From eb5ace27d29815699a04a30c70a66d32d0116c2f Mon Sep 17 00:00:00 2001 From: Shuo Zhou Date: Sat, 17 Oct 2026 15:08:52 +0100 Subject: [PATCH 1/3] init gfk --- README.md | 3 + docs/source/api_transformers.rst | 5 + docs/source/introduction.rst | 2 +- docs/source/usage.rst | 2 +- kalelinear/embed.py | 4 +- kalelinear/transformer/__init__.py | 2 + kalelinear/transformer/_gfk.py | 224 +++++++++++++++++++++++++++++ tests/test_public_api.py | 1 + tests/transformer/test_gfk.py | 129 +++++++++++++++++ 9 files changed, 368 insertions(+), 4 deletions(-) create mode 100644 kalelinear/transformer/_gfk.py create mode 100644 tests/transformer/test_gfk.py diff --git a/README.md b/README.md index 830e82c..0dd9f32 100644 --- a/README.md +++ b/README.md @@ -20,6 +20,7 @@ The package is part of the [PyKale](https://github.com/pykale/pykale) ecosystem - Multilinear Principal Component Analysis (`MPCA`) [[1](#references)] - Transferable / generalizable feature extraction across domains or groups: - Correlation Alignment (`CORAL`) [[13](#references)] + - Geodesic Flow Kernel (`GFK`) [[14](#references)] - Transfer Component Analysis (`TCA`) [[2](#references)] - Joint Distribution Adaptation (`JDA`) [[3](#references)] - Balanced Distribution Adaptation (`BDA`) [[4](#references)] @@ -140,6 +141,8 @@ Worked examples for the main transformers and estimators are collected in [13] Sun, B., Feng, J. and Saenko, K., 2016. [Return of frustratingly easy domain adaptation](https://ojs.aaai.org/index.php/AAAI/article/view/10306). In _Proceedings of the AAAI Conference on Artificial Intelligence_ (Vol. 30, No. 1, pp. 2058-2065). +[14] Gong, B., Shi, Y., Sha, F. and Grauman, K., 2012. [Geodesic flow kernel for unsupervised domain adaptation](https://ieeexplore.ieee.org/document/6247911). In _IEEE Conference on Computer Vision and Pattern Recognition_ (pp. 2066-2073). + ## Other open domain adaptation repositories - [POT: Python Optimal Transport](https://github.com/rflamary/POT) diff --git a/docs/source/api_transformers.rst b/docs/source/api_transformers.rst index 1f11563..dab4429 100644 --- a/docs/source/api_transformers.rst +++ b/docs/source/api_transformers.rst @@ -31,6 +31,11 @@ The transformer classes are also available through the PyKale-compatible alias :undoc-members: :show-inheritance: +.. autoclass:: GFK + :members: + :undoc-members: + :show-inheritance: + .. autoclass:: MIDA :members: :undoc-members: diff --git a/docs/source/introduction.rst b/docs/source/introduction.rst index afcbd33..0381ff0 100644 --- a/docs/source/introduction.rst +++ b/docs/source/introduction.rst @@ -14,7 +14,7 @@ covariates, side information, or unlabeled target samples. Main Features ------------- -* Transformer models for learning feature embeddings: CORAL, MPCA, TCA, JDA, +* Transformer models for learning feature embeddings: CORAL, GFK, MPCA, TCA, JDA, BDA, MIDA, CIFE, and AJIVE. * Estimator models for classification and adaptation: LapSVM, LapRLS, ARSVM, ARRLS, CoIRSVM, CoIRLS, and GSDA. diff --git a/docs/source/usage.rst b/docs/source/usage.rst index aa68fe9..d61c423 100644 --- a/docs/source/usage.rst +++ b/docs/source/usage.rst @@ -6,7 +6,7 @@ Usage Domain Adaptation Transformers ------------------------------ -TCA, JDA, BDA, and CORAL take all samples in a single input array and receive +TCA, JDA, BDA, CORAL, and GFK take all samples in a single input array and receive domain labels through ``covariates``. Use ``target_covariate`` to identify which domain label is the target domain. CORAL is asymmetric: after fitting, it aligns source samples to the target covariance and centers target samples. diff --git a/kalelinear/embed.py b/kalelinear/embed.py index 716f480..43e0202 100644 --- a/kalelinear/embed.py +++ b/kalelinear/embed.py @@ -1,5 +1,5 @@ """Embedding models exposed with a PyKale-style API.""" -from kalelinear.transformer import AJIVE, BDA, CIFE, CORAL, JDA, MIDA, MPCA, TCA +from kalelinear.transformer import AJIVE, BDA, CIFE, CORAL, GFK, JDA, MIDA, MPCA, TCA -__all__ = ["TCA", "JDA", "BDA", "CORAL", "MIDA", "MPCA", "CIFE", "AJIVE"] +__all__ = ["TCA", "JDA", "BDA", "CORAL", "GFK", "MIDA", "MPCA", "CIFE", "AJIVE"] diff --git a/kalelinear/transformer/__init__.py b/kalelinear/transformer/__init__.py index 6adf575..6719831 100644 --- a/kalelinear/transformer/__init__.py +++ b/kalelinear/transformer/__init__.py @@ -1,6 +1,7 @@ from kalelinear.transformer._ajive import AJIVE from kalelinear.transformer._cife import CIFE from kalelinear.transformer._coral import CORAL +from kalelinear.transformer._gfk import GFK from kalelinear.transformer._jda import BDA, JDA from kalelinear.transformer._mida import MIDA from kalelinear.transformer._mpca import MPCA @@ -11,6 +12,7 @@ "JDA", "BDA", "CORAL", + "GFK", "MIDA", "MPCA", "CIFE", diff --git a/kalelinear/transformer/_gfk.py b/kalelinear/transformer/_gfk.py new file mode 100644 index 0000000..6408e23 --- /dev/null +++ b/kalelinear/transformer/_gfk.py @@ -0,0 +1,224 @@ +# ============================================================================= +# @author: Shuo Zhou, The University of Sheffield, shuo.zhou@sheffield.ac.uk +# ============================================================================= +"""Geodesic Flow Kernel (GFK).""" + +from numbers import Integral + +import numpy as np +from sklearn.base import _fit_context, BaseEstimator, ClassNamePrefixFeaturesOutMixin, TransformerMixin +from sklearn.utils._param_validation import Interval +from sklearn.utils.validation import check_is_fitted, validate_data + +from kalelinear._domain import check_binary_domain_covariates, split_domain_indices +from kalelinear.transformer._coral import _symmetric_sqrt + +# Below this principal angle (radians) the closed-form weights are replaced by +# their Taylor expansions to avoid division by (near-)zero angles. +_SMALL_ANGLE = 1e-2 + + +def _pca_basis(X, n_components): + """Return the top ``n_components`` principal directions of ``X`` as columns.""" + _, _, vt = np.linalg.svd(X - X.mean(axis=0), full_matrices=False) + return vt[:n_components].T + + +def _geodesic_flow_kernel(source_basis, target_basis): + """Return the geodesic flow kernel matrix between two subspaces. + + Both inputs are orthonormal bases of shape ``(n_features, n_components)``. + The kernel is computed in closed form from the principal angles between + the subspaces, without forming the orthogonal complement of the source + subspace explicitly. Principal angles close to zero are handled with + Taylor expansions, so identical or overlapping subspaces are supported. + """ + # Principal angles: Ps^T Pt = V1 cos(Theta) V^T + v1, cos_theta, vt = np.linalg.svd(source_basis.T @ target_basis, full_matrices=False) + v = vt.T + theta = np.arccos(np.clip(cos_theta, -1.0, 1.0)) + + # Component of the target basis orthogonal to the source subspace. + u1 = source_basis @ v1 + target_rotated = target_basis @ v + residual = target_rotated - source_basis @ (source_basis.T @ target_rotated) + + small = theta < _SMALL_ANGLE + safe_theta = np.where(small, 1.0, theta) + + # sin(2θ) / (2θ) + sinc_2theta = np.sinc(2 * theta / np.pi) + lambda1 = 1.0 + sinc_2theta + # sin(θ) / θ + ratio = np.sinc(theta / np.pi) + # (2θ - sin(2θ)) / (2 sin²θ θ) -> 2/3 as θ -> 0 + w_direct = (2 * safe_theta - np.sin(2 * safe_theta)) / (2 * safe_theta * np.sin(safe_theta) ** 2) + w_series = (2 / 3 - 2 * theta**2 / 15 + 4 * theta**4 / 315) / (1 - theta**2 / 3 + 2 * theta**4 / 45) + weight = np.where(small, w_series, w_direct) + + cross = residual * ratio + kernel = (u1 * lambda1) @ u1.T + u1 @ cross.T + cross @ u1.T + (residual * weight) @ residual.T + return (kernel + kernel.T) / 2 + + +class GFK(ClassNamePrefixFeaturesOutMixin, TransformerMixin, BaseEstimator): + """Geodesic Flow Kernel (GFK) for unsupervised domain adaptation. + + GFK models the source and target domains as points (subspaces spanned by + their leading principal components) on a Grassmann manifold and + integrates over all intermediate subspaces along the geodesic flow + connecting them. The resulting positive semi-definite kernel has a closed + form in terms of the principal angles :math:`\\theta_i` between the two + subspaces: + + .. math:: + + G = Q \\begin{bmatrix} V_1 & 0 \\\\ 0 & V_2 \\end{bmatrix} + \\begin{bmatrix} \\Lambda_1 & \\Lambda_2 \\\\ \\Lambda_2 & \\Lambda_3 \\end{bmatrix} + \\begin{bmatrix} V_1 & 0 \\\\ 0 & V_2 \\end{bmatrix}^\\top Q^\\top, + + with :math:`\\lambda_{1i} = 1 + \\sin(2\\theta_i) / (2\\theta_i)`, + :math:`\\lambda_{2i} = (\\cos(2\\theta_i) - 1) / (2\\theta_i)` and + :math:`\\lambda_{3i} = 1 - \\sin(2\\theta_i) / (2\\theta_i)`. The kernel + is evaluated stably for principal angles close to zero. + + :meth:`transform` embeds samples as :math:`G^{1/2} x`, so that inner + products in the embedded space equal the geodesic flow kernel. The same + mapping is applied to source and target samples. + + ``covariates`` represent binary domain labels of length ``n_samples``. + They must contain both source and target domains during :meth:`fit`. + ``target_covariate`` selects which label is treated as the target domain. + + Parameters + ---------- + n_components : int, default=None + Dimensionality of the source and target subspaces. It must not exceed + ``min(n_features, n_source - 1, n_target - 1)``. If ``None``, it is + set to ``max(1, n_features // 2)`` capped by the above limit. + + Attributes + ---------- + source_basis_ : ndarray of shape (n_features, n_components_) + Orthonormal basis of the source PCA subspace. + target_basis_ : ndarray of shape (n_features, n_components_) + Orthonormal basis of the target PCA subspace. + principal_angles_ : ndarray of shape (n_components_,) + Principal angles (radians) between the source and target subspaces. + kernel_ : ndarray of shape (n_features, n_features) + Geodesic flow kernel matrix :math:`G`. + transform_matrix_ : ndarray of shape (n_features, n_features) + Symmetric square root :math:`G^{1/2}` used by :meth:`transform`. + n_components_ : int + Effective subspace dimensionality. + target_covariate_ : object + Domain label treated as the target domain. + + References + ---------- + Gong, B., Shi, Y., Sha, F. and Grauman, K., 2012. Geodesic flow kernel + for unsupervised domain adaptation. In *IEEE Conference on Computer + Vision and Pattern Recognition* (pp. 2066-2073). + """ + + _parameter_constraints: dict = { + "n_components": [Interval(Integral, 1, None, closed="left"), None], + } + + def __init__(self, n_components=None): + self.n_components = n_components + + @_fit_context(prefer_skip_nested_validation=True) + def fit(self, X, y=None, covariates=None, target_covariate=None): + """Fit GFK on source and target samples. + + Parameters + ---------- + X : array-like of shape (n_samples, n_features) + Source and target samples stacked along the first axis. + y : array-like, default=None + Ignored. Present for scikit-learn API consistency. GFK is an + unsupervised domain adaptation method. + covariates : array-like of shape (n_samples,), default=None + Binary domain label for every sample. Must contain both source + and target domain values. + target_covariate : object, default=None + Domain label treated as the target domain. Defaults to the last + unique covariate value, as in the other KaleLinear adapters. + + Returns + ------- + self : GFK + Fitted transformer. + """ + X = validate_data(self, X, dtype=[np.float64, np.float32]) + n_samples, n_features = X.shape + + if covariates is None: + raise ValueError("Covariates must be provided for GFK during `fit`.") + + covariates, unique_covariates = check_binary_domain_covariates( + covariates, + n_samples, + require_numeric=True, + error_prefix=f"Covariates for {self.__class__.__name__}", + both_domains_message=( + f"Covariates for {self.__class__.__name__} must contain both source and target domain values." + ), + ) + split = split_domain_indices(covariates, target_covariate) + + X_source = X[split.source_idx] + X_target = X[split.target_idx] + if X_source.shape[0] < 2: + raise ValueError("At least two source samples are required to estimate the source subspace.") + if X_target.shape[0] < 2: + raise ValueError("At least two target samples are required to estimate the target subspace.") + + max_components = min(n_features, X_source.shape[0] - 1, X_target.shape[0] - 1) + if self.n_components is None: + n_components = min(max(1, n_features // 2), max_components) + elif self.n_components > max_components: + raise ValueError( + f"n_components={self.n_components} must be less than or equal to " + f"min(n_features, n_source - 1, n_target - 1) = {max_components}." + ) + else: + n_components = self.n_components + + self.source_basis_ = _pca_basis(X_source, n_components) + self.target_basis_ = _pca_basis(X_target, n_components) + cos_theta = np.linalg.svd(self.source_basis_.T @ self.target_basis_, compute_uv=False) + self.principal_angles_ = np.arccos(np.clip(cos_theta, -1.0, 1.0)) + self.kernel_ = _geodesic_flow_kernel(self.source_basis_, self.target_basis_) + self.transform_matrix_ = _symmetric_sqrt(self.kernel_) + self.n_components_ = n_components + self.target_covariate_ = split.target_covariate + self.domain_values_ = unique_covariates + self._n_features_out = n_features + return self + + def transform(self, X): + """Embed samples with the square root of the geodesic flow kernel. + + Parameters + ---------- + X : array-like of shape (n_samples, n_features) + Samples to transform. The same mapping applies to source and + target samples. + + Returns + ------- + X_new : ndarray of shape (n_samples, n_features) + Transformed samples. Feature dimensionality is preserved. + """ + check_is_fitted(self, "kernel_") + X = validate_data(self, X, dtype=[np.float64, np.float32], reset=False) + return X @ self.transform_matrix_ + + def fit_transform(self, X, y=None, covariates=None, target_covariate=None): + """Fit GFK and transform the source and target samples. + + Parameters are the same as for :meth:`fit`. + """ + return self.fit(X, y=y, covariates=covariates, target_covariate=target_covariate).transform(X) diff --git a/tests/test_public_api.py b/tests/test_public_api.py index fbe8d0c..f3d79e7 100644 --- a/tests/test_public_api.py +++ b/tests/test_public_api.py @@ -9,6 +9,7 @@ def test_embed_module_exposes_transformers(): assert embed.JDA is transformer.JDA assert embed.BDA is transformer.BDA assert embed.CORAL is transformer.CORAL + assert embed.GFK is transformer.GFK assert embed.MIDA is transformer.MIDA assert embed.MPCA is transformer.MPCA assert embed.CIFE is transformer.CIFE diff --git a/tests/transformer/test_gfk.py b/tests/transformer/test_gfk.py new file mode 100644 index 0000000..4d291dc --- /dev/null +++ b/tests/transformer/test_gfk.py @@ -0,0 +1,129 @@ +import numpy as np +import pytest +from numpy import testing +from sklearn.exceptions import NotFittedError + +from kalelinear.transformer import GFK +from kalelinear.transformer._gfk import _geodesic_flow_kernel, _pca_basis + + +@pytest.fixture(scope="module") +def gfk_data(): + rng = np.random.default_rng(0) + n_source, n_target, n_features = 60, 80, 6 + + X_source = rng.normal(size=(n_source, n_features)) * np.array([3.0, 2.0, 1.0, 0.3, 0.2, 0.1]) + X_target = rng.normal(size=(n_target, n_features)) * np.array([0.1, 0.3, 1.0, 2.0, 3.0, 0.2]) + domains = np.concatenate((np.zeros(n_source, dtype=int), np.ones(n_target, dtype=int))) + X = np.vstack((X_source, X_target)) + return X, domains, X_source, X_target + + +def _numerical_kernel(source_basis, target_basis, n_steps=4000): + """Integrate the geodesic flow numerically (twice the integral, as in Gong et al.).""" + n_features = source_basis.shape[0] + v1, cos_theta, vt = np.linalg.svd(source_basis.T @ target_basis, full_matrices=False) + theta = np.arccos(np.clip(cos_theta, -1, 1)) + u1 = source_basis @ v1 + target_rotated = target_basis @ vt.T + residual = target_rotated - source_basis @ (source_basis.T @ target_rotated) + t = (np.arange(n_steps) + 0.5) / n_steps + kernel = np.zeros((n_features, n_features)) + for ti in t: + phi = u1 * np.cos(ti * theta) + residual * (np.sin(ti * theta) / np.sin(theta)) + kernel += phi @ phi.T + return 2 * kernel / n_steps + + +def test_gfk_kernel_matches_numerical_integration(gfk_data): + _, _, X_source, X_target = gfk_data + ps, pt = _pca_basis(X_source, 3), _pca_basis(X_target, 3) + + testing.assert_allclose(_geodesic_flow_kernel(ps, pt), _numerical_kernel(ps, pt), atol=1e-5) + + +def test_gfk_transform_reproduces_kernel(gfk_data): + X, domains, _, _ = gfk_data + gfk = GFK(n_components=3).fit(X, covariates=domains, target_covariate=1) + z = gfk.transform(X) + + assert z.shape == X.shape + testing.assert_allclose(z @ z.T, X @ gfk.kernel_ @ X.T, atol=1e-8) + testing.assert_allclose(gfk.kernel_, gfk.kernel_.T) + assert np.linalg.eigvalsh(gfk.kernel_).min() > -1e-10 + testing.assert_allclose(gfk.fit_transform(X, covariates=domains, target_covariate=1), z) + + +def test_gfk_identical_subspaces_gives_scaled_projection(gfk_data): + _, _, X_source, _ = gfk_data + ps = _pca_basis(X_source, 3) + kernel = _geodesic_flow_kernel(ps, ps) + + assert np.isfinite(kernel).all() + testing.assert_allclose(kernel, 2 * ps @ ps.T, atol=1e-10) + + +def test_gfk_near_zero_angles_are_continuous(gfk_data): + _, _, X_source, _ = gfk_data + ps = _pca_basis(X_source, 3) + rng = np.random.default_rng(2) + direction = rng.normal(size=ps.shape) + kernels = [] + for eps in (1e-1, 2e-2, 1e-2, 5e-3, 1e-6): + pt, _ = np.linalg.qr(ps + eps * direction) + kernels.append(_geodesic_flow_kernel(ps, pt)) + for previous, current in zip(kernels, kernels[1:]): + assert np.linalg.norm(current - previous) < 0.5 + testing.assert_allclose(kernels[-1], 2 * ps @ ps.T, atol=1e-4) + + +def test_gfk_attributes_and_feature_names(gfk_data): + X, domains, _, _ = gfk_data + gfk = GFK().fit(X, covariates=domains) + + assert gfk.n_components_ == X.shape[1] // 2 + assert gfk.principal_angles_.shape == (gfk.n_components_,) + assert gfk.target_covariate_ == 1 + assert gfk.kernel_.shape == (X.shape[1], X.shape[1]) + testing.assert_array_equal(gfk.get_feature_names_out(), np.array([f"gfk{i}" for i in range(X.shape[1])])) + + +def test_gfk_transform_requires_fit(gfk_data): + X, _, _, _ = gfk_data + with pytest.raises(NotFittedError, match="not fitted"): + GFK().transform(X) + + +def test_gfk_fit_requires_covariates(gfk_data): + X, _, _, _ = gfk_data + with pytest.raises(ValueError, match="Covariates must be provided"): + GFK().fit(X) + + +def test_gfk_fit_requires_both_domains(gfk_data): + X, _, _, _ = gfk_data + with pytest.raises(ValueError, match="both source and target"): + GFK().fit(X, covariates=np.zeros(X.shape[0], dtype=int)) + + +def test_gfk_requires_two_samples_per_domain(gfk_data): + X, _, _, _ = gfk_data + with pytest.raises(ValueError, match="At least two target samples"): + GFK().fit(X[:3], covariates=np.array([0, 0, 1]), target_covariate=1) + + +def test_gfk_validates_parameters(gfk_data): + X, domains, _, _ = gfk_data + with pytest.raises(ValueError, match="n_components"): + GFK(n_components=0).fit(X, covariates=domains) + with pytest.raises(ValueError, match="n_components"): + GFK(n_components=X.shape[1] + 1).fit(X, covariates=domains) + with pytest.raises(ValueError, match="target_covariate"): + GFK().fit(X, covariates=domains, target_covariate=2) + + +def test_gfk_transform_validates_features(gfk_data): + X, domains, _, _ = gfk_data + gfk = GFK().fit(X, covariates=domains) + with pytest.raises(ValueError, match="features"): + gfk.transform(X[:, :2]) From d10893af66540d79c50c20b4cfd04d394ec5563c Mon Sep 17 00:00:00 2001 From: shuo-zhou~ Date: Sun, 18 Oct 2026 19:32:44 +0100 Subject: [PATCH 2/3] add api map --- README.md | 4 ++ docs/images/api_map.jpg | Bin 0 -> 125215 bytes docs/images/api_map.svg | 104 ++++++++++++++++++++++++++++++++++++++++ 3 files changed, 108 insertions(+) create mode 100644 docs/images/api_map.jpg create mode 100644 docs/images/api_map.svg diff --git a/README.md b/README.md index 0dd9f32..b558de5 100644 --- a/README.md +++ b/README.md @@ -39,6 +39,10 @@ The package is part of the [PyKale](https://github.com/pykale/pykale) ecosystem - scikit-learn style `fit`, `transform`, `predict`, `fit_transform`, and `fit_predict` workflows where applicable. - Most methods accept additional `covariates` — e.g., domain or group labels — alongside `X` and `y`, with optional one-hot encoding for categorical values; multiblock transformers (CIFE, AJIVE) take `groups` to specify block membership. +

+KaleLinear API map: transformers (embed) and estimators (predict) arranged by common vs. specific learning +

+ KaleLinear requires Python 3.10 or later. Core dependencies include: - [NumPy](http://www.numpy.org/) diff --git a/docs/images/api_map.jpg b/docs/images/api_map.jpg new file mode 100644 index 0000000000000000000000000000000000000000..edb472e61379d2858f9093a463f9568316e3620f GIT binary patch literal 125215 zcmd?R1z45K_AtIFQ6!{6N|BK6E|qRkx*KUW-QC?CN=kPlD7Ar22uNzT3YoA4|$d%DQC18=Oap5_}zUtNwD^t3oGa3 z5ZBiu2DB`Lj8^H6&hhux#4hyaV<<64`LT@jXo8MR6)1sHm# zn^Vm({xd3Ax3Tg=^@^ewwu5+T*1oe@?DMY025d2nbvyyuuPw>+O}UwlgcFi`lhk0X zkNLN6E`y_7)Kj8W1#%x4G>v4B3}%&d^Yc1@3u_8Zo;o|84-3T-`RQbzF|uzht&ml- zrBs9^a#ai@4v6r^D}Puuebf8hn&?9JIIXK>5xHzpT=OH9U(niWACJ{oZ{xYsVVdJB zX-Z4fx&;%7YQ_dzqn_x!A#}-+JX>dFyRA^oehshM2_L+vr$Z9#5?Il1b zrB<>3(J1`i0X@ehiFq|~j&Qb5c*TC%P3`XQu2+>|U6 z1Vmq6%7~p~4R^b!O~ zK(B13tQsur%e8klGB$ieE{Va9L1z-7pn^@nYD>*OQY{`!`|9-{XhJZiEl9UBR^+4Y zDP^)z)am<5A|AoXbz+m)-=S|O(zS<6ScoA4toAm>|ArXnJ!WqDkjVtA>kbCwoC=|@$SHW;|^h~@pe%y zT~4bg^dzy+aa?w|fA``36dRSC3yy~Iy@`QY25KaXUkPy5+Q4l$tB{<4mR zioNj|yhuuq9lZEo;dw9yAG_fnUi`2;@yq|^)26wXuFCQ8`A<&XfeE9_88B%|NlJb6 zTr*r;Rllwu;&!_ia&KXNysZPXWR_~mPMuRy@NKA^$Vrogv2;ej(zP+jy(wp!(kkV) z4kE+rp;d~RIMRjfvrn3P7d{JG25H>zo3~{Emlm21nlv$2%01TKGV-q zDOWI8P;8*Vr6=gGu4yY+^@p9IIqo+9`h%(cF@c}3p+xvqE0_z)Y_Sa1{TZoud3r4(M+iSlQSkMm74;X% zs~0_2s)%UZFuf}aMxSMw>DD$lD&hb!2Y9J3XuVr9`$-Lg03zKYmAVC!1;zHl%A;+a zsvT->fl9T~!MXNcnyp<=^m#nRpgq=#w_T*tALo~*pb@VFH%LoEWaC{r!b{__`r@|u zp$W7@(iXtnZ$$LMLR-0>Ap}bFa+d}`+^Hi3aXov z+`CPZChcN3TJ8#7=Spv&TCF}sGk3e=3kj{1W z7$FE|B>Mm8P{ zHOihxW*tI0o;r|lB-I8|eT9e828%PIP>n)xC@Zr2SCqnpUlDx6`dP|q5H79~ADA!} zUK%g0j+g9bfPN#GEX^ajx68i zJ}_I~Zy#kd&xxR}^(*a}S@5{OCCB1tnq2(7g;{;C#JPsH!1>K`n5p$Ze&d^&{3E)+ zpFI5J$MtGp4T*d+I4*03zV$T#aJvE(&TYju+WJ4(X)3Xqys;3TOmj@j3Yz5n$LJZy zvB-pOp1Mh;M*8trOPb(_nuGdAl|vxEn%-FQO!4=Ws>Zjqm{mX?(O)8_TiN8{vl%E@pE2OsHTC6j^STKhvT8+Ause7X7xQ{x({JM zglM`x?;)=<@8OS80sNfr{BlPg(WW5Fnl~jZ)x;+US~(5A?*V|HvJh+vlJh;M2MHug zXdDu>Zv)^|%I>9o@z)0YD*DQ@uEZTL2V%a11M`vh2eKA$TCxmE8M?`@gK~=dxK@W# z6e*5dq&^!@Jw66l`SW}{@pE;UEi27f*=^D4b3KvSJojYX2C#15yJr+oteNsd$oxA} z8!gJsVM%qb_X^{KW!iIxmP9wM*{9I$l4Fio(g{F? z5lbvhfhrI0tTVMITh{!f?_2t`rvXTxHDvD&K zW1?+4slRwpqSd~nTnW#FOO_-RD77?($$SeWXlZHdwvZ_Uk^Lr7$JA>@8Hn8`0}JJa zywC(5j+zFg%(H>U9Z~tBQv*0q5+diS+N6B2x^Bm%P*KxCtdFm;=TnGgrZuelqZI$| zqar48qrzRb`oh3|=U2TA;Rn#VuOKIGXatxf$iBR_MPX0x2VJ@1jgU!3$*&&Rf0 zp5Fkthf1+GFu(rF(yeqQ8E`Hp$dgU)o%r-T&3-2Nto^coyg>6=O=P5E{o|~yYNJQ5 zIb>SB1`nAu%jOgBhed}Ob|_RUsCH6}^;Ug4F+eAIBgq!(;O>|$i$2?$p)IkV zJ(RaafcR6TjeY9ie%0occqegbEHSg$1lC=U6gh|#lscDFU1ys|DyFB>@Wd6zbfOCk z!Io6AJ7vA1{SIz$NF!gxer_7Z>0zJ$iql^fk-_0?j23z3?7_~5TD1z-lQq<{2QL7C zAHq2(ek?pDZjf7!7E{+tK>LyF@ynO}$E1a|K+%nw;38kB+=n-dg{nHm1qEYnx=X4u z4oq@$&4Jtadv5~IpA_ksU~QXz^;)P7%zq6J&;?d7O~7%**wGVA81s#KNmd>Q$A`Qx z&@;!Ti;oidUK{M!1U-u0Z6iEY|9TrCVK`Unv0E&g`9A72w(22#Rys88{ZqCHTdClN znd`HtsUVo^V^>Eij=ub-WPN(oB$DljxxS{tpI7*iyWhj>oVKAkf$R5|nC>bfaLW`E z9J2kZwSwxA=%(TLSvDqbU}w*|<`A({l^qoKzr=D}ZQz-oHZjxXmy zHfN)I@x7%^`WLj$Mr^YEYBlo+C16zB^?HN2l4)^yC01qEk|kxUf^INFD(aTFF9#F9 z&k4H|2)${1H&Bux&0Z+VYBY1M)GmfPds2XM%B1cY;YF{Hpd0p9ihv@GuTvke4A-cFKyrm1uaq5z~ja&rY zPjht=Ga!YQF>70YzsrC^y@F?EsjdOIr2~D#gY$h^mKvPoZ>)h*xIXFX!cMfDXD$u* z-G&5X;^l=eD4y=e6Q=0`LSsT#ZM#K!cT&ytGYlK7?2IzG>?I0lx^*yzC&Q5&#fdTn zKR9wNw~LB8h8+tDn#IX`7`A)fQd(v{QVTw`N0WW@Tb}^{KScD8oZAf(=J$m^(p);Z zI!*c9%i)+~Z9d^&dS8v79bvLwU;z!!s%zzN2M$p&myhfDj=!gS9gBaH|9Bq?c1I`l z47HPnBwCqy*vf45EVpoM#sM_HuCQ4xk-<4=J7}gbNg@=pHX#1Q69BkxoM=c(V7s;N zMwB(u{(B;j9oA;vzyFZ~lSOO&;>GVv@6xDZPVX}4VnSk_FZb*&-WN)CBW*V_mKbRh z62A2=uW5h&CO!&*8{i3T=5DNeS^Lk%oVFx~5WDx(XE|vIXmwk(k<@cMphgbEk z8=@Sakp55agLoHTOI)3!x)a1!ZD|tvt885U&+pd9a~q-K9I5}3I8*i=5cw}hTmaiA z$_UZ_$tRhcHAORm`2X@@*Gc|$6rctf8n&wTBbg_YGEdqUkpDbdt>~!W;Hba1PWea| zc<;|6mmotBO)+L(QR>T}cD%ocK*$L^rAjhM%x3g8Uy932%^pMU{g&vO+34SI)Pn z^cb`~?3~0RA~G7(A|4qzHn7j?ID#HG01=UMlO1nrzAYH!EniWNWFRFU^4FZf_mhaY za;zid=PmQjs=HPYRBlCtt25R&iyx}z1f+YyrQ|4cO(xmqKi2rx!rIV`$+qSO+?y$C zE;~a#_`b#3!hM*nQ@y@BGqY3i{#vi&_`}M3n1|;15LV;qy#A>tP@Y2 zO3KV1>Q8)*?i+g9v3KgVD4&c5%wn7aiyA4Iv#0FL!EUcSp67~OJxgiSaGy_Lb0COB z#R3o#T@ol4*!QGsj%_nt>3bjq2m?(L_o+w2KHd9{-KhTxsLXEM@!;KRVE(5@y)x_f z0K_Nj+#5CYv;{NcHFok#OGk0tTu~Z5Z$ECAikCfjX<6#2~6>g1@|HHOBCT00E~y0?`hd=t-P zAxDQ=uhM<$@w1aeP05uF-vgF5mWCXiJn!J4ib)G27J!7}e4v*v#$$-z?U1n9?oc+# z4YQBi_v_t>3jC)084=Y+8Lwh37aB+(+qilDb^kbxigJfT^5_#Dvd_@jGPeUAcqlFV z8@^T9g~qkP%@_AePsEWD;^);Sw6XheKB&iS1Aef*kfXkd8bU>rdR(r#5sw{8_bLy< zPvdO<>Y;R~kgytpB+qN##meAM@1GXO@fei2hr6SC-4P2wN~_3QGY_uHE(NOj5}Ma3 zG?>9Y%zdqJGA`^=pssXAr%RIl`H8KHuwZU4t0i<;(p-~e(HQT5Z}s&RSWme5S>Tyb zgM%B|ih#^YM0A!W?|{(zyHhWnM0>V+UddoqbJ!}CmQS6XQskRt)Q7wR&WE12D1IGe zwfq*LR*879EV@#o^?d?LoGhfijraL4t{CN5-R{3xaF3f8{`7tF2e;o9r?@6FN4~or zw@u90e%nO%{p2j7@os8XkaB>m9QjuA#yjYg1put={%Lxn#a)Rm%&Z?K z-2l?B2)sY(6px?sK`oxQJLl_6&Ipup4SIN#o3m7W0j+o_zJHtEQ5 zt2{u1{8pTRpg;F8Q4(V4Xaz%KBb=>W4Qx%{=xInWlqPHftGjAk+-I!m#M*c1TNSYv z0f5-UU%D?~R<7CX;GBwsSrF8gSuy|9Cpoh^C8qucCC^lWaU{afu%Y%?MrbOQgJJDQ9PGL(*{mVZKtA@T>YE9K zaU0rx;nl%2>+@P=KPvpm!sX(pI+3WY5Ol+!Rti}?xdCKc!NvT>I~7!XH(0IPSS>zb zTiYOXaR@_MjB)=$L<&WSih7MwqyTM`D%?Hx-FzJ3geBqW5vr@Rf3e%M0823&+c08V z6xZo2(KNV>>BUIfG{>b?C%1KUX0>~v+yNAQiz#%AS`1bzvyn?{y*3Sq#8+7f#9vU% z@*z}zlu!?%esFLb|H%LX0KuEP#bl-j3+Pwn99b{=)XKZ|O8v=n6Iw_>OA zrX;q2sAG@*JOYkc3-Hv5;7lWl;7wR}w z489jJZEh||7lbaPPEkz!9yloPi7IO^Fy8)P~fuCc) zTx>y?$cb454;9wzndPp3IBi%!3#4!yoxR9t)1*(LU%deYiQND|*J-ED*js2m^x3Z` zgv!J8x9}rw0HO37VYByrEm0?wPcugf1imY19nn|Jw6$uT&cNRQ#`X$HDz1}__#ej+ zbXZry9<=5>X!(wNI6Q-e_x93gAz{9M*C=F*W^vL(!PJ#b;q{g5_4pnG6p*Urh$rLR z;(MpO0E+hawvN*Vi-7YO@n;u>=YBVU4ri1jrSHk%-#qG`u?{x0SuXC?edUGagelr> zPn=;ff3Gia8q;bB!JO4YH1!X)AfQZZI`9hd(nno>-=zVAr&eX*w_#Cp*~$FaTb_?8lanr`+%H`Q(NYp}p{Rpw5LjXI7?L){qdza=ac$FOZxu5~7_vC?F|Au# z#BMZi;4n`FRho#Obb_B*4~L7#fI8{bczK*>U)GP~i8^z`gK zI^BDYMlCEDUNmy%rD&GHGC*g zKPNmbGrrDVvkx&XO1v@OzcX)-df6T7OiA=P?#=pOtAIwrB5|!lkaZ=wz zQ-8cD0Yk;ngSrPsT44m=S4ZN|e!BF#LiPOKyQOaiyB(OGIYPY&G$z5A+uu@Zu#Xs8 z5K2)OQFh6A4TQZ7Y2Ls+lfR&^)*345c!_27-0F>gr2;Akddm&Kansf2tqMKXD6Q@d z0I6ax$3VZ~0`It-zpg&4FKpraS?CRb@H*MxLsk;^vnWkxVcO3jv{?CXHr6iGz4lm? zSlZgO4jf(Dy?R6D1?J2?$Kx_UVuSH*$Q>nSV%U4TOAxmUb5klyHug6kvlFk zcjy-+S(YSXyu14hJGIm}I=QTeB*h^{+==xb;6_fCa%0-(d)5ZbqrGz!d7sF~kE3%? z8Ib#lVxlROWuv0Dw-*tB&jH1OW(0LE=mZs3MTXtIiXubed?|S^lk9Wb!XeE);X4{Z z?8{&Ky7z$#ywM^0i^DDEG@{OfTjUbxjWhIg#NVZB!K8{i<`It!2=iZknBWB?H?2Ij z8#b&fnR-W@LRD`$g)ZXk8lc|M>A3iA(d0av?Y6}e}8Au85c?Wy6aVnc5auJ(!SlQ$&3*UtP1-+a3pTR^itG)!FwX9LgN zuz+8~BAUSbc$5pnG%4OOKf;H*ZfVAZbd`3roM^Qmi~pE9OQ*FoTrm0LnFDr|U&$y) zeF2}HS&-qFS;S zhH{<$Q^J#^XUC4+!N<>{#>$pn7KUTohQRU5v8ar}mf!DlC4S1;r4Ov&f%`l~lWCjfsY%tDGJuu5%nZkVniFIcwqH z0K{3ggOgX3-<~{xlj$2S^JimSX=`VHvu6nLKJd7QSXba-u}2;fXS?}E+J6&=%rQ)& zKJrQ_VA%jtW4^RytkUt7+|Oy9DPQZ{VR!v>N*BG}vNfwL~D- zKrpEKz|6b6#4|@&{fpSOsu8=-uSyOkM><4pq~yeVzpKs+szo4I$!S+?I<_D!LYl*g zGrlMvHnUtu8%?uh(CW@m8A|(@3ENM-km!p~;0mvyd!|p6IQ*oeQKkkbDivfCQ9`R1 zg^+^Z_IBK9xJ;+gd6Gv8zB81?k_aV*Sb9KbthtMLA^)m=)tl3Bh@H_M=$T$^P-Z{q zA5S|u#ttk`VtE|c7-{E{ZAn@k%(*RhxGi@Q^xTl;^y4j|-;#>j)sMOBszP5(HmMaZXsd|uRT z+k{aX-cYJ4rv@X&H(4op#95g#Z;uGVR0gf6QEFk|L(CJ2NTXCnH9mYn9a8CkA~3vl z@5vNuy89jZ4eG94h^Cqja9a7g5nbvZfny@oqrKF&hMh3|GT(4igV0yAb@RGN^1%@Z ziZFGdhAaZXcf+d2c(#f)dtjen7^4VU2>*(Mtd&AWml6pnnUdfv zQc_mIIw`_KF4Zp_ zl>E3}icP)1NIZdp*MFIX-%zdmA>~xn!@Q{g;(qy$);Sy)BOyjw^@cWsRQhUShMyL0 z08MUVw9b= zHVv>_G!i5E;%=f3?@xrPSP9#~J?ED4^Q|k7Kb_=ZTDYg7i_C??wD_nCHtP6{KJv(Y zBf{dG8(-kJRh?1rIFFzt<83PQ2;8OP(RMX(B9KNcm*a85{E)R3+}^TCiG60pGp-2S z{m-{UGz#Q8>L0TnFVBzMTszDL7t8Y{tC>VQu_=Tvi@#d7^(uCj#zYklZhaikXlP3A zgTrcVjjR|r?#tzhldsv~+Tfs7?guk|d_;$7b`|Rmbq<-#pi$Wm+E1;m@@5Zvl$rvM zZRAhvHkIegB@U@WB+f8%LPQ({;%_I+ufhu|B6MeAh*IoRN%silpn7}a^Z_C)^2%z( za)_4+j`x!19mbLGS z>|N;x{3doA`EiX}H%~P(9#+o(>#VqF+Ve3$j}|$Hz2l4Nt_B04^?M2Y%&VR1r{D~Hn??G6mDOEO`zhlC4kF>dS^p1M z&A+;kh!Wic{_S?}@I0l(;SV?6Gi)4+=;cF|@)Ni$;@niE>FupgTDOy>x0^CWwfoFP zCeuMF4$|jjE+PR_fi%MB&%tWC^0xPOow zn+fng*bzGob=C@kD2H;L&K}0La2)_)85jMCtg=e5>{`R?k68> zLZ{w&)~}Np|1QiwV$LWwe;Lyoz%7ePfF1UCoBxT5`|Ah^bhmNU8gXJ^C|zqxSU=jo z5YQ@(=WS|kR@N#V2CpwK?k8$jX*iwT=^rCUk~Q{^-kDjg8kCvTWvTS0U6t!$+!K)X zxmC>sDQ|b`ojtRP_5#tDjkt^|4+Q3CJ8uBlNhd=0=n)4Kyahen7h8r4_~glbK+|{p zqidtb!`;*Uia*~36?!FH{wbaIph1vu_C{u#t}?IA;1lCHC;SjyD8Se0N91)oM_I>> z1Ev?qWw2#y%d>?RAuZYsWUIpnp{r}d-Uo)d<5%>2jceNv@6?_f0Pb#%%&w1g)q_(% z3K^#5i1s^j1PSrV)#rqQ)b$q`Nf68BPmz^n8bMbW*gghd%K2TnKrBLdmTRnw~Fhc_*>X3PYt5)5x z_=aXm>V?x(tb@phI{HPFFOi7E=-s83{EoNU-%r)tZJp<8c>cO}=o=_jV95jXR-F|< zOqfk|y2iUzM;pQTr|y~_<|NfKE?Tq8*Bw_6}}H|7$jy|oL=kVgCXF@>N$A?} zZ2X*RqQXfKhM1+5J=>^LrNWzF1CJjwK-R8n*IT}ZnkeD9#miOwo(~oF6WLoekK^;C z7U01FI*W~Zv7kV!?@>C>O*XfIsvGtgOxmEpibJC!Fq@X!EzPP;?rL=VL=U+qth2jm zL?KzlRx{r3Cl_pj&PtGb)zQTX=IlJ73rgngA}f7unc>!P!PMTpS1c9MjSLOHsreVi zZ&x&4ODFXWWF$Nty#YMC?I&E6B6e)16kn_MP@1gTL@8f06{QneLUk_2Lt5QTcKkk} zSNh*c>&bN4QNqYx7-2IBhrZM{s8s)E))D$>k%8A}%WIoD1Col&Jr&%wpZJ_MC0vPh zBVx2_Lu!e6%yMQVuuf;4X(Aa?wWp7U5N^r}{hX!X*ih6tn#?azYDJPQ3S!D;w%454 z|B%Gsj#(#9H!f9hC4v9&8~h@J_txYelV3zdYc-54HS~5D(LXxXek9q0D>&6#Q2ZaAPI6=>SJSypJW_FNPe5tx)T3vk!S8ZeA>L9i+W!?~r zoZ|lsIhgLk4eFS6g@E5VUtsXf1oe)xvw7oQt|D;iM#dYT5+kO!M#`F*ydMoFGM z+2=g4Jj1Y*qpF)fOkf1-wke5W5iid(uP>1tXd~R4GG7nAn7`UQX`rt*(9k>*q0Wqb zJlp)^$S4{^Mwo908fe?DpT3N!tf|-nmlO4b)G2#TVPq?O@LG2fvEXKvlc3?_=WFdgu4{$Myu)DQ*Cxvr9@I zRm*bMPcB_o;ew@{6f_q53!y6BBIE{;DDca^)|lTHHXEQlV5pit-f%6@F8~#zDTo-A zgB7joD)e#De?MAO=FaTAZ+oClpW*+Tyz4hz&dNCrpzuFF8lRzT6s-f1U3hoes9% z%ix7>2MkkFR;suUX4$*j;g36I&E`34Y;q?!J=4d#w^Au_`fVYUk1!$le3iZn6a6Xr z3$QMFlr>hVYFxu+sV`*B^pE>7LyWl1V*(#+g{Dum0-YNFqQGobx&jEpR~`f5l%Y#q zuaS8|S;OpN^q`|M?JwJ&WMP;{JZ!-nks}j;YGf@oR`64o=8oQ&g%|!5_-N?u93J($ z7Mf3k{4@5j*l{!n*#dmW(J&a9ws^&QIk(giX>f~T#`jp%6N<;RJ2&+u5`e^*XZ2x0 za!rD$ayI~A`+DQT{i25nH-PgzgruLf4@N;^WSkY?|oWFhfK&d zzEzTQKmjD3z`QeccX6m}Ct!*H{i%cRQ3tvzKQUpO&G(N>sZ6_3wk5p0iUW8;`+1=h(4a=Lc~Z;VKbc4 zAmy0P<3>HTYsE3q45Oy>=X@$Hn_O`zW289Q-*?@0XXR+I>7Po_z#(X_uVDHVJkw#R zTU)L+Uc9MzOyh$6?`Bleo4K;CHBaSFm{0#b$bV=ogomEn;3JF~Nd?pGVV+@Xf5i!x zWOFErJkhH^4CLHT=zui(2-!&rOcEh`U95BiNKhoJl5M&GrdZn=RxEB+X{@v?j(Y^i zf?wIx$sc;HvA#@Fm9^0CC=7$(1@UEB0|Q zLT!jqIkV^72~DsHS98Vg6h7ML(@}x^@Hx2m?!WX`SA;6$P>~JY+=`#L6p!wUPQE?X z>te#vf-psrJ6!sr52W~%uuoA>P3qUBU+N?QX%;^Z9J@)Ne~#!VztRAunCo$x{zjhK z04d~9nD&fsk<+w+lU{eC-2vacZb*E%xSR@ODpk7MeR?=3L^GYZ${`$w*s-IYKTp=0 zuxZLDhxqHXYYE%yJnI;xv==-^h~&oc*=eEP5z~Qc4`I1T3}n|e&YO2$#%~3U%&^2a zcC!T8guoxo3MbI*g8LvbzTZGBsz>Dy5e--Rr5v!?tm}cwHKfKHN)_qV(7hF>-#bcg z@cG*wy|bDd0J3V#(ljWN#bo=_U|*6A8p~1nm3n`1by~`=iy*C@eKynjA$=1Yumg)- zk{8FdQQemAehOREVtt1x1Cf*-2qA)lI*TWKf`lGH-M)J*OiZKPFZko>qmpnyyLPC5 z1t&d(h{%Rwn>uSwqJ*nR*cAVQ+CySzWJN?!TB%|pT{xK37|Dj%r%EzoCnc7bnA#S-G>Dpz&$sgM_iv5T&nXK(LiB&wosP>678WsG- zUktLxb>5$kU+1cN;(WPyMx4;;F?2ORZxm&IPKEh6B$X?)4)S>y#n%QW4R`Vqg&%G4 zK>j*zw!q{|LK5YR`x!7!NxfnNb9TE%0?D8w0XjIa>;&GeMLJ>I>FI`=d$66hWTin& z$2aaw-2zu!`a($Jibm`>-{V}tFUnl~BJZ3uvAI^BS!FZJe2H{wr}VzAdKhz70A=;t zXLZ<*U}C&-zdqU^4hOk=Lin$<4b>&%yTMOmqEj64xyKpLc2`EYdZUPyb?HpQ$70Zq zE&KG&6So1}h?~&UJ=EeadBPibRNNv=I)J{(lfsoSv#8C}>z>*uXws1)wy*C2Y+G2F zuEn<(slE?`(`-!Fq~{~qM;8>6NrtXcmDImKSKV!bUiWs{eh5ec*XWP3TG zDGbEz)O`jZUO?Seaq0Shq^K|2>IPr{wNiG31t1puKj4aeTjE6b-}DQs@I@}lojv|v z_sgmxIdtLtH(kS*pZ=TO{10f*7{}J+s*Bz6+mwRV$!|<`gf9A!P zGs92H$V$ExS43_b_;;=i{239y-8Wz{Yb&{Aztd8)LkL6eJVXzJD~S}Zc?0LElJk0m z?FyHP8+fgP2SAk|@s=!a@;w@+5z7^^aEzn^*K8$M3Orpp7U4RatUdW*m`Ja1;S8e&<~b(?raID)@S4w{7L> zp)9=r7G1XAKw!>%d8xeK^Hq%CD#0B*C#xQGB{9k=*GEoc*` zehm}0xXZw3T0p<66;#j1yOcc_FSUK`D!^Y~+eEgQJuTH8BNHv;fWN!ur*wSH^kUVw z1GLcI?nuw#6QL%`Uxl|D6S{&zR=?Sq-){PLx7-lsZGRL|vWiUq#l}^Kyo+5EY^A3r zM&R&ZKIaw+a^mKT>^16Hw1tM8(gz`y@=C`Ib7rc5U3K2}FcGP~nE7-;7HX$A%Db0q zhFe1O?ge$!?|=4?<=d&(j|Tqdyd3GTc{hJ1nOW4M7ayY^RgaSq@>3nqX{Ru)Q;3R{U;mL7eNu}?>=H6XpsYihEU2FHF|ZVdWZAp&b}LmQ>Sm|mk3*?w%jQK_cWjf*}WF@^UfEL9JqDwOmni!PmZ(TJ#@ zA1=L9!`_sZYbx=pQJGGNh!ukNm{L7xKgOaBxzNMnoX2|r+7GMg_vb@6C#01b_pSR` zjMwQvsOtm+b)wT7hAHpNd;m)|$>t%3X{gIY4kEmr{ah*bW*FPR1REoI9=3Rmj#$?y zRW{#c9~2{YsbIJ^uM@c+eRnC}i;v@uh9_+x;r+%)?^5s9X7%Z7fX z*WV%^ysaN{rYCl(O0`!mja1&EAng-T4TEGGPsmD*#>=qsbGbjhTWixyK9OKM)C#^2 zy@bwr{RDBS+-su^6MizG-F`vzhUHyzBYLYuJuzf`nrhmn`Z}p^i38+ClEQ{OcJFMi z`Aq5@2q?j58zhG<7K^FXxow`7+H`af@g+oI^3hC=`0;)kxt*s zC`2kmB+D16zONcQP)h7_rixrhEQ2Tvl!fQnBi-v~Qy9{#

