyzs7O1fPly9enT54LqBAAAxRMRHaOI7i94ugwAZcKbyso4oBNl6C+58JzoStU8XYLbXBZjBCxfvlwrVqxQq1atFB4erm3btmnkyJGqVauWdRN/7733auzYserVq5eGDh2q9evX67XXXtPkyZOt7QwYMEDXX3+9Jk2apA4dOmj27Nn65Zdf9Pbbb0uSHA6HBg4cqOeff17x8fHW9IFVqlRRp06dPHHoAAAAAC5CaIVIhVa4sD8+AmXVZREEBAUF6ZNPPtHo0aN19OhRVa5cWe3bt9eIESOsLvmhoaFavHix+vbtqyZNmigiIkKjRo1S7969re20bNlSs2bN0ogRI/TMM88oPj5e8+fPV/369a02Q4YM0dGjR9W7d29lZmaqVatWWrhwoQICAkr9uAEAAAAAcDeHMcZ4uoiypjjzNwIAAAAAcLGKcx/KZJoAAAAAANgIQQAAAAAAADZCEAAAAAAAgI0QBAAAAAAAYCMEAQAAAAAA2AhBAAAAAAAANkIQAAAAAACAjRAEAAAAAABgIwQBAAAAAADYCEEAAAAAAAA2QhAAAAAAAICNEAQAAAAAAGAjBAEAAAAAANgIQQAAAAAAADZCEAAAAAAAgI34eLqAssgYI0nKzs72cCUAAAAAADvIv//Mvx89F4KAEnD48GFJUkxMjIcrAQAAAADYyeHDhxUaGnrONg5TlLgAxeJ0OvXnn3+qfPnycjgcni7nrLKzsxUTE6Pdu3crJCTE0+WglHH97Ytrb29cf/vi2tsb19/euP72YIzR4cOHVaVKFXl5nXsUAHoElAAvLy9Vq1bN02UUWUhICP8g2BjX37649vbG9bcvrr29cf3tjetf9p2vJ0A+BgsEAAAAAMBGCAIAAAAAALARggAb8/f31+jRo+Xv7+/pUuABXH/74trbG9ffvrj29sb1tzeuP/6OwQIBAAAAALARegQAAAAAAGAjBAEAAAAAANgIQQAAAAAAADZCEAAAAAAAgI0QBNjYG2+8odjYWAUEBKh58+b6+eefPV0SzvDdd9/ptttuU5UqVeRwODR//nyX9cYYjRo1SpUrV1ZgYKASExO1ZcsWlzYZGRm67777FBISorCwMPXq1UtHjhxxabNu3Tq1bt1aAQEBiomJ0YQJEwrUMm/ePNWtW1cBAQFq0KCBvvzyy2LXgqIbN26crr32WpUvX16VKlVSp06d9Ntvv7m0OXHihPr27auKFSsqODhYd999t/bt2+fSZteuXerQoYOCgoJUqVIlPf300zp16pRLmyVLlqhx48by9/dX7dq1NWPGjAL1nO/fiqLUgqKbNm2arr76aoWEhCgkJEQJCQn66quvrPVce/t46aWX5HA4NHDgQGsZ17/sGjNmjBwOh8urbt261nqufdm2Z88e3X///apYsaICAwPVoEED/fLLL9Z6fu+D2xnY0uzZs42fn5957733zIYNG8wjjzxiwsLCzL59+zxdGv7nyy+/NM8++6z55JNPjCTz6aefuqx/6aWXTGhoqJk/f75Zu3atuf32201cXJw5fvy41aZ9+/bmmmuuMT/99JP5/vvvTe3atU23bt2s9VlZWSYqKsrcd999Zv369eajjz4ygYGB5q233rLa/Pjjj8bb29tMmDDBbNy40YwYMcL4+vqaX3/9tVi1oOiSkpLM+++/b9avX2/WrFljbr31VlO9enVz5MgRq81jjz1mYmJiTEpKivnll19MixYtTMuWLa31p06dMvXr1zeJiYlm9erV5ssvvzQRERFm+PDhVpvt27eboKAgM2jQILNx40YzdepU4+3tbRYuXGi1Kcq/FeerBcXz+eefmwULFpjff//d/Pbbb+aZZ54xvr6+Zv369cYYrr1d/PzzzyY2NtZcffXVZsCAAdZyrn/ZNXr0aHPVVVeZvXv3Wq8DBw5Y67n2ZVdGRoapUaOG6dGjh1m+fLnZvn27WbRokdm6davVht/74G4EATbVrFkz07dvX+tzXl6eqVKlihk3bpwHq8LZ/D0IcDqdJjo62kycONFalpmZafz9/c1HH31kjDFm48aNRpJZsWKF1earr74yDofD7NmzxxhjzJtvvmnCw8NNTk6O1Wbo0KHmiiuusD536dLFdOjQwaWe5s2bm0cffbTIteDi7N+/30gyS5cuNcacPr++vr5m3rx5VptNmzYZSSY1NdUYczpI8vLyMunp6VabadOmmZCQEOt6DxkyxFx11VUu++ratatJSkqyPp/v34qi1IKLFx4ebt59912uvU0cPnzYxMfHm+TkZHP99ddbQQDXv2wbPXq0ueaaawpdx7Uv24YOHWpatWp11vX83oeSwKMBNpSbm6uVK1cqMTHRWubl5aXExESlpqZ6sDIUVVpamtLT012uYWhoqJo3b25dw9TUVIWFhalp06ZWm8TERHl5eWn58uVWmzZt2sjPz89qk5SUpN9++02HDh2y2py5n/w2+fspSi24OFlZWZKkChUqSJJWrlypkydPupzzunXrqnr16i7Xv0GDBoqKirLaJCUlKTs7Wxs2bLDanOvaFuXfiqLUgguXl5en2bNn6+jRo0pISODa20Tfvn3VoUOHAteI61/2bdmyRVWqVFHNmjV13333adeuXZK49mXd559/rqZNm6pz586qVKmSGjVqpHfeecdaz+99KAkEATZ08OBB5eXlufwfhSRFRUUpPT3dQ1WhOPKv07muYXp6uipVquSy3sfHRxUqVHBpU9g2ztzH2dqcuf58teDCOZ1ODRw4UNddd53q168v6fQ59/PzU1hYmEvbv1+XC7222dnZOn78eJH+rShKLSi+X3/9VcHBwfL399djjz2mTz/9VPXq1ePa28Ds2bO1atUqjRs3rsA6rn/Z1rx5c82YMUMLFy7UtGnTlJaWptatW+vw4cNc+zJu+/btmjZtmuLj47Vo0SL16dNH/fv318yZMyXxex9Kho+nCwAAnF3fvn21fv16/fDDD54uBaXoiiuu0Jo1a5SVlaWPP/5Y3bt319KlSz1dFkrY7t27NWDAACUnJysgIMDT5aCU3XLLLdb7q6++Ws2bN1eNGjU0d+5cBQYGerAylDSn06mmTZvqxRdflCQ1atRI69ev1/Tp09W9e3cPV4eyih4BNhQRESFvb+8Co7vu27dP0dHRHqoKxZF/nc51DaOjo7V//36X9adOnVJGRoZLm8K2ceY+ztbmzPXnqwUXpl+/fvriiy/07bffqlq1atby6Oho5ebmKjMz06X936/LhV7bkJAQBQYGFunfiqLUguLz8/NT7dq11aRJE40bN07XXHONXnvtNa59Gbdy5Urt379fjRs3lo+Pj3x8fLR06VJNmTJFPj4+ioqK4vrbSFhYmOrUqaOtW7fy334ZV7lyZdWrV89l2ZVXXmk9GsLvfSgJBAE25OfnpyZNmiglJcVa5nQ6lZKSooSEBA9WhqKKi4tTdHS0yzXMzs7W8uXLrWuYkJCgzMxMrVy50mrzzTffyOl0qnnz5lab7777TidPnrTaJCcn64orrlB4eLjV5sz95LfJ309RakHxGGPUr18/ffrpp/rmm28UFxfnsr5Jkyby9fV1Oee//fabdu3a5XL9f/31V5dfCpKTkxUSEmL9snG+a1uUfyuKUgsuntPpVE5ODte+jLvxxhv166+/as2aNdaradOmuu+++6z3XH/7OHLkiLZt26bKlSvz334Zd9111xWYJvj3339XjRo1JPF7H0qIp0crhGfMnj3b+Pv7mxkzZpiNGzea3r17m7CwMJeRZuFZhw8fNqtXrzarV682kswrr7xiVq9ebXbu3GmMOT11S1hYmPnss8/MunXrzB133FHoNDKNGjUyy5cvNz/88IOJj493mUYmMzPTREVFmQceeMCsX7/ezJ492wQFBRWYRsbHx8e8/PLLZtOmTWb06NGFTiNzvlpQdH369DGhoaFmyZIlLtNIHTt2zGrz2GOPmerVq5tvvvnG/PLLLyYhIcEkJCRY6/Onkbr55pvNmjVrzMKFC01kZGSh00g9/fTTZtOmTeaNN94odBqp8/1bcb5aUDzDhg0zS5cuNWlpaWbdunVm2LBhxuFwmMWLFxtjuPZ2c+asAcZw/cuywYMHmyVLlpi0tDTz448/msTERBMREWH2799vjOHal2U///yz8fHxMS+88ILZsmWL+fDDD01QUJD597//bbXh9z64G0GAjU2dOtVUr17d+Pn5mWbNmpmffvrJ0yXhDN9++62RVODVvXt3Y8zp6VtGjhxpoqKijL+/v7nxxhvNb7/95rKNv/76y3Tr1s0EBwebkJAQ07NnT3P48GGXNmvXrjWtWrUy/v7+pmrVquall14qUMvcuXNNnTp1jJ+fn7nqqqvMggULXNYXpRYUXWHXXZJ5//33rTbHjx83jz/+uAkPDzdBQUHmzjvvNHv37nXZzo4dO8wtt9xiAgMDTUREhBk8eLA5efKkS5tvv/3WNGzY0Pj5+ZmaNWu67CPf+f6tKEotKLqHHnrI1KhRw/j5+ZnIyEhz4403WiGAMVx7u/l7EMD1L7u6du1qKleubPz8/EzVqlVN165dXeaR59qXbf/9739N/fr1jb+/v6lbt655++23Xdbzex/czWGMMZ7piwAAAAAAAEobYwQAAAAAAGAjBAEAAAAAANgIQQAAAAAAADZCEAAAAAAAgI0QBAAAAAAAYCMEAQAAAAAA2AhBAAAAAAAANkIQAAAAAACAjRAEAAAAj4qNjdWrr75aKvt64IEH9OKLL17Qdw8ePKhKlSrpjz/+cHNVAACULoIAAABsokePHurUqZP1uW3btho4cGCp7X/GjBkKCwsrsHzFihXq3bt3ie9/7dq1+vLLL9W/f/9C169YsUJVqlSRJP35558KDAxUbm6utT4iIkIPPvigRo8eXeK1AgBQkggCAADARTnzZvlCREZGKigoyE3VnN3UqVPVuXNnBQcHF7o+NTVV1113nSTp+++/V9OmTeXn5+fSpmfPnvrwww+VkZFR4vUCAFBSCAIAALChHj16aOnSpXrttdfkcDjkcDi0Y8cOSdL69et1yy23KDg4WFFRUXrggQd08OBB67tt27ZVv379NHDgQEVERCgpKUmS9Morr6hBgwYqV66cYmJi9Pjjj+vIkSOSpCVLlqhnz57Kysqy9jdmzBhJBR8N2LVrl+644w4FBwcrJCREXbp00b59+6z1Y8aMUcOGDfWvf/1LsbGxCg0N1T333KPDhw+f9Xjz8vL08ccf67bbbjtrm2XLlllBwA8//GC9P9NVV12lKlWq6NNPPz33CQYA4BJGEAAAgA299tprSkhI0COPPKK9e/dq7969iomJUWZmpm644QY1atRIv/zyixYuXKh9+/apS5cuLt+fOXOm/Pz89OOPP2r69OmSJC8vL02ZMkUbNmzQzJkz9c0332jIkCGSpJYtW+rVV19VSEiItb+nnnqqQF1Op1N33HGHMjIytHTpUiUnJ2v79u3q2rWrS7tt27Zp/vz5+uKLL/TFF19o6dKleumll856vOvWrVNWVpaaNm3qsvyHH35QWFiYwsLC9PHHH+vZZ59VWFiYpk+frilTpigsLKzAdps1a6bvv/++6CcbAIBLjI+nCwAAAKUvNDRUfn5+CgoKUnR0tLX89ddfV6NGjVwG1HvvvfcUExOj33//XXXq1JEkxcfHa8KECS7bPHO8gdjYWD3//PN67LHH9Oabb8rPz0+hoaFyOBwu+/u7lJQU/frrr0pLS1NMTIwk6YMPPtBVV12lFStW6Nprr5V0OjCYMWOGypcvL+n0IIApKSl64YUXCt3uzp075e3trUqVKrksb9q0qdasWaPNmzfr3nvv1cqVK5WRkaGWLVtq1apVCggIKDCuQZUqVbR69eqzHgMAAJc6egQAAADL2rVr9e233yo4ONh61a1bV9Lpv8Lna9KkSYHvfv3117rxxhtVtWpVlS9fXg888ID++usvHTt2rMj737Rpk2JiYqwQQJLq1aunsLAwbdq0yVoWGxtrhQCSVLlyZe3fv/+s2z1+/Lj8/f3lcDhclgcEBCg2Nlbr1q3TLbfcori4OG3evFmtW7dW3bp1FRsbWyAICAwMLNYxAQBwqaFHAAAAsBw5ckS33Xabxo8fX2Bd5cqVrfflypVzWbdjxw517NhRffr00QsvvKAKFSrohx9+UK9evZSbm+v2wQB9fX1dPjscDjmdzrO2j4iI0LFjx5Sbm+syAGD+wIE5OTny8vLSZ599ptzcXBljFBwcrNatW+urr75y2VZGRoYiIyPdeDQAAJQuggAAAGzKz89PeXl5LssaN26s//znP4qNjZWPT9F/TVi5cqWcTqcmTZokL6/THQ7nzp173v393ZVXXqndu3dr9+7dVq+AjRs3KjMzU/Xq1StyPX/XsGFDa1v57yVpzZo1OnXqlBo2bKivv/5a0dHRat26td588001aNBAgYGBBba1fv16tW3b9oJrAQDA03g0AAAAm4qNjdXy5cu1Y8cOHTx4UE6nU3379lVGRoa6deumFStWaNu2bVq0aJF69ux5zpv42rVr6+TJk5o6daq2b9+uf/3rX9Yggmfu78iRI0pJSdHBgwcL7V6fmJioBg0a6L777tOqVav0888/68EHH9T1119fYKC/4oiMjFTjxo31ww8/FKg7MzNTUVFRatWqlfz8/HT48GHddtttql27tqpWrerS/tixY1q5cqVuvvnmC64FAABPIwgAAMCmnnrqKXl7e6tevXqKjIzUrl27VKVKFf3444/Ky8vTzTffrAYNGmjgwIEKCwuz/tJfmGuuuUavvPKKxo8fr/r16+vDDz/UuHHjXNq0bNlSjz32mLp27arIyMgCgw1Kp7v4f/bZZwoPD1ebNm2UmJiomjVras6cORd9vA8//LA+/PDDAsuXLFmiNm3aSJKWLl2qhISEs/aG+Oyzz1S9enW1bt36ousBAMBTHMYY4+kiAAAAStrx48d1xRVXaM6cOUpISLigbbRo0UL9+/fXvffe6+bqAAAoPfQIAAAAthAYGKgPPvhABw8evKDvHzx4UHfddZe6devm5soAAChd9AgAAAAAAMBG6BEAAAAAAICNEAQAAAAAAGAjBAEAAAAAANgIQQAAAAAAADZCEAAAAAAAgI0QBAAAAAAAYCMEAQAAAAAA2AhBAAAAAAAANkIQAAAAAACAjfx/GuzRz9skoFoAAAAASUVORK5CYII=", "text/plain": [ "
" ] From 397fd277838d1971db3ec692fe3c713584144d72 Mon Sep 17 00:00:00 2001 From: Leon Lan Date: Thu, 12 Sep 2024 16:38:16 +0200 Subject: [PATCH 08/13] Re-execute TSP --- examples/travelling_salesman_problem.ipynb | 44 +++++++++++----------- 1 file changed, 22 insertions(+), 22 deletions(-) diff --git a/examples/travelling_salesman_problem.ipynb b/examples/travelling_salesman_problem.ipynb index 2d5eb4fa..cea739b0 100644 --- a/examples/travelling_salesman_problem.ipynb +++ b/examples/travelling_salesman_problem.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 36, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -53,7 +53,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -85,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -103,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -139,7 +139,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -187,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -196,7 +196,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -206,7 +206,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ @@ -228,7 +228,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -250,7 +250,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -279,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -304,7 +304,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -354,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -375,7 +375,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -404,7 +404,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -419,7 +419,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -432,7 +432,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 19, "metadata": { "pycharm": { "name": "#%%\n" @@ -459,12 +459,12 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+0AAAIjCAYAAAB20vpjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABsSUlEQVR4nO3de3zPdf/H8ed3581sw8yMMeYUVo4xIUU5p/iFcgkpJS5JqVylUiE6c1U6XBe6olDSlYqYHNIccsz5kFMyi5mZYbbv+/eHax/7to1N2777fve43267XZ/v5/P+fj6v7/fN1Z7e78/7YzPGGAEAAAAAgBLHw9kFAAAAAACA3BHaAQAAAAAooQjtAAAAAACUUIR2AAAAAABKKEI7AAAAAAAlFKEdAAAAAIASitAOAAAAAEAJRWgHAAAAAKCEIrQDAAAAAFBCEdoBAEXmhRdekM1m04kTJ67aNioqSgMHDiz6ov5kxowZstlsOnjwYLFfuzC5y+dwtoL8mc3NwIEDFRUVVbhFFbF27dqpXbt2zi4DAJAHQjsAoEC2b9+uv/3tb6pSpYp8fX0VERGhfv36afv27c4u7YomTJigBQsWOLuMUm327Nl66623nF1GsUpLS9MLL7yg5cuXO7WOHTt26IUXXuAfdQDABRHaAQD5Nn/+fDVp0kRxcXEaNGiQ3n33XQ0ePFg//PCDmjRpoi+//PKaz7179259+OGHhVito7xCe//+/XXu3DlVr169yK6NS0pDaP/www+1e/du63VaWprGjRtXIkL7uHHjcg3t33//vb7//vviLwoAkC9ezi4AAOAa9u/fr/79+6tmzZpauXKlKlasaB179NFH1aZNG/Xv319bt25VzZo1C3x+X1/fwiw33zw9PeXp6emUa8P9eHt7F8t1zp49qzJlyhTKuXx8fArlPACAosFIOwAgX1599VWlpaXpgw8+cAjskhQaGqr3339fZ8+e1eTJk3O898SJE+rdu7eCgoJUoUIFPfroozp//rxDm9zuaU9OTtbIkSMVGRkpX19f1apVS5MmTZLdbndoZ7fb9fbbbysmJkZ+fn6qWLGiOnXqpJ9//lmSZLPZdPbsWc2cOVM2m002m8261p/vBe/WrVue/+gQGxurZs2aOez75JNP1LRpU/n7+6t8+fLq27evjhw5csXv8vPPP5fNZtOKFStyHHv//fdls9m0bds2SdLWrVs1cOBA1axZU35+fgoPD9f999+vkydPXvEaWZ/7hRdeyLH/r3zXufnqq6/UtWtXRUREyNfXV9HR0XrppZeUmZlptWnXrp2++eYbHTp0yOqD/Nz7nZ/vd9WqVbr77rtVrVo1+fr6KjIyUo899pjOnTuX43y7du1S7969VbFiRfn7+6tu3bp65plncrRLTk7WwIEDFRISouDgYA0aNEhpaWlXrTf7Pe0HDx60/q6MGzfO+tzZ+2TXrl36v//7P5UvX15+fn5q1qyZ/vvf/zqcM+vP6IoVK/TII48oLCxMVatWlSQdOnRIjzzyiOrWrSt/f39VqFBBd999t8OI+owZM3T33XdLkm655RarjqzR/9zuaU9MTNTgwYNVqVIl+fn56YYbbtDMmTMd2hw8eFA2m02vvfaaPvjgA0VHR8vX11fNmzfX+vXrr/pdAQDyh5F2AEC+fP3114qKilKbNm1yPd62bVtFRUXpm2++yXGsd+/eioqK0sSJE7VmzRpNmTJFp06d0scff5zn9dLS0nTzzTfr6NGjeuihh1StWjX99NNPGjNmjI4dO+YwzXrw4MGaMWOGOnfurAceeEAZGRlatWqV1qxZo2bNmuk///mPHnjgAd14440aMmSIJCk6OjrX6/bp00f33Xef1q9fr+bNm1v7Dx06pDVr1ujVV1+19o0fP15jx45V79699cADD+iPP/7Q1KlT1bZtW23atEkhISG5XqNr164KDAzU3LlzdfPNNzscmzNnjho0aKCGDRtKkpYsWaJff/1VgwYNUnh4uLZv364PPvhA27dv15o1a2Sz2fL8DvOrIN91bmbMmKHAwECNGjVKgYGBWrZsmZ577jmlpKRY39czzzyj06dP67ffftObb74pSQoMDLziefP7/c6bN09paWkaOnSoKlSooHXr1mnq1Kn67bffNG/ePOt8W7duVZs2beTt7a0hQ4YoKipK+/fv19dff63x48c7XLt3796qUaOGJk6cqI0bN+qjjz5SWFiYJk2alO/vtWLFinrvvfc0dOhQ3XXXXerZs6ck6frrr5d0aX2Im266SVWqVNHTTz+tMmXKaO7cubrzzjv1xRdf6K677nI43yOPPKKKFSvqueee09mzZyVJ69ev108//aS+ffuqatWqOnjwoN577z21a9dOO3bsUEBAgNq2basRI0ZoypQp+sc//qHrrrtOkqz//bNz586pXbt22rdvn4YPH64aNWpo3rx5GjhwoJKTk/Xoo486tJ89e7bOnDmjhx56SDabTZMnT1bPnj3166+/FtvMAwBwawYAgKtITk42kkyPHj2u2O6OO+4wkkxKSooxxpjnn3/eSDJ33HGHQ7tHHnnESDJbtmyx9lWvXt0MGDDAev3SSy+ZMmXKmD179ji89+mnnzaenp7m8OHDxhhjli1bZiSZESNG5KjHbrdb22XKlHE4f5bp06cbSebAgQPGGGNOnz5tfH19zeOPP+7QbvLkycZms5lDhw4ZY4w5ePCg8fT0NOPHj3do98svvxgvL68c+//snnvuMWFhYSYjI8Pad+zYMePh4WFefPFFa19aWlqO93766adGklm5cmWen8MYYySZ559/Psf7r/W7zktuNT700EMmICDAnD9/3trXtWtXU7169SueK0tBvt/crj9x4kSH/jLGmLZt25qyZcs67DPG8c9J1p/Z+++/36HNXXfdZSpUqHDVugcMGODwGf/44488+6F9+/YmJibG4Tuy2+2mVatWpnbt2ta+rL5t3bq1w58XY3L/7PHx8UaS+fjjj6198+bNM5LMDz/8kKP9zTffbG6++Wbr9VtvvWUkmU8++cTal56ebmJjY01gYKD19/vAgQNGkqlQoYJJSkqy2n711VdGkvn6669zfkEAgAJjejwA4KrOnDkjSSpbtuwV22UdT0lJcdg/bNgwh9d///vfJUnffvttnueaN2+e2rRpo3LlyunEiRPWT4cOHZSZmamVK1dKkr744gvZbDY9//zzOc5xLaPQQUFB6ty