From de1ebc3a0e6c5863e180274273643fbd68f966c1 Mon Sep 17 00:00:00 2001 From: Sravya Tirukkovalur Date: Fri, 6 Jun 2025 10:43:55 -0700 Subject: [PATCH 1/2] Integrating state with CellSentence Data from cell-load --- src/state_sets/state/data/__init__.py | 3 - src/state_sets/state/data/loader.py | 690 -------------------------- src/state_sets/state/train/trainer.py | 3 +- 3 files changed, 2 insertions(+), 694 deletions(-) delete mode 100644 src/state_sets/state/data/__init__.py delete mode 100644 src/state_sets/state/data/loader.py diff --git a/src/state_sets/state/data/__init__.py b/src/state_sets/state/data/__init__.py deleted file mode 100644 index 9120cd7e..00000000 --- a/src/state_sets/state/data/__init__.py +++ /dev/null @@ -1,3 +0,0 @@ -from .loader import H5adSentenceDataset, VCIDatasetSentenceCollator, create_dataloader - -__all__ = ["H5adSentenceDataset", "VCIDatasetSentenceCollator", "create_dataloader"] diff --git a/src/state_sets/state/data/loader.py b/src/state_sets/state/data/loader.py deleted file mode 100644 index 8ea37d10..00000000 --- a/src/state_sets/state/data/loader.py +++ /dev/null @@ -1,690 +0,0 @@ -import h5py -import logging -import torch -import torch.utils.data as data -import torch.nn.functional as F -import functools -import numpy as np - -from typing import Dict - -from torch.utils.data import DataLoader -from .. import utils - -log = logging.getLogger(__file__) - -# Threshold for flagging implausibly high UMIs when we undo a log1p -EXPONENTIATED_UMIS_LIMIT = 5_000_000 -# If any count exceeds this, we confidently treat the tensor as raw integers -RAW_COUNT_HEURISTIC_THRESHOLD = 35 - - -# THIS SHOULD ONLY BE USED FOR INFERENCE -def create_dataloader( - cfg, - workers=1, - data_dir=None, - datasets=None, - shape_dict=None, - adata=None, - adata_name=None, - shuffle=False, - sentence_collator=None, -): - """ - Expected to be used for inference - Either datasets and shape_dict or adata and adata_name should be provided - """ - if datasets is None and adata is None: - raise ValueError("Either datasets and shape_dict or adata and adata_name should be provided") - - if adata is not None: - shuffle = False - - if data_dir: - utils.get_dataset_cfg(cfg).data_dir = data_dir - - dataset = FilteredGenesCounts(cfg, datasets=datasets, shape_dict=shape_dict, adata=adata, adata_name=adata_name) - if sentence_collator is None: - sentence_collator = VCIDatasetSentenceCollator( - cfg, valid_gene_mask=dataset.valid_gene_index, ds_emb_mapping_inference=dataset.ds_emb_map, is_train=False - ) - - # validation should not use cell augmentations - sentence_collator.training = False - - dataloader = DataLoader( - dataset, - batch_size=cfg.model.batch_size, - shuffle=shuffle, - collate_fn=sentence_collator, - num_workers=workers, - persistent_workers=True, - ) - return dataloader - - -class H5adSentenceDataset(data.Dataset): - def __init__(self, cfg, test=False, datasets=None, shape_dict=None, adata=None, adata_name=None) -> None: - super(H5adSentenceDataset, self).__init__() - - self.adata = None - self.adata_name = adata_name - self.test = test - if adata is not None: - self.adata = adata - self.datasets = [adata_name] - self.shapes_dict = {self.datasets[0]: adata.shape} - elif datasets is None: - ds_path = utils.get_dataset_cfg(cfg).train - if test: - ds_path = utils.get_dataset_cfg(cfg).val - _, self.datasets, self.shapes_dict, self.dataset_path_map, self.dataset_group_map = utils.get_shapes_dict( - ds_path, utils.get_dataset_cfg(cfg).get("filter_by_species") - ) - else: - assert shape_dict is not None - assert len(datasets) == len(shape_dict) - self.datasets = datasets - self.shapes_dict = shape_dict - self.dataset_path_map = {dataset: dataset for dataset in datasets} - - self.datasets = sorted(self.datasets) - self.cfg = cfg - - self.num_cells = {} - self.num_genes = {} - - self.total_num_cells = 0 - for name in self.datasets: - num_cells, num_genes = self.shapes_dict[name] - self.num_cells[name] = num_cells - self.num_genes[name] = num_genes - - self.total_num_cells += num_cells - - self.datasets_to_num = {k: v for k, v in zip(self.datasets, range(len(self.datasets)))} - - def _compute_index(self, idx): - for dataset in self.datasets: - if idx < self.num_cells[dataset]: - return dataset, idx - else: - idx -= self.num_cells[dataset] - raise IndexError - - @functools.lru_cache - def dataset_file(self, dataset): - datafile = self.dataset_path_map[dataset] - return h5py.File(datafile, "r") - - def __getitem__(self, idx): - if self.adata is not None: - # block is only used during validation - # if .X is a numpy.ndarray - if isinstance(self.adata.X, np.ndarray): - counts = torch.tensor(self.adata.X[idx]).reshape(1, -1) - else: - counts = torch.tensor(self.adata.X[idx].todense()) - - dataset = self.adata_name - dataset_num = 0 - return counts, idx, dataset, dataset_num - - dataset, ds_idx = self._compute_index(idx) - h5f = self.dataset_file(dataset) - attrs = dict(h5f["X"].attrs) - try: - if attrs["encoding-type"] == "csr_matrix": - indptrs = h5f["/X/indptr"] - start_ptr = indptrs[ds_idx] - end_ptr = indptrs[ds_idx + 1] - sub_data = torch.tensor(h5f["/X/data"][start_ptr:end_ptr], dtype=torch.float) - sub_indices = torch.tensor(h5f["/X/indices"][start_ptr:end_ptr], dtype=torch.int32) - - counts = torch.sparse_csr_tensor( - [ - 0, - ], - sub_indices, - sub_data, - (1, self.num_genes[dataset]), - ) - counts = counts.to_dense() - else: - log.info(ds_idx) - counts = torch.tensor(h5f["X"][ds_idx]).unsqueeze(0) - - except Exception as iex: - log.exception(f"Error in dataset {dataset} at index {ds_idx}") - raise iex - - dataset_num = self.datasets_to_num[dataset] - return counts, idx, dataset, dataset_num - - def __len__(self) -> int: - return self.total_num_cells - - def get_dim(self) -> Dict[str, int]: - return self.num_genes - - -class FilteredGenesCounts(H5adSentenceDataset): - def __init__(self, cfg, test=False, datasets=None, shape_dict=None, adata=None, adata_name=None) -> None: - super(FilteredGenesCounts, self).__init__(cfg, test, datasets, shape_dict, adata, adata_name) - self.valid_gene_index = {} - - # make sure we get training datasets - _, self.datasets, self.shapes_dict, self.dataset_path_map, self.dataset_group_map = utils.get_shapes_dict( - "/home/aadduri/state/h5ad_all.csv" - ) - - emb_cfg = utils.get_embedding_cfg(self.cfg) - try: - self.ds_emb_map = torch.load(emb_cfg.ds_emb_mapping, weights_only=False) - except (FileNotFoundError, IOError): - self.ds_emb_map = {} - - # for inference, let's make sure this dataset's valid mask is available - if adata_name is not None: - # append it to self.datasets - self.datasets.append(adata_name) - self.shapes_dict[adata_name] = adata.shape - - # compute its embedding‐index vector - esm_data = torch.load(emb_cfg.all_embeddings, weights_only=False) - valid_genes_list = list(esm_data.keys()) - # make a gene→global‐index lookup - global_pos = {g: i for i, g in enumerate(valid_genes_list)} - - # grab var_names from the AnnData - gene_names = np.array(adata.var_names) - - # for each gene in this dataset, find its global idx or -1 if missing - new_mapping = np.array([global_pos.get(g, -1) for g in gene_names]) - if (new_mapping == -1).all(): - # probably it contains ensembl id's instead - gene_names = adata.var["gene_name"].values - new_mapping = np.array([global_pos.get(g, -1) for g in gene_names]) - - self.ds_emb_map[adata_name] = new_mapping - - if utils.get_embedding_cfg(self.cfg).ds_emb_mapping is not None: - esm_data = torch.load(utils.get_embedding_cfg(self.cfg)["all_embeddings"], weights_only=False) - valid_genes_list = list(esm_data.keys()) - for name in self.datasets: - if not utils.is_valid_uuid( - name - ): # had to add this in for now as cellxgene h5ad fles don't have gene_name object but tahoe does - if adata is None: - a = self.dataset_file(name) - try: - gene_names = np.array( - [g.decode("utf-8") for g in a["/var/gene_name"][:]] - ) # Decode byte strings - except: - gene_categories = a["/var/gene_name/categories"][:] - gene_codes = np.array(a["/var/gene_name/codes"][:]) - gene_names = np.array([g.decode("utf-8") for g in gene_categories[gene_codes]]) - valid_mask = np.isin(gene_names, valid_genes_list) - self.valid_gene_index[name] = valid_mask - else: - gene_names = np.array(adata.var_names) - valid_mask = np.isin(gene_names, valid_genes_list) - - if not valid_mask.any(): - # none of the genes were valid, probably ensembl id's - gene_names = adata.var["gene_name"].values - valid_mask = np.isin(gene_names, valid_genes_list) - - self.valid_gene_index[name] = valid_mask - - def __getitem__(self, idx): - counts, idx, dataset, dataset_num = super().__getitem__(idx) - return counts, idx, dataset, dataset_num - - -class VCIDatasetSentenceCollator(object): - def __init__(self, cfg, valid_gene_mask=None, ds_emb_mapping_inference=None, is_train=True): - self.pad_length = cfg.dataset.pad_length - self.P = cfg.dataset.P - self.N = cfg.dataset.N - self.S = cfg.dataset.S - self.cfg = cfg - self.training = is_train - - # Load the dataset mappings - self.use_dataset_info = getattr(cfg.model, "dataset_correction", False) - self.batch_tabular_loss = getattr(cfg.model, "batch_tabular_loss", False) - - if valid_gene_mask is not None: - # this branch is for inference - self.valid_gene_mask = valid_gene_mask - self.dataset_to_protein_embeddings = ds_emb_mapping_inference - else: - # otherwise for training, load from config - gene_mask_file = utils.get_embedding_cfg(self.cfg).valid_genes_masks - if gene_mask_file is not None: - # we have a config for training - self.valid_gene_mask = torch.load(gene_mask_file, weights_only=False) - else: - # we don't have a config for training - self.valid_gene_mask = None - - self.dataset_to_protein_embeddings = torch.load( - utils.get_embedding_cfg(self.cfg).ds_emb_mapping.format(utils.get_embedding_cfg(self.cfg).size), - weights_only=False, - ) - - self.global_size = utils.get_embedding_cfg(self.cfg).num - self.global_to_local = {} - for dataset_name, ds_emb_idxs in self.dataset_to_protein_embeddings.items(): - # make sure tensor with long data type - ds_emb_idxs = torch.tensor(ds_emb_idxs, dtype=torch.long) - # assert ds_emb_idxs.unique().numel() == ds_emb_idxs.numel(), f"duplicate global IDs in dataset {dataset_name}!" - - # Create a tensor filled with -1 (indicating not present in this dataset) - reverse_mapping = torch.full((self.global_size,), -1, dtype=torch.int64) - - local_indices = torch.arange(ds_emb_idxs.size(0), dtype=torch.int64) - mask = (ds_emb_idxs >= 0) & (ds_emb_idxs < self.global_size) - reverse_mapping[ds_emb_idxs[mask]] = local_indices[mask] - self.global_to_local[dataset_name] = reverse_mapping - - print(len(self.global_to_local)) - - def __call__(self, batch): - num_aug = getattr(self.cfg.model, "num_downsample", 1) - if num_aug > 1 and self.training: - # for each original sample, duplicate it num_aug times - batch = [item for item in batch for _ in range(num_aug)] - - batch_size = len(batch) - - batch_sentences = torch.zeros((batch_size, self.pad_length), dtype=torch.int32) - batch_sentences_counts = torch.zeros((batch_size, self.pad_length)) - masks = torch.zeros((batch_size, self.pad_length), dtype=torch.bool) - - idxs = torch.zeros(batch_size, dtype=torch.int32) - if self.cfg.loss.name == "tabular": - task_num = self.P + self.N + self.S - else: - task_num = self.P + self.N - Xs = torch.zeros((batch_size, (task_num)), dtype=torch.int32) - Ys = torch.zeros((batch_size, (task_num))) - - largest_cnt = max([x[0].shape[1] for x in batch]) - batch_weights = torch.zeros((batch_size, largest_cnt)) - - total_counts_all = None - if self.cfg.model.rda: - total_counts_all = torch.zeros(batch_size) - - datasets = [] - for ( - _, - _, - ds_name, - _, - ) in batch: - datasets.append(ds_name) - - if self.cfg.loss.name == "tabular": - if "batch_tabular_loss" in self.