^s)03vUR4Y@-Wn7SH zJbpy^h1#c!aYj{d`{(L}7+oLDLl2c3BPmg5=u5R!rMC{CX-`7rlnmxc^$Ift=q1ChMX$)l8mPM#iL8N?Z45XE3&bq; zz5YwOD=yXEj=(|^uRDB2yDFs)S#O1(4qR+Ymq-(I5S7v5wXln+aXhV6uZsmLS5#Xw z9xORHDwXnuP|DB|jjZVLQkZE7R>xoBlJ9?XKmXzE!<)*TitTkdPhFz5=lwd;ty8f4 zmR+cxX^Dd>>414UP=$Z_y$1gh=dpE;U>sFle32UW6__PGNSbt1kZlL|YIggUqj1}6 za?x6qxk}9)k=$UxjFYJp^<<7<9&KeNceBVE3qgx|;PWhGm5NoC5XwCh&8Lp<>))MV z&2AVS{9L)0GIqcsSAxWyCa80uCibUuKy$5ZE}r|tGTRCsjHCEw6>r6<^OTNC{Vc8HqqGo3tBR=%zEOY6iHqKtPWJ(>zXmDB@o?~8opI=#D-GKlBh z9k_}ZxR_5fx+$?w;mCV0&b|-Qj0wLgPFDVNSipZXR zqPKgiwHjmvIb%nY6rtuDrb|L;Qr(qs&~Cc*LyUJ&cL!&jA7Ao4LvEBm8v}=KCJ_>+ zePwx?TdBCojW%%00Nd^CT43Mb(tb-2)}75<86bb@v^6G9oo{z#ACyJlJb8vr`Ig!2 z^C|Sc%P!QByhsPT*Tw#Zmv~D1+;G2;>!&+cb3Jv=ivJnvdrjs=BTj!QmnSh)jb=ck zvky=ULh|+w^4QjdcDeP0KW%DX2^~CBO3iL#E-~uLjzhrn44a+1!5JnGrBK~_G+$O@ zd;;rnB|_Iw9Zl!`+#%PALgi6WjkS;iuOLxb`z2u=jz#ait@74^z-L7g9F$`!EryQ_ zbZr@anC4X{k5~5GJBfAMFhXzv(>4b|O(%xs^azcL2tcl$Q@&yJ$%ppgD(YLBTS>kT z*!x7Hh^O;0Y~HO}bY!KXHP1rt>fBF&iq7?6Sa|D(cPiFr{#p;yKlvzTeU3BPz?ZW~ zij|)Bi5h5sMW5D4H?YdT@zPdS-W4jwPo!&`XkpHvd2w*-?G#W)QL3{$}Tz{k`pVQgXmw^RfyT0<=Z3~6})*JMZ87MB4WVt5e~kmYjqDfk1vFF}X% ze7y?Q0nZdd9S7u(=J}-18b;KlIkBICsH4{0j<2T=fz5fh`|3L*egXx$nzVel;B6!Jq^ z5hD)neBQ|?!t%p)v^{nMs8GdcH^}TFo~Yl(j+u_ambAO8%a7_Tk67LRlFr!x4W(g} zg@plG$*fXO48LD=ckCh7Wgbeb z{oeB=*Tz#`)Rj>WGYeYpc30?UF9=1U-{LmP@e^z)2+A{JNNw1KrnP`E%rx;(J{`&0gY1DVFU{|6 zC+t!4HLm;=Y&kc8z_J~fh8;BV2bxdcoEdPC{_1m58u7tGbg#Etu7>vpL%hGXw7WD6i{Iiu`ghP7T@)^#0m! z)uGnO=%iIx3(8Jf8@&=UyT0)H@-cSq6_EP)Mhelt%#u+NHpMneoM&AdA^G>Aevdo7 z!u(}eTL3o)GXcBw-zVS>73bPy#vq8>13gdVuhg+C<3``4uY2Ki?^>O)?P@)Hmzfc7ayH|!dwEo#+@|K}5HmEQl8 zXuDEx0GH^{uO2zkq5ohQ9tH^k4)z}0-A9p9M z(tmM+19^L8e)dIZ)>5;pStc9a^#!c8%8N*8bCBDtS#K-7+>c}!KBogEHvfF}ZJIzMr36<=7SRTs_j z@ti?v&gd`O;aG*uXy!g1y{eU&9JNeOyX;7H>#sbA{D0)VXH-*Lw=hhXUP6(kQW7Ac z8d^Y52*nVJkc19O?;u4G6s1U!DkTI6p_pkW6 zsN>j%F6eJg;PZOF655!=62RY`tg#xeie12482I0vS_}ysQn&lgt4e6-`s$cc-B`8& zUWg!`VeQB=^r`U8l5HThU|Pty1=JG6*45A_k}WhNDZiU^G0v9-z{xF&S`y{sdcheE z)#~_X#3aE`$QWC=OTMne47@)!-;(VQ3ja)0%9>!K@vz@5u2`VabnN2Rr}}uB7`}M( z0nE+3gQzR7&fJ#l;ZOv*>|N-m25KnU))%iXvVJ+|JKb=bwl8rg??(6qlj%ygqwQB@ z4a@0_NDyoIv6sNW@=0)f*i#tK&;9w9*1e99xkk#D+Bhp7prz??W%Va{Z^}pY z^;R7>IWb#nbu)2YJ;|9-e9(UUj{V@SKlsObo$vLf8+$eXD8Xdw{PWei+E;!~vST{g%KIIzaP-g{qm9t8=Q4P z7zM_KXSgR+Z>mi{#w6n`f6vM~&KSOE;Of9+;93ZLkX*>|IX($DbTTY`1PpgM96$Ug z`o_sqF8PgP&UeI0)YEhM-!q_&3Qsb{)W$?ooG%s`y@*d>cg}ZBb_a*!?{W5VtGDi& zENq?c$`FAeik_!LnJ&!Ae1CpND=)vi*K?6qY^d7%rhd&2?v}8T>!dpO8Kykt@fW|- z7yqY}>}?A1h1$D)dj)}q^XzF&ZOxv6StPPWHrU3F^q+!kwesZ&5WA77|2L#Rsi3wt zGeXAI*fVM@sy>@n{^a#)zE)CW`L^nJ_^F=F@9=lXtQQ5Yo3yAhr@(jbcSO8gplFmS zYPE)+uE*G?x!K1a5flcl{5u1ur9VYWPeq9k|Jy-L!v)|rqZL))r10-I$Ec5r z4gq3Xx~NC~#jEh&xi`&k-1|qWkm%tJ#9r!)Z{ml3w$O$2?0e$kvbh4j!*2Tewt)+{ zl9 z!?|!t_~gab;lQPpULTEk#lH^C_T0aYZ-3<~D$YjH&@pl@{B{x18A5lnopt-fQrcx2 zom31^PZw_h-cZ|3I0x0%n@Bj5E~cAshVl1n`qH>dh;9M^h}eCQCDNrgK5BYRY-_Vz zK0W9F!*fj-@f#N9Zn}62$=#x^x#1XaYo&wTE})v&_Uq|wsb8o(GT2KT6V)XbtgTU z{p}KuBK}m6k0@=2a@d(siioGNL&e%LeR+vLX~AkHx+p)Zia@`cVnG?ZJMlqYpH4UQ zPlH#49G|2M(bvBpNqu<}WAyw`zuC-8m1h|pVBD|D+^@rtG=|>siK~@ljA3M{i0|J5 ze^K6t=_)Q1#AxvQ=Z)F^o}BMpJHUR&eJa?lR|9v|60efvQP~xSGsIT#E$kEIZ^?{h z(hlm&?@8&v-|qdMlqLTysyA0>*H>-+Ew}rqJBe2w861Ky_DjAX{@^Ke%G~`UOL#!_ z7GvT@^nc9zSF{%LfAa9}h!~6N)5ctO_3*!F{_FF9mKNr|O!@8~XP$@Xl@8`Z}4 zoB0dQPv00B(f1-U?&hX`NO10`=5l`Q$1`I2jXUaU?%W_jS8;jQ(&(k^XA>g|3YU zgSzkE(Od1vPk)_z<}FMKv(VO`5i!|z4Z!iTFy*Uu)rj-a{y zdHOe^0*RY0ljmRNrS2!((fjUwWYV#cEjh6D^Gw-Jc^B~9lS@n|UXm`7zUnY2)8$*x$vUple%QuFRCG8{V(@|Ay_lmgV?919bG&KKd8nxrDKPZNXVzi{gK|@vo@t2G;aH8yG9|5>^6l+U3tn z1`quUAb#e@zi0lDlWTcv_cFu}_4iLo27ht?H*)_(E8^Q%%H)Qj#AKoT{)CQ+iH?z$ zk(!pCnv$gA0?=`bo)?2^o6&PBIR-?fXFTE&SJZ;*W)_zyprX4)OdXs8Z%lp!>g+S{ zqJtWGrdIv=lp{g+(i(fG{|MN^aETJIWk1ec3bh*&W5by#X4b$K%U3$@Ezm?jtl1vM z(;7Xr_8Nqrb98);lgLVWY)}uGi1M)z%`Z!MW9`crW|Rx#-u*=t_=DzW#Z3L+s8`HW z*I;>QH7-ZSrltn^ag-U>KZ{!)9=p?5#cv`FrqUtq?U`n#bjmEZ2yk{5A zGiprS;Y+ezEAthYogC%s|9F!Dx{^9#l2y%VdBD}9LQ)b40ID=4m!SgpQW-kE$+96a z6T`OqNua{`>X4A!X1wVa!cIZB$v&U_QN%AQeB0B-c>E*l>URyJXpeI+y<0C1;Cn3> zSsVEl^54aa%l4F044c(Q@|io@4Z00a_LG!5V?)))U}~Q3=CBUlmQ}IsTm${OYs|Ts4eo<{tCH?5O@5Z~Izp^DP{)^7bF zTe`9;O7pncwkj`gv05!S&1Ii87pY;&{%LlyNQvt4^cNMPiK0_}$yw54nCP@@kJ8_9 zJ?hWuREJ%Tkxd;Gg4l^=E(i;B&u#5lT%^;>7c-JpV=MC;ygry`%cs}mS68O|b}RMR z`6os4S5Ww!u(m44U2m(Ax{7JpZE*q3Tny-*`*Ek*=9oCOK7|u3jgaE=Mmuiuy_CB2 zY3=)vlW*DG6PJ(y#$Qy!mp+%mERQTB-k$e)8+1~>bB@wAA{yD^3mg4!m!CD=D5Ur4 zZ3uW)>+f}y&v0heqv^^Rr1oz4s-fXqo9fRKYiW{NlLIaG^`REz#n?FVifSUDO83F| z#xJU#`Bu-zKRyj4uc*Xr<%6@gd5ejn?#duo4)yb?*XKg7?12MBJumP`QiG{Qe7Jh- zr1qw&akxZ4?#K_d)N)c2h-o=p{)Ah!d8N*Yq^485culUD14kp|&3h&-t@FaR(NsnQ zU4}WB_2^LVw8``>>nCZYH4FX4hdvZ%1MIrDDNm*S-Sd*R!IqAyV{{23`QN_jba}1` zS^1PpGAGbngAo^AT_&)WmotGbix$GjfV@^(Z!`E=aXsCL;y8h@<;8U@(R7fux+ps3W;2I4X0Au;18;y9wtRwyP9b|_Slt1(yDw_Ur6s4dgF{V-Nq`g9;4@? z1To&V1Tp?Yq1A5IND4Mw)4{Aqjx3+WErhSeuv{o-w={P!hQ5m=iEhDd;mZM1{Pe!# zJ(NkEVzEpou>*go(L$CPGGw9l1Ghr3lcJjY*1j_$E%tD%rkMVRpFN(9Hhd(BPig7u zHz^^W+N4d|Gt4yK42Jd&qOVISXa!HCBi*PA$IhJgtBhS4k+hDup<8?PY3+xhH`0W% zF6*FfTe57?H9_S048+kojm71A+4l|L&xS5*tW8XP!P|9c_eF$Hx*$!oF`%DtF&eN(M`i(Y*lZ}!kN!D5#dn#RL zMQKQFX<)?3S8X4qoeVx9bcG<;Y=H^IeLeIk$V8OMntx0hc_x^;=sPwlgLVH%r_1qU z%eLx`ZAdjKSqa!;9ue3wmuB=9g7ZIv_G_BL%Y(cHhXi`7SYgwV%sNG$+*MdQ`wrqu zhU;3BbvKMzA9rNKsc4PX)tnnl7Xdtc^-p-&Y!Gy3Ur@K43&mbFU=nN;k5Hm(TB<8G z06l-sR3#T`gb&z|8U#K1>6q7YHP|nfGbT!tTf9ZuwblN>vJ|^R`E!kU?dBI6=Uc`7 zie`3mQRkb%gzuNC!=7J7zOM@o9#ATpb`3d_Q;AjSa0dxofi;d|V#|}uGyxG(Ij(b4 zD4r}CCaGX}uAxaa2m|g*;dH&2o3WUK{Gk1i_20Gke2 zs+sxHNeW>{#jQ2EB}CW;j}J5A)i{fR=W~l(V>ym(K?`?7(f}uJ5}cL^-ePHP$Y>WS z2flVw(WwlMXYp`luZ&cpCJYVWdGNw$4^!kzT0P(|s`5k~j!Hj1cqBktNO3c%kA&zW zlB}ayAM8fQZiW;}&2Eu}{b4i12?3CR4s5O=)3}U?#DTPSlk2#e&KHdra!M_UcrX0U zVODao4QG6h&tdLWVu`y5Yw}?fi}7Z2u}X@4pFnu=E44Zga%t)Z=kK|&^H!@OYz}i&B5|mzTFe~ve8d|%&(uWL_nuT`DLH-) zf4wLWE;_vSmRa|Ckx}Dj3=A_|H>!7YWagfw(nm7L{SMpQgy*>O^nF^H5k(C%x5njI zL#x~?C+Vz<-f8*`pgP&BLph(4=DK-3MJqAwKX(JLkg=U82m)Wxb9;k5>PYa~tmxVX*e_iS zj~D|?x5QMiHI?RN2Er1I)>Anb;fo}xvN2_7=GP4Os7S2wfS{CBffrchctaSNG+d=z z>`4cHjP#pUJBNj>7yzH%#ZM}Y2M9T`E42vTk%mmTA<_ZZ7|y*ClGFt#myCt>5t40# zME{Hk7EuKz8hzbMG8~*lrxKat>wz3wd^fFcsH_9iQCVW%Iy%pcCr_!#2pcKfQVzmHFqg2BoV-%PX#992@LBuwGZBFU9fGfL`ME+DMZW zuwidgEND{vAW0Dt=;k2#$|f>%!JSG?-41EWrMV`jl@%7>;CcE9;+*i(ThDsV zHC_BrS z7$~KL)^Swr-VyXluQFL7x(km2Xbv2GW+P@JitZ zbqxLTk!b|q(T=*c;TGTRvdFNk3T>nbL&b<;tq{e*{Vp?^ocC;2Hgl6pha-~P4JmKu z<*+SX2y>MRrf$iIA-O(P&-Js^PzH%16s3ZdMeW4|K{J)R>S=%k?{eu+iTq6@DCCCSw?bnA`AKq`SgB4Ied>Vro7nG3dsdry?8g&v*GZep^sol76|>_(W^-#n+Y4u zjnuu`^qn@rHda~8DJwTE;1zSjJhZ4XTedP+a*Gc)_qO7YmKzzECKds+jebq?VllI& zHav5xQs@AWi?xBivN(s4RW?T_1y;Ib~$M;?YsM$8mJQs{>Z`-MMgg zui-G=lP~tjIPA+Ws@v;PyTS|yxU+06i`e)xex5KxDwCsuAKKl%w!VBx>M%8n81OvA z7P9^B!J(^jY|R&cyhrFOpS0nYON*Tl*_PPS=RdTw`BrO0>V%zo9Vit2V@F$tZXI>? z75Gl%$>TckZI~A+HOOh5I|^G2k9?bKe8#OTwhiA~*qRn7?xZrWKI#eSw@F%60xy){ zvtl})I>IOdl*5Ra>M^h%C8TDRI*S)HC6)SYU9^;#cJdgbav)!y}?zbX5A{%^jS26 z{WWsx%Rf`vw>XY83s3jUo#wGX-gIu@_HY`z&h_@4wdwUDe)F0T>l$Q@LHPvfI+!eL zkyohc<+r_oxsi!2=^M{H>I8h?=dIE@T%Tud)^y8D>UWeDmEPv00?>+Fa?TinqZWu3 z4SMKhS1G?EFxp#gNH6qlW}%DPrfG9hr6&+L*AXPXb^4~LwzQ#PY4yikeiunT`YGJ* z2Mlq@icFAXrh2QA95(ce>I%UgwK&r{7io|sqSNKejPM-b)|Rw%*^nCyhBOkZK`cCg z3VOi#UYFt|ZIV%OHjdcTNYq9gzb+f<4kUsk5y06g6}SM{hu9wC0UR7Iu{T`^(KcCN zPTR3m#&EaDO^q6#@++k&o5qr06G$Ep>2wJJ<@s(XoEyA4mpF@M&16a_37BHHCZ5k;Z zZ7dG`y(1;ejN_vPq511`LkBt~KVTkp*P(8D=l=2y-kQ&Cen+E3df$+%8O%u>co7 z?;{j>?j`hCkp(!Eu)MNLxaD4f*N)Nc9S1eh5{=-Bz}U(OY>Qd0L5_I1O7pA@E+K(z zF5`HRv}KKO@=M|M^q{ysB~yKe)3f1if^H{pzV6JJh-Yc4#7wy!#9?Ddd=Ze2d>eh; zd#ilzepB*3O2aPS+X1+N(DF!#zO?ikH(9&_dX)>z(R)7a_yf)K1ukdr+W7^oCq3CWEUcoVI+!kHU^t%|QQun0TtJsN zDq(G;<Bgjj^$yPG1K+|nMg%u5+3!)6Duog%>}()$&{4Qlo>N*VMqL+F_p;4GUky4 z0f0)5CjdnY$MVP!qdNTaY0_x)n5>zgWG8t}UJV!KA*O;rPCFZODEvN)2mlI=?l4iD zte%o2#0{d53TVfN39~B)NkekMFR4Rac)Ltn?%iVXQPLeNFF2=2zW}MoLN+2KeTuBR z%Oi8aK?^^(=>0s^?c_{c2B)uFrQz`aa_WI}iC5Iv(ve>Ihzi31-Kk79t*qDP=2uVg znrSNdebi&p()|cXf+yXwh?!U|s3*&NVm5gpqrl|kBFGz~3lW8_UGgYi3n;xy%(xoI zZ1-A`5c}0ZZbGZ;JewF&%L5f1i%nBC0osZxF}y_%(y$Iw2T43Ktv~{E$#-eE+@ubqvP7g-WgaD%U3JMS&u{~} z&oUcJo1>=Ci4Xw!vdcMD%oH)B!PwmWVmA{!5RsN!xU<{mCVpPv{)oPlB3DlG{|$*- zLy|7Wq4`S>G5T;QS6Xt6i@2x&`gWB`W7%GdyQQURJA$)Yz~LL!PUk8*HH3(54pcC`;e&_ z9QK3_kVA6P5)%-!o&SlV{;k5G=2QFuHpOqy7gLp0($?QgT0s*@)Bm;i`L{y;zTv>y zqJ5i-{g5+u9%Ub#e=uv>?W^_ zSfNdrNTxk=ZXGvL4>)QV3`-3zB!f!(G77EqNH7?=`xHJjRSEs|(a+ekwV^ey?)4_V zy6q7#Z|4EdAOUn|%;N1z1|s~LM8Z6M2QpSGb5>PlaAh@fD!KIRi{~?A$TD-dZw6cE zpy={DLB2X3G<;Rkm4+H;u{Cdi?=k{+V`>;YO>-`it{L6!&$!NS|(9`nm5%wGPX|kzy z%&jAjrC|=?zOfq-o%u~dVrH7c^_D)i3vyCTI8(S}hKZ==Y)T}^K{7ij=5~Z3hF|i|7~M+luX?;V=>}X_nz$=GZajj zB&)XQ$(56kv{P9effc|7%9>`HF@w%V2@lzd##I$>-mC9 z5C7vSWaUIf z1*oy!kU~7pM=4UJr<%(1=)+=zoPE=+`-yP_9tC+ z00x^Vl5M{iyNu9P7kOlu(1aQmNU`8M*wn6Eybp&=n+lj%C6N8CItk_YrwOPP0Q(Ii z;Q*Y_Ylda!d{p-N^w_Ml=#2K{kH|##Pf?|A=Eh3+vPrsl1*S?D;ma!Dd>NltMitOQ zH{bnGz4bVB`n-n!Umut86}@WVhRVyj70K^COY)Hm>@h?9+v9}=XAg?#=VgT}0r9+H z)xrXI)?tk8^&MZ8@+HzYh2mCB_(;|QLP?5dhBBZywN@0Fg1L0Q+1;ON_x zSt<5A%*Vy-yb?tvH9QA~;ZW2^9+U((NWf=YE{E+@>?9-0MBj8LzsLNAhDKa4|BZQK z*}WcTHq+ejV(r$n=rv~HgYYexu(gbj?X~Ub)apipDCCaBZb`1HOvme%?AXOAz?;cb zp+|8kLB#{Y!ymYRM(Dqyj9mP?{g|mrzF2x<`gwMfiQLCYt;R2h2%XP4y=Oz8;6Cbh z`8Qpa$dv+4r)v6R%DU%Afw@w`iVLU9!&IjiQ_h&Gp6r58cMNF}y0!^aXGlC)Y#L&~ z&wsU+lxCEnGJ&ONRL`0oCa}jw8I={GpB4z8?s(01?Iq;+bw@V6tL~5iv`@0|t3#1I zGhY2^;I%0!2=f$B;JV@ul|M!&)`}vC$4>S{6mUU_xS{gI078djN1=f&7-=Ial)OKH zmp2@g%aU5VXQFg)vI{Jph@oOgbU~D&U}P$to*jpBvxE$- zt4i<;P4z=fz=V%IX5F5(Un*oBBf?OCBVK;O>>E)3 z(M8y`+Yw(4_k-X`UMwU%2HWTU)7z(0a$C&geRje>9-DP%L0Xf%bt=zJq)~L6U4M<^ z(s-V!a-gih{d$(qDlEyBSuxB_)0%mT1grTCvTwY#ITPN)8n3|bn|j*3jv+0EIDT?Q zaUYU|+S@_-N+B^No6kuPkH!o9c`}sEJ-AlWPadf4T=O?i2x|2|82+5?QnGpCX1=3{kr}+x z3Qpwirq&CwrF)oB316~pz{;qw*fg%cqkgwny37LW>B6YWuM1uARJAqvqv;I};r1G3ry%OICP{N{@hjwN-9swaoMuuf`*a zc|xJoH2R�#Rd;#(?EjXC6|Py+*Gpk>46YbHyA)absnpTjaKGvAZUL#Jg%v9bG=9 zviAsr!7_$K299au%OAD!>_~x>RZSKQ+1q;(WnH&)zWSYJ4j-&u$DQ#XCby^>8&(*@ zR=jD!MkteS^%Vkb(^(uVlgGyq#=rHrb+Eum&jU*hix1taeI%td3jp$pQe(ngu8DPz zbSW{n^!6{R_I_pNI4D6Q36|+AGgIf1i|-1Gv-2NO@ixIFe?53+HyH-eE*K1xaA`=K zM-bvJO`Y|ZYl5aVSBN>#NUlCuqJ(EV70+#dSE1G3oUI5$;;)uLclp!9-MLczEx=E( z2?E1E2p7v{Vy&Z%-|PdH7;l@@v>}%9NcZb*6j7;RD;giG z<8oCToIatQ{`1f2JdeGN(@v@Mwn+q*shsJcrztKqbb}d8lFF5^zT%^>zUWmqN}WJR zwMQqqLB>p*L~Z&i%;j7PLLmS{)-s?EtqWMLG7Cf z6U0PySinFaEC-py$p1f^(Cf(Jrx=1C@>6OeT zXGYdwNILuDC0S~_$p#x)!;{#{Ot_^QKh(OpLxyK5`uGy8Wg(+bN?RKR=C9Co0!^=v zvNjp(F)~pMom*N@IM^jRj-966Gu+m_5LI9@Op~RdxJl`Yw>OP4MgtKyEGsH2`WzFT zhz63hs$5>nZ7WJlhoW3CeC=iYt1P0PBC-uQRDEKzYYGf5S3Rn+(wo9C5(&?em3n%I z@mAgiW0DuQGEK#|`;I+}oT$hw3cnxL+Gmhi7H*m-)crJeqs(JFZ7+!%;sEQY#StB_ zL|W1({-FH}uAkg`r}~c`Tp}rIw(U{uHI<;8GnBex z)M*VT-6uX6jye5bktlvx{P~L2#6PL)TC`f*D0JB0{&5Y)l96w&ej#Zs}s& zgj6Aw0s2=>WP)Q*paCF@`7BUxV@eHio9s^H)~$%Ac5FDnbP(qu#%p}b49RFiKCnOkrfmPLo&%AULTCzDtOyqFP5e8DNl6VEqC@8mC?gNDdW4inrz$e?lCrbR=o9l z{JsF@bK-}5zo;nOYW~`T>PPcyjwf|o@8o{lWfVSnuq*W?sNavWSGqz9DO=%?fmN2z z0hS9_IDa6~ks2G@C=(H~Rd8tkcZV!viyMH;vl6I zy9VKpKK=8w5OfmCB~u-X3F3FBNcMB9MOtMuC@x7-pKEJGo0S&L!77xA$hBOyL}?Puu&8y_99Qq%|Ws(#|>l zvGo2veCDpixt;y94IeBY2!fhXU&4$`KpHpoos+DzuP;)a`_Pye%%oc?DbUxQbMJl+ zQ%+jK45$mJO?U=aqFpFJ$B^{(to7^n5{yjvNKytgUYk+%>FOo{)gtRylVaJE+TXUw zrz4v{pi^N24=7vY#mf%^97H})A@5MO$hlVPPzky%YDSBUK(&;90e3^u_>L`)8fgjIi0Nq zwL@(*QX`H>n9l1A`I^hKDRVLAF&9mwE%yy_OMZ&24ol27e}P;5DUy`ArQ}j!o`8>e ze%q<3!PckTxM^C0`nh!kk-7ToGvW|k0!a6n`NSl|lzSO$WV%uC6?2N|8P%yR*re|9 zR7RGcglWr?GaQdb2>6akchdKKaXDape98x`3N;{x4Vl-ZT0c7g1V~Fi?iGG>icG}@ z(qqkEG`zG;r;M6e(#_$BjgYzo;o8}K@vOxz;C~6_Z1BLVE6V}BQdCUT z^#LG5Iv9bVP133TA1LbIDx8+hV|S--Cp#O{0h?JfOor7sk+%zt{!8!kZ-xAQ!-*ob zK>coOqe#tg&zu6-t+C{ewk?^PeOQ|KOK%f~@!_a)lk?E1)Nmc)HFRG9Ig~PFl8v6& z-D+P?zf&JJCyrHq#YGnUaDRjCW?x`j=bD<1{l0KjE$S|XSOhn z3Ps&BgV;P9c2MB7XR^}5K_QZOtNwgudqumE_Lx-`K@ov7SmK_tYX_G46V3H%vu=TEkn%A7D=-9HhDESo4T)T}JP{io36N@=tg}I`39ebL~Lyjl{?g5FoL3aqUEI?G{xPpkmMa_cBi=)Q1 z6EQVv2^)v;2^LO>#-_9~s>7j$NdR9+Qy%l`V_?hh{ z-7SXBXiZxC?*DxRM152n5s}&!7H@8w48e~#ffPcsJepXZ?}(OWRZ>9-tpor4h5pBC zCk?}l3nrB9w6gv7*)$>EMuRKtPax$+&t5uxn&9?mI^)hKxzP4M@aF%q5;2Q1YkM7$ z!Ni?3qcYiJ&s-erZYgg3+Bt^<51pGv)^#|`TuHj9d8xajJxqQ_j54zd`u{COJO@&RrZ?IT8v)(j$k^MK~3OJtV+>F^Kn|Wynj}{K?zLOn28tqX<3N|I3 z_nX_f=h4{tb%-q3#0gmK_7vjLMExNySX-q`i|Nk3%(~sroqendT9w^YYz>fJP8B6# zCjPVeY$S^t(;MvPoZM3^df(6!D=n3!U;ztkFRBrZiPftVrvT;a!;Gy$wvO4m=qE^% zGh%0rNlgtuZd77_&N4k{b*}5{{drY9@wtF6J7_U+XBmXGu9hioR_O4y9&`UiWjdVF z(tm&(m*AznlFV|7QH5+5z}vD;Hx>3Mc7er{4^C>C&chJNcT0a;lLTOsf7|!GuwGnM z5(Tqiva1xwF)5S2w|YL_naA*aiYmOk)$bD)Ym?Dqu4?GoZelga(|0nmZ~OFAJa5UI z*~u9rI{I;+wYmO+{*4s%)!;IkXQj7U{X@fEPdd`~+W@fXVHy>iNkJxgOBWKK=)7Pm zf9JS^`(t&O%!73u^KESBa`UUfABwAsNR9&8s3_jUmyvK zy&FG*)*$;6Q58{D$nYcS;jgPyYPTkoXiAm&dyX?XI)%uIJ%>v zMb5f~HAau~H)A5>+q6HwLKSc3omJ>B`7tbL>sn@xG}97n^ZgO>hlrs~gT$*4xnqy{ zQ~^z*J&X(gG|>4n)LyJ!+``aHkW(R__;te|^Z(w$^${>BQPYH&=< zTqgEt6(dO5F2`qkeX^cMM%rQtnnen*>pygUUnU#a7#o=8h$qADDG4W&4tcI1(b;E~ zKW|{#+e#%nx#Xw+*cLhqY{}3WjhCD7Gz+5Ap(ca)dI5M|0bUDugA%3*>;*;Y4n^wQ zd6ttOBDSNObAfJ7PPZQcqKmv}oY{R=F}YJN{_l?0NCIq|3I&0E0mZ<<>Y&NNDj^D~#Xj_ip!`m2hp`LQzSW z8?rqTJ#_y~5g|fMxEGTg=&R7{8*{Gi`uAss)e-URU+a7Uuq@v=B&mo^^(b0jR1hb=*Oj)fCn%kmCN!W%-$Hyb zQI$3Kh+3#zTyzF+oS>UdgJ~JJdpg7lV)Te7*IDg-G?zOwJZ;ulEzM}8EOii_DzUR6 z4TgxHfDHI`*zK~jM;Fi3-l}#Ab>tj*W|4Zp`f7+yzTv%BchjMOF5ZV`#%Phx_;Ax?fdjH0@NSmp?#T&G&7&~QED1jvg23Cb(vSZL^n zQlt~{yuB!h1yB&W=^sg4FbD%pl_4W*9Wi?a@9+CU8Y;K116Qc9u^w`vCbXp^!8`!E z()6oLyFdRF0A>R%PtG{<{|H6$VXdQc(2>(ohe6n5rva7O%?#QKh+ybz^~QJrmZ#01 z33xpg+%)ZhdWqjkPQk1%u!E~a9q-*#X);FDhML&wf*-ouR<%uVpY_Rt*!u5~nX$~- zW~wDt39cI7i`&nmr2M{6J%H)oIX{##DJ@#VZL}f#beq|~^!lkZ)GBNmseSw!q~a>- zAogvB?ftRJm);s6PYs&HjT5RT^E`4ABV#hGCI@tP35~H9%d;Vo%d?3$W?W}L%)TlP zrOY!ZDh2{~L*OgcFr6UXDGNUBUsQ5dUwW)NYMiu+)?>a0^Z+-qOq8TaPq+-A>EmT3 zGJOkgN^4^&7Nw#Z?$eQRi84gv6ljUYcF(nffO1z_Ugahoiaje@?d9D88uFz#Bg{2xk<#LdxVs90!=@(T;UT2mn9(X-_tKS1{ zQeix=u+(yzPa8LKcj6z@M6+MqXNu>(_9&Np_oWX~uiqIm87AJ^tlBWNO6e_-k#UHA zjatURsI$G|UDO<P+%0rbX)f9GLV(WQ#0!Vr zN+FhiX7u!KAi_Rn;L>kDJtHo2F~Bw%>v17wt8|fw{wdn2jyJ**i?HPxSzN75;j7$tbCHx_dJ-cOoq&!%Zpt!66;L9Id5!zJzO zYJNCd#rSDNW6i};bik#)427d!_PQyaZNs~-{$#$6TY^Z;8UVop<#Gw$uvkx3;;W2# zLjv9zi}=~Aazka((HQKKg|7#1ZYACJ4BVEbYau|*6{|Kchz`snQH)x?7d8?*w&Imq z_l1;S6+DKcB&#zdEr;&Bl-Sl=PnA)L8MFG_Q`txlE;al>wOJWfKOo+rQSf2xl|A`3 zxU%+slX3Cpf;_RM1U{wq<{~=Q#*mtDKeJI(bNQ&tA7CnM6lI6?qRMrZ2Z$}k+j>}A zAb}S99LQED51+N%Jyf*&r%)O|Cio(GR$p8m2Pd71O(- z#2@PR@&$WU#MU}mr*N| z=;-!`G6B5_QiiUO&We#c0+smN@J?84Zk$e4$-cQ<8r?>x#%q!Do7kNk_`AMpn!uH) zSXc}bL)z+NOe6%#Gz^1Jx>amkdh<0HaV30kxKhTrEi&@0IYurtYLbC0ge))=m7i&P;e+AN zzx8bs?%eEMsUOtcEvJ_#eE!o4%1crJq1SqEZ&>I3!nSGHBS_RM2J3-*hv5%OUgzfb zICwiL%vwE?CvC0LTv}wjls*k~lLkfK56E>DS4%D#smJg<*AL3U5+k0ZEf@w$S^Ep* z&IIkp+Zwhe)tErsxy%UAMY132b%0i>%dnK!1g1_U3n=LZ9oV2}PN#EXf7^Z#%S~sz zK_MvPA15el%-Vh{q5R$TtugtTSWBy*DF{Ap!Nhb8z>Hdjm_tNHwvt7O@o>}1>8)&~ z0_TfCtPNN&qswTAMG<;lZ7=$5g+#bqC*UdliMUb(-X z{r1n%uRxSCh5*EbTpe%vk|`1aLc`#JjeO8QI=wdewm8c|Y{7ZI)2 z2ZUwSrt8a9A^a?0Uk0*PC_%(Z-alQ5rE94Gcjim-+_?C5fRR<5_l736jrfiKAi<^y zekK2E8h^t21H04Ps;$mvgFT-qoD<)E`Pt8A+y(cUxBjMQjZ0%958DU?tFx6q? zZqh#laKeaclUNINM?TWkYm!ttm9%a{!w&K15TbtGo&sm9TNphhji3!JTf1X-x#N`H z3%E}0R`$3>$b{BNLkw-2X%~Mc|lF&X2KN>&@6^89g^o?#$Ns@@?MyFbBZFi zOs0%OMUW(~7Tzv3);<=rfTh9;3wQOq;J@}>ul=j{#S<`@7J=MY zSRzIURh6~YWVCfY^#KM%0&l23IC?i#a2yc#@)uQHbd00}q3kv65%lNjztq>~N=xYV ztr)KlhpMl*H>tdQLI`{2o~>)c?bNtvqe$Psm`Qy6y8O-gcuo>D%SW_~wae_m!XFAt zhxmMz(hoC$$Il^Pg`RNI26!5}g9R`MIAkucb=e0n8{^5VK0pH`DkZ4rtgA`I45Y%; z-^Z~U6mPUPu_k;29MXJB7(0W##%Ydw+aN06!P#juc?VHpjB5AUuzcvU1p$v{7&`0e+Md; z8*J#tY1<{82POX8?k_HB^#~lbdhUg6HA#P<&(2<9t>G@)!nqIOex;Di7_QBv59Tv4O`DAxiTbm@J=gd@dx zJ`G9e!EQ{)y~ubO5I5=W>Dq+UbE&<{<^D8m9?--@^5hq4k`6iQk7bMaN-yVmZ8^lP z`CR3lbZ4JfXc=!X{E_)42)zs2zqo}}_nkUOLBDN!l!oh8yB;rVVB1n9t&*spnwf%S zUywO2#$J_KG@at98I#HfGY9PTGB#ISZ^K!mJbaM(W}4}Koxvtjm!jhsGPKHbUB{(- z2l8()_-53c3k=&hh$(LE5zM@)=k>Yp_JZOb=MU){kMqT(VB%a+fZkUAh!g&%3zzjS z9~8d*L#p5Jc%x(8xcDbDB|6KQo@U}*$PMV?Gu@^vRC{~L(v7lH-z?_iQ376h_R+yI7|6=bwpqlF1Mcq)P zi}Ws?B=jmMH55r`AqgE+kQN|F7p#B*q^Oio0-=*YXwp&Ovw#%ogdzk`0gR#}sR zWj_nwL@Co#mKQ$B`FOc9(*O#zSS+%QPTVT)7&FFruw%e`JRY=!j0AF>Qcet`seNV( z-{ydLCGB`ln7ORC8@x+VtRDx+hduL|6p$y7RjBj+S$1Xc-q&f8XS5eVwnUq%QM}Lg z(nuP30^Qmfy>ely;hY-I`FmlnoOxz|Eqw`d8d+0+!mCAptM2vO{!u`W#p$jVIpX+^ z4Z+{=C8>CLRM+AM%!38qRbLVj4o#=o34;$P2=K;_6TgP8P%g?L ziL#DeKOxlWyz?*>Ml}trMpRUJ2KOocdn$K1atlt16;wIQvAZgBf;hLTl%NJ`0#wQ}7Yv%GRv=vr!LaeN zfPa2|4vkFz-c;ov#pV)|6!euJ#pcNcrcm6%?ajSl>xs1vsN~GGhr>0E4oikw$Z{}lASBtcz-J2lTu$}RwDrr1goow7ggpY23+y% zQ8^D;EWh1OFc9_f|h&Zg)Qm`3XEfmL&@7nEmR zZCoJd##(u1U#=O5HS{4+hA$r6EgnAT3Ji2lxF?ZkQ~M}K*gjpQ&L|`9+A+osJjJ-Y zA&{7}wg7vv6r5gD(HY^Sq>1~cfR%d2AJHBRS;g)bo6$T^W8n+8&HvRIWmenga=hD; zsFlqd$IW;&Z>sB#yVznvFi^!mtfnXJ*HVyzYj%saZX%OzUi`CDrBLSwJf%Kou4g5< zAQK;c=-F!4ou`F_s_1U?AAG>8xz(p{P7=lY#%{xZ4T1%gq_yi|2A>`T(yq-?|@bP zTlT?`UIlBUjA0($uQwC^+E%l3%7H_Y0j&sq4rhkv__2u{u*+QXVpN=iAHGN+myW9y`L<6T?EYkZf4c%~=S*9G5(HPx=L3ut} z{x2~p&Wk#H>Acc3Z3BDdw5x-oW(6zEeZsT3(HJQu^(=b=&YHuPBecS$LDY^8y04a{ z8K06YsxhcaC6f563lFlo#&c>L^t_|Yf9uFVj$I(dT-TKt2|eA9%kJ> zv@Nu?r}jI*>F%3oTH z^&Suj)4LGItvV1g`Vk*b$*uKSsdgn?+rEj-&O4&sbqy&~me50JQ0~J`Rldn`CE|l1 zP>X&7k3qJrQj}BXw6!w%rC9>wsgV(OE3mPTC4hd(987rm3>}oXINm+eK6cj1$0#pp z&H?DPEk$~$3LFcH%dvmH+Cnp{`_@k-@jk?gG~pvZlfnXr|pRt1#H6 z#@P3dzXR3{LspX*kybg)HC9?`OdjNp6bveMc-mR^Eu+g?t9I0iKyr|cN8U3T?wgk?sjivn zdYfYYIlXqj9$AH%VJm9l1F^p{OQV#&0=7|=>stMuR50TQFH@IWsi5E;g1}siacAtT zTK^h@-&~QbvZB(Hdrl|fUdy-+*2e(Pcl@yb@Dz3Z;k3lo;XiPKsLb=e`JMuM5+V}h zfA4G2Ejc5f2(8vYBE;Y6=gQ)(s?Qgz4PI?Ni2PRm51pi7u1K#1THg!K>bJ>w=e~_z zsu{oh58d(K6bbt@AmVJxCM}ND?&p_3l^nP7Ux6sBsj6(P-IwDRI!W75Gq0#&(^m_i zpZf%2ET7-lk3lw+JQt%-i)343x1c4bGmRp*VdQ_?`>z`mkcDySQpGAwzXMWpiVKZ0 zl5S+wbiQ<`u=Oy|cO*(ud1lG5(idq6UOm=eb)#mZIq}m~xAhn71C2U&`mYzM6DZ?)GK#9a!AsJ9ySv zxp%%XX8%r%-O@cU=>0tr&|2J8yX6PI2dm8c#XTY@ z>Ul=wq`B9Rx>4_c{5bb>{AY{VD5$Tv#ih>D80zdgZj7+-zLMnbuyQpbTMm;>=9ToJ zd#s;*!6QFkIy;DfVAzz!rMSwMY0`^?%Jr+Bie~Va#qP*!hI+;B*py^I=LNIIvytyp zr-Um=C7#4{t_0+nzSSo4b4!%r*P+S@n>-o%q$pc~$%>O_MQkMBBlSIHmDmlql*q=% z^6>5P7MJm7A=#1%*3}m&r%h_>s(o=J?`c{rW}?NNp-}c(C=|qtbFXhz$sb_>S6opK z)wb>I*cgBKVeEz!NYN&o2r~f;>3dFBAJVm)(3+RTWr6O(a1yN2Wx@CF5=dTCv%#sk z@I@2q~#p?_Q zhLJ+K%du~8I;GLA%I0(}C9l+rxMvSi$%6TuS+J{lTzUr5Jn0!4<&PkIst&GG*w{I| zjK1`8;Hysdl5wZceovIPm=L!*)Q%s2F>$bh1P_(eG1|!JT}kjr;spuoriADTwF2qn z8^pdq3M)tyrOjwLs1!K8&uvMt)dAwT1Yxxbe;su`YXn(!#u-|o7_q#!!%t)j9b{$! zWPF9x_auXIxTFdD$J*E}E3Q1=XFrJ&^|xJ}n(#OACuGeWQnXN5;_IW zZbL9pHmfi?kb{e@gu|zY$}G2?z)|MePLq!#`y<1vZ_kMAUw5`j_HQDB9*@W&2XE{i z`(J~G4J&=A1lgS?uq$E*Recx%C2*9y;zSu0bNkY_nhD|H60L{ zM4t%>*x~IHZh2Cc#C=>(3r?%q2p)CAbk@NVHQ$^BKFW$w)uEt`*Kot2{6+_)lipY#&*V(QvYTg+w)`p>o2tBh?><+pnM&MUXkjMMh0DsckCBccFXl*-*ZOeW?8Y1xyPi zZd&swKt@eU_Wk)yTJ*>viRz!A+ls&@XL^zHFr=f4S@xU4|G@h7pDuv>XM2L%+ur6U z*^lxp^CS4=Sz>!Q-xz^1^ce5G>vR0)tZe^g9r|^ms5;G*H2?S(68E0(%pJCKSlN%K z$>(c|XK+EJP(PDt>A!BY*2z7pb~=iR_ga920wsO5*{{8gqQTl}a}@vuTN z2?M1We*>tHeQ@#TIWeVFk&2Fam8L?J@b-P4$4zq>glV`yUH&yDgP zi54`%n}6-R<0N9ElBJ=e);wjb(&$U&$w8iqkel)2i+-bqS_kWg*A)&}6BMGcl_9x* zbRHs-LPDg{K3qPJJ7aHA9hV^<(y5U3H6b4d*0kS9!hp<*BLJ<|D?qE9oGStul7aAD zwTiidPBzW6W?#PbKKz!qrVw7hMk*kMr1#7{0sNMnJar4>o3jDtoFis6sDmqm0&K9fS7xJ) zTu4=}*_MT})|Om86p_vvS0a~qwjsIlj7sx+!ZMTl$rnunq>B=S(o!yCM#aGo4QC3|kP>Ul@<=tbNG zxnyjGpw>Pe0^bw!J6!gL&MPZ&-t8ICDMq%*QMVt!lFpx^qMUXBw%ZL@ zgV>w?Jgj}*A7aZoW;pKe4ackk(M}HXHmFubalP>Ho?u3ghPJ7ebQ1+oP&XgFrE5U- zc}I(jx~8RMm-lO}DP&luMnZ+0rj2f0M4I0Z$?HJn(V}a2zn6UdO*X*+@s3x{N*BU2 zP+L{8@m5YLY%NuZ!XKUU9`>o_aqQ3Zf)_Tum$k7*hRwqNIZ6xAWxvK~%AWCbQj50_?u9tL8Bw}Cmax0Xi1V#JmHkG;%oCQXsF;y+eq8%KB_DkCb$Y?7v7D;k=H<% zP~CU7Atojngm+C~Jia){5n-#DZGpr!t;c#dnYHHFT6l4y@zR8EZv%(zV7tR(`q!`k z`WIwePDlIPIJ@6@TMB0nTOHP+k z(uSw3N57N;Gb2LqM`647AR*G`zQ$s!9TN5ys<5tb91q-jbE0ZUY05bOMP!7ae(kYd$7?Mseo;Wv^@Mz9;FE1F;v&Pl-fs-r?9CbFY#1=Ds z22HRWQR1Xjmo<%2=%lkcBV_rQo^&DuOyj)J!2~2|%=271)-mTtzjw9Ofwz}YkS4-7K$0o82m=i}hm{Z>C zRvEMm{UH$}1yX3a@#OEODj^z!z&w)gJhv31_^QX31%T!ZRw8y-XJz)c$E!NcZdNQ{ zQa0!QsN1E-P=u2oQR6lLgP?wI{e!w#WyoQe%y9L!r-sz_9y?I0hPw?)QC%QP#QArC zKtX$!e(>|ci-!t(EN+4UL>Bh0xwPG{ko|N7TbzToED(h+Tw$T(7#vycjX=qr|MdRU zdnKx&zuKlHU9zIpv2agpQ^R~f%Oj5}%LEj%?YifNi-%9Hu-`~YNp`I;*=1mibxgNe ztqn2R`w7ZPGLh6n?GBmQ?Q9nh%kvd3^AvVp{6pZ#wu9kee=P2)%0nq#uxwWgdc@C$ zPBku2-*B##H+D&XsTaJ*)D#ORjksDsdq|@2E_+v8>}=4qdeJGLrnbR*>tMv7bu7=% z24^VhQw7WhoRL`()s2z3w(45_*fEE3X^KOmjmi8~y)iuJ+%4lg0Xv0)p$tf6+!d;U z+v9#7woSPJA_(G(y4}d3ThOn%7R5a$JEY5D&LuKss z3JL|wKnbU33 z$lX&xlTKf^fi{Yvwj%RvxX;1*dw$nid4>Y6h&NZ# zvSC6#rpyP`wk@;-1}FD_ah zT~jw`^hee+Nm(6ON(_1%>Gh~+30&}rEK3fSxuTxR8hI-c3q0K`*xt8!^mFsV0amwYqpiw@Jk9uCZ-Hp7W7rhjkUO|w{8ODZOQv?UROq=l~il8MF{(ftU$vPT) zNPh$yr*3RE{fR+NTYIE=Eu0^;!#mKO>(V!_Ebd9C@zr!}1{`9Em5z-WJs1-Z$d4`^ zlBDC}8@;BrEIo*56-~@}Z8&W%TTEhTuP%%ny!fQ`_8Wl$^)TzRdl&BeDDW%PjX%5r?e^ zZ>eXMcbjdptP=})axJ9AT4%t{(w63$_@j1$bV9m20=K-1n}Qk|p=nd28ck8bW9$8= z5Qrh&rMV_}ec*3s z-C=Cl>2<#4BC`h|&%wn?$VSiV_BfgqP|JDwex;6^W8PA7jNHU(74O{&R3(JEqnECnqgX+J3?};?cqGr<%_{Er^ zwN=odiA)H0#Ydihk@d@vCw<#&FQpAj;{{v4o*9gz=lZ-eP&7_BdQXK?>mFm4HKKo_7DP;@ z5tUx0Y*5Y(8@33m6!Jdmb~VmKZn3mfo)C7HJg_^}m!DP-;{4t8Lw@VQ)fI6!|ylZcZ%^Xd=>H zzUZ+&=fhe0DmZJ+d<|;tdVvNzo%U(&at(d9X82qHXLO~_W&5)~f(d^?G@J57_m%>rOU>vF=^@y1y~;zG0SI#-M-yDEtSy9qX{KK>iT zK%-3!(P&d9_HK7)(nX~y$8GJ(I*jcOs^Cic4zJi&1#Q<*OCu=*IGw~+=xEhW19 zJ@q=xF1+`-&!3>aX>BRcpIkj}sn>)|6$*QUX{HXwM%MUisYZ*IV}qP(JQ{Ukhro!I zir?I?dkw$Ab<~_gV-#UI-hSnp0x3nVwL_4p`AGi(6+%bZX3OhI2i`un<(JRv3_CRg zO(J{Syvxq8v_APkjH=;5urVYCGjxOm9n~mgbZmh`%W}a3K9gdM7u%@$nDL!Ws!P>} z`@%YbKBZfV*6YfLF)wQRl(wLC2Yyf{HwSAqjLvc7{lyD;tqfuHS0;Z2?&}U(+^TwY zF-`yYLKb6XeyH!m#NvITW!=dUf9H8ACF!}l?S&ceTm)op21 z)kBnL&Y71+t~l-U8<{Z z2DtI$EL=MtA3-iy@81`)in`;2UIRJUj8+VJ>(nr{%yqkQ3M|;5B{8WU+5K0X0>Ezf zCzWN|;Psp*y-HJi_3)!%G$adBaYiNHe_DgS_G>B4uW}ha8#El~2}GJ2^HJoQgwXmR zhr;Id?*uOe+#1J8B^!<>r|s|*N5ct%8&xO4WxJmG%FU+>rO?oG^z1#CPEJqQp!?pt z^)|S9%^;$)_HlEPYfDIVu47q&zYhFbbE*MpF-YKnLLn8ts9RXMt^BXlu-sr(H83gK z9KR*Bf8HeoTSYjb0}PwZ2{)gCUC4P0=it19Y)TJih~qTUE+1 zx@op^wn{nK)GK^Ff+CqU#kxy6-$@x5S0^%AW-=}0`g1C0HZohY`t*J<|6|j7GW7;Q zk@wX}6pf3B=lF#CX|q~G zL;4hs?4!xC8|Pl%r)=fCLW8#>Uwyi$B}!k2V9^}Q7rJ5KFrB}gAKn*fPNSQ^$d`d$ zl%Ah9fqo7zt*t^&1?|tZkQr?ijxS)qkDxO|0A2TmseI_6lSkyVEa_OCXL;isM@YTq9bEH=1HD-r_>a+X z&iA_gWpBAuJ2pY#U~_xB6Hq<{3-%km9V{p78_Ge@w)|Qc=J2ZPP%s_0n!3j(!i^F>sox5x{ zCd_Se0!3hK928bO2n=DcPQ&iwaiDIkZfJ?!jpjL=lp+fEo4wK!jO%YOS-E-mnD6#? z&u~I~Jkk;jo?sh@cvk9Z7F*Ypkx)UVxfMv3-1ncrPq?;Z8uNYZVd;EmrIc1lsAS$j zcGuqRxjpCh7gfU(u+TCrL04Vnh=%e{n}Pgnwmr`tFhAQ*m+a(6~zeJPlD7YT}+f?t@#^Mcm0_6-WM};jz`O z=mRx-^re8%I+&|{qVqxby?3#F-eOUnPry}cAb7y`D1+zAtQL-QVJQL~C|;Kysi&*_ zsBls~CvtsM(JGc?f_$%MwlGd{e#U<(`;=xUuoGI9fT-PlRy2DSmZvotMII}&cXfzH zSJ4@X6aEOmqya~&X)$&DwF6PzH{Q1#iR1fHj^d;GOqGZ+P9o*w3E`A%u=?VuYvy$5N zN^eqG#N9#n@dtW!_sKn#SKVzJqv%s`eoa6&ZCgCwsWct7PuaG{zo32zUug`BOoVan z8mE+YX6rfY5XdrzT$E+K9|uon`Tlx5 zj6?vH@bhB#aZIu!veu_3Y4gjsykq8heUXo>ZbRY3b~cE;L1Q2$RWyekfqvpM&3`4A zzxw0LY1DY77%B&k9rAr?Z9&WK_(!BO4ipqU*<=7(V~ zgsncKj6TH9Mtg|RK+Tg%os4Ixr&+DY#Bj4CLgN}%iNKRB@1gNC11{AsN=mVRw1ZEj zG|Z={Sc63QRc1Ra#od@I^^w5)?{VdRmPGoaw& z!+#N(9tub3l%;S&s{zP3>l1u$&2>kR^Iy_*Vt<$k*H(!e#D|?D3YyQYx8Wy0OAQt? zSLi0=G9x;cKh-fhMVsr6wJ{v-KymF3zXNcFId52>!ZJHD^x1GB{h!m$mQ+-U^(|Iy^)8bBu#gtxY z*+eWS&zQZqYx(9lUR9Mo3+|F1O6W9%e^t!hLR+|4W_|6J2!=&H^b~@5s9^;mU<_*r z-|$<%r$qv@H{cz+2wQ$2er=4GE4Guey)kcH+Tek)f>akWI_R$v*)Z*yINfx?_eTep zU;K(O2OZCTE2p8wGH2!do#E*Or6*_=;#7umiu$$6^b350mJ{7KzVDXgA}bP5O>bV? z>s}tC%nG1V-k-ePkYc1$;fxS7NC`aSrtS$)O5ZR>%`i%tUk3O<> znw1}gTx({c&*grIQ^k3_9ur90IL`c;q5Xuvq=Fye>ud66gzjx4Eim=`2PBipTi$Zn zDqd-h&(B~NN{u^8N(?`JR}idrb&zAC;0O_x)R-k!S*BM`1m1L9R>reIxc+Xa>secc zFdx0q5Gr5Oa%MW)=$pUB?MdL<*F4RdK^&BoD}}U_ET4N@hs;}R{8*IacQvc9+qwL$ z!64j|xpDtFO7$+)hrg|)bmUK&?>|5jS_Kd{??rz3b|8LBVXA*tm6q4;RglN@3Yk5V zSKDt=V21kk>1VHkvJ#>VY?PzKZvEvFo{FvGq7I@i099)xPl2q2&og%| z*1wZ%yyi@T_G%Uh!E}|iU$@HDs(u7RE=rg4=67KqJyqyu|9Iu+#w`_pdyGj$Rmo8F zsK`y}y=I+3xgBx4qSGn58brrEjDMsll}G4ksC^3aw{X`ozMSvCm>{DrKzA$gd1yAG zAT)I1%PZ4<08QXQSvur<$m0~8o}Qa(WipMAk#JWLBybwF-aa8a!=H@lCc0KKHmB>*moITzgJ!aATS%;$ogovpy`i zhmn2hN!yHkHfKYk zQ=ou+@D`ia*IqlN+g)C3gIZJHs5)p)M#fCRr&o1wuHvq#SNYVM(iw}YVPn4Vahp=@ z0-xS}Z!!tFsEP{-51!{CLXDIBPbjUtq|jK3p|)l5NMytgu3?J+EStFyVPu-nU96#~ zKO5PjQa!tnFGWcW;G-yOv6~=x z+--O#WRZGbgxZcyG=z9{O&`#(ZDE{aJt`eN%f=m+1Xb? zFHNg&mHtH>>yx*4fD|5JH#n6VM|lXU3$~X--psSJ+gMjuR4GbpY$w)4N`Io@VbAzcz=fTM?*u))L=C% zzDY)9AfO$gY6D#BzKxS}F0iW7=nJ#NebX_^`}6?S3Lu0`XzpT_6`diU;vgy3Qlws> zWxAMoJL7oxvQ@%aG$TXj)Sr8aXSX}?-cR4<`%YAsqR#!?4<1gd+K)LLy$P=n!^vS! z?;X`zA0~bJ3%lW}6XEhvS4&g!rgTcU(d$W?;oF~4%Lb!!iioYOko(zym5V*P!wOq; zCRg)o7*Uji*$pP`v~oT|644J&SD7Bkxrq2sdZ*trDkEq)JL|tR^UZxowUhF}UB>PW zwTZS>$VYkcPz=AEefQHtY!7pzg2=?#qR{3b{NuJN{BP7_`fSvd#*#3nLTi_vv=S}l zlpBqC5VX^KzgL2B^6zriJ4-w!DGGBeA#>@$A2%a_Hq>nOA9)^xxy%#{(^gq2jN+kK z*`#DE-#x3;;pjXu2oo3e<1{bD_!uA~3~nf61EDgpgE> zi%kT+otboHQC9n{>B8hV^ziTKxtsPhka&fTc)_;6SoRuHAY=u| z$?jFGM=LBd$zra@4i4jcZXxk9&*+WWxquM)s7B<=)2kUZ%3p4L^VE*d zRt}8H+Ma46-}vEh|0(b0cL&!?cPmg0UC@1h0jlcAYyO5zYRz@+h>W>qiO5D-bK76Kbv*7zE9j8?|mm=Cwo`^ z?OL~-U7&g1GN@njD*hQ$(w$fBP8$3UHg2oA`p#AixO&&iC;)U97sJH*kTTu0b=!J3 z6&Xn1CSJ~2W@7s8R`*}Pqtsp|MecOm`!eg;+?G%miGkrB6{=h3eiG21@qqX9{SW@tJJYg~kIK@u5FE+6-Ls~)dM3nRc^cFx zY^=OZnN8=6Xs2r?<0Mg~Yk6RYJ!Z&w!W5mMYlrS><3=Po##6-=S)YUK(~G?g{LCe_ z#_bh83J>+H38Zi*P7QQuUtUYRTn_XaXOfy?8jAS&oc7939!B4nqfiU4Z3MrRk<`h< zWREsOP^BO_7%nlKdd_pGO&p1?I-y216XsUOx_U59bvC2}G^>)md=64i7a&w$L8};S zh5debEhou&OmDXY;x=Nr=kHCWz7S+?^1Pxo5gARF!%Ge2eh6gaYN2?9L0?+))%ma+25L&|zUZ)bJdXYAPmJ{X{ zkkByEP))?RKxrAw`fgHPDM-0(xnVvkOZr-fyigmTtkxE}2SZKEycT+5TbzbJu(3es zUZY9q>em{GY?;ZD)|q91JuG;G(t0j50#K!5Hl!DXZE2}vo2U;v@Nr>yfL$WFqMcw| zF}<7t-ddr14}hWI!p(e6?1pVqI$^nAk@v-uB@^ojt@WxOAA&*5i^d>Cx}$ctby{hq zIsU7@v5ze4V|9J?1+K8z63Q#zM=DjsvzD0^e)k8=vyBs!UV`(zLyEqBFI#AXC%D&R zWsebK2izZ7b#PyGwaa31`WiRJrkwxO5S{b z9Oq`~c7fUZhEU(IT?W}F<46&g2Zw4@Xn~}><%SQ1LYo6_M(W+*L+3l`4f{WH2v!aY z3(%m{BaMIE>o7yzE3s}yt$T(;76=(ucohI1&Shbc`8{#HHz}9 z;V-W2VqF<(V62;H9fOud&yE%X$8zfsg-0m*Uz<<9orH}_So<4eEOy9NOWCv#@MOg~4s@e&} z7^1!)+>`~GG!b0Gk4q7?HZRUeMpXb#49YsY>Wvu9C~Zr<5`E-g83HQ_eV;SQr5U{e zn?o{YD#!^J;#b&jwiAp)rf6w1?Qxa3Bd&p4JD=g=4v2|~b3RFFE>s)xF6m^!RY=7W zC}5CpR)vvVp;`1I^Ll7fkyV0V9rLu(bKVT`%2hTUgqy?k!hMjeclj8{+(b2np7HCG zzsDsg*TZ{}T;`es(n~YDsIxp#jl#=L8Rtys#}0~dQa!8!suDkW$6LQwOK?dbFK3pK z>wtRrjG8e4N4J))L8VzzO8A!b#S4#ZRu5VeSC7&8xa@x~IHuRJ(#k%d@ zK?1OA%b{$?^D!FWtI3@(g0$MaU0YFkkl^x=5H@B`b#re)c7nQ<23w!PEVccuhfZxD zmd7uuu)7DHyN9}u z{&DA55{f>A=AlK$_e)yTDu=DWnn=YH`-!BLR96Yr86Rz6y!y@qkW~r>mVJpaogDFi zg^T#PC9u;XEyEt4BcayDNj!{S-AAGG`5llvqD#2?@trNJI#vH^eTxlm+kxz!lpi~% zw^&urwhQ3uSZ(=AfWt#vY0HB&R9v%f_Iz?S1X4&D$YVMABreL;{q7{=2(ssj)`^eq zJW=1aVfo~ojql4dl$>B?_FC*(Q|Y+RfjZi=mG6u{YUW<-b;QQ^ALf6oliPf&`6H`z z$3|Jim*12^znXUu@Ax${mR8t(?Z4_N6!+SZfzoM8u8kaU7kJ^Q zL)9>PM6$g$EV^1{!OhV};I(~dm?jA!q{u*g>K#I(^jLZn$PnJ;-FVZsKnSg9w#`Iq zoG^UysKpQ?I7ZACA*R@>`^FUZaWJFx3PcpEjZJEnZAX%E6S@@HCqj}&74~)J^ zUKcV;t?~haJ>4SA)?V+%T4wxDiYr%ktIiO~bh53|g-G2;FC8vS%@jp9%eux3xq%&c zo;#O+>m|MmY@_5T3`@_Lraft!NBf6@CMM^KKkEjJX3M?eOL!b(3>b9wDt#gXBVf`~ zk;)6luzX0R-of|sL`TrgAT$v)U#e$%U;Z@}$HpH`@xk`%hg|j-Nf_+!S{HzO4~XaJ#Zfowhz2bqjTPAdP)OtQhSj>KG4Z^0lgaYyBzZH%pHvOwn% z>~+UPC366rIeNQzkbMlXrQERsc4cm)ry>9QNy3m6RLcVK9R)!4wQxm#HE#-TOFhT6 zh@D72K#e846^LigUw-(@LC3(rm`OOHsXNzpx&N-nz-j7mj z3ZpTMe7BvK7(3Cwm2NOvDKi$2DwVc#Pj5YMYG-^Wd%MCJL8U?pkz^#!T7-kdc=R)* ztqO{1H-$~}(wq$^=Q~70hfFU$_WF$|Gr<$4+s{1SHeNX;icI3Z$8+_-s$Tc3<5c2I zb^`P)*q||h3vAQsXV#e0h#I4ulbZkRu2tgx+7o$BkP>wWamSeW!}C#DYG(3->G^eh z3&P=FN1vyG8d`FB=n#H)i!N}xn@c&A@~g^@7+Zg`6%BIDE1ay)#iem-OpFz;a=5Is zL`_7kTuRFTJ#5N)eJWgyqJM^S%kf-P48x)cH4bc7$!Seaxw-Q!dyh8{Al!Jt9#iGf3N zR*cj+A^|!>c{>W@jcuaB`sfgSY~w@zE=QSoAp|Wuc(yNnIL-5vC!Q}|E#nlJvC`4a z^D3Iu>R2DnYMOvzV&Z!c;I`C`!q+{fT(wIML(?BzJnu$gxQZ_E#(UBQVAz~rnq6j_ z5OG-|fapiZVXaxl8L6Eui$CT(SzRzp=xKXfX}$^_9LTj-8i{S0C9?9+)3%;}M&Q4& zb?#mAXSIeP2uZ#m%T_A*L3uX;#nXWIw)hZjoynxjp%J@*k$axGnx;D3URhU8 z05uGGw)&=+rO7e1;1pzs=mb-Y!KC{c9W01&s2xhKg^lLQ$^4wP1z1(b3bLHVuW_Bl zz3i7mv=0F#lkYTiyFCuZF7sNZ$CB9+E!Zejp7Q+oP&HASr!F%T)Xh_nxM5pW;mK+b zf!dN~fG!s~qi6lbvX<4fNwfEB4=U|G7&Q%1@lEib-Ytmlh6Q}!RCfnbf+L-@%_tVbj z7uTYWmkrL{+>nm2*Cl zXR?}R#RPr)$Di?^-a#-bOj+PgHCFiO1NWq6HFltIcT1DhG9W&2)n9tdUu2|qs5$yS zy~97=5UkB}BP)^gTjXhg@Zj|?e?a3?{wo{d->pJta|VqyjFKE{4@txqqU6m!9;$C{ zuHZeJV#Z~%S{F{eq<&y|w{w*-EUGhJ@0`bTvBLVd_ibrRW(69P`G5O@z6B4Jl&=6&nf-Cx&Qy%K(dU9OMUs+_aTSSQ|gcU|Dh)O z4ltl;Bxwl!b?@LO76po$Cu%iQ*4UQ#-6-JVIF{ z!|1J%@uScj*!s8M44+F3FqW_aA=(huOJ!*%rkS|ug>cza6&+zU0F>9^bm;GZzRq^& zJHHTtd(&0l7G~23=#|K;K)K)Vf98%V1Puqi%{Zin6z7(DeOXOf-zs~OhG+o{i?Zc^ z`N0A(;SlE#q6^Bpc3TO-c;c?7x+&n&Ndn!;HqU}?y8S!dmUMKdcDVCxGZeQ@V55aj zq|@pjr0es;QvbdnAYjw;ZP)LB@qt--<9lz_80Ubp_epqI^nsm#S0RFLJl-4aeM$Ed zw@tcQ@B=iKc}^>COIu^u?6rk}G~t=xF#B~Zz`-;x4LB8R!?>{iUby13HMj0r6D)s8 zIXSl!loIz9566p}S0|-$W=NlPq+93q;PV$_3@>p9NL#dZhsNr@Zy-xA(iNa?(ce`p zk)UNG2$-F8ol|@vWaE4Hv59$V^a+j(1|MeIX91V=qZ`eHbXiY$Jp#aVy>^CP-l=et zvSch1*uTv5L2t(rd`4C-zzI#nz1w|VXyBQCqYEH>W&_PZl!P>&wYq5XF8(IYbJA#7 zP8b?T-AfoCAE4q2CBygH|&vE}3I?d=B4D!s#B`=Yy*9H5trU zkKtiU#^4Y0-!4yTj8uw8Efn`1pv~?B~_g~FF2FR2hU*2u7k|P zzmjIItVdKVFw090Jg~nb41@@E$0;wX<*y3FclRJ_KZO+C^)kUFm96vFYDYRMaJ>XD z1^8&4d`_nXFgrZL;%_cpm>XF4*R;^npihjA{~zSNcUV*Hwl6wUNgzNHTIdOc4ic&e z0!irAPz6K`y{f37h%E^LLJ?bt z=iGhnUi&_GpYuHTzxifnjxpwZ=ljl4eq)SdhOKXl&67iKQdh|@yeSeHxhe1Q z+J-FDn~*6Ukt<#@fFHXN@Fo@#&>qP`DpPX?72j*S@TORLdNbQ$P%hE%Q5dMK_$t>Qg_8VcN#nBW)sl6d~e2fixo=7Q&hyn>Z3mxXV;X{bZ1ATIG#O* zClLDW5Vr$R_c}#TNohVQrXI4N53^uUZ;c7x8cmuK9WelSFsz~YMml2$UhID3dd@+| zW|OuC6Qjgyt!qd6o-}9Solv5TG4y<4x-&-v=DNFeX!ODTnIFe3W)eqRpRj4BX&pVl z;H#E+2{I6e))Q-_r6j3jd<9$Ezhs2>OM2onm7+mtrKGSssR`Ssyt8K9P@(tZ6 z;CPQ)v53g_sIOUd^HO>7?n}b74NKZ&s)Sqw97>1Li-pMkdLKRd*3!jvuXY)?u2oYq zthR6o__zgC^Or}-cAd}Y6Q>WTk1KL%X)#-nSP`^M2q>K@bjd9`EYos$poSP(xF60= z*p@aRVyO{^8a&$x?@Cs#fGQsLwz!d8>4Wb|E?Welma?FMPKFI^89PLL0gnMrF+(bp zrDuVQFkKw@pXoX{JA83gH+EF{?#W$@d8AhtB~`%=OsEgKygc_>(*=YiYDs%xn!hI z1Oi>b3ThWNSX8KC#x&=a?>vip8CDD9npD8wg*h&aT>Btw7r>Z)Cg~q4ff6)rK8%+_ zKIk1bjLV&W|Awdp42&0twDcJtM_fxhJMIVIn$q^~{xFXDt#49Pr(}0lyi{6S1cUkx z&rBf#^8Wt3VYvk6NuyeNmg_J}_DgC0d3=mr$qovwhMG<_8cdCq4DRij$n!suOinY( zgA)WRJRv9a(KADFY}FGBpU#|bALSptr33gMLRFGa&pzMSHIp#fw2&$3V$e@_6Eau`JB~9ip zbtzLn-`op{nx7GW*+&4Ox^6nMx|(z(6Etg|w01PH3B>WrUt`jW6&L$QqeAUX7_T;= zl&{Ypuz>iV^jSsm%_Ikh{JUN;E8BmZYBws82C?9mSyql;2Gu{cXGw_yL}zNZoA29@ zsVCbCr_=bLw?6iBoHCKvzI}X20zSJ+Z4G)l^fJ&QC6pejQFBZ3V!