5s+bOnStjjLV/zpw5atmypapVqybp0qJ8drtdvXv3dqgvPDxctWvX1g8//HDF6/Tp00eJiYkOC5R9/vnnstvt6tOnj7XP39/f2j5//rxOnDihli1bSpI2btxY4M+Xm/x+13nJXuOZM2d04sQJtWnTRmlpadq1a9c11VSQ7zf79c+ePasTJ06oVatWMsZo06ZNkqQ//vhDK1eu1P3332/1YZbc/pw8/PDDDq/btGmjkydP5vizfa2SkpK0bNky9e7d2/rOTpw4oZMnT6pjx47au3evjh496vCeBx98MMf6C9k/+8WLF3Xy5EnVqlVLISEh1/zn49tvv1V4eLjuuecea5+3t7dGjBih1NTUHLd19OnTR+XKlbNeZ83G+fXXX6/p+gAAR0yPBwBcVVYYzwrveckr3NeuXdvhdXR0tDw8PK74+Km9e/dq69atOe6fz5KYmCjp0gJ5ERERKl++/BVrK4g+ffpowYIFio+PV6tWrbR//35t2LDBYZr43r17ZYzJ8dmyXG1acKdOnRQcHKw5c+aoffv2ki79w0CjRo1Up04dq11SUpLGjRunzz77zPrMWU6fPn2Nn9BRfr/rvGzfvl3PPvusli1bliPUXmuNBfl+Dx8+rOeee07//e9/derUqVyvnxUgs247uJo/B/usUHrq1CkFBQXl70Ncwb59+2SM0dixYzV27Nhc2yQmJqpKlSrW6xo1auRoc+7cOU2cOFHTp0/X0aNHHf6h6Vq/+0OHDql27dry8HAc28maTn/o0CGH/Vf6rgAAfx2hHQBwVcHBwapcubK2bt16xXZbt25VlSpVrhpq8jMCbrfbddttt+nJJ5/M9Xj2YFvYunfvroCAAM2dO1etWrXS3Llz5eHhYS3mlVWfzWbTd999l+vq81e7X9vX11d33nmnvvzyS7377rs6fvy4Vq9erQkTJji06927t3766SeNHj1ajRo1UmBgoOx2uzp16pSvReJyk32BuKzPcq3fdXJysm6++WYFBQXpxRdfVHR0tPz8/LRx40Y99dRT11xjfr/fzMxM3XbbbUpKStJTTz2levXqqUyZMjp69KgGDhx4zdfP64kC2UPxX5FV1xNPPKGOHTvm2qZWrVoOr7OPqmf5+9//runTp2vkyJGKjY1VcHCwbDab+vbte82fvaCK+rsCgNKO0A4AyJdu3brpww8/1I8//qjWrVvnOL5q1SodPHhQDz30UI5je/fudRgl3Ldvn+x2+xVXD4+OjlZqaqo6dOhwxbqio6O1ePFiJSUlXXG0vSBT5cuUKaNu3bpp3rx5euONNzRnzhy1adNGERERDtc1xqhGjRrX/A8Iffr00cyZMxUXF6edO3fKGOMwNf7UqVOKi4vTuHHj9Nxzz1n79+7dm6/zlytXTsnJyQ770tPTdezYMYd9+f2uc7N8+XKdPHlS8+fPV9u2ba39Bw4cyNG2IH2Q3+/3l19+0Z49ezRz5kzdd9991v4lS5Y4tMt6IkDWqvzFJa/PnFWPt7f3NX3vWT7//HMNGDBAr7/+urXv/PnzOfq9IN999erVtXXrVtntdofR9qxbHapXr37N9QIACo572gEA+TJ69Gj5+/vroYceyvG4saSkJD388MMKCAjQ6NGjc7z3nXfecXg9depUSVLnzp3zvF7v3r0VHx+vxYsX5ziWnJysjIwMSVKvXr1kjNG4ceNytMs+0lemTJkcQeZK+vTpo99//10fffSRtmzZ4hCmJalnz57y9PTUuHHjcowoGmPy9Ui2Dh06qHz58pozZ47mzJmjG2+80eEfN7JGMP98/qut5p4lOjo6x/3oH3zwQY6R9vx+17nJrcb09HS9++67OdqWKVMm31O28/v95nZ9Y4zefvtth/dUrFhRbdu21b///W8dPnw4x/mKSkBAgCTl+LMXFhamdu3a6f3338/xjyjSpXvw88PT0zNH/VOnTs3Rx1nPdM/P34EuXbooISFBc+bMsfZlZGRo6tSpCgwMzPHEAwBA0WKkHQCQL7Vr19bMmTPVr18/xcTEaPDgwapRo4YOHjyof/3rXzpx4oQ+/fTTXB+lduDAAd1xxx3q1KmT4uPj9cknn+jee+/VDTfckOf1Ro8erf/+97/q1q2bBg4cqKZNm+rs2bP65Zdf9Pnnn+vgwYMKDQ3VLbfcov79+2vKlCnau3evNW181apVuuWWWzR8+HBJUtOmTbV06VK98cYbioiIUI0aNdSiRYs8r9+lSxeVLVtWTzzxhDw9PdWrVy+H49HR0Xr55Zc1ZswYHTx4UHfeeafKli2rAwcO6Msvv9SQIUP0xBNPXPE79fb2Vs+ePfXZZ5/p7Nmzeu211xyOBwUFqW3btpo8ebIuXryoKlWq6Pvvv891FDs3DzzwgB5++GH16tVLt912m7Zs2aLFixcrNDT0mr7r3LRq1UrlypXTgAEDNGLECNlsNv3nP//JNQg3bdpUc+bM0ahRo9S8eXMFBgaqe/fuuZ43v99vvXr1FB0drSeeeEJHjx5VUFCQvvjii1zvp54yZYpat26tJk2aaMiQIdaf32+++UabN2/O13daUP7+/qpfv77mzJmjOnXqqHz58mrYsKEaNmyod955R61bt1ZMTIwefPBB1axZU8ePH1d8fLx+++03bdmy5arn79atm/7zn/8oODhY9evXV3x8vJYuXaoKFSo4tGvUqJE8PT01adIknT59Wr6+vrr11lsVFhaW45xDhgzR+++/r4EDB2rDhg2KiorS559/rtWrV+utt9666oKUAIBCVnwL1QMA3MHWrVvNPffcYypXrmy8vb1NeHi4ueeee8wvv/ySo23W47N27Nhh/u///s+ULVvWlCtXzgwfPtycO3fOoe2fH0NmjDFnzpwxY8aMMbVq1TI+Pj4mNDTUtGrVyrz22msmPT3dapeRkWFeffVVU69ePePj42MqVqxoOnfubDZs2GC12bVrl2nbtq3x9/c3kqxr5faotCz9+vUzkkyHDh3y/D6++OIL07p1a1OmTBlTpkwZU69ePTNs2DCze/fufHybxixZssRIMjabzRw5ciTH8d9++83cddddJiQkxAQHB5u7777b/P777zkeI5bb58jMzDRPPfWUCQ0NNQEBAaZjx45m3759f+m7zs3q1atNy5Ytjb+/v4mIiDBPPvmkWbx4cY5HjKWmppp7773XhISEGEn5evxbfr7fHTt2mA4dOpjAwEATGhpqHnzwQbNlyxYjyUyfPt3hfNu2bbO+Tz8/P1O3bl0zduxY63jWn9k//vjD4X1X+nOS3Z8f+WaMMT/99JNp2rSp8fHxydFv+/fvN/fdd58JDw833t7epkqVKqZbt27m888/z3Ht9evX57jeqVOnzKBBg0xoaKgJDAw0HTt2NLt27cq1jz/88ENTs2ZN4+np6dA3f37kmzHGHD9+3Dqvj4+PiYmJyfFdZj3y7dVXX81R158/JwDg2tmMYZUQAIDzRUZGqmPHjvroo4+cXQoAAECJwT3tAACny3q+dF5TsAEAAEor7mkHADjV4sWL9dlnn+ncuXPW88oBAABwCdPjAQBOdcstt2jfvn0aOnSo/vGPfzi7HAAAgBKF0A4AAAAAQAnFPe0AAAAAAJRQhHYAAAAAAEooFqKTZLfb9fvvv6ts2bKy2WzOLgcAAAAA4OaMMTpz5owiIiLk4ZH3eDqhXdLvv/+uyMhIZ5cBAAAAAChljhw5oqpVq+Z5nNAuqWzZspIufVlBQUFOrgYAAAAA4O5SUlIUGRlp5dG8ENola0p8UFAQoR0AAAAAUGyudos2C9EBAAAAAFBCEdoBAAAAACihCO0AAAAAAJRQ3NMOAAAAAG7AGKOMjAxlZmY6uxRI8vT0lJeX119+rDihHQAAAABcXHp6uo4dO6a0tDRnl4JsAgICVLlyZfn4+FzzOQjtAAAAAODC7Ha7Dhw4IE9PT0VERMjHx+cvj+7irzHGKD09XX/88YcOHDig2rVry8Pj2u5OJ7QDAAAAgAtLT0+X3W5XZGSkAgICnF0O/sff31/e3t46dOiQ0tPT5efnd03nYSE6AAAAAHAD1zqSi6JTGH1CrwIAAAAAUEIR2gEAAAAAKKEI7QAAAAAAlFCEdgAAAACAUyUkJOjvf/+7atasKV9fX0VGRqp79+6Ki4tzdml5stlsWrBgQZFfh9XjAQAAAABOc/DgQd10000KCQnRq6++qpiYGF28eFGLFy/WsGHDtGvXrgKf0xijzMxMeXk5Rt709PS/9Mx0Z2CkHQAAAADgNI888ohsNpvWrVunXr16qU6dOmrQoIFGjRqlNWvW6ODBg7LZbNq8ebP1nuTkZNlsNi1fvlyStHz5ctlsNn333Xdq2rSpfH199eOPP6pdu3YaPny4Ro4cqdDQUHXs2FGStG3bNnXu3FmBgYGqVKmS+vfvrxMnTljnb9eunUaMGKEnn3xS5cuXV3h4uF544QXreFRUlCTprrvuks1ms14XBUbaAQAAAMANdZ/6o/44c6HYr1uxrK++/nvrfLVNSkrSokWLNH78eJUpUybH8ZCQECUnJ+f72k8//bRee+011axZU+XKlZMkzZw5U0OHDtXq1aslXQr8t956qx544AG9+eabOnfunJ566in17t1by5Yts841c+ZMjRo1SmvXrlV8fLwGDhyom266SbfddpvWr1+vsLAwTZ8+XZ06dZKnp2e+aywoQjsAAAAAuKE/zlxQQsp5Z5dxRfv27ZMxRvXq1SuU87344ou67bbbHPbVrl1bkydPtl6//PLLaty4sSZMmGDt+/e//63IyEjt2bNHderUkSRdf/31ev75561z/POf/1RcXJxuu+02VaxYUdKlf1QIDw8vlNrzQmh3EZu+/0Rm6xylR9yoFn2fkc2DOxsAAAAA5K1iWd8Sf11jTKFeu1mzZjn2NW3a1OH1li1b9MMPPygwMDBH2/379zuE9uwqV66sxMTEQqw2fwjtLuL8kU2KTV0p7VmpXetbqF6L251dEgAAAIASLL9T1J2pdu3astlsV1xszuN/A5bZA/7FixdzbZvbFPs/70tNTVX37t01adKkHG0rV65sbXt7ezscs9lsstvtedZZVBiudRHRR+Zb22dPHnFiJQAAAABQOMqXL6+OHTvqnXfe0dmzZ3McT05OtqaiHzt2zNqffVG6gmrSpIm2b9+uqKgo1apVy+Ent9CfF29vb2VmZl5zHflFaHcR+6v9n7NLAAAAAIBC98477ygzM1M33nijvvjiC+3du1c7d+7UlClTFBsbK39/f7Vs2VKvvPKKdu7cqRUrVujZZ5+95usNGzZMSUlJuueee7R+/Xrt379fixcv1qBBgwoUwqOiohQXF6eEhASdOnXqmuu5GqeG9szMTI0dO1Y1atSQv7+/oqOj9dJLLzlMexg4cKBsNpvDT6dOnRzOk5SUpH79+ikoKEghISEaPHiwUlNTi/vjFCmbb9nLLwr5vg8AAAAAcJaaNWtq48aNuuWWW/T444+rYcOGuu222xQXF6f33ntP0qWF4jIyMtS0aVONHDlSL7/88jVfLyIiQqtXr1ZmZqZuv/12xcTEaOTIkQoJCbGm4ufH66+/riVLligyMlKNGze+5nquxmYK+87/ApgwYYLeeOMNzZw5Uw0aNNDPP/+sQYMGafz48RoxYoSkS6H9+PHjmj59uvU+X19fa/l+SercubOOHTum999/XxcvXtSgQYPUvHlzzZ49O191pKSkKDg4WKdPn1ZQUFDhfshCsmb2S2q55zVJ0obmr6tp1wecXBEAAACAkuD8+fM6cOCAatSoIT8/P2eXg2yu1Df5zaFOXYjup59+Uo8ePdS1a1dJl6YXfPrpp1q3bp1DO19f3zyX0d+5c6cWLVqk9evXWysFTp06VV26dNFrr72miIiIov0QTmDESDsAAAAAlAZOnR7fqlUrxcXFac+ePZIuLb3/448/qnPnzg7tli9frrCwMNWtW1dDhw7VyZMnrWPx8fEKCQlxWNq/Q4cO8vDw0Nq1a3O97oULF5SSkuLwU/LZnF0AAAAAAKCYOXWk/emnn1ZKSorq1asnT09PZWZmavz48erXr5/VplOnTurZs6dq1Kih/fv36x//+Ic6d+6s+Ph4eXp6KiEhQWFhYQ7n9fLyUvny5ZWQkJDrdSdOnKhx48YV6WcDAAAAAOCvcmponzt3rmbNmqXZs2erQYMG2rx5s0aOHKmIiAgNGDBAktS3b1+rfUxMjK6//npFR0dr+fLlat++/TVdd8yYMRo1apT1OiUlRZGRkX/twxQnFqIDAAAAgFLBqaF99OjRevrpp61gHhMTo0OHDmnixIlWaP+zmjVrKjQ0VPv27VP79u0VHh6uxMREhzYZGRlKSkrK8z54X19f+fr6Fu6HKWo2pscDAAAAQGnj1Hva09LSciyp7+npKbvdnud7fvvtN508eVKVK1eWJMXGxio5OVkbNmyw2ixbtkx2u10tWrQomsIBAAAAACgGTh1p7969u8aPH69q1aqpQYMG2rRpk9544w3df//9kqTU1FSNGzdOvXr1Unh4uPbv368nn3xStWrVUseOHSVJ1113nTp16qQHH3xQ06ZN08WLFzV8+HD17dvXLVeOl8T0eAAAAAAoJZwa2qdOnaqxY8fqkUceUWJioiIiIvTQQw/pueeek3Rp1H3r1q2aOXOmkpOTFRERodtvv10vvfSSw/T2WbNmafjw4Wrfvr08PDzUq1cvTZkyxVkfq4gwPR4AAAAAShunhvayZcvqrbfe0ltvvZXrcX9/fy1evPiq5ylfvrxmz55dyNWVYIy0AwAAAECp4NR72pF/NhaiAwAAAIBSh9AOAAAAAHCKgQMHymazWT8VKlRQp06dtHXr1kI5/wsvvKBGjRoVyrmchdDukpgeDwAAAMA9dOrUSceOHdOxY8cUFxcnLy8vdevWzdlllRiEdlfB9HgAAAAAbsjX11fh4eEKDw9Xo0aN9PTTT+vIkSP6448/JElHjhxR7969FRISovLly6tHjx46ePCg9f7ly5frxhtvVJkyZRQSEqKbbrpJhw4d0owZMzRu3Dht2bLFGsmfMWOGcz7kX+DUhehwbQwL0QEAAAC4mvdvllITi/+6gWHSQyuu6a2pqan65JNPVKtWLVWoUEEXL15Ux44dFRsbq1WrVsnLy0svv/yyNYXew8NDd955px588EF9+umnSk9P17p162Sz2dSnTx9t27ZNixYt0tKlSyVJwcHBhflJiwWh3WUw0g4AAACgAFITpTO/O7uKq1q4cKECAwMlSWfPnlXlypW1cOFCeXh4aPbs2bLb7froo4+sxbmnT5+ukJAQLV++XM2aNdPp06fVrVs3RUdHS5Kuu+4669yBgYHy8vJSeHh48X+wQkJoBwAAAAB3FBjmEte95ZZb9N5770mSTp06pXfffVedO3fWunXrtGXLFu3bt09ly5Z1eM/58+e1f/9+3X777Ro4cKA6duyo2267TR06dFDv3r1VuXLlQvs4zkZod0VMjwcAAABwNdc4Rb24lSlTRrVq1bJef/TRRwoODtaHH36o1NRUNW3aVLNmzcrxvooVK0q6NPI+YsQILVq0SHPmzNGzzz6rJUuWqGXLlsX2GYoSod1VsBAdAAAAgFLAZrPJw8ND586dU5MmTTRnzhyFhYUpKCgoz/c0btxYjRs31pgxYxQbG6vZs2erZcuW8vHxUWZmZjFWX/hYPR4AAAAA4DQXLlxQQkKCEhIStHPnTv39739Xamqqunfvrn79+ik0NFQ9evTQqlWrdODAAS1fvlwjRozQb7/9pgMHDmjMmDGKj4/XoUOH9P3332vv3r3Wfe1RUVE6cOCANm/erBMnTujChQtO/rQFx0i7S2J6PAAAAAD3sGjRIuse9LJly6pevXqaN2+e2rVrJ0lauXKlnnrqKfXs2VNnzpxRlSpV1L59ewUFBencuXPatWuXZs6cqZMnT6py5coaNmyYHnroIUlSr169NH/+fN1yyy1KTk7W9OnTNXDgQCd90mtDaHcZTI8HAAAA4F5mzJhx1Wenh4eHa+bMmbkeCwoK0pdffpnne319ffX555//lRKdjunxLojntAMAAABA6UBodxUsRAcAAAAApQ6hHQAAAACAEorQ7pKYHg8AAAAApQGh3WUwPR4AAABA3lj7quQpjD4htLsgG38ZAQAAAPyPt7e3JCktLc3JleDPsvokq4+uBY98cxE2FqIDAAAAkAtPT0+FhIQoMTFRkhQQEEB+cDJjjNLS0pSYmKiQkBB5enpe87kI7QAAAADg4sLDwyXJCu4oGUJCQqy+uVaEdhfEvSoAAAAAsrPZbKpcubLCwsJ08eJFZ5cDXZoS/1dG2LMQ2l0F01sAAAAAXIWnp2ehBEWUHCxEBwAAAABACUVod0lMjwcAAACA0oDQ7jKYHg8AAAAApQ2h3RWxEB0AAAAAlAqEdhfBcxYBAAAAoPQhtAMAAAAAUEIR2l0Qz2kHAAAAgNKB0O4iDNPjAQAAAKDUIbS7JEbaAQAAAKA0ILS7DEbaAQAAAKC0IbQDAAAAAFBCEdpdEQvRAQAAAECpQGh3ETynHQAAAABKH0I7AAAAAAAlFKHdJTE9HgAAAABKA0K7y2B6PAAAAACUNoR2V8RCdAAAAABQKhDaXQUL0QEAAABAqUNoBwAAAACghCK0uySmxwMAAABAaUBodxE8px0AAAAASh9CuytiIToAAAAAKBUI7S6DkXYAAAAAKG0I7QAAAAAAlFCEdhdkmB4PAAAAAKUCod1VsBAdAAAAAJQ6hHYAAAAAAEooQrtLYno8AAAAAJQGhHZXwfR4AAAAACh1CO2uiIXoAAAAAKBUILS7CkbaAQAAAKDUIbQDAAAAAFBCEdpdEtPjAQAAAKA0ILS7CJuYHg8AAAAApQ2h3RWxEB0AAAAAlAqEdlfBQnQAAAAAUOoQ2gEAAAAAKKEI7S6J6fEAAAAAUBoQ2l0GXQUAAAAApQ1JEAAAAACAEorQ7opYPR4AAAAASgVCu4tg8XgAAAAAKH0I7S6JkXYAAAAAKA0I7a6CoXYAAAAAKHUI7S7IO2Gzs0sAAAAAABQDQruLsGdetLYz/Mo7sRIAAAAAQHFxamjPzMzU2LFjVaNGDfn7+ys6OlovvfSSTLbV0Y0xeu6551S5cmX5+/urQ4cO2rt3r8N5kpKS1K9fPwUFBSkkJESDBw9WampqcX+cIlW2UrS1bWyeTqwEAAAAAFBcnBraJ02apPfee0///Oc/tXPnTk2aNEmTJ0/W1KlTrTaTJ0/WlClTNG3aNK1du1ZlypRRx44ddf78eatNv379tH37di1ZskQLFy7UypUrNWTIEGd8pCJj87gc1G0sRAcAAAAApYKXMy/+008/qUePHurataskKSoqSp9++qnWrVsn6dIo+1tvvaVnn31WPXr0kCR9/PHHqlSpkhYsWKC+fftq586dWrRokdavX69mzZpJkqZOnaouXbrotddeU0REhHM+XCGzZV+IztidVwgAAAAAoNg4daS9VatWiouL0549eyRJW7Zs0Y8//qjOnTtLkg4cOKCEhAR16NDBek9wcLBatGih+Ph4SVJ8fLxCQkKswC5JHTp0kIeHh9auXZvrdS9cuKCUlBSHn5LO5sHyAwAAAABQ2jh1pP3pp59WSkqK6tWrJ09PT2VmZmr8+PHq16+fJCkhIUGSVKlSJYf3VapUyTqWkJCgsLAwh+NeXl4qX7681ebPJk6cqHHjxhX2xylSNlu20M5IOwAAAACUCk4dvp07d65mzZql2bNna+PGjZo5c6Zee+01zZw5s0ivO2bMGJ0+fdr6OXLkSJFer1AQ2gEAAACg1HHqSPvo0aP19NNPq2/fvpKkmJgYHTp0SBMnTtSAAQMUHh4uSTp+/LgqV65sve/48eNq1KiRJCk8PFyJiYkO583IyFBSUpL1/j/z9fWVr69vEXyiouPhcfmedhaiAwAAAIDSwakj7WlpafL4073anp6estsvjSTXqFFD4eHhiouLs46npKRo7dq1io2NlSTFxsYqOTlZGzZssNosW7ZMdrtdLVq0KIZPUUwYaQcAAACAUsepI+3du3fX+PHjVa1aNTVo0ECbNm3SG2+8ofvvv1/SpRXTR44cqZdfflm1a9dWjRo1NHbsWEVEROjOO++UJF133XXq1KmTHnzwQU2bNk0XL17U8OHD1bdvX7dZOV6SPBxCOyPtAAAAAFAaODW0T506VWPHjtUjjzyixMRERURE6KGHHtJzzz1ntXnyySd19uxZDRkyRMnJyWrdurUWLVokPz8/q82sWbM0fPhwtW/fXh4eHurVq5emTJnijI9UdHhOOwAAAACUOjZjGLZNSUlRcHCwTp8+raCgIGeXk6vDezar2uybJUnrgzuq+WNznVwRAAAAAOBa5TeH8vBvF2HLNtIuRtoBAAAAoFQgtLsIm7KtHs9CdAAAAABQKhDaXYTjSDsAAAAAoDQgtLsIm42RdgAAAAAobQjtLsLmYcv2invaAQAAAKA0ILS7iOzT4232TCdWAgAAAAAoLoR2F5F9enyTsytl7EyRBwAAAAB3R2h3EcHlKzm8PpFw2EmVAAAAAACKC6HdRfgFBCpR5a3XmRkXnVgNAAAAAKA4ENpdyJGyjaxteyb3tQMAAACAuyO0uxBju9xd9swMJ1YCAAAAACgOhHYXYmxe1nYmoR0AAAAA3B6h3YVkH2k3dkI7AAAAALg7Qrsryfasdu5pBwAAAAD3R2h3IcaWPbQz0g4AAAAA7o7Q7kocpscz0g4AAAAA7o7Q7kqy3cd+IfWUEwsBAAAAABQHQrsL8Us7Zm17ePs6sRIAAAAAQHEgtLuQtHJ1rW1jtzuxEgAAAABAcSC0u5Js97TLGOfVAQAAAAAoFoR2l2KztoxhIToAAAAAcHeEdlfCSDsAAAAAlCqEdhdiy/7IN8M97QAAAADg7gjtLsTYsk2PZyE6AAAAAHB7hHZXwvR4AAAAAChVCO2uhOnxAAAAAFCqENpdFKEdAAAAANwfod2F2Gyel18wPR4AAAAA3B6h3YUYW7ZtO89pBwAAAAB3R2h3JdlH2gEAAAAAbo/Q7kJstuxD7Yy0AwAAAIC7I7S7Ep7TDgAAAAClCqHdlTg88s2JdQAAAAAAigWh3aVcHmm/ePp3J9YBAAAAACgOhHZXcvo3a9OrTHknFgIAAAAAKA6Edhdiq1DT2jbMjwcAAAAAt0dodynZV48ntAMAAACAuyO0u5Lsj3wToR0AAAAA3B2h3aVke+QbI+0AAAAA4PYI7a6EkXYAAAAAKFUI7S7lcmi3MdIOAAAAAG6P0O5CbB6Xu4vp8QAAAADg/gjtLiX76vF255UBAAAAACgWhHYXYrOxEB0AAAAAlCaEdhdiWIgOAAAAAEoVQrtLyT49ntAOAAAAAO6O0O5CbIy0AwAAAECpQmh3JbZs3cVIOwAAAAC4PUK7C3EYaWf1eAAAAABwe4R2l8Lq8QAAAABQmhDaXQn3tAMAAABAqUJodyU2Vo8HAAAAgNKE0O5KGGkHAAAAgFKF0O5CbDynHQAAAABKFUK7K7F5ZntBaAcAAAAAd0dodyGOs+N55BsAAAAAuDtCuythIToAAAAAKFUI7S7ERmgHAAAAgFKF0O5CTLbu8kja58RKAAAAAADFgdDuQjLPn7m87R/qxEoAAAAAAMWB0O5C/MpVvvzC08t5hQAAAAAAigWh3YXYbNm6i3vaAQAAAMDtEdpdicNCdDzyDQAAAADcHaHdhdhsntleMdIOAAAAAO6O0O5KGGkHAAAAgFKF0O5CbB6Xu8vGPe0AAAAA4PauKbTv379fzz77rO655x4lJiZKkr777jtt3769UIuDIxsj7QAAAABQqhQ4tK9YsUIxMTFau3at5s+fr9TUVEnSli1b9Pzzzxd6gbjMYfV4AAAAAIDbK3AKfPrpp/Xyyy9ryZIl8vHxsfbfeuutWrNmTYHOFRUVJZvNluNn2LBhkqR27drlOPbwww87nOPw4cPq2rWrAgICFBYWptGjRysjI6OgH8s1MNIOAAAAAKWKV0Hf8Msvv2j27Nk59oeFhenEiRMFOtf69euVmZlpvd62bZtuu+023X333da+Bx98UC+++KL1OiAgwNrOzMxU165dFR4erp9++knHjh3TfffdJ29vb02YMKFAtbgCx5F27mkHAAAAAHdX4JH2kJAQHTt2LMf+TZs2qUqVKgU6V8WKFRUeHm79LFy4UNHR0br55putNgEBAQ5tgoKCrGPff/+9duzYoU8++USNGjVS586d9dJLL+mdd95Renp6QT9aiee4EB0j7QAAAADg7goc2vv27aunnnpKCQkJstlsstvtWr16tZ544gndd99911xIenq6PvnkE91///0OC67NmjVLoaGhatiwocaMGaO0tDTrWHx8vGJiYlSpUiVrX8eOHZWSknLFRfEuXLiglJQUhx9X4DDSzurxAAAAAOD2Cjw9fsKECRo2bJgiIyOVmZmp+vXrKzMzU/fee6+effbZay5kwYIFSk5O1sCBA6199957r6pXr66IiAht3bpVTz31lHbv3q358+dLkhISEhwCuyTrdUJCQp7XmjhxosaNG3fNtTpN9nvamR4PAAAAAG6vwKHdx8dHH374ocaOHatt27YpNTVVjRs3Vu3atf9SIf/617/UuXNnRUREWPuGDBlibcfExKhy5cpq37699u/fr+jo6Gu+1pgxYzRq1CjrdUpKiiIjI6/5fMXFcaSd6fEAAAAA4O4KHNqzVKtWTdWqVSuUIg4dOqSlS5daI+h5adGihSRp3759io6OVnh4uNatW+fQ5vjx45Kk8PDwPM/j6+srX1/fv1h18bMx0g4AAAAApUqBQ/v9999/xeP//ve/C1zE9OnTFRYWpq5du16x3ebNmyVJlStXliTFxsZq/PjxSkxMVFhYmCRpyZIlCgoKUv369QtcR0ln8/C8/IJ72gEAAADA7RU4tJ86dcrh9cWLF7Vt2zYlJyfr1ltvLXABdrtd06dP14ABA+Tldbmc/fv3a/bs2erSpYsqVKigrVu36rHHHlPbtm11/fXXS5Juv/121a9fX/3799fkyZOVkJCgZ599VsOGDXPJkfSryT7QzurxAAAAAOD+Chzav/zyyxz77Ha7hg4dek33mS9dulSHDx/OMYLv4+OjpUuX6q233tLZs2cVGRmpXr16OSx25+npqYULF2ro0KGKjY1VmTJlNGDAAIfnursTh5F2pscDAAAAgNuzGVM486x3796tdu3a5foM95IuJSVFwcHBOn36tMNz4EuaQzs3qPqcS7MZ1oV00Y0jP3VyRQAAAACAa5HfHFrg57TnZf/+/crIyCis0yE32UbabYy0AwAAAIDbK/D0+OyPSpMkY4yOHTumb775RgMGDCi0wpCT4+Lx3NMOAAAAAO6uwKF906ZNDq89PDxUsWJFvf7661ddWR5/Dfe0AwAAAEDpUuDQ/sMPPxRFHcgHmy4PtbN6PAAAAAC4v0K7px1FL/tIe7mz+51YCQAAAACgOORrpL1x48ayOdxQnbeNGzf+pYKQNw/Py//GkmnzdmIlAAAAAIDikK/QfueddxZxGciPMsGh1vYFz0AnVgIAAAAAKA75Cu3PP/98UdeBfPDzL2Nt1zn/ixMrAQAAAAAUB+5pdyHe3j7Wtq/tohMrAQAAAAAUhwKvHp+Zmak333xTc+fO1eHDh5Wenu5wPCkpqdCKgyObx+V/Y0kzvgpwYi0AAAAAgKJX4JH2cePG6Y033lCfPn10+vRpjRo1Sj179pSHh4deeOGFIigR2e3zjJYkeSnDyZUAAAAAAIpagUP7rFmz9OGHH+rxxx+Xl5eX7rnnHn300Ud67rnntGbNmqKoEdlkrRrvY8uUsfOsdgAAAABwZwUO7QkJCYqJiZEkBQYG6vTp05Kkbt266Ztvvinc6pBDpsflR72lp593YiUAAAAAgKJW4NBetWpVHTt2TJIUHR2t77//XpK0fv16+fr6Fm51yME/44y1ff5cmhMrAQAAAAAUtQKH9rvuuktxcXGSpL///e8aO3asateurfvuu0/3339/oRcIR4H205df2DOdVwgAAAAAoMgVePX4V155xdru06ePqlevrp9++km1a9dW9+7dC7U45PS7fx1VPLdWkmTnnnYAAAAAcGsFDu3nz5+Xn5+f9bply5Zq2bJloRaFvBnZLm8bQjsAAAAAuLMCT48PCwvTgAEDtGTJEkZ6ncDYLneZMcaJlQAAAAAAilqBQ/vMmTOVlpamHj16qEqVKho5cqR+/vnnoqgNV8FIOwAAAAC4t2taiG7evHk6fvy4JkyYoB07dqhly5aqU6eOXnzxxaKoEQ4uT4+XnZF2AAAAAHBnBQ7tWcqWLatBgwbp+++/19atW1WmTBmNGzeuMGtDLhymx4vQDgAAAADu7JpD+/nz5zV37lzdeeedatKkiZKSkjR69OjCrA25ujzSbueRbwAAAADg1gq8evzixYs1e/ZsLViwQF5eXvq///s/ff/992rbtm1R1Ic/yzY7noXoAAAAAMC9FTi033XXXerWrZs+/vhjdenSRd7e3kVRF/Jgsk+OILQDAAAAgFsrcGg/fvy4ypYtWxS1ID9s2afHs3o8AAAAALizAt/TTmB3Nof58c4rAwAAAABQ5K55ITo4h8Pq8YR2AAAAAHBrhHYXZlg9HgAAAADcGqHd5VyeHs9z2gEAAADAvV1zaN+3b58WL16sc+fOSWKqdnFxmB7PSDsAAAAAuLUCh/aTJ0+qQ4cOqlOnjrp06aJjx45JkgYPHqzHH3+80AvEn2UbaeffSQAAAADArRU4tD/22GPy8vLS4cOHFRAQYO3v06ePFi1aVKjFIafsI+0yPPINAAAAANxZgZ/T/v3332vx4sWqWrWqw/7atWvr0KFDhVYYrs4Q2gEAAADArRV4pP3s2bMOI+xZkpKS5OvrWyhF4Qps2afHMz8eAAAAANxZgUN7mzZt9PHHH1uvbTab7Ha7Jk+erFtuuaVQi0MumB4PAAAAAKVGgafHT548We3bt9fPP/+s9PR0Pfnkk9q+fbuSkpK0evXqoqgR2ZhsC9HZ7Yy0AwAAAIA7K/BIe8OGDbVnzx61bt1aPXr00NmzZ9WzZ09t2rRJ0dHRRVEjsss2Pf7ihbNOLAQAAAAAUNQKPNIuScHBwXrmmWcKuxbkQ9kzv15+kclz2gEAAADAnRV4pL1WrVp64YUXtHfv3qKoB1dxJqi2s0sAAAAAABSTAof2YcOG6ZtvvlHdunXVvHlzvf3220pISCiK2pAL4+VvbdtZiA4AAAAA3FqBQ/tjjz2m9evXa9euXerSpYveeecdRUZG6vbbb3dYVR5Fw9g8L2/bCe0AAAAA4M4KHNqz1KlTR+PGjdOePXu0atUq/fHHHxo0aFBh1obcODynnXvaAQAAAMCdXdNCdFnWrVun2bNna86cOUpJSdHdd99dWHUhL9mf085IOwAAAAC4tQKH9j179mjWrFn69NNPdeDAAd16662aNGmSevbsqcDAwKKoEdnYsoV2wz3tAAAAAODWChza69Wrp+bNm2vYsGHq27evKlWqVBR1IQ8m+/R4RtoBAAAAwK0VOLTv3r1btWvz2DGnyT493hjn1QEAAAAAKHIFXoiOwO5kTI8HAAAAgFIjXyPt5cuX1549exQaGqpy5crJlm2K9p8lJSUVWnHIhcPq8YR2AAAAAHBn+Qrtb775psqWLWttXym0o4ixejwAAAAAlBr5Cu0DBgywtgcOHFhUtSA/bJ7WJiPtAAAAAODeCnxPu6enpxITE3PsP3nypDw9PXN5BwqTwywHk+m8QgAAAAAARa7Aod3ksWL5hQsX5OPj85cLwlVkmx5vz8xwYiEAAAAAgKKW70e+TZkyRdKlkd6PPvpIgYGB1rHMzEytXLlS9erVK/wK4SjbSPvFwxskDXZeLQAAAACAIpXv0P7mm29KujTSPm3aNIep8D4+PoqKitK0adMKv0I4MOlpl7f9yzmxEgAAAABAUct3aD9w4IAk6ZZbbtH8+fNVrhyB0Rn8q94gHcp6lfutCgAAAAAA95Dv0J7lhx9+KIo6kF8OC9GxejwAAAAAuLMCL0TXq1cvTZo0Kcf+yZMn6+677y6UopA3m0f20M5IOwAAAAC4swKH9pUrV6pLly459nfu3FkrV64slKJwBdme005oBwAAAAD3VuDQnpqamuuj3by9vZWSklIoRSFvNjE9HgAAAABKiwKH9piYGM2ZMyfH/s8++0z169cvlKKQN5tH9i5jpB0AAAAA3FmBF6IbO3asevbsqf379+vWW2+VJMXFxenTTz/VvHnzCr1A/AkL0QEAAABAqVHg0N69e3ctWLBAEyZM0Oeffy5/f39df/31Wrp0qW6++eaiqBHZ2GzZRtq5px0AAAAA3FqBQ7skde3aVV27di3sWpAf2afHM9IOAAAAAG6twPe0S1JycrI++ugj/eMf/1BSUpIkaePGjTp69GihFoecbGKkHQAAAABKiwKPtG/dulUdOnRQcHCwDh48qAceeEDly5fX/PnzdfjwYX388cdFUSf+x3EhOkbaAQAAAMCdFXikfdSoURo4cKD27t0rPz8/a3+XLl14TntxyLYQnY2RdgAAAABwawUO7evXr9dDDz2UY3+VKlWUkJBQKEUhbx427mkHAAAAgNKiwKHd19dXKSkpOfbv2bNHFStWLJSicAU8px0AAAAASo0Ch/Y77rhDL774oi5evChJstlsOnz4sJ566in16tWrQOeKioqSzWbL8TNs2DBJ0vnz5zVs2DBVqFBBgYGB6tWrl44fP+5wjsOHD6tr164KCAhQWFiYRo8erYyMjIJ+LNfBc9oBAAAAoNQocGh//fXXlZqaqrCwMJ07d04333yzatWqpbJly2r8+PEFOtf69et17Ngx62fJkiWSpLvvvluS9Nhjj+nrr7/WvHnztGLFCv3+++/q2bOn9f7MzEx17dpV6enp+umnnzRz5kzNmDFDzz33XEE/lsvw8PC8/IJ72gEAAADArdmMubbk9+OPP2rr1q1KTU1VkyZN1KFDh79czMiRI7Vw4ULt3btXKSkpqlixombPnq3/+7//kyTt2rVL1113neLj49WyZUt999136tatm37//XdVqlRJkjRt2jQ99dRT+uOPP+Tj45Ov66akpCg4OFinT59WUFDQX/4cRWnPxhWq8987JElrQ3upxfB/O7kiAAAAAEBB5TeHFviRb1lat26t1q1bX+vbc0hPT9cnn3yiUaNGyWazacOGDbp48aLDPwbUq1dP1apVs0J7fHy8YmJirMAuSR07dtTQoUO1fft2NW7cONdrXbhwQRcuXLBe53aPfkll4552AAAAACg18hXap0yZoiFDhsjPz09Tpky5YtvAwEA1aNBALVq0KFAhCxYsUHJysgYOHChJSkhIkI+Pj0JCQhzaVapUyVqlPiEhwSGwZx3POpaXiRMnaty4cQWqr6SwsXo8AAAAAJQa+Qrtb775pvr16yc/Pz+9+eabV2x74cIFJSYm6rHHHtOrr76a70L+9a9/qXPnzoqIiMj3e67VmDFjNGrUKOt1SkqKIiMji/y6hcGWfSE6RtoBAAAAwK3lK7QfOHAg1+28LFmyRPfee2++Q/uhQ4e0dOlSzZ8/39oXHh6u9PR0JScnO4y2Hz9+XOHh4VabdevWOZwra3X5rDa58fX1la+vb75qK2lsLEQHAAAAAKVGgVePz4/WrVvr2WefzXf76dOnKywsTF27drX2NW3aVN7e3oqLi7P27d69W4cPH1ZsbKwkKTY2Vr/88osSExOtNkuWLFFQUJDq169fCJ+k5Mk+0F4uZZfzCgEAAAAAFLlrCu1xcXHq1q2boqOjFR0drW7dumnp0qXWcX9/fz366KP5Opfdbtf06dM1YMAAeXldHvgPDg7W4MGDNWrUKP3www/asGGDBg0apNjYWLVs2VKSdPvtt6t+/frq37+/tmzZosWLF+vZZ5/VsGHDXHYk/Wq8fPys7YDMM06sBAAAAABQ1Aoc2t9991116tRJZcuW1aOPPqpHH31UQUFB6tKli955550CF7B06VIdPnxY999/f45jb775prp166ZevXqpbdu2Cg8Pd5hC7+npqYULF8rT01OxsbH629/+pvvuu08vvvhigetwFRWr1rK2T3uHOrESAAAAAEBRK/Bz2qtWraqnn35aw4cPd9j/zjvvaMKECTp69GihFlgcXOk57RfTL8h7QpgkaYd3Q9V/ZrWTKwIAAAAAFFR+c2iBR9qTk5PVqVOnHPtvv/12nT59uqCnQwFlXz3eJh75BgAAAADurMCh/Y477tCXX36ZY/9XX32lbt26FUpRyJtHttXjbVdoBwAAAABwffl65NuUKVOs7fr162v8+PFavny5tYr7mjVrtHr1aj3++ONFUyUsDiPthpF2AAAAAHBn+bqnvUaNGvk7mc2mX3/99S8XVdxc6Z52SbI/HyIPm9Eerzqq8+x6Z5cDAAAAACig/ObQfI20HzhwoNAKw1+X9a8sNhVoDUEAAAAAgIu5pue0S9KJEyd04sSJwqwF+WTP6raCLfwPAAAAAHAxBQrtycnJGjZsmEJDQ1WpUiVVqlRJoaGhGj58uJKTk4uoRPyZ+d8SdIy0AwAAAIB7y9f0eElKSkpSbGysjh49qn79+um6666TJO3YsUMzZsxQXFycfvrpJ5UrV67IisUll0M7C9EBAAAAgDvLd2h/8cUX5ePjo/3796tSpUo5jt1+++168cUX9eabbxZ6kXBkzwrtTI8HAAAAALeW7+nxCxYs0GuvvZYjsEtSeHi4Jk+enOvz21H4mB4PAAAAAKVDvkP7sWPH1KBBgzyPN2zYUAkJCYVSFK4sayE6pscDAAAAgHvLd2gPDQ3VwYMH8zx+4MABlS9fvjBqwlXwyDcAAAAAKB3yHdo7duyoZ555Runp6TmOXbhwQWPHjlWnTp0KtTjkztiyRtoJ7QAAAADgzgq0EF2zZs1Uu3ZtDRs2TPXq1ZMxRjt37tS7776rCxcu6D//+U9R1or/yVqIrpr9qIzdLptHgZ7cBwAAAABwEfkO7VWrVlV8fLweeeQRjRkzRuZ/K5fbbDbddttt+uc//6nIyMgiKxSXmWwTJLbEfaZGt93rxGoAAAAAAEUl36FdkmrUqKHvvvtOp06d0t69eyVJtWrV4l52Jzp3cK0kQjsAAAAAuKMChfYs5cqV04033ljYtSCffrv1nyq37D5Jki3jvJOrAQAAAAAUFW6GdkH+waHWdkzCAucVAgAAAAAoUoR2F1Qxso61fdS7mhMrAQAAAAAUJUK7CwouX9Ha9jCZTqwEAAAAAFCUCO0u6qzxkyR5mYtOrgQAAAAAUFQI7S7qou3SGoIRmb87uRIAAAAAQFEhtLuojP8t/O9jy3ByJQAAAACAokJod1GhSpYknTM+zi0EAAAAAFBkCO0uar9nDUmSp+xOrgQAAAAAUFQI7S7KLk9JkgehHQAAAADcFqHdRRnbpa7zstll7AR3AAAAAHBHhHYXZf/f6vGSZCe0AwAAAIBbIrS7KHu2rsvMZAV5AAAAAHBHhHYXlTU9XpLshHYAAAAAcEuEdheVPbQz0g4AAAAA7onQ7qLsNk9rOzMz04mVAAAAAACKCqHdRQVcTLa2k44dcF4hAAAAAIAiQ2h3Uee8gq3ti+fTnFgJAAAAAKCoENpd1NmQutb2hbTTTqwEAAAAAFBUCO0uypZ5wdo+98dhJ1YCAAAAACgqhHYXZbz8rW2bt48TKwEAAAAAFBVCu4uyhURefsEj3wAAAADALRHaXZXH5Ue+GTuPfAMAAAAAd0Rod1XZntMuQjsAAAAAuCVCu4vy8PSytu1MjwcAAAAAt0Rod1XZpsfLMNIOAAAAAO6I0O6ibB6XR9qZHg8AAAAA7onQ7qo8sy9Ex/R4AAAAAHBHhHYXZbMx0g4AAAAA7o7Q7qJs2Rai80nY6MRKAAAAAABFhdDuorx8A6ztCmm/OrESAAAAAEBRIbS7qLotO1vb5z0CrtASAAAAAOCqCO0uytcvQBeMtySpbsZuJ1cDAAAAACgKhHYXlkn3AQAAAIBbI/W5sADbBUlSmvF1ciUAAAAAgKJAaHdhv3pESZI8ZHduIQAAAACAIkFod2F2m6ckQjsAAAAAuCtCuwsztkvd50VoBwAAAAC3RGh3YXb9b6TdZmTsBHcAAAAAcDeEdhdmt13uvszMDCdWAgAAAAAoCoR2F2b+d0+7JGVkXHRiJQAAAACAokBod2H2bKHdzkg7AAAAALgdQrsLM9m6LyOD0A4AAAAA7obQ7sIqpB+1ttPTUp1YCQAAAACgKBDaXViST2VrOz39vBMrAQAAAAAUBUK7Czvnfzm0nz5+0HmFAAAAAACKBKHdhXlmnLW2Uw5tcWIlAAAAAICiQGh3YenhTa1tw+rxAAAAAOB2CO0uzCc0ytq2ndzrvEIAAAAAAEWC0O7KjLE2bZkXnFgIAAAAAKAoENpdWECFqta23buMEysBAAAAABQFQrsL8/DysbZtxu7ESgAAAAAARcHpof3o0aP629/+pgoVKsjf318xMTH6+eefreMDBw6UzWZz+OnUqZPDOZKSktSvXz8FBQUpJCREgwcPVmpqanF/lGJn88jWfYR2AAAAAHA7Xs68+KlTp3TTTTfplltu0XfffaeKFStq7969KleunEO7Tp06afr06dZrX19fh+P9+vXTsWPHtGTJEl28eFGDBg3SkCFDNHv27GL5HM5isxHaAQAAAMCdOTW0T5o0SZGRkQ6BvEaNGjna+fr6Kjw8PNdz7Ny5U4sWLdL69evVrFkzSdLUqVPVpUsXvfbaa4qIiCia4ksAm4dntlcmz3YAAAAAANfk1Onx//3vf9WsWTPdfffdCgsLU+PGjfXhhx/maLd8+XKFhYWpbt26Gjp0qE6ePGkdi4+PV0hIiBXYJalDhw7y8PDQ2rVrc73uhQsXlJKS4vDjijw8bNY297QDAAAAgPtxamj/9ddf9d5776l27dpavHixhg4dqhEjRmjmzJlWm06dOunjjz9WXFycJk2apBUrVqhz587KzMyUJCUkJCgsLMzhvF5eXipfvrwSEhJyve7EiRMVHBxs/URGRhbdhyxCDiPthHYAAAAAcDtOnR5vt9vVrFkzTZgwQZLUuHFjbdu2TdOmTdOAAQMkSX379rXax8TE6Prrr1d0dLSWL1+u9u3bX9N1x4wZo1GjRlmvU1JSXDK4O97TzvR4AAAAAHA3Th1pr1y5surXr++w77rrrtPhw4fzfE/NmjUVGhqqffv2SZLCw8OVmJjo0CYjI0NJSUl53gfv6+uroKAghx9XlH31eJvJdGIlAAAAAICi4NTQftNNN2n37t0O+/bs2aPq1avn+Z7ffvtNJ0+eVOXKlSVJsbGxSk5O1oYNG6w2y5Ytk91uV4sWLYqm8BLCw+PyRAnuaQcAAAAA9+PU0P7YY49pzZo1mjBhgvbt26fZs2frgw8+0LBhwyRJqampGj16tNasWaODBw8qLi5OPXr0UK1atdSxY0dJl0bmO3XqpAcffFDr1q3T6tWrNXz4cPXt29etV46XWD0eAAAAANydU0N78+bN9eWXX+rTTz9Vw4YN9dJLL+mtt95Sv379JEmenp7aunWr7rjjDtWpU0eDBw9W06ZNtWrVKodntc+aNUv16tVT+/bt1aVLF7Vu3VoffPCBsz5WsXGcHs9IOwAAAAC4G5sxrGCWkpKi4OBgnT592qXub084vFfh/770qLs9XnVU59n1Tq4IAAAAAJAf+c2hTh1px1/j6eVtbZfPSLxCSwAAAACAKyK0u7AKlS4/pu6kV+4r5QMAAAAAXBeh3YV5eHrqgrk02l43Y5eTqwEAAAAAFDZCu4u7YLs8RT4l+aQTKwEAAAAAFDZCu4sLUpq1feK3fU6sBAAAAABQ2AjtLm5thTutbXvmRecVAgAAAAAodIR2F2c8Lk+Pz7yY7sRKAAAAAACFjdDu6jy8rE1G2gEAAADAvRDaXVz2kXZ7RoYTKwEAAAAAFDZCu6vzvDzSnrJzqRMLAQAAAAAUNkK7G/G4kOLsEgAAAAAAhYjQ7uLKXd/l8gtjd14hAAAAAIBCR2h3cb5lgqxtWyarxwMAAACAOyG0uzhPb19r2+/ccSdWAgAAAAAobIR2F+fl429tX39+vRMrAQAAAAAUNkK7i6tUNdraTlGAEysBAAAAABQ2QruL8/Ty0u+2MEmSt+E57QAAAADgTgjtbuCsx6XF6LxFaAcAAAAAd0JodwOZNm9JkpfNrp/f6KUje7c4uSIAAAAAQGEgtLuBi55+1nazlKU6+eVTTqwGAAAAAFBYCO1uIP2G/kozlx/91igtXge2r3ViRQAAAACAwkBodwNNuwyW55iDDvsS1s13TjEAAAAAgEJDaHcTvn4BWlPrscs70tOcVwwAAAAAoFAQ2t1ISL021nbssY91OukPJ1YDAAAAAPirCO1uJCi0qsPr3Ss+dVIlAAAAAIDCQGh3IxFRdbXPM9p6bT932onVAAAAAAD+KkK7mznTYpS13XLPa9q/9ScnVgMAAAAA+CsI7W7Gt2wFh9fJ309yUiUAAAAAgL+K0O5m6ja/TVv8mluv/dJPOrEaAAAAAMBfQWh3M55eXrr+ye9lNzZJUoP0X5xcEQAAAADgWhHa3ZDNw0MZ2br2zOkkJ1YDAAAAALhWhHY35WPLtLaT/zjqxEoAAAAAANeK0O6m1pXrZm0f27zEiZUAAAAAAK4Vod1N2b38re0bt43TqT+OObEaAAAAAMC1ILS7Kf/rbnd47fXPxjqfluqkagAAAAAA14LQ7qZuuLW31ob2tF6XtZ3TjlVfOrEiAAAAAEBBEdrdWN2+Ex1eZ5477aRKAAAAAADXgtDuxkJCw7Uu5gXrtcm86LxiAAAAAAAFRmh3dx5e1qbJzHBiIQAAAACAgiK0uzkPT29rm5F2AAAAAHAthHY3Z/O6HNpb7p6k9fPfdmI1AAAAAICCILS7OQ8vX4fXzbc+px3x3zmpGgAAAABAQRDa3Vz0jZ2VqPIO++ov7quNr90hY7c7qSoAAAAAQH4Q2t1cUEgFhYzZqTW1H3fY3yR1hX5ZyXPbAQAAAKAkI7SXAj6+frqx7zOKrzLQYf/1y+9X+oXzzikKAAAAAHBVhPZSwsPTU7EPvq3NN73nsD/p+BEnVQQAAAAAuBpCeynT6LZ7ddCjmvXanpnpxGoAAAAAAFdCaC+FTgTWtbYzeXY7AAAAAJRYhPZSyHh4WduMtAMAAABAyUVoL4WM7XK32xlpBwAAAIASi9BeCjHSDgAAAACuwevqTeB2bJ7W5qnvJ2vNqgqXXgRXVcwdj6pM2RDn1AUAAAAAcEBoL4Wyj7Q3OxMnnfnfi0Qp/otzih34inMKAwAAAAA4YHp8KVSmYRdlmNy73jtpbzFXAwAAAADICyPtpVBM27t0ok5TnfxtnyTp3OlENVr1kCSpWcpSnfrjmMpVrOzMEgEAAAAAIrSXWqHh1RQaXk2SlHwiQVp1+diJ97ur3LM/O6kyAAAAAEAWpsdDQeUq6pBHVet17Yy9WjuH+9oBAAAAwNkYaYc8PD0V/Eic9M+61r4WOydq6w+15OkbYO0LrVZXlapGO6NEAAAAACiVCO2QJIWEhmtn57m67rve1r7rVwx2aJNpbNrecbYatOpS3OUBAAAAQKnE9HhYrmvRUfHVH87zuKfNqMH392jja9318xu9tH31N8VYHQAAAACUPoy0w8ENd/9Da78pJ3vyUWtfQPJu3XBurfW6SepKSdKJJT/L3vJXeXh6FnudAAAAAFAaENrhICAwWC36PO2wz56ZqR2Tblb99F8c9ocqWecvnJNfQGBxlggAAAAApQbT43FVHp6euu7plfpjyBYdf2CjtvvcYB3bNOclpSSfdGJ1AAAAAOC+CO3IF5uHhypGRKlS1Whd8A6y9scemqYds5++wjsBAAAAANeK0I4Cy6jZ3uF1y8S5TqoEAAAAANwboR0FdmOvx3SozzKHfSeP/+akagAAAADAfRHacU2qX9dU6ebyOoZpKdzXDgAAAACFjdCOa7apQhdr+/jOeCdWAgAAAADuyemh/ejRo/rb3/6mChUqyN/fXzExMfr555+t48YYPffcc6pcubL8/f3VoUMH7d271+EcSUlJ6tevn4KCghQSEqLBgwcrNTW1uD9KqWO8y1jblTe94cRKAAAAAMA9OTW0nzp1SjfddJO8vb313XffaceOHXr99ddVrlw5q83kyZM1ZcoUTZs2TWvXrlWZMmXUsWNHnT9/3mrTr18/bd++XUuWLNHChQu1cuVKDRkyxBkfqVSp1HaQtV3FHNfGRTOcVwwAAAAAuCGbMcY46+JPP/20Vq9erVWrVuV63BijiIgIPf7443riiSckSadPn1alSpU0Y8YM9e3bVzt37lT9+vW1fv16NWvWTJK0aNEidenSRb/99psiIiKuWkdKSoqCg4N1+vRpBQUFXbU9LjvxQnWFKlmS9HNQBzUb9YVzCwIAAAAAF5DfHOrUkfb//ve/atasme6++26FhYWpcePG+vDDD63jBw4cUEJCgjp06GDtCw4OVosWLRQff+ke6vj4eIWEhFiBXZI6dOggDw8PrV27NtfrXrhwQSkpKQ4/uDYJ7adY214ZZ3U+LdXhx56Z6cTqAAAAAMC1OTW0//rrr3rvvfdUu3ZtLV68WEOHDtWIESM0c+ZMSVJCQoIkqVKlSg7vq1SpknUsISFBYWFhDse9vLxUvnx5q82fTZw4UcHBwdZPZGRkYX+0UiOyQStru1FavPwmV3H4+f3l+ko4vPcKZwAAAAAA5MWpod1ut6tJkyaaMGGCGjdurCFDhujBBx/UtGnTivS6Y8aM0enTp62fI0eOFOn13FlAYJDOGP88j1c1CTq4anYxVgQAAAAA7sPr6k2KTuXKlVW/fn2Hfdddd52++OLSfdHh4eGSpOPHj6ty5cpWm+PHj6tRo0ZWm8TERIdzZGRkKCkpyXr/n/n6+srX17ewPkap5u3jq19avSqvTTPkab9o7ffLTFF05gFJkjl/xlnlAQAAAIBLc2pov+mmm7R7926HfXv27FH16tUlSTVq1FB4eLji4uKskJ6SkqK1a9dq6NChkqTY2FglJydrw4YNatq0qSRp2bJlstvtatGiRfF9mFKsScf+Usf+Dvu2//St9P09kqSYw58o4YUF+sO3qsIHzFDFiCgnVAkAAAAArsepof2xxx5Tq1atNGHCBPXu3Vvr1q3TBx98oA8++ECSZLPZNHLkSL388suqXbu2atSoobFjxyoiIkJ33nmnpEsj8506dbKm1V+8eFHDhw9X375987VyPIpGQEhFazvQdk6BOqfwC39o979762jsKEmSX1Co6ja9VTYPp96lAQAAAAAlllMf+SZJCxcu1JgxY7R3717VqFFDo0aN0oMPPmgdN8bo+eef1wcffKDk5GS1bt1a7777rurUqWO1SUpK0vDhw/X111/Lw8NDvXr10pQpUxQYGJivGnjkW+EzdrvWvTtYNU/8oIo6lWe7+Kr3K/aBN4uxMgAAAABwvvzmUKeH9pKA0F60zpxOkt6or7K2c7ke3xj7z0tT7AEAAACglMhvDnXq9HiUDmWDy+vXu7/Stg1fScYuSYo9+J51vEn8cB2IrCdvn7xXob8am4dN4dXqytOLP9IAAAAA3AcJB8WiZsMWqtnw8sKA8TMcg3uNuR3+8jUOeVRV+JPr5esX8JfPBQAAAAAlAdPjxfR4Z1nz3sNqefzTQj3nfs8a+qNC8zyPGy8/RbQdpOr1mhTqdQEAAACgIJgejxLvut7jFD/fV95njv6l8zRLWWJtR2ceUHTigSu2Pzj3B+m5bX/pmgAAAABQHBhpFyPtru7Qzg0K/6yjfG0XC/S+I7YI2fvMYtQdAAAAQLFj9fgCILS7vtMnjyvhwPYrtin7zUOKMIkO+1KNv7Y3fCLX9jYPT1VvcYcqVY0utDoBAAAAQCK0FwihvXQ4sGO9Ur7+h2qlbVUZ2/l8vSdR5RUyZqd8fP2KuDoAAAAApQmhvQAI7aVL+oXzOjWxvirpZL7aXzDe+t0zooirKulsSqjSQbGDX3d2IQAAAIBbYCE6IA8+vn7yfHiF1q/9WsaemWub2lsmqZzOSJJ8bRdVw36oOEsskWoc+Uhr50UosMp1zi6lVPL08lZ0o7by9vF1dikAAAAoRoy0i5F25HRo92bZ5wxQpcxjzi7F6QJsF5xdAv5nl9d1qvuPn2Tz8HB2KQAAAPiLmB5fAIR2IG8bvv2Xmq4b5ewy8D87fGJ03qecs8sAAAAo0S4ERyv2wbecXcYVMT0eQKFodPsArU8/r4zju5xdSqkVe+xja7t++i9SuhOLAQAAcAG7LpxwdgmFhtAO4Io8vbzU/M5hzi6jVNu2qoNqLn2QWxUAAABKIUI7AJRwDdv0UFrjdjqe7D7/YgwAAFCUKnq7z+K9hHYAcAEBgcEKCAx2dhkAAAAoZixBDAAAAABACUVoBwAAAACghCK0AwAAAABQQhHaAQAAAAAooQjtAAAAAACUUIR2AAAAAABKKEI7AAAAAAAlFKEdAAAAAIASitAOAAAAAEAJRWgHAAAAAKCEIrQDAAAAAFBCEdoBAAAAACihCO0AAAAAAJRQhHYAAAAAAEooQjsAAAAAACUUoR0AAAAAgBKK0A4AAAAAQAnl5ewCSgJjjCQpJSXFyZUAAAAAAEqDrPyZlUfzQmiXdObMGUlSZGSkkysBAAAAAJQmZ86cUXBwcJ7HbeZqsb4UsNvt+v3331W2bFnZbDZnl5OnlJQURUZG6siRIwoKCnJ2OcgD/eQa6CfXQV+5BvrJNdBProO+cg30k2soqf1kjNGZM2cUEREhD4+871xnpF2Sh4eHqlat6uwy8i0oKKhE/WFD7ugn10A/uQ76yjXQT66BfnId9JVroJ9cQ0nspyuNsGdhIToAAAAAAEooQjsAAAAAACUUod2F+Pr66vnnn5evr6+zS8EV0E+ugX5yHfSVa6CfXAP95DroK9dAP7kGV+8nFqIDAAAAAKCEYqQdAAAAAIASitAOAAAAAEAJRWgHAAAAAKCEIrQDAAAAAFBCEdpdxDvvvKOoqCj5+fmpRYsWWrdunbNLchsTJ05U8+bNVbZsWYWFhenOO+/U7t27HdqcP39ew4YNU4UKFRQYGKhevXrp+PHjDm0OHz6srl27KiAgQGFhYRo9erQyMjIc2ixfvlxNmjSRr6+vatWqpRkzZuSoh77On1deeUU2m00jR4609tFPJcfRo0f1t7/9TRUqVJC/v79iYmL0888/W8eNMXruuedUuXJl+fv7q0OHDtq7d6/DOZKSktSvXz8FBQUpJCREgwcPVmpqqkObrVu3qk2bNvLz81NkZKQmT56co5Z58+apXr168vPzU0xMjL799tui+dAuJjMzU2PHjlWNGjXk7++v6OhovfTSS8q+Pi395BwrV65U9+7dFRERIZvNpgULFjgcL0n9kp9a3NWV+unixYt66qmnFBMTozJlyigiIkL33Xeffv/9d4dz0E9F72p/n7J7+OGHZbPZ9NZbbznsp5+KXn76aefOnbrjjjsUHBysMmXKqHnz5jp8+LB13K1/DzQo8T777DPj4+Nj/v3vf5vt27ebBx980ISEhJjjx487uzS30LFjRzN9+nSzbds2s3nzZtOlSxdTrVo1k5qaarV5+OGHTWRkpImLizM///yzadmypWnVqpV1PCMjwzRs2NB06NDBbNq0yXz77bcmNDTUjBkzxmrz66+/moCAADNq1CizY8cOM3XqVOPp6WkWLVpktaGv82fdunUmKirKXH/99ebRRx+19tNPJUNSUpKpXr26GThwoFm7dq359ddfzeLFi82+ffusNq+88ooJDg42CxYsMFu2bDF33HGHqVGjhjl37pzVplOnTuaGG24wa9asMatWrTK1atUy99xzj3X89OnTplKlSqZfv35m27Zt5tNPPzX+/v7m/ffft9qsXr3aeHp6msmTJ5sdO3aYZ5991nh7e5tffvmleL6MEmz8+PGmQoUKZuHChebAgQNm3rx5JjAw0Lz99ttWG/rJOb799lvzzDPPmPnz5xtJ5ssvv3Q4XpL6JT+1uKsr9VNycrLp0KGDmTNnjtm1a5eJj483N954o2natKnDOeinone1v09Z5s+fb2644QYTERFh3nzzTYdj9FPRu1o/7du3z5QvX96MHj3abNy40ezbt8989dVXDr97ufPvgYR2F3DjjTeaYcOGWa8zMzNNRESEmThxohOrcl+JiYlGklmxYoUx5tJ/eL29vc28efOsNjt37jSSTHx8vDHm0v/ReHh4mISEBKvNe++9Z4KCgsyFCxeMMcY8+eSTpkGDBg7X6tOnj+nYsaP1mr6+ujNnzpjatWubJUuWmJtvvtkK7fRTyfHUU0+Z1q1b53ncbreb8PBw8+qrr1r7kpOTja+vr/n000+NMcbs2LHDSDLr16+32nz33XfGZrOZo0ePGmOMeffdd025cuWsvsu6dt26da3XvXv3Nl27dnW4fosWLcxDDz301z6kG+jatau5//77Hfb17NnT9OvXzxhDP5UUf/7ltST1S35qKS2uFAazrFu3zkgyhw4dMsbQT86QVz/99ttvpkqVKmbbtm2mevXqDqGdfip+ufVTnz59zN/+9rc83+PuvwcyPb6ES09P14YNG9ShQwdrn4eHhzp06KD4+HgnVua+Tp8+LUkqX768JGnDhg26ePGiQx/Uq1dP1apVs/ogPj5eMTExqlSpktWmY8eOSklJ0fbt26022c+R1SbrHPR1/gwbNkxdu3bN8V3STyXHf//7XzVr1kx33323wsLC1LhxY3344YfW8QMHDighIcHhOwwODlaLFi0c+iokJETNmjWz2nTo0EEeHh5au3at1aZt27by8fGx2nTs2FG7d+/WqVOnrDZX6s/SrFWrVoqLi9OePXskSVu2bNGPP/6ozp07S6KfSqqS1C/5qQWXnT59WjabTSEhIZLop5LCbrerf//+Gj16tBo0aJDjOP3kfHa7Xd98843q1Kmjjh07KiwsTC1atHCYQu/uvwcS2ku4EydOKDMz0+EPlyRVqlRJCQkJTqrKfdntdo0cOVI33XSTGjZsKElKSEiQj4+P9R/ZLNn7ICEhIdc+yjp2pTYpKSk6d+4cfZ0Pn332mTZu3KiJEyfmOEY/lRy//vqr3nvvPdWuXVuLFy/W0KFDNWLECM2cOVPS5e/6St9hQkKCwsLCHI57eXmpfPnyhdKf9JX09NNPq2/fvqpXr568vb3VuHFjjRw5Uv369ZNEP5VUJalf8lMLLjl//ryeeuop3XPPPQoKCpJEP5UUkyZNkpeXl0aMGJHrcfrJ+RITE5WamqpXXnlFnTp10vfff6+77rpLPXv21IoVKyS5/++BXkV2ZsAFDRs2TNu2bdOPP/7o7FLwJ0eOHNGjjz6qJUuWyM/Pz9nl4ArsdruaNWumCRMmSJIaN26sbdu2adq0aRowYICTq0OWuXPnatasWZo9e7YaNGigzZs3a+TIkYqIiKCfgEJ08eJF9e7dW8YYvffee84uB9ls2LBBb7/9tjZu3CibzebscpAHu90uSerRo4cee+wxSVKjRo30008/adq0abr55pudWV6xYKS9hAsNDZWnp2eOlQ+PHz+u8PBwJ1XlnoYPH66FCxfqhx9+UNWqVa394eHhSk9PV3JyskP77H0QHh6eax9lHbtSm6CgIPn7+9PXV7FhwwYlJiaqSZMm8vLykpeXl1asWKEpU6bIy8tLlSpVop9KiMqVK6t+/foO+6677jprhdes7+lK32F4eLgSExMdjmdkZCgpKalQ+pO+kkaPHm2NtsfExKh///567LHHrJks9FPJVJL6JT+1lHZZgf3QoUNasmSJNcou0U8lwapVq5SYmKhq1apZv1scOnRIjz/+uKKioiTRTyVBaGiovLy8rvq7hTv/HkhoL+F8fHzUtGlTxcXFWfvsdrvi4uIUGxvrxMrchzFGw4cP15dffqlly5apRo0aDsebNm0qb29vhz7YvXu3Dh8+bPVBbGysfvnlF4f/U8/6j3PW/8HExsY6nCOrTdY56Osra9++vX755Rdt3rzZ+mnWrJn69etnbdNPJcNNN92U47GJe/bsUfXq1SVJNWrUUHh4uMN3mJKSorVr1zr0VXJysjZs2GC1WbZsmex2u1q0aGG1WblypS5evGi1WbJkierWraty5cpZba7Un6VZWlqaPDwcfw3w9PS0RjTop5KpJPVLfmopzbIC+969e7V06VJVqFDB4Tj95Hz9+/fX1q1bHX63iIiI0OjRo7V48WJJ9FNJ4OPjo+bNm1/xdwu3/329yJa4Q6H57LPPjK+vr5kxY4bZsWOHGTJkiAkJCXFY+RDXbujQoSY4ONgsX77cHDt2zPpJS0uz2jz88MOmWrVqZtmyZebnn382sbGxJjY21jqe9QiJ22+/3WzevNksWrTIVKxYMddHSIwePdrs3LnTvPPOO7k+QoK+zr/sq8cbQz+VFOvWrTNeXl5m/PjxZu/evWbWrFkmICDAfPLJJ1abV155xYSEhJivvvrKbN261fTo0SPXR1Y1btzYrF271vz444+mdu3aDo/YSU5ONpUqVTL9+/c327ZtM5999pkJCAjI8YgdLy8v89prr5mdO3ea559/vlQ/Siy7AQMGmCpVqliPfJs/f74JDQ01Tz75pNWGfnKOM2fOmE2bNplNmzYZSeaNN94wmzZtslYdL0n9kp9a3NWV+ik9Pd3ccccdpmrVqmbz5s0Ov19kX2Gcfip6V/v79Gd/Xj3eGPqpOFytn+bPn2+8vb3NBx98YPbu3Ws9im3VqlXWOdz590BCu4uYOnWqqVatmvHx8TE33nijWbNmjbNLchuScv2ZPn261ebcuXPmkUceMeXKlTMBAQHmrrvuMseOHXM4z8GDB03nzp2Nv7+/CQ0NNY8//ri5ePGiQ5sffvjBNGrUyPj4+JiaNWs6XCMLfZ1/fw7t9FPJ8fXXX5uGDRsaX19fU69ePfPBBx84HLfb7Wbs2LGmUqVKxtfX17Rv397s3r3boc3JkyfNPffcYwIDA01QUJAZNGiQOXPmjEObLVu2mNatWxtfX19TpUoV88orr+SoZe7cuaZOnTrGx8fHNGjQwHzzzTeF/4FdUEpKinn00UdNtWrVjJ+fn6lZs6Z55plnHAIF/eQcP/zwQ67/XRowYIAxpmT1S35qcVdX6qcDBw7k+fvFDz/8YJ2Dfip6V/v79Ge5hXb6qejlp5/+9a9/mVq1ahk/Pz9zww03mAULFjicw51/D7QZY0zRjeMDAAAAAIBrxT3tAAAAAACUUIR2AAAAAABKKEI7AAAAAAAlFKEdAAAAAIASitAOAAAAAEAJRWgHAAAAAKCEIrQDAAAAAFBCEdoBAAAAACihCO0AAKBAoqKi9NZbbxXLtfr3768JEyZc03tPnDihsLAw/fbbb4VcFQAAxYfQDgBACTVw4EDdeeed1ut27dpp5MiRxXb9GTNmKCQkJMf+9evXa8iQIUV+/S1btujbb7/ViBEjcj2+fv16RURESJJ+//13+fv7Kz093ToeGhqq++67T88//3yR1woAQFEhtAMAUMpkD7bXomLFigoICCikavI2depU3X333QoMDMz1eHx8vG666SZJ0qpVq9SsWTP5+Pg4tBk0aJBmzZqlpKSkIq8XAICiQGgHAMAFDBw4UCtWrNDbb78tm80mm82mgwcPSpK2bdumzp07KzAwUJUqVVL//v114sQJ673t2rXT8OHDNXLkSIWGhqpjx46SpDfeeEMxMTEqU6aMIiMj9cgjjyg1NVWStHz5cg0aNEinT5+2rvfCCy9Iyjk9/vDhw+rRo4cCAwMVFBSk3r176/jx49bxF154QY0aNdJ//vMfRUVFKTg4WH379tWZM2fy/LyZmZn6/PPP1b179zzb/PTTT1Zo//HHH63t7Bo0aKCIiAh9+eWXV/6CAQAooQjtAAC4gLfffluxsbF68MEHdezYMR07dkyRkZFKTk7WrbfeqsaNG+vnn3/WokWLdPz4cfXu3dvh/TNnzpSPj49Wr16tadOmSZI8PDw0ZcoUbd++XTNnztSyZcv05JNPSpJatWqlt956S0FBQdb1nnjiiRx12e129ejRQ0lJSVqxYoWWLFmiX3/9VX369HFot3//fi1YsEALFy7UwoULtWLFCr3yyit5ft6tW7fq9OnTatasmcP+H3/8USEhIQoJCdHnn3+uZ555RiEhIZo2bZqmTJmikJCQHOe98cYbtWrVqvx/2QAAlCBezi4AAABcXXBwsHx8fBQQEKDw8HBr/z//+U81btzYYbG2f//734qMjNSePXtUp04dSVLt2rU1efJkh3Nmvz8+KipKL7/8sh5++GG9++678vHxUXBwsGw2m8P1/iwuLk6//PKLDhw4oMjISEnSxx9/rAYNGmj9+vVq3ry5pEvhfsaMGSpbtqykSwvMxcXFafz48bme99ChQ/L09FRYWJjD/mbNmmnz5s3atWuX7r33Xm3YsEFJSUlq1aqVNm7cKD8/vxz34UdERGjTpk15fgYAAEoyRtoBAHBhW7Zs0Q8//KDAwEDrp169epIujW5nadq0aY73Ll26VO3bt1eVKlVUtmxZ9e/fXydPnlRaWlq+r79z505FRkZagV2S6tevr5CQEO3cudPaFxUVZQV2SapcubISExPzPO+5c+fk6+srm83msN/Pz09RUVHaunWrOnfurBo1amjXrl1q06aN6tWrp6ioqByh3d/fv0CfCQCAkoSRdgAAXFhqaqq6d++uSZMm5ThWuXJla7tMmTIOxw4ePKhu3bpp6NChGj9+vMqXL68ff/xRgwcPVnp6eqEvNOft7e3w2mazyW6359k+NDRUaWlpSk9Pd1hcLmtRugsXLsjDw0NfffWV0tPTZYxRYGCg2rRpo++++87hXElJSapYsWIhfhoAAIoPoR0AABfh4+OjzMxMh31NmjTRF198oaioKHl55f8/6xs2bJDdbtfrr78uD49LE+/mzp171ev92XXXXacjR47oyJEj1mj7jh07lJycrPr16+e7nj9r1KiRda6sbUnavHmzMjIy1KhRIy1dulTh4eFq06aN3n33XcXExMjf3z/HubZt26Z27dpdcy0AADgT0+MBAHARUVFRWrt2rQ4ePKgTJ07Ibrdr2LBhSkpK0j333KP169dr//79Wrx4sQYNGnTFwF2rVi1dvHhRU6dO1a+//qr//Oc/1gJ12a+XmpqquLg4nThxItcp5h06dFBMTIz69eunjRs3at26dbrvvvt0880351hEriAqVqyoJk2a6Mcff8xRd3JysipVqqTWrVvLx8dHZ86cUffu3VWrVi1VqVLFoX1aWpo2bNig22+//ZprAQDAmQjtAAC4iCeeeEKenp6qX7++KlasqMOHDysiIkKrV69WZmambr/9dsXExGjkyJEKCQmxRtBzc8MNN+iNN97QpEmT1LBhQ82aNUsTJ050aNOqVSs9/PDD6tOnjypWrJhjITvp0jT3r776SuXKlVPbtm3VoUMH1axZU3PmzPnLn/eBBx7QrFmzcuxfvny52rZtK0lasWKFYmNj85xl8NVXX6latWpq06bNX64HAABnsBljjLOLAAAA+LNz586pbt26mjNnjmJjY6/pHC1bttSIESN07733FnJ1AAAUD0baAQBAieTv76+PP/5YJ06cuKb3nzhxQj179tQ999xTyJUBAFB8GGkHAAAAAKCEYqQdAAAAAIASitAOAAAAAEAJRWgHAAAAAKCEIrQDAAAAAFBCEdoBAAAAACihCO0AAAAAAJRQhHYAAAAAAEooQjsAAAAAACUUoR0AAAAAgBLq/wHw4xs2XEreaQAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -487,7 +487,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 21, "metadata": {}, "outputs": [ { From 6af04b9a416dfcd72fe4001b049e4d10234c9584 Mon Sep 17 00:00:00 2001 From: Leon Lan Date: Mon, 21 Oct 2024 11:55:00 +0200 Subject: [PATCH 09/13] Update RCPSP notebook --- ...nstrained_project_scheduling_problem.ipynb | 37 +++++++------------ 1 file changed, 14 insertions(+), 23 deletions(-) diff --git a/examples/resource_constrained_project_scheduling_problem.ipynb b/examples/resource_constrained_project_scheduling_problem.ipynb index e8e006a6..27f18ec6 100644 --- a/examples/resource_constrained_project_scheduling_problem.ipynb +++ b/examples/resource_constrained_project_scheduling_problem.ipynb @@ -14,7 +14,6 @@ "import re\n", "from dataclasses import dataclass\n", "from functools import lru_cache\n", - "from typing import List, Tuple\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", @@ -77,8 +76,7 @@ "In this notebook, we solve an instance of the RCPSP using ALNS.\n", "In particular, we solve instance `j9041_6` of the [PSPLib](http://www.om-db.wi.tum.de/psplib/library.html) benchmark suite.\n", "This instance consists of 90 jobs, and four resources.\n", - "The optimal makespan of this instance is known to be between 123 and 135.\n", - "We find a solution with a makespan of 141, just 4% above the best known solution to this instance.\n" + "The optimal makespan of this instance is known to be between 123 and 135." ] }, { @@ -110,8 +108,8 @@ " num_resources: int\n", "\n", " duration: np.ndarray # job durations\n", - " successors: List[List[int]] # job successors\n", - " predecessors: List[List[int]] # job predecessors\n", + " successors: list[list[int]] # job successors\n", + " predecessors: list[list[int]] # job predecessors\n", " needs: np.ndarray # job resource needs\n", " resources: np.ndarray # resource capacities\n", "\n", @@ -128,7 +126,7 @@ "\n", " @property\n", " @lru_cache(1)\n", - " def all_predecessors(self) -> List[List[int]]:\n", + " def all_predecessors(self) -> list[list[int]]:\n", " pred = [set() for _ in range(self.num_jobs)]\n", "\n", " for job, pre in enumerate(self.predecessors):\n", @@ -139,7 +137,7 @@ "\n", " @property\n", " @lru_cache(1)\n", - " def all_successors(self) -> List[List[int]]:\n", + " def all_successors(self) -> list[list[int]]:\n", " succ = [set() for _ in range(self.num_jobs)]\n", "\n", " for job, suc in zip(reversed(range(self.num_jobs)),\n", @@ -259,7 +257,7 @@ "outputs": [], "source": [ "@lru_cache(32)\n", - "def schedule(jobs: Tuple[int]) -> Tuple[np.ndarray, np.ndarray]:\n", + "def schedule(jobs: tuple[int]) -> tuple[np.ndarray, np.ndarray]:\n", " \"\"\"\n", " Computes a serial schedule of the given list of jobs. See Figure 1\n", " in Fleszar and Hindi (2004) for the algorithm. Returns the schedule,\n", @@ -312,7 +310,7 @@ " topologically).