__dict__ and self.batch_tabular_loss: - # Find genes shared across all datasets - shared_mask = None - for dataset in datasets: - dataset_mask = self.global_to_local[dataset] >= 0 - if shared_mask is None: - shared_mask = dataset_mask - else: - shared_mask &= dataset_mask - - # Get indices of shared genes - shared_indices = torch.where(shared_mask)[0] - - # Repeat shared genes to reach size S - n_shared = shared_indices.size(0) - if n_shared > 0: - # Calculate how many times to repeat and remainder - repeats = self.S // n_shared - remainder = self.S % n_shared - - # Repeat the full sequence - shared_genes = shared_indices.repeat(repeats) - - # Add remaining genes needed - if remainder > 0: - shared_genes = torch.cat([shared_genes, shared_indices[:remainder]]) - else: - # If no shared genes, sample randomly from global gene space - shared_genes = torch.randint( - low=0, high=self.global_size, size=(self.S,), device=masks.device, dtype=torch.long - ) - else: - if "global_size" not in self.__dict__: - self.global_size = utils.get_embedding_cfg(self.cfg).num - shared_genes = torch.randint( - low=0, high=self.global_size, size=(self.S,), device=masks.device, dtype=torch.long - ) - else: - shared_genes = None - - dataset_nums = torch.zeros(batch_size, dtype=torch.int32) - - i = 0 - max_len = 0 - for counts, idx, dataset, dataset_num in batch: - if self.valid_gene_mask is not None: - if dataset in self.valid_gene_mask: - valid_mask = self.valid_gene_mask[dataset] - else: - valid_mask = None - else: - valid_mask = None - - # compute downsample fraction. this is the first sample of the augmentation then - # use no downsampling - downsample_fraction = 1.0 if (num_aug > 1 and i % num_aug == 0 and self.training) else None - (bs, xx, yy, batch_weight, mask, cell_total_counts, cell_sentence_counts) = self.sample_cell_sentences( - counts, dataset, shared_genes, valid_mask, downsample_fraction - ) - - batch_sentences[i, :] = bs - masks[i, :] = mask - batch_weight = batch_weight.squeeze() - batch_weights[i, : len(batch_weight)] = batch_weight - - max_len = max(max_len, self.cfg.dataset.pad_length) - idxs[i] = idx - - Xs[i] = xx # [pn_idx] - Ys[i] = yy.squeeze() # [pn_idx] - dataset_nums[i] = dataset_num - - if self.cfg.model.rda and cell_total_counts is not None: - total_counts_all[i] = cell_total_counts[0] - if self.cfg.model.counts and cell_sentence_counts is not None: - batch_sentences_counts[i, :] = cell_sentence_counts - i += 1 - - return ( - batch_sentences[:, :max_len], - Xs, - Ys, - idxs, - batch_weights, - masks, - total_counts_all if self.cfg.model.rda else None, - batch_sentences_counts if self.cfg.model.counts else None, - dataset_nums if self.use_dataset_info else None, - ) - - def softmax(self, x): - e_x = np.exp(x - np.max(x)) - return e_x / e_x.sum() - - def is_raw_integer_counts(self, counts: torch.Tensor) -> bool: - """ - Heuristic check to decide whether `counts` are raw integer UMI counts - versus log1p-transformed counts. - - 1. If any entry > RAW_COUNT_HEURISTIC_THRESHOLD, assume raw ints. - 2. Otherwise, invert log1p (via expm1) and sum: - - If the total UMIs exceeds EXPONENTIATED_UMIS_LIMIT, it means - the data were actually raw ints that we mistakenly log-transformed. - - Otherwise, assume the data were correctly log1p counts. - """ - max_val = torch.max(counts).item() - - # Primary heuristic: very large individual counts => raw counts - if max_val > RAW_COUNT_HEURISTIC_THRESHOLD: - return True - - # Ambiguous case: try undoing log1p - total_umis = int(torch.expm1(counts).sum().item()) - if total_umis > EXPONENTIATED_UMIS_LIMIT: - return True - - return False - - # sampling a single cell sentence - # counts_raw is a view of a cell - def sample_cell_sentences(self, counts_raw, dataset, shared_genes=None, valid_gene_mask=None, downsample_frac=None): - if torch.isnan(counts_raw).any(): - log.error(f"NaN values in counts for dataset {dataset}") - - if torch.any(counts_raw < 0): - counts_raw = F.relu(counts_raw) - - if self.is_raw_integer_counts(counts_raw): # CAN WE CHANGE THIS TO INT VS REAL - total_umis = int(counts_raw.sum(axis=1).item()) - count_expr_dist = counts_raw / counts_raw.sum(axis=1, keepdim=True) - counts_raw = torch.log1p(counts_raw) - else: # counts are already log1p - exp_log_counts = torch.expm1(counts_raw) - total_umis = int(exp_log_counts.sum(axis=1).item()) - count_expr_dist = exp_log_counts / exp_log_counts.sum(axis=1, keepdim=True) - - ### At this point, counts_raw is assumed to be log counts ### - - # store the raw counts here, we need them as targets - original_counts_raw = counts_raw.clone() - - # if we are using downsample augmentation, decide if we need to update counts_raw - num_aug = getattr(self.cfg.model, "num_downsample", 1) - if num_aug > 1: - if downsample_frac is None: - downsample_frac = torch.empty(1).uniform_(0.3, 1.0).item() - - down_umis = int(total_umis * downsample_frac) - if down_umis > 0 and downsample_frac < 1.0: - # build a distribution over raw counts - genes_sampled = torch.multinomial(count_expr_dist.squeeze(), down_umis, replacement=True) - # flatten to a 1D gene vector, and get the counts for the newly sampled genes - flat = counts_raw.view(-1) - counts_aug_flat = torch.zeros_like(flat) - counts_aug_flat.scatter_add_( - 0, - genes_sampled, - torch.ones( - down_umis, - dtype=counts_aug_flat.dtype, - ), - ) - # restore original shape (1, D) - counts_aug = counts_aug_flat.view_as(counts_raw) - counts_aug = torch.log1p(counts_aug) - else: - counts_aug = counts_raw - - # if we are using an augmentation, update the raw counts here - counts_raw = counts_aug - - # logic to sample a single cell sentence and task sentence here - ds_emb_idxs = torch.tensor(self.dataset_to_protein_embeddings[dataset], dtype=torch.long) - - original_counts = original_counts_raw - counts = counts_raw - if valid_gene_mask is not None: - if ds_emb_idxs.shape[0] == valid_gene_mask.shape[0]: - # Filter the dataset embedding indices based on the valid gene mask - ds_emb_idxs = ds_emb_idxs[valid_gene_mask] - else: - # Our preprocessing is such that sometimes the ds emb idxs are already filtered - # in this case we do nothing to (no subsetting) but assert that the mask matches - assert valid_gene_mask.sum() == ds_emb_idxs.shape[0], ( - f"Something wrong with filtering or mask for dataset {dataset}" - ) - - # Counts are never filtered in our preprocessing step, so we always need to apply the valid genes mask - if counts_raw.shape[1] == valid_gene_mask.shape[0]: - counts = counts_raw[:, valid_gene_mask] - original_counts = original_counts_raw[:, valid_gene_mask] - - if counts.sum() == 0: - expression_weights = F.softmax(counts, dim=1) - else: - expression_weights = counts / torch.sum(counts, dim=1, keepdim=True) - - cell_sentences = torch.zeros((counts.shape[0], self.cfg.dataset.pad_length)) - cell_sentence_counts = torch.zeros((counts.shape[0], self.cfg.dataset.pad_length)) - mask = torch.zeros((counts.shape[0], self.cfg.dataset.pad_length), dtype=torch.bool) - - if self.cfg.loss.name == "tabular": - # include capacity for shared genes - task_num = self.cfg.dataset.P + self.cfg.dataset.N + self.cfg.dataset.S - else: - task_num = self.cfg.dataset.P + self.cfg.dataset.N - - task_counts = torch.zeros((counts.shape[0], task_num)) - task_sentence = torch.zeros((counts.shape[0], task_num)) - - if self.cfg.model.rda: - cell_total_counts = torch.zeros((counts.shape[0],)) - else: - cell_total_counts = None - - # len(counts) = 1, e.g., we are looping over [cell] - for c, cell in enumerate(counts): - num_pos_genes = torch.sum(cell > 0) - # this is either the number of positive genes, or the first pad_length / 2 most expressed genes - # the first is only used if you have more expressed genes than pad_length / 2 - assert self.cfg.model.counts - # shuffle before argsort - randomly break ties so we select random unexpressed genes each time, if pad_length > num_non_zero genes - indices = torch.randperm(cell.shape[-1]) - shuffled_cell = cell[indices] - shuffled_genes_ranked_exp = torch.argsort(shuffled_cell, descending=True) - genes_ranked_exp = indices[shuffled_genes_ranked_exp] - cell_sentences[c, 0] = self.cfg.dataset.cls_token_idx - if