&vtQdNh{apFNG zkEa{Y=^~7ipp)+o8623Q`I+wb4YV%vZvop)-PIz8&U3BFqf+RL7sCC-dYoH=n5PvM z2%6gqGYp6grKy%Nj6qRx#LE4|lraCWKY(_qRe916PPIX77*%PO)1~t4Elqsb6(-#(>N7PK3o=HD6c&7;x{=iLP~Wzl2rV3 zv!GzNYUTXBsO;3iwt`f@+>mO2Nv$AW>2?nPa7{SAg0Gc0euHWr=3 z@39hhe3kVAO?^}>&7gdxr8g!_q47jU;=Sk0_9tYSksVjPg+GP*OYn-)b%YJj!gwGn z%=-Z?L6%5_p0iK>$yCz?*Ht*dQQozW(~oglUF)-{Aw4SXjRN%IiNY}7RR8;h4YxZ9 zwd7U!efk8#n}}My!yc;P4NsBID^}0kUNAU4y|Tv294gJ&&VUPP7vU<^FYtD>rvp8X!j_g9f&y2VO6e_-^rPIT0((+p!OFR_Z}>M zpOHX@cSo*%W<9zZaH-kq{B5H?hIRS^mqfF?W^u@k2V z2kUa43F{p7%ki;qqkI&uC^=6OCK8T`o2mNPmQI?i8BF z#ArUOaO~Kn5g!g8xOnNR(v>T*Xl%S(Oa6Ov98_hF1v;AgJd6#oD~QrZNVYbrq%VQ7 zxN|`I!k$lsHl0)mE(yRL6(-{;fK9-c)P7r^q*cK-T2p2!L}JC2qY?@*(h+`RM+}}z zl=2@#kBTD}+J!w!gH05=DYV4SzL{$|D(|X5`!eV`R|%vBXyMuYYc^AUY`GZNuv~Y2 zt~#tvB3a+@2wsvgnOa)MV`g{qE}VWiBu~voiuPY#bn-9GpRH8erq%22e9$ZJ{}%&t zkTu?nYeYKHrOGIloUVkKX|=fv$9u8t=Bs&+%=ToGI_z*If9MbzG?RyuC$-7bd zbPpQz`sVMq14%DfxQ#8}Pd$71S~3X^s)KxCO*~3>^0{j>uZbHmFGUaOn~8(gE?ixR zcO+}={fMHi4l)4Tt%tZsU!w!A%pdpS1T`cJ`?9F}rc2$+>?nJ6c8AH5JCN394kP6H z-B?=?AY;6DMPvEb=EFcOkB9#hv4_e#$AFb$T2B!BJCc51S*xnDe+!ZJZn9bV&A;+2 znhy-=Vs8&-b+`^O`!#W(aLyH|c$S?^>#BKxzl*>WE0x@TBI2J}emXSEd*a&#;?nJO-NzB{#f%37vTmhC9l_$B?1Y{Hf=?j34UY#xv;uBP^AWI{WxA{n0 zHF{MLLAw!-2t`yM)vfXuLnE9euilV6oB@&V(z8p|xSV*dfs9Y#h-CX#cTLX0j9HEun3eJ zXVy+kanrXSo|^kwBR&G#QreqDcw=_^o&4@ArjWZnqh%canE-EL;~oXOTVw4_#5=Ze zZ=9*S!R^q!!h37Y)=N(H$&OHy(~IYPVpiF)KTx1pX?sz3_3e;b2p68@({mL|a~J4* z#Yk%9jg)Z*EIKWdZDwn}<-!Y#jtByl#7}#2$PVcG8Z{To*{v^$Sv;%yB+BG|4M?Gm zek1Zz@0ObR->1$TdpQ64Gw0F>kSJAZG|CLgo(FafBNAm|7tZ)TtA!8iT{AauYAbf~ zRDqP~lHhp9qAi*~d+AXx ze*mdVKYm+Bc7J(2^?CisFF{_`&N(a~p=Je}}DT7ELv^rm>Mhc!aO!}PhM#0F$?7?16^UF=;`2c4L-9FSIVUUU#^WfN^>%bf!7zPfD@qRs&N8gtjq6a&C% z>!OE~sq^jaYHY+62%u{7_MLI84LY+#53eW4`iny#;QYie@iUW?A;`!m?A+TR#lZc% z5K$Zh_LO3)ZJ3(c<_!pkE%Ev2vKEXn2qp=AoeVT2@=(LUCTzCYA?4IJRcUVOHE^dSVSDw6u*7*)Mdf4YE(Y+Tc&a5 z$L3|_>%Fw89h4rxX$T{+oDfhN4B5ahL7WIbYNs1BMJTO}zwWVwm6M6$w&bFf~ zG?8>RjJ9%fWE)G&@2cTm>dFZDk^sGWKN&(b=O74K%E#`%Uj6)?Z>_@vWLcd%a6E{D zroEzVbeTjUlKeyBmkpU20TVCaDn(o|blnoKrc)&;D;K_3IQerLue(R6B9zQRVrA!? z0QcCc0ve7Y9J(*vV^u?sXWb-6Jtz@hZu&U;2bIJ~kn3wqDTBqVQ??pRDCK*|lO7I( zw4hHWzOZ0wJp?RZ!9slbB_Ef1!G-(>z)E8@0Af4P-pWmusxQ{Kbq#CrnjLa=pZ)+G z988@GM&RTwn|vqiw=cBTo3mgVsDUcA>uOk@ogt6?ww44$vgU72&X1 zxr5M7gQ633iC?b-!d9Mo5Ck6Jb0CXi)0Z^UwX=aG0>aV!8V`Z^(bR9%28wB4K0kim z&K;twu$Ib*dgcherJFVPrmLZ~+oEfy$OA*vtCgRFAHmmvOV@bwah!eKj)7vaQoC3`G-SmmsST<#6wpTz``aRB3Vq!|ft6;?jvI@AiV7e!hPAm|C!blgHH!B0f z>Hzh5jYUYGiCM-(h0u|ED;JX3VPJq));6k{%!tU?A&P_ae>0s(btcI0kT--LW1bH~ z>k<|^M91XsvdrWS<9-yYsB{Cu`oR=Yaj`TGY}(GoxfG_EdbB^m?mdqX?h5wyJPzjF z$`AT*+N+i9>=QglC%lb5Cl^1!eFgb^OrVM|$+YT!+hVrwzDQTCDwCF1JV3LE)6KNS zZmDoXyxfH+1&Zt;6JyGncd_u6_9?(;x$djE5+;mZ!z$@h*{yad9MMdf@? znL=OxP8a|_*y@n{j)q~LI{nw`8r;d$HQa7Hb>AAFFIy_I@z~kax_nN=V4%XG9e?Ka zEP;RQ5@TOTrQV3{nU{w@-i0yOIq^y}RTgJ@V6v4I$QwX>QLy!;uROL3HQszdaaV*u zm*c{whN5`k7$IMNaFY;DJES}7`MhWe9A;jWqK}J!?X(k}+6TPz0Aa#{+>FMiF;*A( zl{??KBuq#<*-gYv4N8vfiXR@7+=bBIj?VF#TST?7WVay%AuS8)>}6L3CK0nsmA$Qx zybRNY+$^dB*U2OFs~&z!sPTx~w^Unye}&v6wvM<`2D|Hz^*+Q{G+fMP;SL|`q)7zB zpem0!VJ}O!eca)lcFp>d#xMn1q0kkxvIXXd%FzZU87SXBJR&WS9kp zo(M|8ff&7i?&kvQ>*Q6+5(D+|^U=wvuPygK>_0Xz^}Xc&XNzM~hrhS}XMZ*oX6RqT zwfCYW{>vo($?zT;IB_HdK>ojx=PzOq+=Qyo;@rc~71v`-Kj@{Zo4CCP4(3a`Nbm6T zTR?qr*uvnBp;f6b3-+%FvqtUiA!F9JZX;^!H1N&d?(2ctBNJv#b=CzIE^Iz`r$f6K_sa21 zy)PRAgL<->8=3UrLuB`y+8z5FDwcquNr<=*N$8Qq%!?!4O`p$1zgBwoz_RlAG4~(e zN>)DpXMc7$5>=T9qPMFr;(5Mv*X=)e*j=W1-CvA3B!AVc|b^+==DXQ4qyYe1`me-M@;}EjD~}f zPHv6tUXn0Nc~rl-G6Rse_XtNVSQVJLoDR+%|8)5H$(t`*wrIyXK)KMUqf)-FRvB4= zdI`p@-2jKA3uztb1h+YrSqL*(fJ1(cpr&np~IN89;fO*sO_ zTQF3us$$qN8#~-#R&a@QSt^ zwrD%mLNw}~?(~VMHhby|--P)eCw{-K?K^4xr%z+zN(p@;_3ajGV-M8T4u`=JdsRSs zyEF3DX8>OpcjCd*Gt0>%l`iOtmv>yonl!H1Kb6QJPmCsV+%&IxxJ5Ug)cBhn$YwIU zM&bzHFWmLPy2A;(mbW^=#SC)t=8xY$N)E^Z;qCme`d0BFl+BKux~j_b7yQu?>$=ft zvC2iixqFbb&B=Co^C(SzV#0>rt?C}WCO9K9(4|oQ`;n~$YAajte!YP*A`>G;z-@!) zC5|ka`-jdUnX3GRjV*uLUBce`|J3roVXfm`K{JAe%pz&ko$+%I{lG{^6yID*$gES> z#}X$^O{4!haannKr5wq?Pj9*}8mq7UlG`~jzULa^Jx-l<`SW~sS{&W?;nTk<_HB$= z5g{uH5tN9bj-z3?0pBomFa0YveTg5Q>k5Z#Cfo0G=c3wPAPm+98!HViM%sAcP!s$c z$5kuK~fIM=p4U@yoa3h2S_MxVc`uq~mt zLyd!zvm(9KyhO`@=FO?w48e|u6x!fchlWvOj~x-`F=0a0ouZ}Snwo`h7^Uz$r06CT zn0FUV$bW9AeDwbC8NeYQ4E_oQ(97v2y09#8S`F`<3mqJnq9@F+TgSNk{JZHZ8JgVT z_l#ELGbG!JhqgURv(4DDy4y5;E`-c$--_o81K30uyUU!q?}psjv$tr9+UN%StXS0r zOF($sqr5tqWb!ZS|Wme1K~ zHr%jho0Hd@JX)KZApVNOzAtgrQ>FNIsX{GT`JkeH4{2RZE6wOLxH)-2my8}GJiZ4~ zIwyOyS`t>3$;{zJ47%>1(UTc0JA}2>e3kQ3jIe%a&;}PbfMezf2@bb0NDbth>b9WeQO=F+7 zrgtzE=^JInhu?dG<;8ao4!YSCV}x1V0oDRFe*ZY$4=VQX%`q$MU=Ka=8opp=0P}04 z_rbkQz$p9O9WcfbnNwc&=Nh~917#1r zSm~z&R?+!bEw!hxFO5TilC=C5T`=r=@FM1wo?6B8l#O41SvkjbXRGaQ!}W>6`Hvwy zHbT^-?OptWir1U@*Bb&o@X-G5vrCBGF({D=h9lMSYrQk0AyxX z=yNuhxJQpO$Cy*!5t*7a(r_6!CLbVk;q)lmW49oNDcV1ph6s*WMnw|mprQ*)iLGM7 zJ51SG3TzbVT?zc^N1$mHiuv|!Qfqbk67PknU4nT+5yMAVpPh0oRHD+P4TM>2X&Cc! zg+g4GB@bYB+Xbz3y$zs2FmE>m4D zEIV5HL`j@W6Gm0MQ-s42d?J+5C4S;72Y2aJjhQ2o((X9g28hDjQ3soY>tLfFbPZ~b zayuuAWIQ#uyMEPy-A>4#VD_5lJ!#0)py1Qho`m%jOy2$=MMnZAoj|NpWLzhTA-%nv z(=5(o#ifxHgI!BrNY9VNiujM8^@VKT=?D%GVe%B75v$(nsuDqG9}eOGWGOK7cc=A) z(-@?1E$Z2l2%!vW#f|l($AE%O;V~o}K+ZPR<9aM(=TB?l8RQPplZq;}G2rW@j5tG8 z;HUIm1UEgreZOTeSyZ;8*ax$(A-Vp)Dd^J}t*0)+9&uF0rR zFQ^K#wo>ZgPCfYa4Hw1a2V{%qph}uJy0xlKR}!zJjVqFTFP!IQR6|=g^Wb=p0f-so zMxJ|}U1U5n?9{;&cO#9cvnbz2qwE8xS##8jhm#ADiCVqL2vhg@h4Y1&-QfR$= z|FZJ?ifE3Su&Eo!w?_vnzdV`arfJ7NkCCN7jjM)$$%7`yP{&HYt6BkQGcd}=%h z6ka@i=;k0F96W$ObyxC;Y+FVwnZUD3oe_O2a|8|1)+tk#RCoY@q5ZjyW4=!xgB!)l zo|E~op%^tqKXH5gB&*`905(C$T}m?gw&O16HzF_QZrPi|A!Ds|dj)Q+D`kEW5*{PW z53uPFs!3h|jH*_h%mZU0b}OlmN>e0Tvn;~KozB()x;R(2?QYe*v1dcrAj606Ar&2cz)MSi* z;me67f)=J9B}T_`nPcTb{`B9Ps*aW-eTcrBKVKlV%d*QPZpdHCJnCWRiw!YW1I>!n zg=`-?U-G({f>~UL{r&?;7dR>fhTh-QLD37I_7sUY+J5xjY{xe3d3n`L&GIegQ09Eg z%cUQJ0uY&slka0`?pFc~ACBPzubeYdymRS${uY{TeC0i;?8W`^o#q9fNK*jk!3tv= zAdcn4%8s^?B0@E{eh}>pvaUBP+!NXwdfN%;H}nOz3XEs%DoXEi)7SiSAl2+Tqe5tC zCdh)w8V1rsE=C@;x*QR+1s=4#X9*pr>?Ng6NY?-RJ_3;1fv+Y)eiNEE0!HZVATA5& znRxS~ei6E5BE<3wx*7nJr(YBkUsLU0ex6J01QYQh%U2#p${Y@8ICVg1?m;o+((NiT z988@^95t}KNk#^MW>bq;a94=(TW_CLg=aEHXtu^GXed{UP@b8LxcTsFXpUD+eS9Gz9YV=7?*JWg7a_hltg`;ncFz4Nn@G7v z3Lf_c^~FF2P;AP1higfs;yrGccmK3W+!|n>Mmu%Kwx$F!ACrMrdEV0i99H{i_R;y^ zNCrwF;u4o)nE*N1#+l1GzdbaMf@qJ^JFH|iRdoH;fmqzJQLKD3njV}tUs#7V?#*XD~BMsgUZdD0(sWB=YAv5P5Q~bs( zb@$s_mF#k;+~cWS^|NfoUl_^W5q;SFBk`SV5*4l^rP&rUn$*7KfEKYZin55n>(Q?Z zBC*4zrAi=YE>95P#eF-q3i=6}yHzFE)FZH&Oked34&aN+MFRxQbWM~}fhEkns)*_fv z;1D+gZ)O`8`KnB86`-<-eq!l6g^WWrCRM6nvX-F8fgl2hg&fXdF2{?Twt{N?fz>8P zozt*XWj4Y*;4VnzGZcR7*Ri-6wS-P&zih>3g(D(mStBR!rKh@0+aOzlPDtr5U#vm+PAbq*N+(M>FNkN|q|J%y(axIu)e5 zHEMCs(}$C5&(C!KEw1nj`miXt^X%Y`ATCLrUoiY-eC`CiQN)OX1@T?bp?yf4zK_YP_7fK%{Gi3URB@QK`d3`$N&RN%<2oD{$syxGV4fe&ERIeR|e4y)?BB=Wi%aOeAg!k&hiqvw`lDI4J)gT=Va# zd5B$8!WP^D$N+#RK|vst9R7*HxJJ9gX^zo<$n@V4=uxgx{DecDz5V;a9WbL*P;yWZ zr1^b9T&7x}JaE1k)ropw$79x{+rs&H6q9A{iuGO-Gu?gW&hwQ&fV2MuV0;C|9k_#i z`aH1a21?guwDw+j?!vlB5$|gIdPmq%K7wTP=Xdxc!c&F4fHgu-?oY}{9zT$`TKk^x zVCq@vTC=Oo-urLW7I$~K4BsnE`*qAceQeY~^wxLI`5Q-M^_@S3$bbB3uDr{;({yr5 zC8+sj*nOQloc%3Lb0_wC{U^v#tKHnX2)CwIuxqt5YV*7MY);&-v{{TPOq)E`=`waN z`}~z72BP1-m5AS{4w2vc8KWQY$uQ{L%g(KnFA}V7UE}O+X|=r{d%HJz=OOg#{n3N# zFRuQl$Q372@Pyde9P6usm*YVL=V1p9wfd{%&u8J9wDqi@64S}&nl2Pelx@|G<>3r) z53xIn>FbKfOm?p=Xyi-Nb=6@MG75-6>&o(L?CqiI20Nq6H%Y+2Nk-4DwDK$-tOT)!V;t|uBG7LhQ`Yoq)xeByNf~!Ypy!J zq!A4c6dz`vMk#H(lJP9p!rZ1X^4b{`nFJ>)?Xux8!(avkO(S zsL=lQ%)H-KT(sDGt+c@&Z%2v(q{nc~U*8XVD*UKJX8vA&BoHHmdlnMoqLbvvZF@T% zox;L+T&lDWepIE7?NOrqisWUXlC1@e+}lDcR|VQ%_n+V3=!z4^PQ`7-tIE^)9)@lH z!3|lx{=F};4*tXb-%65e1`0NVii~+?4}OzoK+tB=Jms6R?EP~h3{elf@hLBxMjF`E zxy!($dF$0H%hm_`gl5^25`Y0#C=uak_qyDmK^r#L`!1~|tIYL*mA;kXv!}z^lTQ1F zz2idFNpz^|54*`-q%XRZ(K-8<7+yz5%J6j$6=YLcb5=sbM{y6S4%=;cZAoN_n(^vm z%sA4a42|p1cOyX>=f>9KhF3zAN~dG!t$3w+OF%aYG{+tK3?OsZPP%WlgnkRUHUl^# zlgi>mFGBPA+0*sXHxHXbv1FIwcP8R|@M-y&TFEk}PF(Tbtj?M+XODvNHi+3W1TW$w zoJW%n1N$WChz!}6ixpfWwmM^-4+=_&LYz~;KALb#vdICxi$A!ccL?Q~f{w>d5*W9F znuL^Ln&*}_zde&y#~o92JM&^I2O(bHpOSdGM57X=$VZ_Yq%JzKRtl@~oz_Pihy8Q1p`73z%?V`hYi-o}2ruxI$>ZD2|x(0leqVn(R9j;So z%W)dZPfMN`$KSEzbQ&XcPrhTjyRkU_fMerb_MEO19@nI5@-U>n(WfNPvh7`@L-_m5 znUof+W?ggj>P68nfuT|nWX3fG(ASp$5n~r-}XT_qve_4BUi)?-iV}!Mf=nJalcA>V%_u?f+<`PvzOKQtQ z;SixJjYJR&3;opXD36#Q(}UCMKw`oybcaE^1pc6-95FIUwYLDb@BQS9z(MLGn(nt4 zf{Nq~%3Bn?*5dKJIE5lQDW8xH*hc8$pYIRs4Bk9V>RAu~uoj_gbros5)Z&1gRaNr6 z9syAd`J@A2J~L#>}zBN^a|E={dy_pQw)PS()L#Cp zvx~@Vu(w)V-WqWkpX()M0}@TM+b;qMzfOO?9nV6jiq@2%H2r50l0&-Eprh6B|dI9$Zy;40)F#*`qPCc0oIrL`EPB z%N#B&VzKJ88y>y-W7y(6XXB@OrFwO{B7~leq>>+-5>V4SH=m#nL8MM-jhB&!2r9Pa zK$MQ7k%{Q7a*>emk<>8xWWL4DdO8q3sB~Z+pH6o1Sa8*qy$^ktRnc_DKi-!tq~V=e zx_c?7gnQ|%(|YZ~z`1HA)!ax%*lf|MGI&0C4sI=&K64wWwl)>eSr-Ic{=~U9b=u$b z9rRsf8fM(@Jy}ji)bsg=AoVkx(g%3Zd)Yyfh@)nd2*2X-L>z@& zLfK~P5s_7z+UP(}ojQl=xp5x)Ov(8jL@#n2X*)56j4#*XG_!5QJlquNjjif|dP)Psy=X)OxcAYoVyQ0c06dZX{O}4yEl0rGJ-r5+qsNBZ^^ygu~cGx8Ej+=&UK%y0f3 zaQq@#Iq0R}g%&nOC7U^XN?Q%`UO3~OShx6W#3XjRi)e8|^8--=2_~Zw*1NdJkAH99s0WWO@g0+}CUTfoLdfVaPIIej*_fINz~!F1 zC0;!o&@?k9U05YfO>P^OFs_ydrv!hu__X|UMMXx5_-`NSk`eim52pq`Te$yfdH?;@ zOa+NrR)GgUyz&>c<(I2%%-UWzfzA`QCg>ERyPz4idF5{AEx;=Mt5afX9R3u|rK*+d zz-#@dl2_UvLybb*d?{7#_f}s zk8ii~;)JEs4;Je6R?2_&dI6ip1dol?GkXGph-bGzyZ*kA1o{74^7w?(QXW9rY-jk5 za%U3f{{RrXnfb2P#TgR#y=uW^-I$&OcLk|C>@EDq>dFJQ8C=u6I-ayinAxl3Q|&VJ za0&4bDz-iHPJT2Ixdw%O_pRTE)EQ=^f6Y}16RoJxgq`*m+ZuFvIdwwTw&Q0{t|5Hb zR}$P+lP-UA#}Dcfsw{Y8*6{))T1OZZ>T7d)ymEtZ816y(eURwNY&w?;)L$obEk65= zz6a4PJhct0PJZG1|ADC3j%b}lXuB|e;OykDVFgFb1#^>-{}Ymj*m2<9|E(EJ7pywa z3XbRvmcm;Nd9&wT1EvQWPZ!6{ME-9XxO?1}_;2L?7BBMU|BTGB-l32Gt<%nEJxM-* zkD&j`cEFfrbh@h?kl+;CzSa2OGl0mUugLzl3h|HJF)`|2xnt#@-ALBEN?P6@etlu` zWaQqT|N3E3HAOr_^k~~HSr*A*(0AynTB1iZ zm0x=BS}dJj{w7!T%W=gKtW$e-g9Z4oPN@qY$b>h5(C4q-QF`6ft?0>SbC|^XhLr$Z zca)DR+oVzmIVD!FBfEcW7an;8E}(0NAM4QV%3d?u1&TCj+B?&!Q`dUrLUnMo<2{QK zTVo}uRKmS6^;3hKg99oz$C5Jy#gOPzYHw)>g9@>IW$KYC28<>Q9jDG!^#dSwv&sA~ z)jr%oh`4^uXj4&&y>jQOO#D{~CIk=IdAkl;p6ovKaQ@}zocu^0=)&;}PO#}4iA{8G z3_stPe7{rMU*q{=0lU5xFBITg+;s6LE|G{2(a&GC>5X^9mG&d$f9Q+V8!p<*^D#*M zi|^}V{KOqS3T)LlJnLDDOs}Nk>@zPxcxW?t4)s9{jg&1xGgi~u8jL9=q2mKVZ$!4< zusZpE5;`2oJ1U*?2jF=-h}?us5$OxbPK9D<+P=Y-zOL3N<;egIhW&N9jLE$ z?Cd9Aw4U=F_9X?BGdW4NXiVBe|9OMP>V)LZVxL}CG{;cy=|UU*EW*6&5xWXs=n8we zx)mWyX)hr`ELG#=c7c0WGNeCBPe2*3e}1<(c@H^rx%1PJ&f_&0Tc@9ta*p>BL$2_j zf*K=*xI$gciu9Ui)j0ERKkz|RlJCPE3*Q9Z+_e4+_!s-gt?!VWsy-Ovhy-y?P0}c6 zLL?YdVgv#TAeJZpHoH+f<@5a;k%Vo8=phNYarx@b$1jgQQra%SSs^-hXoDK!@KT^x zG1Ix7Q!CSOw&WiGI`kL2s@4;Ne_cU)H^Os4Q#wLt6&Rmpdd7ui12h~a%w~0_rQ@ul z)&hb%MR(?$y%~I{?5ysGHB>BM!)}R*Dn$*5cwnu^Cq4;s2ur>~XwuKQg#&m4N&6Ia zvD!L2&o9ktMM1Qh__(bBkk&30h$IKXr|*kGm?f-=_<5m27?r#L)6=6sV!K&n4HAOg zk9WOGf*$bmemA9S9nL0MRp^3`+cl|nHX#Ab#jX{3Y0ZS8$@PcqxiA#s`U_<EX4SIM%LY$HiB57dWx#)ZWYwLMj3>5vFRmNf$!hWHwbC48vom3 zP7Q}LZEf=yfImsB?pC#gjcqZN?WBjPxZ2bQeCCKTgtd;M6+h>eF)AGAD~@xtJ{`78 zReX=7z~KkUWW~3=UjlWZ1AK${gZA_%^u1+$O4NEf=RVwmYL8Drg&o zT${abEBFHhAE=9kXbLgR17$%S*V2gKqT2dV&ADAz%^|-rkuntkW=O=Yk1dv()V+MEitDk~gVQ&F8dku<_6d zPPs}4x-K%b6CO|oRfxgYq=8^Pbl=W^eM&jpy}J})mF-96YO}fsx39#y;#-H(9n>-8 z4v>2}KrQg4NhNfL;hGwHQm7p}ZO{#DEGJ)1{q_9IkL&OM%wT?d#Nv%xg)lV37y$R4 z`;;FNHtMpI!@+Qc-Re|f@{g#*Ks_=+SP}#)wh@hSjwIs>58mLDQ0#_RcG6Hdc`rhx z*}i;9@u#85TG|B*lSt%^!pEIgFSfek?A2?_T!!B6g6NeSYWajjN`psJt^;IuL4!x6^4FstIK<=)jVHIRb z6x8|B=f|WH@_rzt&*_N>ChNdN=~mv9$odhBlXqBreBzIifgjpw>yV*z+ePs>)l$*c zb2c)COa1Qx0`?=?jn?0Ysr+#PcnKf(AOlHme0Nmf?G&_ucPh!O>z>ZI-5v(s4 zY5Nu2BhV3UvYw@SAV-iU1;OMM#08Sr$o&93i3Ghb%9>Lvb+hKCv$?a!5+rQ4IiCX6 zj=q?sw7&KtqO|$y*eDEe9tyyJmO#ZaRB-orZJIZ!x`?Pz{&fj2I(-d+MM@IhH-ibQ zr)WsQfKS7k$C8Ld#C|fjC?#(maT&w2AS{I*L73sCqXLuloG40xr_h27S;Y2t+}ePb z-Dmvu18}u%Xb&l7`@apiwFg zqrXgx1eB?7zh>DDdcz$>RF7;Sj4-+zu|_!kD56K~0g^?8qqtY%+-ja>}v4~^a7N{)Y_v72Ri9+KM7MfyUhdFI-X2+%?c zTDS(Vi6#KYV<;4^yv7OVUG6*u>h@JiMRR@D0t`Xb-Tlbyih48`#0Y9n8K0DMZc5EL zfZ;w~iTs7u-fPyZ&x(RYbc& zZ9JI})VlLvO_!kA&rWVK3h4S};uSq=sMlgn;(a*qfYf|^{X6S&K3hGp#iPJMB>_43 zi+7?jM#2Q^W6Fqt#F@P$7{{eJU|#WuuNM`1J{R=RE6KjbEjqFn^~X@QeZNiWidt*2 z`SLaV5ur?YYI-Fi%gGDwz)Pb|-IHw$kB-SjCYKxapD$$x4FM0jr?x+_;Qpj5_kBca zLtbXo+JM371BQJ_6*hLgdS&B6%(OX@Vu6Cc|A33z##<4bqMseB}-(e zsi7@=MfF{qK{ggJ8K;i`?gD1-!tt_d-#~2H zs=lxT!J^`q^33m_R?ikR#^!|ke?)Z102a7w@+mr>iQTRL6@TF4F<1yc?gZl^I1&Cd zF&g#`U*X`6+G*E~vZjB$zcy@gVsWA==@$JnMetB@mz+Qa`RdZCUX7Hf0~X41RYU&T z=Q)xPb`?`doOMLdrJPq{(SDDsy|02?d%f>{rz-sc7@_rI)e307AKe%mS;alfk`duN zG+F#g5LN;*ysqp@abfNHS!SE9 zLkNUGuB(6XtF3@5Pyll z6vtbeHz$N<-k{L&7=Lj+B>5E_jlqu+Kb*D>0BN8=GfN@UI)n!xLlufw#hfX&_^KAL z_hG1}|6&$Lw-pN^EzPnHLlhlo`z^%h%cc{+Uo=WeJ4`+7i2_QD1-O+<0NV{LAaZU- z8h8K_g?A)RS7XS1x~6!5c1LN#DNE&PhRfM-vdD9E%ZU>>MWa4zK|c}#wOKt~BW3NA zYB4ME zk|`82tZlQBP?SVr46!p~Vhj)j`>ox?^lPjk7x@^z7v?1bpB~`j$;_kyY_Y?1Le<5A zDp}7#xtvjEL&QK{WhQpAP=<0V+j`wcHhp8?P)@-gJNTb>eF$@gH^B2zEInU;H7avP z1-lUW@%l7!>c@gaaZI*S{x)A;AxAg~+$aZ~QikndSu#+GE?suTNO^V^=(@ZcTGHY`^(T*^m<4oWAB^~kwAqoPlz>xSm0=cm2tUI= zDV(6uk0-;HrK}2t8{?gq@uZg&1Ov`bTtEx* zjfP8sFr*IXI(!>?Vt`Vw7y*8j&>=|(@7R>AJkXra@W_lhy?Z(|XC{loItXvblZ-z6 za`BTLOVRH6y@2n25S_+5IEEuWw~o|jh11I~gxfZxnhI)itdt1ad|{9v*LfE1q$iS$ zJgWH6KonsRW-HlJ7}B60YKr~l;<^LEmNsibW=TOZRATqasj>?nRx=S6%6U?5TtwTP zH-1_Et@jZgiix)ioF!^vCS)a+5Iy2h&w1cDjfaQhJ&jW-Ao_U+0iZ)Wde;!ueys5? z6fU3Q_qHuf$eb_cpc9lIEbk~*@75(<=47%DSu(b5~a5?#_x1xhM> zb~47M2r4Sq8hy&!9EnGFU)9!{2pfu2QUplEzpvUvh612jpf$RpeFH8_swD{Fy4Mj| z#Or%e1esDaAO&IZlb^FQiJ~Y22t5af0lkXEgcpbml}Zy1^0zT_mKZ*igEF5NL5Mi& zq`p|c)lxOj$XMQWo_fCGYC<@Y@P-x#NIgW+Oc@xG&_SVuE>K=3C^05=BeA5Irtar~ z>RKx^57mHeJ3DsFV7IvBK83qVGoqaeI4Yv@sA?e_>>iw44c_j3Z^&Q?Sqb|7WdoTW zM=D9FTqw}hw{M%K9GtA;wgk+=Hp7dsAu0NWwiw@{cU*9i%`_tR!w6RoLOU8*t`dy{ z;3c7Bt`1l-Zb~U2svJ<3TX9|@I}<;nE=grp(n8;WdYVHd#VF2+NXk5MkBSJALu$*+ zAG>aXfDu;>_X|=RTL74OB9j}CAxU+9_od;qj3`%pyU`VPdz1Q)g5u%;e^=PNGwqc6 zg<_U-?{Q2QKs~5{8}MiK4jF(p4VtxXkYYkQ7(%jpH3hv2`+p56q{7& zogu+E>L6H;UUH|_8leQjF@t(%+A8t|@~-L53ygk>#^>NU!baXzG&ah9#jqW~@B#3C zU;(kSAO=`hLV(hQi6@9)L!w)QRa5NrEr!BZ7Pb)>q#-(tcZl-*H(mTT8qjtUW>d(piIP;>L>S% z7OHxik3~WS`Mj0hNLeIUsuKMqL%Hp~YB;C9Y?Apfz66}?6&|kuYayIYaDjGHlz6zmLq=KR1sRwI zO3zrXiU4BR<x9$O+?uY~> zg@`i=SoDOHe@WCHM`6ws8GKbf+7a(9c6kD363PmoYhv8`!wHZFOG?<5|&r0ww% zcmuP84}gc*oDbuQz-tTJ8s|v(#8GgN2P?*DAky+J8id<`z}ldV;t*RPJ@!jSk2OG1 zG6$rSmA%KJ8iuE*IL*8PD()vIgJ9_`Wo70c%xp63hAkkdZ~h!aS@FdMR<{Az@;RJ>3fZa(qhIwb*3jJ zI1T&UQJ$6pkr9YUitv$H9r-1HzjgfO1~abUr$IdyDwMVm_BC`8*(-5;sSmWr6}74% z+@$>B!_19#D~6e_fKS}&wm!Ydd;WP$kCZ=MYb+6^?+FPLgMixx##*P;A{BE3=?IX3 zUfwXV92P=#X*vv_o^5N{DZ;{*HDM@U9c=9v7@Z zKd0yc>1QkEzDjI9g*t%#aa!=^Ib|>%Sbs_Pwdb6OJ`GYGT@P-<$uCdT-iYt0%~JoL68aDL`x7_dVcj5V zGy+85UDtba;}9Tnysoqa5KnNu{@)hHKjiU8iN4}EzAUdD7*3H1Gh-2c$L zi-ntf^WVRq>dEr{zk_-=s%pO)y!M{rMJuXj|8n`iL90{=1ZOOaC_LEXh&dBas6%DKJiU@Vmr6 zf{cG2B!}%3$iAmg_@^MTQGv!&!!wg8*EcBMM<~^!BC_$z^JmcM{k=BLdu|_Ne1 zLMj#Y2Mso{0T<2g*T*^&{qp&<99n+hx;MXH@3r=Scm4nzu_^q$$EUxQFSwu#b7Oxp zcO3gC?s)eloaDe(!n{HuxCPj-aBFHM=-R1W`O_2eQ=d>GzPVrV=?!oe0vZDp%^ysI zqiobK_7tI_7S>1VHHs@8a}F6N!#)AAQHmpPRQ)Jv{UGyyE}e1zp9oq!><~y509Qld zR2n>u8l)ifjl?|lnE#A0(OiB;gZ%Y8){c)A_0P=VJ2DmTg9~w75)+>nsQ;pus$}i_Yj^&j8qt@)PLl&5k=Wk1YCJ}pBY1vUl#9hnx8)2gV6uTXM?O~ zZ-M?*U%$2O?$z5r0Aqps`QD3TzN6$~gL*P^i9zpiDiD7c_fJmy7Z~e4W5EH3Aw+HP{T8-=QYn$fO`?_{RZ5&ta5}> zxVMs^{_7BMM5wwzkvgu)h+yk@iZl^LrxHPe;;$ok)#HTU&mSA^!gv4fsyk#-u(CG^}h=mr}!h;ldpfo zIb8h1Z;ssem*>TXv;0K*-2cpF<0mQdr?Dq+@vx?Y-=sGbZ@(Gu z#$o&bBtHDwee2^&_m@8~+*WbNh)v+4wf_z>PJJe-jJ0X>&q%DYu&_#>zWGrPM+b{a zI^_qE;IBI&zsPWL2{5o9{D(Igx}B6}Y2NOIPJKJaG_id)7BLCNBO7 z;XJpOar^y0Kur9UxW+XZhgM+t z2t#w#XGC-iK9V^Fud>)@ZQIZJ`X=G)*F3L{I@$fMj-5YB0!P>x0l530r8yyY$`4r6 zKdPJ02pTsdi<2rERpd_<%}F$IuvHYpQ$(pkW1vE##8dQ8UMvQVvqN!rCH|R)9K=yHB1MB& zDu?7{GF5W#UB+4xj3)b@!KtoaQkFxmHICZqm4P>}; znOkSqK2>-tBIAp?TMhFYi{dNo=NZiopBEKnJpNeT`|_JgWbzA}12Z$-2c5y2oa~=k zb~kAI3kYAy1|7*;lIOP}t6zLtS@l*w(XDgc`9N_m?`oZB)4WH<$F_$vjEMdYxXJS9 zjsA@uQb&8-3XJl-6S!^3jVw93QR%CQSN`rY!Mo9;G7>UE`JJC4erA=T%^Fp0JM)nU zaZ?15;+ujP6iCsK&Q-X6NJ7TZ-?P@>&^YXvq|9;tXQUJj>QD_t&TI~qh79>H6hp>2 zg9p#cG!UB^8i-f2nhUGVnE~x-zVmq>KHYA{sE(*scRW4_*Dfz<%IN?2VB~daiiQKO zv>VL@GPI@z#1kox_yTfR?_4F!f8O)@gV)XP|Hffa^)P>%+0j!jkNIGO>*J?jT(=KTFb$aiKi^p-B z4*dXVOY1MjN$hWr{hrO=a)#3yD0x48^5KNNPc$uorONfHA0@rrD;nNRsaWY#M!NAt z*D`x9fycshz1#2R{ovTMT7<@D*Sp@7lr#IjVeA@jH1;GG)er#+ziZ%MO{V|-B__qE z*m_V-@PXWA)d*KME9P%RuGD_Zo!&z8i*us>{v?J^X{uFbKHh=WKWU*B6uctRo&+vt zxo16Nbz{CMkBb8Tv{?=RVz^2~PKvI^n91A-MT{P< zSFShX&S57E9iYvK;i(y~jnZ3ARvs!SikUDrwcsggk_p~_LB|kF0x~U>eoe2sQp`<- zNe{PKDOuRzoy$2Cxgnq-8;uCikmeRP?JM6KO3@gKUQW??f?HO@jd+>!@RXxT2VH#) z%klk43DN^+o*mC*ddt0z4(qWytM(jRo@z^o6l)DchOWCU;y7g(_Zr+6&RWskXf9Dv z&D=JNAr&(FSe+LiE(yHv59si;SFrgW_JLyl_XkAGa$)I&r1)EYeQ?iL!dzbE+xfIo%X&IeQfM8krp!bQUSS-2x2qg2Tt=kQnqF=9?vnyhJ{tdANGyTV%RT z8S@PhJ#42+^cx7WMJMnfW1srru@Q-D=w-4x(r`h zV&*+v!j0XS8Rt8;)DdCXk@<;5BpSA#2-ny`f&saHD^FRxMBZE}HgjRUSnV_`q2D_F ziihulX6Z)z#(ZVb(g*JMC0naKwYRPW@KB1m=<;y}?NYbATCjeS&*{Jx9p5drb=*1U zr+RMd8KYWa)!@S`9KDXvB%bBL@3-eOsXUePZrTetgo=H%t6)9Z#m?=v*dUsx-QFb1 zJ9H5TAeuN7Huj=(k_@{-D3`=8Ngw zixZm%9N0vV9ONG!a63`%1i|hEj-c_`HaCa&{}kb8D!t0-biv)b8wlIrc-xZT%A7&9Fg}+;2?FcR;-rnSxR`sX_2Ra|QkvUJF1T~t5q_5%=S7Fanwp5b%W;8Qd%;=X04a_P={ggPn*>t>Wi=NhpNR zxYDpx!%;JxGo4SXL7>vG*=UScMKfh2ozFM}cU2nx?9s|>ODg}&fHV?kd7Mqt z2|dm3%!RYCL4I>EkXD^LD6b9~CO^j*AY zCN6y_14RO+11 zPlmU*b-3i?^=m~lYaueJE^T+dLo7!YVrPAAoRyzMQT;)1hL+G>rDQF5$}sfo1#qM% z+msfg|9qtkih|IXE%*DjwB%%s-D z=Z6^?UL3kiH&^L~~o! zNeOJmxBcMI5U_XjQpgKIB3{9<=_q&ZP_f41+bu2H`Ay4@RDvGZl;ekCPgeb_tjEWmMR-E;LUjxkf# zop<5O4rd*(9*#;OndwuhN9*jvpBkg`ovGXOrx^JCj^A8P(cLa>=eMkt8udx|97-^w5fF0LoxmX3bsK@qi*iO8hZR%eyeNw3@v6evg05R z{hk+PpLXPxo2TnW+~{UfO1e@%hwiSt6gDp(xDsnic;`4?KE=ICc&di$?#n%i2Wai7 zidG6K(kiK_*@^m-W*7V1l#d<}Bo#d`UVPqQAk*DVZPKl+R=wqN#jw zLTQgfxmK<{z>O)JTva7|tymoS`xAN%x|ofiddQxt3)H)nR;cHOa_72?uNm`r_?hr! zH3^1y$V|J@QD!(dCHhL&IEa||2&~-T8xS70TyZ(P^k%hO>lyC(V%{M4B`4Vv#Bxnl z_*=1zds*JvTC!?w)7j!FZpO1S&rOc`Z}wcA$s6@Z?dAyW^~isDXK^yXsX>MRhEd>B z&zS9|7?FFe)H8#=veKL+4^Pfu@&CLDUF+7oG-50l(W~K&%UIP%=zHFj6ktKG-59*l5UZ`jAY}= zm*Kl9Pw7INO`#1AejPpWC?#gcPBK~=%`Y?lvjm@slj@*A@@!X7bG8d=!WIHphx5P z-hKeTvzOFmbu|HNh&?xrH%%{gEh8@HQz?3eF>UOtd?B{Y@|mTDNk30eIMYyBi?cm; zw8y-oC2h^Dy+$rlw|qwN!&iBupHTiQ974&fDIzJZ)Az4`El8@4I1)Zcu6R}djsdd$ zT^zSM;x3qSW>OLC^E19LEFlUrT5^5U&DSv7btZ^Y_k})BD`jZ!74LDmXROL_U7B?{ zM4nz**xL_YO1!-{G~}MAZP?w=6JFfieza;+sFcH9`jf&7c3gGQA6GX-@7^1UaL6D| zs#KIdrBAFwL5Fa0_eG%`r7l%8B9GyqT)apF@ii#-!s6~)sFWfL8)c^Y{?PPzW09D4 z(Cf8G^6=WN*n_iL_P>}-@!HY~Q!ml`E zLydB=tghK7$GPlQ_CM$KTN>%g$OX6O+&=)f6H>bk>V+^8Oxf{cs;`QD4caS~W<6Xl z{Pfsx%1F`qXYbQ^ZPU>gZ?I!7{+r*ZBki@$kSP z+@I>W88je}5&#!fG&r;^Y=Gi=p(4pJeVeJC^#iYvq_dtV5O6lj_N|wiQ4Mg-i@bD! zYs8mw@MLWYL`3dZu6ulRDUTUS{004WG|Fi)C2=!2125@4kM5fT1r*Pmkw&>@;@fYO z(*lzeBV~qlvg&Nf)C{`y08}o@y9Mk3s=|`nJW*@X6N%9s`>Jpv@dNPUg1nj>*=p4?u31ozN0V8 zTFZHOsBqJk3J#p`UgIa27ruZjl=FERme_EkAXVjHP*FQ@&Rr+Ol>qv-v$%b1@kVR7DRDtI zsKRDt?DlQZLg%O7Y{)kHNi4#w&P{dWrtVi0j42sKA878z+1sefC1gZtxe^Gc2l?)1 zHWnKF3g2Y?PD%Qa4IDK9)ZN(@K6jYrs6?)6-GxBoS3wBY`}yw8(&0MTPC03c4N zxABo~FohBeR>VpHChdwU40Du=>o)hRg-k1b0SYHv?3w^todxpBiOal>h68qH#l-|v zOS=4i^et+tqSH#2qE6*vkLP9OSj2c~>Ox&1tSDGx0Zi zvOSeqt3bvom64S&;(-`LI3Woj&G+%=3E~0t&Wg!MlmW<F&X`0e zMqj%K-50Lc1EYG8OCM4v@-U=#CfzOkh>I{^87Zrq^mnI^??k-9ac^j%R6-Ar` zsjC+a&w3}q%Yq+2Mnu=Xq<(>YWs~7GtKxhGPA50=@Fi0kYO?}6DWva`baw_iN&hMW z^5zc6sD28)ORs+*{YoFL!scaX(k|V=Va{nCOL_m&UAQJEFsXo3yOQ18WM?@)4kGvf zQygW_&F4JKl2a89iEiOj^l`hPH8!bAKt4=UWKjt-y97RWyXUZzSn|9Tk)mRP*xVN& zzI0kauYMWHOBq_SZ?1+Qk%-bInJ;D{;bzi$iom@8=W`*f5@PDsj z)kfn^+{SzFB4a$BZwUS47Poc>5H(mko*EqLK__*`jyX0S{@px;Pk95QTT6}+Qf)I93{yzKKvC^Jp zl6+u_EO`SqcFj0lHIxTW0LToW7^K6$O0&k|W~?z%io6UVRD;sRC`Nc2_Z-RC!S;@Hg!B-wlJHa&DPNQaYpN}p4d+@O*6$dSJBQ9~S5L)Y$ z(APB$3*+~t$h0d6dI@3(acmaM$cOJq3zZq)@Ir8>$` zmYcBJ=Xn6^=NU~w(fTCgx(K`!g)9p1g%RC7e*AIC6fV_b8#i*|NuK2FXvV{NzDX76otl&l;=ExzvuXuOOr3Ybu5&HCH+TY7xIpf%9a%vAs=tl!su(MIu=P(n5#DL2X(X`3)p3Kw!JslBBzKsnAw}JBg2Bj%zR6-#pg>@;det$hJYS%;R`NAeQxWOl{zhLic36@j(d5*Y+F>%y27rb7`>bu4WhKGc;FXfQ z*V10`Tyt7q9&Zh;@MqMNfS6WsKBmAnRm9AxA0bOtkCMJnfAsUTOclzlM(HmmKjfj@ z>fs|7|3F^-xX`J8M9?AZVRW)S=~QmiX)9 z1ytJGPajHe5&JX7+j84xagE+7MbSaB@ z1GO^GsAdzTo@v7ePW1!Xk|XIvb9g1ocxe=NNlBYUGHI#)>c#3#WF5H}#Mb&07b3)Q zvHcNO=Q8MA5-o=^UcNW-fJW93kf6E6LF%WWRx7!AkFKbLvf?hU*(4bswpz35Nufc7 zPMfVzVJ!PrTP^gVcT@)QkhdA9miN%wD2jLl?32QrRr5__R-R(lFY^kMxk2rY%qWS% z4}cHHmrU~^XKww9?S#gspW|F*?AY1Slu*4-O^O@ynU-NGmCx*x*RHXL0N8mb6|lrJ zT^+f^g^%Br%yS39#c8X^)lPh>btG=IxxOwVX`0MA)~&IKH0+d#!z=1n*P^tmlyF8N zmX=Kx)~OB(A$V)nBk;G=7#a`=x^mCN;uz96iCQb`H+K-oHy%s7=K`X#xL?V^lLbvb z!UlgPUdUbI+lhw!0E8`E7q1UUFVl?~&FMeslhR4aE787#r~%qm2mzO|YabO(a=5I~ z;AW?9e&@{rv!$*=L^i|*{o$~j##s7ukInR$mIZPH{Hbvus&!aMgBgFx z55PS&v=Pe~?G7-o?$T}5Ow_o>rKH;HT5Wa?L(N4i*Fz4&*}enL6@DIntuOzH6&3dE zu1{BCGTSA|gwKyl=-y6tY4(WImX&I~qU3X6Od#pu-gI&jT5BL1#yf#d)=vY%seq2Q zR`eEE`90Jr)m(>ri@;Q$RP!nZ5>q+v0cR7~o9nO4d)`jNLL#tIx{{%PcVRPT6EDS1`8w19gemOYfN zxzRI6pgoO=ak*M~zJ2lq8yT(t+{2N3S%boAuC%=sl6~rvAD`r;fcJBtX;YFps6`#h z)(tlO9`bD&um>X+VtSd;PqqO0+PBI9@4j7}D@UBn;fZv+#w5hBx}=?Gy3*0hSrEX} z!c{18ZP1N|cro4J3H4kNLh0?K2s%DX!L^;zS+eokaZyMDb~Pl|E8R=4({?)hLG;6{ z{Q{}@3gc&6HA?TNqA3?tR{(QchRx6dm(ZSwtaoHemX@`kn-MR2UgD`Flcu%0GS`Vs z_zd>*;wf6Z5zaAViqH&1^R+WD>WG9DTQ*C-hUA8(rfjY05UtQuhCdH6CL+2aNJMQF zUltfWnxPaHp2vAVc~28fckLLAcLqQW>l+4e4<}r+(@hC=w;ikb zhB!4q0x#~V_Qw=)kRUOCiqPXd{D{qyWo-L74cF(+iZNv^K(2&TH2g(FIV)Ac&h`e!an6iB zWn5%Cl~h%46+?x-A*mO6eOiCJ&Nqy;l#kP?ZgFquRd=EBfecToF?x5x1loCV8*+ONrJ5+kwdZ*c13o5mVg6QR7Scxtfbs1GgP)9r+k9+;bC!XM% z>4P1i6TI7@i_lrOlwNm~;M>~qdGcPq4IN2vbaH2yVxwvTalfVzivL-X1aUE~ci%n1 zFioft^THRvi`ix+!3Q@1A{jbqPaM%O%)|R0Q;NhX1p*f9BOwuV;(;l>y&Z5rYN$RH zA91S>)SFPev(4aJ$Ot)0*(_I`j5WAIQSZ37*u{O!sI8fzG;Ijdl44XQnVr2LIwB+2shnZK z*J|DTY?WKE!m3YSUWSD;cNB1aH1E7zs}y4F($(vnOl5~|hDJUsuqxq-qn2M-LnT z(zXv>`E?rgIslNeplB9UbHSP8kxw^XMwX7ZX#t3_2d8EWttgQ;3G9A@tOC6B9eDr$ zUw^3t4j_fB)O)Oup#ahuj@{*L!gIJ)5^{&P|L?wbnHyBf8D4z;zu>yrs=Qb|qbq!0 zs@^ad{PoT*dM}97{6e}EzEJ`HsTQ4$Rciz z)vXc?*AiO)y5i~{!S8>voZ5LpDK8!>P+I4k6;NKBQV_My_xgJ@FjN`xg7+gt#VY;! zm;I^FHj7KRO=BZYFnRln-`JuiHDAxtoU92W_kyq@5R?uVdFB+un--)DVC`aPCU<{O zAZhN?k?)Te__D35i%>ckY4SmV((g|dy2|Z0r-Q55p1Flpx9oJ3nk-a*B)CpCARic) zJ1`XFzw@pB+HT+vK<~Hw%+ri!7Qf9OtQlT^T1(7MG$@5qvq{u(7ch>r{vTTMDYC(nds^wVB~;JIGQG=C^NSen)r(RJilmd!$VA5Wi^9plkk^4+wm z^X(*v?dtx;a(zKj?4rCs?zEV9!B;#Fg4y&u-`h9QPnC&X^S$D~hUIkBw~$#?3#R5L zMjp=Nc2u_I-BYQIRxHo&!6+CcH5zGjS$~ht5cjMUN-G>K-hH?~ed`IkEs0mOWffZu zlmKZ=B;Oa%vY03kUw4Q2mS5zN&P(2JZ{3BuAgVSpytg((W48P@J7}9WtN^sptx?&R zpKT6k$NLG8nO~MkB;dpCrWTo(d4K+^0PE-$@cH0f;4GNtp-h?+IPDRBfeAl$wtZIm zKq=MQTDVNyO;6pkJ~z#PeU13Mk&Yi3f585w-S4kwe*l6J3;T;F=Qh7RT3!2gF>m$N zprnK>q11>^^ux_mq>fCRFI()*73ao@fuTiCjHW(|;IphH9!f(R&4Mb8%keK93J6;w z$$*n6NyiUuHD4G*u6TGe&2x;PY4Fw1jW&U_;V$iDF|}|~&SO7YJ|KWEB&=quR*og; zGso=4jaLQA9-3Kpv6I6x7pxV}k+n?Pv#69^z|KKwn0*;2y6)H&f|N}r5d{G7Lm9~kBFBci4?lKm?29~v zlW7CecmVvEA*EPV0<jZv`99;Oi=AN`lQHp34t}bAl^jQFjOx%RMbbxd zFm3}M;|g$m7rrikA+iH2G)Nvdv_J!?JG}1|@D?Znf7m+@$2jc*Rz#j7HtW%%-Xe^3 zZd9UJNsDlLo+O$YfV;MnV+tt~5Sgsaf6s$Eei65#Iw$e)tg<9eV$q$=+YY>4j0SmX zoK?@Q$g;4ls4^|f0x;TxEH1CE-czy9#fhBpQgS_|zH3q_7fC8?+8NGMz%hzAvXmjQ z1MSI>2{652HUtpaJD+pHFGtFVZWvq`;}p^2s&)swEC{G#I)ClWMNmbvB$J=#g$qW3 zP!LoQ5b#96kp2gti$*;%c|Ly-$L7=Bs;#mcIE9Me*!*fqQB6sk-jSPkcW*AY;6N;d zrLoxr$#X%dg^_{hOKygS`<(Q6;%aMG+f_^dc-GtChebYuk`xebSf7WvWiFfy<$jRj zHM{_4O|3JazRFwodH4EqKsTdsaY3Pqy@w<>x`YKv{8vTTu0&^;&=gs6lWjZZ9n|D~@@gaXoevjiG4{hB` z$`Y!3Qch8j%4s~!5=EKBYh*LWvY~rN=dP^p2dA#sHl(mQC>g@0Ia%)-@vA1F$^g#hloZPOEcswpLnzixJO_{78m!*Z!M z*j(eqkhoF^GLv^nvxYx`<`X_%J13-Fbyj}H(!dkR{Uo4!zsq9h4TLpL=Ws2$$wg-K zO99LUpg3ar+;}L6hR6gU=0E~~mNRG8%=$HWTY2!hdo+ADu zl2X)y%1q65s5)b6Y<-bg%%db&c&&)Z8d7zpatCSZZze9u%w*u1=kNUe+O2W*>G)xk14;=1s8S7$O&69~%9&%oK6mH@NgL zd-wu}#xdB}l}5_yG4}kx)e7cK!%GJM0)H&$mHM+*`u?1V<4jhvV=N^mLM3KjOr(V& z+$U6>?qR&MyJLg1AQD5P^5E5<*$C zj;|EO*AI=e*NeaswGN2_1@;Hxw**Ol2*b>WKIjog<$(md|tzQ$b=NX}tzPjGs&5BzKKM@ZOseB=h$Nc2BGX z=^ekY5_6fev0FYkn&s_eqQH4d)%Q40i-c56LvbU+g?}-c&m$PiTA` zmUP^k=AZ>9s8m-mw)SFTPznXO!%!$q#=Kd&cg*lNcSqYp$NtC-7)yvwyw*J6h0t2X@^FJ48 zKz*AphEb75rC)6Fo@H_A>l>E@6~QmLrKsCdm4}xfzmmRZh$2Rh)}DyIA{eGG4tsDh z3nFmMl;>Hd9znLtz>Lu&2Ea%{oGaHT@d z1*765V7s4#yHp6dNJw5ukxP9xseT=>S{fRySWBQudz*+AWg`QYdIsd& z2}Xy-_uxCR0iIaEAhA8J{M)1{5??ugRvl4BinI52G8wUsjg9k`8J;Vm;raL_3Z8n& zO+V*7vAYuKk2FR<_O+67T;%1i$@QYWtOYQC#YwHtm8?q?2^1`F*`xa~Iv?te9~t}5 z|0!mWBQ0{n+;6B}v@iZv9uLT=k-#VgLr(^RiNw*lb@^B_$>Yn^@{i;=)Hy7d=tnNA zh`jw~y{U2eFw?9h0s>3Euj9C5(48xAgG`-7i`g7)M^@+n-iEkP4U_{YrmFwyH>UW8qkvwCFV`v3n{vRbCZ2 zYfLB&QNjSH35!Y(y&RB^QdJ6%lBd{Tord!sl{OpJNU(CICR8!6VFPww~LJtsnG4ue^q=QI8FM@#dCRK_^ z?}#My-lPd43B3zQlOnxa=tWRaKsqRbC<4CmdCs}#oZnsR{p)@2J!@DyVXeJqW>043 zTR)#!j{xBBM8!~-Bot3ndU=#^2=B*WTrkP6{XV=SZ-Wpe8P$B1-Y8>-46H^dSS$HX zGF;{be2n#iXGdF(OV@*`zy0UNUJ%lKl{J*3`%5?f#&^PruOE*IS7~0_x3`H*e?mYO z2-mBSHoo~zXNKfSN5i;*=fxORu?C*NrXF%Z9*_p;rKKW*Hzag`%)n^g7ILja;Mr>0 zTCCtl&T<}|UXcl**$jv4(Dy8S+56$lgWHx7dB#Lu3-8$YL>D8-Z8`L*pzQEUt$;;G zYiFgD%a_rrw*eeQVOteb*-~7<5Z${NY*#~X|8z@(O-;i4hlP`8_mlLJ5s;Ua9}2=F zKV0y4{(AIh>Av9jw&M?)W}|#Qf5&4Ggrv_VStHVogNEc{p8$jwBz_&#bv5)T^CCn^ z4k3CIY|KQniwb%_xPT0;s+*Fo?gcXQ1Ut!$0zjkE9x#AKX}doE4H%71Z-R#3rD8I% z2-C}bf~F{vd#05UZ;);yGXw_3n~w4I)M6Z_i;B|l0oR_!Cm)aBqdj*CIAbgGGh~rj z{CPa!VxV@d=iC!MmP-a%@GNJVo1#!YAm5LXpj3XiC?=LB>>X+=U~DTTys~{+KL`+4 zKiq%$w+Pw;v069bea+zPHU%bHUEWGg+}hV0S=2Cl zGDn?O!7spbCM;IaP@`F2u&p(fiS0(0i?Rwtzqx%9jj82$LYwfs_fRzVU0D;4Mast& zrg@{xSWP3#d22D%$V~fE+3{dsWMd8k!t{YzXPQ?R4Er>4l&`eyTHlX;w|15wJu1)i znh=*oJ{6Y*_dPoCMKBlHLn}q$dlSp>E!rz;;N{1~br__%(WVS9+*=Zh6FBT7GFV5& z=F!8U9GOpIFA(@m-Db8>X$ewS@i7b8$c~g}Wsf0%+Kk9?tHLduG(SYx<~QK}KWsW> z6WxzgK-d7+4V^BcA>Y1>`jI@pOq%=;AZGd+t;aOFvcb`9omtMz}s1xiQP z!cV<^r;@RSntJ0_>;I_XPkm8#H_?JyfCGM|I~UdOCx30;ahsB30x}_SQSjm+S*=QR z+Sm*r!b^5G+jSuUJtEEEP1FYh?>HSSInR3gJ^8A*>j<^1&FB^!_w+@LlCGH-hEEAsA$ zsj%ybd**C@oYmy?{vG~}b2m`b6aph_FTPbcO7KCbb5>e9x8kV=wp6Q1SV)#C^zq8k zWN_raeUQ>vP7WYNKFRW-c%PA2CeM1_!M{h!)JqEz!!#$}wwC_q?SKBmHJt(*>M?pO zu8t1TqlF$X9@g_7_pHBtq}r_=akh%KA~u?D}H5b7?UxXzH$8br>EPB zn-kp;B}^p~MyJ<$Zftp16kJgKph-#9Jp{mZSop8pPU7bw)n?W6pDw#5OsQL3DX-+r z^ySDvcisylHTl8*Hvp(xk2kCi@>42YwEcbum6R46%1If@LH+LL_I`bzG}#NU3_)kt zH!Maa&#AK?skKZ2x}V)9mLkx=+fMj1+HHRVWyT+EqbF#?7@o38>Nd4M zoEmQtwWW?aIpcarOOD)!;h%`VPSRUD5C2<~%S_t~=?x}HDroJdoz$-h7SlA8hknQe zH?l5gBV;$m>`l3&o7fIZsA47d75_M>#H|;~i=qT(pZF#uPl(azs8-HT`X5HTsXdWv z%%58~KAF@B=~>bb6MGP4bF&U$wmV}hf^xLJb8nubWLZ=EWv)`)W9uh|_h-kbJ8GCL zq5XoihB+#84jA?+9^5J!oTTJ3{EwOjBr^~hhj2vleFkE}eEa0@39Jwc*yG-58RGb+ zzNRu3l|^A>1$y6D?dA$3b@o+AZrO{KFqlrf4!`3>@LG6LHjG#*5{SY68V?T%s(Un+ z)+;KNpIVCgfGvS_kFv_gA|14m;yFQaXcDY_02rZvQ<;=s>z@N7jU?L=XGYJsQ9Ekv z`k--KnSf%+FX_nCFBD03CdtYQ21<8~**?@_jh;kUb{FG`f&_(unGSubMM|50xfN(& zYAkqEUxzhYg`?gJ3{H~4=o!!iw3bqj&`z~wlzkz=5Xaet{q_1_X-T(HYEE)v)F0Jo zmZjoOlB9{}$qWcHqTeTuh)MR^pHp2}P<{gpS!)2!5L(I7h>9zcg~k^3AdEGMwrq zV;mmGFfnt1qQAJJli0FEbbv)z3h}}j#TH5o`-R^$Z??9O`^?CM}MT2)I5Se_b zYEOKRiEn~lw4^JGbCIe}StYobOY3&$>=H)&Vd^;Xht2Xo9)NK0`*^Iam0|AgjBB>z zJP06$?g69_4pg1yve^4nVO!jgIz)n6`|-Cg!JW<&K}y4+!F7h4<*brgptzbl&OPHK z=rSa7ns+zRU=H3an3F|yPWf3!5XoCv&*&v0#8R~Nt*A*TQPCuG{{Ac5DElWL)oq|T zam<6n6ZXoVX;qr+yIp@}Jf+XWf{)af z1Uu$R%VRCYgag^V?A}Y+el}%z?CPU2a4ii?MG8vEW;86_fL4$yXF}B>EB>gWtwq;M z8^WUh%nbEyFhT9&o$X#%!69DB17CLi|LjaZU}Q@W`z1P;V9PE;a8xfGx1tLOL5QL z??l&V()1Da-FN;nk#a)Q)NB*VI$NynjcRjAeB&(|=Mi|F%0=W*qYrf_N&}Fg`T*Pk zyvYDj=t4emyuO??bPY}CD6598XLLX4<=NVd2Z1X9Vu02NS+ znHS!xjsFHS0wPzX(U^{&cDOvkXMD2WEs6*@B|d-UR`7}Z$wM>g?~37n93elLTu0Qa zawnxdHM^946^lXE6t(8JRvuJox@$+JG}rjes+pv8_??Ge`P;p9E@bS+Dk^b)Iz>!o zP<%mHQe9`af}^98)r>OtOMl5^$n#bZz9@zNSsYqwz=!s8S*^+s?XlQGh)U8nZsGP zj6nJp7L+r_qqXYMR^UWQNAqVyVhI-Z#W^I8*s&4Wdt2@fq#SH~c);iU_&8~5nts+A zc|MN#%ZGm!2UF}CMeQvVUK*>TJj@qLN^FUAA(ny{Lwn#V#wOysdG!9=C}rpMNtJojduc1I5eI+iTLKMV0O zs3Y}Sk2<-1LEFOXmu=zX=hw+?WkdXO4@}Mwcyr`pQ6|2^aXsv(M^QSPIty>TS0ZhM zYLc0LI{T`DAfSWCE;@@R1rIc=aVFj;-Hnotv_SC;yLeRy^Fk^#Gm5$%-$B~&x?#Q|FVa`5OEW1on!B?I)dCL zer@A{_IkUb+ds{~S9Kbd=D+?OU|Ugp^)vydFqG!Evk^qMT9ao5*Y?>ktJSlbP@}J+ ze;=pXLQ_rErd<`iSW;hQ7#S>Ubu&Hdt-g0FTLyA!{wZO_ zUdB4*^>o0pwqWHjmGY9R7d{0(a!r}|`( zw;ImwbC{??0&R9=?^)h35#mcc0muC(#-`+Xl7qckmltA-wl<#7R@F>q^L{{KwLfkY z2g&Wd*H%QRJ$Krv-(%2z*o^ra2JrZe$+KIAXQlCrs%0p2JHe zr9Zx%%g|7_t&&FT>#R zU3x4A{LIAfpIeeF>QO~VF8bK6X13^2L%Y0_y)z>1<$<_?NIh&ZNlLAOL7H8hDviq) zXKd^ovL(r`Fi%6JYaEH9ppfNqvmk<@w5LSSHGI2)Xp!|*!PwfbBt9R<^t=TOUN`g9 z*B4WYWZFc;Yb#vQ2)h1}*XxsuZ6Gdbotr#~_7TTv6e7%yM?JNu2J*}h_wIJEG4qxz zv7q}Dk2w8IZH!Vk&}1;(MNGZ4hP7E=I=@%njX3^>nr~(BMyIyn4VecY1<&I{#=eB7 z{l{-nNCGEzq%P;oBXukqtG?@b5gF2!`ZCHz=^tkr?)^qoq zMdMXL>{=|>KgMA*1>h0AA2}T2sH7U{L6p`;+xajkhDTkKt}uNNN9QdA;Cr0~>ACkk zNFl=1s7GyiUM0z3stGIOluL&1uSncDG~#-p*3hlvMlU`&~7@y;etiT!oE+$rVg zL>@n>Af4v-vGKg1p?EiaIy>y_Sb|4XS#Zn~VTB{?m_!i<8iq5yr^Ng`6aVO&S zrAJd7c~R-Vm5qh!7P!sP3H2p%m*QpSh75NQlhZvB?;lGTmRRCxy2LBE`%K`IG7l}j zF&ylX=oS$Vm~gN>V}ABF+6?yo(`j?#c~d|wtMRnZ-EZZBFJ}-Wn%Kkz5;p1&A{*;2 ziA>w$jNDc#d~ar>RdZ0xXLy*E2lOh!OXyKV`1#65f>QY#;CAZw@aOzryC9I;1XyUq zt(UDwzhk4+Gn;3<{Rv~o9fL{IO$wHYrs5d^W>_N$fJr8F3k`(aq4=(6)My z2zsZe_Fglai?AjO`Lx@-sJ+nQA^W)kK2vJ{W;{hbnUu$XiCf>0JbCY4M+o275LurB zQ9|x{l)Icat#n~75=oug+Na%e*qt8Ychk8XzPA$2jY)ue-I;p8c5(v?B$KW zl*u6B>Y9lZ2Af=6 z_zoL6FiI~YKO+i!>Q^OspzBEMLA2&d{0e;3PSxb z?U76JR^3l0_7)%LeM2JpIR+0_81N=F>>!Eskz$ZteY1-7R~NVOsGGB-{#91~kx3CJ zc3Tj6b!Jc$aczqp%r!bp+cJ$oKYa&LkVfcn@X3vTI2?Z5d31D1QozY;s}B`-3JR3I zbF+Y~Nvk->Hz6*h2x|sRCOI?wsMNVPDB#R3azqjHk0 zS)4?04N9k=xg6IYRS3~NsIPU=sacBIzABmpRu#gF=joQeXe{F3S~Rbshte;#ipo`k zo>WBhmgNty+?^;`)JAhOUqjbR181dBM7n4rc^^h<2oFyrqoQsRJSxv$Sl1zLE|3$| zf>$$i@YWcyiowsK6UJ-ko1P46Q{ArT>O~uwPW#Gr%@lm&mYnlqe{=M!aP_Y+X(O8d zI=yW~yD?ua^9?+=nJQKi;F^HA`VeZb9s&1qjnrF%LAV+;g~W7tJ03$otU~%C;5IHG zs?goXzR;^rtSD+Xv(A*`+TR$VhHBrL|;DA*+CZ@*I%L>sK@fN(6 zIscySJ8{UZ)$eACITJ2A?6}f8h~vDBmf7T_jC-!BAF{WKRCsFzZZ4cJugphpwu zq{(gueT%*U)IjNrd_10Qz}O}lGO6>g7jgCbds*Jg@3%E)ij-dGoL(=y0fXL8b_BiA z`|^Iqd{&>Hesh)cnR>0Vi{;Q0EPoYuH~o~obbo*$g6v>Vrj@g3*=1X^HA_jIIy6R7 zoszkOa>Ab4Y0y9)bUvsaV#G?i|iYadHx z!E|a>z$sBcr{v^@+DoNWLXu3jd)>Q_-V&K3i+Y(PY5n6m0$m_$k)=`zl=x zRH8_S%d5_eAOPb}X`1Wx_{sk`WeAYNXQmsGo(}VWVxQe_9YuO7K`-kb3f=X4Rs0)( ze^^ad{QCHez48uIBZiX2pN?u@tYrGnla~`H*{jAT09IpLRxfbnq~#XLmCke6%1-N< zbMW^!PfPhF6mGTno!ZI0_{rHl$^ZTBg#+R2OOBsEIJ;*(kKcUTFHqFhyBkpGzJ1W= z>wBaUUUX}}@ND?9PVw6pmGG*S?SjoE`H;*ful8>&PQQ=(yty9p8=zXaq;!&cVHHY% zGXDk`cTX$4ZSgx1kbC?t?0IFc+nl$Y^JE#bRY&e~4j_EKI}hnEEsn%FV)m1z3q zd@F!1zc7RKf;Qa!H(*Zb#QU%?g7w0LK;m^sXk@13v$HFq>wEk%N<1=WJeLbwE>ks~ z?7IJFT3h@Ls0rU$TTueboYh`F{y=!6O08FKrU?VJpy%;W)ALyCf)F7y`wf^Ke)$mU zd184X(MfnG!$*$`%9rFr>z^#2r>$%~`sI8{2+LNdKKOt8HAap)IDeI{t-#6C00#sq zS@xrgS61*RP7s{oF1q=epFg5rv`SOL z%V6^Ao44fR*&y0F4+ZP|hV3~D-TOMv5y@$;H43;t9sL!ZW|4zF*iACz&Rm5iN8Ia>n^O?<4C+K_ zQ**SB+TQL1li}Kqdk$`!O!B_t=DK^L&XItl-{I1ux+5XWR3piyGfKSn?CqOxaik8z zmNlgyIAuFn@xAvD8y`;wlM0<_h4||-#h(~Th9HnpTOoOObi4{YG-J6G6m3tcPRq-E zvnwa*Y8J|T!57!PXvdh(4seSHjS_NQvfPX~GT*rD6dz&QZ5$#ef5``hn6j*3lO zg#s5kJ??IhWYKxzR`SOt943yTMxOWH7%L;5JHmvj7F$V>-_R7C@zpa-t9d+kB7G=X zYw==cMYFu|0CC3Tw`;b^+_3w<0V>>*96N-$tn-h^+CJYry6f$UQj#OidLTvY)JE(! z4g)xPjIU1`ajU6;Op+F+`5za&xP*7gUC<4wpYF6eLq=p(Wxf3SB4>s=-ZDWX^xk=G zHX&TR310OjgI#Z5@Gdv)Jqp}*VVUl{u}$i52T7lG*4GA)s5AQNZ%IK zNZzicujgAA7y(Oy0w#?pBpMqhx5|}s{L=VX*_*AG2nUu?@=pEagEF~+Lj^)!XJtQ$ zp|7Q6J+^tVEUI{P_Q5*G)D&8~sE$>O$=K3`6VRBZyrh(MK1c_5prJlHsq7#G+P7uv z*c#~f9(J<$=!e{`H;fwrRb~3his_WH_rBZ=p;s`;zDJZgW%#G!PEo50m7Bkc@Uwt7 zGHU+k4LJw~kZ*grRxY<6`Qu^>@!|JWm5psUQP^vhJEY&O0lY!xwa;jE)Hk17NbozzL2M9&DS)35NzFTVjU zpF|$Jpx3Igtrr0nv>ifivcCrZO{)AQDqLGH0xf72i0ZBFzvGZIHxqU0jS=qZ zh!nifugk{|KZZZ+_zzJ*cz&~cKj%Q=Y^>=;v@#fiBy;1&8pXDei}7WCCw2Z;4_qa_ z2{k+v15~%N_P=NfQ!4o(h-92ryv=S=uc*xSE!KMo8==ojqsVq&;|e?r!*#pjae0~f z$5PyY^Rs1uOYKno9t8!beC_y;0k4p*%h=fDas-on{NxH;jL5OR0-`?{sq#3A1D9=C zb8NL$Y!n7+Yl98AJGy@F(G&7{D9%r<(gH#D1|ru=yBj-Ykztu$Y@H?q|2Y?oJx zIkS{7KGInCqbfhri`@PRndL1dH%0FU^2Dg_n1}V)Vj>3~jz&+4^NoR+CMG$TimJ=@uif1qr&5oJxef;@9gAb9fLiN$J1^ok%J`F_c2 z6*ZbsiP9yX+cZiUFB_5`A?q2bsK+@4PsWMpWCJO?J%TK7v4WLRWGtO=|2Ah_rQ0bF z!Yfa%nDbY)ibBX;f~B(ab>)>|vdVGIbWEBlvrzYuiUfTt*%|isVL^E?G~1y$F|MNC zl{oT|**tvVhZj4SrmhG}T&@WxR3^0Au$9h_9Hz`(RM%WXBlUz7I?mG*?a z8nuWS;{xR(PGp@I3;mQpsoX5C0h*OUa2 z)?Nft-!N#em5Xa6pHml9!wHm}AO-#;LV-+Kcwc|L15S*z>+qTm|19?jFKI!