\n", " \"\"\"\n", "\n", - " def __init__(self, jobs: List[int]):\n", + " def __init__(self, jobs: list[int]):\n", " self.jobs = jobs\n", " \n", " def __copy__(self):\n", @@ -322,9 +320,9 @@ " def indices(self) -> np.ndarray:\n", " \"\"\"\n", " Returns a mapping from job -> idx in the schedule. Unscheduled\n", - " jobs have index +inf.\n", + " jobs have index ``len(self.jobs)``.\n", " \"\"\"\n", - " indices = np.full(instance.num_jobs, np.inf, dtype=int)\n", + " indices = np.full(instance.num_jobs, len(self.jobs), dtype=int)\n", "\n", " for idx, job in enumerate(self.jobs):\n", " indices[job] = idx\n", @@ -332,7 +330,7 @@ " return indices\n", "\n", " @property\n", - " def unscheduled(self) -> List[int]:\n", + " def unscheduled(self) -> list[int]:\n", " \"\"\"\n", " All jobs that are not currently scheduled, in topological order.\n", " \"\"\"\n", @@ -715,18 +713,11 @@ } }, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "<__array_function__ internals>:200: RuntimeWarning: invalid value encountered in cast\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "Heuristic solution has objective 141.\n" + "Heuristic solution has objective 142.\n" ] } ], @@ -752,7 +743,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA+0AAAIjCAYAAAB20vpjAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAABgT0lEQVR4nO3dd3hU1b7G8XenUtIISQjBQOhNpCoEAUGiSRBU4AgiBwFRREEUrBwL4FEpdjjYr4IVBAWPjSJdBKRHijRD04QWkhBKgMy6f2DmMCaBBJPMTOb7eZ65ZvZes/dvT7be82atvZZljDECAAAAAAAux8vZBQAAAAAAgPwR2gEAAAAAcFGEdgAAAAAAXBShHQAAAAAAF0VoBwAAAADARRHaAQAAAABwUYR2AAAAAABcFKEdAAAAAAAXRWgHAAAAAMBFEdoBACVmzJgxsixLR44cuWTbmJgYDRgwoOSL+oupU6fKsizt2bOn1M9dnMrKdThbUe7Z/AwYMEAxMTHFW1QJ69ixozp27OjsMgAABSC0AwCKZMuWLfrnP/+patWqyd/fX1FRUerbt6+2bNni7NIu6oUXXtCcOXOcXYZH+/TTT/Xaa685u4xSdfLkSY0ZM0ZLlixxah1bt27VmDFj+KMOALghQjsAoNC+/PJLtWjRQgsXLtTAgQP1xhtvaNCgQVq8eLFatGih2bNnX/axt2/frnfffbcYq3VUUGjv16+fTp06pRo1apTYuXGeJ4T2d999V9u3b7e/P3nypMaOHesSoX3s2LH5hvb58+dr/vz5pV8UAKBQfJxdAADAPezevVv9+vVTrVq1tGzZMoWHh9v3Pfjgg2rfvr369eunpKQk1apVq8jH9/f3L85yC83b21ve3t5OOTfKHl9f31I5z4kTJ1SxYsViOZafn1+xHAcAUDLoaQcAFMqLL76okydP6p133nEI7JIUFhamt99+WydOnNDEiRPzfPbIkSPq1auXgoKCVLlyZT344IM6ffq0Q5v8nmlPT0/XQw89pOjoaPn7+6tOnTqaMGGCbDabQzubzabXX39dTZo0Ubly5RQeHq6EhAStXbtWkmRZlk6cOKFp06bJsixZlmU/11+fBe/atWuBf3SIjY1Vq1atHLZ9/PHHatmypcqXL6/Q0FDdfvvt2r9//0W/y1mzZsmyLC1dujTPvrfffluWZWnz5s2SpKSkJA0YMEC1atVSuXLlFBkZqbvuuktHjx696Dlyr3vMmDF5tv+d7zo/X331lW666SZFRUXJ399ftWvX1r///W/l5OTY23Ts2FHffvut9u7da/8dFObZ78J8v8uXL9dtt92m6tWry9/fX9HR0RoxYoROnTqV53i//vqrevXqpfDwcJUvX17169fXk08+maddenq6BgwYoJCQEAUHB2vgwIE6efLkJeu98Jn2PXv22P9dGTt2rP26L/yd/Prrr/rHP/6h0NBQlStXTq1atdJ///tfh2Pm3qNLly7V/fffr4iICF1xxRWSpL179+r+++9X/fr1Vb58eVWuXFm33XabQ4/61KlTddttt0mSOnXqZK8jt/c/v2faDx06pEGDBqlKlSoqV66cmjZtqmnTpjm02bNnjyzL0ksvvaR33nlHtWvXlr+/v66++mqtWbPmkt8VAKBw6GkHABTK119/rZiYGLVv3z7f/R06dFBMTIy+/fbbPPt69eqlmJgYjRs3TqtWrdKkSZN07NgxffjhhwWe7+TJk7ruuuv0+++/695771X16tX1008/adSoUUpJSXEYZj1o0CBNnTpViYmJuvvuu3Xu3DktX75cq1atUqtWrfTRRx/p7rvv1jXXXKPBgwdLkmrXrp3veXv37q0777xTa9as0dVXX23fvnfvXq1atUovvviifdvzzz+vp59+Wr169dLdd9+tw4cPa/LkyerQoYM2bNigkJCQfM9x0003KSAgQJ9//rmuu+46h30zZsxQ48aNdeWVV0qSFixYoN9++00DBw5UZGSktmzZonfeeUdbtmzRqlWrZFlWgd9hYRXlu87P1KlTFRAQoJEjRyogIECLFi3SM888o8zMTPv39eSTTyojI0MHDhzQq6++KkkKCAi46HEL+/3OnDlTJ0+e1H333afKlSvr559/1uTJk3XgwAHNnDnTfrykpCS1b99evr6+Gjx4sGJiYrR79259/fXXev755x3O3atXL9WsWVPjxo3T+vXr9d577ykiIkITJkwo9PcaHh6uN998U/fdd5+6d++uHj16SJKuuuoqSefnh7j22mtVrVo1PfHEE6pYsaI+//xz3Xrrrfriiy/UvXt3h+Pdf//9Cg8P1zPPPKMTJ05IktasWaOffvpJt99+u6644grt2bNHb775pjp27KitW7eqQoUK6tChg4YPH65JkybpX//6lxo2bChJ9n/+1alTp9SxY0ft2rVLw4YNU82aNTVz5kwNGDBA6enpevDBBx3af/rppzp+/LjuvfdeWZaliRMnqkePHvrtt99KbeQBAJRpBgCAS0hPTzeSzC233HLRdjfffLORZDIzM40xxowePdpIMjfffLNDu/vvv99IMps2bbJvq1Gjhunfv7/9/b///W9TsWJFs2PHDofPPvHEE8bb29vs27fPGGPMokWLjCQzfPjwPPXYbDb7zxUrVnQ4fq4PPvjASDLJycnGGGMyMjKMv7+/efjhhx3aTZw40ViWZfbu3WuMMWbPnj3G29vbPP/88w7tfvnlF+Pj45Nn+1/16dPHREREmHPnztm3paSkGC8vL/Pss8/at508eTLPZz/77DMjySxbtqzA6zDGGElm9OjReT5/ud91QfKr8d577zUVKlQwp0+ftm+76aabTI0aNS56rFxF+X7zO/+4ceMcfl/GGNOhQwcTGBjosM0Yx/sk95696667HNp0797dVK5c+ZJ19+/f3+EaDx8+XODvoXPnzqZJkyYO35HNZjNt27Y1devWtW/L/d22a9fO4X4xJv9rX7lypZFkPvzwQ/u2mTNnGklm8eLFedpfd9115rrrrrO/f+2114wk8/HHH9u3nTlzxsTGxpqAgAD7v9/JyclGkqlcubJJS0uzt/3qq6+MJPP111/n/YIAAEXG8HgAwCUdP35ckhQYGHjRdrn7MzMzHbYPHTrU4f0DDzwgSfruu+8KPNbMmTPVvn17VapUSUeOHLG/4uLilJOTo2XLlkmSvvjiC1mWpdGjR+c5xuX0QgcFBSkxMVGff/65jDH27TNmzFCbNm1UvXp1Secn5bPZbOrVq5dDfZGRkapbt64WL1580fP07t1bhw4dcpigbNasWbLZbOrdu7d9W/ny5e0/nz59WkeOHFGbNm0kSevXry/y9eWnsN91QS6s8fjx4zpy5Ijat2+vkydP6tdff72smory/V54/hMnTujIkSNq27atjDHasGGDJOnw4cNatmyZ7rrrLvvvMFd+98mQIUMc3rdv315Hjx7Nc29frrS0NC1atEi9evWyf2dHjhzR0aNHFR8fr507d+r33393+Mw999yTZ/6FC6/97NmzOnr0qOrUqaOQkJDLvj++++47RUZGqk+fPvZtvr6+Gj58uLKysvI81tG7d29VqlTJ/j53NM5vv/12WecHADhieDwA4JJyw3hueC9IQeG+bt26Du9r164tLy+viy4/tXPnTiUlJeV5fj7XoUOHJJ2fIC8qKkqhoaEXra0oevfurTlz5mjlypVq27atdu/erXXr1jkME9+5c6eMMXmuLdelhgUnJCQoODhYM2bMUOfOnSWd/8NAs2bNVK9ePXu7tLQ0jR07VtOnT7dfc66MjIzLvEJHhf2uC7JlyxY99dRTWrRoUZ5Qe7k1FuX73bdvn5555hn997//1bFjx/I9f26AzH3s4FL+GuxzQ+mxY8cUFBRUuIu4iF27dskYo6efflpPP/10vm0OHTqkatWq2d/XrFkzT5tTp05p3Lhx+uCDD/T77787/KHpcr/7vXv3qm7duvLycuzbyR1Ov3fvXoftF/uuAAB/H6EdAHBJwcHBqlq1qpKSki7aLikpSdWqVbtkqClMD7jNZtMNN9ygxx57LN/9Fwbb4tatWzdVqFBBn3/+udq2bavPP/9cXl5e9sm8cuuzLEvff/99vrPPX+p5bX9/f916662aPXu23njjDR08eFArVqzQCy+84NCuV69e+umnn/Too4+qWbNmCggIkM1mU0JCQqEmicvPhRPE5V7L5X7X6enpuu666xQUFKRnn31WtWvXVrly5bR+/Xo9/vjjl11jYb/fnJwc3XDDDUpLS9Pjjz+uBg0aqGLFivr99981YMCAyz5/QSsKXBiK/47cuh555BHFx8fn26ZOnToO7y/sVc/1wAMP6IMPPtBDDz2k2NhYBQcHy7Is3X777Zd97UVV0t8VAHg6QjsAoFC6du2qd999Vz/++KPatWuXZ//y5cu1Z88e3XvvvXn27dy506GXcNeuXbLZbBedPbx27drKyspSXFzcReuqXbu25s2bp7S0tIv2thdlqHzFihXVtWtXzZw5U6+88opmzJih9u3bKyoqyuG8xhjVrFnzsv+A0Lt3b02bNk0LFy7Utm3bZIxxGBp/7NgxLVy4UGPHjtUzzzxj375z585CHb9SpUpKT0932HbmzBmlpKQ4bCvsd52fJUuW6OjRo/ryyy/VoUMH+/bk5OQ8bYvyOyjs9/vLL79ox44dmjZtmu6880779gULFji0y10RIHdW/tJS0DXn1uPr63tZ33uuWbNmqX///nr55Zft206fPp3n916U775GjRpKSkqSzWZz6G3PfdShRo0al10vAKDoeKYdAFAojz76qMqXL6977703z3JjaWlpGjJkiCpUqKBHH300z2enTJni8H7y5MmSpMTExALP16tXL61cuVLz5s3Lsy89PV3nzp2TJPXs2VPGGI0dOzZPuwt7+ipWrJgnyFxM79699ccff+i9997Tpk2bHMK0JPXo0UPe3t4aO3Zsnh5FY0yhlmSLi4tTaGioZsyYoRkzZuiaa65x+ONGbg/mX49/qdncc9WuXTvP8+jvvPNOnp72wn7X+cmvxjNnzuiNN97I07ZixYqFHrJd2O83v/MbY/T66687fCY8PFwdOnTQ+++/r3379uU5XkmpUKGCJOW59yIiItSxY0e9/fbbef6IIp1/Br8wvL2989Q/efLkPL/j3DXdC/PvQJcuXZSamqoZM2bYt507d06TJ09WQEBAnhUPAAAli552AECh1K1bV9OmTVPfvn3VpEkTDRo0SDVr1tSePXv0f//3fzpy5Ig+++yzfJdSS05O1s0336yEhAStXLlSH3/8se644w41bdq0wPM9+uij+u9//6uuXbtqwIABatmypU6cOKFffvlFs2bN0p49exQWFqZOnTqpX79+mjRpknbu3GkfNr58+XJ16tRJw4YNkyS1bNlSP/zwg1555RVFRUWpZs2aat26dYHn79KliwIDA/XII4/I29tbPXv2dNhfu3ZtPffccxo1apT27NmjW2+9VYGBgUpOTtbs2bM1ePBgPfLIIxf9Tn19fdWjRw9Nnz5dJ06c0EsvveSwPygoSB06dNDEiRN19uxZVatWTfPnz8+3Fzs/d999t4YMGaKePXvqhhtu0KZNmzRv3jyFhYVd1nedn7Zt26pSpUrq37+/hg8fLsuy9NFHH+UbhFu2bKkZM2Zo5MiRuvrqqxUQEKBu3brle9zCfr8NGjRQ7dq19cgjj+j3339XUFCQvvjii3yfp540aZLatWunFi1aaPDgwfb799tvv9XGjRsL9Z0WVfny5dWoUSPNmDFD9erVU2hoqK688kpdeeWVmjJlitq1a6cmTZronnvuUa1atXTw4EGtXLlSBw4c0KZNmy55/K5du+qjjz5ScHCwGjVqpJUrV+qHH35Q5cqVHdo1a9ZM3t7emjBhgjIyMuTv76/rr79eEREReY45ePBgvf322xowYIDWrVunmJgYzZo1SytWrNBrr712yQkpAQDFrPQmqgcAlAVJSUmmT58+pmrVqsbX19dERkaaPn36mF9++SVP29zls7Zu3Wr+8Y9/mMDAQFOpUiUzbNgwc+rUKYe2f12GzBhjjh8/bkaNGmXq1Klj/Pz8TFhYmGnbtq156aWXzJkzZ+ztzp07Z1588UXToEED4+fnZ8LDw01iYqJZt26dvc2vv/5qOnToYMqXL28k2c+V31Jpufr27Wskmbi4uAK/jy+++MK0a9fOVKxY0VSsWNE0aNDADB061Gzfvr0Q36YxCxYsMJKMZVlm//79efYfOHDAdO/e3YSEhJjg4GBz2223mT/++CPPMmL5XUdOTo55/PHHTVhYmKlQoYKJj483u3bt+lvfdX5WrFhh2rRpY8qXL2+ioqLMY489ZubNm5dnibGsrCxzxx13mJCQECOpUMu/Feb73bp1q4mLizMBAQEmLCzM3HPPPWbTpk1Gkvnggw8cjrd582b791muXDlTv3598/TTT9v3596zhw8fdvjcxe6TC/11yTdjjPnpp59My5YtjZ+fX57f2+7du82dd95pIiMjja+vr6lWrZrp2rWrmTVrVp5zr1mzJs/5jh07ZgYOHGjCwsJMQECAiY+PN7/++mu+v+N3333X1KpVy3h7ezv8bv665Jsxxhw8eNB+XD8/P9OkSZM832Xukm8vvvhinrr+ep0AgMtnGcMsIQAA54uOjlZ8fLzee+89Z5cCAADgMnimHQDgdLnrSxc0BBsAAMBT8Uw7AMCp5s2bp+nTp+vUqVP29coBAABwHsPjAQBO1alTJ+3atUv33Xef/vWvfzm7HAAAAJdCaAcAAAAAwEXxTDsAAAAAAC6K0A4AAAAAgItiIjpJNptNf/zxhwIDA2VZlrPLAQAAAACUccYYHT9+XFFRUfLyKrg/ndAu6Y8//lB0dLSzywAAAAAAeJj9+/friiuuKHA/oV1SYGCgpPNfVlBQkJOrAQAAAACUdZmZmYqOjrbn0YIQ2iX7kPigoCBCOwAAAACg1FzqEW0mogMAAAAAwEUR2gEAAAAAcFGEdgAAAAAAXBTPtAMAAABAGZGTk6OzZ886uwxI8vb2lo+Pz99eVpzQDgAAAABlQFZWlg4cOCBjjLNLwZ8qVKigqlWrys/P77KPQWgHAAAAADeXk5OjAwcOqEKFCgoPD//bvbv4e4wxOnPmjA4fPqzk5GTVrVtXXl6X93Q6oR0AAAAA3NzZs2dljFF4eLjKly/v7HIgqXz58vL19dXevXt15swZlStX7rKOw0R0AAAAAFBG0MPuWi63d93hGMVQBwAAAAAAKAGEdgAAAAAAXBShHQAAAAAAF0VoBwAAAAA4VWpqqh544AHVqlVL/v7+io6OVrdu3bRw4UJnl1Ygy7I0Z86cEj8Ps8cDAAAAAJxmz549uvbaaxUSEqIXX3xRTZo00dmzZzVv3jwNHTpUv/76a5GPaYxRTk6OfHwcI++ZM2f+1prpzkBPOwAAAACUMcYYnTxzzikvY0yRar3//vtlWZZ+/vln9ezZU/Xq1VPjxo01cuRIrVq1Snv27JFlWdq4caP9M+np6bIsS0uWLJEkLVmyRJZl6fvvv1fLli3l7++vH3/8UR07dtSwYcP00EMPKSwsTPHx8ZKkzZs3KzExUQEBAapSpYr69eunI0eO2I/fsWNHDR8+XI899phCQ0MVGRmpMWPG2PfHxMRIkrp37y7LsuzvSwI97QAAAABQxpw6m6NGz8xzyrm3PhuvCn6Fi5ppaWmaO3eunn/+eVWsWDHP/pCQEKWnpxf63E888YReeukl1apVS5UqVZIkTZs2Tffdd59WrFgh6Xzgv/7663X33Xfr1Vdf1alTp/T444+rV69eWrRokf1Y06ZN08iRI7V69WqtXLlSAwYM0LXXXqsbbrhBa9asUUREhD744AMlJCTI29u70DUWFaEdAAAAAOAUu3btkjFGDRo0KJbjPfvss7rhhhscttWtW1cTJ060v3/uuefUvHlzvfDCC/Zt77//vqKjo7Vjxw7Vq1dPknTVVVdp9OjR9mP85z//0cKFC3XDDTcoPDxc0vk/KkRGRhZL7QUhtLuR9fM+kiWbGnb4h8qVz/tXKAAAAACQpPK+3tr6bLzTzl1YRR1KfymtWrXKs61ly5YO7zdt2qTFixcrICAgT9vdu3c7hPYLVa1aVYcOHSrGaguH0O5Gmv30gLwsoyNNrye0AwAAACiQZVmFHqLuTHXr1pVlWRedbM7L6/xUbBcG/LNnz+bbNr8h9n/dlpWVpW7dumnChAl52latWtX+s6+vr8M+y7Jks9kKrLOkMBEdAAAAAMApQkNDFR8frylTpujEiRN59qenp9uHoqekpNi3XzgpXVG1aNFCW7ZsUUxMjOrUqePwyi/0F8TX11c5OTmXXUdhEdrdUvEOIQEAAAAAZ5kyZYpycnJ0zTXX6IsvvtDOnTu1bds2TZo0SbGxsSpfvrzatGmj8ePHa9u2bVq6dKmeeuqpyz7f0KFDlZaWpj59+mjNmjXavXu35s2bp4EDBxYphMfExGjhwoVKTU3VsWPHLrueSyG0uxGiOgAAAICyplatWlq/fr06deqkhx9+WFdeeaVuuOEGLVy4UG+++aak8xPFnTt3Ti1bttRDDz2k55577rLPFxUVpRUrVignJ0c33nijmjRpooceekghISH2ofiF8fLLL2vBggWKjo5W8+bNL7ueS7FMcT/574YyMzMVHBysjIwMBQUFObucAuWMDpG3ZXRkcJLComo4uxwAAAAALuL06dNKTk5WzZo1Va5cOWeXgz9d7PdS2BxKTzsAAAAAAC6K0O5GjCxnlwAAAAAAKEWEdjdkeLodAAAAADwCod2N0NMOAAAAAJ6F0A4AAAAAgIsitLshJvwHAAAAAM9AaHcjRHUAAAAA8CyEdjdkjM3ZJQAAAAAASgGh3a0wER0AAAAAeBJCOwAAAAAALorQ7oaYiA4AAABAWTBgwABZlmV/Va5cWQkJCUpKSiqW448ZM0bNmjUrlmM5C6HdjbBOOwAAAICyJiEhQSkpKUpJSdHChQvl4+Ojrl27Orssl0FoBwAAAICyxhjpzAnnvIo4Mtjf31+RkZGKjIxUs2bN9MQTT2j//v06fPiwJGn//v3q1auXQkJCFBoaqltuuUV79uyxf37JkiW65pprVLFiRYWEhOjaa6/V3r17NXXqVI0dO1abNm2y9+RPnTq1GL/k0uHj7AJwGRgeDwAAAOBizp6UXohyzrn/9YfkV/GyPpqVlaWPP/5YderUUeXKlXX27FnFx8crNjZWy5cvl4+Pj5577jn7EHovLy/deuutuueee/TZZ5/pzJkz+vnnn2VZlnr37q3Nmzdr7ty5+uGHHyRJwcHBxXmlpYLQ7kaI6gAAAADKmm+++UYBAQGSpBMnTqhq1ar65ptv5OXlpU8//VQ2m03vvfeeLOv848IffPCBQkJCtGTJErVq1UoZGRnq2rWrateuLUlq2LCh/dgBAQHy8fFRZGRk6V9YMSG0uyHWaQcAAABwUb4Vzvd4O+vcRdCpUye9+eabkqRjx47pjTfeUGJion7++Wdt2rRJu3btUmBgoMNnTp8+rd27d+vGG2/UgAEDFB8frxtuuEFxcXHq1auXqlatWmyX42yEdjfCRHQAAAAACsWyLnuIemmrWLGi6tSpY3//3nvvKTg4WO+++66ysrLUsmVLffLJJ3k+Fx4eLul8z/vw4cM1d+5czZgxQ0899ZQWLFigNm3alNo1lCRCOwAAAADAZViWJS8vL506dUotWrTQjBkzFBERoaCgoAI/07x5czVv3lyjRo1SbGysPv30U7Vp00Z+fn7KyckpxeqLH7PHuyHmoQMAAABQVmRnZys1NVWpqanatm2bHnjgAWVlZalbt27q27evwsLCdMstt2j58uVKTk7WkiVLNHz4cB04cEDJyckaNWqUVq5cqb1792r+/PnauXOn/bn2mJgYJScna+PGjTpy5Iiys7OdfLVF59TQvmzZMnXr1k1RUVGyLEtz5sxx2J87Lf9fXy+++KK9TVpamvr27augoCCFhIRo0KBBysrKKuUrKR0MjwcAAABQ1sydO1dVq1ZV1apV1bp1a61Zs0YzZ85Ux44dVaFCBS1btkzVq1dXjx491LBhQw0aNEinT59WUFCQKlSooF9//VU9e/ZUvXr1NHjwYA0dOlT33nuvJKlnz55KSEhQp06dFB4ers8++8zJV1t0Th0ef+LECTVt2lR33XWXevTokWd/SkqKw/vvv/9egwYNUs+ePe3b+vbtq5SUFC1YsEBnz57VwIEDNXjwYH366aclXj8AAAAA4PJNnTr1kmunR0ZGatq0afnuCwoK0uzZswv8rL+/v2bNmvV3SnQ6p4b2xMREJSYmFrj/r9Pyf/XVV+rUqZNq1aolSdq2bZvmzp2rNWvWqFWrVpKkyZMnq0uXLnrppZcUFeWkdQlLGuPjAQAAAMAjuM0z7QcPHtS3336rQYMG2betXLlSISEh9sAuSXFxcfLy8tLq1asLPFZ2drYyMzMdXgAAAAAAuBq3Ce3Tpk1TYGCgwzD61NRURUREOLTz8fFRaGioUlNTCzzWuHHjFBwcbH9FR0eXWN0lwdDTDgAAAAAewW1C+/vvv6++ffuqXLlyf/tYo0aNUkZGhv21f//+Yqiw5DERHQAAAAB4FrdYp3358uXavn27ZsyY4bA9MjJShw4dcth27tw5paWl5Xke/kL+/v7y9/cvkVoBAAAAwFkYletaiuP34RY97f/3f/+nli1bqmnTpg7bY2NjlZ6ernXr1tm3LVq0SDabTa1bty7tMkuRzdkFAAAAAHAh3t7ekqQzZ844uRJc6OTJk5IkX1/fyz6GU3vas7KytGvXLvv73EXvQ0NDVb16dUlSZmamZs6cqZdffjnP5xs2bKiEhATdc889euutt3T27FkNGzZMt99+e5mcOZ7h8QAAAADy4+PjowoVKujw4cPy9fWVl5db9M+WWcYYnTx5UocOHVJISIj9jyqXw6mhfe3aterUqZP9/ciRIyVJ/fv3t6/VN336dBlj1KdPn3yP8cknn2jYsGHq3LmzvLy81LNnT02aNKnEawcAAAAAV2FZlqpWrark5GTt3bvX2eXgTyEhIRd9dLswLMNDD8rMzFRwcLAyMjIUFBTk7HIKlDU6UgHWKR345wpdUedKZ5cDAAAAwMXYbDaGyLsIX1/fi/awFzaHusVEdDjP4/+6AgAAAOCivLy8imXFLbgOHnRwQ4b4DgAAAAAegdDuRozFRHQAAAAA4EkI7QAAAAAAuChCuzsyrNMOAAAAAJ6A0O5WGB4PAAAAAJ6E0A4AAAAAgIsitLshY5g9HgAAAAA8AaHdjRDVAQAAAMCzENrdEB3tAAAAAOAZCO1uxDARHQAAAAB4FEI7AAAAAAAuitDujlinHQAAAAA8AqHdjTA8HgAAAAA8C6EdAAAAAAAXRWh3R0wfDwAAAAAegdDuVhgeDwAAAACehNDuhozoaQcAAAAAT0BodyNEdQAAAADwLIR2AAAAAABcFKHdDRkmogMAAAAAj0BodyOs0w4AAAAAnoXQDgAAAACAiyK0uyNjc3YFAAAAAIBSQGh3IwyPBwAAAADPQmh3Q8xDBwAAAACegdAOAAAAAICLIrQDAAAAAOCiCO1uiHXaAQAAAMAzENrdCBPRAQAAAIBnIbQDAAAAAOCiCO3uiHXaAQAAAMAjENrdCMPjAQAAAMCzENrdEBPRAQAAAIBnILQDAAAAAOCiCO0AAAAAALgoQrtbYng8AAAAAHgCQrsbYSI6AAAAAPAshHYAAAAAAFwUod0NMXs8AAAAAHgGQrsbYXg8AAAAAHgWQrs7oqcdAAAAADwCod2t0NMOAAAAAJ6E0A4AAAAAgIsitLshJqIDAAAAAM9AaHcjRHUAAAAA8CyEdgAAAAAAXBSh3S3R5w4AAAAAnoDQ7kaMxezxAAAAAOBJCO1uyNhszi4BAAAAAFAKCO1uhZ52AAAAAPAkhHYAAAAAAFwUod0NGSaiAwAAAACPQGh3I0R1AAAAAPAshHYAAAAAAFwUod0dGfrcAQAAAMATENrdiGH2eAAAAADwKE4N7cuWLVO3bt0UFRUly7I0Z86cPG22bdumm2++WcHBwapYsaKuvvpq7du3z76/Y8eOsizL4TVkyJBSvAonoKcdAAAAADyCU0P7iRMn1LRpU02ZMiXf/bt371a7du3UoEEDLVmyRElJSXr66adVrlw5h3b33HOPUlJS7K+JEyeWRvlOQE87AAAAAHgSH2eePDExUYmJiQXuf/LJJ9WlSxeHEF67du087SpUqKDIyMgSqREAAAAAAGdx2WfabTabvv32W9WrV0/x8fGKiIhQ69at8x1C/8knnygsLExXXnmlRo0apZMnT1702NnZ2crMzHR4uRWGxwMAAACAR3DZ0H7o0CFlZWVp/PjxSkhI0Pz589W9e3f16NFDS5cutbe744479PHHH2vx4sUaNWqUPvroI/3zn/+86LHHjRun4OBg+ys6OrqkL6dYMBEdAAAAAHgWpw6PvxibzSZJuuWWWzRixAhJUrNmzfTTTz/prbfe0nXXXSdJGjx4sP0zTZo0UdWqVdW5c2ft3r0736H0kjRq1CiNHDnS/j4zM9NtgjsAAAAAwHO4bE97WFiYfHx81KhRI4ftDRs2dJg9/q9at24tSdq1a1eBbfz9/RUUFOTwcidGDI8HAAAAAE/gsqHdz89PV199tbZv3+6wfceOHapRo0aBn9u4caMkqWrVqiVZHgAAAAAAJc6pw+OzsrIcesSTk5O1ceNGhYaGqnr16nr00UfVu3dvdejQQZ06ddLcuXP19ddfa8mSJZLOLwn36aefqkuXLqpcubKSkpI0YsQIdejQQVdddZWTrqrkGSaiAwAAAACP4NTQvnbtWnXq1Mn+Pvc58/79+2vq1Knq3r273nrrLY0bN07Dhw9X/fr19cUXX6hdu3aSzvfG//DDD3rttdd04sQJRUdHq2fPnnrqqaeccj0lzViWGBkPAAAAAJ7DMnTbKjMzU8HBwcrIyHDp59v3PdtI1W2/a2vCDDVqk+DscgAAAAAAl6mwOdRln2nHRfB3FgAAAADwCIR2N8I67QAAAADgWQjtAAAAAAC4KEK7G2IaAgAAAADwDIR2t8LweAAAAADwJIR2d0RPOwAAAAB4BEK7GyGqAwAAAIBnIbQDAAAAAOCiCO1uyMjm7BIAAAAAAKWA0O5WmIgOAAAAADwJoR0AAAAAABdFaHdHzB4PAAAAAB6B0O5GDMPjAQAAAMCjENrdET3tAAAAAOARCO1uhZ52AAAAAPAkhHYAAAAAAFwUod0NMToeAAAAADwDod2NkNUBAAAAwLMQ2gEAAAAAcFGEdrdkc3YBAAAAAIBSQGh3I8Zi9ngAAAAA8CSEdnfETHQAAAAA4BEI7W6FnnYAAAAA8CSEdgAAAAAAXBSh3Q0ZhscDAAAAgEcgtLsRw/B4AAAAAPAohHZ3RE87AAAAAHgEQjsAAAAAAC6K0A4AAAAAgIsitLshI4bHAwAAAIAnILS7ESaiAwAAAADPQmgHAAAAAMBFEdrdEbPHAwAAAIBHILS7E4vh8QAAAADgSQjtbsnm7AIAAAAAAKWA0O5GmIgOAAAAADwLoR0AAAAAABdFaHdDzEMHAAAAAJ6B0A4AAAAAgIsitAMAAAAA4KII7e6I8fEAAAAA4BEI7W6E2eMBAAAAwLMQ2t0RPe0AAAAA4BEI7W6FnnYAAAAA8CSEdgAAAAAAXBSh3Q0ZY3N2CQAAAACAUkBodyNMRAcAAAAAnoXQDgAAAACAiyK0AwAAAADgogjt7sRieDwAAAAAeBJCuxsyrNMOAAAAAB6B0O5GiOoAAAAA4FkI7QAAAAAAuChCuxuyxDrtAAAAAOAJCO1uhYnoAAAAAMCTENoBAAAAAHBRlxXad+/eraeeekp9+vTRoUOHJEnff/+9tmzZUqTjLFu2TN26dVNUVJQsy9KcOXPytNm2bZtuvvlmBQcHq2LFirr66qu1b98++/7Tp09r6NChqly5sgICAtSzZ08dPHjwci7LbTB7PAAAAAB4hiKH9qVLl6pJkyZavXq1vvzyS2VlZUmSNm3apNGjRxfpWCdOnFDTpk01ZcqUfPfv3r1b7dq1U4MGDbRkyRIlJSXp6aefVrly5extRowYoa+//lozZ87U0qVL9ccff6hHjx5FvSy3YBgeDwAAAAAexaeoH3jiiSf03HPPaeTIkQoMDLRvv/766/Wf//ynSMdKTExUYmJigfuffPJJdenSRRMnTrRvq127tv3njIwM/d///Z8+/fRTXX/99ZKkDz74QA0bNtSqVavUpk2bItXjNuhpBwAAAACPUOSe9l9++UXdu3fPsz0iIkJHjhwplqIkyWaz6dtvv1W9evUUHx+viIgItW7d2mEI/bp163T27FnFxcXZtzVo0EDVq1fXypUrCzx2dna2MjMzHV5uwaKnHQAAAAA8SZFDe0hIiFJSUvJs37Bhg6pVq1YsRUnSoUOHlJWVpfHjxyshIUHz589X9+7d1aNHDy1dulSSlJqaKj8/P4WEhDh8tkqVKkpNTS3w2OPGjVNwcLD9FR0dXWx1AwAAAABQXIoc2m+//XY9/vjjSk1NlWVZstlsWrFihR555BHdeeedxVaYzXZ+LfJbbrlFI0aMULNmzfTEE0+oa9eueuutt/7WsUeNGqWMjAz7a//+/cVRcqlhdDwAAAAAeIYih/YXXnhBDRo0UHR0tLKystSoUSN16NBBbdu21VNPPVVshYWFhcnHx0eNGjVy2N6wYUP77PGRkZE6c+aM0tPTHdocPHhQkZGRBR7b399fQUFBDi93QFYHAAAAAM9S5NDu5+end999V7t379Y333yjjz/+WL/++qs++ugjeXt7F1thfn5+uvrqq7V9+3aH7Tt27FCNGjUkSS1btpSvr68WLlxo3799+3bt27dPsbGxxVYLAAAAAADOUOTZ43NVr15d1atX/1snz8rK0q5du+zvk5OTtXHjRoWGhqp69ep69NFH1bt3b3Xo0EGdOnXS3Llz9fXXX2vJkiWSpODgYA0aNEgjR45UaGiogoKC9MADDyg2NrbszhwvSbI5uwAAAAAAQCkocmi/6667Lrr//fffL/Sx1q5dq06dOtnfjxw5UpLUv39/TZ06Vd27d9dbb72lcePGafjw4apfv76++OILtWvXzv6ZV199VV5eXurZs6eys7MVHx+vN954o4hX5S6YPR4AAAAAPEmRQ/uxY8cc3p89e1abN29Wenq6fa30wurYsaPMJWZVu+uuuy76h4Jy5cppypQpmjJlSpHO7daYiQ4AAAAAPEKRQ/vs2bPzbLPZbLrvvvtUu3btYikKBaGnHQAAAAA8SZEnosv3IF5eGjlypF599dXiOBwAAAAAAFAxhXZJ2r17t86dO1dch8NFGBZ/AwAAAACPUOTh8bmTxeUyxiglJUXffvut+vfvX2yFIS9jMTweAAAAADxJkUP7hg0bHN57eXkpPDxcL7/88iVnlgcAAAAAAIVX5NC+ePHikqgDRcHs8QAAAADgEYrtmXYAAAAAAFC8CtXT3rx5c1mFfJ56/fr1f6sgFAI97QAAAADgEQoV2m+99dYSLgOFYVinHQAAAAA8SqFC++jRo0u6DgAAAAAA8Bc80+6OGB4PAAAAAB6hyLPH5+Tk6NVXX9Xnn3+uffv26cyZMw7709LSiq04/BXD4wEAAADAkxS5p33s2LF65ZVX1Lt3b2VkZGjkyJHq0aOHvLy8NGbMmBIoEQAAAAAAz1Tk0P7JJ5/o3Xff1cMPPywfHx/16dNH7733np555hmtWrWqJGpEHgyPBwAAAABPUOTQnpqaqiZNmkiSAgIClJGRIUnq2rWrvv322+KtDg5MIZfdAwAAAACUDUUO7VdccYVSUlIkSbVr19b8+fMlSWvWrJG/v3/xVod8GSaiAwAAAACPUOTQ3r17dy1cuFCS9MADD+jpp59W3bp1deedd+quu+4q9gJxIXraAQAAAMCTFHn2+PHjx9t/7t27t2rUqKGffvpJdevWVbdu3Yq1OAAAAAAAPFmRQ/vp06dVrlw5+/s2bdqoTZs2xVoULoHh8QAAAADgEYo8PD4iIkL9+/fXggULZLPZSqImFIjh8QAAAADgSYoc2qdNm6aTJ0/qlltuUbVq1fTQQw9p7dq1JVEbAAAAAAAe7bImops5c6YOHjyoF154QVu3blWbNm1Ur149PfvssyVRI/JgeDwAAAAAeIIih/ZcgYGBGjhwoObPn6+kpCRVrFhRY8eOLc7a8BdEdQAAAADwLJcd2k+fPq3PP/9ct956q1q0aKG0tDQ9+uijxVkbCsA67QAAAADgGYo8e/y8efP06aefas6cOfLx8dE//vEPzZ8/Xx06dCiJ+nAhi4noAAAAAMCTFDm0d+/eXV27dtWHH36oLl26yNfXtyTqAgAAAADA4xU5tB88eFCBgYElUQsKjeHxAAAAAOAJivxMO4HdmRgeDwAAAACe5LInogMAAAAAACWL0O6GLGaPBwAAAACPQGh3I4bh8QAAAADgUS47tO/atUvz5s3TqVOnJLF2eGniuwYAAAAAz1Dk0H706FHFxcWpXr166tKli1JSUiRJgwYN0sMPP1zsBeICrNMOAAAAAB6lyKF9xIgR8vHx0b59+1ShQgX79t69e2vu3LnFWhwAAAAAAJ6syOu0z58/X/PmzdMVV1zhsL1u3brau3dvsRWGi2F4PAAAAAB4giL3tJ84ccKhhz1XWlqa/P39i6Uo5I+J6AAAAADAsxQ5tLdv314ffvih/b1lWbLZbJo4caI6depUrMUBAAAAAODJijw8fuLEiercubPWrl2rM2fO6LHHHtOWLVuUlpamFStWlESN+CtmjwcAAAAAj1DknvYrr7xSO3bsULt27XTLLbfoxIkT6tGjhzZs2KDatWuXRI0AAAAAAHikIve0S1JwcLCefPLJ4q4FhcQ67QAAAADgGYrc016nTh2NGTNGO3fuLIl6cFFMRAcAAAAAnqTIoX3o0KH69ttvVb9+fV199dV6/fXXlZqaWhK1AQAAAADg0Yoc2keMGKE1a9bo119/VZcuXTRlyhRFR0frxhtvdJhVHiWJ4fEAAAAA4AmKHNpz1atXT2PHjtWOHTu0fPlyHT58WAMHDizO2vBXFsPjAQAAAMCTXNZEdLl+/vlnffrpp5oxY4YyMzN12223FVddAAAAAAB4vCKH9h07duiTTz7RZ599puTkZF1//fWaMGGCevTooYCAgJKoEX/F7PEAAAAA4BGKHNobNGigq6++WkOHDtXtt9+uKlWqlERdyIdh9ngAAAAA8ChFDu3bt29X3bp1S6IWFBo97QAAAADgCYo8ER2B3ZnoaQcAAAAAT1KonvbQ0FDt2LFDYWFhqlSpkqyLzGKelpZWbMUBAAAAAODJChXaX331VQUGBtp/vlhoRylgIjoAAAAA8AiFCu39+/e3/zxgwICSqgWXwt9KAAAAAMCjFPmZdm9vbx06dCjP9qNHj8rb27tYigIAAAAAAJcR2k0BQ7Ozs7Pl5+f3twtCYTA8HgAAAAA8QaGXfJs0aZIkybIsvffeewoICLDvy8nJ0bJly9SgQYPirxAXYHw8AAAAAHiSQof2V199VdL5nva33nrLYSi8n5+fYmJi9NZbbxV/hciLiegAAAAAwCMUOrQnJydLkjp16qQvv/xSlSpVKrGikD9DTzsAAAAAeJQiP9O+ePHiYgvsy5YtU7du3RQVFSXLsjRnzhyH/QMGDJBlWQ6vhIQEhzYxMTF52owfP75Y6gMAAAAAwJmKHNp79uypCRMm5Nk+ceJE3XbbbUU61okTJ9S0aVNNmTKlwDYJCQlKSUmxvz777LM8bZ599lmHNg888ECR6nA3BU0GCAAAAAAoWwo9PD7XsmXLNGbMmDzbExMT9fLLLxfpWImJiUpMTLxoG39/f0VGRl60TWBg4CXblAkWw+MBAAAAwJMUuac9Kysr36XdfH19lZmZWSxFXWjJkiWKiIhQ/fr1dd999+no0aN52owfP16VK1dW8+bN9eKLL+rcuXMXPWZ2drYyMzMdXu4kYucMZ5cAAAAAACgFRQ7tTZo00YwZeUPj9OnT1ahRo2IpKldCQoI+/PBDLVy4UBMmTNDSpUuVmJionJwce5vhw4dr+vTpWrx4se6991698MILeuyxxy563HHjxik4ONj+io6OLta6S4plO3/dZ7zKO7kSAAAAAEBpsEwRH5D++uuv1aNHD91xxx26/vrrJUkLFy7UZ599ppkzZ+rWW2+9vEIsS7Nnz77o53/77TfVrl1bP/zwgzp37pxvm/fff1/33nuvsrKy5O/vn2+b7OxsZWdn299nZmYqOjpaGRkZCgoKuqz6S8OG+R+r+U9Dtd2ngeo/tdrZ5QAAAAAALlNmZqaCg4MvmUOL3NPerVs3zZkzR7t27dL999+vhx9+WAcOHNAPP/xw2YG9sGrVqqWwsDDt2rWrwDatW7fWuXPntGfPngLb+Pv7KygoyOHlDizr/K/Lks3JlQAAAAAASkORJ6KTpJtuukk33XRTcddySQcOHNDRo0dVtWrVAtts3LhRXl5eioiIKMXKSolXkf/GAgAAAABwY5cV2tPT0zVr1iz99ttveuSRRxQaGqr169erSpUqqlatWqGPk5WV5dBrnpycrI0bNyo0NFShoaEaO3asevbsqcjISO3evVuPPfaY6tSpo/j4eEnSypUrtXr1anXq1EmBgYFauXKlRowYoX/+85/Ftpa8K7H3tBt62gEAAADAExQ5tCclJSkuLk7BwcHas2eP7r77boWGhurLL7/Uvn379OGHHxb6WGvXrlWnTp3s70eOHClJ6t+/v958800lJSVp2rRpSk9PV1RUlG688Ub9+9//tj+r7u/vr+nTp2vMmDHKzs5WzZo1NWLECPtxypw/l3yzxDrtAAAAAOAJihzaR44cqQEDBmjixIkKDAy0b+/SpYvuuOOOIh2rY8eOutg8ePPmzbvo51u0aKFVq1YV6Zzu7H/PtBPaAQAAAMATFPkh6TVr1ujee+/Ns71atWpKTU0tlqKQP+vPnnYR2gEAAADAIxQ5tPv7+yszMzPP9h07dig8PLxYikIBLG9JklfRVukDAAAAALipIof2m2++Wc8++6zOnj0r6Xzv7759+/T444+rZ8+exV4g/sfyyn2mnYnoAAAAAMATFDm0v/zyy8rKylJERIROnTql6667TnXq1FFgYKCef/75kqgRuRgeDwAAAAAepcgT0QUHB2vBggX68ccflZSUpKysLLVo0UJxcXElUR8uYP05PJ6J6AAAAADAM1zWOu2S1K5dO7Vr1644a8ElWF7MHg8AAAAAnqRQoX3SpEkaPHiwypUrp0mTJl20bUBAgBo3bqzWrVsXS4H4n9zZ4y0mogMAAAAAj1Co0P7qq6+qb9++KleunF599dWLts3OztahQ4c0YsQIvfjii8VSJM5jnXYAAAAA8CyFCu3Jycn5/lyQBQsW6I477iC0FzeL2eMBAAAAwJMUefb4wmjXrp2eeuqpkji0R6OnHQAAAAA8y2WF9oULF6pr166qXbu2ateura5du+qHH36w7y9fvrwefPDBYisS51lef84ezzPtAAAAAOARihza33jjDSUkJCgwMFAPPvigHnzwQQUFBalLly6aMmVKSdSIP9knoqOnHQAAAAA8QpGXfHvhhRf06quvatiwYfZtw4cP17XXXqsXXnhBQ4cOLdYC8T8s+QYAAAAAnqXIPe3p6elKSEjIs/3GG29URkZGsRSF/PFMOwAAAAB4liKH9ptvvlmzZ8/Os/2rr75S165di6UoFIDQDgAAAAAepVDD4ydNmmT/uVGjRnr++ee1ZMkSxcbGSpJWrVqlFStW6OGHHy6ZKiFJ8vLimXYAAAAA8CSWMZeeirxmzZqFO5hl6bfffvvbRZW2zMxMBQcHKyMjQ0FBQc4up0DJW9eo5udxSlOQQsfsd3Y5AAAAAIDLVNgcWqie9uTk5GIrDJfPyz48HgAAAADgCS5rnXZJOnLkiI4cOVKcteBSctdpl83JhQAAAAAASkORlnxLT0/Xk08+qRkzZujYsWOSpEqVKun222/Xc889p5CQkJKoEX/6c5l2hShLh8fE5NlvZOm3mD5qM+CF0i0MAAAAAFAiCh3a09LSFBsbq99//119+/ZVw4YNJUlbt27V1KlTtXDhQv3000+qVKlSiRXr6SpXjVGmKipIJxSuY/m2Obd3piRCOwAAAACUBYUO7c8++6z8/Py0e/duValSJc++G2+8Uc8++6xeffXVYi8S51UMDFHGg0nafWBXnn3H9mxSq3WPyevS8woCAAAAANxEoUP7nDlz9Pbbb+cJ7JIUGRmpiRMnasiQIYT2EhZcKUzBlcLybN957oy0ThLLwQEAAABAmVHoiehSUlLUuHHjAvdfeeWVSk1NLZaiUHSW1/lfpReT1AEAAABAmVHo0B4WFqY9e/YUuD85OVmhoaHFURMug2VfDo6edgAAAAAoKwod2uPj4/Xkk0/qzJkzefZlZ2fr6aefVkJCQrEWhyIgtAMAAABAmVOkiehatWqlunXraujQoWrQoIGMMdq2bZveeOMNZWdn66OPPirJWnERXl7n14MjtAMAAABA2VHo0H7FFVdo5cqVuv/++zVq1CiZP2cptyxLN9xwg/7zn/8oOjq6xArFJdDTDgAAAABlTqFDuyTVrFlT33//vY4dO6adO3dKkurUqcOz7C7Ai9AOAAAAAGVOkUJ7rkqVKumaa64p7lrwd3h5SyK0AwAAAEBZUuiJ6ODarPOPtMuL0A4AAAAAZQahvYywcnvaDeu0AwAAAEBZQWgvI7y8cp9pBwAAAACUFYT2MsPrz/9LTzsAAAAAlBWE9jLC8uJXCQAAAABlDUmvjPjfRHT0tAMAAABAWUFoLyPsE9E5uQ4AAAAAQPEhtJcRXvbQTk87AAAAAJQVhPYywvpzfDzrtAMAAABA2UFoLyMs+5JvhHYAAAAAKCsI7WXG+Z52b4vQDgAAAABlBaG9jPC6YMk3Y+O5dgAAAAAoCwjtZUTuRHSSZAy97QAAAABQFhDay4jciegkQjsAAAAAlBWE9rLigp52my3HiYUAAAAAAIoLob2MuLCnndAOAAAAAGWDj7MLQPG4cCK6Ay+2lcnn7zFHohPUZsALpVkWAAAAAOBvILSXEeXKV1SaghSqTNXOSc63TbXkdyUR2gEAAADAXRDaywgfXz/ZBv+opO1r8uw7c/ywWq1/Qt5i2DwAAAAAuBNCexkSFlVDYVE18mw/9HuytP4JWfl8BgAAAADgupiIzgPkTlJniaXgAAAAAMCdENo9gCVCOwAAAAC4I0K7J/hzZnlvi9AOAAAAAO6E0O4BLlzDHQAAAADgPgjtHuDC0G5sNidWAgAAAAAoCkK7B7Cs//2ajWGIPAAAAAC4C0K7B3DoaSe0AwAAAIDbcGpoX7Zsmbp166aoqChZlqU5c+Y47B8wYIAsy3J4JSQkOLRJS0tT3759FRQUpJCQEA0aNEhZWVmleBWuzzG0MzweAAAAANyFU0P7iRMn1LRpU02ZMqXANgkJCUpJSbG/PvvsM4f9ffv21ZYtW7RgwQJ98803WrZsmQYPHlzSpbsXhscDAAAAgFvycebJExMTlZiYeNE2/v7+ioyMzHfftm3bNHfuXK1Zs0atWrWSJE2ePFldunTRSy+9pKioqGKv2S0xPB4AAAAA3JLLP9O+ZMkSRUREqH79+rrvvvt09OhR+76VK1cqJCTEHtglKS4uTl5eXlq9enWBx8zOzlZmZqbDqyxjeDwAAAAAuCeXDu0JCQn68MMPtXDhQk2YMEFLly5VYmKicnJyJEmpqamKiIhw+IyPj49CQ0OVmppa4HHHjRun4OBg+ys6OrpEr8PZmIgOAAAAANyTU4fHX8rtt99u/7lJkya66qqrVLt2bS1ZskSdO3e+7OOOGjVKI0eOtL/PzMws08H9wtAuQjsAAAAAuA2X7mn/q1q1aiksLEy7du2SJEVGRurQoUMObc6dO6e0tLQCn4OXzj8nHxQU5PAqy+hpBwAAAAD35Fah/cCBAzp69KiqVq0qSYqNjVV6errWrVtnb7No0SLZbDa1bt3aWWW6HJ5pBwAAAAD35NTh8VlZWfZec0lKTk7Wxo0bFRoaqtDQUI0dO1Y9e/ZUZGSkdu/erccee0x16tRRfHy8JKlhw4ZKSEjQPffco7feektnz57VsGHDdPvttzNz/AUslnwDAAAAALfk1J72tWvXqnnz5mrevLkkaeTIkWrevLmeeeYZeXt7KykpSTfffLPq1aunQYMGqWXLllq+fLn8/f3tx/jkk0/UoEEDde7cWV26dFG7du30zjvvOOuSXBLD4wEAAADAPTm1p71jx44XDZHz5s275DFCQ0P16aefFmdZZQ+hHQAAAADckls9047Lc2FPu83GM+0AAAAA4C4I7R7Ay8v7f2/oaQcAAAAAt0Fo9wCO67TT0w4AAAAA7oLQ7gGYPR4AAAAA3BOh3QMwezwAAAAAuCdCuwdwDO0MjwcAAAAAd0Fo9wCWF8PjAQAAAMAdEdo9DKEdAAAAANwHod1D2EzuEHlCOwAAAAC4C0K7h7BHdRuhHQAAAADcBaHdQxhZf/6T0A4AAAAA7oLQ7iHsoZ1n2gEAAADAbRDaPURuVGfJNwAAAABwH4R2j0FPOwAAAAC4G0K7h8gdHi9COwAAAAC4DUK7h2B4PAAAAAC4H0K7h/jfRHROLgQAAAAAUGiEdg9hD+02etoBAAAAwF34OLsAlI7c0J62f5vOnc12cjX4O8Kr1VSFgGBnlwEAAACgFBDaPYTtz9DeZPFAJ1eCv+uIQuT1+FaVK1/R2aUAAAAAKGGEdg+xpUo3NTj0nbPLwN8UoiyFKV2ph/9QZPW6zi4HAAAAQAkjtHuINve/6+wSUAxOjo5QBStbtpwcZ5cCAAAAoBQwER3gRmx//itryznn5EoAAAAAlAZCO+BGbNafod1GaAcAAAA8AaEdcCM58pZETzsAAADgKQjtgBvJsQ+P55l2AAAAwBMQ2gE3wjPtAAAAgGchtANuJDe0Gxs97QAAAIAnILQDbsQ+ER097QAAAIBHILQDbsTe005oBwAAADwCoR1wIzbrz9njGR4PAAAAeARCO+BG7BPRsU47AAAA4BF8nF0AgMIzueu0L39dP6/9zMnVlC5beCO1ueMpZ5cBAAAAlCpCO+BGTvoES2ekq06vkU47u5pSduxb/ZH8D0XVbODsSgAAAIBSQ2gH3EhQryla+dPnkvGsZ9qb/vaeKljZOnM6y9mlAAAAAKWK0A64keg6TRRdp4mzyyh1R8Z8ogrKZn16AAAAeBwmogPgNmw24+wSAAAAgFJFaAfg8nJnzZexObcQAAAAoJQR2gG4PCPr/D8J7QAAAPAwhHYALu9/oZ3h8QAAAPAshHYALs8e2m30tAMAAMCzENoBuDxj5YZ2Zo8HAACAZyG0A3B59p52MTweAAAAnoXQDsDl5YZ2MTweAAAAHobQDsDlmT//U8Xs8QAAAPA0hHYALs/+TDuzxwMAAMDDENoBuDxmjwcAAICnIrQDcHn2Z9rpaQcAAICHIbQDcAO5w+NZ8g0AAACehdAOwOXZJ6Kz0dMOAAAAz0JoB+Dy/hfVeaYdAAAAnoXQDsDlGSu3p53QDgAAAM9CaAfg8piIDgAAAJ6K0A7A5dmXfDP0tAMAAMCzENoBuDz78HhCOwAAADwMoR2A+2B4PAAAADwMoR2Ay/vfkm+s0w4AAADP4tTQvmzZMnXr1k1RUVGyLEtz5swpsO2QIUNkWZZee+01h+0xMTGyLMvhNX78+JItHECpyh0eDwAAAHgap/4v4RMnTqhp06aaMmXKRdvNnj1bq1atUlRUVL77n332WaWkpNhfDzzwQEmUC8BJ7IPiDT3tAAAA8Cw+zjx5YmKiEhMTL9rm999/1wMPPKB58+bppptuyrdNYGCgIiMjS6JEAC7APjw+aZZW7t+Yt4HlrWrt/6nq9ZqVal0AAABASXNqaL8Um82mfv366dFHH1Xjxo0LbDd+/Hj9+9//VvXq1XXHHXdoxIgR8vEp+NKys7OVnZ1tf5+ZmVmsdQMoXmd9KkhnpRYnlkknluXbJunLDar+xMJSrgwAAAAoWS4d2idMmCAfHx8NHz68wDbDhw9XixYtFBoaqp9++kmjRo1SSkqKXnnllQI/M27cOI0dO7YkSgZQAoK6PqdVy96XZTuXZ59/1gE1O7VK5c7xxzcAAACUPS4b2tetW6fXX39d69evl2VZBbYbOXKk/eerrrpKfn5+uvfeezVu3Dj5+/vn+5lRo0Y5fC4zM1PR0dHFVzyAYlWzcWvVbNw6332bFn0uLVslizXcAQAAUAa57JTMy5cv16FDh1S9enX5+PjIx8dHe/fu1cMPP6yYmJgCP9e6dWudO3dOe/bsKbCNv7+/goKCHF4A3JPl5S1J8hKhHQAAAGWPy/a09+vXT3FxcQ7b4uPj1a9fPw0cOLDAz23cuFFeXl6KiIgo6RIBuADL6/x/xryYWR4AAABlkFNDe1ZWlnbt2mV/n5ycrI0bNyo0NFTVq1dX5cqVHdr7+voqMjJS9evXlyStXLlSq1evVqdOnRQYGKiVK1dqxIgR+uc//6lKlSqV6rUAcA4v7z9DOz3tAAAAKIOcGtrXrl2rTp062d/nPmfev39/TZ069ZKf9/f31/Tp0zVmzBhlZ2erZs2aGjFihMPz6gDKNsv7z+Hx9LQDAACgDHJqaO/YsaOMMYVu/9fn1Fu0aKFVq1YVc1UA3InXn8+0W/S0AwAAoAxy2YnoAKAwmIgOAAAAZRmhHYBby32m3Zvh8QAAACiDCO0A3BoT0QEAAKAsI7QDcGte3gyPBwAAQNlFaAfg1ry86GkHAABA2eXU2eMB4O/KXfKtko7r9OgwJ1eDkrQ1sK1aPPJfZ5cBAABQqgjtANxaeLXaOqxKCtcxlbPOOrsclKAWWUt17uwZ+fj6ObsUAACAUkNoB+DWylcMlPX4FqUe/sPZpaCEnD6RoZgZnSVJOTnnCO0AAMCjENoBuL1y5SsqsnpdZ5eBEnIyK8P+c845RlMAAADPwkR0AACXlrusnyTl5OQ4sRIAAIDSR2gHALg07wtCu43QDgAAPAyhHQDg0hxD+zknVgIAAFD6CO0AAJfm9eeyftL5iegAAAA8CaEdAODyzpnz/++KnnYAAOBpCO0AAJeXo/O97YR2AADgaQjtAACXl6PcnnYmogMAAJ6F0A4AcHk2MTweAAB4JkI7AMDl2aw/Q7uN0A4AADyLz6WbAADgXLnD439fOlUpGyKdXA0Ad+DlH6jGcf9UhYBgZ5cCAH8LoR0A4PKyVU7SccX+/oH0u7OrAeAuVmamKvbOfzu7DAD4WwjtAACXlxL7tP745QtJxtmlAHAD4Sd2Kdr8IevEYWeXAgB/G6EdAODymsf3l+L7O7sMAG5i5dsPKDrlQ/GHPgBlARPRAQAAoGyx/vynIbQDcH+EdgAAAJQtf644IWNzbh0AUAwI7QAAAChjzne1W4R2AGUAoR0AAABlipXb084z7QDKAEI7AAAAyhTD8HgAZQihHQAAAGWLZV26DQC4CUI7AAAAyhZ62gGUIYR2AAAAlC0WE9EBKDsI7QAAAChTLDERHYCyg9AOAACAMsXkPtNuCO0A3B+hHQAAAGXLn8+0W/S0AygDCO0AAAAoUyx7TzvPtANwf4R2AAAAlC25Pe2EdgBlAKEdAAAAZYt9nXaGxwNwf4R2AAAAlC32ddoJ7QDcH6EdAAAAZcyf67SL4fEA3B+hHQAAAGULPe0AyhBCOwAAAMoUyyt3yTd62gG4P0I7AAAAypjcJd+cWwUAFAdCOwAAAMoWi552AGUHoR0AAABlS+6Sb6zTDqAMILQDAACgTLEs/icugLKD/6IBAACgbMkdHk9PO4AywMfZBQAAAADFyfpzeHzAmcPaMG+ak6sB4AwhVzRQzcatnV1GsSC0AwAAoEyxfPwkSXVydksrhzu5GgDOsKpKH0I7AAAA4Ipqx96q9du/U/kzR5xdCgAnsSrVcHYJxYbQDgAAgDKlUnhVVXr0a2eXAQDFgonoAAAAAABwUYR2AAAAAABcFKEdAAAAAAAXRWgHAAAAAMBFEdoBAAAAAHBRhHYAAAAAAFwUoR0AAAAAABfl1NC+bNkydevWTVFRUbIsS3PmzCmw7ZAhQ2RZll577TWH7Wlpaerbt6+CgoIUEhKiQYMGKSsrq2QLBwAAAACgFDg1tJ84cUJNmzbVlClTLtpu9uzZWrVqlaKiovLs69u3r7Zs2aIFCxbom2++0bJlyzR48OCSKhkAAAAAgFLj48yTJyYmKjEx8aJtfv/9dz3wwAOaN2+ebrrpJod927Zt09y5c7VmzRq1atVKkjR58mR16dJFL730Ur4hHwAAAAAAd+HSz7TbbDb169dPjz76qBo3bpxn/8qVKxUSEmIP7JIUFxcnLy8vrV69usDjZmdnKzMz0+EFAAAAAICrcenQPmHCBPn4+Gj48OH57k9NTVVERITDNh8fH4WGhio1NbXA444bN07BwcH2V3R0dLHWDQAAAABAcXDZ0L5u3Tq9/vrrmjp1qizLKtZjjxo1ShkZGfbX/v37i/X4AAAAAAAUB5cN7cuXL9ehQ4dUvXp1+fj4yMfHR3v37tXDDz+smJgYSVJkZKQOHTrk8Llz584pLS1NkZGRBR7b399fQUFBDi8AAAAAAFyNUyeiu5h+/fopLi7OYVt8fLz69eungQMHSpJiY2OVnp6udevWqWXLlpKkRYsWyWazqXXr1qVeMwAAAAAAxcmpoT0rK0u7du2yv09OTtbGjRsVGhqq6tWrq3Llyg7tfX19FRkZqfr160uSGjZsqISEBN1zzz166623dPbsWQ0bNky33347M8cDAAAAANyeU4fHr127Vs2bN1fz5s0lSSNHjlTz5s31zDPPFPoYn3zyiRo0aKDOnTurS5cuateund55552SKhkAAAAAgFJjGWOMs4twtszMTAUHBysjI4Pn2wEAAAAAJa6wOdRln2kvTbl/t2C9dgAAAABAacjNn5fqRye0Szp+/LgksV47AAAAAKBUHT9+XMHBwQXuZ3i8JJvNpj/++EOBgYHFviZ8ccrMzFR0dLT279/PMH64JO5RuDruUbg67lG4Ou5RuAN3uU+NMTp+/LiioqLk5VXwdHP0tEvy8vLSFVdc4ewyCo215eHquEfh6rhH4eq4R+HquEfhDtzhPr1YD3sup84eDwAAAAAACkZoBwAAAADARRHa3Yi/v79Gjx4tf39/Z5cC5It7FK6OexSujnsUro57FO6grN2nTEQHAAAAAICLoqcdAAAAAAAXRWgHAAAAAMBFEdoBAAAAAHBRhHYAAAAAAFwUod2NTJkyRTExMSpXrpxat26tn3/+2dkloQxatmyZunXrpqioKFmWpTlz5jjsN8bomWeeUdWqVVW+fHnFxcVp586dDm3S0tLUt29fBQUFKSQkRIMGDVJWVpZDm6SkJLVv317lypVTdHS0Jk6cWNKXhjJi3LhxuvrqqxUYGKiIiAjdeuut2r59u0Ob06dPa+jQoapcubICAgLUs2dPHTx40KHNvn37dNNNN6lChQqKiIjQo48+qnPnzjm0WbJkiVq0aCF/f3/VqVNHU6dOLenLQxnw5ptv6qqrrlJQUJCCgoIUGxur77//3r6f+xOuZvz48bIsSw899JB9G/cpnGnMmDGyLMvh1aBBA/t+j7s/DdzC9OnTjZ+fn3n//ffNli1bzD333GNCQkLMwYMHnV0aypjvvvvOPPnkk+bLL780kszs2bMd9o8fP94EBwebOXPmmE2bNpmbb77Z1KxZ05w6dcreJiEhwTRt2tSsWrXKLF++3NSpU8f06dPHvj8jI8NUqVLF9O3b12zevNl89tlnpnz58ubtt98urcuEG4uPjzcffPCB2bx5s9m4caPp0qWLqV69usnKyrK3GTJkiImOjjYLFy40a9euNW3atDFt27a17z937py58sorTVxcnNmwYYP57rvvTFhYmBk1apS9zW+//WYqVKhgRo4cabZu3WomT55svL29zdy5c0v1euF+/vvf/5pvv/3W7Nixw2zfvt3861//Mr6+vmbz5s3GGO5PuJaff/7ZxMTEmKuuuso8+OCD9u3cp3Cm0aNHm8aNG5uUlBT76/Dhw/b9nnZ/EtrdxDXXXGOGDh1qf5+Tk2OioqLMuHHjnFgVyrq/hnabzWYiIyPNiy++aN+Wnp5u/P39zWeffWaMMWbr1q1GklmzZo29zffff28syzK///67McaYN954w1SqVMlkZ2fb2zz++OOmfv36JXxFKIsOHTpkJJmlS5caY87fk76+vmbmzJn2Ntu2bTOSzMqVK40x5/845eXlZVJTU+1t3nzzTRMUFGS/Lx977DHTuHFjh3P17t3bxMfHl/QloQyqVKmSee+997g/4VKOHz9u6tataxYsWGCuu+46e2jnPoWzjR492jRt2jTffZ54fzI83g2cOXNG69atU1xcnH2bl5eX4uLitHLlSidWBk+TnJys1NRUh3sxODhYrVu3tt+LK1euVEhIiFq1amVvExcXJy8vL61evdrepkOHDvLz87O3iY+P1/bt23Xs2LFSuhqUFRkZGZKk0NBQSdK6det09uxZh/u0QYMGql69usN92qRJE1WpUsXeJj4+XpmZmdqyZYu9zYXHyG3Df3dRFDk5OZo+fbpOnDih2NhY7k+4lKFDh+qmm27Kcy9xn8IV7Ny5U1FRUapVq5b69u2rffv2SfLM+5PQ7gaOHDminJwch5tOkqpUqaLU1FQnVQVPlHu/XexeTE1NVUREhMN+Hx8fhYaGOrTJ7xgXngMoDJvNpoceekjXXnutrrzySknn7yE/Pz+FhIQ4tP3rfXqpe7CgNpmZmTp16lRJXA7KkF9++UUBAQHy9/fXkCFDNHv2bDVq1Ij7Ey5j+vTpWr9+vcaNG5dnH/cpnK1169aaOnWq5s6dqzfffFPJyclq3769jh8/7pH3p4+zCwAA4HINHTpUmzdv1o8//ujsUgAH9evX18aNG5WRkaFZs2apf//+Wrp0qbPLAiRJ+/fv14MPPqgFCxaoXLlyzi4HyCMxMdH+81VXXaXWrVurRo0a+vzzz1W+fHknVuYc9LS7gbCwMHl7e+eZEfHgwYOKjIx0UlXwRLn328XuxcjISB06dMhh/7lz55SWlubQJr9jXHgO4FKGDRumb775RosXL9YVV1xh3x4ZGakzZ84oPT3dof1f79NL3YMFtQkKCvLI/8GAovHz81OdOnXUsmVLjRs3Tk2bNtXrr7/O/QmXsG7dOh06dEgtWrSQj4+PfHx8tHTpUk2aNEk+Pj6qUqUK9ylcSkhIiOrVq6ddu3Z55H9HCe1uwM/PTy1bttTChQvt22w2mxYuXKjY2FgnVgZPU7NmTUVGRjrci5mZmVq9erX9XoyNjVV6errWrVtnb7No0SLZbDa1bt3a3mbZsmU6e/asvc2CBQtUv359VapUqZSuBu7KGKNhw4Zp9uzZWrRokWrWrOmwv2XLlvL19XW4T7dv3659+/Y53Ke//PKLwx+YFixYoKCgIDVq1Mje5sJj5Lbhv7u4HDabTdnZ2dyfcAmdO3fWL7/8oo0bN9pfrVq1Ut++fe0/c5/ClWRlZWn37t2qWrWqZ/531Nkz4aFwpk+fbvz9/c3UqVPN1q1bzeDBg01ISIjDjIhAcTh+/LjZsGGD2bBhg5FkXnnlFbNhwwazd+9eY8z5Jd9CQkLMV199ZZKSkswtt9yS75JvzZs3N6tXrzY//vijqVu3rsOSb+np6aZKlSqmX79+ZvPmzWb69OmmQoUKLPmGQrnvvvtMcHCwWbJkicNSMCdPnrS3GTJkiKlevbpZtGiRWbt2rYmNjTWxsbH2/blLwdx4441m48aNZu7cuSY8PDzfpWAeffRRs23bNjNlyhSXXQoGruWJJ54wS5cuNcnJySYpKck88cQTxrIsM3/+fGMM9ydc04WzxxvDfQrnevjhh82SJUtMcnKyWbFihYmLizNhYWHm0KFDxhjPuz8J7W5k8uTJpnr16sbPz89cc801ZtWqVc4uCWXQ4sWLjaQ8r/79+xtjzi/79vTTT5sqVaoYf39/07lzZ7N9+3aHYxw9etT06dPHBAQEmKCgIDNw4EBz/PhxhzabNm0y7dq1M/7+/qZatWpm/PjxpXWJcHP53Z+SzAcffGBvc+rUKXP//febSpUqmQoVKpju3bublJQUh+Ps2bPHJCYmmvLly5uwsDDz8MMPm7Nnzzq0Wbx4sWnWrJnx8/MztWrVcjgHUJC77rrL1KhRw/j5+Znw8HDTuXNne2A3hvsTrumvoZ37FM7Uu3dvU7VqVePn52eqVatmevfubXbt2mXf72n3p2WMMc7p4wcAAAAAABfDM+0AAAAAALgoQjsAAAAAAC6K0A4AAAAAgIsitAMAAAAA4KII7QAAAAAAuChCOwAAAAAALorQDgAAAACAiyK0AwAAAADgogjtAACgSGJiYvTaa6+Vyrn69eunF1544bI+e+TIEUVEROjAgQPFXBUAAKWH0A4AgIsaMGCAbr31Vvv7jh076qGHHiq180+dOlUhISF5tq9Zs0aDBw8u8fNv2rRJ3333nYYPH57v/jVr1igqKkqS9Mcff6h8+fI6c+aMfX9YWJjuvPNOjR49usRrBQCgpBDaAQDwMBcG28sRHh6uChUqFFM1BZs8ebJuu+02BQQE5Lt/5cqVuvbaayVJy5cvV6tWreTn5+fQZuDAgfrkk0+UlpZW4vUCAFASCO0AALiBAQMGaOnSpXr99ddlWZYsy9KePXskSZs3b1ZiYqICAgJUpUoV9evXT0eOHLF/tmPHjho2bJgeeughhYWFKT4+XpL0yiuvqEmTJqpYsaKio6N1//33KysrS5K0ZMkSDRw4UBkZGfbzjRkzRlLe4fH79u3TLbfcooCAAAUFBalXr146ePCgff+YMWPUrFkzffTRR4qJiVFwcLBuv/12HT9+vMDrzcnJ0axZs9StW7cC2/z000/20P7jjz/af75Q48aNFRUVpdmzZ1/8CwYAwEUR2gEAcAOvv/66YmNjdc899yglJUUpKSmKjo5Wenq6rr/+ejVv3lxr167V3LlzdfDgQfXq1cvh89OmTZOfn59WrFiht956S5Lk5eWlSZMmacuWLZo2bZoWLVqkxx57TJLUtm1bvfbaawoKCrKf75FHHslTl81m0y233KK0tDQtXbpUCxYs0G+//abevXs7tNu9e7fmzJmjb775Rt98842WLl2q8ePHF3i9SUlJysjIUKtWrRy2//jjjwoJCVFISIhmzZqlJ598UiEhIXrrrbc0adIkhYSE5DnuNddco+XLlxf+ywYAwIX4OLsAAABwacHBwfLz81OFChUUGRlp3/6f//xHzZs3d5is7f3331d0dLR27NihevXqSZLq1q2riRMnOhzzwufjY2Ji9Nxzz2nIkCF644035Ofnp+DgYFmW5XC+v1q4cKF++eUXJScnKzo6WpL04YcfqnHjxlqzZo2uvvpqSefD/dSpUxUYGCjp/ARzCxcu1PPPP5/vcffu3Stvb29FREQ4bG/VqpU2btyoX3/9VXfccYfWrVuntLQ0tW3bVuvXr1e5cuXyPIcfFRWlDRs2FHgNAAC4MnraAQBwY5s2bdLixYsVEBBgfzVo0EDS+d7tXC1btszz2R9++EGdO3dWtWrVFBgYqH79+uno0aM6efJkoc+/bds2RUdH2wO7JDVq1EghISHatm2bfVtMTIw9sEtS1apVdejQoQKPe+rUKfn7+8uyLIft5cqVU0xMjJKSkpSYmKiaNWvq119/Vfv27dWgQQPFxMTkCe3ly5cv0jUBAOBK6GkHAMCNZWVlqVu3bpowYUKefVWrVrX/XLFiRYd9e/bsUdeuXXXffffp+eefV2hoqH788UcNGjRIZ86cKfaJ5nx9fR3eW5Ylm81WYPuwsDCdPHlSZ86ccZhcLndSuuzsbHl5eemrr77SmTNnZIxRQECA2rdvr++//97hWGlpaQoPDy/GqwEAoPQQ2gEAcBN+fn7Kyclx2NaiRQt98cUXiomJkY9P4f/f+rp162Sz2fTyyy/Ly+v8wLvPP//8kuf7q4YNG2r//v3av3+/vbd969atSk9PV6NGjQpdz181a9bMfqzcnyVp48aNOnfunJo1a6YffvhBkZGRat++vd544w01adJE5cuXz3OszZs3q2PHjpddCwAAzsTweAAA3ERMTIxWr16tPXv26MiRI7LZbBo6dKjS0tLUp08frVmzRrt379a8efM0cODAiwbuOnXq6OzZs5o8ebJ+++03ffTRR/YJ6i48X1ZWlhYuXKgjR47kO8Q8Li5OTZo0Ud++fbV+/Xr9/PPPuvPOO3XdddflmUSuKMLDw9WiRQv9+OOPeepOT09XlSpV1K5dO/n5+en48ePq1q2b6tSpo2rVqjm0P3nypNatW6cbb7zxsmsBAMCZCO0AALiJRx55RN7e3mrUqJHCw8O1b98+RUVFacWKFcrJydGNN96oJk2a6KGHHlJISIi9Bz0/TZs21SuvvKIJEyboyiuv1CeffKJx48Y5tGnbtq2GDBmi3r17Kzw8PM9EdtL5Ye5fffWVKlWqpA4dOiguLk61atXSjBkz/vb13n333frkk0/ybF+yZIk6dOggSVq6dKliY2MLHGXw1VdfqXr16mrfvv3frgcAAGewjDHG2UUAAAD81alTp1S/fn3NmDFDsbGxl3WMNm3aaPjw4brjjjuKuToAAEoHPe0AAMAllS9fXh9++KGOHDlyWZ8/cuSIevTooT59+hRzZQAAlB562gEAAAAAcFH0tAMAAAAA4KII7QAAAAAAuChCOwAAAAAALorQDgAAAACAiyK0AwAAAADgogjtAAAAAAC4KEI7AAAAAAAuitAOAAAAAICLIrQDAAAAAOCi/h/YEeCXK/uxUwAAAABJRU5ErkJggg==", + "image/png": "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", "text/plain": [ "