len(genes_ranked_exp) >= self.cfg.dataset.pad_length - 1: - cell_sentences[c, 1:] = genes_ranked_exp[: self.cfg.dataset.pad_length - 1] - else: - # take the nonzero genes first - num_nonzero = min(num_pos_genes, self.cfg.dataset.pad_length - 1) - cell_sentences[c, 1 : num_nonzero + 1] = genes_ranked_exp[:num_nonzero] - - # sample the unexpressed genes with replacement - remaining_slots = self.cfg.dataset.pad_length - 1 - num_nonzero - unexpressed_genes = genes_ranked_exp[num_nonzero:] - cell_sentences[c, num_nonzero + 1 :] = unexpressed_genes[ - torch.randint(len(unexpressed_genes), (remaining_slots,)) - ] - - cell_sentence_counts[c, :] = 100 * expression_weights[c, cell_sentences[c, :].to(torch.int32)] - - # Convert tokens to Embeddings - local to global - # this also includes the cls token, but we will override it later with a learnable torch vector - cell_sentences[c, :] = ds_emb_idxs[cell_sentences[c, :].to(torch.int32)] - - # pick P expressed genes to mask for MLM - exp_genes = torch.where(cell > 0)[0] - if len(exp_genes) > self.cfg.dataset.P: - task_sentence[c, : self.cfg.dataset.P] = exp_genes[ - torch.randperm(len(exp_genes))[0 : self.cfg.dataset.P] - ] - elif len(exp_genes) > 0: - task_sentence[c, : self.cfg.dataset.P] = exp_genes[torch.randint(len(exp_genes), (self.cfg.dataset.P,))] - - # get the total number of genes unique to this cell; everything - # past this are shared genes across all cells in a batch, used for tabular loss - unshared_num = self.cfg.dataset.P + self.cfg.dataset.N - - unexp_genes = torch.where(cell < 1)[0] - if len(unexp_genes) > self.cfg.dataset.N: - task_sentence[c, self.cfg.dataset.P : unshared_num] = unexp_genes[ - torch.randperm(len(unexp_genes))[0 : self.cfg.dataset.N] - ] - else: - task_sentence[c, self.cfg.dataset.P : unshared_num] = unexp_genes[ - torch.randint(len(unexp_genes), (self.cfg.dataset.N,)) - ] - - # set counts for unshared genes - task_idxs = task_sentence[c, :unshared_num].to(torch.int32) - task_counts[c, :unshared_num] = original_counts[c, task_idxs] - - # convert from dataset specific gene indices to global gene indices - # only do this for everything up to shared genes, which are already global indices - task_sentence[c, :unshared_num] = ds_emb_idxs[task_sentence[c, :unshared_num].to(torch.int32)] - - # now take care of shared genes across all cells in the batch - if shared_genes is not None: - # Overwrite the final positions of task_sentence - - task_sentence[c, unshared_num:] = shared_genes # in the old impl these are global gene indices - # task_sentence[c, unshared_num:] = ds_emb_idxs[shared_genes.to(torch.int32)] # in the new impl these are local gene indices - - # convert the shared_genes, which are global indices, to the dataset specific indices - local_indices = self.global_to_local[dataset][shared_genes].to( - cell.device - ) # in the old impl these are global gene indices - # local_indices = shared_genes # in the new impl these are local gene indices - - shared_counts = torch.zeros(local_indices.shape, dtype=cell.dtype, device=cell.device) - valid_mask = local_indices != -1 - if valid_mask.any(): - shared_counts[valid_mask] = original_counts_raw[c, local_indices[valid_mask]] - - # for indices which are -1, count is 0, else index into cell - task_counts[c, unshared_num:] = shared_counts - - assert self.cfg.model.rda - # sum the counts of the task sentence - cell_total_counts[c] = torch.sum(task_counts[c]) - - if self.cfg.loss.name == "cross_entropy": - # binarize the counts to 0/1 - task_counts[c] = (task_counts[c] > 0).float() - - # mask out the task genes from the cell sentence - task_gene_set = torch.tensor(task_sentence[c].tolist(), dtype=cell_sentences.dtype) - potential_mask = torch.isin(cell_sentences[c], task_gene_set) - - # Calculate target number of masked tokens - target_mask_count = int(self.cfg.task.mask * self.cfg.dataset.pad_length) - current_mask_count = potential_mask.sum().item() - - if current_mask_count > target_mask_count: - # Too many tokens are being masked - randomly