}NHl8~ zC#2stNrBWA{;InkED1oHt5@yu`b8G!praT7b{l$t(|W2wTeIl6U6PHvWTstWC^ua8If!~77mZ!JzYN;x5&k5@Q z>Zk-7@TOi3sfZdx8ZumnM$$KpM;;3>T3)5`{P4-d|9$2#&iiH+>z43JbjC?@VWwkH~E?vdvc} za5@wG-K~E_c8c@M-+;Bn6ZXQ_Mx($0XpjO^z$&$uANM+oETB%9uJS?0!dgwoKytI( zZ-8)gu*Y`%%rf8B+%o}=X)f#h0@tEG@*%MVE>sR@f6|th8SoYybagAk;~QI;=(G>U z-`u^j=4M3ktV94eI*tWu!YKaW-Lx7QKD~BElC% z$X*M3O@FS)P{VNAExXD4=5*ymHNMAs7Q@KzNxqZFvNTk1 ztn*oW{?yJNzPbuk=bIqae*}*?WN~S8YTuKCx4gHpY2{L-jbCX#xV!J=X4^tM4z-mf zLOG~0+haxKV_id*g-VG7u1lEtJPphX)pOxY7_C`%@KzZN#tZqsKaDH6(?!o}rYrN( zl$K|2vF_l?^e#p#M1(vZFjr$KQO%WcNTs4GRv=Yll+J<_D}7N3q`bTI@*a$Af5P{Y zKiZIE^=ePv?FHV#f9+mxU)2r%I7@+gX9;)$$Z+hp<@93YkqH)%0EB@6cN_eUa+n6O z64Om2Le-(s#UM`L$WEVBH6Wa#FIo}?2-Ao{tKMl~JK>0tz_oA@b#YqxH&T!jz4)<_ zPWxV!K^c&;fwH1YH-=UYaIx@Ig+u1ED$-zCsGfRv>Tgfs#gKP0`xxys>ouE|fA#6G zPh@WS+lv!64VH$w+n%df)ADH}bBCbh67< zRDe=ihKQW?1w>JIswx>* zbbT3BX+*WVkFwybr8W9UL!S{E>3DPcjK^jUs-}Z|>c~S`-6^hVt%8&4CJV3=80~*9 zZ0;-~w$R;XC2mSA$#DRhj+n}As=15-&SBkfb(DIlR9UY)KnY^~kJ!kW-P}~um}*Dk zTqHB}rAlQm4HkKyyJ$sqF(P(w^I$+Wd!cP8R@qehW}bLiK`Y z&rqW!m9p)H0yK1oVLNlR4y5-&Npla>Bgcdu14Qk9dsruo23*lxQWbY1u7I_K8Q z+!8f9afLh;p_wQOK7H<5*i?UF!&vU6nTU^)lLL>zu1P+9k!mx|gCMcTDJ0k(3V&Eu z&lHEM;@})fJaoU%ytAb&h4T#An*k!9#Zc8h+!wSk>?vZ2n-UPP5qK~+4Bv7^1dwRg%0K~l1%?JyP!K(P;viNHT{;FUCNP*Y!$LqcrYZ$O^*e2Mif_Y$UP+&BR%=B|l(4%SZf&181rfnI#8cp1}zB2iE ziRm)UqSv0nsMrz9Ru7f-fuRuQy?jZ8PrzW2zpxRmhKm9jE^x@Bu7@iV&SK)5_?P}v z{P?i@$M^7;Y`$;FN)&s{v6AKWI!aUj$c6i*RruIC@oSu}aa&kQ@9oo`JRz?T_QA+F zXX6)2OiyoVw0?+`t$n)-^EpviHB4f3S!n?Zq63pd!~d7uOM9f$YX4&WIY~3nMAfUM zJ7rv1!!J;%yYqi4#dG<0hW(?k2Oc(WAhiP!s;ti{0>+AZ$NI= z5&ioUjXm)k!R@ziREL7?Pq*IgntS{CkBT&&kFB*7W?Tk*-A#I7s`t=`Phy<0TRq%j zJh8Y=%RlF{DSOj-&bQW7E2pt`-*4&SPtCf{B+llntl52ZYPzqr?U%227j%ZKi5O28 zK8a5{8a$jVoNN5FwVPq>^fPPtz7p^G{@OgVPu-LA^_$Mwq7RcUn{ya7tTJ{*U)3qN z{uJHx~1RK^ppQ?bnTzs-Jgz;Z~3nH zUjn3dPc09u>Aa)oWgAs)`wIh&P-Oes`PJ&byL=wXb+uIVe=77}P-HLwfczC7h(3wX zQ_=tSlGj`bY+h*zdimc_fN<`M|Vs@^=uu>3BuPiNnrGXA%h0v4c~+2M83|Arzx z66zn~I(V|lKz6IA&~qR^8k3Tl3 zXLLpwopA1+vi^@-gEu$n?Y;lNd-zrRm+XgBR6omoH4_y!Wr z4?mi^+sjYChl_5UyW$-rBkuE>zZ9QC32g)ra)Oiyp!)|adbwT^phTibPG^Y?%Iw!H zw_9YauT*K>NAY<1EauF85$DZR>#u_KM~=Q{pDE>%|L{VPAu1mVhb|j_Tp=qy%TZkm ziXr{+&{E)`vEn=#q!VoBImO3ix`cp`ZBc$7P27=>oz}CqX=k6{WuX*AW zm8;41O9>ii!Sn)?lwQ4Sy5HjhqBoQ0TRua}R*X`xNQOv7rMJsr{9XOK*XJECW8uQ$ z7A5t_T>f%E+{StjVoI5W?W5D4sK@Asd9`2((&JA_9vMyP7pjJH0@uXt=exTXs4@X^nXHR3^{Zj3RQHM%Ut`87{l-dZgMGb+&u z*zibep4`2(*z%Tucu_iobO#ub{0lK_%9>wU0kYuBS zfOz{KErV%bQ2X4AvXBH;eOUhPu&#;UwQWDVc+3#_kWePgJ(FbO5u^^|mD=r_(Z1HE z9Vzw69o{>%`mCY+KSNh4Pa|2ZLodp^`h14iqT6=WbgCH5l~WsBXzb|m7wbftB+h@o z>WhKrP81j?NpULd4Lk@eQB{~~#T9Dxk#|xx4YPg9F}^oE{xcjwb&Vz>Z2@%}&ZwIw$=~SxxJ+?w9_nxg|&j2M@Z5H%|CO}~%LURT{yTueuZ9qs1^ge!iN`4wu4`v6v z`_kUmb5ny8yyTF)8+>>Ci)-1>7aI%1dso?Xq2!!*hKkrpuH$sL$U5c^Oe+MI! z8DbD5(VF6RsL3Jy4yafIMlb#Gx&P%-42=qE^`ZAzTK;U)8*K1KwtR4Zeo=>qxi{NS zE*sg*6>C%7(NCp4aWm7in~l{pjip+r{&eaA{?wPQM~Y(edoqAHZw`{{Yc0l9aT6aX zpD-F2Rug@slDSg@y>)cjeY@%J5caQIp)n_(X(KsabY=A|CJ)Hpr)BJ`R<`AlDW`K& zw!d}vZhhm{na*P?Q=Rw5$op|xkHw=h@=sPh%2Y8LtkVzI7Q=FXhKsH`T4aKCI9W_0 zCn_^~gfNLH>z#h98H(@4v_@om$>Qb(Y}!-miPVaZx4$lQITPaGe{FjUpNGnAH`(=I zH-dR4==AD5LXJ#~RVLhYb6Kaj5ZcD<2&5)oQZ`G)L6jUxTB7_`T6A3`L<)ab?mLHV z91+OakKR^b4%IJa+z!yB_l61jd_q7Z)VW5>;wis+bTTB1a49S#w`!zJRbdI@1vQ#u(l~W;YQRiD$YN3yba?%(JjZ_xI0O$n) z+@3(SK|ds;S=fDBU47knRI|_8$&{n31d9Mg!$72=p$CE0)mKk!`pEBNCXhkJczG~M z(zuF8L;r^Xl3lFSZcadsJfQ3(!a3Wwc;8pe)jRN zbPc%|B316wrD+{LiJUif+@OLmvOMoIU|A(GJ3S?hlUSt9Duy07I+FJe^2xI=^2-=q zJr&6$a7Q<#i08Pc7)~j3yEU$=L<&=S^-J1^d`TETmjf2*evNXRD8Hf*eejK{{5kS(K$QSQE_lUHXmKIWdEB;R0S97 zwMQVMEmR&^*~c+xJEO0}_=Ef7$)C*5$nnGjcWMm8$*vXC*K#^J5l(|`Zc*V4P4aYr zR0A0vwU;jB%a5Vh?{2-pQ@U|>mv@~Nv?~d-hCVHHJ@g_ZrKA302JxYoHKNeA5Qcz0 z+XHj6z*wZVU~!GjFK0hJ?r{=4}uf2$Illc&~`uWh~SN4 zOR3+lkATD2dODQ>9OyMd1;*ca@sVw z^T;_VQ??Ch>eJobc(+2^lI)<1-pw4<;w7YszGy$L%r?$K0NF(8Cb0^cy(C-`zBmD2 zH7A#F#6)LFr8QNkxqw-QB5>vsHe{4_PYT37^o>T*Vn~~a2Pq-8j{)gU0~U|FXr#-T zmR_CF#%~d_w*TJUiC!I9v2c}~3tCWr&BZFdlfjNo>akZ#?flfyj#t$$4a0GG-aZef zCg6Zqq(ig?$8@5?^;+r91*UwKr&A9>(vkKc@`PJ&L#!oc_5)5z`I?Ur+ZoXG-ddOx zO)3RoN+pQLgZmfx&4K+{x$}rgix0T!=#yq2Lph6P@?Wdqh z(QnqPkFb_nVPX{CoNk-8+mgR^evfeEO95SjiTRHMx_A`@t_9(Xj>vDdY?~XmE=pWYu8Kf^qy=# z-s(}0UK}1fQ}Zn5YtMi7cOsP6Z@_np6yQ^EsZ^6#6OOa4RG+-TzOP~7d_lc20k4A) z|MF(xb`9WAcQa|1pZc>PBnnKT#`!+xrktuu(vF<}+wq$w%sV0eD}Fuu{kK5yaox1^ zTd(TzDZCLJ^n%5m+MJvo5K@6Rx33RcyVOod*IH=h411JdE6^i}f)1X+ZgXk++oiFn zfDH~Ec9pXD(yyD%%5k49CtHgAC2Z(ecRR&vQgW0_jbagm977&t>#T3)fK z>aDJ_jk@}!Y@{mZ8f}w{;{Eh$AK_|47g|jii|XXdPd&(2Br161?8B$0JAOOoO#~*W zKgx(TQ_RG@L|dYn3aAzDx}!46CqIlbm3SU z`2_Bte5m*DHms^DrqppBAq{R>V8$n4Yyp9CUCr1Uq+Lj&j4{DSgr zPE3iT0T_gH0q5$M;L4E$AsSEe@3)9cUnRq_1f`|=M8|_o#h+DH`vKyY!=rEiTw0J3HQQ+(5bYLKbYE$vL6m`Im!@I! zYoQ>X*?=+U@j)}^K$Mec>7`OE0p#JCe-Ji26}s}`#yCmiuk^!*<(hxfO%VWxhpCOf z#E&lT^yJ`ftxhiF1N-LTtD6QE0C1a!*Jcfg5^>FT5=ZK-mWb}CkX2ZN$Os`3vY)`o z()#+?XXE7$zP~tGX8z`6(Vy@eQtKADo1qs`L7@Datfp1i?Kb@J+A%*r>MTO86Uuhu z4D%N!%j(p>I9aY}5%$OX3ys^aG#dxw2G9t#fZSXQiayyCljvs-7Oc$fRuC6@P(0sp zm$se?^y#9}m1yZVxdT=#*Eu!LeCm#ct?#M{wcOjQ4YZd%D;(e>a^Ljh%K{5RV7Y_u zcxX7P)F$Hj=xDSBWJEM-J|D`x$mUY@Ad{C~azQ0Luzmm&RFIMFd)lLBHDO}ID>Ov zpv|W3$zR&qQ~{WtA7=qpl1rjvC?4_e8E7tmHC+tUf7D;CcsrLspOo=xH$uDR9p`iA zuP2Ansu5ffTy{0>$q%N~Spx)mXns}$HKRW%-XS0c%imGl58NmGy5tP+6A1*ZiC4{% zRB6GcuJO^hSKM(ME*9UV@D166JtkOvWQL~>f$K&rem@KSr?#r?H0PfVvb7i}H?s&(K?3F!Bu!^^Iw63M?j3!)?6$uj49$)=W9{0#E8E^pP z^@i%h#vcv1C?GRMuBy3~^4_O#;hf%6%vns$Il3f*xh)z(r;;n@a!6alR4EPKT2tP) z*5t_s)kyCO_4}6^rV7DB?vWBOx#Y8j!(T41+`9iQj5uvNZM?NC|HlBQp`xR;g5>F& zxVzi~KX^F$FCEJ{}t1W$$K=nKJWYh@IN#AuYvT;}6TV0y`ppR(0h$g%(yD$6+Gz zWnH|9p@X~hWU$Xw`el0l51#@nh1e?A$?GB)H1l#@^J$7%{;bj{otH0j=gG2UAA-r9 zeAFpR^b#l=OU#(2p2*QdXis`jG+c_lsW=FV(aryjZwn`#>L+KT;7A+bmUY+11%i1J zdU7MzO{!t#N@3G!+yA%2aFPl8z(iB@B`$MRW>-_8s65Nq*w`wCNGs%%UXXfGfChGG zzayreCzu|tHy^n6&v`+*t6^WC356^Mz&d4v!#UV^Hlb@KpP{`CD}1k7`xhceTOCg? zZ~eWSDYlT(b@Awt@IO$ASWT7zM?d;i;)2YThjI>M?uP>O0rWp))^$v9<6SjGvLARP zY@#w{wA_v;cQt?|Ac&#%tBN$?ypnCcj50i$6}8fOJ=JIXJIC6#;sL7y5sKX)j>Z7= z-tiGnTpfc2V9&|1upeEgkU=lIPQP2jg^aW-a;a_X$w_?dp$gRZm!l<@BL^03Bq*4z zHi}}S@<=@rOv-pMK4l+>bWfrr-R}NC93+saU9tO%_a|sMXF7tmSdN{?O1tzLj$ZNT z!=hKlVbYwNaW-q!fxs+gQ&mePl|@jCycy`& zDD3sk`$hiiMrPxIqqJF|Jn{5ZN3`bf!Rv+L(S)@r=4CC44I*NTEjgml zZCuud5k#`6__D=FGMfX+K24=OP!JRMyw&4doQ(yPl5@cwIg;w-VK}m{V(({fn(bNA zuRHmGJ4iTpZetJCyhVn~)CRLlz%VrSurksuHrzt2NK>*$oGdzue!Dn$Mo^t&@YakO z0WI~HFnU?{*3px@`fhquMBXqbdLv);g-_#SN9lF=6n9Xu^IaS=Iza%g*^@n}j3{JR zS?Ej=bD`-1UjH2Efa_P0mG7Fwp<3V`z?ghyE?X%zJu+fnNH2g8FQs#T3cj?v{_Q(* zQo=S`*o_4?F;;9|xjZqLHHn1P(9wK^_*Lu0oRETK8RA7kit%uLY%!cPFKIuh>3+4gL@m%Ij@Ec&qG(%-7)Zm%`vjX5N0+Iu>Ftm${V5}XCEeY+FEE0W z4**W#mweMo)*N$u?pS|qgsM^?bUui~<3kS)Z)Te3@yw-u6LIl@gc}(43sdLnVxeUCi%{i0qx&-3PY&i}>tT-WcM>s;qt-~ai2 zE&)7R*Yn?vd}Y6yCJX;wxlLKx@rx_*NKs2w_U3p zF47`fBi($ZDx*z3$LP&f4RWZ=;)#)};^e%5qRogRAv7$%kDyGiehtV4M5k9P>fp5_ zq?qYzS9b~+d!i#2<4;jHtUy`JhqK9=JXo^0mG5*uomieHQJ@P`;G4G=vE~;+&X~Y% z^KrQWNg~BT-j~hL&&SSUBSEWFMx=0P5}N^y7nC1}{a5TbA7EqJ*&xAk6YkG;)oIeo zuce#STion`@T3L|fvaJJ1) z#rT|&Hh99(uHd8i^6S3i&SNZjw4YY(w9IF9_)SLgy1O! zSdL1mgxuMaV#y=*L&A-w4%}1kJ?cJtwyXj?j5Ka=epx=6dmuV%1xceU)e%YkTY{eJ z9&b4)k|vr|-JZaij5V37DA|7DC3!|02m|r<@0;v6CV`qMPm4Oko^zs|Lvwulznk%g z!>DqP2ClxgGIHz3)dGV&F^p_NWBQC5j0#jASu(8)_*( z64ww3P$>`fS1DZI6KJ1xf}uWmJX3#OB$s*oP;va+ZIhMO3|)jpa1RpWmwD@@k1wup zxlyMTqhejr&+X5e%yNEhxbSLVV9Vt|Q5Qq~%9Dg24*hT-)Rve-I5^a-vSg#YZwO@_ zg1M=EA14Vh5(QHsZ1z+5B;78b^4JJOD!djkw)C`qaJrO7S0A$S!3$QV zR-FuS_{}#a?#(j-nh9ek)#E|nNrXH<-?;V+!t^B~)lb;5kL-9uY{cGrPW7R5@e#<2 zY4?kEVaLox;C)MpPD>UYp!VePeb~8ETb-Du(4!KymBljhO+$ylO()c5gti`57Wx6P z^1wQ!HiPY_&yGz~D4SaEobVQiH4U{J?S=0p!lWd|KDCZTvr}cJfzO!sN+;VkH9OAcyY_<#~|14N){Dbf)+|Wr?w00 zd{DDL%GH+6H;HShg3;l5Qt9soc)8*llLswH2fTRdgUXQ2xq=maJA^?F?qy15r)GOz zX(O=DPZr+Sb4XgtZ8~|E9cWpgjn%$GnqdqJ*MO{IVnFKoF5>0?)N8Z6qWfK={9eBh z+Wm2G9Ex|J0XCtVA3z^s{$b#-p_th3tz+84OdIV#nihvz0Hb$1tP{j0a#t>CU6QgY zjK1YgJkxUC)|PbNynvL7OOYn#boG3d>&iRu;!{(_p3({MA|@TY_(r_sCm5Ce#iQ@kRbeK|E4kYSk#AAxPRgk$Dj_Nr*Q!!-M<*b^!`Vz8AOYU|Z z(DTZUgCgtCUOFO+bOZ1XM(nV5p)z?iv|ZzrV`?x&VOXlF`R3htaM`X4G14_cda|i8NxteK60aI& zN5^_5u^2J|Q`->6>~c51AX@V8a~1>Q;$TyS_BKowXA}-d=^}AZGULBbJwCi+OJ-Rd zOD1ABdo?($t~HiUWB9=2l?;&(8A@76G9%JUoYJ15H^vxmmJ2+hvN=qFPy8aDd{(f-tDp*NdV*7)P3vI+e@Q= zl4V_v94lzqQ`ukI4%HKszkN7eajlKrn`v>!0dnzFs~_Z9R%EcPDTlDe3GlOANLj!T z$7&hvQ!4iPrkD3@fXP-Jd!O}YcKgZ^(*d~a-xUC|8=ZtJ)miZa6t8>|5=Kv W;Y0+tE}tz10D!{LeurNDbL=mL=vU|f literal 0 HcmV?d00001 diff --git a/docs/images/api_map.svg b/docs/images/api_map.svg new file mode 100644 index 0000000..168b8be --- /dev/null +++ b/docs/images/api_map.svg @@ -0,0 +1,104 @@ + + + +KaleLinear API map +Transformers (embed) vs. estimators (predict), by what the learned model shares across domains/groups and what is specific to them +Common +shared / transferable across domains, groups, views +Specific +group-specific / individual to each block + + + +Transformers +embed · fit / transform +Estimators +predict · fit / predict + +MPCA +multilinear dimension reduction +fit(X, y) +transform(X) +inverse_transform(X) + +CORAL +correlation alignment +fit(X, y, covariates) +transform(X, covariates) + +GFK +geodesic flow kernel +fit(X, y, covariates) +transform(X) + +TCA +transfer component analysis +fit(X, y, covariates) +transform(X, covariates) +inverse_transform(X) + +JDA · BDA +joint / balanced distribution adapt. +fit(X, y, covariates) +transform(X, covariates) +inverse_transform(X) + +MIDA +max. independence domain adapt. +fit(X, y, covariates) +transform(X, covariates) +inverse_transform(X) +no purely group-specific transformer; +see the common + individual band below + +common + individual separation across groups / blocks + +CIFE +common & individual feature extraction +fit(X, y, groups) +transform(X, groups) + +AJIVE +angle-based joint & individual variation +fit(X, y, groups) +transform(X, groups) + +LapSVM · LapRLS +manifold regularization +fit(X, y) +predict(X) +decision_function(X) +fit_predict(X, y) + +ARSVM · ARRLS +adaptation regularization +fit(X, y, covariates) +predict(X) +decision_function(X) +fit_predict(X, y, covariates) + +CoIRSVM · CoIRLS +covariate independence regularized +fit(X, y, covariates) +predict(X) +decision_function(X) +fit_predict(X, y, covariates) + +GSDA +group-specific discriminant analysis +fit(X, y, groups) +predict(X) +predict_proba(X) + From 9637d7adf0e4e523ec0df36b1e958cacf54563ce Mon Sep 17 00:00:00 2001 From: shuo-zhou~ Date: Mon, 19 Oct 2026 10:51:23 +0100 Subject: [PATCH 3/3] update api maps --- docs/images/api_map.jpg | Bin 125215 -> 123423 bytes docs/images/api_map.svg | 8 ++++---- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/images/api_map.jpg b/docs/images/api_map.jpg index edb472e61379d2858f9093a463f9568316e3620f..8b6d075c903e7709df332385011311dcf5ac8d8a 100644 GIT binary patch delta 95548 zcmb@t1y~%xvM{PWJL&kq*Am@yEF=uzd+2 zB#qdKs|z1%*e~wboTB-5VqRbt$y0pF6EecTnR~q!*XwZ$+V;xes8+M(@B_TmR92aI zcQDFN@B;(|g$okFKm$@5tI%qG=8^3~9**NqtD=Jm%gt7>{Bjb+Ylt#eMfXMDQ(=#u zwlj$u4S-%HUoulvTU4x>weO#4-5i1{I-~NYHHdmK{?|(Y*t9vLXT+oRdvnfAtz*Iz?HNpyvg z?z4IzmU58LEzg^q+^=r{I&hxNr!wzyq@N)?_1bKu5L7w7keA zub{uUNG@ATnVEkYP&xGWvT7;t*kIgf?j8yedlB*f1msM&)8wnv>Y$@PqxWI_$1W5i z&IhgWb+49Qf1GAtA&h1tj7IN6hXCL+{I9?-o?A{>cAu{PFF}OZH+6;MFKQjH^)2vg z$9m#4+o#uU>;(Osza_PQA5uBjNn&)J=GVkg=BKgm{@!3Ru~=xMbQ9nC=Fb3s84~c? zJcGr!5S1D|e62?f0KkP+_R-$+04bbSHa|6%(sV~R8;+Qpd{{;ZWU#GRV*cHvi6*wntFZ|`1&z;Ym7;*wmf5D8rj}Y$3 z8DS-MC*~)1|Jwm7;+|jv3qV4B)7HlhuA8S(#hZ)#a$P>Q_~8=(fQ)Alqhge8^d0=I z-Sf3U#t4EE#{8m_ulw!*`3rzcm}ufldn@nZjOxg#t4{ew>z4v&Pa%940KN+h3|q%k zxy)A(JTfh?x3%en!F9tc_*30*Ebs3@fz-pOSO5S

    VLiL1}bb*ss`K#EE5mmdYg zgnU8<0>^D)p7R_miPfOTBftqv7VZX!dSMxB!9iPER5ax@->NdYj{%+4<$+bg1RXr; zfc0R}o44DH@OGfSXs0fOiDa~yR%Q7WguuySnnqUVrlOg8#Kg?48zz5B7ZU#1It2Q> zMERCx1lfV8(heO_c+j>0ejUb#xuV*v9IxQ5CC~~oi8u`S5ukg$e{!~DI_JpOENWDpHj0_;FDdV7oMT2|9{DYBs#LKl z<-gDh6cbS;+{~pPX`ylz0x`qW0+9q>T^`0+bkG2=&mWxfKGRK6Wl};^U^JflkNpx% zKiA-t&EQX}c9-YbZ(%aADsPI@ah^`UVYP;hM$W z^G@w+OhDeNN#7O9o4pmqmlpk{%u*W?KOm9gq}lah3Gnrg8BUu62_TUJ6YlBOd5&jn zoGkcuPusHZrnjws{xu0?_4J|LwN-efB|f!P2y?x37H|H?<-&-D6)cZ=Z50#kf9~+- z?zIsyzwCLrWoY}qjr988M)gUfQVGAoe^xw|vSwYXzVXe=s|L*vpFsB*ctG=s z+4cQ$wm#EFfjo{2RsGY} zxkYrz^a85(^jyk@>j}f~&bjRbi5c&2Q~1C^OO~!8lnKL4WD@lj^0umteQ^rbxy(!3 z;dp!a^VnG}@wMHFXLe5Kn^A{@0MI)uCZJ3s>#;jWaf9Qj8uqcSYL~YT4(gj1#u&py zZrakMjT8!JUk0~>mL#VcjxD0iKNztNg^#otYH4RN7)wdH5Se=op4wzEQ536>=F|(D zWf*UTq^gs2@o1cl2t^gid`}EU-qy>l%l=W`bXq~T`lCD)x|JT`5%6&$eesL7Gb)rS zC<>DWNSdG3Tq~DQyeTk(4OShv(BT}rX;nOv9J7^^_-h==*2%dS*_g+gHjA0QF1f6? z*<1$~uZ?sH{N{Oa@TU(nzA;`X+@hvOo4D@T@n5{>FBqa5&TkN9cs@)A2&2&cUjO+5 zK7GN&esWQq+?bPs}XyeR-a{H5YeP=Mvkx%Qu4CKl-CcUeb6%Y=c-rU&UI@%bmD@(;F ztJdb?sU9V4 zqEyCSs|eoS7l+f%jTj~U)l7J@N}kg!c1uQDD^(;|tuOR6zZ%ER{Q3f}}{{nklN=$2xKR_O%< z@0kFIYjPR(C!Za4*TZ9r9#`Hy^Wq!hn|SOtU*v7WtX-Aaq+*B1v*=X7GAjI_)w-02nx=+=jQ(e}ry;BD zjQXr}$fWtrCyo<=1LLdlB1IquY!V=o)*)jQ8=uzvCVj9OeK1CE^#2MNkTYZzQk<;7 zhcoBjJA)&t$0a(`O5h`C|S@z~5PI5H}S(J|+96a~0`-0pI}XG~je`!N(+y*P6OhGwijX%Jo{uHS!Z4G2U{VaL{x8;N1E^4vNp-D-h4g%1rYDGwbC!tG`C|NKY0M{ zjQGpAlW2PQn4sne5S;l;jGv_2lnJOK&tCNOFyd_xkNYWKruEf`m!<_^*HD1<$c}{VttY_qhefduB5T3xJiHKY>{L z3Qda(LP*3Qn0Ai|8vWyy2NWu4UQ_MXFlq)YRd3cxwuq=`gYbX~);zWAtyzMxisW9= zLyKi?wgbsc;l1z(02Gu5v1%s0s@{8`0Xjm@pi<*k1(K2PfvD8qB!HTC{Tvtq2Yaj{z}r-5&~ zQ&4ZlXNO`GFD588SVZpqLfF{HobNFuY@a}O1lT~3r^yC!U)wf`zzvEH&kfaJYw$+e z2h+c@SBs8_J)a?_(@YHnS0U8=w*6*eiCt2n-!x=_Miiq9Q4w30BZ#o)Y2BRKH58O< z=DTz}{Zwyr{iO$NOZO@eHbOs@NnHZ|@M)(|<_s?y8#nw#t=wq%m7xkue3tW5&T3w+VrJLEBU ze%b!Hg`Ba*+9nIM8Ka7R`XHAF%-OiGKxv%A0+5!*@ftxi`Dgv}i~#5Y%fcIi!Zwk1 zsrUgobk!#NmjqNeIUljBbMrgzg_EgcE{2?Ho&yGMp8uiL@cj=t$2N{PA0GiDUg1AK zS4{1B5c@+ofkg1;DimOf7MFF#*pP??`mo+73V=&vyA zB&ydWwQA)${H>?T437XvZko3BC+S-+REr6ZJ)g_4RDDfjEIn>6Z3&lHfBpHe@m_IMD(%PdHLg(Z#Hfv)il|o1>)T5Ozm+<*l}LL~v7UsA ze@N^RStKrPiRB}EC=;1nKP`mbDRzo6$SK3HE*w5T1W%>mS_K7%WpRZjU@=Lu1SIO) z;Pp>RnkI$6lN%d#ls{KK7dv3E$#BF$G?JR9v5-CRLh*j)2Y`@PRj|d9B0`*kR^}`n zA$4Byp+}?3#__0p1`_yK6TAizW?pHEJ5IZ5E%d<>g@Q`1Cros#05)~E)6WL8qKW|m684@F#of>r~slM z)-Z|(l%Nq}Y|w9F*!T7IyA7lp#xw}gKjA&T$A0@Cim-W&IL9*V z=)QM?qKWZ9nZ$5FH!hQimGwW54cf%+en5=E^D!E~B+Y4OV>P&~%9iWEBmN(N7!i-U zb&uNSXy10WMbj zUoI-A%78o&^#4S_zwQY;$7?3b|98x%v8vsYL8BzDAT%f>O!&u604Ev%>IF0uG%O6v z3utI)kk%Wb7nBs7??9e!q=9FHkq`Xvp&`B<52!~?#Kb8z~<7M%hVmBu=O&FZ?3fFRuC#dW{D zdr`;IQo;Q4ILrA_ADxLqbWR0gvcgBeJkCi!>?ha5PK83ltCO>$ePFXDO{1w7W4-U{ zt916dhs~qu(0u8JN5D1>$sKU}cVO1%UstRP#>_#BFg->J*vt%0DcJjf?Ffw?%e?g^pe>!&P@+7`P7AdPhO%rt%xArE2X)nMTH4 z;E>~W+k|-y-Agp^KB^I#xz2PEaca@(I?))W)-@o#$t(xxyvuK?#i73rRyS`oYe}$7 zHWI7Glaq)-SEI}CK+z=8Y^@#V`rd7~_uCJTUdEU`_o+Z+F0(2N2FScGl z2%?G%)2elKK5zAPs9=sb2Swt8Q8@0GG+!y$5%mH&a8oOdDQWq^Oj%7PT61n2M8obZ zMkn@NQy&pJU^O^%;r5$kcvP)cdSe0%1Uqh3Zw7Mgg|A9ZkUkMBg#;3*7oS3x%!+1p znxTxx>o$E>{|1s9b}Xt)GmtWG(6XYhC}Nptg_E=1%GdNxH1}1iGg4F?Jt)UQCl?p7 zy=;%$+HcaCD7NTW9qs!zuo6NAB^8{+s4|H~wOGh$Nw=fph4`7Mn_yYOwLkR5ph_+r zP^|Dm+q^ALJH&^2_|tM8vT+fiH97F%c;;#&zesA#Zy0q5)>rxXdIlpl##mG8iW5bvy9KtT#QQ zP8|&v>xR@(T+3UlB#;*BqN)t1iT3n5aORyQ$7K*703zQ#Fib`TH zeG1oPhbZX#djjbyIuGHL)P~T1pdQU~$g&6!f%a=TBes{cJL64yX-UpQrbS@&fEiRwJ#h?bf#tOl}DKx^PmH%gqoo&v8q zm5B44IjLB3mu4*u{)rTuc#+a2;5_l0er^SS;VQRyJh#DjyZJ+Q+V#KqITY=G*OP^v zU86LFh8=g0&cX})+;Y&DwChP~p^|B;Lu8apgS=1bF<;Z<>L@TH^-VCpqfxsT^x@U$ z7>ToVFf}I+#ha6=1hIM{1hSsYk7!SX`oneZ3Zb-?aagl;!9=Km(Pch9# zf2>FX=VaH{JRv%)UaHSKqAcdQr!3atuR|EfE`M@BM~A`?Y7^kfjISh53S2akb2g zc)5qPENd5VQuH?7AMGEXa3PO(*>IOdsPD^HU5$yLTNm+KOMD&72}iCEtr0!lI|gCz ziIbP>_4=yf+Jywo0E)wKEt!9L&4awDeuJW@FhHB)AuwqsaG)$|NzgB9e8`D_YRE2} z76=yHroqq%ns&vGk)#0qph1Vr7d7Cbrva5p@*pJD>P>q^YBJBafLJ8ifUjNKLv;rS z?}>hzT+tCHbOXoKd&qvTDLn$(SBrb(+alj`Nf{TOL~EO0i zR6A>Bdx$Yv#AY9?C^*1?OG_!xLozoT3JkK$TOF!{-FQGkwNrXnT$O%JyFHVef;>Yn zaf~15KzdV-+CNZdIo~(52b4rf2=PKD`M&f;qb2GVv@C$mU`o7EySN5QAWG*IL;%mX zMx+b>CGF#FcI5Jk0kW%R{zR|UaM15SqZrhe!Vc`8LTcNVe_UeA?N2ciRQnAfbvSNO ziUW!9tZFF~Q{s)5UHMyfXwtgrtiO{i%in5melHG**htI<0h1=aw`A85u2a&CaF7lBfli-9paxLe3$^r$LkBXHpB<)PoxKob1eS zy_=k+iMqn)D-8Q~8DoD`g}E79u(B?KM7XLVV>zNDp>$DNuFCkEwpMh3|6~DekH7qZ zlNR}xdjV64iW{z?>8azeZk{-&EWfx2FtuQZ6TdopS&6_J_I>RfwU^>0^7l%2%J`V^zdB+)NAc3tSaF|oy z+LhkPl85kVld-TpixdCcPd={6$RE#mB}eMzE;)*#q$9TrDO$-?A-qCrEMAsTwbsJc zO+Y*9)k-7tHN682-e$V#^e#{VPRPzBOFAY8W7gb&7h=q{lAz}^7spuEin3D1{P$w^ zIK0HB=IhLp_JwJ0wGvMVVh692tUKv5?0+$4*b{!?R>5Q)Rp?uojNpV1+v#Sy_M=-?z!(2^A3&memI};?=_Y#$hUf zhPeYx9ClWsG~(DKr=q}WX)6V}w?&l;h16PQQS9ZC+0-Wpf*Uy(O(Pa6M{d%!p|zXh z-0N>s?!Rb8RwoxU0n7D!kV90nlr&U()95wW8t&?d7tdT^GnPx-b?_bml57W|I9D(C z=4)172d##5CB}9iCUT*faPlY6YaxEBc})QyWKd6Zo3RinWk&3%#Y#h>q9dQZqNz%5KpZ5L{9 z!J4++wzlr9Db^7dTica5s=q3nDsJByMQ+dMfMv<`W>1(5H(<&RsdF|k{*>R>t3Yx#$}9pTe%+J`o{w(kh3$C4by=tm}x=b%!mjjG2P5u3dOTY z>7XOXEg&-z0-HjI>^*Uz-t-sHS7v+=DhndyHaag(OQPEiml{coz-Jv9yGlU1K)TL{ zlN-YxykT3q5!@R$Fy3iT#`p-a>o6kTFg*C#%rfO0_Yj_fezQ=4mRXQq%JdoS-M_5h z0_m{Of(}@aUV*HAXKuK**djnHER>Kg=)hOHm1hn*q3lbsUV2;hhBS|Wb-f<_%Fo6| zgCo*KZVqK&HHR{&J~C$-9$8+}pK-bm>ask0E`Xp#nuru@{zm|LbuAYPRv`1`-Q8&) z*KQa;_HYW|xH~c-bs`V#1!so4c&EYGo$Oqv-bgoOr{-Ocqy(V{5>oH_6WQjJfqGeK zQS0T$1)IXG*L<(X1pOCN_8w8XFpL zdn(}DLj(%q>O*m#nITi z9n41aYD6ub2U?*k#XY4Rrw~s9-27gS`MXVG?GU|jB#3R*tNG zqYNtGY_F;@ZD!Zg#rC;Y?lFnzz`_)3xvFJ8NYAMRVNkvU?(B{XiSN6lPn8#GS6BE7 z8wBz)_$qhd4;vothvG)D+;|W~THo;C2|jIpV5m_%r2-G~OoLCaB*Y{>a6b9tH!QXS zVa*r>x0gf@Y4ST+^uz*NPb*L#3J9yfWyAS8f(%B9(6$?Vx5QQ}5W&MhrHw;?@e_;^ z3?m1G=^fNWhhPM3c{B6?OP}4zjL}!@Kyk)`6gS*@nvI$Kg1*XFLdc_}7@I$}zZ6dDGIBlJ_ z-c_Q$^&5#FX$FfNbRR=n(ZyncXOghYy9=hS!`(q^uTRo^9s#Nce_T{(Uu~wKw^v?! zXw;(m2fJ;#_9%O<$kSuB-H(!AcN05byE)sYdT#2rOI zSuRgTh3-_=1+w3jza#0Y=!tt_h^N-m03q$75GgWTL)>wZzMB+D03G9JZ zh2;d&uNJJvORm&nR%%U)*Ta>S#xWRmkDZ&m$F3-Xt#Y)AzKN|?J>5nQ4)!&r*}}# z3FxL&t!Cw&h^C-#HvzJ06zRoRtBepFK09PNX4C>Yb!P+HIdft5uo@Jhh~A=`1B^gi zUEyfhU|Cp8E$O{u<^gv3#MirOAkw0slD>VGMpx_S@_~IIt26qKItA= zi+$B}2PT!VqIaMsLMnU4AKNN2aq-!z@MBxpPz3j2E%TLJ*sc{1YOQm$W=fL0m^cT) z@vw)=yw@r(4irOzbfd61e=5AA35Zyt?+)#6Z0}snA2739=f|34x2M+G8+-L*EYt$S z!dDNrb|DUnZNLCG8s~t%=a_?=Ws#JAfLNMiuOCkP71I3~sF|A*C=uRwAkSmRnBDJl z)=mC)Q_N{$j+K6OG{)xeUlH%+mG@n5-O;VRUvCAps?+Tsqewp`?HR0eVvl;|QAx&! z5}T?ZJ%|g9J;((qjX^^6nl8fhrirlt0sVB#6~$f?)-B|lX4NJV{wi^&a^0VhHGI-4 zpmkgz8&OEY$u9*y#%aYS3|+F}>*b*I_rFcpD) zQ6jYVm1+N#EnDzdf0R__Z2Re^fHnuu*xTb%+wUrpU#KJ6mTKbE%`9X#hM^+~cn zdBgVV+TzLL0C#Op=-TG&zdZubyaXJ)yWa8@l^t&?hb>ng?>_!Jiq8~7gyO5>$%k zj7AVqGOfz~2~H1U@a*};z298y6j3X+Ny-^DxQ?Vlc2vTFH5UV--yz74j~w)aj}p3h z5j4#A7UatJ7KoRyH|VYtyz?!F zs}KT2#t8h5c1!qRT-=Lv3S&a&GMKo~Dak$8q%!HLJ!S)ER!Zsm$X9m@-JRc-NCT-K z0rjhni^nfiU@lNsp1$*9Edk`_Zd`otTEU(^xon&g4h?* z33kH3DiZyJhwd!9UWAH0y=yEa5SC< z@4>Tz$j&4dhuJ}hmR~TW?nT8`Y-M8n2*5CWj@@+{Hm#-0LXlUsW^q9)0%V{90c@1I zO7#Q|0enXtYo)!~15lO#0jO929de=qMbi?9SSJ9rsI$0F)s%z-HwV7Z$O|)xm_eaU zF>s3s3a`J#OE|uKqsX3uM}SK4BVeEyLxXC`vwo<7hfUq?Vvg}t=Xg)BqhLML&Fq%^ zxrB2+LcwogGy2h}p_Ta<%anz7DeNo~Yqry&RY}~Q4;ZOX+a@cv=%LwYs6h52~#vK~)XIS+1C9LZDWOP@NPj zMtvTvirg=sxH#kv-h*B1EI+eius-g1+2mFr@8z=i>dZqKc&N5AmHnU8F>FR#-H^q5 zqyvvr*%t|4vskY3hSe^ZQEX4m#0Fc-zFljx-tO!wmqXRy?LkE4(_hF?ENDRaY|Sf7ivLZqL9%!_lc?G^re;7vw)?&KK_`R1H(_K|!CBe8j!Wi%bLY+>-hlR6QfEV# zkNaWvK>U@_#(rPBxj|B?`;5PDwS&o9-Vk7NgI0ZsCi=Vc;#oNjNSGUH@?N5HE0$)R zi2|*d={`zPfDD8T90L90(2R#;h9)2<4k*(lE+I`aezLMSxi`+@U>M$ zL<7hLTmFbrm2ised)R%PV4lm)DLH9=@vK=N)|KOM6?Y-JW-O&Vu5Yb)pK~|6Jz$l@ zA~LSS%otNW9G_gC84cH}b(~;?S&eK+NuP15J@Qpz1J4C2{STu+-j6nnvm`3ZRb!C) zp{FHKkwFMi_dfb5>j!RoZ6>hw*4|?Uhl>sqc57KJyTY||hsuWTd%lt3v1JSy++@UiuNUlvJ*Vl?mwZv@rEQ`-6_m48eXBb}@+`^% zhzZL3gAR=Smc-$Tq{}6Qo8<5K$`Mje(d!lPsC0YzRxy79ff}%Vcau-t>M}wp8AT$g zwQt0Wq%?i=B}4kAz{W^9V7MOD*C*4AlxB(Raphp1x*-us&w}&4$D%LrmUE->{-X?Xb%CUp>d{~oF{N6-E zcn9GkP;@)I#y&>X4qDJHa@^TQ^04oDZ;*T>UwXH%Si9F_&?LUWVmy)Q?KWM`o0t=D zn9WOH@-cgAaI;5dUd&z5C0a|b$#mG@wVnN$+5Uiit12rexbj}RC&kKu%i>>jX^xQ1 zpDF0AZ*zHv8FL2s@WhF*8mt0wSl%)SkW2Ci@hnVip(r87n`fRVIOrsc_K<{xb%Bk${)!?1fSNxA@RFlsPLYyO()6VCdnM2 z3I8v7Hl&O8+oHB5CuAOkRnScDYBD1r_-;gO6f zW^v83^cp_dgBw9h!UUi#VRXoe3dBLtbo_6IB}L7F+l9=Udwf`~7jTK@Vn47X22SH! zyZef22k%1Pvi5)Vk@)}r5smw}fK`xcg?@L3?<6Ri%J&7$G+#W(j>;0gB)!+}+g&)w zj@s?11P{Zzh6wVeHiOkb_~rE((!&=f6$k)9QR_g8_Q)Vz>QE4rgbj+Y68DT3qx3G$L8Lv%M(Ve@H^(;eiy1ldWlA!&nOr5F>rY@Jsl^ZqI3V<1!4A`Om= z4tY@&!|82;yd}v&UNj`Y=ej<@v-uZ|5N+!%d<6J+sYet8iA8K6 zeN6GyeM~dvEz-2QzaFb_N#FN``zDCJyypw#TXEIfq>!(+m-2c6-0gt4Xp8+IgRE^qS-j38NG6)9lL8-8^fnasi(iHaq!@_mhx&y9O^UUL1i{1fieDQ(vzBd?=P5BAjvAz|ru| z2Fv*eutNWCmeg_~V9|b6zDvJ za`%#c*q!oSs5;Vgv(5$N-xO_-w+0Rc$3R;C#u3=$OLz8n3WSeyBkg1!YJvPD-|yb?GqrVYs^a(jY>2q+RD+^3 zd!Oo+@n;D`QC=Ao5i5Sy`}*21eW0=!{1HrGJrpt+zXnt0<^Bk;Qzl+aT~-Bta@s+l zN_^F7B^$Ojg{M)m7^WVL+A8sHcTJK$OO zlOw$_Rtj37$)Jq)OT9bunmz(1p0(b7w&qipOW`YkK>;Wmwe>=rYVxJ1qS9?mJXX5y zIp$n#$5owqW<-oMd?Fj&nxGk8&cW~WXNkIoH#ezab%X8AkV;l21&O~njY$=01GTeF zyO(NPMIr`RwtVw3v@S$F^WbQFrg54=wz8klKVN}ZM^rxdY+K}%7>>j$KKN^PlPWX+f@(5oZgGWuWGFT~*A~a^FQ3qRcwe^|;~5gV{tOkmZCK z`ue;u`k#|D$+WQ`HeVTzJCH!qR~;q?hLy*-z$}}$~c_uB$34# zZo)eevhDe*g$IX&n%5%d;y-dO+Wa8Zu-iQ%d%EOV|e;cm(Db z7>!7oO!8cs;7)(%8=#SI)?B@bo?T`-uJjdt_J{n3Zleo%ib)}uv=U8}vFXngpSkbP zA6AR_8x7wlk6hfU5vrKpIyG3U$$u4hj?%WNVe>;p$1xWU4uNCA)pgw9)EOOc^qH`f z7srvpakHF!K`$J}ob3tGKDT{yVEZ?E)^|g7lpzPK<~cd2@4SQV(^@sLhknShE#PLz zVlH%Ps@b!v^@N?vea4*laa*cfGw!XxXJ1Gh`1{E&5$rrIN^O9{%6El%v$-hlk}+Ql z=-3Z*-|wB>dwfcA!BCUlqJk(@?`P&VjEmt=m7v6~Anz8AAd3G8zyeMUyAO248R-~q zIcX$z2)X{#mMY8e`V1Cm9qj@i0Waf68uS)6ITgvqOg_-3h6O2PB-^d`+O$vSe>$2k zHDF^s>T(|7c;}tE21Ewd7e!iE4J3L${G$GCcW|$NEn0qvA;#dheUt{$zdfncm7nyj zvXi49DNGmuw)y@zurj&mUhSn9AG!LW(K{shxd}bVg;lQ!@0yj0%}{3Y5|53n!HlVK zdc&Fl7n;$%tUo&Q zb)0h~w)PAiEm&EmvNB4gcCe%nQ>*vL{n_X&nhrFQ7DUosB!q+NIR(P4wrjbV5S-yG zEuJ~D0x@#tTdn?>xkjClZ0uqo@A4cc;Lr$IsHS^%$*2~h#T3b3;9-3u)h=RpqpA&5(Wyi;FQ`r!P-_kez=kb{1ypdmZ1$EsAS^hIFGhRdIV zyj9+SbX5uA9daBm!VB-8+!(&2c_iqQDkUgN1s&242{XOQ>V0@e z;FFd^a@29=oOoBziYgw6N$n*lQxyZ@E%@EAR}vu(7Yj&Ujr&E!I}|X8L=6}6j1XnH zTa6G!AObD2vv;}jCrD3?0(7K`@D~*kQKkmjU7YoUup!96BZ_vixTuh zjqV?9_~zh|N5D^#Y9aMOq?gQWLL#87><=I;W6Kv8zy^1azwrQ+BuL&w8)_0%ZW0gl z8e>jJYrC-VM~d}*!0U+Kcu0%3c?9ghYL@bmt4niG#3}NR5gvC0rAK*S2oM6RRd#UJ zlZRirA2Pqfz02-1Uf#G8_DfYy;>;s0b6`Qz)RCGPmkACyog_aEptr2FkdCB{Qt=yj zfRv!Dfc`oVFQ);#KYS^#N7=<<%?Kx)Kw92)xF{xp zCL4}^i=7%UUT4U;CQ}+pHpi(to_yxeqogp0;ddaB@CbMnHFq#wsgRmAZN-%EDR2M^ z`Flu2uY`8mS-zR1In69_9?gDJi{($%z_CHF_m8@BRH-7Ag=uJ6rHq z2c7ls&7t4?$FH;)m|W?u%K4x-A=_l)+0=F@e6_!@PUd7^ZbE*trq<}znPv7N{wpOr z6hreW?n}MdrNX>wQmyUuYmb%JmW|+|;=!-9AFI<@6d4*XQ<~pVeR8-U?$u-Lx1Jq4 zN|;>b)w}V@?~@=?pN!4+d$*4XR1mHjr7*cq)GRa4$09VET7)HA7g91Guxzz$hfSM+ zrz@&>o87w$W1~bjra5suz+2l)kmFvV#uerMpGAy`-W!=D3Qko7}-P# ztyBJRuz^|9)<~wxq%-ZZc7i>u_?y0AxpW=p7gIPTZXbomu{Rz0&w);gEM3E#bURZs z_aR2@H>-lJrd5>Gidkb>AK<87D(zUu(wLVRNyaph`WMnlIOdTV&>RNhbSYo|ND43f zxH+0&X;yWjg5Lt2W;aAV3an~!Px$1|QDh7q;no%Y%Cw%?-bZW*14wOrk0`1qcIN#) z-Zoa7XH>&Nba`5i(==2H2Vq+QZ4T{StVF5|j?2`#C~PLIB;VD*CXQq6e6eDC7HJU` zIoF4NBBQ)oZRrRoGC13&sdPiXDU6!cN^U(ydtUvqu@p_x8V*xi10b8qfj3qFiE1jn zKY&8DiAxlzxlT!mQ3xC1W7u&l^ni8C#v$^n3BvopDtyiG`W2+Cp7@!cn3xaiI7NAH z7qeIwB?MCiZW*|~;xlrrj%Sx2rW3&p-)LDJA@GZyGV4y1x59!1Rxa>MW-Y#xBqDO*L^#&BJ-O(>VtE=%lgfHrRkW`=oqJ>(2Wno(4=i^(6o?v>xeDQ zg;H3jVJ7oB=6kqd*ve!8q1g{u(qHd_C;Oop7Zq$^I5SPB8{YK^gMPIaK7xicwEW}uCFV4+QHqMrRCFV(zh}Tp~Sh^VNa4NJ}?udi)v#d zIQf%VRg*^o!G{!WwwSPjRP~Lb4-;aF>A`}rA6a+JXb`00U&QiceatIR!6?F76$@g` z_{d?sXjVWaT=t4$KoAC2mUIf!SzFSMXM1BG_XCE8oBtFnB2Z#1k?-!;{8YBQ0-=2f z2P}onrhje?nC@eK0{mGx9b4WQI7r$wwpTLt)PHVPQY%Uc!`|Qaw3uny}}MpIu%`2$kkU+DESE|e)0apDX(0t`RO_e z7ooXPXMG&kB2emMp5JCX8m3!Z<{ay0YSvA<qZIyp)k5l| zUKn!z%n##krKU1Ds&;TX)GosobC{+BPF$YMafqQc)Zfs4H18^@)2~?8#}m9H-6%r% zVKAsW3*&ErJciSfkDN&vn-B%LoW%o z7*MS;=F2{>5Y><{k7ERWAv8j$Zp@U5d0S+gel48oMvK+xC~u5~#(`do2kIN8OEw#Y z(!`8F+XZsY?Q=|Q_or3tjBSl8V1EF;OOk_$j zTZkZ2|b3 zg;PP2>34pO4BLX(jBq$ZK!#L*4PFd|NFM16UQ=M96w08VGAfaLT`Wdaq9~tEQA#`v!k(V1o;>R&8KoeRWIk!$Sk+zIOKKphz+<>`ET4GmcNB$AGIDr)l5FC(r_YNUZkLf2lO0hAVs#xFj9w zMDsB!22OHtZXCpF5wDkDs?#2kgy z-aJR3kfzI^_DY8NE{=DaZh#(em$j2_McF-ISTo5!vQI6m7^sq9N+*RWiEH{T)!hX9 zGY6&zaaMjIe$46$Yl#&+){F!)bMmU-YU)_THq{Utk9;H&gF6A=LV?0mVrXJ1(vmg_kB~yb!Y=(oq zE(JG{T04TRHg@pM65nhtlhPTFrR+0*=UPH2R5lWD^^9%tt(7-UlGT{gQR1m-l2o%) zPz(sBB2Ma34fhK?+_q{IFV0r)imqt`N|o&4eApTRP%(ZhDXq!R%pRxC!<93OavHeYM-oSr4J?>>BHwzPZ@Gk{vX=j zJD%!tE&B_*L8h9_v81+{m*@W?>|l+kDT`z?~`-RYd&AE)GE<(tySy$ax43;F9BRM z*z3M$Y^7*D#RkGM#fT{tLJqLIefo!U~sa;y!uI25bO(M-x*D4+w(E^cG znqPgsLZ*>OaHr18O6=L+EJot~5wl&Z@hzJz2V`ptsxsH@6+NHzL3v3L?AmKS(| z@a)coZx6t7j~`t&@_D@&N`pqst>aUg*guf4Z8BoB9Zv&WtCEROJiBrZx(-7 zFzOZ74M0u5wKu}sbLp_IrE)P46>_;vG9pZh!To7S!{FGrPA;#-kb=7Y19?jnXozA;_8s!jRHpAkE#jZcjM% z&Tp20@366z{14wtG-<7sy)k>koK!mJ5sh$cY5xNlO)+xd%Q>!jjgC>P_PgKW+7bi3 zmoZl+z)~}}HGpj*`;Z1#GLSzt6c!*hA&E_U`Fb0ssSE@~+O@GtDWCc^?ePo~t5d=) zmb;k3g5l&Z{LSLm*l;W{uv4Wu77e7A zRiMSy5m<>w3`~94l60Ujsgqjo?P8;#(mq{u9Ncq{8-PN2>j$Jf=~n>h7-K<0mMZ(Gxt9~6YI!-* z%DgB(5Sq8QU71p<$bAmG!Ewfcho}HFHdkrPYY`Z+MJtcCnyXlQ3vH#1ws6NhL8Qa) z)s~kw$K(eEo{rWQJwu`ZhmxGC%)K&nb=Hq;9Ni@3JCQ3~5X76DYhd3r6i*z-Q}|et z<-L0=6JfYT2lk>a2i>tFKp!6TfN}#y34flmO0MSG8qn6>Bn?a7VvL`i6WBx>@{3aL zYih89zc74)HT0EqO3bH?sj=uXfqV?4M9Vu62kj3N+RB`of=jhld?nr$Hd_9i9Dov9 z2$DxYo%>IvWFrW3?LalCiaTDdt1Ils_jcni(QMVb2|tSLM{lA^aLtc|Z$kwkQasLl z^q~9}3OA$(YZk#n31+BC*vYUPtV`K&T8_o^kM!);*v=-<;6l3F#eZF_;GIe7k}{s2 z&w=M_a}4E$+_<~z&vE<|x6j|}!HFhLYFvBh2GGMjj$et!I9@+xp~=yk^p@stuITmR z1>2?TPtCi8*~4NQ5W_zB3HRp!#J*DEv>{L#+9JnvAZt}_w!ato-WZ4R)0G5xO1olUTeV(yiMz~*!&3|@o27l(fJ>+v-To)&k1XU&-1=gw5-5TKvODY8_RbRLq@;) zUe?yuQd8rrsZ4qfBRR9G8eK}cV1q<@)#}YY@UU{=a46ohh7$Q`s+yXI&5@{OV-9)tOraJbG-2SpJSg^wC{EbqjeJ*ItzW8u zn3<9vnj?x7P~|~(G~&x8V+j|j{pW=1dN#yyUfaEFAD^gSuLwQ*MeKQCMya#O8GoJ@ zqzj1XpX)Gh)|%|hssrC>J(%Er!HDYeB8}ux%X-<>rl9hfuncHfq_iSo);JHIzmh>w ziA+>~R9oB2530O&ap`rYP(sFQWwBJTFAac-ep4U9c?N9^ge65YB%~p!SkqDzZ$1v^l z>2;wO%fr|myjxeiDem2$GgOOXj|I9o04Pp7q2XJ=+ttenH z{V`{8Y>uAGx8}oCxe0s=7R5Vw`KO$Wef0PK5AEA{iG=g4d-$sf4#0O|Ut>R2dLmCg zcYe2#x%Axx++`AnJP)fxR%~-1ZNaT4=mA%PKHqV}zfU;D`W!Ex7{cs%D-nV{kiLK3 z1k-m#=g$RM{M4(0lwZZl5y&ztv|Db4$N$9Lr4#t9$GsOm^gze+jYJ6vXFm}hm9$zA*T2*>%KIs`{H~3J8asY=H)#zS zNQ53~jep-|Q|qGll^&VGK-{ANA9IGCs}y8rp&7RJ3#HTv)})8_v@r}1;j;M#1cQDcqYNFSvWtE8HT9LQpD~_LX)zE>QAw- z09@-o6O_(7&?FO}!)oH0im|V8;alnOT6o%ssAvcUbZ1s-{qOfDtf{g0B(kEaS@Ta< z))Gtgrh?v02$hUXxHEfd#I1Z%FtfX*aMBvDmYm}I<Nl1rA+|+BH+Z zuJ+cB;g4~0o#q2G`eeecjTGjkjekWD)(u3cHQ{V;0jpAevzREN zZ8Y)DBCAGG{n2M|9dJS$#87hew%+-ITyK!`;87B0QsTaOPTpn|ARDShVz0mLo=p_Z_URmh zhBeJi=f*oZyJp5w9!Q3Lo9(pRT+}N%)GlDwD&-P(S@*9QUh9pWcKvCL^*PsCrhfJH z$GsBl>yInJcZV0;w?8qZ9=Dr&1%KM;YJ~siH1=nuH1IFX5SiZ9Z7y~ge5mmCvy%1~ zDPkvWMMl8XEB%0T9MqmUGPXVSa1Cnv2H|_fEw@1Y&G+RSOjqvvf|d1Du^Dk#CU0l< zay8?mv~Eb{g^;c5AAdSOCW1P%f-P!~2SP6`YQ6IL&%v3t$iyIo#Igt6IetiU3?X5C z94JiLc+rGL@aHvy{`%UKaXpQ330{L?p4w;0PzXGLiDxguekWSdV!i?m2+APmE0^F; ze{M{IxowIa6oq{`=V)3AQE#3#H-K<68}7}*Q|OBeo~3=$ zF}419gEh^r_v<-=m{H#)_ZT1IbRA5uB}*Zg2`I#Nt=a!(88526zA(L>r7;J|ujN~B zzABZtLHbU@yo$D8q@vzCo_WjpsZSPT9$Ie?lJ?#}p{z=&AC|@`V(G4xvxB@EWLDK$TDbYK+d7y=VE5Gh){7!bqFQhYuQSyWw+v>lPC3zpKHV@e;0bqQ<_Sdp_0Pd6A4tH z>UDQS_6rO>{r%ft@n@+Y+-^%n5SXD{|2ds2@Ztz{fU;__$H2B-wZ^jOG~8~Q8E*1o zr8w0>(m~FOWYdu!0PZ&QMjj{Ux2m z)4)sC41yN2WPHE0$waj#_h&Rdl<;hLM@cmf35E6USY) zAoY(`KF4N+rkt)J`iUnd?VpK*+)@sC!LIebI6nx{L3&6wsBM#p+yv!g*;fx0QkBM! zsZrW(*(`svR2=HfG|N1(+kPZf-_f(b?!rVYa zQ?fwk=jP|Gg3PUeICwd-C0snJ2#@In>VSB>rnAFSbK7#o=52xQR;ZRCl7hIaKejAv zc_`W6OaYcpxbPsw)V`F;Xa^K0B7RzGFNbmg&0uuwT6t`;SQtMl(6Kfyz}TfN>PgHn zr*<39&`VLxBi4jTIm~kU+3HJo2l@}spU9-Icvx(q7wDoIR!Z^Vb++{tHeC=wC(=!L z#wWqxVjjd7c1L=dH4!Q?JsHYaq+L%>0<`c!s1#^x7(Z*&v{i;F9PIX>VE1!2X{Eb z3&wUKWn>EAqGA9>1q-}>sLK=<0;@k<`VTWp7o}}DHA%+2$0n3&lD=;MV7Ly1EA>ev z3d9!qZb<5JBuZ!*%q>)3eLLlJfUQ>T+mT@wk!tI|_E$&MP#!v5rN&q2?%xMjuLwEY z*gW^?k#A{$!nr?~JA9g)Jf@c>=j2Cd7~u{8j)I-J!t25L@26qe6CRS+S0-&8Xv1}^ z_XVs}U}GQBupzfv*E3;r%PeC)`MIxzxFQr&!KrE&SFHVFvcL6da<`%^Y(NF6pOX+Y%D4w^g`>Obw0-Id@1&6giN zQnr&9;zx82DvkYM*OWDAvYpkyQ$!A0%iT!!*XojllTdi2qM6F7!hTb1Zi(f%568U_ z!p8o&hG+~Qjmn_ew2>b57Y1}owbE=WIz}%hXVa(>nl-68;V6G_ zdy3evDVEd%(9Unu08j$5cbFBPOHXdr4{p>QuF zSH*FS2kX8os#Vvl+5f{_Ty-LF1YRes56Ipd#Q1g0JC$Ilu}897n2t$Nj}M79IDil= zBcZOM5>c+&1uv`^HGN;hFPy+6SrL^P`xIr+3%iQYj-gaNYOc;A$t{K_b!%k(&r0B7 zet76EuFg}YHE~^O#nmk?&FIN70*e$ZQ(y9QTRxV-6)MH5=8#P-S3OG?@;X;iOj3YP znDKIYaj<*OQXE^41(>*nm1~-ON~O*m-F}W&$WzD1=juzCY~Oxxr)xFMiACth#T8gS zSA-Eb8J6ya*UFP)Hn0{~&{FF<$e2B;MT?4{4HQU3pazN4XA1uvz{m_jNU+TuA1o$Z z`#ycjBz&(_GCE?y{X>Qt2S4_yaDm=;iWA8feMIJan$bY@%~isujO0@iMSn3jepvC~ z;%+^jo+pbR%2Qw#SzaNF8jr(S#~i;WmrvpI@?6DooSt1jrxyG`F%ac?Hfk~_80B;} zmX3dr2mH5>sD+*6t<_ulm;0;dnGU&{*CO>5Y#%8{D-rF9`HwEjcMCNoYWN`>^_sJc zMY{d(6yqVe@@r)S~kYJ$5?%;>)m+>(0F^_A}``?a*5r2q2< zc|J!Xc%gZ+;k*2`of1g>JNP_;u-E_W9RL5f#1Vnm|Ci%8zD`-tSlQ`Lh$e64+Er`* z#1!R&5Q}R}`@3j}Rh1mH}Wgsn+nz3fo?;2%5 z^q6)efa3=yr5e(o@Yo<4gPg)wTcn%a^8!RY`hT;m1ii`^3^VBHKl!}+8i8bNX;NZ~ zLGNuMfd{q1a;5)DTxCVDX(=cax8K0Pd7qS9qBaWwI%K|&~Ht)A~)y6} zTwE`W3jmN43;?veG@gA(*ZLr&Qda23W#lIo-9*prH%zpGoem&)h|N~+ZyWblj>D`A z78ti)4*Ze%m784-Q?YW11E+jjj8}Ot7=NWSRoQ(Oyxg31LM&R5n5vyy%!s^W0!oHa z616|?oVPXJbmED`r!O2ilEx(Ie{3fG8R|APkT82hx`2Oj9^pQRFoUo*eAUzlsTBsy zct2qK<-a2TP~0f1u`AsXyvO-M~_F0kUT|xl!4;Je`Yz1yVseH4Nj6 z4gNNgg@tABEX!-85(@iEz(|#-A{k>Q5RqnW5tpq>YL*GK(NWiNye;}?#vi=@*Z|@) zR3g`fS6r@4L%B~BPX0JP#q3w?==c`MvZ>-C6C|-bKE!;}RPMwiiWJaiks&wlk#h^Hp+jH9MQ(i5W^q0b*zMqD6*!o;XEpiet8knjVvK@U@itW-k zj$#`o>tPO0gm0;Qu@%&)zJoAS0a@|AEEnA1nxqQ?sCuf&ijorekzBIB<=b9<>u zVVGbMcIp^egZ+Y3;{8`?FT0}2NyOTy%Ea#VtJmk$|3q{>+(fjd8kfwW_m%{H>md0?T98f1lCk zr-r8%|J8iXF#f$x~A9D>56@O*$U0qCi7J2r|_@OIs9!+gs$qwpa+Qd zn=g!3`i8i)I5bBtB}m59#8~7DwJ~O1sOLBJ*=&`aO~(qIOeu!DUN#g^)f(Be2u5km zk&~Ri#Z?R!)GWYmo2BLVfGlnUff(_gPYj*@4biR<>*OwnYoWDPXBpD1H1Y@x2Ef8H zfX>q41rx_B$8r~gU7~^GXnqWu_W=a4HREENH8%F%!6+<;-@7RP{f;O?)`MMuU-F81 zt1`|>rdz#CH-8h|3cjJ2WjwtXRFd&aDKC9OB09dQ8s@q8tMnn0j_N;KJqBjLs|9do z9=Ta3?t(gHBFftls>;9<@2~u3!M>Mlt?0<&#@H&=&n7w=ns_eS7T5$Tw=Lsnr58@k z^PlO4=R%HPUTGkonHW(X-kfjz`E^Ao&(tr^_<`;FPlm9QG7&y)Dv`rfQDh;|UgttA zr@qU0nvv|&H{ar8e!O>?w?{@ah^HRh?R^Uqzr=9i*<%&z_^qScwIMXc(#~U-KO4p)1%POxcj6ie3Qk& zvvq>)h#ba&mZH@Qd!(xQT*Bq1SuTcOdJxK1B~NNi(G&|RbNS_X6_N67EW5jMVDTmw ze<~8PaZ^?xq@t}hIz>}mNBJ~=j;u=}rd@9-C~}9jon&u`y_9wwj9E;`B#>zi^^~^J zZ?wf$u9i-tw$GwzYXHgbKOfq^yep@-Y*h5;go6$G4q{*)4?Jt_EmwhD9UpJp3%s#t z3OZ(>>~#9|D0sJC^2YitiyuEM2E&-vc878fC2%bf_C$9x(GTGLh>#dzN%eqETvBV* z5al?PM_R`!1CM|3Gl0Ly6!SXjA1(9KXO6M6vh9*tG=K=;?Pw_>bjdgYi*)ExZKCSq z6dS;NcJsbDglsO6+^uyh%1+RQ{xl!1+b0p&uBWrMrBc=K@DBJPT-4iV(!DlF8f|28 z6AH9Vp&@FLb<4EVaIyeMonx67BQAS?Oo#47#wy?qHc^R=UK<@en+@tJe#(RF_yxh}-OuKmgl93*O>tXadP{x9AskZ?Iy4 zKrtz=kGaU6?&q|gOZtLTfHm*j~cEKT4u zjgLoNN;xXa-F+Ob1w3=qWW}{X0KefzKB^eI`i$d;{j$9(^hr)c-h{{k&xkn-?C_eY z#PTe_N0;v`DVHd&xkzb*T= zt0%i2o+|0#dF4R&PRjDF(`g=2J)owdJEL;yFgoshn^A1LvW~#Cf|X6EPD6n3Bp@2e zL55LZ0Q+nCDuBD?vyFZt)=_Il7UO9&+ldQWFx|#0q&+l?GBZQ%$z~6g`yUs#dwVat z79ets6BB+o)jdK~Y=|n&l2X=q!iY}oZt8;<1B|L=Wv-f`(JR^5$@99ea7cMfbM-ObN<6PB{XD!>SBqvY?~@NO z&0So3CP1FAZxrjZBv90znJBCywn`zjM9!l_Qhn}G6Po-A!;petr-%`I8>>$o9${IE zLI)K*?G55HnS@#O{0X0Iups7o$HE&{CxyrA=FEX zr7+d9dYS}GX*hx{o3_*uE>ishpT=|=zO5v_m3y*m2^bm2vxf7J>UkLFgO7A?BXHucZHVGjjbrNb~>7K0>`EzW_ z-;YUW1cU)Dr_0A1H~?J3V?$7TJvdgFN;k8ReK86q(wP%3!eL5OTX z(OclmciCGk18gi@Q~g#E6;z@V{6Px){>#K4hf>4$s6T?hS8hyQoiY|e&MbA-IZ`g; zJA0|)fu=f!uaO4BRb=`=U137n=kgc)tBlTH`056>m~cSVRtP?E5!Y;{Ce}(iIFdN?`plxH*&Zk^KnO)qn)58n|_eD{Y4BfR_%o~ zd7?T?RJ&yQG~)Ww&+4nL1%4=LjF0)P0CoE_x>>Ie(09HQGyn2AyYieNEEj%>`yvN$ zpfeWzc_;5(DlNAY6ZA3VcJ=ory1=$SS%X9AgWP`&;(a%1gK)wa+g}%T&WD&phE=%v zsW>RjsGOQO>2wej6j`qU3tzzgq!r8PK<=^=pR#7nTo63n-PWVvVBC~8T}(iWFRvE_ zxDVizr+msaHTEanly7O>biqW_?Pfp~YoaHCffWsrVtUtn3|dy)(bi_&ZNIEJws+c1 z>YRkL$S5gKW8q#pyM6QdI!_AiaU_VNoS(22+x-e?;h5rX6)Oo!+O$%TwT`$PZO;8U zHI+Xh;nX|r4t1CS(Ev+D-3Jj>L9{#BA|_;=_L};nuNQRHS{I6XB6`{lXtnM_yh9Re zGRiTY7JI2Q`$m`i1h(*M*-EQ*61lrtKcMZVnQzL1P$ylkS23Y|hMlG#(qAkXSXi#( zxj|xrE?KXdYc#C_;5H>h0sruRt?OeRAvN6`RNH{4w^WTx)yG$3s=XA>Mx(L&$4GHE z0`Hg3N^4<1mz`DXG;X%vorbOh06*_@;3+g?