" ] @@ -777,7 +768,7 @@ "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -801,7 +792,7 @@ "## Conclusion\n", "\n", "In this notebook we solved a challenging instance of the resource-constrained project scheduling problem, using several operators and enhancement techniques from the literature.\n", - "The resulting heuristic solution is competitive with other heuristics for this problem: the best known solution achieves a makespan of 135, and we find 143, just 6% higher." + "The resulting heuristic solution is competitive with other heuristics for this problem: the best known solution achieves a makespan of 135, and we find 142, just 5% higher." ] } ], From 45306896450c49a4c73ce8bc7c8d5ec03beaadc7 Mon Sep 17 00:00:00 2001 From: Leon Lan Date: Mon, 21 Oct 2024 11:59:25 +0200 Subject: [PATCH 10/13] Ellipsis typing for Protocol --- alns/ALNS.py | 4 ++-- alns/State.py | 2 ++ alns/accept/AcceptanceCriterion.py | 2 +- alns/stop/StoppingCriterion.py | 2 +- 4 files changed, 6 insertions(+), 4 deletions(-) diff --git a/alns/ALNS.py b/alns/ALNS.py index bba87db3..8521de8b 100644 --- a/alns/ALNS.py +++ b/alns/ALNS.py @@ -22,14 +22,14 @@ def __call__( rng: rnd.Generator, **kwargs, ) -> State: - ... + ... # pragma: no cover class _CallbackType(Protocol): __name__: str def __call__(self, state: State, rng: rnd.Generator, **kwargs): - ... + ... # pragma: no cover logger = logging.getLogger(__name__) diff --git a/alns/State.py b/alns/State.py index caf2d3ec..c5b98600 100644 --- a/alns/State.py +++ b/alns/State.py @@ -13,6 +13,7 @@ def objective(self) -> float: """ Computes the state's associated objective value. """ + ... # pragma: no cover class ContextualState(State, Protocol): @@ -25,3 +26,4 @@ def get_context(self) -> np.ndarray: """ Computes a context vector for the current state. """ + ... # pragma: no cover diff --git a/alns/accept/AcceptanceCriterion.py b/alns/accept/AcceptanceCriterion.py index 2c54d8a9..e8686afe 100644 --- a/alns/accept/AcceptanceCriterion.py +++ b/alns/accept/AcceptanceCriterion.py @@ -33,4 +33,4 @@ def __call__( bool Whether to accept the candidate state (True), or not (False). """ - ... + ... # pragma: no cover diff --git a/alns/stop/StoppingCriterion.py b/alns/stop/StoppingCriterion.py index d41785a2..c3bc3239 100644 --- a/alns/stop/StoppingCriterion.py +++ b/alns/stop/StoppingCriterion.py @@ -28,4 +28,4 @@ def __call__(self, rng: Generator, best: State, current: State) -> bool: bool Whether to stop iterating (True), or not (False). """ - ... + ... # pragma: no cover From 540868fb89fa4eb9182cfca850b9ad11ae56309a Mon Sep 17 00:00:00 2001 From: Leon Lan Date: Mon, 21 Oct 2024 13:20:41 +0200 Subject: [PATCH 11/13] RNG instead of state --- alns/accept/tests/test_simulated_annealing.py | 12 +++++----- alns/select/tests/test_alpha_ucb.py | 10 ++++---- alns/select/tests/test_mab_selector.py | 24 +++++++++---------- alns/tests/test_result.py | 8 +++---- 4 files changed, 27 insertions(+), 27 deletions(-) diff --git a/alns/accept/tests/test_simulated_annealing.py b/alns/accept/tests/test_simulated_annealing.py index 3a525afd..14749650 100644 --- a/alns/accept/tests/test_simulated_annealing.py +++ b/alns/accept/tests/test_simulated_annealing.py @@ -118,14 +118,14 @@ def test_linear_random_solutions(): """ simulated_annealing = SimulatedAnnealing(2, 1, 1, "linear") - state = rnd.default_rng(1) + rng = rnd.default_rng(1) # Using the above seed, the first two random numbers are 0.51 and 0.95, # respectively. The acceptance probability is 0.61 first, so the first # should be accepted (0.61 > 0.51). Thereafter, it drops to 0.37, so the # second should not (0.37 < 0.95). - assert_(simulated_annealing(state, Zero(), Zero(), One())) - assert_(not simulated_annealing(state, Zero(), Zero(), One())) + assert_(simulated_annealing(rng, Zero(), Zero(), One())) + assert_(not simulated_annealing(rng, Zero(), Zero(), One())) def test_exponential_random_solutions(): @@ -136,10 +136,10 @@ def test_exponential_random_solutions(): """ simulated_annealing = SimulatedAnnealing(2, 1, 0.5, "exponential") - state = rnd.default_rng(1) + rng = rnd.default_rng(1) - assert_(simulated_annealing(state, Zero(), Zero(), One())) - assert_(not simulated_annealing(state, Zero(), Zero(), One())) + assert_(simulated_annealing(rng, Zero(), Zero(), One())) + assert_(not simulated_annealing(rng, Zero(), Zero(), One())) @mark.parametrize( diff --git a/alns/select/tests/test_alpha_ucb.py b/alns/select/tests/test_alpha_ucb.py index b25f6337..84732e95 100644 --- a/alns/select/tests/test_alpha_ucb.py +++ b/alns/select/tests/test_alpha_ucb.py @@ -58,21 +58,21 @@ def test_raises_invalid_arguments( def test_call_with_only_one_operator_pair(): # Only one operator pair, so the algorithm should select (0, 0). select = AlphaUCB([2, 1, 1, 0], 0.5, 1, 1) - state = rnd.default_rng() + rng = rnd.default_rng() - selected = select(state, Zero(), Zero()) + selected = select(rng, Zero(), Zero()) assert_equal(selected, (0, 0)) def test_update_with_two_operator_pairs(): select = AlphaUCB([2, 1, 1, 0], 0.5, 2, 1) - state = rnd.default_rng() + rng = rnd.default_rng() # Avg. reward for (0, 0) after this is 2, for (1, 0) is still 1 (default). select.update(Zero(), 0, 0, outcome=Outcome.BEST) # So now (0, 0) is selected again. - selected = select(state, Zero(), Zero()) + selected = select(rng, Zero(), Zero()) assert_equal(selected, (0, 0)) # One more update. Avg. reward goes to 1, and number of times to 2. @@ -80,5 +80,5 @@ def test_update_with_two_operator_pairs(): # The Q value of (0, 0) is now approx 1.432, and that of (1, 0) is now # approx 1.74. So (1, 0) is selected. - selected = select(state, Zero(), Zero()) + selected = select(rng, Zero(), Zero()) assert_equal(selected, (1, 0)) diff --git a/alns/select/tests/test_mab_selector.py b/alns/select/tests/test_mab_selector.py index 909047c6..e3265127 100644 --- a/alns/select/tests/test_mab_selector.py +++ b/alns/select/tests/test_mab_selector.py @@ -73,42 +73,42 @@ def test_call_with_only_one_operator_pair(): select = MABSelector( [2, 1, 1, 0], 1, 1, LearningPolicy.EpsilonGreedy(0.15) ) - state = rnd.default_rng() + rng = rnd.default_rng() for _ in range(10): - selected = select(state, Zero(), Zero()) + selected = select(rng, Zero(), Zero()) assert_equal(selected, (0, 0)) def test_mab_epsilon_greedy(): - state = rnd.default_rng() + rng = rnd.default_rng() # epsilon=0 is equivalent to greedy selection select = MABSelector([2, 1, 1, 0], 2, 1, LearningPolicy.EpsilonGreedy(0.0)) select.update(Zero(), 0, 0, outcome=Outcome.BETTER) - selected = select(state, Zero(), Zero()) + selected = select(rng, Zero(), Zero()) for _ in range(10): - selected = select(state, Zero(), Zero()) + selected = select(rng, Zero(), Zero()) assert_equal(selected, (0, 0)) select.update(Zero(), 1, 0, outcome=Outcome.BEST) for _ in range(10): - selected = select(state, Zero(), Zero()) + selected = select(rng, Zero(), Zero()) assert_equal(selected, (1, 0)) @mark.parametrize("alpha", [0.25, 0.5]) def test_mab_ucb1(alpha): - state = rnd.default_rng() + rng = rnd.default_rng() select = MABSelector([2, 1, 1, 0], 2, 1, LearningPolicy.UCB1(alpha)) select.update(Zero(), 0, 0, outcome=Outcome.BEST) - mab_select = select(state, Zero(), Zero()) + mab_select = select(rng, Zero(), Zero()) assert_equal(mab_select, (0, 0)) select.update(Zero(), 0, 0, outcome=Outcome.REJECT) - mab_select = select(state, Zero(), Zero()) + mab_select = select(rng, Zero(), Zero()) assert_equal(mab_select, (0, 0)) @@ -125,7 +125,7 @@ def test_contextual_mab_requires_context(): def text_contextual_mab_uses_context(): - state = rnd.default_rng() + rng = rnd.default_rng() select = MABSelector( [2, 1, 1, 0], 2, @@ -142,8 +142,8 @@ def text_contextual_mab_uses_context(): select.update(ZeroWithOneContext(), 1, 0, outcome=Outcome.REJECT) select.update(ZeroWithOneContext(), 0, 0, outcome=Outcome.BEST) - mab_select = select(state, ZeroWithZeroContext(), ZeroWithZeroContext()) + mab_select = select(rng, ZeroWithZeroContext(), ZeroWithZeroContext()) assert_equal(mab_select, (1, 0)) - mab_select = select(state, ZeroWithZeroContext(), ZeroWithZeroContext()) + mab_select = select(rng, ZeroWithZeroContext(), ZeroWithZeroContext()) assert_equal(mab_select, (0, 0)) diff --git a/alns/tests/test_result.py b/alns/tests/test_result.py index d1530d10..8defd43d 100644 --- a/alns/tests/test_result.py +++ b/alns/tests/test_result.py @@ -36,15 +36,15 @@ def get_statistics(): statistics.collect_objective(objective) # We should make sure these results are reproducible. - state = rnd.default_rng(1) + rng = rnd.default_rng(1) operators = ["test1", "test2", "test3"] for _ in range(100): - operator = state.choice(operators) + operator = rng.choice(operators) - statistics.collect_destroy_operator("d_" + operator, state.integers(4)) - statistics.collect_repair_operator("r_" + operator, state.integers(4)) + statistics.collect_destroy_operator("d_" + operator, rng.integers(4)) + statistics.collect_repair_operator("r_" + operator, rng.integers(4)) return statistics From 67768d3bd8b0b82bcae434fc901af67fcc4e6327 Mon Sep 17 00:00:00 2001 From: Leon Lan Date: Mon, 21 Oct 2024 13:22:07 +0200 Subject: [PATCH 12/13] Rng to rnd --- alns/accept/AcceptanceCriterion.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/alns/accept/AcceptanceCriterion.py b/alns/accept/AcceptanceCriterion.py index e8686afe..5becb78a 100644 --- a/alns/accept/AcceptanceCriterion.py +++ b/alns/accept/AcceptanceCriterion.py @@ -19,7 +19,7 @@ def __call__( Parameters ---------- - rnd + rng May be used to draw random numbers from. best The best solution state observed so far. From 4f1d300e1de04cab66bace68fc5c4f07cd349da1 Mon Sep 17 00:00:00 2001 From: Leon Lan Date: Mon, 21 Oct 2024 13:58:49 +0200 Subject: [PATCH 13/13] Update VRP notebook with iterations --- .../capacitated_vehicle_routing_problem.ipynb | 20 ++++++++++++------- examples/permutation_flow_shop_problem.ipynb | 2 +- 2 files changed, 14 insertions(+), 8 deletions(-) diff --git a/examples/capacitated_vehicle_routing_problem.ipynb b/examples/capacitated_vehicle_routing_problem.ipynb index 011af40d..8509b4ba 100644 --- a/examples/capacitated_vehicle_routing_problem.ipynb +++ b/examples/capacitated_vehicle_routing_problem.ipynb @@ -21,7 +21,7 @@ "from alns import ALNS\n", "from alns.accept import RecordToRecordTravel\n", "from alns.select import RouletteWheel\n", - "from alns.stop import MaxRuntime" + "from alns.stop import MaxIterations" ] }, { @@ -472,10 +472,13 @@ }, "outputs": [], "source": [ + "num_iterations = 3000\n", "init = nearest_neighbor()\n", "select = RouletteWheel([25, 5, 1, 0], 0.8, 1, 1)\n", - "accept = RecordToRecordTravel.autofit(init.objective(), 0.02, 0, 9000)\n", - "stop = MaxRuntime(60)\n", + "accept = RecordToRecordTravel.autofit(\n", + " init.objective(), 0.02, 0, num_iterations\n", + ")\n", + "stop = MaxIterations(num_iterations)\n", "\n", "result = alns.iterate(init, select, accept, stop)" ] @@ -632,10 +635,13 @@ }, "outputs": [], "source": [ + "num_iterations = 3000\n", "init = nearest_neighbor()\n", "select = RouletteWheel([25, 5, 1, 0], 0.8, 1, 1)\n", - "accept = RecordToRecordTravel.autofit(init.objective(), 0.02, 0, 6000)\n", - "stop = MaxRuntime(60)\n", + "accept = RecordToRecordTravel.autofit(\n", + " init.objective(), 0.02, 0, num_iterations\n", + ")\n", + "stop = MaxIterations(num_iterations)\n", "\n", "result = alns.iterate(init, select, accept, stop)" ] @@ -696,7 +702,7 @@ "id": "7424ca3f-b4e7-459d-a307-be2d26426cdc", "metadata": {}, "source": [ - "In this notebook we implemented two heuristics for the CVRP, using the ALNS meta-heuristic framework. The first heuristic used a random customer destroy operator and we obtained a solution which is 6% worse than the best known solution. The second heuristic used a destroy operator which removes strings arround a randomly selected customer and we obtained a solution that is only 3% worse than the best known solution. \n", + "In this notebook we implemented two heuristics for the CVRP, using the ALNS meta-heuristic framework. The first heuristic used a random customer destroy operator and we obtained a solution which is 10% worse than the best known solution. The second heuristic used a destroy operator which removes strings arround a randomly selected customer and we obtained a solution that is only 3% worse than the best known solution. \n", "\n", "This example shows that by constructing problem-specific operators, one can create even more powerful ALNS heuristics." ] @@ -710,7 +716,7 @@ "provenance": [] }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": ".venv", "language": "python", "name": "python3" }, diff --git a/examples/permutation_flow_shop_problem.ipynb b/examples/permutation_flow_shop_problem.ipynb index 9ba07c37..fd57cc55 100644 --- a/examples/permutation_flow_shop_problem.ipynb +++ b/examples/permutation_flow_shop_problem.ipynb @@ -747,7 +747,7 @@ "metadata": {}, "source": [ "## Conclusions\n", - "In this notebook, we implemented several variants of adaptive large neighborhood search heuristic to solve the permutation flow shop problem. We obtained a solution that is only 1.5% worse than the best known solution. Furthermore, we showed several advanced features in ALNS, including:\n", + "In this notebook, we implemented several variants of adaptive large neighborhood search heuristic to solve the permutation flow shop problem. We obtained a solution that is only 1-2% worse than the best known solution. Furthermore, we showed several advanced features in ALNS, including:\n", "\n", "* Autofitting acceptance criteria\n", "* Adding local search to repair operators\n",