select subset - # Only consider indices after the CLS token (index 0) - mask_indices = torch.where(potential_mask[1:])[0] + 1 # +1 to adjust for offset - keep_indices = torch.randperm(len(mask_indices))[:target_mask_count] - selected_indices = mask_indices[keep_indices] - - # Create new mask with only the selected indices, ensuring CLS is not masked - final_mask = torch.zeros_like(potential_mask) - final_mask[selected_indices] = True - mask[c] = final_mask - elif current_mask_count < target_mask_count: - # Not enough tokens masked - we need to mask additional tokens - non_masked = ~potential_mask - - # Exclude the CLS token (index 0) by only considering indices 1 and up - non_masked_indices = torch.where(non_masked[1:])[0] + 1 # +1 to adjust for offset - - # Calculate how many more tokens to mask - additional_needed = target_mask_count - current_mask_count - additional_needed = min(additional_needed, len(non_masked_indices)) - - if len(non_masked_indices) > 0 and additional_needed > 0: - additional_indices = non_masked_indices[torch.randperm(len(non_masked_indices))[:additional_needed]] - potential_mask[additional_indices] = True - - mask[c] = potential_mask - else: - # Exactly self.cfg.task.mask percent are masked, use the potential mask as is - mask[c] = potential_mask - - # make sure that the CLS token is never masked out. - mask[c, 0] = False - - return ( - cell_sentences, - task_sentence, - task_counts, - counts, - mask, - cell_total_counts if self.cfg.model.rda else None, - cell_sentence_counts if self.cfg.model.counts else None, - ) diff --git a/src/state_sets/state/train/trainer.py b/src/state_sets/state/train/trainer.py index bcd5f615..1d681ec2 100644 --- a/src/state_sets/state/train/trainer.py +++ b/src/state_sets/state/train/trainer.py @@ -12,7 +12,8 @@ from zclip import ZClipLightningCallback from ..nn.model import LitUCEModel -from ..data import H5adSentenceDataset, VCIDatasetSentenceCollator +from cell_load.dataset.cell_sentence_dataset import CellSentenceDataset +from cell_load.dataset.cell_sentence_dataset import CellSentenceCollator from ..train.callbacks import LogLR, ProfilerCallback, ResumeCallback, EMACallback, PerfProfilerCallback from ..utils import get_latest_checkpoint, get_embedding_cfg, get_dataset_cfg From f705a8bab7d7e442e7b5e72febac0bec9320f920 Mon Sep 17 00:00:00 2001 From: Sravya Tirukkovalur Date: Mon, 9 Jun 2025 10:40:45 -0700 Subject: [PATCH 2/2] Adding state architecture diagram --- README.md | 6 +++++- assets/state.png | Bin 0 -> 194893 bytes 2 files changed, 5 insertions(+), 1 deletion(-) create mode 100644 assets/state.png diff --git a/README.md b/README.md index e4d9d77f..f9667bb6 100644 --- a/README.md +++ b/README.md @@ -123,4 +123,8 @@ state-sets state embed \ --input "/large_storage/ctc/datasets/replogle/rpe1_raw_singlecell_01.h5ad" \ --output "/home/aadduri/vci_pretrain/test_output.h5ad" \ --embed-key "X_vci_1.5.2" -``` \ No newline at end of file +``` + +Here is the architecture digram of state +![State architecture diagram](assets/state.png) + diff --git a/assets/state.png b/assets/state.png new file mode 100644 index 0000000000000000000000000000000000000000..30da9149ff2ac204aa4e302d0abdda72cd60523f GIT binary patch literal 194893 zcmeFZWmr^Q+b~Q^NC+xQBPA`}IHc47(kapoE!{9mNF&`K!qDA~AkrY+pi+ISDDJ#Cf#U{Zd5rWs)iaNqcnpn7DT+M=_sATqplJB99vPe4m*nE{KDs?4gP>kE1a_M zyMmZ+s|d~W?Lr813U*_WlTWnRzA7P673`muDP>LI zvj-OOB(h;{hJYTnF1}=k>;AQ>ErT@NwM>3;ZxlYa>gV)EbRl;DcOkftpSL-qgR@<9?LDm>`(S`7`G>e>yhVCidnO1=})=WDfJO^J5=F>>hmL=k5ZK7 zv>1e_AE>`lWwP4%p8t5|%5Qb~+UeU=ZKpDs!4{Sh7P;RGKT$K^uTE8h#k4c%aya4i(F4I}{HDhyk~5xAkbbL9 zsdQ^wxG`9Z)LAVk&}B9nO3qiQv+4U>K-qjL?bO{gHZewMOu$LVOC@YM#B7DxR(hLz zjU|zvi#fdmYJ2xy2*W-8a6t+ z0e;k%`@g*&&aQGkL+wMx5#xA@&iqAC8M)fmI)h{r<6Mm94Kl+QZ96PIWWHAYT95ix zobNdEz7d%3A_+*^KnM4Tz7m$bNV&)R>pj|&pE4{_p;^?4AJAS>IYdgyFqV_#fvTVI zbcrrKvnQVZq1!k~yFKe;YXp=!9#0 zYWR+EKwZ$VMt`4$iyx%%9OYgIwMjP&z5*FSqXj?Bcb4@KVOx40a zqG0%SH^pD5m7MGy!w(csK~a2z0L>p`uBhH5EdkHJdi-HWBl!