>|vFuM|?y;^HN1v8zHE^3VKN!{Xk(qGT13vflc$z%YnJMuVHU%*he{R zc_Y##;l;fM=Ok>39$Q)7Dng6zz^A#94*Mf718rU1Wm--vzFdORHtxEZJec5YkZ!P@RGTu+w(BcXw0($|_~;S$ z`yF0G8XeJ+v`XZ{8rn)3o}efR2r9eh+N;t4&JP%JPv4yGd-sh z{wsHMpi`-_O5-=n#BY{g$s7Fc;Sj`UMtf-k&2oA2gqr_g5~E;BsJXeVM$NGdaz62o zh_(up{6p7fD<&i_aGFL#EkcQsj>Vc$;dQ;L_7Yw5_L84Gr65aU$Qf@u<}?SQ=>6$( z+mlQMCt;mjfwia-+%fpdhr$)@GX38lGJpqAIPRS3xdi~2RV;4D-n(nC(o@*YUz=;- zcp&h=77ph$wYVkpoc3qVE$Qf_>iSe}$k(SQ^lGB%njKlep&lP-tklTD125MeE6t_W zq{WkJ;^ERqC4RmR`4W)90~dm>9x-uB6Al|uE6CYkLbzFqDE_pnz4R@Dx zv_$Gee88Oy$9Zo)P1L4Su_)7BidSejCviLaM`elUlY0x(Cp^iYrv2i?PfNuHeUbR{ z5X*d6adM%Qzri>IiW6oA{rm$1IZkb-M=AO7C~Xz^`i&dgTMfL( zA-VgTB{GQ!NKQPe$)#D*l*%~b%JVq?ha>rH%Ri2rv-UIDbf~~&fd_VQ)N$g@ll}+L z*`+tN3{|bNGIe-vC?EtuapGRF1_DSaof3Dd@H-7s*fZlBbiTE-X?iu)#d?9&WgJUq zGyliy2LHEnVE^Av{AY22>Sjh%Gc=g+0(qr+%|LnJ z2_3`!M$o68Zl<5>2_hp`C*egI?5@_hy&$Z^0m%AQ2xi4}GD;@$fpMz^H+xyzgdj0^ z$*yLz80r+1ypuKZ7Dn5(+TvxnIB7FV8ytWotC91Hr5`u_FN5>@z5<|SE~iy_FbvL8 zK9$@nz%p%|7)M#U7y?@!KSDUIrzsYtEu#!oZ~+y3NuLT<4=SPni}cZI%?f$tpI<<> zh2SvDHF5O@TWTwWnft4FPTG9)9-b^~nOUmLFR)tuL~bv6rC(;o{+F)&%#vRY5}W0bBR$#I0H zkd^Fe-V3Di%(}KK$Q$@WC%L+czrOE#t0#Im{~^oxG2%{R_L=wb0!a8&Ny}Sxb7AO& z=dzm*c7Sf}ph)7k)`YRx)N`H@sKx->vW&|Ba43v?D*wCH4$_I(<&*?}@vSuP%`Re# zZ%!zXdkNh8mlXy=icCymQHpn}Yg&P!lW$g=+?VQ$rli{eUSr|61I{+6&)eOX(qvTv z+jd-ymA|1=*;=0J^>Zq3?fA05Zx%w@TSi^fH>-pT$TzhSsP0+EAAPfHtZFV%aOzey z=@O5NYq!Sx)7LxR4ix#Sc5Bpk2IA)ecy5MQ@!CAf=_2<|=Ku$d*H(4eOP@0loqYRn zgr}8wU0ATp>j{mmpmyW_L>mSDn2c3k?7{_Si<>u|VSs~3pII(B=U;-y_93V$Si|%Z zA2x&E(Eol4H(T;#v^ zDvTJEI?P5B#?A})9D3bF{SoRVnwnWUf|p#~qriJ-x2 zbC)yk1T>%A;e2!lswm0~z!G+V_kUH}yYhokgqb!P#P6qk(i^8Kges1ELeE>d{5m+1 zns*6N;EA4dsZBP`>%+Pkcxu){!+d93&-sN1Lt8vVHt>>7&Fg93onpoVTI%au$Ln^) z9TERZVJ1&*EDuK%(}s zW05YO+zv0Y=I#Zn?gCO-Nfj&`CugeWC%0jHE@~}U?J{M9MZ*lsq*(+7Y@2#ZTrhTq zSg)eHRG8^?QHdjegx^srXh~u|!LGz(w?xd(Ab>mCZok%*EKrYhOfgQE=4%idahZ^T zJWCvGvZSi`ozp9COF6GrFV99}twdsbie)|dpcVIOh(Tqc`;f;r&c$zw<`n4Y;cj~$D;+JU zjB1*&X|76QR7*m3#Gw8q9z$a;9{8;b(U$Q}ui}Fl7teDa9-c232~TZ&SJ6UTY5)zND|Ui-h|EzLl@HrkPq*|5?6H0= zhpI~AyV)|g-E~e6pV}Z)P`nXE`tX_hsI~D)zAnL-zC}30oL!AXY2|VPC}3)7vP`(f zGJhH+pyW=lD4ZCB=7GZeiz85*5|cm74)EKZ9@y49b0wHcjXPtinV-yN(-(Af=)U}k zits$=M-H)JNibbx+zz4lgp03B*}xi4F@T#Lj_^|@bwcKj;#yN007$5i-JJc2tCr`d ztBtEoTMAO3<#f2bM#h(Z{|_P>U8G1=uzdNGiAWDoyRpd*b)c#wy$VS8h%(dhP(+Pl zRZpBc+BTNwa3frQU6m5+A5dlrVPW+}&~3rCOo;PanzD*tQBuJEV``NNeFhO90kV-6 za)ruF>G7rs)qEhG7pSe}dF=127?>cp0jh*@R z-<>RRFGiAF*)lf}Gc6GWY_GhNMd(GYVV|;}myi}lj22a0-7{TKcVm@`6F>`t~`b*`6`8HVDLsWUPy~Zj?y~@nbkRGgZ#zyghWJuHBTIk!V)WRnY#<- z$BR-x-r8*q|qMwLy;)sJ-o>shfT;`^m;*vMR& zeWF1syLpno>md4Ka4*u`@v_Hl11^&-)sW>?%Pg{}KumUJTPjk=pCWv?24Dq2MV@dJ z1+Fc#!y^t?({!02Gki8d#YR=q@e#y{B$TJ{L(FlVsduF)eK<}#$J}T_2sPplMY2x^ z(E4EzIKt5nD{{$+Wi9uvYv+BaY!xirnAlZiRp#k zEQJUZ^TSQJvAn^))2O8VlIHVEvs^Huvc|}X_~*8k`-5!dM(IELeLC4jGa7W3-a30w z+u_DHOqn#hua@rKhoQU2Q{*PFC>KrR0A}tU?J}&o@K$Tb>#$lvx%QG+yR;BKAg)dR zE`%uHrenF$X7zx+ROnIa{nj>vYFmUf3M+fw+_IqMS^1HM^&4fky(@>g)$EUniBLOT3u2a4AK#!yLC!2VDJlQ74)|oI1iu=Vl9bT-EGQHju3@h^ zory&oy;F?}&tyCodxltB*r3=v=YMic_mZa_l_6tK5Seg8tA@0meyv>xDhT>)^^|JD zppSzl*A)*nT#2%V-moYup()+6zmy+$g`&sI$;DJ$*WE~x%r^c(2J4NJLcByo+t zlnQDCr)CP8F^2HVVmy%VXZEr7^>d6qZW_hndTai3EjWTWziHQ*dTH_0{4ta5i#$&E zy>9M;%I;2fG<=+Hwr-*7@{d73Gx zsx`pOLJY7$g_B$@^PXtyFQP!SiWvawuAx+W4X&(0gpR;Z`xx9djch=A)!DLzZylBN zWUJhMCa-2I`%vDFM-@N5_N2n)QRm)m*Y^J9Ozsjf4{iPHG8=Z+G z!bmHGUHLSk+U^@&=#xi}CTCj4?AdLWeR@`b8v-k}MT8evpYjvg?=c4!JxT_pCw}Sp zS2o~)t9S~j_=s&dt@7oPxNRo9?>&l}F!`4}?o{o4D*TfJF(_#I2lP|B>r z>9C0c>+k-IgCO(k`_$YdL^#P~rg+I9MYKaY1ZPJ0d1>Ua_Zq@?p0I9x19&Ppju-o~ zqJWz%ATufY;rn-4Zxr(p*PkAYyc&G72?8nG98HF0MmMi#y?MEGQ79}Yk3=?ngv$Y< z$Z&HJN%f&4SI+BUoG_w6%=|6NO)Ubj;PPp0zlhDuClntTWcY*9lkeAT|2HCl%5jT= zF#S__!v}oW)=J@YKlO?1uxM$3Txc}^b5DILv8$RdG!^z&r(A67eN+az-7sf<`Zr6q z!qvgh4p+}GRJ$Z8W-xy^7SmdpKnqx>pM9V9{+WK|(|FLk6HSE%mCK(q8RWa~$v4Wf z9Yate+lf&4PX_0_UHS$XJ(M&$*4XB(IS{&j%0~-(ccLlv$oI;I7p zELAuNFg!w_+;EX&AtuDGbl2U29C1l*n?8?_C+9dTTd4JgZO zG4f+k=qsAECNZ7Mu2tcT#o-+U+~&u{)7NOvyeJ3TZik;Rt>Q}kcSYZ>!z19=#twW! z-CuTdM`_qyYa0_~-Q8J%v`wQi4)sWf;H6H?gk%e)4>tnKebbQ)pfbok8|smHl=Gd| z5E<^+EWLTXCzz+eC|`w9Z(mB15;n!f=uUg@vWP~~3ZYtDgIa0x=}Z2fJN94cdgCi~ zAux-%m3!M4cDb{dWpDA%#>(~yUA_H}XlLL8_6a~9E5|=O8Fu3m@^XFhvy*hqngjFC zXa?)vqR^SA*CnIae2{1jAH6k=vwy2!Y-qA|I8|`2IJZKP7e2ky{c`kUknAP!A2SI4 zV=FuUQ7f-}Wx<6|>fVbZ&f7*1PY4ELnILf7XS84qNcXXb5G*agSG2ldm*Q(CM!%Zh z*f@EIPz_|i^$3FRg$b4RUHF^vWT@&D-6S$ovfQ+;oc*Z?s_+&X0#rae2Vkky-&0&- z9u)mw)?@#t2Kql7$MgSs1^=BG;(z`5kmux<&$~CW&C0K@e!#Q#2jb1H%djir_nQCx z!T}JnR*iql60%o{uV6kd?>~8z3+IwaA>aiE{$dxbHNA^>zMjkhcrrE$#`|0k0mw0I z=7rCz#=OO!8t}wB4VWAiC@PmMLgSnJ-I?80M2odgcRo6CxwS6y(`<@rnRYAc=BsG@ z(;-`Y{IHmKY3QEtw-+IF)}t49WX#o-y6Q{JXy!qyVn|Rh?Y5dD!J!Ug8DUtHrl`EmXME*v-*@ygh`~V)xgMJGfFjHszqaiP5 zGdV14J4aJ{Pol3Kmz}t!F9}_Km(^A$F6XSY>&UuOi}A%E zwA)wyM1Q@z^t92{))}Znd^%)^y{7xO>lxX-QtG{uYO8DX*dpIalHYr*Tm5XWaJS~; zI*#2K-3{?L4Tb9bo-5ZSIv|VQx8n|;UhJq!5e@dKvs%m?2t3|vcyoEt^Kw_(Jf4re zCPNUEt@or2tci*CahM4LLhE(~(Q#|PS#pV*!DoAl(!E06y>UdPT`O$fuxquLc`?D? zK}E`EQ7x3eC+d#zNn@BVjh4f^TIp$$S;d7}WA z1rY;$_%gjWGu}CcHsOipGgx}?jEwire`S38+!l$u`A=TAqmY=-XhXvS-?_38`tkVDKCOjR;+uOgstjO(csc8@ zY?HS6cO51`L?SBX@w@bSWJQ0lXG4lHB8b)f7c5IXr@=uZSzlvp{UUgQvBD3tDb((9 z39E4raZsps;^!`F-pV>1wy0?ke9E`#4c%z680<5I4ZRH>4U^a2n%y{>OLCWP4o_{F za=rdp6ZW*aIHFIy5l9csQ9=YLqzQ(6ezvpcdVgtD?|s4sLA&Kgs8aPD8Fm-)FTh4L zIk_m#6{`kPkC0*<@k3pRnOmbi%HN`_Azr)Lc@($1|13n|Y(f0U$rCdC)eZRsPC0jM z^w3jTfd4tzlI^_opi16af*e$SnbzdW4y+e440emD{pek=29aEHp2BpT*Q zD5$#~;!*Os02vUfNx{I!vcLHIK6M#I76qb8!WtwwrV9|>t|bdWm9eAOJ;3_a&-_CJ zwYoaS2-eGDov+#&XMJJjX5r(Ht~&5x%VzyP8+xN1^x$hAyxo@)vi25T?7L;}d)n&D zKJ8Z-4{0++V@f$5+yxV32TL*f4?;HO>w;)$eAHKA&5L!@V&!4Tf8s%^C83k^Qrn-> z?*z|XB^Ja8`zfb*nzSF>Al|(iIexm_Xietmqh(ImajXULzCTj* ziB0EijLh~``r9xQ7qt{_F z*??rN8d5E03)?Zw^vSwqgPbIVm&Ch3I~vqyX7V@O4 zG=21(P=^gJ86W$8*CxILW-oShEJjre@K#eh{Tp#IW`EE-F% z&a9Pg-Agn6>DYYRY^ikkPD{g3)J@{z2>0w}7Ml9w>*ZXQ=PB8E_DeadV);o8YpYvo zaaKl`%ML%~#Ap8vS9V}0fk)rT-jmCTbyp{{;9z!5ld{c~0oga@lWQH=+}C)C`|Vw< zRBK3_9bIHu%13ER^?}Dbx&X1(8Fs!VKb*p;Eo59Rxu$vOTzPM!H6~vB-h{b1kSr=1 znCfSI(W$A@%yk~x$3Tz?8M#j9^a97;HlS?exvws#ct4}$Tf0oSB*)N}T`hecKE*3d zl^w76H^S)Vd63I6aQT6V$Qv4IEW2q^0tnA=I>0Ya4Y0Q0sZT3S-jP%Z-yrz7I>g9P z_ke8q40<=x2?%@&8m(1w(@g`|IPXW9E4w&|OmS!Q#lhHc{y3Fmo6K;L8`;J+@M!7i~jeeBkAtID8y#BfEo zoe?TqPYjIkNX z%HC_QGS*yk&NZKB>c48tZAuclkmbJEy*mC1=6`xyA{tFCd zA#%o7;E0xD(kQad{KI)f>6hT=30yT(3A!I--M?{8NEO=0~VZ{i&XmKZ}lh)L^tie7HCy@^V)az zPRAGPul9KpDU0^yi3e|cOv2=d6HN+ZMUrZ>=O&&>BjDL;=;!H&n+=3>EMj)0FADt)PJ5ei`b&=`HIMD*K_Z2={84eU zz}BRL(7#q{6v=_1A3|_)xW&02&c@mf)6SW^xVRsxOU7k{=?_Wy-_gmRLsiylDn1Gy zkT7>vBQ^Yxt(s~mW4fVBGjE-ffOEy(c^%Gr9+&jvB8suVbHrx4xBdeU0y@S<%< zDa6S5(v$xV5dB1@uAqezgSs(t`pXqBsaV?2{9B%z*CfeDnML&n3OhQcVVsqKS-`?* zih+)yJ|*X-u-~l%F0Q}dN&1Tnz+!Zxq0)3I?rRSSo!gun8uV~(lf)xZnd)6)r~iUc z9yjj3ZtL3f^L>Tfdqs8q`umn??=OVj{YLw2xqXV17RXa+%H=i?I=(8BQPg3xx9#+S z$QZ)nP@Y?VJ9|=~O;&xQ;A9ggxR~}gu9DraRfj;Dc`Ac{@Wm}FR(gONwI2J9yb;#^ zBm9!jlmp4PSlBn6YnNBTWKeg7w1VcJK$6vWi?WGZQMs2a(0PO#&9(kNPrWID$&N^v z$oCz5XnT}Ynd5czOziU{H;Y&|U&~!hB|5gRhU^zDp8W|VUgqSyJ$kO57Amb1zHFI& zB=>66U9poFrAxJsA3pw)<1^qu`xK(K50FFPH5IkoVa(ogQPsH+R%1l{BROFA!tmY_ z+1W+}ljNkBV@a=b_R!3KVA^@kcIsAJW4%Ud#K)GN&~K$Kesvp)#q&ol*>8(^On0Ea z*iNlUStH#w6>k^J_FfVo(*B|KWwk72&t0*wXQD|reR*A+b@JbYwk^~ZRXjxJ&!0VY z2;On)Uoh1F?+|LtKOoe!|H4pUwwZ3gYan*xB+Ei|knbQGS=foXS4|ou$jB(5kA{rwSg^dN!sFw^w44enY6wHLWMQ zJ2c-6bhii?Sa%k)@XS8jpFn;%P*M}KdGXEiukDw%U5ywS{-y7wahUchDP&tsL8{0~ zu!xw05*!;)bza9$uld?=?o-v4Iw7smRxPU9Qwi1jV|>yG^DEyC{FWSqE1ynO%u#Y{ zO&?}h9{O-)|Du9CbxB%B`e$JF5?1+=_;MTncY`^5NOl%j}E^Qee*X22aSPCY*_~|yNY@w zqFfbW``#41;R*I-A{MTHHLkDaYg@29+7Y5QzM0*o(?mgsDwZVf3QKVG{;FVh)!-0< zc3ygF;Fhn2q}?Z;zr!chHB##^?@IQN1AH<=b6>><(8ocJX5=DR;H~Xe zD^itv>IDY_*kD~bA?BqoYZ1K*ZxuCI=Sn}U=U?=NBzY3UaT`JZzYuX{du}Uo4Sylt z(@S0W((Phx!kz#FXXBvoBGyAWH-1XJ;o@B~lJHvdXQE1YU1FYYzHbA0E=mq*8L82e z{iK3gLc3S9qno=rRD9#Fi0g?xnn}MTmuQix1M=)6p$e^*K|PDmdtv$+y|iFu6>W{W zY*s_^aEo~3MB2E8{??UO2uJy`HQwfuY`Fs&S@MQnlPbhL5?WT@rFkr-PYvK)9o zvjtj~TQH|qQbGp7}_UHD0eRH73 zmfr&1Bk<*$qkL5F*S~`yU3DT{-sx#+;-WosUOx>7QFC18y=l=oYP7q_XC@Y{Hax4d z4-U&Xx^4Zj(-QUL=h@!nC9tR+q#yr7iWG_RKOLTw9=|G>dM%O zwSUZTMFrkf(Mubv7`vG{i@fEPaLF_Qu5){rzk-1Q`bx0N22XS4PU1woUzo8;w)#Q~ zUxiwN^Z+e8b*mVzIQT{a|CB6pb)S|(R0~D)qgRra>lf{|sW=|1y}<=-JLu@&5mUci z7#xLHfiKDTn>e@JxrzP~y&(u`rg~V6A)goH8yyyjK4E?$?Ivu&5FgD<;w$3X{8>$6 zEY#ZVo=up2SVX8AJ$6$O(M#HCM`iM=3%}fP}`7#(Fg${)&bG)k+%K zQnCrTE9^vp>Qy_%x;(d6`TG4?x7u-rhE(0dE^h=h7|ILc_P6B>XCJ@fIoGG?@su?q zZdXEoL@CnvIr81qK|2E&=+KiaP`1$!2Osli~A)-=7qv5u6 zeTRG4pwb5gFxx!4I=x9PxYXj6h{su4&XJF4;m=_3RtZzRm;4{}fTpdePiwD9oWO+( zEpO5g)bPAvt3W#90Q!G|j(ct!S@g-u>DT1o@F%tE$JSFUNk+Ej1E(|+IUFu+Ft(~a zT{gEK?i7TwXt%;O~j_PAK-CD@^`KosL zoN5@&BUqT*R!WzA%A5(`NV1;`1dS-zaGCIW2p1S>tG<;5c-QdGMHiL^Ur(fc918@- z6J7oUoIBYMoM@-dtBAicph9()Pvf^?-3^6q54GHn0X~dRB_>Kk;P^(Zf}`1Ivvn^& zU0T}ce#7I$@SlLbniX)JZMoeswy^9y28oXx91w347JlN&gxhCm%6u+cC5PFMyN+qu z*f2|uCeB+;w83ipvvcs$>;4v&A)O663l;ZEOAv`F2{Z(s!CL6kGv%_SB}O~^zrwA{ z6(kI^ID{Q{oNW`#O_=iLHb7(#He%KFa_3FJUIgz`(m`@{bxiP|)<4(M5IfitI>TH6w2NH;8qIraBSRfG#VZSJD# z%t4p!EmLP0(%+`BI`(6x`W}A*HwN^-YUZ@Ph@^cAzkjNS=ZL{@iXB6*=!mrg!Bh7O zNd+`n>7j*^lgqrYA3uFA;M~OA>9M-d9y_$eXo2H;=55J4jkbNGc1=Dq!o;!kx0{a0 zjz_0<+aI5}wf^+!gXP@XpJJx$Ky8&bN``a+rc~T>4pmk0`gSU&5^up{FReI0prDeU7FSfu?R#{z)=_>*lDW?ofV@I0 zt4O@QvMziEwVpArSfM9J(feQ-kR*0HqB6KP&Ri%v{n5yF!riBjaC(7mB>S2nyP@;k z-UrWotKqM!^HQ@cC}b{Q(jHiP~-vuv=h(c??6rFHrh+6(M+p_S;ez}#(n_f8H!kjm|{ zrI&tI6>5&$mNEAib8GvUw{#BaKT!MQUdRo-Wpm%lvSZ%-(a~Z47v}a}u~gKyq+v=t zM>vjESq5s+Oslm$S_WYpBG;E~V{2+Bx9_|3xL?)<*<6^nRcJzUJ7tJs-_x;@^7zgR zAWP<-%x!-a)s3z=Ql(z=xrwD^Ifv-l#{JvA`d6%E>7n@wLuEkePOn!ebZaFWyp?R++y}vg!#yqlBG+L_Nc>Kp6J*qBNkTv3-X&a1cX&6Ywf{RJfhIutg`A8ubJqL=O;PNjoGrx zv({44bELDDdO3}i-6gquKt64G>EOzAEIWU+HK%e_iPo;N^|a1vYJPQJb>9uG*mKv) z8^=Mn+D0|3n&|C13CiAO>IwcC%3F^xv3~w?t`At`{)M>{Ki@Vn8am?I)@rH+k+!=m zFpZvB3O%mDwu}_eKM;SOdz3x5T4qnZ%Uy;UKkPKQhK5nnJ_~;#)ghd%T4c`dmp2EO z(742i5gpl!55fmTUb~G?J$Zzg@oAcCHN~5uk<7A$BgZ`7>k-E`#4ak)R<2P?sND_ zuB-oYIK>okqr8~fvpnw|QTF1Y^mUGm3`&wWv!zAYJ^ zkKUHLbN9=|W6v-AA8(-jk9P>|Wo;rf_tZ&6PmC_F)m^+PhttdRYunYaCRgoHXEb2< z{C}+Czqx_-AGA~T?Mqh`ZU?yL#=LZup93Om--{_fj@7fTY;)AKbX5D2OM&nI+|z&G z2-<%-SVDfSmj>2g({^=$X71;|EK%(L|6y?ZzniXq>BLz-{1bnJ8lx*GUhrue)L5lF zf9o|nIjGU={ehLk-qgw2|4tGUe&$x3{yz6^A!D-9kBQ+-6RQ*IIco0|a`fIwb1n=& zo=l<~jIhkKBsm_8JpAjKzkibECnNZJGqe#SFWzS3y~1*yZ%F^sCCHbJ$`x2Ze=_-I zQfcdzv-mDP=g)WEoD0jvluw}g<>rjO%i(-Ipp|05;m!IE{}cGL4^Tw`U=SDvfxtk& z{{R3a2uQ0N*?4SihsAcIvYx0BDePukPSEx)n!7O^&0ogb?z6)Gg&(K%)tBoEJPJW> z3&7LpUtzuJEe`C@=cB=fOau{4VFWVJ-KL@fbx0gkosc)DswJWZmB6o0wtz?Q)%BZ@v$>~MKMMPoUY1-+J zTlNLGHC*%Egi~Vd5Q^3r!m+KL@H;qqC{N4vxF+oiUL6Ok$_>C9s~gDXiq+P49}KPL zi{*0`S(2-Wgvw49%N=5|%xV+Q@Xc7}T8z*v%L@Ez5)QRM$OeyR{4zXNUccGPayC?u zq`@?<7K-}bt66AheFKHM*xFdP(m+=zJn4r~LzuuZvH(R{ZoHqG#Ycj03{^uwYc@W)a^={8v*#9ZkWhcUF$ z^)IKShj-P+`rGh|UG7rfK!`ybw&L>=QQtrsBbWg)>YaL|prmCUC+&+cs89zh9`zLk z#EI&Os(~kR&eQ5`p)_tvk7pv#CA9@TP?Ycv&fO-3Cc@zt{TXASDNgB9f-_Xfq(1>6 zkDhmHMlVA2));inqGc+n5^+3iv)Haf1~4iJtzM590G<~1WShDJ5A82@*}ze0C9-dUH1(2h46h_5J&MI zq23uZq@}=&ZAlKcm#gyaa#~#t_Iofd+y=z7U)d+xkWp2Bh`^Woa94apLmzLV6K$!) zy0Ka?D>j7WdBe^r`v#g$UWd%2^OQBeF|P%!yAd2tS`Dy;;e1#E?>|E6%gW#kEIpDd>`DDdRRxf>tI5gKT^l|i%`qv>k5=GJ9M!p2J=qFi zWT!HvPV_eQg0YNu`NC;)1HEMbgeiQoY-YE}wCk{raeFZrK2}lCVM!6pUnM*m_5?!h zNwK9o7!ZFIW&~zE;R6$03y01oeaE$AgK06M+A_tUHLw=G}+TAB8e8)2J_-OT-P@{!36At z2%`s~&?b=3m1OgRY2+X!F?_@dqsQ^UmGO0NRW+{KBExIl^UKd z>jS+Hw(OH}qgl)xaE=9`@`C;Aq|5ZZUEpzJ%~6i?22`77XtIu8e|5>2MlFe@JU@o) zQ#dNNKY1_5tY3l`b$Roy^0MRY`}mF%G3!7=;1tr$v#~usA`yoH%1k-Q@K+LxqSyAY7PREZOL`AnAPU?(!2v)z=A_WPJQhq6zm#=Ta|B{)}4TX2ucc zZzm^{#XV5S**AL&=r$&$fU|?}raD!wva92c3{6DYs&8#i^h{ z7fl5rm@oXIZT5|curk)B%RgHg_T$R^qPnDXaZ7L)s*G3s7SC|6>cU&(UNXm8A*K69_Ttn!FcPVQ9Dvd^cWYE3Zs^A11>77@On|8NArqbGmB;v7Z=xT;>x!{_0RtSoKZc3gO2XcV*Pw2gq_l?GSd^8Q>a7+plo$GI;L2KP)6?7GB8 zc|%}n>m@O^<}BqAP5Fai1<7C+fBUA0+~yAl=_iQ0hB-`{v+}}SVsvZkaAAC~N*Q0i z9*M#>4T6Kyj*Y(HHHJ3OK=>3+cBVyX&#x%BuG|)VWHJ?h6O7AO!*<({iYFrj{ILz+ ztyD>(Wo-kXY-*=7-C0rKZg^fO$jim9?0ULl?j}rIkt{WX?^csk9Gbn1H3PUUn}zr` zBM(`dr@f?r?dzzqNV42p9Q$JAD-BrPlo_x4h*wy4C$?(}Mcb8^C8JYTep>+>2=U^z zaZj_<_}a6wLR1urHt$glB!7D6Y|c&JTlX%=@p|ILSgdNn{xCWyjqJO<@MZ2`|LfM% zpqZ;4JNSMhSLssLXpIID)HXE2h3X}UEE~Lr*ZHPG_s+#Ds1p0q^h&|Z22v7uZ&!kP zs@lt!{^rWJY42ls{bYGb_JE0x#9&aBx1>c@{+Y_Q%$pGzOWSGy>O7c>czJWg`Kt*&TE*o*NR(~P{5o)qJ%38TqUHF7R z{oNlDCvKm9Ym&eldE85YeRi;&IHR#HFh3#<;u+ZMPm3F9Q=AAT)Z4B{o?$X%3%7p0 z;oP)w5i8zr z6nk=LmR4@f4@EuSF*1$YIC=SWoWV^3tm8Kh`>O8uM8?}4bqW2M;yaHJiCnA%u0O@a z#HK1rYikVU^Cw%hU!x9WY@>3etV{~CT_`R`qF7oGqp|%bqPnjtIvw1K6{vY;XyPF@ zn(Lcwb@4XLWn#wGFuS$)R6%I0LRO3+(F?grD>UdO6%nv@%6(18d~57{z!}1LLKl}9 zK;OOHZ`V~P8y1_T+#88^R!)rr$>%05?1JE5cvFYijkv*nYN0F zO1G`dA+gnI_aVu`=Bnu@ElCEk%<~fE4)qndgfu;6Ab!C}z<2d33MWesYmA_Vwv2*r zqS*_$`-)*HmDZ=#eZpwT#*W07e1?lNaC=$aS1#U98dx4DrYr^nJ2pDg+?@AE zQ_Hm@nkcrhV`3+PxyHPWgI=!^MH8D<6C`Vh4l}#qZXG6v1FPthZeR~w0$f~lIP}hx zij_Z}&Hw}*O=I+goT`k0GV^BOg%1mMN@(M9h@|zgk+3ka*n+BBc^c8?bK>?&>L=ei z2S7mit}rqsgW4y`ZFIlZs6!Vo0nz8-GkU_u6Q|Qqj5DzPLPar7C&tCDN%Gq^tP3^E zlMA#;0?HE|Pwv7X!g8AZg^mYaZ^?fs>9QZ?_;vt{GXk$71JKxeNG6UH@G z(#0<+-6B0VIJbJh~alWVXw`#pOKU-<9q(5 z*cyzY@2J}(hL(f;lrX7ys;;i&S>ri%RBnWV@)FZ&T$U3n_^y;KCXCL(VeFwd1sCCi zY3B!BEQ;(dEbg9vMK!WHnqNlo}KYhQgo* z0yCcqdmEKg`YG;0Y@YIc$Gn&>`Rb37IYGO_g9$}^1jrdNPFR~M2 z8toe^Nv@0PyT3Q*v-F6hYH23@Tvuj+kw5#bw3S?zsE28gLh^!rFh+`5XFhuhC?jD< zeWb3|(C~Q+$!R(xZ^U=bM!Mc|I0>d;V+SCL)AMgIX4`d^w+b4_d`NRVyagt-=`pa_ zH(@2*O&u5FYU$GEW_1?SJhJIKE)iNa2633nKnV{hn8u1Jhyp6JEJ)LkBg_NtE`Rz5 zF+p3wGeaS_FURbG;1g*ihqev_V!1A6a1Q$FnAF5xH1f1|s1U759J!pULG6dic|x|}?U>_pvL1~&of`3eyoY_IDk}q% z5juR<964$XFx=rdkx2J^GEqypmgSDKeLs>aFawoUR|E;n-&;^lN@j4Wy#>^0?=f^@ z9FVBB!Bd=Ed3u$@`yS2+=J$Y3uoGJH;Axu5ftRh$n5=}V#!4oU*Lsk)tQu>X!WBi{ zZB3n#LBSIfz;%+Nj3%nkK2~0K@@LKYVN|>sQ#IL3YQUsWm?ht-#Ms9~5<_}MCkQw% zb%NZo(^naPn^@`E+V261AM)6s!aOF(g^$2Xc$X}ss34ZMc%G293sTJcvaj#=HsQ~BXd7}r$6Z2D{BA#@Y?GT znr6@+|54%5C8qI2;;rruu{gCuth!|#u7JdjOGo~Fb+rHFC2FxC%n4J^h?oj1czL)I zr2Ic>$G>m!K{dy)OAwu2x2Sm}h*V4CkQknc`iksCx9+LQd48}{nh}VjX=Z0|zum!J zI7LUT0^IL5QHv^OCV?{71DKR66OQjF1c6P3F4vL=6F<5Lz9m-NtGhjfY$T& zK?gu4eXs1vVXw^ZlliyRcpayqC&uuD0`I+04k2x zoc$a%!>nRI-3tB_NKN-Ojn!_zC=_Nd9NyR>@J1P40`6gn%n2LoJ z1PCU}54REQC|VyXJPY zZCP=09ahR^#6t~?Y!PMK)}63P7lY%n)L12^H~~lbiVab%3N_Pi4JbYydn+i8#6~Kl zmJwwj1jWJl*g9IELworTD@#i9{&ZlJccczp5og`ut_lh z)T%91?!ohjhbX)Fo8}o&vy<&d$6s17?$Gts1kF}!Xmy)e@(jEg$-qQ%zNgtYvn?M1 z6~z?caQrPJvBnDF6qe}KCQy%MSI@x)oQ#|*51G&rt5a|cy+{^U2P?r_6_paKJM4IU zP+y~(=_JZ!MgsYPr!Dc+8ZIFFKC>XNU!6qjL0l*X6E`74HAN(XXD zjx=Q42Ew6G%~;q}Vg4%HTZbr3u(5W)M5I8(m$5c3ChuOk2Q%Tg6QqBdj;v^rU~;UL74+4LIUOl0B~X2Dd_4u1s!V%vChEuC z$H$$fb{P88A#0gmx_%ICe0LR??3bUWadeZw+)@4)j=>l+Xw(>s@+4FzEu^leP4>Ep z{|gI}V=N_>LyZ-bare#c*Su@e`bn1-9Xz)fL0@=5L0B2CY9T4mWE}cF(y!h2OsHi8 zmG`yj5o@Ez+-Ou{Dnrl2K-g()U$3t;TCFMZ)+rb;aHCE`y-hW(9~wD-f1`pX`fLiw zm{N1p{On!eu=SJn==1TaKY^nrA1R>1D(K@gu++U}Kz$GVG*9#Ei)V87^HsQ^LtRt4 zOU!NY5LtU=7>it-mwEu}%(oLSY+B?cy=&>434Nm{4bad&n`zM-pMe z={FyV4}Yp(blEH&J&E%H08@Z=(+Z+Stgs6F^6hA~1}b+?!PL`0VzIOvwJ*r#B{cz& zz+ki0-Y%m7INaj~t1LlQtqG2UJWLp@9z^m8enZA+P*u8z;z@Rm!Nm$VDoQ5 zlFV)(a3|C7pq8rhvsV?da5ObR4?U9}ND4k?v9Gt&_jA)Q+4*D$Ddcdeiph6eQA*Vi z@k*DWJ`qCH)d0Sss1hPuJiF=&I11vma}VTU(!0QRy0Setc&@F)zL!mW3j){F#@!ar z1*C0a9n#9S0dw7TL6b{zO5BX5SPVrNBr0{)hF0z>%CHZuBRceCybOlJxmbEvxvz~s z^+fpjqgTRIi#neZ`@}`*Fh6M%1u;_3Vl4nJl2P5Bzh0^l@j?rZr5tsDU*lozMn;K2 zhfV+*P3c8eTyKG-of^}WFnlbxaPShTKec~4+ZzY_xGe@pMq(O z(+Epr-HQ6`Hk5Tu><}M^5^n_HnXzlC%VWA|!t)cG_WIY^Sy$tlVD@=zV(smxbyRhyXaR=2JOGsS2p{0X?&RAHwXfZ(#j&f;(FUS2{)F^dFC*h5y|`NhK-;q zBvYE9u1&oP6*uW^Up}pzL-VGrADPgP<99Bb)}}blCJW7RqBb&#UFm&LRR5u=-%~}8 zaRLBMSn}mYB9|T|T~n|s`LMGbWc13MIFv`3VAw?epsf(@aw=BACDte_VTxIu`6ZC| zJn$*qA7z9m{edP5Mfpnmw7@y}p5gqsDBuqE*nt$+W82DP+JI@?;Oa(;u#Yn2J4Oq} z1WufZV@9)w46nH$6AEs{nh8%Pxqa0*Wl|8x(%{mNV9Q#Lwk$hqls}hv8pB?>KjB$yfIAg4-#Ugd>bDA%*Iz1BImYawf`Kyh6cF z(GrSBVID{(Iy?@esC1=C%58-)c0m$FcmYdevFjyZn%ntnzp8+wSx78zYoo@k`kyvGY z#LnBqc@bo~hJpLLg%s zG)XIstZJTBKFWdXwCbrv3KDzd?~V8Se)nRkOa&#u*yeIAq@$;^!U*4%r6t(eL8LbD zIN@YH%i7)IaQYeGu66Ojsw^RG;^cc}dl?w0!3l;oOhM;ZGf=Lo2@~faKrIdsyxkwC zY{*V2(y7kB=BtR-qXZXV5@`sWxt?Bhgpv_2al~fSiznH0Sxxa&m&as3_UDn1>tCZ!z=*hr|1G4tP&XWS zQR&HPe~3C$^FXi#ZUH|`wfqg?m^h~=p6obp-2pWBQ<}OqTDu-LGnU;-V16R(U4va& z-YZCb&?)KBXc5`X?L&}e?`Ncw0WgpnKWFKTVarl7+Zj9c;)~~NGKma%H40?jr9rsR zO8sc%lVs&{wKt4;+;IYx@pD=t7e<%H-hk;c8w&^7ccxeGP5)uo@qG1TOK!%G8=@p7 zZV)e#mM~Yw4aWO})HTIOn$p6z>vZPpraubml6lK~Bj_)=fcvM+-(iHQs&-08C0PWn zPIoqnx_{y#l9*jikDn{UDaeT)lw;~Y>Cx<4PW-)jEr&^*pHC4@2GVx%!Yr0EAA5 zNWRO%;d_2Q{jK=zU_<46583G6JsxU7;~gda^pO+a{bU7M_y#RAhP(KDUb-u)gg()K z*iEf=cjv}aZ!F{^YSGY)x^`d@qj?z2T>%`t#*sWR^A(PoM~2A?y)5eG4AX}ZX{Hc@ ziG&--mnlK5O?{?RKDWz&7wH?wbF)`X!7+8$txia885m#T_&WWKGxSJR17V5w)%NNo z@B@OovF}ZyolA(ZC14Ybt9i@8DaeP8h)SPg(k)Omt327!YBupFA#*tfU zlZEUGL^-J+e>>D{>O4776?SKv=m5D&Qt*!rvRJZ6{KQ|7cU1%KF}*HGv}RyXX^N;D z4Xlz+<;DBt;qc|Q_^zS@uC%@iO)UNDJ%@E<_)z41Q%C?ci z7HZHx&Zl+ljPLZe&b^fO@7C9rLTExkUoIW*oBJvMpA_cnS6r+?e2x#+0Ehxcb|xo@ zg#iI=->qr?*ERj)or+L!#)vY1{S=ExnD6OZtNKrx@sEf9cQ1Z-<49knHSfwUK9%1J zTg=P!291vfUl$b}uy*E5ULuMVKN^c;^Q1zkEn^7NVSvky9-i>}{(c;|J< zJI#}{bN{aNUkd%Pz_AK1hBtI^$%eI;J4x|N>Pu}sxCFSJmmvD&-L^i~8p=2FkYmlhq z@W7_Tv|!%-Kfx5J=7=FX*vsP>9pxCq?h#FuHrbR5h5^~Ey2XqBMaed2m8zYy-QrEm z>|5~V0YvOA^>(>egC}i_5!wm?d_AUPLIuuS7Ee&NBZph{C4g|wAr(rNo0d)safUaT z?!mQN2winZa4_rcuk`rdJa<%%5m#i0TSYqEFMGbXeRh3k)s|=TT5ap}sAYJD1708S z_Ux15cNR!Jc~R&>rJogGml zr=G+abDa?L|G1KW^E$Nk!YcD3b@)0&qwoCiXQ7$+XCSl9o%;e!|Jp#>|3$M!d&j#N zGoZNs_4Qa>@zt0KIy@1NHL^4bvG;<*)K3xt9BK>~fxXR%S>Q9YY3Ja=x&cAns230u zoE?}6sF33WZ*(aE(wxGe6}l`201{|W5Y_zvM=p=bhjFKQeOqn-0UvM*Gn3-o-LfEYDO20VX#%{xXV94EE>ndMydpjbj%Ht3^;Z}CbZH^x(vO&= zb@^`irS@*(;v)%O6)C}+Y9K1B{`o|7p)jPz`;d(dkQ!S%&impNMMJG{jV6Opr89Xl z%;z}DMRlTVwz!sHth$si0yl0^&m~B|ZIKAAx`)c_wcb^En0qQ6I@mw23$y==XF z_wnzlkB_rWFH@%yCXUAVmx)+&2^iamrUTB~ggvh70Io)R_YuEqU!o?eEs||?l@y|; zps&cYOJM{)UdJ#*C1wai8|PE_tKp$cHDqK4^uPyQi!9k0SL{7V1k-t0bX8Skc$^a> z+k}SNvdE3!x>LA6^Xv7LmF^CLSd8tS@!aAT`j{T!9@~3tZI!P?3*)TU!s$w-Hx&aS zxeSc8LZ59uyYA|g5&|xJ<*X{wT&o@HtTKC<9EY9WwLqd#$t!x%`Tyh@872SdR^z_- zy+MS}A$hj@cqAA>=IzqMa((GjcFPIg5gLdBR zgcVC9z7DRw9_wee9pz_iJHtES>}V)cT_(O}!rh5?IL$@I$2k#`j4}kC@bdu<;C`>Q z$5wLT7qJkNv;B95N7qTQkY;q42 zhXX@a-+ufU$qOg*ipG$0>IlYg;B@CC+8r*=)r=q{0zv8UHqo)iLI;!;gZG(suGB+fhn!Q3)B z=3Ipu(5DXZP7RUa1%kGa;x;}uxS?U>CNgeYm0Q=b4;aeii^vVMN}39)vsr|{rxTr& zi6DOFYdLzeGiA~OTC3Ovo#k@H#(KOo75VnJooS|BB|cCb7wo_mYh;3{OTBoLf}_H& z#xFgIESifrlL`Y6dT~8oVx$vQ8Rie>2we6IdOVJw8#jE1K;W^#Ld0Sd z$yTFAxHe`N#@gekBB;dlB6!vG=ck!8s~NBXduHs5sqbr0k1H@4Gc0x(*GE!IaG4Ia zLf=s4e_bCLl7v=%h+WOIG-iKBtrV9>nr)^_nsybn!>taiv6~ca5_rUl?Y82o+G+OU z3xv(&jxqU37>JjY?A_0OoU$ysZ4aN2=r1a7^ZU-^73>%gf6^rpu0=dXiFJRcQUZYU zVDn{*CJ~`U2l^b*hK~%w6=Mt-eG%+a{Utd6m z2TB=?Qsvo?;0eT(uEcxfGo<^Hw`EPsLMFe@l-B0_6HTtiJ^#kxAS$@ zf`jz@Wf=plf82nXmb0A{cwlGiSIT?@aqKzZ$lcYgwCV5rHC7|*yhT7* zbd?CbBPyr_Z$m}%%^}Q=PdgE&ls*}Vps$8oG(GWsmdLv_1}1Rt%5OUzkI8pL^3OEi zCsD{1d6#Lao3)GeFpQjv51rVqC9$-xtjAS8efQ_z_5zQ-Vpbq1?E$z_jHm}E(#IVI zl#(bZNBqjKdg}gxRS9vbG^7kpz=1DAGLDn4k+ zR=Q;)fs%win0;}$El*)xyw?(ZJ%7R36dPzvn@8#D3X4i7M9qjkG9QKS>K|Qg;714J9B+P$sIngfjW+DK8LhWREii*zb%?iW5lc!NGwN#&DA4W(2|jiz8?cuL zgUY@lHDT!w1{^S4R1j$C4%ZH9*g;eC?3)!m404@Rn_U)HkfC(8nqEnGs?#PK7S>8b zC(qL5CmK`-@X`ue5Yod63oCf1gK2uQOoeo&M$b!E^`og}dJjst$+)KOU}^V;8Fvd$ z)TD(~M-~;d`t#v$AINVPBNCmpf#Xt;Lf1C&2&y$|ojLWq#VPPSh~D(G^zrenEozCE z=MBKQL-6zLxTibIB>f;t6;G3a2ZkDwe7k6A*|Qw$!&`buyoH(EB+3UBedXZM1RJ}4 zi`PraTU}eob0n49ZeL#9ghqx{$J+ZyQOwEv-*0fu!en|c0{W@w6wek8B;Ax%yQ7e8(?UhD^ zv;W%N*0e<7otdiCn-$R?Gu5HYu(|$f6tjXO{i4H!J1!?Q2(cYtf z%G9gSJx7E?fx?+~unz>dpDK6r`1D`?viNN&-OO8TZILeVT5K6hW%o8P6d44hk!0p8 z2VO8aW3wVQJ*Rvez?#y|6E`TA`yC+3PXsw=xxE7IfS8z|bzIs>xQJfB@Msf2PRNicD1d@cCb0TO24^^tMZ zVL1n}BOjB6SKTcKPxxJGQ>B=MR@e23MV;JL6OngT^aMTm?lxT);IBjtXx7J3Z?})0 zye&IoV(+kzX1TX{!K*=*?pvflomlBu&9gDr_yDt; zx8meJt1ZJUHATXuio&kqZ}Y#7U2Siz6KwRkb9&)1=|JLdnMXV7+W@XA|3Y*U08pV` zwbPBm=F?bx4G3M?GgF zi<8-X*lr` zOP&-SnKPj$A7HFA>QhbbM?|3Ff}v{X+UybDi*Lo!^G%HW<&f>Y;fcYEYS{hwo0L^2 z4=VlGlSN#wWzEFmkA4qciZ|FEscG7Pgx`sCCb-hxHA&ABlw*nF@8CS-*K7&U6QWp% zFkz$#@;Ox+~6CImJ({D^E=uo<}W?)NF_y@iuiioFj~!7vY2M{S#M*Ov%017E_!u6?$oDI zxy-wa^P#qoEYuIt@UG%64cu`yKLr%0{w?*$t)-93e|yhk1+=EEky)vadBvdd>@in? zt9;H`HOUDXpxyv`<~DtN*Hnc@Rb0_f$=6kIj$2q5=NeOI}9aU?bEDGnWnM0VFvm&z;l;r%*TqM@_Fx zQH)BQ%d7c%$&mJP^S}JfKfBx{0!?ba<}Ub9U0j_U4K^&6FFk2kfNAr*<0HQVaLoc7 z6Y4t~X+kMtq_=5JzQ!M2oAY6(GjpMT1P~)(%`!V@L&-zvP zw9h3M7+e=qbvWTFzP7D#;FE%XK>dixjmgdj;q~F8(@rT_pPMa>t&e%iJ!%}V%yY|6 zym{N|;+<4i@xTv)s;5tA9Icyg)1F+y+IpV&_tnwzGpi*NT?UUo|_P`s|fcRI32YP%mwPq^qE_9dkB-VuG1<2_S6uRiKT{iHAk z-EV|p6g z%JXWkaVS*c7OGG!5~@66GzuQzX$nqHSV)QJUCE96oVHz&@j_Iox6y1Nfv-pI*}irm zUk&=5@w_V*~TQhG!~v@q;ZN}=d;DJHm`Nm>OUEB;68y=hKVhsbIf}>JZ=;_6e&Nw3mZ-Y*(Y|~(Pv@~tU(eJ%&S{vsq7cMkS zgx^foVJj0Cd$V(b9f~j2D%_JG$jmceIK{qpHAYrw=fWZ%D5iA(-*%Z~ckBJQUx68b z_s=S#EgKx1{7ODJghfI#3x}LPU3u?##dTXNaEugs{<~*i48qHEJa%2Y*&Q9%3CkvP z@vM8C^ap4Xw)XY@Y1Mayayx$vPAG-^KfWNtOSlyU(J?_z_TAe%J(T%0n z4cV&~vJX#5)*{HW{T3b#@GDy>H(eDsonmW8(=;VWJwKjM}L$RgTy!>s$yyS*4 zZnp;a4CqUx^{cZkoT5u+BQe2C`zCHqf0!v*Z#h6S?40a6Nz(N?12~LAMl-rL07N>& zO#X?&%bmkz?>!`;9VN%Ptia|T#+yzlj<>}?&zvttr4 zMQi62wSku9lk<{~H+mBfNP;sX*(mob&VI?{IKg-RK5G>8X6MXLyGYo=8%!%mylE(P z;9#ZdVkMWRe~&dLWFo%se+eiY%@L;4tdXO&p|FGLGyCoL(fL(JgsuMKr~U5&{CnKS z7)Qh;u2o$#0HtSiA(J!c$lo(>txq<-S{Qk~53(eWP|ycDKh;poIM$E(?^U$z_I01l zlN5{vPYBe>!##{dt3QK$eTbO7EwwfFOkhVmITZ>OE@%{|efSiBb|0?!LWx9brcwsQ z4OQUD`{pk`jag^&!yXK=P&%nE8u#RHOM)M+j>EVoPS1>9?m#>@*I@ai%flt{aU&iw zg~~I!^`8VlB*7z#@NqW37y(s*-Lw_6dutH#Vjd_8(@-th;Gpv=+t81b4_&{jj{>PI z;AtK-3DS?Y7v73##D~Jyf?q`DWGZSoV?_S8Ui<36r&O`mA8#;azFuAH=E545=pS$X zF|;w@10{~WLA-G=I*DtouvlsP(f_gRMMV6#C7;(~a;JnyRg4=)kCuO)tV>^FUS`{2 z)f_J5QFga0(UNV`^K6oH+${_Q7OVI4JZ+lqyO8*JH;Db|-}6+wct7}r_BXx(IT+pE zprX`NCgF_aK4h&o=%LVZk*W>H3PU&Ml>o1w2g>Qk5X0I^-$;&5psp8dbFh(NvJBtW zRR?u{>eAv{9@%f&xe<<{Vs+$VXM6ht6_9f|DPB3sP&V>{wM|$Yg?fnw8#g1rX8$fJ zTk4j~onUzEY(EM#9@jlE@PHqpgka-CwqNw5laj%gRuv?7G*ys7_Jp6G<8A!R`nC83 ziX&pr8LN{rnI`R}P8`0%AbJg4qhDMuLX`#~u5nP=(+oinCD$<$+x`y`ymNOF4AuKr%nx#%uiQgw~l64n#%4VVe`6YUoXZ zZRZ5h8z$D~lYtmsRl#!=IodSFf@1Te?Ljeo(6^;T5%^-E3uiF}#FZQk_sm;FWM~k$ z`1aTFF5l+Ruygp7lMi>O0pA6&#*yhYBh65g@D9iDt5BA|Ggm1 z+j5@@ST!y*#(bKp@jdt;*%D0s@T?3oA&)XUL+2xQl-QX`h|`y;jqHTi2AI5rEET zLx(4JmYBt%#5g&8Bq)4Ejx#@TG8|kV7A4Lhl*(iMhE;Bp(-Eg4{Zx{4tV{!19 z%BVhCD6f!}0*6$O%cXaSR4`T2!R%~S6pCD(TuhHI&UESSoC%o3Txx=2W8`NCJGl8a?(zna$+UgyOESe}Y5l(JO=@&1{xhK9_}pZh$eybp09j;9#QZ% z6O{!xZd$r)bUe1ZqCZ4xTHa%@lvg&4=$9v`L6cm%X)yLmRa6&i7l2~bQ-tJIyj8g3 zbIM+Mp$dJy6|Jzcq!@r?*@qB&6pF(KAF9!i-0il@GBXjLFO#h4tJ%_fzAVc&Rt!G| zzW=Ndwx#4acV&x=ArQ#f9$ajSu`1-Cav@j#ePwdkr_VuCj$TZ_JwxX~S&SHPS>lRf zgYPFA|4BKchKtTla#%=svN6T+tVE?P|D5MRf#Xlc?8#B-##cd?vI2eqMqEU;48dQ3 z$lJzoA)JjZ3UuUe+mU4aQV%Os-`QAmTE55MfC=>Dn4DWBL}$!f%H+iZ*|5}$4f-)c z@n#^p*>#3^=IL@TA@%!X>Wi=SalG!dm)oCN6```66a1ciu8nLwKpsx|h9vhm$tllbHjs8qaAL7&t;-BH!Wg9zAh~R?tK{rdBH=mf@Yn4-4d5; zkHXCjVE%UNy*RkRPp0Y232m#-WaCZl&R}?K8;Pi$MMn3|##Y29lc)_!``1~ker(CO zVxF_vO1HsV;tht4MYMRHRh3|Nr%C8H2M6<8rzxhq>RMR$;J4Up^bODiK*S{1)iOi! zj8IiJ0g9;#Y}irG8)=-VenWcqddPK(7@IMg7qZ6+PXWt&aR|okyKA5g)wc)85#M&- zHZ@7H%Sjks_-nuE_sV;jv3H(Fev+|>vVhzZTVRjE5ow7n_Ar4J=vJ8W>KjqQtYkoT ziEGHy%ThQQZ>u+4iGExra6XK286=|fy zkB;G8mCU-D*{Jj!7F}kNE^j>de#{TT=K(T%CKF|nB)6HzI(AEI0ARE>h}hk`cl~#N zksA4k#$3gfB%2G<$zI54K^P>Uy&~oqY847GRu6qJg+yn*gJ&L&HQ%ZiK3O(k06GUU zYK=McK;Hyjcb2ptq^_t`MTE%|0eNAqR`#H3h-CgJB!1fiz$=h#kx3LEo9c01Lt+B} zl|>n3D2MIqvrVM3J6#w{gk~sVC0d9NXwX~GS`&*y)%P|K7dUzRJ%QLafA4JbOkcEW z6rD$^a-0#B_-uGaF1yg?ZTd~_!n=lo)k{?M(DD8qMMfvu!D#SOk>2}gbB3BXp6M5w zB51&V_CVrJd`V$Ta>xE3jf6-Yqf*7-8+3hiH(N2@-t1VY5-)l^5C-C+^`k+2$QUxe zJ9>xx+a2f2Q8fl1RAh^z=zIEHP$%p>z}N#ZrFSsgiLZxOy}}{u?^q^w$XuY1enqA8 zm4eagjURGL-t)Fwe16;2;>;Y*S!7~j+dih=y3|Y6TM)-x{RMhNE^#;GjRKoh_iIZ* z#W{z_>9i0npHIbDKdUcb!NIDN9L1+3#9N2+ni>}(s!2$unj3*|IN25+ zHAYR#%Lxt(DkM{@Yn)%P1_O@O-`1G-e79tzaK~)t?{&~>Ql#L~{quL$H0Jd_pP$w? zgv!bq0CIot*%f$G`fe(!;0#vU_nvd~^@@8uN3)-l9R+sx-j$p}j*@;dFMDmqXmK?E zor61|8bQZjYm+mn?=`M#D#agK9El3-IgHtwiNB+^c!TTzJ;399)Wq_qs6es90{+Vz z-MdELVmN2i^#6g8_P>cyq1t@^lzySc-Au{>+MknI{Ci0HQ@+ETZfMBb4H&x{2UPWC zyo_A@iRyq5^DcZKSVY&Ddy-_8d^G2yXpDXIA*sE0lK2(^vhpa%RA+9D!+RGwn94~B z@9;)#7+P5c8eA%9m^PE}#bA}Q#B+Bbb04f)=Kr76|6C~b|3cUQMk<0bC8@V%i7nw+ zJaACk&>yV4Vj^dn%c}wM$=L$!Ws^@MN&4q>fr2>PzHyL(u!e8p;fcAt>Y#w!Ej5r3 z^h#LT!k-}g$KlI`hRh(AR6!K6!Wv<4`KT{BT|G!Ctj ztFH-C&E3)f@#kVSL6S7di_8`l;6iU%lra>QPV$OiK`1;}5Q-DSPcQgB{iy!p%B}As zt*?Xbs|0=hkBEo=2|`g{s#0aC_CGVy{`Wi-V`ct^pn#K`{~##-KkF8BU(sRg%A`8x z+wQ@xotRsxk7&h;)BpLs{Vyp!VYb9)$-S#An7=v;m(h;;2VBO_xvWbh+6jH?V@=kg zFL2@KqDjo8j|r_rWtfG`Addcp%&78BCI3NYv_V-Dq%8uLAOAvgyrcU4 zMswg=1ANfZ+dF3uTqt-1xbIo#LvV&XWX;pCrnSK}c}yESke%GT^03EayQ2*P@2n(F zh~pfZZq2`zi7Ut7+*U!2MmeD4ZwOuaMFR|Q9XrYQo!1EoyRi5B%7Iu6>GiPD!(|gi z!5Dc6bQ~H80Dkok?(oQ#J97exA3o;aN~%&-{3%WE=xHm23j<);Vii*OH<6+X1x2Cb zsmp+`<0Tnvhn$#dDl$fsFP?#1$Jq|*Jr-?{4DtlD$6Myh9yBJ{8o=;7R|jaP_aPu? zkx}xCuBc=DaxRMVAXL`Z`VE*QeJ4)X$G|BW@;$-E`~-h!=q{ZATxQCVRL*LW2)+>p zkZuv!Ko{Hl^z*My!JX?pKW?kfN?ket8EA<7VIFcP+JmouPhOue63R=Fb@0@xu{0@AD`)g|PVBJC zVXqvNlB754w0DgjSxbBG^ON>y?DNoGbi1UW$1jXah>)jk_22v*wue zn|;aZ`5F5@#CXZ7fDFWX2bKBaI49=1{P6qZ7O;GsM-H-RLgqPsL}_SaKKZ@{}oBq3JPZG)H@(VtzPQ_oiW!Y1%EEe%4L(>Ft5;Bkwk-Vi!qw;&jJkaxYICsC;Oc*Xg+N68j9Xp>5HAa1^Ssz)*B zBMx%X-i_7Z$Zx@s54lLLb~vT8Brjqb_%*luLUQ>l)vUXYeh!-IA{D@fLL$8n53DL` zs6s`wb;14UUO}eJfIP-zovzZ&I=++-MwpM@x7x|u=S;I1dMs%Pa8DMpkUW*23q9$`gOW`VS#kF(Z)@O!oj-AP0tb+VrXOp;cXizsgbo4B*pZC?Z0BNt4&D3lg`%gP( zzTJVzg6!D$z*TLeFCn-@{UL8C)4o=;0!>x8afRVr<{)=$T$IDm`evIh3 ze!9`@n`xn#03aIArmrfXmF(k}fzR(koAGGOs=5Iue_%Nu&kFW3G&@9w4;QZX-q2?$7mCOFKCRaFUd zXuKKKgfG8)3vvS`2B3-cz3lEER4GWK)P{?hYzH2dIZ-y`v*3#Rv%tWH;GwKV52*-H za@XLVSOw56~|Vo8B|016Ft82&L(2Zh!wWC+T?;^8{5pN?Nt z$^B&DYaZRA2u~7`!0Qdc+$QI%MnN$Hi}GyNWPxhfhq zn<$gfiEZaZ2H>mP&S>j5252HHyH8^(*@FCnWn3oU`&N5OFTt6f^im}{&O$aDoKx}? z+gCEQ#D%2A=P+C3nK3qeu|{*>f+M~?|BdWpwICrC)nIz26djPYtZXWokSZ74H-?hH zqVwzUeVDn7B!M_82u@)_1%o)%s%5SKy*-hEK<7Tb+xBQDlrU@7Ik^vGI;;J`Ct!tZ zU!F|?3F7D z$av0)o%Eq9Q6U1BZ8X)ApaJUkxvt3121+~_dF$~JrZ}%kNKJP9&rumMrh94?0Y>8b;%eOcXF&patReogRE>0sde&*+rQ%kfRYlb7gfNK`vH(2#s$t9}=Vrzui zjs^w!r7C(s3ttIHW{~_8gbKWYr1;!i?LI-JW;GHZK>ZD+g8vhgO5(_#IesAttyl^a0Z30 zp+cHUmV`^vHe6L>f$&JuWoG;OFMx8!&_1aOr+hNygB(Ea1PFGH$MM)aH4>h>eZCYi z3EP6}^cFPK3$=@g9O&U7lCvK?tLtoMSZAS9-J&ZsIbIg#Qn6wUmfb(Ogy*31$>aqx=6)!r?*rmuH z{LHO4lNxs13@&AK?KsXUO0(EAAmwvd831zufO^G{j17Fuv1>41%Q$zGRVK@YR-W)- zuq6~i(OQABt?`*j^#Ym=5xGquDYnP+L9G1;LW$Y;*=&3x?q@(Ix|jjx_p;gCuMC9p zjSvlD95yeNvQ`~0yxFDw9yQS}Jq>zv&DEd$VlFuHrzvYJKpGHC?8BaO%E>9WqlhWS z)K($(H6tfXk12lfIy6QG_prEWJyW@|41v8YEE~8-lB=9Ty$Oqmx$cM}^+ps&AZaC z1`L3zxaFcZKJCnQiOoSfL@g?UHAaKh44PXJ;g8l&6pzeQwZ2Ovx%(}U0*jToc zoyB4Xwxfg9_~m*ie*iWt*0>>41px1$H)YFx1&6x{tAXI1lzP>f_wS1a7p zJVy)(5f>*m$SB_OP`XO*?>2R7chn;VCw6)ir6n}%+zX#RcsQP>h7WP7JN*@Lm|c@` zDJO}L=Np3aAtp;9W`|`_y?s(1CyP@?D4E-UuzzLEC5>2!ZzZgCg!W$;E)iK`_^M{ z(g~JkBXI|b9H63L!&r~#5oJa`qeLRZ*(f?~KM597(&|UjNWLLt2>*7&h=h%+K)(A8 zqSHPf0yh>s$ZBC=iZEZBsTu_#q(R$3KKJ!hi;XX|ZN)K5ba~%nW%F1XEKXgbRT-QSH>jbUZpGl&L;Qc3`%ii(!%^(SQ{Q^pG2)1kiu>Lb7 zt?SEyTW5ZN)uOJ9<~V5y@1EX%%iXV*p|4Eb;Ng$~O?*qcdhdq1l20c}OhraFV0S96 zlNV2`iNQ~G*5-dK>>HD>Prfd{VC7`J|Hzok{-2bZ&Ql6g)XLr`1`T}%XC<0O>x6~S zXH(!ZKz7mSc=Y_vpI5FB;DKb0{y6VFR16)0r;vOTB!_R^nPNG(n##23)w?Wl-<=y0 zV60&W^SnuNxJWk4oqnkZNlMk~_Q4p5(Ry|aaiiR38NFgWXpn+nB2t0G`*d^XNdA^End{1>WdPvYO zbDJvs3xH^bf@3NT(xs9HAg5S*>fL+1^}CJ$N`pr!5sVWIEE5>WMhO?w2E!F@s8J#H zkv_KXdCC*t%^1?>GOZ@N@`5M=rQ@hq+ikB3 zX5B){%7$FZ45V5O!-K{f$<1@y=6S}0TBBwCCl#rQslk>LwQBq9oQR(?9UeEy&)4~L zoibU7QMO6JEUcmF;iPy;((FVdmG^Q_TZ++DC|6VQwK?I{DDM4qBF9TpBH-LPC?HVd z^PJaLom47ASqr2y`LY$7u%oy$D*c$4W3M@NW+shS-kpuPqd_~5or4FGk3C_hT!>#` z^@wiOn1f#Q1J;V!T$lRg5h<94LhXjruSp$}Fn_<7&1OFJC`(Z|CXhcd!}%gSp6t(4 zYOX#48zKr12z`55f-Mc2+O53*cmb6;!Y#aOf>0!z^nkWfpRtxA|*{woTPi z-$LB%G5{s4c15MY$JjdmRV=ZbxS=^3uU8?WYppHQ#ltdcybAm;)vjn+8R#k z3Q$1h(PvKuS@&*HkO5>5*4xto2BxDLQlmWs;-*L2!07==lgr3<+mta6YkOKbn^wh^ z$(;|}Jx+eT_@?xa%42D);yiR6gs540qoKWM@STW+RGILcEEe)}n=+;ri@(Qtv(L7d z(X=$I;KN1T#-K&=P9CGXs;i;EY1B!cip^o_wKPW18;C7Q`j}`BQ?T(wM5s)S$ehEZ zXwvk1ag_min7^s)HI@rcPE>%M6GG9eCU2j+u!-4_vJ>AIOZGObmr!kI4t!Tn<6)DvS`V&_kIs|qg6B6c|q8G-P6tphk)zuiPzdaOrcf} zl3Z#OM5WyH)eW&y9J>*gh6NPfl=FU`uD}s+uR4RigO|WI5EvZ1ya0dmSM*RV)#-fs zIV(vYG7@K4|07>7hRvX~q&2EsJ)_gBZ{dzympY0JCu3ns_afaAQ6w6euhRh(u&*OY zdGs=qq?gO%G3x%#Da1cKn#8;F_S)#PjZe=uE-D$>z=iNHd4-HID{UZHCgCQEZe53r zkFHp$9s~8LfDQU41Fv4+bKBm5-r0A+Gw*7jp-u=M(C&5?;xhsxojGA(&D8_RuxOqL zPI488H-}5Y8e)=&qFEm{6d5Rwk)N9GxC|FBdvKu`lWxM4?}dhvh`0% zZsyVSghuoR$7%=2cXTYI;G`@Pp^qn?9xE9bzAcpqq1vC>2`aFG6*C>o^{;dK+<(rpznGIRSmyVtp$ScDN2?j#qz@!=L{|Yh#ZCrZ z#H}cIJT1G56blmE4$FU%oIuYGw;WB`)E9CQjWwr38?*1($HxIR85`ZaJ5B>A$vR_3 zgz6ofOPM9a($lP9dp%_!zkIc%3&H&*sx0#Z3#ruxd#BNcI z1*eSQfH;p0e$m@-ciVwOE&E*>@`T^~H|Eoy2b?He99gJD!Cf z4o$}*20yj_9$LJHxHhuGWvv~dDD-rN$QcJX8a^BAQmM|3Jszjbi^);uHsa^~UAPP++C^|Y&dMA~}{5vMAT>ob9UaO5tz&IvbXMrKf-#pGqg ze*|S;=Jv!1)U3yy;xwpMzif>fiHaq~#6TeEheY-o`OGS-#Cl=QVGNnBjw;T84yO9$ zqo<94D}D_iTYD&kc&Osc#o{CHZ_NknQnbO&ndW?_|WjXMUwsG6L;6APkcDnHVjs1kCQ3FIN*Tummr zJs=|Fi#J*FimjvM_I1VS%bM(Z5pt+dREGcz7v6-jW2nmadOV%&;WOYDE}&M=35&O> z1{9rgl2o$fr9szYAK`thm;*$3O#|j+(rF_pe(Ac~o+5HlOHAe767acHVRB;z1sdIP=lmOFU9R zqLB;fkg|28<}fF|+|^&u1i%_~?o$ro#Nuc7o(yrMqpa*a%&L>FFXoLpd2T8vXm(ab zLShXRVS%L&5E6h^VpMwB$`-6|$YiAZ4hGW<=QP1wFhx~G8QAr^ zq6FIE@K38DkY50qgUugp%)q9^z(^WVqv)Vj*%flV30-Pfw%aG&Q7L#lHCn9kRzuzow zU-&(AIkLR-G`w

    o+W_<=Mvfbk>W>wRf3o&?MJ|@l*P&So{)9IMM*Av-d2HB5@Nt1C~rEbzH+5icclGw&|{V0(*@zfPp|qu`}iLbPxCVE znn1Rm{tgxlWScW)EEEdAWQ?aF2L z=Pm~wD}2s({YQHJH+j**hhJRvi08fsmFgx#6^^(=-?h&D&+7g+68^J-Q6BqN$?bcf zXWui9Ov|&Z@_|-kaX>oQl(~H~J2RCu=J9@NAdDnqWk)*j$`5Xm9Jf zD@Ywq<0V`w%#_md$ub*W+r6LY*+M=>Sh&cQ`&yeBARGO=Nb2X;_=A4a{qaR7ylF2N%Z6_TIX>&Gq>(IeE3X?Rkk# zYRlBwR*fgzC7!h>x;n!69`!gp(}9oM5$mt&S^gIr?T;vaLqpfV^Gn7jv*!0bJDbKO zftYGKIKfR-f5~Dz z4)5~;5g+)@w9Fh1^K!2Zv?}8yA~RakCr6MsnmK-eDnkLmrRk`|4n=S7w^-eFl%;cU0r2Fv_1)*G6k+8gKR1mtV0+7g_Fh-#8LX=7r^V8m({{g8E4^};X`H$=8RIUm+M((*-Z)- z`0SE+W|Ae6FXq9P;*JLYbUPv=e{3lzElw}+hhfmhz5AxiLgW^UnO}h3P+nQexsJ22 zlCk+)>R%)TzOcL`^``RugOKQe{OvPp@tH5zD+H&Yv^Ehp;V^Ze<9p8~lg9!y!&!kbqP&0pIe_UZoK2ov!%R!j7) zYN~nJIB%J1A(?yachm=u55NDu|7;?*@i#UW7omw|+*u!Yn_s=P_-*m>h3_tQC~h1n zWwmyC)tkjPXFk;{pT9P^U>YqBjpF^6i$Sl~AyHSFD9vQIs5)eN@b$l?_``;}W>+rj z`b4Fl-2DU7L;hj6`UaC7Xd`S0gZc#6)Egb;6ynXSHo3{0t>|I$?-Y}A%%lmWD_WQ{ zb^TMIg)!RZUq7^eC;dBxHfp&NI7rBn&axq_m=Tf&p7BW&Ry?eYved1Oz99(LEE|ST z3!c1_{ad`zG0kb#b% zV}XOtaue&@_G`bx96Coz3ZD#Wsri+$CNdg^{R|$>tZ&ndJg=rVFW@z;RV)y63q&j3UDTB>*^K+HaiIdT?$LK_J$=BP?1pNV;D08mnbC|x zNEr;rUE$Cxy>AE7h{hWw@e#)(R+_y+%?v%(r0d#qFzqLM--l6P=Yj@Xg<7iwjvOX+Uz3x2M{5V$Nn*2A{Ka46lD(vde4m#*o@5?GcvfG^mJo~L& zQWir)L*(l519s##3%ReaC6m`)S>((NA*{40y%Ja2sbx(8cQ;-o^QhOZMprcYCfkRz zo=g`^CQbRFau#jqqw|vV(Wmvd&T^2c-3kX)kLvo5SW~pbtpn#w7Cp~SU0*G73D2=S zH<~6j=k6Kyu$@a*Loi#~z+t`Faeja1E7!?;an);6ta@z^O&;^&y_kkA-gz zLSv&-x=c<>80sEY(00f%8x5~mcmD-UEUsHg8XYXtpjDPWnxr3*ZY3=YrrK73cYM^*O`ZIpg&?<4p+4MyBk(4l8@_rM;+5 zs9_Yp>~`MI_`AKG3l_xxF}4~1_$lXpMnYZB4@^KZP~ zGi^>CkB0BMDeV49QxhA`^OI6g_opA#Bt%L+aAEbFX83w;}l{%(f=Cz&&(Mw-yg@m``K98WR+w5O^q?3d$<4AmQ22yVAl#L#}xJL%Ff>DH2LtR!*525 zBZYL`j_7*hs^_y#()_1x9^2IOvP)g6IdS5GiSkjKxbeJEqo*UcKH1Jr2a)?{ElTUk zqcUgBHDZ&!5UWCJCQIjYl$&M3H5k-*4=m;U1nQmY+bLaLv=I(~Z|x$f>>{xVMT?g6Hp& z9lzB-%XK~6r=$57AWtNl_i$1^nteW`WVBpR?rGbcv%*`b?9outGfd_;M~`Gia^q|r z+^$)%Kixzx+gH%S%~w7UZoNKcoP9KtP&B&L{nUrrbuRE1;H;ut&>!QbX2%vAFZ>m1 zKItbKA$B~R9RP~CAi^k^0GUm37V*3!M_9$PCc5C7kpX1%jQsYMQ zr45DO-fh_gT*#3@mlI23Ps%+xsdD2Bp^Ja#Sm4HmL#=`j?miTe__N(1=&%0H}={e4=MPDjaUI5ZV<>`_a|7@Yj( zr}yGm%?XyQ^YmiG*ujd}H#_0j80|A~ zZ2IraSqv;6Q={*NBhtU81qaw!xtu7gerC=l*sbVf@mA|We$Rl9On0F)=#QC4EO zvF0I!bb)f=@k5ALyXT8ESY=4GV|=>vN5_gyqp2~y-S56CDyJ!RSzWdQMCsoe_B)!c zF?Y`wQl(>Lx@`!Tdi2n*v&{(CPBd5Sp4Tr#nZhMXmz3AUzG9rGsU~I@?|esfjpp3t zy&&}aVOv*D=(EnqwPR&p@Mb6Sxx~KA7x|~__#|ZczM4thyKi+l5+tbHFzX;`Fg0{O zH%qQwv=Sq8^>wqib7S4?^zlG-wF1mYns5JKgdjxfS^g!TAgPYIT-1Hh7mgerjEvZ46c#o*Nwr67V`cK5ka^Y%(}N zLro+ zQhhkIt}h8T>EYRR`k@Kp&BOt@i{bqIlbWbA%%6{rOmaV{LyWypk=)l6#GGl^$M!8k zJdl=ug<(u?6rSvPV7-B80K|)Zc+>VC&N?ZNzWeZ`0C%5jw6?JzMFLX7mY8Iw!PRP< z38?rSH94Hf<^D}Btv6NkR2c=wEcgX{$^8YSyof(uXH*_01|7Glt6K33Dq8-k8So5b z!QG2E>E8g(Zd)acol_dM6TkVC-vblP(4hsdz70S5T%lMXrb>!lBc#!MWG|B5h<;CN3(J8Nvxa~?-W{-+km@?JPgG@sZ zrSw`Pe1T~X%(ZSxxe z`h%O_A{-?@sdp`k$U9sFKSPDGlhL@Qi8$HMLjaw(rFCZx~i$-U&I~iLOK7(|oHacA@Fgu2v7V851=UZ?66l~tQyzA|p(@B8G2*s~S^gQes@;uhmFy-Lh2{63 z5zSC7?k%*YsPY;u;Gdo?!ez)+BaEMGVbwrPVq~d+x=a;p6_ch#z5}JX<911@%BMo+ zLK6njwUhy!^J4|EW%jmq{?ekp%M z#xoHH67;M)FD<)DNiZ4)dBw<5 zlj#-gvN;WwIY$;5Y;_}2ii)#CnxMl*UKt7OqBRX%Ex7h0{K+WS(Gwk4+gdy#8)cyO zV9^EH!R1Mduq#HMrijH!?#bspx%wNIEZB)mF_Pg7qoZRzn&#hVj>x8Hh9rFO-zFIzO)Z!9+8uRc)_q<6&i1@wkx3F$itNMO%=-G)(c5xCxsCv$4Gx zKckZbTXuaGtNU_5M*uVmqCD3v4NEM{5yG$yaVhg_dto4=qs3w;7R*m#6c5BA#o2X- zP{h)=oaU`GX>~#%p?1tmZT%xb#)zqmhF0egtYz=IHg89>-FlA>+4Om3B`ndLLy6{9 zFDLJ_I)OOd0q^X3g3q?FCvYGaV&3KHX?U9S2Nn~FO8qXs01~!RIa|ma-F2?gp!j~8 zImraoayvN}jVM8;GODXQNODh%#x!!)a*{xU<1_+Cqfj>YJ-^yka9Xq@o64~s8)k3_ zL}>J8M zp5HL|6zXWK@7Ej^$myeQvA`CYwg<2RIpMR-Q&U9F%+?TP%IwK=nBs}qGD@)&SKD1K?Cy)VcFUn^JZu#+_S}?GIv*D@nhZ62~?$5i_g{K zeYC0Li1k1?A(uTm82c_*1B9=o$gt~iy91ZY~=#au?rxq z*RgP9B7Hx#ZDv^)!bie)o^1qbv_|~T7^@PWwdtL3jctepi@>A9=MMe0(*P;%{u^n~=-R5Y4w>#SZRJS)pPWE3` zt^iG&KXg#(*H_?5v*4{-3MSL`%uv?#)$Hsdhuwalid75T1Gc*r4Q~(xZmV<(?bY@- zu2APg=8Q7KOh1F(>NuOt_j$DUj~fk49_RAxa$)0Bv5^a}`k2hvM%vpj=`}Y=hsi6P z(D(qG(!?ovycwJBamRD0yhBe`vvu@Gk}@W{R6l;pyg87R8hQ6tt-B4)a}^*9J&P=Z z2$VRwdiqWKPWj;npcsek?t7o0rv7*L>3VO?;f%Z)4r$FTzLfnon3l-~0k5SilB51( z5kt;{1@_-#c9_=U*W)f(LK&on#N-aIsKmEj>S78a_tY56m<`s3ljAGjj9vG3`KHN7kvD)v^CO269gr+vLW)Y z8i%@+O&~#R(=wUvoBBrhZh~@P#P@5m=S!|yZ;|r6-aM~C8;#K(`dYqgJ+und?a%QN zSWMW8*B|%KlZux61+*AeMwh8QZyVsGup#NpYU-(G&K(n#eZ{UMU^e8|(UK2}+Pz~N z=uWLvB85bR`MWsU-9r}C)q3;DKoWze`-BsV64NP13~?zi5qOIl-XO*}2go{RUBC92 zWLGsAh|uBeqN%(7(8hyKj$iK?-6JiVYw}iXzrA^!L~5hRIL0d_;f){w?vOVJjZv#w zT_gkz0sp89<&VK2X=HAJU zM~3>^ai*4$mv0Pv+f4BCqTz`#w7z^E@!pPSqB+*hq8B0lXqN9^QqoVrq3G4*sy(+x zj#QV<8iH9*2|M^P$Hl+4ugCF#qWe|G3d(L^ ze7opKC7XU1pJ*?SZK+p|aBzDqy(8RxJbN4O{Z-O~=tBLxwsQd{oS*k&M zS)4xrE0?ngu>fq-2{`DhY^Tn9%H4E&%3I-EqCax9=RvP!+zLHVxdi; z-dn#L6ppE|+e@k)QYC0-y<72d@flET28SGSwR=L# zHH?(3<6td-!sd3XZX3*!KKklxo1Kl*)>Q42jr4gYJ1#p`f2-KsD7}wOZhHB|g=ZUN z2i#ivm5A5ab;+0KgGGM71x9~qcWGvb82lNYMHTdY1NQw>%n)*nyX6zT~^3J@cy)q~zX7eHv#&GJj< z7LN`yXQ$t|i1$58Kz;G6y?*yC^;y5x86C=X0sUJTlZ1Od%Nf$=78n&tElW~!erc^j z-{Rq?%tj?brU8Sdg^A*MFgs1B$PO!Z7VT{#>N#`q{m76t-5|$Za=<#rLM~R{4`f`e zhKLQ;abh|=t4a5`dY2c!CpenHdAw`a{{La@J%F0(y7loSBoIO|^p2r-1f(O9(7T~Z zm!|YyMIoX0UZqIr9qAyT^r}ejh%}WVMFk7Zf8O`~?!Di4@63OGGiOMcoU>2P&R%P; z@~mf##-m!(J?f~z{)AUxJk3{F@G5!6e7DY*kznAUn__vpiY?vq1ofmD$rHjJ#Y|iz zfi^9v;7E!y<;r_Us<*dv>RsbEm?JhC9i4HC zU}1b;G%2n8g*rc54dkeMQl`!Q7KBsR>T^`j{o;0ePPcTkHaG2+GC9Q*&Up69$tM|~2t>?A~L!ysXDxh!Ze;h3I!7{+%y<7Tx5$`7^VLR^gq z3wYGY6t*Ro3H@rSiAzQxFy5Je0G!Gs*8IG--@E|BC_wsCvNf3UCOY@o8#|o8-kdUv zaGeApVazP=fT?d<1{U}cVUxf^lPGAzw7|%yo(*vm18(nvp%GhI<-aR z4wE$#-yw0Xc4Vv7dgU1w|Gr4Sn7?x2wihGmihKJ$UpWE>n8nu0O63{IQaz2~i_+!!Vw7xBvwNJ(!(4ok(jp;cNxR0`R@2y}a!fg28P#jkNhNS1R z1L*v9FS+u$NtJ%^Y(Du=`ZLGAHu!N7836~?1*jOwWG zOK=;ax&z5%;MzH{w=OSOHYoJDL`ZyUS3Zyt`;}VBpN40@)#!se7JjMl_)Ip`DT#3T z;Ki>8>EA9f;V0)$FnKIF!-=BlF1Z&k2!R6pVbcreawpGB^of%CMdg)UnwH9__}<#kdBVnk-7Py#g9#MPrtKO}Ci()5xmQ@7e9Y5n#3ZH~Bp!P1-=VKo zjRi3VS@nc}X?SuAN94e2PlSf+pYH4BQ0o7p4K;j0p#K^DxeuoEIPi7OG^S3T?RCGu zo^m{vcS1*EO1y6M)q{bbg$7r@(p`Ey{{11Dm*&1OZ}W|F|4h>Xitlf}4H5eMxcH62 zeGbPK1IlXRmBE?>Ym6Uk-X$C-Z~RG^~VU zp}WQucS0bNpsRS?$rC&h zne`0_I8qiI1ORBEj^d0=Qrv$4BkNZ@-TkK#5+WcB8V9K7V1o(aT}yfxOA_L9osL0S zakooqS*+%U8(KiulU66G@+4`6kBLL@uF{$`g&_c_k7p=7p^>hS1RVgnm}PHsIHK9R zhF|rqwt#!1ev(*6vE?-o1P<7zr}cw}278@f)~b&HmYw0&#Yp`IV58`>EOilA2uMYw z9^=;WT*{R|;oMunW7+!0162E|1=;%wEjFEvnS^gLLdN5}uEUTfE-|zB08SE5SNk)+ z@E~#~EfLR|?nG={xM2i^h{ZF)bQG})kkyo@czMbkPUkh{Wc>lYl>*RWLUxG=$pWX7 z8Dn2N@r9X6m|GJG5wxP0^E^yXXjFfU`~2?KK}XxAlf|rf$yywq{%<774Zk4+Rk*vH{-o#(h#~TpkfFL_dd`o zN=vR1?Oq?W{+bSE;W8>-r_Q<2HeD%T^a-HdX7}tXh>V`sjhWx`f)_HEs~l6l_Jakv z{*JuOcT|OU2wllr9N{zesFN=?x9@ncOLC!YfcvXbihrf=GV?OBE`T=?k+D1=F0G=Q z!f3=!Jom)Wy>Re|q-)9&6aDJ^9_De>uzGMRv3j_AM$kj;I!0NrB;-T0UMq|^DCx_G zE_E|B8TH!!=+HEtUQwZ$n1Td=0C}`+-f1`D-PoavwE4{Q+o%)aXVrS~kS8874FiHK zD!lj`>ZJ|vyYHuPC@T(wEr!+XBKyUE!4CqrG-XpeJ`bTvL>&~j$jOe3Y}Q;bI%AD*mZ;< z=khHhDF=;CL&025VJ|=+$%1?OpyuknqK1u?_^01%)V{X1eW6&8G~Tn#=PECOCqD>< zFU-p8zQnx*7b*I$lJ{Y%rR|X`eUGq0#!E;s1|~{#qzNF}cE+~sO+3msuBy$E;P7Iy z>JMP$)%%;1c!+A`Z-rYUzZ7m%wEynm`Ad#2)BpOqW2}EK7Y>`(mA0XeW||DpXZ=$D@?))FS(NOTY=X%vuCbK{8*F|We&c#PX)dF-f4i*45Ij@j`685K&K5A zL+tz(83JK_CAm%KK3b&LiHV;DtUj7izG?nzr@Wkta?(H=7LoasOcqGeaCf);9&wQU zLYW+NBOTxRnbx&0AR&GpNkD5Hg=6}fk59QL+W+ypD{-|vwQDQ^QkxJjBC``rC;vKR@5>_*Hf3U zn?fZt75R(5W0%IM;RH4yc6RjK4_tf7<_(K?=zhJsbpW8@W6^=sP>lvK*sN5KDuoiN z$H=q(vq$4tWTw0b!>sN$wM(-Xx-|#svpfg=0g$V^t@uNh_w6At*ka-+UF4CsrK*Y$ zg$LWtS1By*85@qve}Z;Xy02qGM$v@YE#_I~?a(?o&4SR?o3cL}@vVMA$gXGV3f4d} z&+$;@4iLcoU^fEA$XYS0n>;;v3@wg`M+69WiSAsmz9GUios)5S2$StKn>d?=wWjbI zq1J~3l0+D{2|mmp4X_pB<|SdX`!($}8sQUAwCo?*;hll;k@no?JAt3UEF~(&z8~-(t=Wg1YV*5$}wl}?qX>GmQ{-~@0KETsA3Dy zpU47hX;WLhil68)gH0hu5xRfH>Zq`aOm>0H=92@waw; zKR1f0`6(^SWMu$M*{Vbwv%)86t$qefVhNx=nbd`0BWM!!}YnWdF1 zJBd}7Y{9|{ZdSf~SbCyUMc|HnSmScflk+B;yOxaMXYl8_J}sdh9(Tq8lnG7DUMYA)al^{Sp$U*^BV`|dC!uEZF%BbhhPd{?#5%H3Oa1oAY4Vp-zI8- z1eaIGGfyVR?!F;vx=cO3TVeHLm2iFJ#pSKB-ysTpzk=m^CSsMF=X&R_QOK+qMlGN_ zaqBU|P>HW8b+M@6?gj;^pa#pK2xvSOklOnqYf_!q>iJhthLOY)P`iHI<(yM`bG$>{ zX^iqjs|5o)v(K3XNvXz`bv;<{3Nqd(&qS_CN=6gM|F8~QBFZ2LBU0hlw`?<|Go9S- zc~PWC-Ahzi7{o7LmZ*-kN;kzJJX}3JPY-MF*RZ!g7&uqZX^fpN1+>r0&AwRrOUe~E zF9ccNd{gT_FF>}85V)Q#ZZ{(1AP+;&duMGy__|kw0{~wGc70Lv!qpQVt4`8)xly%3 z5RM4y;&J)_MzSyL=6^~QN-sahv-6x`dx6w)6|U;k;PO0$%N$cCWb_Z~&B%upb9=Fa z@NtgZ(`USy3^dzMt&zN$Pm5h)ON8>W{CqGvJHFkV587>ww-%y3ipCvO*h+#6d$d(C zk<GJg6}Ge1IA-#MCqV zuPv~ob)-`6Dn_?t?GkGbsBR!-Y%k|n3<8`H^anH7--tQ)Gkp@CdYRZl&14l{jU=mP zfGxU}UGpbz^DP}_6i%QnKjmO#JFVi2^;lvGQ$Bm=8_bq3zh|yky!gt!81f-m{g>Yx z)#YBPRvB#UFg8lCSb%Bjlc~K!yQpmh;i4O_#R7!reuYt*hsC{R^_gVBs8nk?vdb5A ztnMg@%&2S->%4?TA3dE?W{!-989b%WP{_RnZ7rZy0WPjRdGh9yWK|u8n6{)NU|3?F zi*1I6_H0p`0`ZZ)N>^;%VqCCnD2C<(?JZ8`TgnIr+&7IXchZK}A}jS#&#A)mc3fC< zB{fo3B$?#EZ~alwu)_8mT4twG5Ls~aG)juw@c;*-HIkVaQ(@LYIKrMB1LhvX**-<8 zfQZU?*zi>!ypLzy)L1bS3H@f;-dRbAqwSi#auia)9`|jL=bV=;womJR&-T;8?Cr~& z(Nme}fl63qS+H)Br}jqTO2+m5ul@ha&m}RtdZ6rcql`7j9$^gvFauA~4OAX%s$JEG z|JQA%0^MAe?x}o%c~Bj8b6UEmo;Qs!@g|tkJz)kew}$P(fHwJ&ls8g0&OM<31oKUm8ndW3Z_l~spd~pGuk>^RLJBfF^Qi6_Ds?}x z&IH8pV?*W%=0{vdL-o+dMVRE0C{7FlZOr0p5s%F=+bXye|ym-AD>WAyi&590=~BrB^1B({XeH5 zLq+9mJ+Ft(Q=eF$T+dy4A~F9l#NPv|QV&wrW68IC@N`)JSbdkqsiVEnJ{2&cj8(K> zN0T(l7zd^b9jdBH8jVt!r?pytZRP&Z|RN6m=XH1UGlu%zF(QxiCJi+l0+l| zsEGk}yfw?4@!W#9Gi4%BvsD>}yEYf07^Cn&rJpq4df^78EwV$e9@AZKBUDs)7~Z}6 z*o_VYQfUR83@(_3?q)ymr-Z3dd2Bk9-Gb$JD^^>4(-1$1PZygp&NmT#x&2oOa@Fud3=;aOCvy%;|I#--9j&h=G za*at+@ukbX8vF9vHN{U!g>iVL(1zpHVTTe#aj?ezynAC{cThsW^~WjOQUNs6FdTX5 z2czai7b!;m`wNC$AV@kAvZe+e1-EV-cy-ntoXV9E{vaGe_7gKQ{5t(#=l^vz?eh&u zNjULT%iNNBtt(QUn_l77RUJ1oSSF!{k zz`bI22GgS`$@KZ`S3Njaxg<8MAD-`@Q)IKD`ql_kZ4fOp03rtxK#)e^h3gD(Pv}iF z1Hmj)NJ^VW&vb8kD(~l;>OvLnJ+)ATAyqU4%iQ~nM}UJVC#KSr_?GmB#whO<5s)9} z)V+ZqK*B|0RF`=E66hs%&0k=4C*L4GssIdAe>mxu^`zB9ACOT$! z9w+tO)$%7KFUy`raS+fM`Zj302#~taOO|?cKZRAbtRYg7cwSbRsz^A7ls}S}fAI3& zlhfzlcOUfWlj=M2KY3<-(^q;<_d5D1bVRNECl=~QMwMJOOqB*MBdd_zn`NNIM3qm^ z72F&fzH=wTz;6vf<{OaH(`(?$YgoO`a--*OPfS%^=~YV9t7M{Y>9S8;MH0j6EjZ(z zt@uP`@(B)nES+|1!QT41Z#@DS!B#<0@803}srBG{XIqxSul_OTzOc#|sc^jPH*4wg z+TJoQlBGzI4~Z#^2pgBfDDygy`q)u*T=o1DO4@6rsjwYpWGOux4O;Tb)Qee~eRZq} zG9^3Gf-`%66ctGAUm*{eAyRtw>-o<;`A_uqUks)dsrTQ>45{wYL(7T{4|Y3$_Bj}z z=P&CVc=Mm{mc6oetGt_YSMe72eSo0fz6c#cO!!6XL9)I(Cq3qa_Ra0``wrB3e%|3n z2ZVS))p$fk+0!UFMYx4Mk*i@8l*cehT_MDyZ)n_{);rg0x5|#DIGGPCL5X8YERaqw-(g znn%s=I2t_qE$MP8S!hl5wA9UObzjif4MeQycxpPLfVA%w$aA9RphRToaE+EnrrWPx zguMQ~AAtF<(Cj5%Lh>3#1WDoySb`G8-sWx~38B&eiVwSH_F9(tMx@mKqQ81~nS=ke zV!-pGAZ4}G(bts{>duM&1SH&Iqh}17xuWr}K0Pa*^NSSHEc>X`L-06lJdW7e6|zPW zH(c3yXSWWvHEC2PvFbz5MqeSVhsh4(+9LEqwa}-$j8LW@@TV1i(a4`ur7ps!M1sl~ z<84=koW^X!FOVJ$E6KNMd^3m%E3N0qfDGJZNjT%TB$gu<^Z`01GMPi=W)`VmNlSqQ zVaSrQ$hoS=iu@ono=qt<;60kRQ_>8RjgP!Mj#6a)Vw57gYr5p)90|0*a5$iGL%5m; zo6i^t_tI?U*Tq4uDM;?*?WhWIE%!S@{D?Mw*SF!BeR@+_%sK4Dv2{oF#S!Jan?G|* zE_o?w6f3>E0zSjX6w}OzA5q0nrdV0MM@Dlo+!14WH7O`Yn*g0o{b>@%otPDA=#02n z3XIuxW_UI9jg<43CdF^3d4 z&?hp+?WktQThMl$VpS~k`Bf#qrOqq9;dSD$3I7i67rDJSe<){mG)Va_C1 z!V`k>c9XB&m~dh#coh)%7F*5FbvPYaYXjkJSo!!Wv+=Gi49mq#I4VLHNT(RBOl}$^ zNruK+%c{z5@BOEH5*)?oO;KGgu9G)&>)!S5TVUX%zTdgj2mUlB$|88s z%#j8yyAM8IjDP_Mmhc1o&Cx=ly{qzm|3olsNuO$*k+9(+Upagy*SmJjwk`ouV=gfN z1TLkf)^3^FP?8uu?Tm7+axtu%2N7`&cyfisNvL$e96M`Falgh0`K5YttZAT5Q*F}| z``q8+dIePw)%pVoX!LhQgrD^mhx1cok{}*En`%f~pXitnr>{m-?1OwhF0w2jUo!vm zN-(aag{iV8-7FE-K}_p7ifOhYw4rVpQWL(xEk^(mTAo@Oro1DqqX?XkqJq1!azsg) z_-e~j{q6O=6}>UcVD>yz(G8RpnWX)LlC%vyMe59_N`d8#s;;$L6zAVp#YRjn7e~kT z8f&^oojHoK+3mE@I@h>7VRxWg3*X~ki$&0oavzA-PFo;|J9#nI{(a=PT8}R3JCtpE z`w@Oe)6?2|ooIB#r{S+4Ky2k_rH%DLc9h-HjsRvgUJb6#rT+}m9D!a< z>wx-lT!-M@(Q_i-yPt7jYiiG!O}dF*{(a)X5iPDLbkicTd_uholz$&zdPPnHKHx|7 ze+^)Lh)tj!!pM0w<^_9R)BOsh?e#p}6J4u2MJYDvHLLI`p~prqzP(prmrfAZvfiZS z0>{!f6tT)R;U)CZiFpZjijkfw3#LeI+aT$=(hx)F$!KO z9vc?+j!HSK_>Ezy&WCURk-E5`JhsMsMa{tPTXb(KRI6uBA_ zP5ddocxvUn)xz!5yWA7<8q^s|Xy8rco7RP9U__#EYt!rLc9goYs`#QksaiF+lO}HK zhR(+F2LFW8Lti0r9hr`saM~S?$Ld6^&iZO#8l$BGZhmAVB1$9$ul}Im4C_&p3iQi# z?pwmTac+oF*c^N!?8{hsOw27wdUd)SPJ`;qplUp&-Cw#iI^+#!EJRW-u$P8n%ROhA zicu=*PW2~rpOPX5qikg zFZYUR+kn*jH7yBy=_=qm-qGoi6LaACjDUU474;G=t0%wz0Ita2NQC;c2~9bkP|0cw zWxzpzP%=*3_sHFN>Snn-M%X&MpRlTUYNpuo&ZAX-$^(oU5fzp;H2T?T_YtqA*$tvE zPw?@8U4`uPH@#W+b>u}5_0_vv?3}7e(ys}H{XbSKgWg)VuIT{~O4?3Mo9(uZcD1C> zkO1w^0{1Jbf)U220x18U{TNH*`n+8``^{URmu{Lex)uTABhQ%8vC!qQAqH>+AH;+T zWl{3mjVk+T1&{@UAhdc6D_92>?A;R%#i>gWa-yLG0G6qOFd0l?_j#e_730!z@`t}- zESTr(Z^cw=%KX9x3CrGjD%s#!b$1vVC6D$2!0s9r__sKSHS9WUORV0p%2TB=m?6^I z8YnPdaQDMMv6*~?#+P zak$BHcYfqm{sWi_KK@%>E+uyQ&N{B;b`>Jn=1#~zCScgX1qpFkbn?9z(y3mj+o4BsSft~2X@7^r9O+roXm zH0&WyrgQz_Baz+llmDG>Xi%TWI?O|7%hDr*vXf6F9%Tmw;^@^kaU4{3tU8-Yv0{LS zgtLtpLeH+jI!_)ob4(YDc5H-+5oc`w9qAGZ z+V3gs!H*cu;$8SDc)!N(6Tcuf@7SS{9>Mdi3A&(!Bjr6gt64OKib*ZClAJ?zG>rwn zbnG}zrKwPaNk9-C>%(2`#U6Ae(R?!}p+>u^1KAXuuX9i;4X2|v)@%hWyEjB-`Wwo-Q@NRB zWOFJ+aOV@y&4+st)4D~y4Ifm_Y1s>j;r=$$PGi_xl71?1`G8ji8&gY;b0x3Yjvg}S zCe+X=)4t1Lc5j{mcv1*qHDWQ-wir{u!rWy!69FK6{GNwsMqOnVMgk7M86{fgCp;jwTzSw^be&j^uYNXMVwM zP5KRFjy{OPHHx|Vg7^4d@*?jAXqM>iETFhI?nGGNInVB7(T6j=lQhOz5PK?vLhml^4Bg#~uu&mi z>q(g(5G2!CRg%|q8`6-u5j%)5htGY@ z+QdBZ$Q!FR60ZK5rcb{>T{it4e4P@Sgd~W0$pIuYS>NbDMM9nvkMO@FuYb+^tiaXfV`GF*|DOZMq3RvU>f$tLi`NPO=A-vvw{S12wO2S7q z2li_00DZKjA_@1#lvSekH`*4ZqI#P!qJ(avN)=;wpCaI^jH8hJg3YeV=4u?jz+|tI zRiatMRC}Tf=$@fkh(PI}Thy0QB+dIJ4|gS%j_H|H4}J{cjVDp!s$>jZWK*^`9uDcD zkuDCfcp<^2lisAH(yz-ESeqg-*E`QIkmqmlRP#Ou62DllWVzZEx;g_U<(_D&yV)bHRzFzRQQ(TXD*5TnDyG9*Xm zjp?)*?EN@}M~q?$$PBgi9Z|o1X&meEu2rFBujB}u>)GF`JUGJ2cNZeN&m>h*`i;7# z6yKo3*mc?vhGV)zHgg+WG5?(5s$g zvxU|=m;d@x?Z(Z{;>R=}?OIzzziiY(V|9PeFXU-49?aJUp?9eJ1Gt&|KWG2-4o1>< zeg49XFpCen)C(oD1B#~b7AW^)(zvFtR~$+Slq7zg{l^vO55DH{pZ$olr_7pas5t0R z!^3ENX8(rKOfIP1w#lxbr~f49$d7CRcONTU6di`wJiD-a`O7}0XokBS1t7FINvsR= zl77&R&**&%Ity8n{2`C|E3b6-pC2$91$_fMnwtr7fXQLZ|G?*r)D@u&(AHagbnb&b) zG1HatAAt7p-R0T2(oYUfKi)n6!Xu?%FLlm&z5EAIi`n1)pr9;uUU&U$J-E4|O5^Rj z*~0?)C0+NBQIAuND}0#8%n?d}VQd;00m3My7*pETsJU8Q{3O}}us z#&-a(Nq%|-|FEAu*Z`z7xnS#==J_#sg>M6VpY``SThF}5>AUavfi-m>`4_tG9rgS8 z{7}La-#bi-O5}gjH@Eozc7yD`2K*!bzmHycK5|_z|NT@6Q~hDD;Pa|%P)7dSL;PgC zkNEWYOB5byRk*5fmV9OLnCYt}zM}v>tis&>KjRrxWZl%oSw*5J_F?Z^?F(Si;U0?joa$x_MA*3K$nwfDSLaBjoQcQ+b z8y6Y=*U;<2d*zK&Nh#66)_^k?DXVfWjC?(FIvJ=J%Mw5Q$sPSzPx74XqPvbz{suBq z^+)$dLv|8L6sWT<&(k|u9Ntf#`wEprT&(g-3NhWeLIsHv(l<#Vpa@*MaHS} ze-!>+r*Q9I3Er#Hm0hWq*A=S_ymVe13G#~x)Vm14opMK44l%|W0idrU#^DP~FpoQ? z>=rpj`D^N{^Sb3eZ*mH9W)@G}nP~m@VW9SGTfWR8l#y9W$-sXuXw9Nec62azfLGSx zWUO<)X8Qc6^)Ica+WAr|@uO(}r_suvTX)s!O~#nc*29Y!zxAtx0eFQ|%U>!ZG`XAY zRbYHf`wgj39RgA28S)}xjAzPxbDW6KZlaPqz?l?Ei-&OV6TkC&ccMrU3Si_9jq*1( zlc(O*KS~1+*tOMk`6BgfN;@BL_7RXFlONtPZEBiL>2ED635j2ni~Rihf%%)J{rydv zF5W5Lh8auZVtl#D_)Za9>pK-vH!Qy;=Aa-te-a= zhpIKPRgi@cCo5Js&rDc*oog!MM-GTQ$b>o-`WnjO7>0N2d$PoKK)t#FhI_Zc?x8;7 zE~?TOMe~yPsUceol`fli-{1hUOm1l4L3G_FJ?hT0Tc_owYc$XK!0nW)E;EaOrLYl! zJie!=a|4<1=^L1~Z_4)jFxzFlFgKFx?0;a43M(?tFa7|MAMrSYNUJy8{s1hqBI?JF z$Q4BYdz1Jtb^h0f3lT}ZU+7F;Rl+2w*k``bs54Q-a8z2n{sSm~@b=c(@Be*~#m}pz zYdeM78m%0RAp)t7Eiaa)QGbGM207ic&cc-aEBW{%UBSDH?f?Mm^1@p@YP09}!iqzK zZ_kU)*AUFHO-ctaJJNH3^r)tX=e)jZn1HxsV{?NZK4&x|RSmjE62`5$koWfXQ&q3^ z)T$BHeAo>PT=52mR~E2*RRTzA!LUZ8CgK>G9MnGX!_G;ScX1MGQv&g!q^iTJg$dxT zcAf)D&r>;T{RBG44{bnxR6ydBfBR}Z>RskO?>^6Y-d!zx&di|bZb zmol&}zh!u~9ZnE9B;g%IDc7E)Tpvp$`gR+8Sv0wMF2-PRPQ>9zJIRl!Ko;%{vxdI@ zjJm8m8#>u#09`-3v>{L>99EaNUuU>@6HDeO;ywMc8yX^W1R=KM6J03*d;(%-@G;cC z(uNlrH|s4AWj^2EmtUn~dR&T%>X@#xjRB4Wek#k|j-2xhEd!8|ENq7esLZF3FXof! zrYMqm)qlv4**n4ZW?)b{P9laHb&g;@rse(Cz5tTfMv8h}Z7+L6)4BAqxpZ~!s#vmh z65LW~LR0l@kmKJ=;1=0}ASMj+Nh^xn$N)+$@fiN#^uOS9*E4RuO!y?3!T#N*dq(b7 zFxshaE<%#Iz7Yt|ND60ekyMsy_;RWqHLk;}QqC_4W9SQ|5FBx#qtLUSAtT~$tmkVy z*^pIE$+eK65UEv!yZN0|T@D1hKJVTbEZN}r2w(zpYpZhrtJNh#!K#EJCgIH%bDX586yqCW+|5OG zzGs+zHYVg?U;+wBGwbnoI#$07&MeWQM!*#5N`X{X0`QJHiscbH&azNjdW0cGBa*&Ab~x)56VVMN05Qv9=ILx=Q)<3{~1`e}ooBaJN7S z#iK`W%iuW5Ct-$yf9w}1@h*?yD2^(R+BuGUtE^6X!w6+vxA-Ynk$To_Knds=ATx^- z53NJkA=l6)waBt2be6;2XU|s~qFTPgSA5DJBeCblm-imCi}^uBT`T(}Bk_zM|AJo~ zGEd^06pS?Q%PHhmrGYSC;3xhfhrO&DyK1B2oB^?`Ns1 zI&`M%tn}r}mAj;5XH_ET5^SiILxq*18KyQGK+k!>rqi77KS`fIDE|o9Z(24mc?MCd ze)L5(94-#86}J7|S{?`GOP*oSN$Bo3kbPxj0TVwVd{3j`)>?=06t~cU;xoh)eU#i@ z$}H3pf)W}@b%c~~oP@lN6v?VXzkXKR_t*9V4c`G!LF7iW%Xob!Kj_P{9v2{m!1w{H z%LX!KJCw|>7M|tF#P4FWzwMjqn(bmE&d3b7cUz}Lhx!6!!8`gLQ+=zGcXz|Fa7X4) z?2E+_B4$uEHWx$A2=L)PSSB#z2w_Ye?^CXB)w02J$#PN2#T20+B6Y~C-k7OVsnE4Z z?`LK%T(3reNJ$G2mO|-*HkJ03;Io(k%7q#NB}F$fR+QhB*snW1rD<)Y{$my&M;z|- z@ALKb!V`3GlttWpWb5M7o^Sk?y!qTZyI;90$8b^gxM0>MRyOAPT*ta&HE{?X*^3ew|PP9K=K+vq>K40F0mCE;; zhKg4-XkiroN0Al2w2VJHV}@_@>#qZ7kh1081*E=u)Ge?t$YOmpPu|xN=Sid?A~|Se z%!vI|3EW_(A4eJU<>EGsdI||VW2J!L$x40Zg6Q9cEya+ZMtUubiU^W_KFCtm@`IZ~ zL2{WuPhAy5_6m56V_MY@;qE$REGD9w5E5=3@_SQL#Ihu030wtPmpJ^NjZpWB{m^Yv zu2633vg#V{nyd^R7g=4A(R7h@*>IAYB}Og3HarOlIQN~eRop2h?!+Glu)*}kIJ!OBfo zFg`zE^jU3T>GYL5MMyd-5*Pr&((9G;snZNgLfL*-Dza_{fSfKVCPhyzGL+QgI3@;R znaHEpbC6=jX)av~3R9jAN#zNJVwFSd2*VDBPm0Kut^w-EIavbplZr=_`T25U^I6{8 zWbqe~12mp?D9q7@khBnAyyoPtHH#x{HEd&U2f1f4yun*SDkIw4m{ne?0gPMAi3-=? zA}})uB%!IQcbR5CT>^cgP{~dqwpso~)IrVVTRP&LK#&9ZH#z4Fc^T01x!^(NXQOwy z+==;FxwI#@mC>QX5cXrUu}Z5XJV1sMg;9ZOYpxcQf4k=FZ zo5Ov{e`HX%MR5vlcIYTQXjCsXm=OVaJ`Y=y#tO3?f9+n&k=l!V;q}bYWVN?u_|{Vn zvQ$~xlg(ZirMZ63{TqF`Q_rV@8wv9}-f$_p7+I3KAEM1YOaSlO72(WjC8F^q3?qUESXqD-H_WJAq& z6i1|hlst3`>he|)mWzy->TnmgGK^GQOI2mfBRFJ-w9I7u<-rCe`5CXUVB4Yc>0#w_ z^wn(tJXpp^8-bqRLH*mN-#X>tb9JxsW1ppl6a@{|k3|aRK@{8bG(w(kmO7^R5s#1h z!=RMVh;guAF{6o>zl_1nH;{K~-;BjnSX-SM%{aC6=tjbcb1)l$thf<9Vhb|19i=r( z>%f$x<+Hpu&W>9*ixU_Sh*u_n1EQmuvNAy!TV*19TISYTuaOGCe*hpWDe=_)_zv|` zwMrEY#yRo#ipS=+g2{;^>$J7w%+vDHTI`D53ZMEMj5N~cypte&E_^pfqQVG+l0a@k z+YX(26}~Wjs=}mbssC!#6Zf6w))cP9Mxdzo-~wQi3rY2GfFy$OoGlY7LG(-Dm*ScC zE13n$fUs)Wm}3F30Sv*0z-}N(d8c0&TFTUoNd-bi{A zZL_WsowBG3@V@VzYC*U+&q@!mDV6RRGLq~ z%~$_ICt_NjU1Toxm_*E*M=yP$QOGAQZYL^QGm(z+GfzK@-8p>{f^VXXH-hNHv#UOU zGOW8)uNsK;NxEHD|7VDZXIEV`lU$e_`AS$5M`Y`zzZs=m$xF*?+kX$m{AFdgtX#|0 za^CRr=aH7Lgo*)EoqS+*P*^X`ngP#?!|bo7SJ(d)x%n@nd@&fK-4plVn1B3;h7pdg zWa}X0%U~D$Pa(a62T%TB2t~i#5~Z3`q51<571$Bz+E3mQ&F0^mT+g2F2htM%_6Skaa60;kq@OPR%0i;MUuEIj7&Zjy+gA-emfIK4!PO)A;1n z;jFf!Q+6lYG~}Vz>b)_{lfbiKi<%0B$5ad-<3E%r)IA)UUgYe2^IafmB}D6Db);U5 z08k4E zy~IMpC|K|w#YRp4*MziQ z@oV=>&Ht{dd$Kk2cU9dl%&m_z$==~Pwi^4_s0)kw4Yqxyyx~kSk|T=3KJwJ zjm)3SkTe%}(p`G*8&bv93P|mH^XP$j?_ic59eJe^`3)Z50R4=ZgP@&CGfGzkn!^jD z75$VydEb&Maf_a3^TM_4!tkdBFYO71O;3cj@{2YkjAn}IFr9AB??!ok=PO@1oTfOV zp&l>AYqWGsr4n={3Z2(gEFiQHVGyRU*(g<>y{x?fj@6%t^$9;Q5wKqinp38~jGCO)4 z=!yw0{HtVw@cnh#u|;BHdT}gFuelygImOqqC7^Mnm%!PAan!YIYuEv(0DF@U$UBBy z-(gvbQ`{SQCAX)l9@=rI*V8U*IhWuXJ0rFs6?3%1Dl!29vr++R$D7d)$!pac9S`NA zzT|4vzE=$gpD|Xg9a0W`b&E$pA%1l}80|A^NgSKhVp4AH?!%cqMLV(tx`g|@>nEbcrIB}9c?tS~&V{l9;-uV*`JB#?3AVcD{5SMKz+!T4! zc8a}UKXiSqj3hnxT7r#C|D5;budz}>QMgivR|t>mJK-j4I`hu znVkLY0+daMCA&oArW}JQaUxEUWUWp zDpx<9(+2*CXJ35$O0j$dO^nO?;B{kxVTo3WT9ZeSfv-`Qi&3O%vdl^CygY&l0P&WS z1v%7ubT5s1~eo$1!uo0AZ3=QZnzngE6;aa5c zCXvfXku1Sl%8I(|A-Q|QK!XdGF7))K{po`u}ioZxj+lDm4R}vGJBZ6k$e!YBQ-IJ5gt~svEFh- zn!>JI;kz;)L8fq{^`2)|xC*aRYdKb7m4S@TiOQ<>$`1B~nqQw~9|sPfvB|6AG*7gZ z4@8^+PY7r#*ZmfZK1C*F!qw;614*^s4++Z?In>i@tr*S(emmM6W_mo6@xhvf%*4XV zmSv7s>~Mj#v-gE~7)=sCMyZJG>hC28s2BwTf&q|Qx@ENHX~ERgj|}D#JxjmVjYJ@* zI;8ThW?y%Dm-S;bDiOfjD)u@TZ3wL@IGJ?>H z5q?Dv<5^kA=PZ-G&*biLhc6!v`s~C8ZW#poSxWK5WrH{j?qTjfAFov%&*XVOr^B#3 zr|`RC^mO1s!y1TfFp&9s(z2l}hf<)Vr=^N!?TrZO_ZWJ3;m6~U3P-ZWQFHkKJQR>@ z{{vg9@CJ{Ljce^Mx-K@Zl~@BWaq38RRVKgZOWPj#^N-opdp+(;emGQ&*q%Kv{MQN`k(7`llHT_W{XWKx&Gqx~SxjrHW)0VO?Oji$0O?om0Tof= z_6_rDzHFm+B1{*RBZPeE`RYhSCmX(lk@S=`xEc&lw~3G;tZoW~tceLV$ff}B<%-hk zh`!?z5Tc&Qwb3*oiC$tOEYe+zeGiMBH`Zrag59T+U_oq{S_nIGFp>~i_;b4FsUe$* z#P-@(l;(=+Ll*zmMh3K^04^8+wkDjxkJ3+_LKJL!w!&1Bo+`&AtkVX1Y=u_GD-K{X zMDpxy-3BgfOdM4WpH_5;vseCA=LwQLp|-fM80r_jumGM1FJ+M27gn(3R!tWzPI<$u zF2TjUn-Rt%zD=gUqsxG#u$QoWYcd!W+rbVqHN#nFD8w?_qmi%@5!t0-wK)hyv2x2Z z;X#R(sJIB#T(3s+%-5~`g4MDYcQJpXYoxg5b#i^1=-l<}dEV=wAc{Z(T?M50JYt}@ zs93NZ?y?34;bdf}%#qzXztABJivGafbA-G`Cmtn^6VTC)I3g)&@|LD4B5J$mes_|mIe>n6$i2di&Wl<~7Q}ltqX*=xP%p4EMHfDzzmLrkZC4i8^Wo%*2rHFk zA?b_1QOnh%7Gcm3YQj=2rbqjf?@5HW46X^jbd<@)L`*x3DYlC4iW!C{W;5ySH!~u0 z+QsP<`Lx0qP5^ZniP9dhXP^rqBrgHX5?4B&*eI8Tz`AZM!)1K_5$IrFGl?@Bav{2W# z;XGZcCo&jWzJb<9uO9F@>G8%L$ zqBjw@gbmwD|GA#6eI{r5%1NUx7%FQY#_8#zOr~r%01!`ECuWNI1F#KU%B=L4YI5(6 zYZxX-BN{ zYSY6=A++lkbC&H>;77I^O$9I>F2J{o1x*0`jwESMjMkaA+8)4Qx$Ys3jHq!SH1;6K>7D!zx3$uG@yPEL2=5_ z05@|n+pr&V=jX$60n#&h+2c-Y|ILa}*u(Ns^@>j>=n=}k8?a2hbuM^HJ18RKGv9OD z`WE9|CgVEJH{0#{$T`H0N~UOgcdLu~|JT}iMK!gxYd8%Efy4v?B27Sgkrt|jB(%^& zQ$R$jf>Ht^AZ|?Py*HI&=#eHJX&S0h#L%07fFj^lkqs6^{bSkxIb)pLbCcX;%`r#D zTyuWwTkrF}(t+c>RD-u*Cd~qvYZeNaZ1eR1A#%vc5!}#X!81=?QSDa>ckB3lYL2~Q zD{k;kVq2qZu~Uvghgao zn@Ds?Nsb2TDu5^F-6~p7O(tS3v{Vv3hqSzMQJF!n&X#iL_I#1}?p#RjmPyBij(hku zlkD$(ciQ&5_!lx?F;niYzFN6=1dRjG_<>|ew2ZXOkg{<4Ysm$lB(p>ijkQqx*z+P+ z9M8y=t;>r5u~VgK7>AVhrdqxYZb*mMXg(LGnm)@NPoc_%eCa^JL+X>AolH4g!>^Of z^`%&yR|b$hkPW|LH6-05U9(gwea!~wKCnK#Z3Tq(({#Pc8HsB`w6~N!gqaG zm?8zbsO$OkujE5aQhr%uY&hrZi@aatv*mB{Sr^Ad4i3uh7-_?(q9_f6YQp>4ZzgMM z8NOs+?k(v0wg~C#)^GAT@_)$ZpLbbLf2-?og|gT%?=ci4oM+zE#Zwi!s^!4jmF(&5 zQBUHb+Q7u~#+h%GImK>x5O1OvwB1l7&+X`=n?oIp=4-dnwR86yniu2Nw#dX=@Wukh z9UCMKjdwfjnWh(d?=TrJe#=x}y7YOQaARKQ`np{_>Vfpef=>}h=EJpZEbZ^-Yp@$Y zo~yWoY~uXAD#=?#9OefKX(vJkCHQW$JUCX7)SMJX0QJ#+LbVP1>}n39NE_*ZY8=!+ zeE&J1pamCyq4GESj9CMD#*JCFM@|3|&8oyWY7PRdt;t;Rm+s|X!y7+jEnu342?w65 zi0V>di|B3C6z?B`4dfxu{{z}10{ZWk(pV3C#O0OTZ|k@w7|_LZ@d+CJ;T{Gzn~2r! zIhP!{Y+J_Qx1Ocmzuq8@LZi6h9+OwrGn5wU%>k*4b}&6f6fV?h8xr1qVLlK zyOzK01Ig>+_O5-dB57hBrltz4E`o+~_?h||cv8!8P!lX%FEiAsOiDD$!uwyU9R7gN0sSW7Ul&f-me}7PS3|}1IL5Z zBHuX{9>dM)75Tf$naRkJJ>77KyWxM%2W8fpY>{N?`2sIeUhpJ#N^p-cJvA9&P^-Y7RSq>*jiW}V#SkP@he~oH06D58V1c&(ks9qU*FM-_PKH-)#qPMoE6Lb^hX!uu$EZil zxCcIb@W4!RW?Yqwu&#0vN(A^Y2 zhHJ4&1oKjr;aSYm22!dRrt9MbP0k8vs9f>NU#}auOnD57Rs|?E90x0kFMk6dG4IhB-6mY|=l{Dh8lwGrgGdqbXwn{X*3w`@{4eGf1nx zoHZ9+%i0e}F5mCrS5y598LSU3PNn~nAfEI!+3aSw%umTU&Xl4PVTE7(ydM|^4_r}` z9fnVtZdmpwxm9;?2Me+|FGXVO_#pgBZL6A4q<%w}`|Ys!$-S1u+zj4`6}=I&IFU3q zUmXgw`1}D_{N-f9d}NOqr8C%UTp>2tR(rDepqN~A4&}rVd#P>4m6Vs!=2|SFZ=eYx zvz~Y4yz3-Z*UzN`Y=q49B1Z9a&oX~x$KZF<$PMG?s+)5-qaGF0Jy*korOqbb8 zokIC-Pe}66xg2%>0ooBzwKjTPgsI)8#mWOy4*rVd2WXn%0E8+C{+qx|j8%`)g z<-bDSmiLFz`dBa$nngr4QnCG+j(AaKZrt#BHW9xt3|D6*rJS5)L!KUr$>{9{x4S&C z%d8vY4SKue&oPVxmY#q|A3?o?57`URyv>u0cb@Lv@@iL%@?&Y_f8G_x+Xb}YipNHl zyCOmIcy#wEaFzh_)pUBz7#mb6q6_1v9Zl$+y|YAX>r6f^LjFWmy{HS;=i67#Jwa_Y<-B4nTBJKxz zA{C+qC@$p#gj;Y+>xl6DZW0#YjfE^oh3nk1IQcCBV>&Bp;t&&sQK3y=4#p^Z1R6u+ zAblaY^Rg2~U3hE?OR-5IZ9^X|;-<$-ehkbZN3&t|yB|PD`0Pfb4)@3R9Z= zWvCMWp42Vs&Kl&g>Lvg0N~fGC;af zg=!Q(0@C1}4Xs@t*p$$Vt5kv{6Cg+G8Psgz!6A>&Zm*a++uYD4pal8PQl&fO3PxGH zk&n3Js|m=(d-f-!&Dx(MB)l6#idUr<>5pe{g2YTsw7^G@Qqt74)yMKa{Ss(3vDuEO z_Yk}(fL+kstH77%3Vd^a(AgtR$ja(d?e@vVu5cW_?mlMGY0PC5_q7vY0Q&j~r$>#q z`Ph`HHx({hFCRxM(_a#DY)6w;q5{se$d0jUb`J+mscWjH*DP;;Po3~yEp-7X?i7r_ z`Iu|G46GsFeEbt)j4FJyuySgv*L&vRJa1 zPf~6mjr$~;l@8>WGF@ftXW`NtmJA`_HI8!-u{Q$U4k)y+Sp}l&P!k$Znwc4>TuMJy zf_WGma#h#MAlo-jIfau$WU-RPL%mhMho7UJ{J<QS`S)EuT3T8s1M)aJok%o`1vZFY`!g@o8gOuD3AcGh@>K$~o@svRuaFl0ZTH4?^t$>~t}*#~6S z`Pp0~kTNrt3+@B(w&)>YF||!rNZWx*ijkDL2<`?b9RT8R;8Sl3h&OZoIifvtC9TqtJB)%sdvJS z6#O0ZJiBkrW^O=w{At>FViCG~>N@s`iZm51t-;1B;=9LR#>uiH4O0`(LOctScv!(h zlvxF6#2Q;(Q;9&ZOFoBfm?meDRJw0CVk{6U?5xrj5T7;@ly^H_$@$FK3}1#hDJ#-B zVKkz0gxb>Ho{B4=llPQAtDoiO7%yoEb-v{r8|XR{;H!xc3>woqsw=f*#Isgu*IyQ` z^hIs`-ZszbW(8mDVt@28XNZ;(TN6uZE0~FNpNuzi`T=M$e}fIwHmNKh2=S6d5;g|L zREDkuK)XPzBiPp`;gBByOH-R403f)kdGM;DOxq z!PW|^Cz=%9^=%zz{STVh#92H-t`ZNUeV&*yv@`wE3ke?C6eE=?O0#CrMDb#~!XzK{kml8*a#=jX7N-tw6@ZwcsERwhSJ0=~SNwpwB}eM8g7a2e~N{0G`_$T;(ZK zn(BFAx8{DbO0O|mET4kMjWFbsy_?ny;9=%Tav>$4KFK6?O3>LnQ$d8}yAzgLd^P#J ziv!hXJ_erd!1|=%=iWT(`}8P3>{ny`2N|H@y+KG7O~~lnbJds*`jAi(-mM+Ck+c;i zkkV>rFv5c8=Yz~glbjmg9_YkQEc~@>wyEp}$15OixRvVPWS|KQE$t(MPE6PbSgW|j z|G3-zVj^zdoK-$$Ai*(-Fk^=T%s*~`w*37*a%K3%RCLsE@1Ni>Z4tMh6|L<=U)Z zrzU{gmSNhW$Yvx5(H~0nBcp&kTAk}F#{$^&mPJb~i&K*?{`D=z_e~y&%^g0M5Na@?~+6GmBl@2T`^z zi?&W%l~ZR=Q7b8AAE2?d->;tTX)1$|e z>ebIZ9KXno?Tvat4&^iU`wRe60WJzAU(;fFSSV3*gPI?p0)Z^yu>3M}qEa|Y*pS!i zsNGgt|5=wA&c*bLxF>uSc0mIlU5lk*)e7r;p(EJc7(BmP^&G>^_f4kTC5@1zcw0!q z_~yc4g=poMR(BVlYM44YvWr(7f+k$*+AnC=@e#ODcsKq%nXLJzBJ@x@tp!c}P{@p7 zXnRu{9Q3}T^P9Znh7M3{Q|KIIR1p|uVfgP7%zSq`bLqR$&wKb~>i_QQeE0u&A?Eaj z;kRAe#}M% z0b#trw-hCyTBa+L9r9iK-&n9e>0m#z0%RCI@qH{lD2_KcmNf4JryozQiZX!;`_V zi}xqyIemiPeooL6nSU``2}K1%WOPP;UXxq@8i>xdVt!~J=;ZDk_@AA;8S{t_Q*qRw z$`-qS@AJmLgm$ad9+R`S?K@H zNDN-~4?2+ot`iJn)?B|l596$A0f;C6BtE+R^7mYLBvh|nW_+g{s6_`l>+c>dt9Z5+ zA;L8F>Ml7sclt>g;$WYNA!p>SY%r5ew>N+=_EhdX&&XJd1M%GY4WI=7fO3)>s*3qr Wy1ekmeP;jw%4YEc@FMod+ z`@eJVbMCo|XL@F>?yj!ts(!nwdXdoupD_+!A^K98Pi6si!a3HP`v}2HaqK*HZ^72S zvRuX)fPw~gmYMI_)w!HpJ=??j>CUNK15Q)DNfS3uKO6TtmDv#T?mKT&OwlaiArJw; zG8Gkn!gu|c9=-yCg2Dx1W1sUdp;=9aS7gt5mmukYht%n z3KhEGU>nKBz689SrJb@;)mBw49lh)r<<=92&)R1|(-*_CNCCWmv*tH&{#8BmsNm*s z;JBbq0q~YblxTAA)p)bw@2Kqa`ED{-67Hn>Ai7al0001uGpSmOOmGgPC~^G63lJ*e zp5P}Iq~_`3FpZGbj1Nkfj;N0d=6l=gicphN5Za-m)>4f^Ta4y=>GbYG8t@h%(c4pP zTr^h{F8}$t9{>PPS2`*`te5-OEr85gRaRrHP43+0?gox&s z`MZ{gbjzW!@@|I!-p<$)6WSIgwmUu|qU zCuJUWj71(FHp49)MhcrhEEQfb1^p$&UjljEj{tWNsP;qRvX_`U-U9&0c*ZfRzn!G^ zI)}eG>#1{o`d}kIm*$q19X!YL-wO)vONm*de4S6#y6KmrwhSSWb!Uyun&CDkCI2q$Ug66b{%Y8vc^m?cD8L0P=y_&V*0*BMgj`Og9lY7w`}`|EmEE(QoboT7Zz!1u(`E zY+LuCjJ=ll>P$bk$v+bSz-I$fmJEmuSb~-Oe=~!HlVxGIBnUc;m`;uD*J?E?1OiY#q1h4|!cF?En7EaR}fzeDT6Ouv9Mv3h`6XTtN75nrt_S$>V|S zP~m~m-mV*3CxiDG-)z%pUE319d6&s(0e}}_m3<6s_AzrOV=jvdv3kI7FQv2#vfl_{ zSzocr9Mm8P%_rVG?DdG_pF)xTvo1^a>b**{=P2PsL$2vG^x!bFw&?Drqh+Vvu;df$ zRVQt+^n|nBR7!tfK)5YdQ+7IFbycmjd(HZ8>|7r~=1|C!&IU_UmL=QM4J$2yOgrFv z2rA9E7pD#7*IHF;QHguZv6d&!<&E1UF5m$0;D`3J`OV#yv9g0vAzvcOeT>flz{df? zm}(|W2&O2?gJPU|=-Yj1Q0w2(Y(-?jB+HTum)lxEWhvVew6%5i*(g+iDM4n)#B!^g z;2Ad*!I;!QZsdfhm6}dDKdj!TNi9~>bCntrZ0>Ij)yr~#_CZSt_%$W*DQ-%<*U3cO ze%M1~uqomU(pF@ysP0?7OVZB56N^CBXbYTQJs>OGsOUd!Jns}>j1aHZ9z4P%PT25jjRk17Twhh4p4 z5GF^Z{(@|a^l(u0OFZD;wrzU84AQ5{T0T4aR78HQ2eHReDTX)2qSK%`8wR%gk4(`&e{aKHcD;k z-T(O6m|io7;52D%qNn7y`s-hmNd70O=az7M3Z(?+oX=(q{A0!_ zz(j9dw;zh2{E?#*hq}K(;%S%qw`;PndSG6UU}h@p64^RrbZJ1_Sl;d3D%kO6>Lh-! z+}-4s(Zifmaag-<6|QUm#c8+EG_Gt>T1A~h!>epV!>*`r;7uyZfwVt2tB~In*Bf^* zddtjlknEc@7qMu&sjQW9XAphPqLg9l1U~x=XB~s6CzEwJ>(1KV-U!)pBFGSv1(@Pw zx^`}@?y$R6!LatDJQVsnBk|jpgH)+}r%myqPExr$S4k7-Eub>(wQ2I7{{5yY1Q{N^ z4b382gR!xPd_V7#ww8tTq}8gkCG7$xgoehjd8&j%oN9N|eaTc(ELkxK#yh2L#eMZ% zw++<0ef4qRyfm;Mk_rWzE}Qm=%b-X>Qt*TzQ8Y|d2T^%ZcdLvy>cigY3_axu``>MI zFTC=1KshVvQGd;xc)x^WlbKxh~@RLjwT&+-|jdS6D6_jjjP3xC?catyNLAUDx;v+`-k*{g5xJh63@eI4l`Flkwcqyf@7J89x;D$8>>{Wz}Mv? zLla}GL)o^vJX9YX?B!njrR#{hGxFScHof#77X`(uh~H9^oyHTU83DpTVcSl95`#yn zRwfx{O?J-aS-dVXMGSq0m=kjmNX^njS)$+EcsIKwCEda=#YC;*RDfn(pPzWBu%4_R zICnu+M0=VaP%{Ptkk>HJu%(c1GXitE(=VcZP-N!j0+Ztw%iip!wqEJ=$Tpx0EkgU!+?_e{h$Sa;+as{vMs_xgyWblkRjajMAk%)nI zMx;qU0{|~A63rM1oDNRCiLxiVp2q(B0`0s)10ADb8A`c-%wPhA#(LbHINxR#%l080 zHnWtO8xRsIf2pkNqWusb4aW!g459U`gh7tsn`!q0*>U*36P;xq1_DN-HUk8m+|MeF zhgmRX@1Y?B{F(J~$gD$*>z`TYgV>h)#%>{MLVh=6uu2uBEVH{ly4hcNSNdl z;VRPTwI|8litu0Vf&czsZw&W#w9LyRx-UU$+le7zxW>`*|M}kGa%C@UhCB8Dl{ZVS zBQO=*-x6}R(nLx|f}C);K|mZV-DEzF6un5||I0rv!{pC@4`4h{&%jyJb)i5y2U2>C z4aODEZhWyzgJxv^;y)Lj!De8FQq264)OW#Mxc{31jFiA%uC9>8X2o3BURq&k zg+Kq|Uq5>14&OCN|BueVemB-F*RZHvy4RD|6i+>VB@7 z=5OB9OlBY?1J8x(ZeWK=B)qtH;R^FN1(tQZstBqNA|rHI8ox`Q>*NNee}+lP)!>~= zaw^2v{n^IR^c|CP$J_p7spNab4a(WC1CBPn^Blw4-Q%UDqpHjYA4mFK(U@ZwGa^a@qCNqy0e^! z06>VV-+V|isGHvBfw%}j{@*k-S%3E4_*|n8%!<<=b?T8@%}1<29zi9|)NDBm&ej9o zB0$%9pOE>PV5Q{pK-a4Nj@#V_n; z6A^n2E{pD0AGd=FTbqq595Mm$q`Q23b>-?QI&p`9KZ392 z>g=P0(lMl7R_g7=V}~(`e}elcu<6-XMo95Tcqi zuVh73mgnA2?%@{nXPDJx`y2BnS8voUVTG;8m~1_P5wXnY*oR4`D@P~4Y%KeG_%@xs zUxTxH)Q4mgL;+!s^UqHt{!z4cVVhWoO#FZ%x_Yz2O9C34Y=oh`%)+<#EJ_^SFF&mL z#I1_A{sPYZk@uI{0`FYbL7XV zBgAe200-xPvvD8-05$Gja&2k%Jn0dTeoyeF)v$EtS`YyMfXZfc_*o*|BkgfCKyxYO z5a)>$nd{k>tu#XQMx)pWRci)~++BAtL(L@kEda)^&Ce1W!pJ}X-?aANMo)J|>6Oct zC($DR`!i>`0TG61D}=+W;ovYPX5tk9V1tN87v} z&mgnfpSCV*Zo}+rt>+2UanJBqiC##>0swZd$JR!L^Yre{9kP>@mDyWC<%V@#8*vzN zaa$|V{C6dbMKDbFtP#OYg4&+6ZsPYk!NmjHAK)g{fP0i+Ngc{X<+QzJa48?lJUS+x zi2ZA3TD=%!WR|Wa_PC;$F?Rfq8M#?I*}sZ^g)e9=3+*uC^vBgrr7heMJ#Frg3!C3m zanzVANRW$6XFq{3ZqMLrL~Y2@?y7#pp9cS7sqzZZUC99Jt3J?a?%uoTY}zlv_yVbi)>D|)_21ZSF)T-I z>t(AqTs${>Et zsUuqNr?0A@auBWmQ8s|-;__x9ca^Jc`z&1YM63;q1 z&dm`%MBym4@Lzrym+Cw`b^lKc{Oei30b@N!_J8mBM9b`q1N4o=1B3>JfQkCp1>i;l zK*2&oLBqkoz(Tu#{9B+#p3#S>Q<$$@MugGd(KmwQ$G2n+M_&?Fr%bzJTQY z$URT^8t|YE7Cy9ew`3c5(7mdiae~>iL|Ic{3?AC=V@_h;egp(dJp#ZFY1bau2dI9`Iqzr1D#J|<@FE`pVa$8s%P;+H zQD!x+vnGp#f2rzUFjp;gcIaO(!9D_}Pl`#Z9+J(4@Z$)&9jc+vI&xpN{d#>qv4n-I zd}qFvusVEf9(usAJ_l5_^kPzd54=}=m^pa^=}Fgi!JqNl=2wr3FtWj~&hG0bo50^7 zX^Pw8-(MdA-5$sn>c5gBegYdPIL4YfZP!m4Mg^dGph}Lr5|`MmGfjlAK^r0s{5MHFVcNldSDH{M9BXa*&XZH5=IxR%d7>? zP__ket8RFW_Nd_uzmyV;!?-Nwr7_eUZ%B)>W~|;9-7Z;5vnY{5; zv&tG>;|R1EV9_mS{3)Hk&8Mm{OjPI?<3zxy+|)xZN^R0x(s_xj!h@OHvGoIA1V=NM z%RWSrwwhi>G;Az|7r0-R!i7!4VlF}Mn|y;w;*)|ZX_Gjk>qm|9BY~{K;vr|pM#@E1 zn%KO1s|yv?&y+czjfF!2IteR>#Eh_~v|y!~D*%O@~*XQViJKhXH8iLPBNB5+6s2EpM>spPC!$GmA6sz4Mkj<9zhGH z{gQ+(CXz(%A+Br8-M-;m1v!m4QHhS&crT9&L)gnCqLaJ}=1e~6naq?VU}(Al>HDGN zRVVTM4Q0+<7R!IB)~=p>-1upF+>QA;S8OnW;Zq3a;m?#h?29*TaOEiL$j6idrs7}B z7(T#IsN6Ew>W>4ehr-u>-Gn^?2p^J7zhx)!QAF!`h%^2OWyC7{u(xxo<9ouc&feLnf9B@dsuda&ra+rnCh;ST#WLmBL>Yec*16Yy9e{JbHiW5( zqDKI{s+x>vyUHnzSqzS;acA6&k*gm)qgl`j{IyjI4Q>WX-{m|3*y)IQO_qH_2K1$G z$gD?So4W_d>o6`WJ#WsJ*a#eG=3%e2V5B{9FlCz>T%pcyrJA{n$whgCG)x4Fq1I50 zjy^nGhqI>zlm=N5G+xo|SzYK$O-b%`b^}!`j-s1e%1j=E^;nRAp15>KuL`_utK&=l} ziBCp5QK{i}e;scPCwf;%tzXoTiW%{XE;ckg>%%^5VZE-fa2-ROJzQ(EA|YLy7y|3d zDP9bqWm3FbVWb~l!^YAl@@>YcN}}zeY@ti~Y{QQ72+`z%8&~Y;uVqtU&1+qm-@m_w z1mv-R&gD|PvxF*F{XfuOZ@HHkzga6{epNJu>v=g*Kv4l9H6J@h*yZ6e@1gP{cQaYy z-AQp6Gp8z1>Q)(-whf|u#Tn_f%k|BR-L-m-)M-h^%Ys=i3-XusszmjaZ_Si?0v5#Q z$Zsy)`a&)#qNgi1-W7-Obc}kmebj|C_#9i)l zSE|UB5)Xa6M}Rc@VMy|phVs=b7=@vUiU3ZIt#R4nE-3?Lf!)F{BIk|-OZ9ra`;JLo#@C=aYTKMj4@8U* zWqh?iSe8^I`-?Sd?=i_^yUKtTrio7`T-#!{omGAC{$!2G1>)NJ#|EAu`ImdR$g>@0 z0ftRZ7};%+NOkiVbVCDd#{$Gl7g)pV*!5bG$F%olXLFO?l8$mp(u2RWfJX`FS2Ja8ZFV8$@^J}yDYqw8H!Kfji_UyFd<5uAnk5e zsKbd)1v^HTF&an1rQmfc&$v%i7*>1C@yo&Xgt6NaA*T?_j~GsW?q8!echh z#o}WBIlb1j!euNVo^fuP3us@N#Eu`-9OdkpV@qBe!gHu}eyDU6Ol!t|UGT)}&!mzr zolCxkny|Nv%~TORTyxBh9=RSmbKW|Uh&)Z5at*(nf6*IZ%IIF$*(QsNeh<$D1Bn%?G?7-!7}+1vGNTaPuH>bb|9Sb`1Qzd z=?o`T`yRfHQ!kbqTOqQW#cHxf+@|ycgLJ}A;FafoQ*MmY&0~dGQQP-d)YH_#YZ0S3 zNct(1Oes_TSRm54M8HHi5OfyBcq1rE8~7?Yvq z`i*9eV{|6kQf94dkAN2M=_loIKOlf}A(50Dvf$XI081SDvY=N zFm&IZE!fF_M?p$h`+Ue?-zOP`k$n4X?h~i8VVZX0&M>rma$o%$D&w!`_*vIp=o%sM z0&!T^(R!hyFK?KmE`0VPZGQ9N3IA(#XB6S*6O?5rr?O4L+__yG*4oboF=*#;<0q_+ zJJ`XTY)X{5WK~h{M!r7%@ua0Gd)|xTX@{B0!l?b7^PGWF6~ScfPciPCsu7#gBAZUW zr5^H_DAFMv_<_x4mQ;Q?Kn@27B(& zR63V2mxY~eft(3oxuyN3qso=@zQ$^$%sG9i%nfF4sD!I<{FBlAgJKYlW>{{qKZ*wK{N0B+OeBgOi3;>#$Prz{U08A1pQ( z@B~IHKLXf8$_1$(1d^bzlk*Tbor~efn>aqlj(}@MRNJxx^TD(xrYNj7@@C4d+;^$U zWdk2)>|^3*s__|hq#T0|HDX|GBqNN%17V4ROhnPGlW4XR*)14XhRAjHLJ^uQyida|>F z-m!2Xxp+~3(y&<0o@C@Z0{OCV2+ba6O;@7|OCrLYN)8O{mT{3{f+q%c^z`Kt*LjEG z+}BAI1&oE<&VIYEkKnZ%^ZvMV5qtx2!g9|CXV%j}-mDa$a8|TeeT|H*8Q*XqhfVKT zNkIy%n1~5NY}TWmB$7lg>_I?QGDs^-pyN6jBaTpn<%wDIc;uiUiriP>yAqy#HHN{# z#-v?mMP}y(OBClHyp#&vG}2%b9<~ya0Xnd5#0ok=F6)FfxNXD51q{^@wM7icGNilH z5ZMQ2HBJ~1^NgLICC6p~0?v-4uERX^gXcBEc(0ewW7~Mo?4eoKzY^JHmti@BKC)3^ zId?=fC`}{qIaDz;6uS?ua*WPpfUMa_K^|(*4bw@|~81-HX#(Vg2%WftK&zHT26T26i_$PZH0+-?pJQYjbzT zSLe0_gYgm|j6lHV@Sdf*g25FbW-Np zPOw|~)_IEhSfsn1M{B=MHBXos6eZ&6AjM0~m(``6CL=!(<*o?&T(sY6DH_tob z?dFI>iR3S0_$dE*E2t>(PDD`LSqChIID@Rcgp zNE-eVFi1_NYI`NZm`L(nuW&I-JoCCOqSZTS$ARg=qXq-H$%c zV6;2ePx#|EKO2-B2#RSH1nI6nph%)W_%IMz1hWu1;(j?|9>$Dp*?;}JbP8wihm+nQ zFRGXeV&gl#E#lg+vvCB(MFrNX4camZ$XV3WW>;#E+R~=?R$dg8Q|Tb~+LCxT&C?&~ zB|48r>2Rj8E}~lQZdAMQ8g7Zfo~T=a^tEi&THhR<9<&Bn3dAiH1DhP0pd5AC(~ zTrgM-z(G~#<|PB1`rc1mYqj`jGo2D4^36Kr^f5@zXP4S7eaW0#a}2&ILmJdUmnK+o z{tQ`H3d-vo%=Hy!2bV<)Coe?UtK^&CH2ur{ytPo?(tR(VG&GWtKsNOVpn%L2aPc*A z2^ThNioab~7(;e_qMW~#rur2lp$;$0Iipb)7v7MVh{-SVMoJ?tFbcCkF2(1byZGIpQVk;+Cek*Zbke0^$z+3*WO22&@+J89H9Pp*yoHHYC3 z8ZM8rzxqD;L|4R)pDP;!9T_?VkT}FYW7H(#fp?$5V>jb0Xi*C2>;ij^doY-Oi@wpE zQityVXCO!~im{kJc#zT+@?prtkP&zD^a!0&AvR*@YE|6Bz6&5xaNX|MEGH<&eY4n4tYS&fj<97Au!?081K0IL^ zK*S%P9uk!BYo>QvInQ_C$u(Ru8kxv=8CZzd26MJoe3`fD58~ad>}g$Pb6@HP)DDc4t#AkN(gB z&px3tJlr2thPjEhUA^3V6>R`pws&=B`{coEmc-v;6mD#g9N!p;xe?Lv-E11mnO)T0eY5)4u(v+N-9(E%BZ!E-G{!YD$1s zHFZiXNwW%=1Ntc@mUVt}5m+hr+CynQDZM>}K>v#EABoi{z%|FQnV>k%!PS$~=@a2y z>PNuT@`gIFW>e{b^v-J=CPdC%Rd;>37~13YBZZRHK7Y>~Ph~o9T()x_A8Hf`W zDcLqWBB9?MOsc#u^odCya5%{jfS~%Dg#|mU*RPgAll;PnprBU=Vd=9S_U_G~5PkvB zGCwMCj{VJS;&~h9q!Oht#KmcIw1Zu^vv&J}S$rEnjfaZf#SLsUve6?84#+sc;=<7- z zy(~dYcm$lT9n#5!dgB;Rlo?Os=}O=kuF(P`*i)`sX>8YOlR(K|rmqMEUqBim7WB*$ zllxz{SAFUvEZNXFp%vD?Z^z4IDClHv?qZS-e$icw>&5KtRw7Ex&8pnfBswQjWD*==>p zsR)kcp!^B%#iJkrTJ`fzDHz836cSj6fce_5b3_tykc_Ior1aA-0;u?M(=YN+vYgDkf4i0(A8MQ3c44h27v`3c+YI*#j*2! zp>WoE5!5P30vZrRhkOu$q5RBzrUg(|Bvq_WvDBM|(=GScB>UshREfUB;b4zpLRW+- zG$ePq0g_0?hf?)NK!O@&jbh8KeTsvVS=IVMjqX<4`V25oap3Lg#HGZaP~bLQ%42Fd zD{;Wl3!<1&Bh^;CU1GZGplz>$hz++#0CE0#*}aYc2R87s6s|thyprwn$`wP1ChzyE z;{`m_AJrail^6w0j>>1X7j9hxlp#O;MuDsU;r&t^FSpJJY?Gf_%b8$xCjo>AH9n|2%cPGk8kc{4|WWNy;v4cU^*Tc zng{v+1hZ>hR3gHgZ4Ju-U9mYG8tpae$SwBNtI}&B8wt+vmuTZLTIGJ@o4Q8;k``!V z5gf(->9BQdD9I6({i5<-XSlRBE#)6uO>5*@&T>FxZsD}=#^RC{!0~FXrCa$mq~IE@3>X3EG6)N(;$faAB66fYq|aWF zDdQ~>x5T@p2g)2xZb^vBt5;3L&>iolnK*tRucwvCVuiPgj5!GVv;oy6G)=+~Fg{3K zjn5&GWkAX@@14h;ZcrhfT+pRk`jr@y)xmk6So8A$ic8{>Zk14JyJ^mhVdn3dhdiy% zIPJF-#K43e;Q0Lrvw5`jZ#qo;&{W>AhWQ`I$o`HvX|Lz*kcCj!&r}}bmWw{MCnV9l zeVGB}o-`;mvf_MfE}RU$5N3iIP@Khm$_^$Rx|8i``-C_f$X1(zx_|Oz85McGW-gvj z+|rGm5ya0EZP(x(miXwdht0c1VVA?E&>rR91*G}%P=g4%DS`<5^M?*}!2mIC<<}v` zU~X5X7h-ttbIf#PlOWPsi--(9+KKOk| zlnF_|%3cWsU6i(olaHY9^QZ78EUg>x5Bj7wi+<`(kvcU2+IOyPE!N|?3^2_WIuZl` zd7DBf2tIC7maW11oRQ@1FM*b0o)?EuqGXH3T)y>e1lT2V&}gXe9rRhbo-3;)^0JtV zrbd!@Y0^kUN?q7_-Vu32r^{Gs5A)jQ&cuBDrdOGXE!g;Xb0pVXkKOdY_^MAAuiwe( z92mEU!5y?khIOV7G690S7>(q#yd+|rK07xSjuIBUrjms3-qYCHQB%b-;}_zMymoF6 z*rZX7m{0Z5${26HkpF3^Z!f}ib09kDryAsNE2%)Kl^OI-0*a#6B>VEpSW>B&*k-zB z9lKlfAzZ1kFI+W%(K2g`@QJ6!G;K?MZiwFhsGZ+I!W#15Ey};uecIT-7i>QPb*TSn z(@`Ka^1^a!;t^1-`UqHEPBMJZ{crj<5e-cHsBeo-4ekM*h|q%&L{X6jrK?ybL^>TZ zH^EMzI}sAdLv+Xo0Z7kCShxG%Acd=9%i&OL!7)EIBMRz}^l&qwB^=D>-gg5aUPC$5 z^z8lrvr78^g5pq&-6OyhlF#W54}>p*95(pDDwnx4fedM^;57xK)|GDXLFkgca9Rki zy*MB;Nh|2PR!F5E49^1;=$nK&=$Hl$#6=qdl?sBQdjon;D~wtaP~cc`XMRsbE~`Xv z1PzLo;y`3R?=3Nh`%2%Q=>FG91qK2p*C5}~*q#}_E9eIu2kH^7k`-Q3Mt1U@v>H<9 z2q>D40`x`-2Xd(K3dnBNS$4NQdY?c$#>-~Gvwl!(M zMNU1X99~&9LWfD9Cdl&5tqTM!Zv_GcR^1G@DV3^0(mt@ji&Y3@?oFmd-=J^Q)0IC3 z^~qO?(fSZvoBuBU9K`n4LtOd%sOvc5#j}t1<*Tfa1PN)VlDg?Cxp8rZFtcpI!Y}Tsq{6#?dvzmuU0d z53r{P%ac!uavr_DUp{;iDZ=T23Mg5xxl*lnB#{>)nsK#|qLa)W!f&9#>SGmEXCrFU zXiuAsq*=Ai9!hiaNsr7ev+?5<*7BbD+1Raq$5UjZ;A~&wMUZ&Z0txo&V*d*E^mZy% z;`zR9a&F;5xk>LgB4Fz#?2bPpT+V+!t}{>PBlMD zkBmqj0AEGQ0*`99*1KbGs{8F&R^ZgM?;?LompiF)DmF_SN^hYm2^L!khq@HK+@-8= z_hb7mdKsN8ba1nG->u^58Znmr&O&!%gOr(6WU9U@7lskPfM;&IpXSpGkCf8RD z1DU9&xN@eOzAq%>_vM`+1yZxh&GbOnei9*Z+9*4aEU#K^pAU89Nd(R(6IZ z^Zu2o)7wp5u@j;|$<$+8H|GhE^CSh)HCx#u+2|X9Z1Ag;8srpsiNaSzJK_?Fx38E;G;ij3^Y%@bMHFA3MClb?|yWBeQ=^-}i#0Y&2SaduK zZn-k6WQJ>2gR|%DzXl3UpwA(?L}=<9=p7{azv3E_h$dbv#Blt$ZPT5diu!#SawhOH zp{w9>cLEyLq3NTh!%cubVtT8eTK12)PkVSuHc7Gai+<4~T_VhB%}gWPLVNF=6ji(s zge|Y-JoLSSribRPZ83;BDRb&meKLX}?h@yrKMxrR3j4$X?k=!ZGhy*SG-+Lm$F#^S zWkARtpMEQxQwrdn3WvpLrf-TNuL9tm>#jIpa$XZ(&sct5$a!LTC655xTHkK7$a?Mg z&9Atyt`=}px1v06PteVBcoH*>(F5QWjGgZZ>!p|^y0Pp{zM01ly%*`?=|rIUa~M@Z z|D}^c4mj_iQMOK9#K&?bg&R3LzgelX0DC6b9(=wkIH+11NTC|$HllK|Dkz8AG^s7m zgG~XZkKXaVd{{iU|DF$-mc5VWLIkQzb!mk#$wRcPq;z8B&HB^kC2sWn3M@n#SjxwH zltkfWW}hkyF5Y6<`u;KdqZ4_n?UEK=HK6LHLZE747zcdh*>grS`AS@6qJgpBc?6~Y z5pW!AbsJAK?C8wKMD0Z0*W3G*?k1mDC*Y3B!xR;{X^Nfw4U)Q5wXqc5u;lUdZ3u)P z#>OC$1L*K8;-jfIv04u<wcO8Lwu!-n22`z!7Qi(_ozr{!a30z7{~)ngRl?Y#6_E zc|l%_f-4F88Mjx7m*7ZEP?-TDcjOXV)VBw*F~rB*mU>;KRphYIVm%!uS#}{eoS7U+ z9Of(!&b!-)cdD^%e%6v>;A=dRPa^KUmCL6@4nXycM3v%}&wsbIJ=2QsLk#UQrP&e4 z)gfjY8rUyKkZ+>7rBZ#|y$BrpVL%AvKDJ?`0=w9^y|aE!KcCPGHgEj}ak-Cxpo$}? zrXy78S9)Y0ZcMpJ^4Eal@}61L+AO$(e(vFM_=v3R6UaPaPG`tpg#6rGGnYYDFyyRS z@To*UNLkPx0ocHXqDY%zf#VG`y&er)9v2jSi-sYN`4TSR^%lRTeM4B4AyJ-xR?WL{ zRBGdTBG~}Ux9fH51L(;eoyepae8{F%5o5TL7FniI5tGlkyWW*(F_T3u z*s4vtUJWa|s!o$5^shl-h?<5~&=Io@>wulQnW`m2U%8hDbtfo@gc5unC{o5XFYM>+ zzZ2kt-U7wD&8<4k8Ru_Z#};sWs3hyX=Kic4dlV#K?I$e!g18K6zw|ox?Z3?9KkSW- zj9xO4Ha9iTpwxz0`#y)K%PcGKd6x2fpV8#+V>oTdIFQ4#f0`pbAJZpoL)*~wFoHg- z;e#GjUxA|35Fp?1ND7+bme^K_s~kI%B%ni8yuT`*8lb=6<7Ok^k_WM>;m4@K|6PN& zmqNs|GnX+2<^!VVOBCFI_Eib~uKep84e1H_AumdJvm@}DgZR|RLDK3NuWZ=mws)i3 zjr~CU>ST~7mu(QvK&E zt%w-tTNVq5*VGDb{}JGD3o0}nfO-XTHq(U~15KF41HE$$1;~K=%LsUM@OSKi6hrs? z#oN~#9pC@rC7 zb;yPo0T*;XNc=Lr>5gmW=Y9jXH3L)oRD_q2L$EBftw-jU1R! zZRc4){C+b7&Z@J@{zsYJCp{e5pOYVJ6o=`{dvSvJ)cWVX z2J|m-hhP+oMUHGf0y?JaEn03*!C{MB0o!SG3A@&d%sdy5hdd62s+!PP!?8z+n zK^q^jfVaF61-Ug;uNI=;JYbU5E|weR@`{$t=`(*rjfW<%#3qW0YUbaS8;_}ijZvjT zy15j8tuW!C*&3BsI@|s2(h8Dxja|2Vk5#1W!%Cy=tZv9X3>!?Ec6}}S-C~VE!>WJ= zAsAYpCueq9G8L(y;1!i5Sq4u(MoK-5rIH9S1yEcJ_$@$fG3{dcRb3K5g_7D{;J8?x z`W^PTSftqdH9~jmOuEgQRP>RDs7j}^V3F~!OaPfr(Aw@@ENGq8t;(`yB8?M*r#BtU zv(8{ubqI+ha{;3~ZRaCyw~q>$+xvo19lEiL)w!#0io0AoFW}^3qQt6;>BL`J%u(kA z0!_1|Ms8W^btdI#c?L?G5XAdG7fi;_dae2+@)w|}s~X6&?S0NA+ZNFlS+J+Yg|i;% zAbbQs@=mbSzeKVH>iQY`WD%ik=<4ZX$H)XvG_8M<*6E7G3X)44-FH}2YvJTlpGHOV zxkBEYZD3Gnj8PKY=ymJtRko#NdFwnH4U{p1$`~ekZBz7hagat6=pG&FCj=;GHe$@A0{>WK~yfHh#yp;so`vFLjM)in!iFbPKD;0LjT6!lz6Hth^UH!gx%Lzz5!XQrUXK0F{D-3Qh~l# zB~%vOMh+c18!p|sxm%-^xT zF-RvjqTdaV>vp-FcIiuU!#F5`b*eyzx~V9+9r}1XB4wMJ@#HsDmiT>moyABz6Q2=8 zGc7QSV_|iha+Y4$z8x!fl1FN3N)Q3S$gT4lSG}LZz{06$#YWbWf+e1Tsv~iW)sudO zUrhnzfUTJ?&y%L=>3LPm>?W6Nze(FmRe5iiQm5x^^A*kCR}hn;j={7ZsC%ZK7yAnt z6iQLHbpdVc@vWO(NoUHJwU#dRw{VGjkDkn7xwA8vBXh#k<%XH-D_4^_6`mqb^^nTf zg0Or+3?OZy>D2fKtT@J3w9X<)vI-?sDs)}pXr@AmR*Ov&3JQTb7}D`RFA!2iOQ`po zV%D4|hUQrODQnIUOAv6Pfw?U1H{a?@#jvrLJeOu-& z|0ti$^mFyRLxq`nG%HgS`m9vRr21>snuZl=U~&NiR3xjP2?}-zx0KdpBG>2m4|;DA zP%Ch9oJ4={lCB@L7RLcO49~q*=J3482G({E#CkI2s<-@kR0hh2#9aq}`l)jq_fwgB zBTtQ5jBri_!7vW83n-aYFMO5NNK$-=Mw+vXlBl98XVU9SJPn;{$F?9VQfa*3w~wVC z{^d(Am0Z~2xryStQSf1ROg!=Z+Zl-&GesJ)GK+jMI4cDn(UN7LWzD>DKD|q4v23=y zlq!PUxTye&z;Oo8B-z>~olP`(veYofM4f*ja!p$A~?FAqqzwzBdE? zsF_qWMyx;DK~^r1mY)rsQSIH04Dx0!+>abOQf|r+xvPUv+1@ebh#Z8#3QE*%99K;z zu64@j51(EbDVdtY@vNmQNAh7(jynf_4#X=vkW_U@qclR|mu;XQv4i7l0H~hlS8?cN zE-ac3qi&*L@pPKXSVK<5rQxVO*9L27DXR{)$Q{Qh&O+IN^bQsuX$d*=Uf!)R-Ux-z zzLtZ<9G2tRl%i*l4VDf6nTp9Mv9MZ!oB>BCW3xVl_prlHRYyQI+FV0dNjbo&z&PdH z%u&;B5XG67r0|-PWo{!Gt2>nfO(f6bM+Zrb(5a4gp^S?^&`LgkF*@>Fcv$00^I{c^79ZyF=4HXcX>Bp}h66|wO=@Lq&jc)LX zsj)Q%??zsAD0xf-eEM*tnI04NOMxA2tW7#Am?!UUC*jEP!ERumCw|H1TVB!^6d!1e zI%~S`6Nt*;D@Ac?%G-gnvNQaqI2N&+rMVZP#j-VV0o_zQA7kuyQ&rt&q?%Wq^|7i!i@GyRBG5f< z2BYA`lp14j zwxg2)O!BRi-%l2yQ#9##v7oB9Rb5lvj|w?iAQn)+yQ!(5QR^AK7r;J-$u$rF{GHQn zEoA-dxCF$BFPlUJ&Lhp_&|iCs!bctL?60+>4m*pG^F12l17RHZ_5_AG%J-gtJ2aZD_5$(8gW^i~u5cW_vJB^dI3=@m>0TtR z;macnKe32xFzUOj4_!Bhix?|_FuqFv&X(j9uPN=8otF{(mb+m_t(2CdNXwI57bZ<_ zRDEF+K!jvS<6%y*?iUaB?!LOV?#gG`4%n$6Zu+=;UpBQbznj@VXrT02f z<;N|ti{9^6MK#0keAT19>S4Y<7$vm<`&fF#M+JV#8F2*ANC z0M>`EjtpP=JNXNz=)kn?;~+CoC+Oz(!!I5;;%h$#<>S30-}+??H0#fGKoy(gsl7*r zIl@b|Qjf*mx~?;)42mCW?!R^Tyt~+cv_P5Ep5KaoomPvOFuJR~Fvqd|b^iB!HQ`)G$||BmXMUFX)zE zX^`40F8sp9_p~fo1smg_w5$O?x|8E?z|8_P;rKVgIl3z`wPyRB1%@_6=#&pUW5a%u z8tk`}^UePQKfQb$nN=Y(U~sA&b#_;?C?e-Rq`nNt*J^MqBWUyC7sS@+H{p~J-_r@m z!m5q6bn)gtx=wryC0QWyeR3fF0&ymgA*Hf#cv+y&mZT-ZdUdibmrPG4;h?_SW1iamb z15a&iV{HRVMKHAy*jhxbdF3c25W-NjFDTLT3D{gkhY^V7-6Mp<4&a|6Le&OeR%W=H z^gIhvdR*l}@|!0CKsG7;8(IBuIl3IJA*m1LhF~R&fATyWGoC3@MgnIV3W@k!)!8;~l=D|78dn zENdn+HLe90h4_)%BD`h#2FhJ*XCn-)XSp-Bu4tkKnw7?ftd0jzSt}-p6xb+2&|5z9 zyr=VvJMR|NvKWFys87}tz>f-E+X2Hssdgwf!z|~5E_P_#3HO3;?s?(6V4O}t|DXB1@DNh_}(d@Kwavjw@@h2vXc3hiXI8%1eCXq7kY%Zu@g8X zhw>Px1)7Wace>a)ig6p+hh1uDTK3YtWb3yLcd|0(PU41ns$?c-^$xN{$~73ahV=?i)4QQIeuAL$tTr|C2GEz-3ZjQ8c8j_e3Sd;(3mvb z$~f&&zNmqb>rLw+%?(jOvmeX-ICo?VdW@_3&r@+x@5lWR2{$FhDJih8U~h9!wGiYUSd9NH#c8P=OrN9#q7d!D_;V zpr!#^VHSgY0)0%+=#Uc6urSA5FLnj6VWX;3>E4<3^W? z>lw;8^qLTKNQNslwG{f^@*=*3@GgqXGTs<}E0%@zR(~Vc9X1x0twz4P5iCgOJ)J8L z8Yv*QVC|9<*rwUUNB-AK1K6!y8kb!t4(OXFM_x+c4@q&W@NZpzHf<6v;;*uNCgkI- zAzJ~TBlpUkFv_p(w$_suzv;qSb)zs>5#^Y&O%99&tnnPfE7WJd3OR$y2)HB24ZDAd}m?Q zEEJGWMVg+{NnN+n5UUs~1cCaeS=iYWLVEFMs;)z>ONeI3lGIY@N>iI7gEthPFLcMsKK z{YU@qPmiyfL_HxY=I2Dh;LY%t9E0%6moh8u5)jQQK%Sed!h6?2G=fEq%Lz81Edq9M z0|0=v*i|{Rr$tD0KxVqFvY_$aOPQr9ehQkxmj#8+A~55p#SbK=Ua{oC97I* z9xuv%@0?eTp5>407ug&sDV97a<(N?vrvVd%qH4rN@2M%DY`EchcWogbF^Q_C=-1Ji;hj&fWn-Ws5$gY`Nw8)*1)Dc4W#%;{eB!-OZ>-7z1F`xplqLE-B04 zM`@dL#m%_qo3aPdb0w1g)zk;3bx7HJmGPBIrAT6oB9`~I>zp&W9ZlKT#-WSxeMa%- zm2%Z4y5nzoTW)X6mxt}$f%y@Tc)7qZ|{93 z{d4bn9)EQi91z!cy%WP;%imwq(ax{bK4t@S#si7tcj#tVkiax04`J}~@O3RMprcdY!xj?NOAP;q0tq_q zW~??Cuvfh+AN!mDw%PgGc|^X4-uU6=<665de(x! ztutBCW8LU$z-jI~eKjj2iJ$>S^93u5Dl6EcFB`-XY5lFfO0;z%`^4hdj~{rezr=0@ zBKoWI;T2u`KVL3&Q#6+Cfe0Io#-!;yYiy@Hm7GVt{TtBMqsg71R;Zf-Bls&!K6cN` ze;%6P95krqi?=4Fem!{MJQf8tEbfas@7|C+V^)};KQ0-hL|4mbs*=9WD!cS>p2>zi zo+#jQPo>2L!&i!?h}0;co(FNjy-uYE*+ZTYlSBuO3NKYm#$#ix-tPhDId9rQ`;^%@ z_V4V+iy>xPIb9Yt6(+0vwee>D7;o6>I7Wf%)pxiH-g|O(N^Rspv~ll^FfKXKRXH)Z zmx5b<+*kOdikX^B7kE`V>xuE#ofxu4!+LCfypj9WbCAqY!_1$;|33Nx{??Pu8r0j? zcp_IN*Fh&eAw6=H8$yxGJCC*TQ(2kwc|63DRG999O7?^f+tNXf-BlPR_u@z>(1I6V zA>+s94pE|IgIPkDgfG5t-yS&WuSs#78pMzODq59pLtVMB*)g@!o8*W74ftQ@`yx~X zF8DEG7e~rQWgPYtb!ZlKJgFm60ILa1Th75``D8U*VcNd4KaU%pbY+#lomAx-E|fj) z88kIN&##f-RLw}~c^Zo!yKO6x>0wb*s#W0jR$=XAR(4-RCjZlUMHc6=21iAUU-6f@ zNb|J;$Q8`>EF2Z}Lm$>Wn^hubXo!S}R2jR0Csu}d=~gD3T*bcu%`Lx9@Sku0;Wpuw z<+ zEb)MFQi=^EWPNgzM;Z*SR5PTz*p+r{FdCk%DEG%*&RYc+ttdVMnygjd9=LYSokT`w z6Pc>OVDFg1f;fG&#CU%=tipRUV>d+rdL7nYMQmJ9 zT6dYTAB_Zm{3W|P12XS24GfR3xl;W$xsCj_h|0#I_mgCjJ`5Bqk|^|eh>y9yQ;=E8 z4f6(Y^{dCgywZ(9OFlxfJwur8_&96s!BjC8p`3g=qI40&!MatH`;aqgvc-s}rm`-} zT*jyH$aPf_eEPBC3qrlkiS6$S;ooxc)!o5ZXA8Nzc*_nfobrJDa99WzPJ~?GghK@~ zx$Q1VD~7_6E)CE7GtIb>6ic$&W{RWjt9+-*U@p&0X@SD@Gg_}W-qIO`uAw33z-(?w z8I#p9sGY~tx0!Fm`!PMRDjZ0BEAGc+B1?T zXZbBm46I#pyBw4(;Lfrva13$pW1`=t$CQgG>>Vp{V+5}o<-ucd-cX>zI?Cd#$kPBf z1O#%C_kz1Hri$CpWdrg?`*3LupV7tO&B|^AS*~h(afA4U5`l|zIJ>-obIOI-P23dh z^YshmoaBCN(Z`|8<~w8Njtf$vscPeAmJRu3Y%5Muc*V^I)5nUxnUvZ4n&I5Y`KA!! zdhtesi*&Z`egSC2GjHlQ!17U_oYg&2ZI07-uQhj;!oLAby)|>~ zVa=17W!GPiPi-sx1qn-@J=~G|9NH7WgpD?oh>FD%3NTvbG;pD0@#GN#6|K9viL{nt zID|*`e7C1&OJ%cDWKOCLo+Ua8XVFS9K5H6rOS2~?m#16M*{5YP46RKK5NxhWj#^VP zCpLNKe1daMa^ryAqWJ5fiw%mYSu{n|V~I`DsmO|=;PA3gjWp*5@sEBzGi*>)3eugR zLqvy)crjf9c{NfkidoFiuiU4)T2Pb590sCA$Q23Y{c2<%4hhqm^*b4ytP=kD(NJqA;Q@cz-(Q|6Gq@hH)UOlUuM z`BCt7ywsln#9bz~&vVdWJUEvhdDa0{Ckj^S6qacZOISHk#_C&P9H^4xq>gyzD(t?z zG63MmEk{not$A#%hH+2+L@gY<%GNB3%Scnlo~>k;UxCAeX99 zzduHqPxBOK0e9(W#zJ?Wfb4#JO;mCY<~3>Qr&J1IUBkT!lawFVd)tlP;N(|nMW4`R z>BZv7+%;ccko(z_z{W2yqhnB8fdz=A?P~E?^l`2ifaB}1G2R181}18|S$@(@Dr4lcJCc567by>(sTW;c;FQGX+8ApZ`s(ppt5CjE|)_%f?$y?Qg;N`1A2>hp-DJOY ztRq&B&E@6)c?Yxlm{vU5EWI@<5#y8!%^#tIRU)&!={&t#AZj)ZpjO!O>VJOK|Nnib z3=r-Tz|Q|K7a{y2h~lrEy?)?rbkh?1m~;KavEyq$LyUeBxbzZtMo-9R zgQkl3DE46!tNdr(ywdEu-gA&?S2X2d!Lxj?Ys?yxYnFZk_A~TyX)oG*tsPQ z5QGn%Q>{LNP8;*T)%o%63|eqMrsVQ^k6%>0V^$~Tf`vz$wL_m^_piY{r$3G-3YAaW z{gSX`=NR!@p6)5`SxwVf3a?;&LA}iz6p4>|H|EOG;|L^XM(I|qrG#1+%wJ4?X7rk? za@%!_^zU0QRp7e*GSHADX5`%q^BJwy93aubd=2)p(J366MAs+NMZuuq0ug?;KgQ|n7cRPgr4&pu>3$KXJj z88EVM5v@=oB2DP%#8$&kZ;@qd1(GT~(z6jbNP&pC{ zpH|UrtyI~LQ_2(n!rmLA>k90aBbC;IO=5UtrkZtMe!VEXpg7+^CXC4lhxn)=jQgWa zopF_nM`oL`O?fh&Zf>`q0AoviSa0zAEur(q-GjD&EK@}J)>Mi^x`WGP`fB7xHy za6|PUeDYl;Zy?tu$!f$(N-q6|{s!KVISi+#UrJ^p=UE0<-blP4CT^H-BnUmmO~jea zMJ{gbt(fTFKFiz%&c*_8!-OB7Wr3utz`Srq0bd>CnOI@7uXah|dXH}#ZtA>8<2n*> z9%I4x1oWkGJZF^YA<>9-BdfZAz&ya>$hDwo@~n9jc)S7;UFVA4E&lMpAKF0M43t>} z5aYd-BCXk|gW-Zec53ETuAQI%F^_X(uKbd46*-DT2otffxv1!gm@lEkA8xO-rq;69 zs-R+#?{pdyfkeU9ATF7}cnE#M8~G-GJv9xzf}iDwRD)da-_)X8A?qToos1!myqv0A zM+GGPvY}2vTMTX@caGhKa)%@j-S1^>sz|wj&wz(8)4QtuX=C!BS^>*d#XmN=gQ$VW zGmuNL354N~cVI0K&~@o=lYAe3XnpRgl@Y8(Q3Ob5>KTGh+@u-kEQhgI#yf?L@%9T- z_=xC*spPOpk4Z4Mzt(js_aqWifozqgR<66*d966O(uo9+lw~@* z#%$ia`XYEYmhFzz2uBI{(*UWM=|Fv}^T`cFtVpQkkz6)~p2M z)Vr!-^xuH?f{yG9`7(hy>pk8m>nf`mmHFn=!iJ>5d!zp-8GKVf!Y6y%dBdSo$}jc* zlzX>r!DW$rYpr_K!Xd4zSV7@>>^tNF3C5D+ljyGPDsQD|)!F9DD^pyx^6loH^fz+~ z*ppfMB4nq;U8|{l*T)Qe_GZ3#)U7mf&pGC^N{fERkg-gLssYLIKaqHAM zGU_L&Lnq&oNXC~EE3>jswQ${8`mWH=*W7dgSvYOGMzS4v54Nr~(P(`-IQ)KvwDE3r zHZS1A7{+ia!w|5Pqj5$J3uYN8Z(Gq0AUUZgPM9^;UK&CL>vw0V9CqnXQ!A)AWq z&4p?h_3E{YpjR^pB&UJ@#nt5Y^+b)9y)&9`i=V=gvNc(^ogBixqv+72J^XS2Ivs%I9Kmm1?n@hRdar0+T zx8#M6WjmVDjIFO-|5p|SxEjW@w#zs?kmnv5cL|64RK?f1Vl(WD#rOOycIiZoT`oDS zEJpUGu4bn?&F5)532F$F3SHL0FXcEpI-_FS9w`KOCCOQMKs%}i?~2m$Z^Jua@p%bG z)#ZB_r407f4&8TBs%ylpT=;f(4Qt3^Ogt=(>sZFpQ*<;`jcWh~AM>nQ)qnpr+|1@q z-vCX)sx>-#1A|tIj2Sz|ID@EgfR8syqv|)7reMMaD68oTrO`9k?n%5U%=I9lsFkw{ zfgo-%oGkyiRn(!9A|F~{19Awk%`AC1@aZoJw-(6D*^xV9dD(n=z5zM3zlija6*V(y zxxYJL^kH_>HtGp9=It@;tD@@ze`@%go!LDh)bTMgSSMOAW0{7Lml~mRWPoq7A~|}1 zc^>DqQ_BbI(Sp6Eq4->;3_i=4wFr^J28rfPhVCUgS+u0oT0^}~*%hkIF#?e9f(@wd z19Cp2=*L>wGP0g(uU0v@GuhqvH`)&31=y`tnKLQ`C5S0n@wVMcs@x7-A6A}>zv2)& z4$V)PwYFUbawC_Z7^u|XdMb#V2)Ct8tmkMH-?$XY+d#xaINgWZ?MqQJ+PkqERZ2zD z#MV;&{t0cP6u-L9IBJWq{bfImF6McXv3anPv+*A-phA|jf&!(_c(~s5XE3pSVME`6 zk-X+~Ult~^YJhj|6{ye=QDIWX!Y>_C=*W7$v)E_T!t~|OT&ua*3>9|K7tJ-~(Z%`e zc-d3BYxrkRydx+O8##H2To%x*pf*`nPsl7*yITg9U6*O9RBaYu5BvNodyz?VFaPkz zVmy0u6{Mp`Rxs?+#w$)<9icEiVk`NZ$U%}L9d1)}HA5t6<)QQG%?t4wMdzfodoRPB z{HsROu*YW}Dc%&#rJ!7GIKneehn&Kh~+ZS&enPy^gCe}9&;x@!7EG?)Tez3}jG zd%XBZaKfA4fP~mM+3STB?_f{VexCksVB;*coWsAI`2?cArop_ zMBp*e>x5ap=PtqAR{4x2KN)ibGA*=I(!;uH5?W;&b^3Dmimu6;+|`6$ zEBWskQ1$a~pba3hMGMu^PnhIS?keda7Qay7ZEa=L{NM@rtZCj1hk+cUXx@tjakn4l zFO9HfV%nIUbU}DwZ~%xBHK~LzZ8RM^HOr?q|Dj>jl}Sy>KooWoS0@r)XT1qd81uq; z&=Dr?b@xtr{Sh?-q;pYlB4_CG5r;kTeE6>%O1Nta5uQzFX?HVk_{FPL2!+F+VAjB> z9oXKbb)t^{_(2+KgZ?Cg^in%8QPJF~xmsQ;*)*MyM&zGW_)$i@s(_!f9T%(}mMemA z2k&-qHdO_-lCVf`KSYt8US>c?xV4;qY{IcDgUURQ5jp=?MPbMMvue+VM6Djgm9=z= z5pJ6Jd@8v;tG;{kNIvXok+dA_+^HB~SBnV#mk9mhWs}PXB^&>`zIt54+E=W~eyXL# zX5Zjo9o>!yQ=7xTFs5fC+uF+K!zzw{yD|+7OYya=`eK|Oc|*AOM@@91oy9}%!BY<^ zd6_jeh~?i|i^dTYebcAbr%YC|qYMn(iq6n98{W3iByKZGcrbMvGAuIXzlz>QD6)<( zFMI-fxH%rn|Ak_*9;>XhVpfSq{v+%MyLtjgqkc=Ma3*Wwlwv~2N0qJDMej%u0Vx~c zabxU8i{ATW`MOcS`H&YL6T;^UtCZ&Ey$LquwmolBr7mbLLaZrPmBV=+J4-{U&@o(7 zN94-Y$@+^bM28yHp9mK`r|r|a(y&nT45nK>;9wjH-TZm{uOn>#Lx<@jeXR%2_u1;Vt&*-lTSjjj z7in_XeVl@rGxDV&$(3%oNTIB_)Kja?d6mOgO1%FH6n7=PVx5SHN4dalv*!DPpkYK> zXu`|8_0E$*X-W@xa|%v~7gSr3$O3biwFLu@3}V9-a!eaNs|o>5EPWoy&a&oAsB zTb|wXyN>&GALeR~*@z00-WkR(Jamt`l>K>i5%>x+@~BvXdcC80LQuJ;W~xx)O`ni0;`^eo(aN z=#o((;b4RtLa3#DJg{i2aWe;QsEi7e?yNt`>di5Ra0Ne>J0}*ILi4t$EQi= zTGh0YMC~$^YV|W?ZXNmCKquLkH-!^O>kEkPrGSiTa!1$|1$E+g**MS(p|F+!_$oeb zzr^_CN>;S(0^a0*1zcZidfbS0S~_E4_11nX7AKJ6xa%yw7#|>~x%oa<(ATUDLOd3g@c2X5b|Y+_NtaflKg!_H$onzk&QmJnsi-x@ zF`f+9NnL)k6)Uug=i!!M0o-`)>Ss>`LH#Y8ZegI-7?i$$#_$SCe|g z%1s}C6uMqUG*y)WL+mss?(!fDoGTOo>`T@cjZ=oS&BLvIMsO#id${P}K%!ox35#zf z7t&`oQA2u6)xf=FMEm|Bob^L2*0mQ%CR||RlBERa!wb0$vvy%TmZag$F-xpa?1x?J zR`|Uw2D2#2S=j#fvD+7ETF$=#tGf5>0>a%2)~T6;K!L-%@dS6O4*tmWR>P0wksBTG zMV#Ce)-RjNGMi1cj+qDopDza4&SbA^cHK;{_*t~CO zwfml;eOnD=#2NhA+%MWCAVhe}VH$SRCz~ZW+un_N%%y1UIElZdTm1V{so?3(;w$w&`{P`QOaVcmuksWNKD36_+BU+2^t0nk3 zC_?VC$e%fbh>bgZ5B|c>bfZ*=nvF1x)BE;`FpoRppQk{4&1jEH-c4hjbsvi~+*Uj^ zyn6g_JYm=?b`e(O9U-Jw>xUSH=S<_2Wylm$L6m!EB&XriyH(XJTu0r<7G2) z&2x&iOth!3gmT z1J8@Iv(fM#v(e>g#|z%RP$GAM_)BEGyx4oJyg2f7*e|&+ftPFpAwN_pCc0yfOmsgg zZT_&^d2^@q4eHwsL~_(4)8wdkE)(A#%|1Oed|L6bH(T()G)?f}MMuTnndXWz7TqSt=@y!dPM7u|Rm(py5u)|wgM%^e&^4Unepfr-wTm78JN zVE>FN0VxlbHr?#2F8TS=*?xscwk;WAvg7%3byl%p@GIq0k!;>Fal7Z$gWaNctx7Y^ z=T8$xvr%g)lcHp5sVn88V1PU%j3yY;z#*wW}PpeKW*Zzyk(KYuT;NX$Qu;Bnn)I zh{BSCv_+caSkBjre}fm1spAS;kzjKWG^5vP>2wnYZodTQvIu<>ahWiLs=VM}UMe59 zytgYv;SOdT;{;?L!t1({AS8b2!u=!7xNQsmT!9zAD3Wz}$14qack>98+7$c-!{aAY zy}8dRFdA12e^%a^Q;hKqj_!l_ATx8dd&+#9W!m@r@-E11jBwc~xW>P|AGV!7PTCZM zBZpbLDg(JJTd2kHtWwV$1!H%=6rh-IsbqyWwtG0mtAbjmz+ltJk-DHQ49i&yo&WXmey6o5!Iv}`*pJIB!P1pNj;_{J#qn;%jD&#U{< z%T3|5lF#wg3|3p}2E}U12G%P~tqsF2L>&5$C8>4WgkiA(W3n~Fr%x`KiV$KXg3Y5U z#8JuN1HGPH7oX(rCY;$PS2iar+b>LOzbwQ~PWglavD75?T$T0#l@`-i*XY-z?*jP2Y7&M~(jM*fM6^)*vZKKlk~_#XA|b;L z8cX6(X9UI7c9&VGnb{Fna#cdvH;;eCnyyWvS%14$)6gmkv*a&^fxalkrnSfON4 zHi_zQ&J3ma%)$4eC0}R76;i~=?ej_vMQG8TbRfR1Vb&jM6e?VsfAQRXN0Y3+3fScR4Hv3<5U{-Nasr>s7a?+icL=e7rO6knkU2cm?sXnbBYu&K`3yUht zcG66OY2|N#cg?*01ah;2v%bB?BzdGl|69cg29O+dH+FQz6=_dGs~H(@sTY#4g32P#19<^j$X}eCgm4(Q2Wg&t zijWbeQ6Qbp3f`?Lz2sU~)#9CQf2p_VY+*mJFz$U9AOD>F`NBK*TFfMP%GAB3ou@C%1;4N2QHBzq-t{ z@W-1sEewkM&w<*Nx&TkntYM!*WVJ)##UZXYY1Y85VT5hdB2f$3(L{0BI6!b(Nas(^ zp|9)$tas|;^rG*21G#$LKSYYFF&84yER zh+n55tC^z@?Xtb;HJDLZ6?SdCDY**Kp%zaDt6RZp!&1F|O5G+@)3JEw!79L&|8=aA z_Y9^I>FyrHZV6Uniu9xC!jFsWL{HkmJS5VT+FhZS#5k=16yzjV_St9$#MkhFy|^5K zv<#WNntam_51v(6hg;wFQ0B}uB$5rV0-Fg#Z{)DSu=mzMhK8Ai?;D_bc_n`KNNe?M zQxvgbBig;exQT?fHg)5}>~&F ztxTh`D=U92qqDSRYBID-y+wJ!c5h)%K^XMu*ujeDwgw1F9DO)7wY$Z%Y@Ow@h3Lw2 zAZ`j9bYquUAPx0h>yI@dVP@m@cf;8SJ8;Vvp^*K(c;v?zL%ycya}o)+_tG%D>xjO> z!NKoKpz9m?aj9gte2jD!0bB$cdCrAIw~cVfWj@I41XC^7?Se7fog1@V7F#tgxWGFCib(;6c(R zo(AIh)pkicQ)R@{P$JOQa%-$|K>Q=K`hE@H&E#sX-EGyim&c2YcMEmBGs9xb`NxR% z88oWpWI6t6nH1QZH4o6JDE?F`*;@Z;P;X@Ti>%V5H@@Oe}FzM5E*GG{uTim180w)ts zdd4T+{{k%?&K4|oyYyz}M`t;+wHAeQ`1rRCE>?>MbV*ji(Nz#n^D|#M9c72*gjfdk zr_b=U3OifjNPj*t@ywqx+dTSPHDZWQ;wFgoKM{J)zvxuQu;F0$U#`0Lc-bj0{}+oG zh=FUnqK_8%{P2Od;njGkRGoX$h<*PiosQ8Q0m~dUTF9c_lN%m%=N6MC#XBmZUC}toxk}5UzLp9u!BiOTnWcl$Qb9B@feWuGV@m`SfmLZ zVKRao&pS{)Mlo)hgQb2Unw=D19H(L z?=4F_7Ts|rODRotjbx9r$E%*+bfZ^pwr`=zGx+su(yyeMjK zgdY06a@RemjaGzz4mmeSyY@eVo~N^^9}nUC8A$FJjHZknIQZSIk481$cHP9fc;twB4V9K=*N9eO`$o7%V2vux$cdg$=6qB`DQ)z} z0b`rposz-xfYn&ee$<}jJ5Gq5FHyl0RrY$IDRkO{Ad37pe&YI_Cb-U9njAaGAK z{s}Lv;Fa=v#K~Ei0T{0pM#xU>z7?`a{jHoukLM0uQcRY~gR5a%hbpS1!RCt2EpFIpzJdW@Ta^-(C@7 zI~bKcjgZ0A??|`lebHxlBPBuh5h3<%{Nn8CJ`;t?!$)5Uf28z}qtS>gzGK;f+c$jAi-zt`vzZ zY-s^?=e8v3n|-b1gRRBpxrtu`boab&H30{F0wo%mzg{N-|1){sucmpS$wwWwo1&Qh zal*@l1vxTA#4qwK*7=&0|G>Py?5g5#(zPl?F~7EG_T`qU-V<+B9S6wbz)X_iuCLvt zq#=COBfLB*;9Q_;3RgJ(UU;0`*`Cuay<1;?ZCzcU6mOvX=LDDdz@%$Sd#mlZpLwLj5z{Yq`#uLJ`N*M{;QG>!E9soTA7KEkTf+p`&e*J%LdW9F zAw5V2A?AfSA?Sq$t7HoS#2gU!-qWLypnBVn>mgQVC+V?3M;M{(1%%nfk=cYeEJt|< z8wiFk?g?3mNX)-G)iO2J6S>tXFd~AjH4bbiWOl;|_1$Mr4>uoi9evR90NhuJNSDga za<;cBML(J%uykJ`)OYa<@l`6uSEF^4y~cW}G?WVA4 zX0TxG)iv#J@47MXAa^E4G;&XAyv8}om@uS!yaqx^V&(zPByWyi9K1vqRVor_?Q}HA zLTz)>D~^jgNFCUm>dj9j2Yoh~!=yZv%ZjRq{ye4eM1v;cxaXpCIqI|O7vJoxNrWXO zEI1AS*7NW9Omd4es`{yIm8Ta>E`-4b8feQg@%kEj)1+1N`tyL^JIjB9<23eX0s`*~ z_c{4K`BVRvg79QeY^|TBcSo>88r#=|J@Jda{$EedtGSkDpOOaKCFBVwa?~o-K<3g+ zAVT-t6dvpTu@9uwdVLL5*-oqGX+V;Ty&Lebt;yv+b!2LPcbDZw55BUQ0K&S-y1Av} zRc506lt<%J$KV(1mtG1J^#hx+J72w#9C??+92WL-1cf?TI74c|7mh~1X4)`Rvb6{N z%Bb@#bDy$&8|K&THja4k%%m{i$GyT^gBj6i*Gu+W#FX0}Ygvz~q=O{vI-lEh+JC`2 z`+sFK^DxcxOXtB*>`Tt0LZc!SaXW=&Uw58L?^a^3S`cZjFN&({zqPb>4OkTq+~~|U z6RNb7?7N%oD6ZAi{@RFQS}OGLePu)IKVM~V*pn@-R!QnTIqyDClh#&zLie&*IN)8? zwq#{v^KQe0XQMFmlI5eq!$%3?c+b}dsm;r5{Iyqua9lkx9j7^+6gj*`q$g{|n9dT= zt>r@M>tz$u5D{155yg9NJ$x4z8m%|@ql|czspE*dP-EKBf0A-)#Ki{~jfaMIP7kIt z&Pb0RHMb~gvA1B9p%tv{Zi7>_SMNI~v#_=ybx|Vk!u9;Pa2 zo9G3)6RVfav>Q+v^Tl6;*7=d1=<^Gqompasa4a0ky-ODdz8+=U@|GKl zpQE~~dlk0LYY)84Ih-(-D*jqW;pvN4bDP*g>H;VJO5lJoOz&0BTuaqGx=LWL$Pe~> zoKUh)F{?c>a6Wv>WCZ+%YC`C(J_upR}bXh-zl?cvSRipUM;pT)RGaUnLK zh2u4;Lh=ArRXf)C>;wT9R#Fz6+uv`3IY}s-#>5p{&UW~_uPB#xs1UW87n($t-bdubIvuN z=kZX#4{KTMac1OrZQ+X!Og^7Icn-Xi{^3|5ID{9{ORp=&>^^t*D)`Fo^&?;}rUT3n< zc}YFiap%F(yt8Kq(N?0N_iNV&CiR@&(BX6Y>lK#1*1vDB+bH$qq37EybUy2QefUD_%4%i0lqr!AzjJjyDMFId^lG9( z_PA8h$SF@%e{OCW-Q~D|*5x)lI?**4iKwSr%Q*dOaXs9CyED8o9>EKg0R_POrJ z)P7zfpQnkEEyfG6eA}4$X1JaBRc&j#N5f#`*r1WJ$mTcXU8p`%D0SV-RQ^*hNSu(< zvZ`)o1b^!gRhS&<5p@5r^eg=~>Awb?me+M_cMq{-D+DKZkO82UnDhPSl?yCS0(Z=U zN}oiE#Qe%wT;FbjnRq_=XdmLwR8-(M>PB{QMy>VI%s^3dg7*2 zsnh*b>yECcbIK-*OnV0V{b`O7i=(Z#Xiy^^w>W%|e?U$S<~%Yuf&Y>e`u5DvHNL-- zqsf-gLXD9Ht`(Kg1?(vygxu&xqUeNuf> zdTe8VTTB`#*JjTQ?o{F7zTr@$_? zmbLd5fe5u7^D=bsPGPIjufCp1dD#c5&GZ~A)n3%FlKK=Yeqdjd!O$?yg=NhStECWZ zO6~628b9!6KxLGD*@!l+ER>?Kvy#7L!9-t*nhQ=-Gt-ZAe`e~9D-)al%BF{2O1h*w z9Qf?w6RV?m=^H#5@5Biv8Be|%9EJ9An|-s@{X|-bIL||+M3|O+3e{W^q%*6jxUB!R zu<;{Vwh)yqeqQ-^I$mgyw=&84(QaPyRKu$zd2=aVc6s6(s-wor3gzZU7RBewCpS+7 zveNx**i+A%SuJvf68XN&4Lj&1b{ap}bGg$2ynTs!#;JB!s*1Zf0$Ur_lGF6&tNp(+ z&?F@<7i{htrdIP(h3D9k-*`|gFNTeYR~Vm{BbMqWU7UhMn}v(1PTZbezP9qR zYw9%<_1^XfRhefkdIW+@uRL_+GCi+I=EO+{(gm}Pu6RE$=2*Caf3iogWS7kQIL^vM zdOEeU`O3Vc;e4POuC@qjr~R=45!jxQrIE(@;p>5W-=9bZsh|1~9 zh(YUpZ@8@Zo=P=&=Pr9|kW^OZ;)KuQRPEl9Cwm*E$tD5&T$K2A&^KWhirIZSyh3ObW^Bv8e=ZW=7C%67d|41g+ zGc66o zkpAguz8p;*+`++{;dP^v-uOsa!~wb$*Bz2gXo#}U_ipyOoXqp&+VA``Q;P~Z)2wp~GcCl^2V>w2FD7ADH^C1z@)Z(%0HG{^ytMXY&j+BNtsYZjQ?~&tA#42$FbN z8W&Ia|TwXplyAv0tAHt^5P{FgmLf=zCz0<1b`pM|0rt z^fu;T?1rW4XDT(%V;lz_sZ8Uyit>{P+beJW2jIv z(R$ZY?zLuVt9#YxVE^PV`V2CW3X`Oc)c(Ku8KnLbeulgMIX}bh|3uHA7=kQ7{sE|& zgdlP(Zig(<-r^6Gh6U!y2K9t^9W0x_N}XE!?t?IS73aeAh`2H#cgk~b)j0u^mqRGV zbE_xT{@#93E@8m>kocZmd?I;$5%;=_hZ9dj)E1gb_G6opQ>DieQ0FXICq->ef9G0p z#!1)Anwgszh&7r2r1h?*!eDNi-;BNT)H&tRZedGXTHZ{G$91=*gDc#{y8rzd2UYG$IT(YmN1*N-XO)=(R&7xvxCN~3ZFeR7v=+A=+)jT`3E;U zAZ~4kD>@)=GRiiNp$ZjVTe=6oeML`iVP0EaEkhJm-if;(E_^tZdPCv|&MvX#NsO$w zXrfh_hshn|BQreRAS0_TT(ACJY~q~;3lo}5rRlE>{{Y0@D4K2tn6PeER_=tBH|vu% zSS^#O9$x3Hmo&c83!$-&pJ87x)<#NHdL;jBTh*G5W;Hj%=}Ad~b9W9~&TSFs`xBzk z!ZMX|((l9H;{jhdCh(_M;O5D0EA>{xGHq&v3h3@R>HBbs@uZ=lWoEe6G`dMde#oz# zpkN{Sv4@x?=1^c(tvnEFoOP_OpL=-6wiPH0o>bW*%gH$44x?~M=0cVIlE!I#2JO&^ z%kRu$HGQFwr!#-sZe1G0r+FUF*Ymw5YfEgket!uXO{xBJ?P%;KzML;hj4ZhSwa)w~ z{_r21m6Ljy<7W+374%Kv%*usO5I&Q8(SvwhoJweL6S-T{mABMyB}&XOtZQFA*d)&( zY+LJ>teOeK6$eNE0vgr5;ILhK-qR`C5hd2)a>mD0uyphl){k`xW~0O6gRTAE@=n1t z({xMALwYxrBanj)y|fodDc{&Iz1is9B0q3G46| z7c2};4n$vgv@=n$^#bEQo60xozcM%N1ea5M)^uTd!sO^*S)n(rsh&W&I)A~A4`232 z8;;;LNk)3Nd$L~0e7hfcNBt`%kHwzIZ*YbkCVs{7seAA~JuX79Ua2rAdU1NIdz2Pn zBR8rEEq6^fcam8Xi4AS^^4U46p&9Xpi@jEOQ?_nHffu>DZ}qkOg2k^i+Pn~apMGEN z`;B8)wdia)|0|h0Gfg!&PV7>jvu?Q`&eX69orb$n*Am*j8mIi8_nMFH6*~PY9uIQ2 zzvbAj{pcZM)2Qw1zHQd6#J^_=oSKs*=N}m87$X@j=59g^m&Q5llJKvR!ybo+=GocS zzNL=+?`u}5J-}? z;F%skzGIkZ#481Lc(i*omHH_|3njiimz1jLf8b*w#hvZB%6PtMJN5L%JY#l*dA7D^ zRE)=$vyxAV^d0%cI_I1{NrT*XQiJHLd0nvhnECdz%ItO)&hPJPJD5ST9yqz%0w#M| z*I;xHr)HbBiROFBHvZr?{xZf=tls*qo`2w>$^9@HWLnmTQgc#b$J9f!2V!z`FcS&x z(P3UQc<2NN`7r^=Ak-xmI!!d-b5QIFi>cIYPp@rYF*K{Pd@NJxIqX*O>xs2m8_y{o zZc(qxACoEZ@EXZy5S$+?(%8gNU}&^ge#!aimv~7Z=mG1u)K5OOyR)L`N2O`11cpS7 zo&`P2)7Xk2aVi2dbiAxh4xxUE_o-6`bh<*mX@tJ$1_ajFVGHzz*iJJSzIQKG1w+Wcg3~VIqcQ^I5Gap5y zicKvQMQ#SY5J9Ww24;^n<7`W$#7wi|E-z`hj!#p)*e#(g2m} zL^scaWWfT0!n{c}#FE?l#O+U^llvhniOOUcRYw1sjPSjzCMcRkMddkueiWp?#;rZE%anjn|ogoCqzA4Z6v zI(lb0xk9Ml#=_rt(!dZG63QE*LYUwvDK#}uh_5e^l52a{@ajsYaAdGJR~wN{RCT+i zH*hH>BQk_`ho1`du`ncPL{e={rO1W~L`EXoJfjrYCrfWmwQ7Zg0oC&QBc}t%EiLtk z$p@hao{o?^RKW%Dq#E46-q? zvM;3bJ%WpW{3?CjhL1h>fGqlxFn)miOsAgpLqo0fTFyY@=J<@m-~O!8$)>k2!Z0>8 zD@x)lQQJvQA-L>@kZlG;v-&Q3BV6y>1L=U8@}$t-KY+_Amw#r4E?*<=yifZ`<|q!o zi>iW$C>Q6~;`=V`k)0s-O{q(hsTtq*2!jV-rVeUawkvE`$(5p~OXTb4`6INhJ5?l7 zs$7N*Wuq#%7hl)02Nr(NseWE_b-uklb5P3WmvS<0#?N`o{yHFt*7?^gNn)!IHl;V6 z&No&;-qYFLvd#2+D@wdDuI*I7{DiS;N=^uPukchdP{;N=!C8(Irb1vEeOyAQv*^=8 zUnvJ@heaKnPQTQhlid-T=Y3>n9BfJn`H(Zsq!O`dx@ZHATTqmT)|9Ih_hnoUi7z&b z<*cWfmF;Ft=dXH?P$xLs&Av{R67?t>XIPx9odQFDbarQ+S)pKd4h;NmzV_*`OeriM zwPL2z^GBSUSW9Kf&ag`1;AnE}lqcUV4JTZyqI0DeD%jgMS-fqV>U$FNC%M}ILFFiu zf3=fb{Fm=RKXo%JUL4D2?ygD_f2#Zi5v4qFK}_n#)<*4%O{YcHCdF?%y_* zBQZ)LnjMHL zKtW#LN7(v59GuVna|&b<-zyXUfiV$m$yxUm4TGJ{jLp2MoGCoa_2oM_u!j!5RY=p{ z+S+lPRiiZB=uHkX=aX}ZxT|U+oL*MlR#`PMLHK9TqR?b+YGurnmDIFkIshUJASOn995X#W$PoRUSKDp#>K{*CwMq>2 z1s_~Aa;}72^`&^^xq|!x5e_f(-4T;Kj;n=I;IRqQ)=W%#^3#?#CyTChj)5@WS!+vS zwsQ3>DW`s68*$ajw@1B^}kg>JMyDm((*FlNh#-?x5)={cZ6HH2*KzXZ{H# z=yXtlA=DEZ&%uBIjpqEE3DJIr7Gj+BH+&xR-x02D^?%;#|G?fuC3O6^;YQ`1k)Fb; zUnQVc1-f}7h21751qVc?+uyQmzWSVSxcjXy^2*P5XS8na3lw#Jzhn9KhEdg}&j0KJ z;{WlA?}>LOu0r!NXPI@jd_s=wjNYKq_)MFZ7+-~>rfaFOPN~oTr$+uaZ4mz}{p7q7 zD#sC1OXmLi2|2A&OCBoP+g7P;8RDP3>LWbv!}GFkq&ech*9qc(`C-vDFTPw02XEKR z0^GybzyC$qll1@m7|#9Qy{`ZHNj_~(_i5p`MUS@!$K@5-itB$qQrg;D%X4kIHj%lz zEu9&>EtYw_&A^aYQjY$;I0Yg?I7R7g_riP)f6iHu-}MCR(Y`k$Ax zhF*CZEeefW9mpqt2tG1lQF=6(xwS3#PgVSx$ZaU23EY(SQ(|Q4O*cY~QYL0+B~y2Y zAI6GnP#Mlt+?iC?uP`P4h7$ki1LTna7z~1dVNfb9D)kQlKrDce64rI!dM_j@y?YX= zh$%ti8#84-@e)1t;3%eYZh!g>rteG?nG+Q~E3!^BL5?R~cSRTTC?v;p?L`1ZbiU^)lM+v4`ASFyUDtDFn0g&XrBeNQYBWlb9oi( z#Y*eCLEG+N)4eotwh=m;kBjoK>`r=ZbOGE1G2F0%R#%!R^+?Y_D&7{v*rKo`RvrNromb7#iH_o} zy;vr`x`Jcv&m3mST9QY2Bs=1*wZ0rFp;WpnRC*hx*~d)qd$OmH(!-I%gA6ra`NBi z@VA-ESFH5z{epsF4Hnxmp4WP5c-LHb1Sb#U6kore3LDZX#}Iun<`Ep7$VLG!*6=*Y z8Ead3b>|Ty z&}x8{NFrxq{Cn7r26^TSa5oFlpn;Jb8dxzE+Hmec$&7qIo%VrgtE)vaj;Sh_rW2o@ zX1Yxlpt7;-Kt~j9_>n@(?ux?NX4zCN(qv$i7m@${1P)*s_!+oB0hy6RSpt+uo8YRX z2e>d7f|%P}3wl6bVtR~0AeLQZzGb@1HZ3`Vi#Cn=1OhZXPmHxwIRU>d*OiVxfQg|6 zFy{7(B6LwwG_^9%G~&RD!>x$GHWBUN>*1nth_pyk47%e>rdd>t+E!B@)n7K`5H9TE z9HqZb2JG~5QzU0d7SPul#1Gu%-^`I3npiSBrL5*|iBwY5k34)Hzd>z$3S+vkrafo_ zd7jOO4|j@!gd}yc8g#U7j{s8*x80E!G3Cxe#?VrZFYd5Ur+1Bs(x*hl{LcDTWUcQl z7oBlUyU_t~pW5_gs6gYIHO($!*Q0M{xlZejigBAnf!ngvq~TmM;<7n`hmOK{looI( z0^SVyXi^J#vuY5y>v^<3jR!rn&X=mrSApo${ltf^Vx)uffNQyU2t9g+@k4Pbooau4 z>c~S@zBND7@I9iCX)q=;Dv`Aaaf-ex--^_I$!yFugV8gxRCkZ5CS|$|%0BGO#)M&q zqkIPdR!J+8bq9_ixQJ9&PxlPU2fDw)?UpZc86iNz@Nhj7zQuVd5crxmNRUYMujnTc>jTNFJ>q$_Tp4N<6+co0P55N{ zOl37l_*8?V!Fe_KKnd$cyzez*OhTO>6JZudfU>VN8o1t{qwP~xH@(r+WLc=Miu)v- zAbJO#yj|}(o3Zv0@qVMqK{c{csLO^tiF{B}F%xk|Ua$ zIwoR`J{LnB0J;pnU$wHH#aN5L)hk(euJIRSyW|uW7{5LwBrWxFvC1JyCM+6!YJ6 zMECR(>JEd86Wp*_@ueH=b!y@E5=<|M0L;%*mAM-v3+NwxCFk8-y|6g6;iF=BS{WQi zioUMg@vcxa()}Us5VK^9Wlc;M4mDs4lI}lEmn*lxSvbQ}xT8dKz20fnAL7*G9Ze^Q zOP%2VAZK(}qFQM3wtJK&6G1C}r{x*lb25;;zdNHz*Y6>~GqqYDAPx5kflK zKlC4D%4G}23NtY^`hHYRsVl+DuFtS15Qda*!WDWT79mi}27XXcNtU8tBji#SOpAnT zn?tnCMl3VVC;=20N}2grJjn{p^sMWO{f5>WF?_aTgp5~@>m33n-n0j^Vt@do98)tsCPFyz0IX~Hn&kPC zjet%P@C6|S+qUmpuxl>#xIYQHKKSa^qo{geP{d8I&^?4?W*5EbfcAhav}K6Xf9ceI zq??ySi1ylzjRt_?3VY(j!kfkm;|+61rgOUn@mkz-!uoaFYcLW~hQRa1-}*0YBfHBR zWI+gQ%q5|`T+g*SITPh3GN%DNIEO+4$7s;;6=hVIce0%R5-Zt>0_N&2Az(2nOy^9t z0NV&Ayc|^(_wtGJyPM7!xd)tCkt7Z{$8rC!Tm>?is8A~#mI6&&y^3I9;6T%1k*wxX z75l}e<}eDkqNhV&HUil%Y6K1V5lkquFEuj-AC2^Z{B)ELP^PWP$J+Con$bRNfBB_ zjp&x}fRrFs2Mcy6vDl9EN6I*U&pk(0GJWMhV-mgU1|l`wj2ymCqUX(yP*92`6m?aO zh%)EE8_a1<-!B%)Z~^@CedecXHu=@W71A+uc3yB~dGv)Igwi%&U6fyIdfC}buGbz9 zU}iV6T@^M!8hqpCOH zHQ|}_4ggn6+@e^ ze<{hji}o`pvclr)aPc^miCBL&*B3(z8ICt2F>xvxG(yyg9+v9fKdsD+svglI+V!P= z-R13n=K`R=(^j*MXDuC>fpdTj{rG9k zJGeU2+pctECRooMLa1qgm+pk>eq@qSn(s!jscjYy2;x3J421Y>t}(wJ6#_8~JT#6T zXpvzHlYB7J(c3~65}mL5Imf|IEYE*A>*H>yMtXAs#U3nnMgze=T-N!SPa=$rvYy!Z z?Q4H0_NWwbfTC&cMe7)UnGpZflg!Qth??RCE$rX9EsvbeU5V=gy|XjiNGPTE9}Vha z6GEp{iyc94yWa!a*=gh5CF3>{QRwMYvkG+LKc5DB`VdFvxRRpX@!4! zB6y5qCe+Nql2$0+U_`dwQZkdxmlap|Mbe1!$k=?~k4)_v(jhV%ze!#~;`$3YNZ12> zd~?_`5-my!f4UgeGlJoqv8uF1d~$bWr4+==Ae4{@G?46J+lde378QkN8%F+!5|aft zl$+2n*ghDJzn;)x-k5@O8xrnmrXKd+%=NI3b$piF^r%nh0p^hAnacv)R+QoJF?q6% zGPSIDm%nz6_-IS%_R9WIbjo}k3?|7hbXSq_e$SZ1&W(m?{Ib|YSu2t~hqi}fH=VV> zKB{$vl@2NyRmPo~*WorZK*l3UV7c^*^I-qYv z4nFuZy(46Fp-Rvgp0fuRbJP+Gi4|w^v6V8>qY_Wr#-K z6r#c31%{^Y`+#G7Eq!RM-~kC&MAFzDZmn(N!*UGINq;f3973UkY`EjcFlt^P>r<%5$JN>DqvmE@b!wNCQ6D7XYAJ;m+{HBS{*uYy z=0Ihl*=(UtL?&1s+8?Dh<#<|NrVyWbc14%IU`m8LO@u{>OK}}_QC`!Z)+Lbs0D$;i zpb0?H)=_<-C=iw@zH1ZA;{#nUp-CqyIK0BjhIKhuG<#9cIL?n9z3B34rve3B!b!s? z;|{j*>`--!szyEfGwp<3X|YZS3zaUK+Yds9${zAVA!E?6VR{2*EW%YbVHzQG%^}s! zup7IJC@;FJh!7RJ&Xm5j3ne^lWbx*=a+ojc=$UhVs3-<<;CE4edUVDuf%rkqMnUBi z3WCcpj+TwmKh6z#q@*rR@6zCJL-PUfW5%W{gv{9_bZV|zw9vHssbZXYDmb7X`{1GP{x2f`c3o6x=E7cm7pW(AAtSKtwkDUUOROvlf#*Y%Mu_|_62fZoCib^i zCh0dHEGr}0-6RwA2WKYbH!Zb9;?I8~EA4_CBoQK*VHxdt#)!gGM83IM8NYqG_1D<^ zf!4**U82hW^+)A!W1)SahZ^d=iiYrG!~+$VaEnuYySo32nu!1P2H;2*!$Vot=Hqll z;oBPywBG;C-u?ZvmS5eD0|89L`pWOe>j-e{*s9uRalkNF0a93WW?&x}% z>rb8N=X@JbZ8UK58^;HGv|;#8>q-$g@x&nL8#wBuUxWVgOwsr{IAywqw3i@pbTq^P zf;{|wVf@b8*Biu`x2?=FpnbH2Rt4Mn#bw3kXg3TPHaJnH+?04h>DcQhFnv{GVOYJd%tIq$)Z>7~=vFq*+Mo=53}08Z7w zeTluFC(qAGSwH`?kHo(^IfSERlVBw*9XCZ^_D1}!II6BTdbhUB5B9FJt~d|a zJMw!y3{@}@D)^;Cm3yD}(q;ao;61qiQ%CnKsUPDQokHfZ7MHyfO{?VMjk;|w^puk- zqobl|+i0P0$F5W4)sPEsb+Plx7qr$y7TB3P@dA#-%K5x0456%D$Tp~7)>*Zre$ zB?zfxeG<_y4&Qc$kI{a3KY@yRM7z6B?^ z*$cO9;ZvJK@S(96iYM9Bf|V{BZUop;MkN_cnem3TigL6pNNc6(@86#OF8cl5<`Otc z*a85WT%Xz&lR4D-8smgGoEV^4xR*RXP(2sAh!endTDR@0Fjhei`kim9J4W!}*8FhlrR<4v?=n@jHpeymFd(=gw z(-(88z91ysOapg^*ItvYc4R`rP1!2z*{&o)cn9PRVkPc{XE$NcF_d&R4;txJQ60sH zm~{El5i8vsc7OC@=*uGtZPNF6x^iZdQ zVDsA1&E>Rs?JLV02X)LdF!_=f5k#R?jYsc!&sV5Jp4iQnCUo6#vPGy4@fozu^|XjS z)(==U#hnNDKm!qh4>XR8h@;#yxXAdz4LiR>vj2AmkUxhZqoueuqz!IHVH?jb-`U7> z>EidsRn^DL8=;VKNn{OuP5HbftzIu7lww!h$Yldy;J|0YKjFLr8_RYkQDnqN?O7d& zufe6>`_l{gy3OCjJJ+9YzWtm~JOhNYm#EA}xut9Z&QtJkPXDbt_R|k&rsQfgl}x$| zO$fq}QdvbBv~hvFm1>RksG-&*x(X$q{!KQJovuK=Vx#dfOqH;*% zQo|WOftJeyw^`ItzjYWp-c!t%*XHmf1J&>mn|6)soUcWKT9D3NV;ZX{bgag`hbw>2 zjwGHQBIyWLY4wh(M6QG_aqzx!Re#9rZ>$$xi0Eg3bg?lhl6;#~l zynRp`?=JA4yF_tg==U_rtN3i7}g6&5op*?rxGh)-RW zLB8CS5p9IBCSeX^3>wl^0PuIV9XYc!M-_O^z@AD%t&K%Hx(ntji;E+HqD8q->S*l~ z;yvo@Y8Jfno3nZC`^i1Q`!DdzR@kA0lPGc&oX40FiG3=+4c8Me*_NB+Rpj?NZOtMN zc~C-DQ*&v8^62*txQ8oddJysZ4`)tCGdWZ$2jcc;FvZmDi)WD#oMr-CC|U6Ov$uzz zzjf)#Pyp`eJ}WK?giq3tU*ETsHJ1+ao%N?4Cdv!OoRcQtRiSJyA1o$Q&Bo2+8HkAd z97h=(qAhpFMAM3 zOGjx9O-I3!y*v${{s4@O)J<|`XfOkMSth8jU+^6d*THyD6OP@v(j&t_nSy(Z$NI*& zgtHtS3NeTrT_oyb&~Xw^^1Pn^`8Z>xPyGSVFYf=kHGXGy9YDu1r4PDdc)Vt$F`R`@ z#LEZHn|?J6c~8Ef>9y3YDn63H1@r5cPrFA)61TCsL(>w=ZG=W|@EY6Yc{JdJK$Zz# zxr44JMZbYJE?uPM!Zv95rcFTmlnQRTu>O2Q?QIp2*m(gw)|CL+W?CthjF(OUc7))@ znl%(S{CmqwooBV|AdZV^C}0EPbak!<+pd6T9FV zpty#z8ITY(Xbi8e`oL*LiDzsrPsm}pd){SX-Jgs-n_}ZM5dSpcnrL{8*Be*(rPie+SGic5g480eXn zz$9a@y$mz>KoRmZ2ip>EfGKTR7e3y$=^$cE?OZ2Zgx>jP^8}Bjy@7nbPBl)VF!=evkhmvZp(hv2mWWRvt!^5qur*Uo6gbMzN6qJE{V&e7;IhB3frp25m=RyAzh zp`5J<4C2s)5RF8MS*RniK2Nx9HW}>P3U786! zH$9yMt(dP`R3=xd#uoAG^+4(>x=s&7&Hu}2>0W`KyU&13B^&%okySK}f_;dIZ%(qA zY%&z2WFI;Zt0y&?!pTuzN2&6RuV5>)W_kMYLzL&$9K@6kgP5{3tzM_BqiAMC2_xOQ zs2c`ALLJVOw}Z1plUUY*i)#ml1Zs`YI94u6&;i#aSS2fiql{!9hxX!Q!`u!ub5Hjs zFa3BepVPS&Jp5P3^iTf3M&0wDXWBl0JqfNbq$+Chr3i6ANO5RAIX7Ccun*WRoL`7L zEyc@8eK}|TIH91Lp)_2Rv`zyIUH08(bhkc^h#spMm^{|Z`Xyot{0Pn+^XbeWbeGbvik%Ub(|0^uvV>g zX9&h!g@vpF%-hsOFn)j7z+LrZ32Vs@f$jx(EKmASJXvV%yIfmnxuo3&lNUD`i)dh) z1u+U-Ua+$UjLSj5dutGj#|5H=%G?TzPJUO_*;TW!1r8H~g@EM=wmIkEsR=e`xU@Dh z)n;Rxp*x!UG@N>lqJ>+(XAWlxXK@xGpB}~R!DJy13#!2lyl{o;=U>C>tOJ5}9yC7N z$FwjV!z)T*PaILUmr2{o+bPjpSFZQrSzTdJ;o$_2*CnTSt!yJKkVKY2U)mDoo3HxH zRX9PO_c(&s4u>N)L>TGqq#)2m|BC~E@5UR!HgY~^uoIs-oqQ`Io3$?X?GjmAe_77& z|KES4tu_9Iu^MA+7y&hhXT&ClZjffTfEPz!$Z)#o$8cp~d174vOIdkzV|{v{QYaTb0-y62tCi z;0a{%BkSj1GG>grQ!^**7i{XorJSlAsDS~^QbBTBe zwFL~;nQ`7jJrU8QPr<;R;oW@6MaEp-VI9l|G^LBJA+pN?WTSswGeKzmJu_8|z;&BF z&7}vLR8jzX)^}RXLC;VN!mLZm0`o`4m&?@!$WA~xb*+22l5m-$W({o6Y}f<%*Tno- z&b$i(N}`Wx()nfJNw;f(`t^BsqKdrM^&}pX8Z-R5sHf2B>^smW`s{I4*XE1>zI0^!+PN}fU=q!Gp!9%vgd1#l~6yuS@J0AxU4>G>pJED3-R zNE%SYtyA8EJFFTp{f#I4YXC-j2;sA(lcQmF+ckau)0G>y9=>jum-aV;ra^tKvD?2n zBqg7d3sdd*8s+1|iERjznBxAO8^a=)Nc_vm_#MA3-VHBopTw+;@iE8=487q38t`X7 z9tnEEC|k-R)zu_}sODbFhR4<1T;>r8{qz)3@S4Zh=k$U1dr>BgJS-(j0vvScY5N8q zL-4*d52`>Lr^V>=UUucCPq!g%$v$lJ`_12PAB^78{WI#ZP*LQv5c^JESCweZP}yrV zF=HqKaA=#-z4;8F8v<^2j^EjfoT)NHmcM>%HrFCiVK~m3h*_8oPq2`zw6^eVy(RIN zk4TOp*~|n8eam}dhq9y*a^5>-Lc^q#nz4D~*)@z)G6-$pfKt#2cEg_ZrZ!Yp#V>Wu z&geGGt}s2oJ1N1S*9^`FTs_LCYr01 z^1bzJxEL0?>TiftmGUkk1t^LB)gIB3VmrtUrIKTzZVG!;bn9{RG@VD;Z_u&tMXmF< z=3WufXB4o9MA~4XXkcghyPv}(={LiIvb})rc=ap49LzQTTV%>R2Pczgt{Crh(#`*1 z7oJ4T|B!dZ^}ag4YTIK`q*hY4A;giT&nKFIfoPSlkf8wP&zCs6q9}w`bp0W0SzXG7 zfeea-nS`NzP9ZbWx)?*EIO1B3i4FT$Ok%q~tl9b;Q=%v82Mc=#-1X%hOkuiyk5eGX z$OjlgpGV%U97Z0{#0Ay! zWM;PE`K6If=yj&*yfXk|-ny(dQc-QuuPk2fJT$du=&;_zr^U~e;Yo>sB@3XV1XFE- ze;KhkLnj+gq_$hOVIbL5Z%Ed}9Jg3^w6;JT`KRn(bJZ@FppV&erMP)76uh+Nkd@St z^u5Ei!As@$8&W}|hae>z+}CQ^VAV-csTAKyx_r1OR|XF_@zGg&U`%+hB!ck!dVoRQ z0$5A0yKa-cAeYv}2jc(LY4{z3zKF5CfVQ7Y_6wrRwfv6WV2$*+faeS?Et)!|{H#77 zSe};Ax@}n2>xG6 zl5xY~FJ&klaG&?)Zksto?`Id1NKNcG`r8!$1NgIM7unyTShvZAc4>~J&&h`bPZo5k z6|R{MhCI~0)V%gf02>tv_ABE4$jA2ZvV91z1|&u|CgLH0&=t`U|HIW~M&yDS)X-*ubijhtBd zV$83ffBQc-WY=pA9?>X>BC>`d6f&Gqt^0lOmaxt0=38stUr9M_i?!eM1YK}6UW7YI z$8eD|Mx4Yn*oDs}4|M!RUoHY54UJs8Ojps1atRxx4RI^)*oc{?dt7t8PMmqSXUW#* zsb^=5FK6T6u3mc#-l7{&#;u+34km<^Iysq-%%J$bh^BHEXgP$keEs@L>Tso)vZQVh zrWsa1vO_44V`|)4tJJzdEZgl(a}MTEh}j-nI1yI2u_m2Fiw8(Y7qQQv%5!-$?|=S| ziNZW+kx{lSal9>aw~AC@6R?JK?H?F56^SDi+V$+X38OMGK2O>bO`BF4JB>-_!~ZsxWUW10buv#{OMEd&gQzUzw7!J`PJ*Pi`GE}VQCQYO)CE_8reAK*_k@eb%?AaQ7yCA2bAq66X-`CZM6mN+(N{OKL%GwmVTXN|#5 z^idSPY0>I;vLd3O%;yta09^^N_D_g=!DJ4Sd*m~{LoZYc)k*UwxcGrw)oJ_`xd2Rx zx?Gy|9%}Qp6q*bV8`lI6A$dcCE%FK3!vXze zpnvLX_%td#Sij#t+JScSh#Q^*SG_gx%IDJ(j*nZPT^!seN3&9I#vj><(OLvm;hB*g z)eW*lHne~=R{`4xM23Y*9sXFuI>8zPKr|rr8I}zO-oa5G#LyT^6$zhA2K#1}l#tue z8@T){k-2o?QZMMd%o!yU-`{p9%y=1IwIV!aXqX))Rl8@(SWDQKSk0v0GmXL*!NSfC41n2;G$nwtN*$v&l`QyU=YZ&aOLvDi7v3~7@GKm?J9S7qCZB6 zq7%Eu_>S``5+W^AD#*sy34oz5)0^k)$A`hqOr?vMF4&}>7(da0*-#-ur?3)0h0$8F zv-v(Ub~at5U)pFh)TDvTbu)tTvJYX7M^NAU?~1 zW$Q@R@|ZWtYyf1rxWRJ`ZqvAM)Uvpv06fLG^+kh#SP_F@dC3rAg8fqu&y9(uSeF!a zA*MJJ2uRzJcqq&egROE9O5nxbvE)j)SS9NLYEeZm*(dmmg0@!r!+rhJqUOqI9bJA) ziWr}vABB%T{INtQU7AwLTF+aYbj{kp9_6Mg23luoaMPZhx2$kdem;jj zSCOs4|G4;DmONfRxaujCJO2`IpJvV{#bqF&bDwk?U`8eQbI*1wdbvxU`pDRKLAOyO z_o91;`y&(JrLsM6it1ZSS7Tr7wH#z+gG5pqRC1y2NgyrJ=qVuHE#Lc^&OI+bd72A* z#EUz~06`meaiK_se-;!#u?IL%qjgx2taqAm=>erh149d|-y64~@(XTfz94G>FlJ?` zQ1mU%@b%}7@IJ68ntrch*qif;Qxh?ScB8WpQv9eILj%SwgwHCSd5EEN0X&;%4vIc-2CU|3A{+1FWfM+Z#>;0t5)5NGA!Q zgM{88fzW#uP$3j)qS8ea5_+i8oAeF>QbiFp6cG@RCZZss6zQUZy?oLCIp;n1o_p_m z?)yE@PWH^~Su<<;%$oI^dDjnS*arE=;iA%S;*WwMoBeg$>xPgFyXN-5LTC~gpRF+n z46$U!JP${IT_S8+K90xW8?o+B?SbR|;7M3KzQCw40$bu{QGWW1eweC@Mxr(8Hleu` zyyc$^M?V|s0ECO~sqL8t&n3eIyvs82B<)aea6e@;qd?0u8xQNK*fyT|c~b~)#^w3> z)3@ke1mjJs-=f4_mLG5~K;J@QcZH{D0wOQ+Ax|QHSO|`>d+>CJw%{Vg&CXxWQpZl+ zb?-yFn>8y|&f#J<$M8<`+Af z{hve(91oJj6#C+Kph#Kbb=ofOOl74I&@{6`I(t*&5vU%G zA<<)Bf3}`~&J8?1rNe)^bSnM)spY<<&+LB}hhFh+22DKtj61;wfCqZsUTuz2rL;3@ z9Ceuf0w8<*{9lLNxl6h_u!l6A%1t#&o#)C%4l$00(lHbdp=>NLaKxR2TZ#;#Vsp|b z-zP3z$76Aj09cDqn@H*o2%m2hFh}1VuXN23y`W0d7sfcTCY@kV@)Tc0H_-8F1AQi4 zQIuH5nT(i&KsJ>=V5>9Wu#4PgGQ(A$2Gwxs1)|?V=x=@_T@F|k4IN^f;H~*lV+@Tu z5YNb7vK7GaZR$_-lKDn9*^7&lV^BJzmV0= z4&!5Bp^3fg7io$Sd?hD*1>)>#s7JuH@umE=9?{#fqvy?nPiFtu7Guij;~ev(%7iu^ zX9a#t80H59?(*eCeaLx^VE%uiA^mqD*swMVA@XkmZ~y=j3jqRQe8@-gPsIl~(kY7n z9nC-UGa}p|xX%O2x%KnjZ4kMVc3uo^U*~5O+p#9vWPA|5kV{^Cy9j$`g>!92pw0k5d{5T(=>woL7&g4yOTNtUeT?vGvIj5CRe`Fzi|%Az5K> zdFHcMC|B`O9P+hiAfG%bVcEQ~7skjWacI0`jgb#336D>Q2^~k+(~dW1IcjI{k#tcX zml)x>lxgd5O0$mX%M!qAFcV0;$yb3>D{A0{c}@(ZWdCf)gtKl)CQgmm8{-AQBMS4* za!v@+nM+0~x#y@p0RLk=vmX9t(hA2g7}5F{kilUZz#N+dh|PHT{g>9D+Vw`yJOfo||P!&*Ei2S6Ud5C%0i zcv&sqAw{=I8eLE9Nv$%!rz5AMF#C8WZPDcXjD3Ko7?ubz|7@^$68l~T|76o}iM?WQ zFmC3$4Vtm5syj8bV~@>-YmlIx-5-JDXnxvsIVJ!bk}Q55vOec3o;UwBVCJ2NQ00n0 zu@5QKt__g!1#V_ezXdR6#GA;xI_~+=wQ&_-${0~a3ScRQzq%i+b^t~)n=oZt^Lv3DLZz9f4Xau68!>&R2-9HN zc~D@}IFN$`y*5rcNVfQMCd+M9bqeiv5EBk|i~Q!$xEX8P*+SRcYcmJ_p(d@@KE(4= z)3vOt4gJE9KuJAT1_->4e_XFuKvG3j$_j_A{kql9_%M{I#dQC(nNUNw=~{ zQ-#D4c*_ruksEp}DU7uPd7oZ0N2KCo{8Dc@!KoB&>GxpRrUaj^-}#OfGDF2zDJ&cw zrtYup?K>yYH{N|v@s25or!re7t}))=*u}G-S9)V_!i8^%&XHV=MW$S>wrG-vtF-=c zb_O^7`eNzN`0gny1)EVzLHlW#ab}?9X~2Wi^a$2RL}txqjpFU_2i#$%L-s@h3S~eI&|)O~T5*Lu4dzxk#>D{(HuUuD5se z{lpmMGapbz_#0xqm}i@Z#<@=83gN*qm>y%U%xbNp_dqa_jAggA z>46{#rgFXKKAzRsYNk=$d+xa|h@h)_dYip*R}55eS#5@+)q&jGyugZPcu2F>2?^g{ z0Ib4fkqx!98!M__B_Fib0O6v;8S8HQ#lZLRjC2QxH?hXG>| zko||o{Lrm=S$gX>AS+WWd{BOX0~u`0hw+IJ8O`T8zp?oI)Rf)>YnhM!C^Tma{xyug zRdZ~M4UcD8>Ra5Y#E;t#UBd6BjP zH6`hTOGb>}=$ZQwpDUWbe=ZVxdffx|I`IWue7bED1$Wp`cAFy@a+v9jQeWikFs6a* zMFX;rFbBviJ1%`7OQOLAX7HKo#AjN_Sf~g~b16*1c@4@rEyE4G6knz_H6$~lTY5+!7g>Wq@xE3K@8efYtZm8dL?Ae8 zC7XE)E)kkisE33BF${(lLUnY<+9Uv0^^M;zPtM-kV`oItMGrlhy?lH3NJ8D1`&8_% zmmQZzjK+ib#D28nK}^in1O#i8oM_0!?~du5Gr3nMFa}Q!v23Mm+evSR*|`MVm!~$eSDgbLaSY=2DV3*p zGfFeda!kIqZcpYl35jI+kV#%^*GN_Lxu8vYU0M-p=tHEW^Z?RdX`3{^HB-BW3~xBj zz1942TwN~yfWBvlZg+7in*l%8)mp^^vgY%O0>R)z3dS&y#V-CJbwV26KO8;UW2L|d zO?~Tje>uGL(}h|dx^1?xQtR_9f;k2Znc`zMM}?x5<+Jm`JcM}?24rO>_2b@%N}e+z z26-<1it@J~pCUx({_B1*rJ`fi^3J1!BxpO88Uk)#rBvQS0ylW4u*}91zRc8`v4sFU zt`x6Mu<=f)qU46lxTk;mdJuFnh2a9NblvxO^~>2jl>ddI%T2uJ-+jIY5iD>WDzcMB(>iOH0< z^I+{#vIRW?BYpv_SHPKA8x~6Ba^~TdICgmD#d%}1 z=w%5;`zLde-LeD$CsROx5!GB&hrM0?4H!3PI4NteUbxu>OvVCg-g6ZiCQH9JC#?&t z0rXBTuu4C6yZF23o6fkspaoH~G112|vfzmZG34hRXZ6A;p%AcX!0Oc|PDzn@cJy5m zeco2+qX(9;aOM>zvqH@GP>E@7wp`EwM;w?xmh4~Z%b0Zh;EA;gZnO7Bh0QS1OG#+=Jr)#}?iku@ zbjQt!TC2ymT1gBDOXb#MxTZt6QrT$fk{Wvd<51SzJ48msi@QVP*@M=^b0`SbL2&E_U`zSENpp*s5{>{o9Xm{eW$+ z>TUfo52liY$uw@I1PK*#EaUW~wwA~yn+S)Vp&xNH_Q9s31=TnLq0GnLhw^wb!y}<8 zQZ+A%24rUD-DD#*&A4=}&T|(wu<1qi&u}O;@q^;rKWXkCe0hgHCWQGvgLdg0f9V_2 zCdDad>?C-@(ov!Km_ypBXZq{?hdc>SpDO}PosN%~+C zmJom>S(`QVWg1oV{WbBU&HE}R{Pjq_&>Kr!)lRR`^QR>?O@0czO#H6;>ORZo3xm=8 z2miBW<*2|^L-G6X$sg6=-Sa4Ilh3iRm#X-Gm!1|)Cn?nC`{7kL7gtQqameuB+7k`G zemt9ss;sO4;C~E|ot|W_hHd=$%Z?%&spi@<);Oh8XZ{q(2x-%;W8HrSuR z81tB}yaYh|b=2_A>`(X|utXtA9U+E$Zu-CHRptN6EMm}4dIvJVgq+M-{5B(C%wD9S z?2+^ChXf7jatab306Lu`|Kl92NM{f(U=05rEAU#pU(YPR_H}PAVQ9-`~P`_YG0jTu*4@L*(gV*vF zOe+8t|KUha`a6b(RqrnhP4!y~tnSIuo{jLAMT^ls=f3>!jn|s+Y{@K_`fu{aVvVL8 zr;C=vu1zj}(7Z6dcVF@5_y1rd{nyU_;);!ve+9?TF|(Hk7<6@cOG2YX-HhkB~;#cmBcj<4T!Xlg{4sIaOZdU#Yu zsm@EEho7~W<{p6ZiBe}S56TRu9jToJ`Y3muTOE>a>$_Og;D9uk*DUt2@vYgo@$iTR-A$zAM39OXz}|dHJNjYB{jH_98M!_cz@jTfCUh$;VO>Ofc51E??(UG3 zv-q=}{P^}hB!i11sidp;3r`pZ=^>YUs6QHL%u_kR$p2Z6wOwJyke|xVC|A7E=I_L2 zY?DtArBvvyX{Ojkl%!o<0wN*ZpiS5tRyZSXDV%(m*x#XqFZFyn>H3OUwM8d-V-Ygr zQ*ntq;}^j8mMgA{F^+lMBaL>&uC_c08+9Nyb zk%B?P(tP~Yj0ggpJ@LNtmV9SZXyj0d!)UA@MM3uQc0Vx(sxkZ^z5!WiPPcTZ3gyKQ zlw!f!A_06SL8I@Ix%apiAmo={K50hZVO%XA+P^q-rJ0>z@&#W_vEL>075;-$B}Rr! z62ow}AhCJ2iAUq16DSxK;dtL_`y)*#l{is^e10C+x6Vju7^j0?=Xtf0+U)ET!ljbVS;P^q$H39Pe>c~?jUKeqr1+_Kl7486C-y;|I zA(j&vIXB!xs&ZuB9Kp^4^y7Q{eJf#;%r*$!rwjWuJXPrjur>Fy%)&{eJf~rt7;9^r zf$jTl(QB^O&4B@`F5tdlG?KKlA2!!JyZl3#%cxJo;7N{x0KNGu5QzrMF~iUh;@QtQJgC4*=rQ?ER7e zbG6$(^)#M^lhav!kZ2&6v z?7;vI{Cg4jL+vLGWw7!p1>5|4v|`>q;AvpS24%*XVjg52=s8-i6#M2lFk9LkO&}%b z-x^0Mv`=ROO8Fx7=*KspJdoiG9ZwuOFydVz@)`h_1*%k%*=WqF!lf*+o1ork(x;Ny zglnLH%STcq4B2kBSVz|p7y==i3~w%u&v&?l7W#hb{o*VJ{51Kv_t$xM=$;DT?ns>n6QTQyfGlKbHX z34$94JUx9d4k!3}^!+Ir$Rt%hFxZgzhRq?a^BGM?aq^I ziAO>fDAnjec$<&s5WPzkM8F@}oCu^FAvzAZoEOT-JaQ?Ppb7bFi zl93oYZV+f$4baPXwB`zZ=tbh`>KKXB8$6*8?}$fGa{0twZY}M7-S`dbe0@>#l|>B` zBv}an8qM3!_3(OPc7j4-&t$S_6QSdOpocjni$gJS0_jThS^Q0Xa6E;>sY{rVg|>H7Q+nWPFND^S9{ zsclG>&ey=Pk#m2W@v0V+VJfFXQXwZm5T?h0@Ad1?90~wb;ZXpL2bykss-4p0+A7FO z!3|M4ggR1KK=0SBLli|T-Q$$M8J+PJ;K3m2rg;jDgTXbMcZp(5U~7`}d7Azr8?+9O z*5|e?o60$WrIIAX&9rY+aT=zY^1^_;vsi0EddvGXZJ|GSJH?%zUacJl7)Gz`dQ~hJ z`>O~x+0T7dk_P+(+@YVk~i^LD+-L8Sh83d?waSe}$T(lCx z(wCEz8F{;5Jv&>09Bn>q5UhP{93N(v%c1Qnj2?kqxZ(7DXs z$h5ht%z58>`s76J(XUDD+!H}S$9&*!V-RaY^|d~gI6z2vjBM8e zt(^jj003DhBWBQyalR1KvbST{QrrbV+_=djX7<#eg-X?mW#+FJHKT9GQjuYwNu`sY zr4qk_r;`XfYyl#bEPZ+U#|n2R)}fb}PwvdXzOybUG{(Ne^95nLp*+aAOYCdZibO+B zhr1}ThZGKe+uQ}x9}apNU6EfFc|~ zH=ltJ9H}TeTA7i|yk5oFq5Y;tGA3^YL&d2u+;Bq58E2cQA%Rcgx+XFiu?l}xad~#h zGNwA-`6w!z6@8rTiNgwqS0zd8GEd+Y`I?xmAGB@H_4|M77;XOPbMwXI%T}d^m$c^o z3(&quQ;LPf_@>!1JV`z+FRKikg-VBm%!d73W(SL}D2s14fCm3)#2%d)tE984Y^eYZ zin59lJ2^GxxYmOpFeCfZboT0^?*EKpyh1}UcK?N91pW=hsQHtY^C?WEvEL|0Wg3c6 z=`R#xVcg$QjQVX85rU|#yEi%f4?cEtyo(KkZ|=!h9k5+62Kh6H;e@m30sXWy8`|$U z+VQbpP#?w6>8U~LLQHBSnI9hFwh;OefEcGvxQe z*+{9mCM`00QlZCaD8`r-Unt=3C`M1n#eYIE!pL+VIrXaJcusNQ0CmP&Zv=OvcEpny z+i=|s33f#ZD-1LD68aT-aDrHo>YAzZRA>~lCol*dTN&j5000EO`>h#FlC2G zDnY^8&v{SbOlF5JfCaxe0so{Sdi^?P{@J30DS6Z)9&tF!x= zNRbn1z_RL(-*j~Qzf|<|=xM&8DOPyOhf&yX{kQ`2C#-Z6NngLk-(%2-&&g}V6nY1u zyd*izIr@w3QOPN#xU71+A;nrWXasn0e|qb)AZ_2FKI9&Z$XaK2vzZ2FFx+fyv#F?hm2JBX~{IOzFhi^EKrm8qQV7zOtjB^dCE*i8#qEqX|4%T zCrUOHl0%2D2l;^f2ZFBsK-B&MjBy1DnT2=VNbX2YY!V+8%unzgnX2B9Mb?09FY5cV zsjgi7(}V$@(`PF7pf90#9B?WZE@-`WJO8D!FT=%~2HvQ{e!;Jsn`#Yp+rHy!ZO5#9 z^$VVgV8M-P>H}VU1R?jYC{pGo8(~wP!Se~g%%BRC8VI=*EwrdK$4iFNYt>cgjhwPL zK5Q~zo&vrUcP7AL18V31xiMukrxg}d;W~%giI%^5D~2U01SDM}GcB@5-1*7i6aKl#SKymVE^Mt^N>!V$o+?DMK}-O_6vbYv%{f{xOzV^`JlgaY1x|As&$;l7k>SLbzZF4TgEPHKQE?&|?4m@B z;hr8A+M7gT*qHm!;JHXx!@p|LVCPvXYHeE@wOFa1F*td{%lVPZobozqsj?_{onr9ww(ENJ;>UVZMm!* z!?KKN{O)RD#IGB;F;V)n><_)OM?H{*8gS)4OEf-F8!ZT*(@B?DRT7ZImysVXYoM7_ zUc_Rxi1}bf+HP}XVYIikKU9I&D4J4h?xFJy&jV{gyH6PsA=K;)z$@68g3wSB>F&wF z$;MmxQpNz~7%Cm-j5l(v5Kz9vfXori$+rOylZKhiBAeyvv$w3n3$P`C*xPtV)onJDq3k zOI5kw69B>P9C1&)@F89@&`eJfSVOo_-w=+n2Ph%NidO?sU|un; zbVME|fZl)tJzdlBcg$qTiD^x3ptF?ip%X{m{h8R3*+LQ5DDcPy7M}Q1)#KYIl&hbX4sx%} zC|IZ#l{~vggYw-Vf&9>{RUo`d#QQbTPR9+WD-hXb{AN9r8A&8)`Ul51`wK$(^EKPQCopsISa zM^7ZX62aUz4BcHBsj)acJU}`9L(>{A762~rB z3DT8Q`uUdx=c+ux2FfEMV#8yg{5TNALdfBa2Za%xe3eJvX~6{)u^8+bi=5Z5E_XLA z@bT66DRL|{_+-T67$VF>K*nUelRl7~(aWY6Q=$KYzQ!JQmiZ*x49AcJ+|pHFV5Ax1 zeuvb%?S#B6ru8}AU!5<;yF#QPsSMEqT}7W46>AR)7~Ek&W)x;vht)kOIDcr6nIlF3 z`Rwg=PJ4NuPTQ1mid&1XqLQ<%E8Qs}Rqw@6%xk%f=ywVJ=NUXWk)?W^UVwFmGo=;~ zm9%NS@T7V`U1@`&a&ZA&eru+|oQjLJ4T)n$1eJi6c-=CpU&gaGTPIj?USsM5+KYUx!}t+ZLC@?coF3PSqVe(5I42)$4o> zBarFxtoT|Sh`1$}H)sI3j(Qm{vfDld7i}@9p<&NZE+d8X-3ekLPn*37&%JY)Wk{D53NRS14a*kHzF&T zd}S%X)*5<(DN-o|OC=}Yj5f^nusSuoch@lU)nm|5T#mgH8&Bc-ioUc={P)VpC-DPx zRuL1$imV*+$l|Q;fG&v-ku&}nX*H%H`*cB@Yn?_HQq}NiEz4>hFDWqc`d$kiPz}$8HIB~wdT3t zhF7Enl?`yuTDzmr1yk;*lMQl~i&{@+%srb@ZgoGv_2^M_0(U+VM*9JW6*kRM7d1w} zo3F5Si4ZkXW6XHI{;eB^@uJq6na-nh$|#l%u%wJoC5l`2IoFyz)96sIhQ9J^76>Pt zhp*m}HU>D0SeLN7cquCRp#ckeX=E|;vnG`mUO2}5Q~CuUE|{2^7W5NhF|<5z6|4{VJAfN>h)Aor82rnPKj|bvoY`$a-bd3Av35 zmElXY!XWFRzMbsV7xZB!P;>7fhcfGtkN9f)cQ5)Sn}`(gP+_O!ER{H9g+T!DhD1Rw zNzYy3azVPtnF|8;ux?49&MJGcGUfUt??J51U<^T?ml+wunn>OS<3t=-=$|J}>S;vZ z{O85W_mO-i^z`dA_^le<6G93TPUTtb_osF@8KgMqDRlH16%AXaE`Js*@9DgiVwcR% zuLC0}+jIaFnWz{iMoIwRirbtN$@nZ%aZrY=ropkeq!w-Bi6DqMXtkQ`4&vxj>MqxT+#$wQ&j6|L z@CTkTIDHv>sR(ecLU=UJF1v+!dOwn?!VAX|=JE;zaWe=>GTwk35^cS0o(U}SMqU#` zwp*7}^}xQI78q=#ma`cHc!qPM*N*8!NZb(XCCfJ#o?@*zrS8)P%pV!FHN^&Ch9GD( z<8nf&N%?1a#hYBzlp=&m-mU^sB86!XpYJ`NeosDs0d_ww-d;Q!|9xy2P0;-d;7J?y z_I`d5$}}#x!e@CPOcUgMx$s9y{0s1GuP3BuCtXVQ^B>CaKbxPVhnuwns(#!nHX10p zR34GF(%Ww}Lzcte^zA*qv{?3`NBhnB%aco={$1zQk#suE3T83xywS{fd1~A^pAwS zeH?*`yAR@s!GL(~w+>udeFwlEz0z9(C}sFx{C~}k|0eS`M2=2rn@1*|xkVB*v)lO` zMN`{6#Q!i)d4}PAwmjQ;x8CQn<>bfG(mhSh=iwK-cHjE_yUync05?1N^h~Tz;J*_D z>3D)z;VCZOj^Q0_SOwQ#+W%M5oc=dy`yX?nGZPRk z-o*B9#2s(%Vumhgw+5mLDy)GDzyA;rM{)hof_K(H^#Y^~km(mj*#q-{yq_A{=ABX78Vw(!D+k#QQlh-e%iA8p zGztoU_CW4}`;I_*v4=)EkF`Ef8yWe5|cc1;lh{-nLh&92K%#|Qa zG+4{;d`?KrdTq=1)TZZIoe5?w-vqOvY5M$SS3&sg+>nK`kDsq}Q4GfnulEig#GBXG zbmk9z>KS`en{DEiZG!1=mdQ7pkx{zJekc`QB2+N#1{7xPfAi6$>2CR!z?lnbT0aZQ z-GC_ACFHd?S>CZ$S+tJ@<8DAC$tx(~j`0%0gvQVBC#TxU+kaPrcwxA~GNeoda^{ii zXjcJVk)epP^e_ulE3fAN!KOD@)zWZlxk!<=Tu)@LQ7XA zu0~S!6=ogwmtJ~lBqz4qr{5Ye(_}drxGQ2}UUf6#i{jtONPh)o!NPK`0TCzP_rwkMPg-;87XY}U?eQ_t~_`>2-`LHl%+b5jY4Q4-);BDjG z9I~=**xQ+qYQbx+v!^2#I?Ke^=#ps}If~f`3($z(ZN!vhTbfMR{gt~Ve`*8lL9Q9E zb(K%3N`VcDu_4*MitoI?+r=*0WjzeB54iGEB$_8%lB`~2>5o)Yr98HGbdjj))QEoj znwvM38RS^0{)WeJxmp}S$%`j0*F4{rd|L7j8zEz&nT!cHQ5TnU9IW3T$u=2Devxf5 zPLrgHW7bRV{;r0whyEe9^>m>y`n<^5`J>r_AT83H7gXWo z^QE86)!)n8qWixw>>A1!8Lh;-eRT5=k4LfKx_zPh8Sl`a(-7T}a zr2sp=_QfYm*hW(0exR zjoRht-gxdhUM}h-oSc4NZS&~P(@?`>oAZ1|SDPN*brTsl1J9Ir@$ko$g#yF{y|PQ5 zGG4I?pFA3be(qAA?sgL~T{CBQu4;SrF@<9~MRZs9Ny!hrzA7hXt!~$=Kl@O>|G40G zq}$bA5jMlN8LcRL|7Y*f9_Iow`$g-|3j7SjLFG1x%A`N`%j{@ z9*|S?Q{<{YUHPJ6|1(bRMrAh)}PBw4ndtMS>onJmkeQWbbE)L`}}! zI_ve}Kl%8(f2+osJlWl%Rg8Odx_eD@<6(HZsd7VFWgJLBSz^9QArS^0nX7i8jPYPa z{?$dqHr-!Df=EqEGz^PWuB}Ru`0FA4!}M<%?r(~Pbg$96?oo;CkeY15+IdEf?2tBb zvWH|VW0%~Z$obf&HmeoW@YDd`fWh}h`T(zjE-9S+al`rT}qb>&|=3i^NLmTnN!ue>@3cCYn9!^=B+29WT<$GDBsL!vE$V znnkRwj)CR>!;5{5+u+5uzFYkhR^shZZ934F@HY)y`X@_NCmuJc7><;i_gr9KZGTXh3ajha{!i` z;(|Efal|%&e(g7N=DD;4FMV*|E;bl&c6%%@bHYmMRO>x!Q@^o9l)%JTt!R$JTQ?c& zOWke+7UfhW+v{bt`HH-`U%oRbH~&QOV|LBsFV1x?xaiff`+cdFT($HMjv09$;yRJ5#LwndSEUA`$D#P%)|IPL%e9BHCO#iHm#pTz>lcWn zwa31ce|2gtv%h`%N=5E$9!$^iyo0E;q54aiyZra<*z9L2+Bc*&tT!olZjwHmrL`#= z-RoR3t@@@_twm`vp_I}uG2Hq17&Vgn(s|#6)OkAWa^A7xzG`hIi1SQ{-%pnZcU*5U zK6SJv`INlz`-~BQxiTq^^6|cY=Qq>UWEoegYWwzQIh(DY6zT`+&JS&&@T%G*Uxx>B z61#fCb9X*K#4E1vA3Z&x2XT@jZGBpQ`^di7MeYQ1^jFpBI-#b++YPzN$Ca|T^U;T? z7((y)@sdX4`_&h>-M4SpN=Z^1Pr~(4nIm2bys$(<;4P;VsAnF{2K7>qM`fecG!=T( zejJ|vVXkd2$|i&uz4DK`wi?)u_+887;{Q~=*Sn)*U8JjqZ|4S|SlX4lzVg`7R8Xut z_BUE)p}PYQ=EKiyzq;`9j~{#fLel&A7hZoFQol&!agCYZjfu-QSUM-g;0OPGM<@*m z@E;$#u6nlnx79sDUzp`2eU`h%WJ7BI4>q%ZwzB`HkN^DbKNGg2XPW;*Y#L7rE}R7l zLu_kJQwq+V1q#|9J=)INh?`(2W>XUK)tb6g@d5wG3O&Y|HSEUnub;rCMS&J}BL7OE z=DW&PFL35y*|(tWERc(|5z{9VNnc$&u+|@yth3h<+4=b*uPA5ngcb+Ia!)-*nJb6; zVk{->fv$Vh(xbBh(I!^XW}z=v%6Yq;W;G{4=dJr+*L~jB*6*5W9XrcCn_bhF^Cfn7 zd0o!A{()PnI|Jz`T{}CVNp8AXtZ02-xhKYay5T098mvhzY3^|w>1UUpXKD7Q^9jri z{jXntS>$5*+FL6H9L8`D*HojM5<}5dRzHjH%5cOs+tV6KO za)i_axzUr$e(z4~ysRgg&C?987i>z`MOnr%FPfX;_Z0H46$Y7`X&T*{DOSopYd<&p z%;8A-Qoqh@*`xD0_eEj{&X=!~7N^3!+YO{6>>`)?C*0Q*7z0|&4%&VYMA_kGjE;FX zRjB7eu8BS=|KhHv=g8xcRBY9IDMcLfLYgVBs~oxnZXpj6uGqRRAhjWgDZ69s ztFO*WVm-P=vG{~;mS~TnhD^0gGG;$1k$Vwc$GqzHb+jmVSqbr~sZd4$`*;NHSS^+_ z9Aw39>Td^WF_0&f1;l=>>{eEal(LmHwapb}x*q%B(V+a@u^_{S?7O?|D%q$rg7I&j zl44Ws4jYYYB@H-9{Ozuf+Dl3OV$gEhfrKaDN8Ovew)YY8-c!X=$ln2CqVUWy-7&A) zzmBP1%AjhV;@C0R_*!90@QYwKzjc|cT!F2=ndt4*NBz#d-MK4Hx0|&RE$e6TAHQka z{S{Q$vdHnQm)Y2C|Ct*Xzg1*jPdJo2$ZFVVd(R8q`ax2nNk)nw?6XsNNbp|-A;^p* z%A=Z#YiC1ji~VP#L@i%iOWb6S9dHYp)S4I4M_F>d(!!Kk)y3_74Ahexh%nK5mb>Z^ zVI{Y?yLIm+u~M%@y!I~^RXxO7lRv#&l`pzBmf)4ol-Y<^|IMI6udW5d;_mB8EfTvW zA{kT0dr+@bWrFz@RjRtUyArF07ZheMFn&8SGuct4U>@~mC6P70Wi$2QPf3UA6tnd_ z+ookx=*tV8t?zh4GrrGG5VLr#3&u>8kG`H&QNG4Ek?uX*>FM0wyf7c|mqX$}yA*e; z-ELpjY2S6VY4cCNeHs3Xw{-78Uvtleat;ySzY+e6mxR#j{8c0N#k$t6;1b`u%f%A~ ztrvjD6#hh}-kA9O>@)FSfGZg}_ifsaQnXKESpnH$s?)cFIzvvk&($zd7ZwZRI2;D{4c=M*GlzkjcT*j zGgOW+NO;WiuoI3I{B-x~h%;)3Q&I+z)C~}8^;s@M))YEkuUfI?)34A*=dg?N!=2n1 zew&yix;L^s;yvbvt=i+}R@N){?YJ-MBx_BfHgTgX@~U0L$)}bacQg+ZnP+7N#zAM0Wgu3#~X=M zzPQ<{iom{F&cY?eUZCZG+fTV@-i~%e-bg5iiD5@|Y30p}Icu-32hz!C!bP9eQJHL4 zD{>4D9^%a-p9WZv{psO*q&wBOCl(`a#yc`q6oVRw%M(|w$XEJ4`A%e69b$HgJAG{W z{x87Qml^i#eDXb}yJ?<8L#>SbBr|_{xxA>5-TX2;+&Nhx@-xY9L8@2=s98cJHpU+8 zzq-CXF&W`NW)*scIHCCC%}vp%Yy9i1S@m_ezzoi;woc1jpQqI?Y3e%Somi4COJ-O%S}CE zLJ{`TF~pPm{ci8yek*)bapSFa@c4Ux{1FuZP-3uJ{lxt+o1F^5Q`G=d9#svtCHmE^ zYj3X~cWev+=>8N#o00%r7SCB5AD@yuWBb6vsk)jTv1BP7%F}IRC_kfjlGP@Rjc8MW zs9-W*!&TixpuO~Ys*D}CZ0Ypnn7ggJ8l&LqhRiu%9#!l>^_B`4(P3j}c{hV`Gf9Xb zb=;Hz2RZfJerO`DwMO(<#2R^yo?JPfX1`EZ!C&F8w2nStCxs^Mfv}@52K|PGF}5xG z$h}X7=UKBHOe|{3tK_{l?>nE4(G{u8AXpU@9q4!J*G_z#J{B%bhOU}5zo5H+8*q*j zu&xiZ_)0Ko3*#IKma>eqI4J9mkz7`$bLPC5#V_4)LHLQrN&_xcua2dL4-DcXi$XI% zrXSK3>C*u`Bwu_Mj$i}wmnO6>DeO~V@9Lb2i5uV9E+O-nZMi^_7t~XrjkZ#tLV+g7 zegy}TIa1c!Pd+Ab*oMmVUW7AVO>NzQe6EsZ>~o2A>~dVx+|h$-a7(f=x&i(M=x8NY zbuxEMgh|bcwIaOkqd+g)sbVK}1Hd*&s896CQ+sBTMT)g~Rm@<#RX-B(x|E09ioHu7 zn9VyIe<;RKu8+g6rPLZcl*+{_qXXob6R*HcrjwX5p{;H5@rCcPl7e*U6O7!qmyA`> z%WJ%EgzyUuG={A`5DxTk zxJ^=T7jYJKO=Z7vq6lRw3e2n!HE%=*Ic&cuPlL+#P^xKnNJ;sQ3YIj*LzBCu@WE#z z%qFG`=~+iPt6Un9PA4G8uJpgV!=$2knh}rBPmrPgI8+K)TuY7RZ;WpR>x|%V}}`feqdQ-DEiRgthDeI)M=zV5s5J&_cqn za*wo0C0Yc#-JG|1!Slen17S}dbvPZpZCusQ`iA)&dV68ygATivM&(sG)_2W{sF}J< zD?2AV=9U(75d9k7I5eIh4&zm&3k;@vn>;k=*)mbv|AM(3n61g$PEB30&ohjb0LuUc z0BjGr>3ld>1kc)=jMd^!K^ctT+@utI!UYOe`MxNNc?gR&CDAPQ?k!*LDYXXEi#7n9 zJpmY5JA5Ct!jlc;2EU-t*-V}_n~|(ET<`x7xg;3R179F8=Q5-=k^Lp!%YBa#eEe1S zv*H)`6HonOboP)Mv@t`L1NZ$7jvlu@|;mQLG(VE_@o)m98R?>q4htngXnLc z)>KJLf4FhJb32-I%lnZN_m?A=uzot~&xV6;?lHeKe<+u0cI=zx_UDr~)L6_L=m+Ri z=t~M!H}24`nAMKoS3h27e>sSd0iA9+XWvG6hE80Dq@+BaUF)J({|VEn`#hwN{Ten+c3H&v#C=vd0QuLbg0B15m%rn##(z zW!kqUfU|WA*@B*rS?){IO{!#z8CDa|vNBCcWECf$EHx^z7jLj_N{7%nG=bh5sSz=X zw&?lo|H=h9mV=AJEk-7edyY&Z}JH@w<{cB~r|coh2oQT86taCTk)@XVND^uZ|6GWsA|qKg=eUZQuRMhVeLxS1Kf_ZD^Z z5(Lpp^q!)3L6GQDh(wT2?)!QE@AJIh`quh?Yt5R=Sm*5PT-P~!pM8G2-O9G+WQT;I z4X0@aRQ!nRcAZwgRP(SamKR6O$Sf4cRNi~J(Oirn%d6z8e@;!T70nD>F|c2e#*nIW zX-e)f8D#^&f&=|l*32^E;B4^wl4ovdACYbkH&)*^hgA47s*6F5s5hz0N(Jc@A>!Y`=-0vY$H6$ zmlldeXzHoPNO$Z-tov=~B1%+sR2%Trn!B@IQadERjPW)+Hd)-`m~u1GsjKBi7_X@F6R=cNqR8A9BOiCcNSl zfKNTu+dd6X5Kf~Nh1yXi8I2A{3qDu(u8DqGIG>(j*n?))s(DVR1(2Ru=Phv{>5ry* z@Z6GXKew}$z4HmNY>+0##q@rm%g}N15tu}&%vFtmoHLxzv$P5(b3vc7KuUwavek92l z*eiuOtNKE1MwarxC-VW5scy}l^f;;9Z-5uad8X-z6OT^CZbHNC&o~!pTXuFF73}_x zm-3qnndYG>m2-B<>u&5=06UUOu7_m0vptWbaOi8v0#6W|C~Xym%9Yo1EwLx9E}zOs zUrywnYFC>@=ygbA;s}ZcR5hqXm3!wz-R%2|3Q&Dgb2=+e5(Cif2 zFo9k#8!)xMRbcQYEyo!|ZT6y)1DOR&Kj{hnNwSo;!nYR<{S63R@)xc1OE1%o8P6TK z>X+0?$uH5wa8?6tDg=S6J?m$3SGn9)IB?^`3!gitfEi5bbwN&R65W9?L~cVY1O1SR z4vZ?OU%bDdq1+sQcaT3d4n)0yz}B1am;46gsNnQj-q7v=18R-`QqDxbRWnYi@z-dz zwI69Ldhd_@5_aOK#S?xGmCzkdbgK7?(w3EKe5B&D zXG|dN<=MhKd?>hHPd-X;1)Hdw0)$Zm9c(Na%pCb2t5T`BjP@0QsedTvSC~UtU5A4! zg*?ht2(wDHt8>E5l+47MXLwbU7x1M4EAhwUdCnvQvLe%hxdSZdPWPJrf)6+tV1nrW zk4+cprrQaERdpo%s5B>ZrFlk305*0~JeKJ3rV2(ii_QAo+o+!-YGxBj#bllqw30^A zuRPVGEWtshKgRAv_Ps4CrKn1my5*YK!yZD{*x;Uft1XR*arL?4LfgcLo8+{<^Ic;( zS;ImqF0_3W;{B=UQhm!yR*~DEa>^A%ePO_Y?`t-JR~XFgR4aU&jHX&reh--6(QAa^ zokM!Vv%Zomn48yto`!GtZWAaalchDgFxO&kzw;U%;3beZ+ZW0;VG36d!11-+VAK*0 zEjDkI`UK4jNln>V*CKuouMAtn8W0md5g?|qj4um_p2-zU)ibWZ^-04?mM}H^x*3X# z>!4LiGNGHB&kjm%ghz^3mu^x%yCyNk@g2&X(bO zCK(+V9to!CB?0c1kcotSs4r)w#_#QJa-8N)>rll-v{6e|^;O-d(9t9Fpr}h5Xw$j? zDNl$Cm4(&^y!&A|+^P|l5Tak`%BF3*fMdn8{@7rP9fa^W%tsX@O&ZiyVf+CrNW+)O zhzg6!NbNM@fuy*kBL1@OsY{0lZNx~De1k@3pcFu9r6QYilAV~Uv}KEz(XFtoKGe1E zK4_^b8~TX)*aA^>=44P2QzaI+q8uuoQ*$2U9CclUaGjqb{^QKsur;-zcSgvfOMFJ zpjLS>?7u!Po@W)g{rg0{~d9!1eLrZ+wR?myjT2WFI!?#K=XXQG}?Y5?Z zt8UIc3Vq(R*IsJ4^!$v_pL|d@ATDokB*=H~qR#Cg;JPN*MM38Eog$}~FBU$p>-o>t zkgyXEOQKb*llHI}9hD&Fl9nj@Rzhm$pZ9;(X>ys`$~N6ZGv_N3E#4RPeL_1Ya#1g1gv@#6iuMQ^jXYe{m? zD_O+nHck!v!THovJ9f##^34naOE(=3>H>xEqGKb)mJ?2xMT$&B#sIA`l)%L;)3i%w zxHPRbyz|7NESrVs1%VDLd(`8;l1rnij>8GiO~>PV z`!~Cn43pP|mAoJLuJ>>`=$J{bsRYyTlc2sVTqj(x;XP8SjFvAi=#7%oO={3r>$JLz z&JcC46ih1|#}prQ9Zv(HUL3j# zc0!e{rFjFlLSlA&w%Tc5Zdw9pqnjhME#|fcHRFA5k(*jbClc~qhb~6sXTDhYb&GX; z2e>%=3^)UZcS)x`1gE`%;0^hEX4+LxudV;L(cDa zY&v#l8HskHg|(GDMPNUeR4!sVFV!R_~j!Pv1K=yc--@ z=896+VG)?iT0v6j!PW6qY8LSy?D0fR5#+!Lw7A3f*6MRc?1RUiObZ-iI5FVYaTm1-7V%2Y~m&i=10^I1x`_#@a{JB0b_}VGPJ5cs0OP^Pxiu850ndtjUkb zdCU{P40v~yoA~AL2@}7H#dS39+VgfY>gKC(RV`YQXZ19r%QVdKVBBN!xcu5Wclmzj zhZKy)$#qmZE=eKWq^XE0CpILWW1REET$2mY&m-HbxTB~^{) zeW}3jOJWe0&K}~7*WULK^2HGH;&APo4uJMl)nxc`et!kiV(;ABXV6lHDq09!C*kR> zc_ooMCbB;=A1=);*uO`5QOr{0aO5CqYqzONsB)XtC@&r1Tq~cDH@ASZ4WC2r%R^p~mZF!GrmOv7s*I_zbwwsIuaXd9HNuAL zDCOzOJ(Q8JiKsX;ldgNduhXTQTL;)TKE2(foY=WyfMb3gE!Ox>zt%}m9;uVp++XLC zfVlw^uQSDy8aBhoB9sR*Cg=cc3yoQoULPhb*{j^L0atQQPvw3YcNCw!?cNB!KYn;c z*}r>u<=*y(hwg3tS+hqfo#zGWm(T_Gg5e9H(Vs!xy+49vyWgDX;oE<3&VtHyET^6} zda*;xb@97V`@wo|IP)Mnu;^c9Mw}Rb@8Hre*`pF1YNudt7r3P5P|uw~#|q{xJ>$;+ zLf;;)2X%jQ>oAK>bTpjA21W-|M1^4?iC0o{{ zzxYBwmn}{+#D)xqA+HN|S^92 z#P&^=;Fsip3V`j{#0)|3?G!qO+xATLN*vZyY=ufRw%CSEIWwe@jQPu2V!makh}RC~ z)19N#&=_c1pKcK2&yqOt1AQ#PHzUGi{(*q*ckhGlpMJ0u?7GHC{$o;I0ad`J0DBMY zy3c#;3$mh|(fltgqwPUbBhn3QANFRQwp8e4i40CdlTQ26>^0a3D^-;YtUQ=*D1-o9 z5ookJWBv@?S7x^TXJZWNJhONJUm~}pmoTq502^x%!|nx=C*eR}x&PV8$@yHU1|n7| zFgU9$Rsoa+?HXQaca*$CyQf1|6I&>6_N5KXDvquWeU!@4LzCdfYpz5-VhBeWibGrOWkGMb86oE~?-OP_53Z=`OwgV_ z3g{~Z!t?2qY=4PRhwNneKiK?xYNw38uD{O_izuz&HwA?oupBr(*#y=K%U)U?+`e&6 zu5Vp)ud2h-AnWc#I6-X^-SR>igfq~{Tgakv{I6wGR|#Jb0ODPOwJPx;Tq447-{qF} ztMF@Hr+JnaE!f6WNmSI41_P@mT5RqBbs$T5-noZS=t;?EvlQ0z*Z_L>Cw_9*)2F@8 zWS7(&aQvV9b3X!F6diMvoLfhjr$?hXboXX337bM8*OGp560pt3+DrEKF?nMpyiF2I zA&kv0DRQpM#*pdM0-sC4qUCD{)oK4CW<^^|gC*yHTzkQ|(D+`+!<&HDW(a6(uM7V! zS&G;%u79SFI3vZ$b2pisM9bRRX~%@Xg|mL~tuZCCPJGM9>FD+|vGiAJ<7fTNWE}T+ z`K$9hXe~4VrXRUzbhwkXi6ejlc;_R!@8b(0t{6x}Y?tqB)G$X{#HOjwNS#Q3d|*Bj z^ss?YKP8HR9E1>#qkGipWzHlEk*?t%%eAkyUoFvzSXB}}ys+9*v-px}(i9FwB)`yd z*wgLKyY+-zl~jY-6lY6bXb;|nI#Ump1E{8$5n0Zy3h^HWN(k!h>aSBLJA^I<0iLb` zF_0S58P*OFMcg==qY$`kVFyYBaSAZ@O=p7XbpN9B!J)8U8Tc0OKA@GxBXw|C(G^r} z%|y@fJjYO_p^JK=L&;cGViX^RPjInRMryBk33(eZqozi-Cn*S(T_@`J_1C+~wc@Y6 zEp6ACo&G~*3}Q43Z34>gQEK0o$cY$4V-10Tez6i=ZrtDW0hGcwE9Na2SDg!p6VxdA~&33L%IysQ!Wx-!5Z;46KL9Sju@% z(p_cyZA5y&Gs4Zs#p}S7-~L<3=LK}%VhUvK{@l&8{rx(X{Km=kw>TH|JADG*h9+42~q*QGM7bg1q2R|=o-vhLvDBQzF5a3 zZAS8Ku$6Oa^a@V!&!*Vjg|0GkXB=W~4DOnTWE&EAEG#i|3oV9_TC?gSFgg+`T*9Vpq+}T3^8_KfYw7SuB*Pcf4aHesyb#hxM1?!ElxWg0eMyVJ`WT6 z{*tHjSLz=QZe#tn=L?!V;ZLv~IGM#1I%1Z9K-^Q-igeE-FeY^t+uO9e*cF%=7d@PFuvfy6MFgHb}a720-afe(Xcu`n5Nx(DEn%B@;Oki#Is%{V< zqI`V#>Yp8X=g@PH;y1vSrsC}0`V9bIH34DGZq(^}tSsttfeL@yLz!26kxARa~#Lqk-xyW%s4B_58ko;p3Zp~QY)d7_pL!!3GU*V;f0=Y9d33>W`JtoSrLDL7e)PMvGd|I# za8Irda9ZS6bXssdpb=RFvy%i{$O=4~Sb^_Q-&6vxJS(onB25iGNpQhEMR9oE<4ywI zEmUMSEgZ^=^`5lM*^^QLuv-=Ya@V{RX)G z>%6C6q_sf-gzZpCOZDCfk#N!f-u?K0AGyuu_s%)8f{-WuYyB)=9nuH%0 zm!k^k#=d3k<~8%vtIQUz%x3|%L>cey_hV5&!1}p>*^IcAZ{B&@}T6e7-vQ>(c|5DJcdZ0}>ww zFCLOqtCUX~n*oG)NX}+BFT}`?h|_rz^nt*8cFP4nLrHpz!$@=`97`#*^EvG0If{n9 z3=!6Tz#(W$X#?+y*bhc{l?!8{qS_E*h4Ey zHl-FY6s26J;?uefWT9`@#hjHif`S+KTKHj9!Bj%50V9jxB{013T!d z5=Nrs3Y|iQa1uBY^RMfl3o(`XjjZ{{H*(f!d0Y1oj4yMOm*U2OX+p{ z|7iZ_7ryZfSYLi&>Kn7Pi?qNJSn%awY|0P}z{ z@PVqCuRKOVv8Z$G2y52zN%+g4s|0Xvw2I`pyqk>grL{Z=pDTF_@DV&JWy-KJprkOO z_H-DeEw8d8No+`<^$7@I1mMCH#Cz{8Z(Vd_u+jYMu;|jsof54TcM`HY(V?L&VQ_Z4=iZKIMcyUF52}Pjtz!UekCEr5J|>Qb zlUSWe+jqL`wg9fWP(LKZiC8X_7lrZ8=6c7( zPY6?KpeyGmeUC%l)|^T;~TA3U08Em=_& zd6gws`^+*|&uw;$vZI>89NN!Et(U1dXNP5(;>53$z==w(Fn?4xAc?NvID|En`y&t= zWCw3jzEVw;x< z>>pJ)kEdK3uvjUFi@T>j?Cy8|4wM*Eo@aSgH281=k;a{#Kklo4}=a_Nea~cvn%YGQEI|py#%S@-Z zApfYrhvcfPqxTTxXDr(JR@BHJD{GWC@Ald{%r+OZp=<@sjJh#MIAN>skqTxq6@FAKEk5k|c!HZS}%5 zwcLGu;anmrl%0LU8>plzTE+C`ZpjFBc*=x^a4sq>l6uoQB1BkAzysZCO&wQ^iy z`+%;fYa?H=F46n`0To4^H%CHAHavYgi5Mjc@xq+vPSxQrjd?U6(ysm)vq>+d(if;~ zTyo|*@;tE-v_59j%@G`s8x3h8$}a@MnBHJ+LWyUh)qv(A?)%>fZc`=cAnLjw{C&d7 z3`|n8jw$PGwszWY6gyt)^JrQg*`-9SLkt^fE|=qDPmsWpeFho%m9d7 z7njF&^t8jJ5nkhybuM89z$uaWoA;ldN}mRsh<}&G{DCumFgTAWS7l9#yQ_A|{VEoQ zY|5(5@2ve*rRu64me5q~Gpl5j(BX4|x%m%Jb-{1w!X$L(;%o{-NTOSOdCgf}=l7q6 zhsP@!q#c(2l1P!}s<{3`4)Zqxunw%j^Dg-a9bVa8=Z2u@Jv}SXub|6Xcgw%#$?%_Y zLhGS7se=?ooY>q=e?=m%4sru8!DD7ZT%$+`-(mYkNrejYs zBA*t*r0YDXn(pyKx@aouWjj;kFpD>FBy5b!Z4I!c_9s-LM^nwvHHD)M*Q!Na<3Ky2Kj-+2Y3!1lJ7qPa1NuN3Glp$Be zF@+A`2|GK{{yVe*^6x{iJqF%|pWSV#5cLOMwB3h;#ZkP}m73j)eMq-a3$QfRZ-CsN zbxzQJ(|ZCWOd^T)i2b-u>kIy1SDMm~G<}5Ee^_FP)8@a9K8qv?@l8i;Jn2Zh-J?uu zo7cMV=2a_(^x`h5wPb)#){)UUqRQy@u9un_|iHDk@IES4)Dg?M76{;ykU4Lb#Jx4?tFrs_q9f^zN zbsehoxQ~AZzN@^tP-|Li`A4#LEZo)c38S4C9KG?&76L;=O)z(kE#WjUd>lqTt>gZ- z+WSJgKTW{5G#cdQzx-o7TT^_BS%vOBpfgeF;zrTbNUjQ}g-PjC&R7 zkloV(%h(ZpLY&7$P~(ez0TdFl0qto4i(R? z?tR+};y-z0_exIg5A<>s7$`i-Serga3S-Qa>Lm|%>i182II!GN0U-QZ?V~t`q{Z_8 zAdMPpD=O`!8$5YPi^GCn82S8LOp@Kji~xpGpAwX>=HB<07u;Isi>&!V zI9Hep7sjO#Vh#(tI<;0?D z$P0`feo6nS;f);Jb(p82gM#{98mHD6dL8H$mOndqe;xMwu@RR;f6P)E3s z6;pATHv56kR@Q-|P&69EqQ-c4BMO&>;f06vZm`-#QHV9rg2*imc5`4*ET^(6O+oS? zp2kxG!2Kp2((~y16PXZWgC3=odBr&0sYaZHLl#M4e?{!}u>pIVQhm3E3$5hjjbvw) z4xlh8$`O%~VX5D4(vJ4C+_bMQdEGY{c1xU}ZC!)O4kkS%Ms+Ex&$g3@rqRb-1pTq~ z&_DPDlw*0*E_FseI+4vo%txd8eQZ4Y$xyV54vh_Nb}Z&`SlQEvTmhM{xUoA$SX@XF zBPu+{GTS}Es>GFm%bQl7?5hWb&O6CSs8*iK91VY8EJtaf#N3eH9%6F3CuH^69la9s zLaHv23XVP__@qRz**ChQ10sx85#fLlE8~kBFW!Zlz*aw;H8or``qeNQPV+zfR?hco z20^5Xi(MdMrhG5Bz2y|kuscrAVWG(Vb~YTHiMnxK2(x$$y@l}LPYuCbtZiH?kiP*g zXFkC{=l>RSKn^2dfdPkhhBobDwAs3LLi2BcpY$^tXkC>WP1qApWp;s22=w{u zJNtBV2JE_C+5^; z;Ly<{jX!wQ5x|Z45+Lc7Cv@!q8s;kHNv*LP1~;cf-Gb+rI9+GwkiLWuv^JW+h}5;d zv;zxIsDBV5fGSAfE8Nw+zZJ)~4(1_ve)4iDydWYZ$0DUrPk`5q5OiZ%8~cqWm!IU( zD7DSY)XErd63Xg{1UjoME%+WYDf!8RLR;R?$wUuXFm$XAuhUlX*H4P%Q)9W^N=Om_j2(2O3=f$p99Ti8do-qX_R_bWFh;JUL}=7#o#l92&0^L)cqgNJVGxn7m@D9P%MA2GBO2a*j(oV@q2?L+`REZvG*;79z*mNdv3f8B6st;H_ zKqMRv^w8xAxC6^lGe#2-%Ew8mPVqanKOI<_y`XM-1hjK>kC|XVO-k5N9C51b6Pvmw zMawTvF5_XEv&6nt7QUfzA*VJw5NTz-8=x@4nr3a7b9j)tc@mvY@*W~D>3YmhPw)K; z4EXUN_3IT;9vhdn4phY9iNE**%{-Duwc;n&`vqM@{Q@v)&0y5 zrNCOu`rjtQ26>*lwALZ*hTJtb?iF&FpmCxA=NQDTV5qHf2;9RtRC^N!VXs%^7uMkF zcm@G6@#_eJTiJoA0#`5F0*^l7qOkq6T4UCYkJF&3)kr@Ny-h0X84xHvkB)MpJ=Qu_k3pGdtBAed*Tei#PQSG&h9OjZ zi*0(V;2sR>7Hp-1t$4qm9)jfPK%#}M zXvJw)wIy9nnKCd!RGIun2l<38rNf}E4(gF3N#gn+9i~&GbiVs<<|aHR9`5ni1DQ*B zoZBi%x*Ll(&9#puGGaT`Fcole6wo0)zP{#4F7euVByQnXN3YBv>&)@ltp`X8B+VD1 zxx9OEQ|T*dlO^_?MQg^hq15Ut9PxAmBcmdONB}$nfDCTGX`(6XQ|vuGviyR2k!re_@5pxO0QlzSiPFm4AEPngJ1gZT>D5JU6=8=MpS>Ek9>5!eX>cwJnRNh zrNd_CefkaXk*)Lfmb>LIN0tniM$e2O0OR>oO?BElq<_$g-vFK$#@nIpcJqJCfZgxx z1$!z%uWExO`5*ecF8&QD41P{i{O07GrSbto1D2f8mxkg{xMccI*Q*JX;DgV%>O<4#ovHx%--gj99ZJK=IYt|>oHfV zy?#4=m?yiS{Ww_F{Y35Z+SFt68!$WkDj4d1YJPdA^Oxg&z0_xU<;&86b-61SNozZ) zzZ|cwjf~F||GI#!?Pcm$0jV+nyws7e9c;f!H`m~#Nr0nk>1=m)m2*9F3B_uiG$2ZV z(+&&e)(<(#?$+E?OkX6-r>R*>z1jQqjy1b&X)Y zTHol}k04cuM~JE@?{sV?)*4IPWJO#{;i=m!0`ayT_M-ub$slbFffO~n6nsGk_WX~& z%(I5FnW~Kf+@{07$S0X)${+2=>2aj3L*qjpbx6(0@VP(fM5$A=Q9lJ*_;nTy~vqr3WZIIX1SsPBJ}a^ zHm&11U~azwiX5V>d)I4L<6l;xL+*L`u6L($arSu2fdt_*D`9;+7V!01VO`vaOLa8{ zGD%#JE_;K)PZ%>_}bJHN&td1*aQPACoY?P>ryNnp|C+JKBZGgFwd`)j-;=rlaj$>mLG( zg90WE$nG>WOzxB`Wcnm=GqE&TE?;N3CFh#@$qi+20SEF1yh+ci%2$ZNI8A9R=BBa>+-ZH3Mj6j4~b(Bu?r5q1-8CQK6{$tEg}m@K!>}_o6-%K?m|~ zFIUUr@F9IxY$h_iN>SO+iWh>tQG7uB-4XztSa!iuTFAOX`-rzjF{QWPu2+9ioX`iHO25jZ&pn@WwhQ6E_N-U+WdWFrlA+1Drkv9$(33*+;Zt}MlC~7XKDK#kDSqr)u=N>xGEzO3cY?^JqzBz zyy*BZQGeb4Q}x?a z8LB%VBV&`U8UHch5zuuN85v)WV33ZUT!RY}*wBHcED@(~%u~qG@nlPVC&`=ntt4eT^VQ8_wsbkHmpIN9 z^R>!{_%f@1LSkh{&PCSqFKI$lcSLX|%Q$qLD$$Y2`im-pUy$tTrv{ zP#5bB=-&O8)7fQ7;;`WN+;7iMSr4P*JEsu+7EW{ZXuvigu!!YZ-<~9D3QHKi@7YaT zv^PTZ=q+KnDjQ+zyn8$I$q$q@MjcVsn8n9A*9d~gADo)4cZ9F;6(U!cE!I(^DU~QK z(z#Ct3FBo$;v*zIBNcUcho_TKf*Kh>^6tk^%Zk)y2$&WCVr#DS` zs#=5~q)t!8GIF$}6=0GIQB5=qstL1D*O7`C9Sg}BmTO>>PZ|u(uxpBqs;F}&3{5qe zhcEo_U}0C)5@d|ZGGc>D1U}bmq46PwDX>0OCCbQ%}IrwgpS9I*_yMr;Z`Y{u;-L%0QI#5 z>i4!zRW^JOeKTwU4-8RIrevYVgKh&pzlp?Fzx#YpNDO*7$xW9$S~TsnOFSB2qrjDc z@zE~Cr&h#?kTu%FvuhAhUK_NNZTe`cNkx4{FaN=Z?3{!|Rrori{cl=qB+fN9h1f=! z+}#OA)LfDX{xMQ_4xx8lomIT!Vj4hhGwqcYk0<90kufcN2`TRSO_zcB|1O?zQ| zO)}9EX`qB83nn+ zuC4IU^=KN&B8nKs491dSqfla~4r6{@z~uvnQf{4yqwZo-S5*>e;T^tkG1LO-=#ec~-W>9TS8Tgxf#uo~2)f z`*?`n|H}ORnV+CP3~kGSeuE(*2S}y*9^h)Iy2(|yt&0rJO6z7yuN`Fa26XTtSw{Ha zb+l6eQ_qn?n`Vtz%KJ?$o=Fghf)-xJs>WJnXb#v!KQhD>7K%qCBHFK>{l)rVO3hqP z#=h2T^JTt`FMNF+s?0q>tdk0lIA(Neb!b13f;X>PS+%gEsiW7LFh>s$JzT7t3CE$< zk_0F_r5m<5LFq{6fEE5yLchCrOuX{_vjerA*kVSjx9mI>2cH)5`>viv+g8V#7MHox{4}5iOi2R&9{Xh!ieus|1oiTz>TkMshge zeZ>>5$GU#2CtH7k3sdkva_rsf+QA>^2~f{;UUvWqo<(0uJ3<;6V+Qd<=<;&3!XGFE zsSwIBXd)44y9OuSDBiC&I>cx{3|U{eC=3v!5+;v+P|tkI8gU2T%udk7X5rgFMoQ53 zV>_986-}oANZ3YM&?Fl|D+kyaIjb;``Sgk;3@jbhQ|C(gEgxPCS&}%!swY`)TCM%h zppN?l=T^S8oieN7-NmJ`lLGwDJuhb7C}GK)?18atuP=cmPwUd?NiIOE-M%&>OGU(! zUDiUpb?WWQw zS~RNY?h2~XfMWj;WyV%RZLmQ_n-UmmuQ`3rX*CB`(!k~0bCN&r6j8NQ#EW&4_}TD| z_P-P`brcj{=x((TF(wqnupWV?L#DDCtFIz}b2t}#Ex9(DBK`GaP>gVYDl_Q~7Z-FA zL(OQElW2;LSg8cI-YolL7qyTUR?r4+`V^4CQeYj3Q!rN7^sDHR!ag|pw+r0Wl*(pi zp!U<*^8{au-6E&OQRhN;0#PL>^}3$mX?1q^&hbeI8jjHk8+fxzJG9+oti=_BgO@xe zm__nDd~I;+YiT_Z>eyLc!^u|REmPQx*iU$jk}L;+hj>SzKMM4L^*4a&&1h(Fmf6{j z^x61Ml1|&RKH){0LU#&g!bVw59t!-$jT+)ZqGg!#cwB=4ca!17&{5;#*H1?#$f6X` zwkpprHuEuDq|NdZ;;*v&p-wcSFfSRqk?`p5u$CWm@_7v8SH+{SwQ?k;tYbgRSHHAfl8d%^O^-trp3r_R`c6@_1on-GhQGDzze7Gjc?)0$1I*;9ai> zb;ztMuAqH|zUA#f#qJqoA3D3PyVj-}Qz72Gq>p*>Ts=Fc*#=;R8Z(T0p8pDnIMxgK zF#dSvzV=e|Hs#lRx(c?jDjQJ53wF}0%zuJTZ=a_S9OVstGD~TlJsZ z)%v-`w(}~hM2SX3CR>qzCX9?*hoc5I)gN0wmUU$!=q2Z1$Emw-ltWvDZle0@iSV-o z3=wXR%omp4GsTLQ9h@VIh8`A}b~cwKu$?1&Q$VD%ScBc*M;ZT!m8+=~~R1y-_A14Et_ zqF+2udTXSg{~)d+f-1E<(gywpAm+s|njvN?gH_SRWzn~FebL}+XLwbd3H$J31DXL? z50IE7tB|jdE9zFYsx>Z`9&Z3 z5>?cNjsod;iSY{6qQ`;EsPI?DogNDHBRziXs&q++m)~HKuYdu*nw<=Z;l&(tDr@7* z1kxF}C;msJDt>m{{o_046|?s{k`mb-Q=Djdorc`hzx=y?sTDl4jQtX&W!M^&(5rve zlg;lDz%m#b&kOE4~Biia7TgzpNN`(gs9sBf;NVQKod|$jQ#0l z!=(`h ze@hn0H|aXRb3SKb$>OC^-F>_DuzagKuQOm%&~UmSH#+X?;PGU^T*HT*{S-@wpXtMH za$FaOoAWokYI85PG#xX9g5$25GU-(;Quc*j*UC8m6#C@O+B%-@^XU`2-QD`Y6UWo) z)^_QwOw(Wo&*l507?~%hLmU>*%jKkKZfwV{70cB)3{K8-wvT_~Pgn}p__;h>dwbhb z>St#CpK-r^FYEdL`54Im+sDYf)d@rbzqc560yTiZUoC}QKq(-^3!+2BpSkf0h|k1y z15-gk{Vnhwpb8MvQ{a9Ox^hm_;LhhkQjX%Ec>9Ezrelb5A*eh5>8Jnt73=nS`sov`t>>RWM$-_HSAPdGdj2=Dr=N153#2WWFpeL{v+I(8 zNAHgk*Q9?bF#-L&AoulHy8~PP>*oKu!OuaH-1`H@<*`kcCUzG^Ss*yZ~8mCKWUx?ko`&vts!uM;2f^CAdOJoe?LRVa_IS9f4Hb*jd! zk7{&15!?G8jot0#XWubG+ZWD-cA_C}T&Ax?=1~0Ge%B^mx$F4Izt*&~JVHRR1fgt> zcecqh-Z1JnOIY5lQgcIbdU!2n&V3f)O2a7iSHb#2M^{;9O4+5~xAD=1 zT|+XXEhQ`0@*x5721kC;wm+H&lfa<%IZRtwKn#-(EN6dM%gE>Uu1}#z#1QEae;U;zqj1R12Gzev-gmxuo>x_F33$NY{qHrQ@Q!uT z-t1VS!eC(!C`uD}#CF~<0~)c7M(-$ciSrH=E7MAy)LaKT8BBy)18P+qQJSam-)McM zA1DcAa5OZQFJyBq8(!2pxn3B1I6TH%)+0rT3;(#YmT;poSI*9h8n} z=pB(RMX7>dp@X1Qkt*$o1(tA?|UL^VBYQB1hTWIRNB2%$zSaeXf0-zBQKjEvoCHa@;fB{96=+FTZ+gZ*M zifWi<7W*K1S^av5-wI2|hJkM#YfQDw$y2PGOuWHcY);NLxp+p>07_(p21v*LuA!7T z0C2}}Aj9zrLgu^s1SoI%A;wWc{fhq*9J0gmo(8+`*5*wOUulMIuK-}82-}BoB^Vf* z;KXbZX1$Br1Q+QdP>M?pK|kkWkXpFKTmD0-d6SJVBd)Jzs$TESD{S|%^B4GvKChg< z;ACU;Y`KKgMVT0%T&u4_)|cpi4&u-W4r2Rx`9MQ^O~SB;>>l? z5f0;8pU?wqE3FZtQ8xb=TG+r!P*_|Ko0!R0z7wrNpPHb$o=UEbf+`eTRQV+2Oraxz ztpZWb5>vQdS*tcc59N=L3|JP1%ITn=m8$fWcogO|oRcsF`F(>3Pe{zAsTG*1Rt{;k zgAA767ZnRINs(Vb-0;p@$$d%Vp6guB@0}FC>4l~%yxI>-DgN9Vbjl3@Hl+eJJsXpTL+_pEposCS5;&4p?D~Dt5m*w~*m>>2RKggvzND2BAV8%YT}`6rPwAOrGixPVnOT%K{dn$dj_pqx`nB()?lf?qA;Zqg4dr{?M!gm?tfn4eX_%;P^o9QcqT^E+&^r zge7^yoP?}P^CF6^hqWfUz+d|}300jcW=Ob-4@9T8irfbnM@rUUT8yspobsHnM>rSl znB?5U$r%c%jpYPS2;b94s-4_}9Z2tF*qHhmP{xD8M1u0bdu zQ<#A==aMMiB&6Dh@>q!q~c_(ztw2+~2QZF-W zvT2iXU8Ix30uQ(J+JqN;wy<)k^O!C#(1dSz=oOMOLZ2Q}BN4}jVi{PQXYcfC+1vRW z;BGxK35&h{ju$ZXlkff}-qP2X5j3J#u3aM8l8n%b^C}4ONFoYdjA)nHH-IF~E^~wE zM5jgbP0-kp)!eBORCBrjALWq0{^VZ^&lCZ-IPk+DvNN3rDqvZ*f@$tW&AXBd-G>`F z>s>nJ*8@XG1m7ZTTi$~|S#-a@flv0ypnH%Kg+|#%sz_~#Dbqt&QqRMg?=w2}@dbv$ zr}kdXSX2YMMr(;%$JyRXLZcz{1d+Ef=Tx+{5;s+XUJakK=G_bpS_tg=&}#zb95zZ# zGkIQDkSrD{gpw@kFc1;(fig(Ev{3JN@~jzAtg+Y68t^HOD8~;bNV@r6Cr+iBZj{90 zl4fDC00q=QR9&qg1-u!82ukxqut;s?n%q82;Izhuv;3UB?i)6O`)eMy0nh|vNm==t zw!e0o8nY4%1>4ezw70O=}oPj)>7pZ4hEF;LCQoF)HO~rlEvagGTv>BwkC-MM zi&Txre8uA4&aOIEmXGOBeL^1+Ga%e|ArbjBc}jwn6WHKByi?qkkVWF;LR+lA8`s-_d^w0jt~D} zd6gAY>~2PafT^C4Y|~!9$mZ`)x0U;5<&2{5%`GcSH*F&D*&-Fc!A(=*%#E{kOE;TV;BGggj_8 zjop;`Z>J7^(ue?5lf}`QJW$Ux=i-`~JpgI-@ms5=KMSkgNEAvjX^wmn9lD5kC^JZ_ zQR$^|+*@9J3|M{q1^b)hKJka+ZaNb9l<-92;%(!|a+;jVXcfEK))SKXmly7NdC^Ca zDjjfvGe_aSIqr*N|IKkfrcZN~-ZS+Z&-Lp2DSdchLU4ArJ#&w8vNidEn>|0Tmm|~@ z1&+gh>@+aeg5P^>d5o<1GP}=_PhCX!D4_PEw9`d`RP&YXnh;mzqx*eWI9q<*%mVQHi&oZ$%n3 z&x$ng?jPD7AYO_OZF2|9n&oPu$Py0^_1rIa(yR0Kj#c%r>(&PhV<342IzgT!}BoexddN@gC zlDnFdQ|{*N7atEz2V+tyzH7SVVdC7E1S`7c5aq8p*e{o~aa*J1%j4z7efEP6bGlUL z%!B|{Us5h&`o3=JPqqcn9Yqv4 zOhweSx=(%=bs8O&F#4 zw%Wx|n8Bj#sT(aMP+@IZKrw?~-N9~M7D z+0TU-GYqV(gGqqT)_OFaPpE9%IHmj58XTobNL9;n%03{`{|XEv&$yxxII%8oAmrC5QbzmlYqU<$VdrcT|h56}j0$Oz(B#2G$*oITB$ zp?nL%-61!X_%!XeQbS5v4YD2|&L^zv%62#5CaCClqk=RxaE zol7&cz$NVPOg2&B;li=|jh|cpfB%TXbi_OlvT%=*PI{)arKeU{mSJUO<(N#TAG&OO zO{XweH{$7s_Lw@+>nKj+>5!Fw*#^Uwu4`R79QryK(V={uBqSiZ24As$5AS}sfPLQ5 zI}^#!;{N%k3C*w3+?qx+14pN*G5zryT9J!MN)Ym$Z^fSC*{X1nfpG6Iz!X4zQF=!* zw5ASsR?{iZi^`pkPFK<=9)N0d^_We;q7xZm%^*Q(t{DZfK)RinkDTnasF>btTMa(uKwra>y~ zOe##E!qs>++r|2m5z)B}KJnJ2Vx;hZ(s??g!)STp#V^7;@$`gaF2BVTuD!_`k7O@W z5fpVaC^=09m5J>+IWBA`gxU&8D`Hd%8 zUvCSCzs_W>Qb;U~WRrQ>*S>nc`)cktrf+A`>v!B0Z9`OHr12B(c)fwq--{7#(ir$s za8Mg|Gbl_p0xLKsP&0(tWGxWnWwHfHHiM_gZBuXs1Zh(fq^>ps z+OHRY;KJzLa%zj;kE^LFEL0Ywh$`=;>Y_^oo6oLzmvugI`$50wteEy=G zw}-Qc%y@|prug}o4}Q>c4Rp21^eyf+8ohzJCY?RCx{YgEXQZYZKm_Fw;Ye3RDZ{z| zbtYD(G0BIbjE_cb6kVT?)Dh}8nXsi*xc^?69@oBd_r+9QOpA`p9T35<=8?1?1=Q!b zE573#!(1!6bdf4fj+fxn>&ooc6uvL0HPewS>xt|HslN|#qxNbkt9Fi3am}1QpqM;f zw6g-im=Sgr+6~ZvdJeC9ke@EehlxM7PJSr<1|PDd@{*gcKii6fVCo!%Qi&y3G6 zMVdXbisrj@tzSI4D;8mvB{7)dQyQ8oR+u4-W?XJO z%fD=4Y>N5#-M#MgAZvw0*z`3apZP9ofvruh&jZi8HQ^ug^cc|1Z`49l?aDBF{X$|_ zhV6+yOY_2A)>8ilz{VU8!=CScW`R=ZaF3DB z8A#$N_4mAKAUycm7ZVBEC)Y$GgOV0&;PGtO@!0dRvy6bb{rsbt|B|TZ|_$CY} zxdIrYi>gFNlj!Dum~`-rZ7tB86lZT)(0qX$l1I?-^uU)$Z7pD+bYeWt#!q=HQ4R=sB^vd6GQ?wF?Cbks)14hhuUEH-4%4y^>n z>||5%`R`o0lBZiHk?s1nkcBn3rjH(7`v9~i4FWExDiDT@N9XLJDB(LznmVK3*gQVD zt$u$J-a!#;67XBeJUm9?6B$MBU~76nXqcz>$ozl_58q04TGZvmb$iNHVH$4zFL$1}-sx+ZSgwSs<6wIm1~R3l_-@g; z2q%WL`ec~x$ty8&OHc8_{S1pqEixeRJUf<|aaMJOUH>I}su$93#L6z6Yud(aU9OcR zRC*RRwCoaU8EkTngJonV(SFBh0Mwg2dmOXw{_PpMBgl}av99zOwqx=PxWh?)1@W!5 zuGkBR#R8wg8#5QZaEq~N5>*SIp1t*CjnxmboO#6}rpX}4GmEt|^1*Xc9qlLrYZ27@ zn-cN&7lng@AIW%Z-J=CGM+~#f_KPI5f(5d!Gp3SFB`?82w5BYTShoiTV^vEQMJcY;dDEmXzW(q&S>c8R3C zO}?WtUY=^Kh0DReBNHSP{CRPwc+GH?2;ibq_V5_Mr>+XAC~7ihDeap1;D6zH-542O zCX7hED$j&*kX9azx?oYnI4|DykfDf$Dwy$poSrVOJ$b@dN9q!^#lH&Gna@@`@<;xN zMmt|P_Q!Bv%&C&tF@vtf4>W9(4)Z%)%NPBO3so_y_jOikrjQLF)0h~LVu2%f^}nsQ z6MMp?oKWz}E0FSF797V%e_RWb@SGVCR_On(W&7ns;;5&Zepi3m%&1{n9N!jLnBVpj zp6hM?-VK!-f~LjMcU?3ucU`lv(0OpKP$yM9g(RezH~iwO=rC1k=%Axkpz((P$wl`|CoLX*BLXrNPeHqEdNSii zJ8<}+-5c?Kml5f}c3M-2MAbhkWlk1lYr>f=e6%`_x%z!3(L_BOCfwUmy zz4T#M5)L#v;3M#ff0?@UYViH;T_Z|`=A_jkT{sAkJ(lwPVvPgb5JM2mV#))PGuTTY z2pg^|R`g-lLOSLhwaF3SjJp(a3_GJgYV{en5RI^?5>$Kfuf{^z*F$sWrq zwUd^^4s!YXFJb$XLLA^@ucBug{i7CN{o!RB_ z;3}r;F+vRp4UyECq$`SnJacXDW?sLT$Dpn7=*G6-{$ZDM*E!4nx@t7e%?;L<=Q7>P)%N`1#3=n}5PYr6SD%2q!nrSLw6E z_A14i|6j)Yf1w%HG+omFfHQn)L8Er~yPAhd>-Yv$%hNeFDRagD?%MXdsoSq_3Bhj@ z#jJwq8O0$%i(6Og8p=lXqWK;9QFyS-BKi2I<*epK&~f9Q#aCHI_ibUJ?%iInr#X=U z7Wy<@7uxy%?g{r#YdFLyR&DXIu9*?pQsNH{>eK043!cTAEVV50)Cg`r%{$+^Y3F1; zTm+%AEEYi=qzetSv_uQ)rtadE{U`(fkHjWRw#xfH|MRl6t80)j^4}v4C2RnC_v`%& zEeHSH@jpLayr|OpLbrMDLxI*8-4CPx`|*TlFPzeA1=K(T)8i~ObxXFDzdn&A7lG{* z<@V3_{&_Mn4kg7JwnerETN@q71^gHL8$VjnzeL&iCORAL correlation alignment fit(X, y, covariates) -transform(X, covariates) +transform(X) GFK geodesic flow kernel @@ -46,19 +46,19 @@ TCA transfer component analysis fit(X, y, covariates) -transform(X, covariates) +transform(X) inverse_transform(X) JDA · BDA joint / balanced distribution adapt. fit(X, y, covariates) -transform(X, covariates) +transform(X) inverse_transform(X) MIDA max. independence domain adapt. fit(X, y, covariates) -transform(X, covariates) +transform(X) inverse_transform(X) no purely group-specific transformer; see the common + individual band below