~fT4|Sd7n2Ap(eJUJ zk@#c7J3k42-ffJp$F%(*`6T)c*fH?fh?66kKe;xvHmEkx_1&bHr@|)9N0~EPk0?II z;I9nJ(ZRB$G7U1FvYN8`SuQ3#`=(lvhm*HF>c0MXU1Z&ohlhuY2fykOPuVm|m3>u{ z#p)PEev{^eMvdxfeoj8~Xnetr+VfA|FD`k)q$@H{hg9C2RxVePOfycSP7C1%1boI& zlE~#S_^k3-Y%%|vyr930?CSTN?>K9w2dD?V2Nd97SS-C}bcujch01>E3TwY8Yrr^v z(bFQ~B2%3z9pcI~%jn9YO4KU<>5!@#NcymMU+bflyKEAzT3;sz_}hOEQ?F}n>^hb^ z$vHW1RBjxsTWr+-re7ZzEgBWcpXvUZprJs)6<_zRF5NBq)G%h~>A=&W-0aWmFZ9U| zHEb)>($i#0ByA(+ahveZSS~@AWS8n^VQ0s&6TDfbI>rrORK%AJdJqU-h^%;2 zx;7p=?)M$f?wkh3zt;@cESlKI8Yhw@s#bE{v|i~yo?o9^Yu}UIKOM>$nHY`V(Oo|8 z8k|-7UDLkvxHB%gf2zZ6ZD)yn|M}8&+(vh5ugE=LbhJA$Xq9&??$D!YpowB~;`H3j z$63d9#!VyleBwty_^_O5>EYl9h96_Q?hqP&NOB+PWu)fl1k*k7JiS9roWG9IKPD=noF>~= zVs)CZ!=67QhN^uIS*l!mPr5r*SY%v`M)FY*Wk<=cKN8^ z=~n6-u(S&qJAK<%*y-a*oYQXBHq{m}Dy|j3U=pJBkUyG9$xTTWxU7?{^VsWhgSZ9K zO-GS+uR*?zm?>^VPRoa6r;do^lqAnH<3w*o((HBb!92-NJ}tmXUwY=aYW+}E*50*| z{uPSKRb?h;R^4BoT;(`k(U#GcZnju~UZK01Frdx9`crRUwrD@nZEas?HF?lLxW!Uz z_uabxsJ{S?51T!cj{dzR7_wz~TjPCmyUNvp?SZf*^=E);Rk6%X)&&z!BrwmI!J9e(7Mx~~X zm5t?C&RSYn;96>qesT(~-`3A-DBi@IoKxFTZgIkQP+EIcs#$hi;{`dl*~Xt)aQF4f zxXM`m5*GL

v)rKpVFyOgk(U+zloVl)$gy_28it{N-w59s-eHemVD=?nbRq*~jiPmvhsCeFjT~densh87hbyb^Q>v@{tKsR#q6_w4_S=4jY=(rz z&$97U)>V_AO&zXEY}st##?P_y>Hn!6p5^$oIH|r+z)*s&C*+apaycBt3*5y?eATROj;QQf0TdvjJ!O-gfNlM5Dn`>#o>XNp;Kin&XD>*|Q&pGoNc;xKQFy zw75R;*~_#1qdGlOZcaaFktX!qb`5X6d2c3bq5hSOf#)XUmHx(Y7`yc=ii`H0i0b*E zCjAnVlCx{QBc1ERffl_hi>;7tk6rqm{>~b@or4AS7W06%kybA4Ow*sxN0R z=r((st{Shr84bQsp4@Ns-Fp*_+?pbokvPCIsLmqC@!wS|Ooja4uZiQ0kd z>wW^J96@cdu|Y0%5kk^XPEW%IapU^B;`@eEKGzEzut!~0G^K8<_!3c;KC(ajrG+t{ zYmLu4ViT$|h90_kjXquW?(8$oCnF%Z2sYJ{H3Nf@n1E|cBs63aBy`{k8Tg1IliplQ zBR@q#{c9Wr2`LbQg!cCwMc^C$6A66a&;08fH7Wq<4)7Nt@NvyR`DZr9Xa?#(*XSg` zJtQ$z30Ya-Th-X!)YQh|jjba!WIZ1kz_OFkc0fXUNC*EQ%c{`s0_#sg)U+J6zzTxK zw$^NhCbmYVY_8UJ@O6-cT?K(lYg0!^rdlNH36-nv89|!&tdGf~5(N2(^-NnU)&4r82*4~_* zLqI@){TU}aCnqZ~gVn*!#?jD~)y9G5UyJ;+j-;uBu|34j5n^jY1z*?D$kxeGYHFn|39$xn2J9iq!S#$+ z_^${4(=Ei7w;t8H^(Y@V|LsR_-TIG@symq4OW0Zin>vaj2=@2Gw{QOapfEf9?6+|7 zFGT+}3Se3kTbTWZYNFVY7#!jNA;}<;N@~D2z-I6tlrZ4e(|>&f*T`4+Bqv)3NJt~@@4Y0G^<3%F?AtC<{ zzjD>6LP13;#CT79kx($H{@Y)#(J@C)sQ&x=e?6!ih6L5&;ZG6&AGZYgg2D#>$IXDn z#xMzT)!(->{tuwT4+a2r_kV%CEFkEClzW2zIi#Nmig!M(01|g3GStw{0VuGc@4{yZO*9RTO zw!mh4Rjn9jHE?A6qE-k6^F%7crGQqz#e|f!^fViF_Wo_@Z)5^xtf(uJNZbf0rW3R% z@pNx;qSy4SC-sx!mwg&v-+TNSmNa!X3Jj100{=TV`vEeGRtiWs5a1-ANtCma!Wqbq*sL!bBEk0609YiiLJDJ7c- zI4d)+&G1UKwPOx77ARU`^2=xB)=FNzYLXC5uM>M{JF8yoQ12gPqM?OY3e2bdV%;E(cMf%W#K4G`t75?Qmy5XdsOyxow?Y(_uKLpuP8sE7Mb_zQ{ z#tV+jK*Z8`4_$Znv-jHD99{5*xMd?f6xV3}40&pAOB>#S5~dlz z^`cXl@x;^Y|hoSybYZ`d2WC}h(55-_`{%Of|eb1o^-o}`u&GYJz{|KxV0IYcg zeiMR~?Q%ixX3Z&AZFd>xRnx}D)sln-oqhchdx+pxFe4N6@znV3Rx+2VymXq#1M++H zl=@ZaZ%mm`35m18 z4hg!Cazu9`9_dT8UZbofy4iPpeZ1{N9I-j0W+R$kaV;c`f7^^_NF$?Ekp$HuP>BR> zLLYF4z^rDq1)X%y>9O{9$}W$aKhOa51))O=u51H5raRgC372B`&(&++#s3@KB>_}2 zgkyUl%(h*nZ*j8o$!DJr#X(s!T{e04hxg{l=F9~Hkx&K*Tu=7>IW5QVW)ia|F;6e1 zKMnkT)O3R`08*$0;4S1Y|D?TzSq~hO)d$@iN{SBY{P{jO0z0kY+Y_5`+pUh(xO>TY zYHFAyVr>=@OKD5ac9x9$Z~V>*@cZVUPc8_s@$Prc>Obui;hCGOFvh5kalrfi!@D03 z*ibpPwf8woJSDN!+w`kHafXBx(pf7QhPMSM5St)Z!149(TdLFnfH*~n_uwva4i0eB z%kMYkE#PB;G4<`Xmk1i7<=+PwIx2t&*zi4|sBl3k(g=FAegc#=9{Hns{~K2Lp$C_) za9k0I)-~X!A|>@1fXsgm1X>2hVjJvkX=^AG9En*!(NHi)sX!STs029(o+PjXv}2OQ zod6r^8xz5=39xRRvBV&OT|IDf2G*Bg$=lQa4*vbaT8Mw7}Kc3d2tKMToqqXksOI4z=gQL z0eO(#lH8)}|B~S^TKqpFLrGd!A8TY@@35)9dwAho9L=eJ$FMM+h9EaMQo@5T-Y-Gs z_>$8ednvkQJSgS^w?b$f5k`%3`u?(_*K7@7S7B`6cy-+hlm2n5jqmv{Qz~tvo__Y= zi_ZP9EBO3ZNyxCtavaO~m4t%smI_gpXj-y!d&z(RC|~RPN8N5Wju^(ACN$} zH=7|y(COyiZb$Q`$z03bB@gA@&AhX1WkSPZlEc@iMRa&dSBY(B>0EsH2e)g$Vey>< zB+6^&jb7g;j^}D=G}A7f^9m=4+|@UIDweeBE=t*K0)tmA-My|E_D$#O?|Mvyy>N-A zP9+T~Nza3cqMy5=RK2D&OvArnM=C8q+}=5vxUnH*ARUV!_cU~zSI;QFkImhwev|Wo zMKNpNWV!G zhHUVnt3a(L*W=MoA4Lp~IzwY;mgD^)fG1S_yD}KHpQlNOp_f)ar{C(#-K2(oOyk?~ z3UPN1*Ld$RII*0SSxJW{v_dTXs0QXV=os8NGoQY=Jsb;|pV$$9gt*be2%sHl4c8DIE!Gr2Fy>y`Y=bV64{uhoiI-tK7!pk+1=Kg%qI|c)8 zZubY9JkAU+2~sl1m`+DgzFe8d^CSiwzRmJ@%Z#cog|ZrN3m$2B?RHMvtJ@WC8285n z7q1aVkdDfIOAIc{-)`uhT@@p8%}#`nGTUq=({@>R9>)Y=4Lwk*Gw^wCThVx?3dv1K zy3ab8`g{`2T=38G^BG>%JeZ;3#6#Kb)|Z3hEAwa;*RJCe6i^*6SqIA72Ve#iw7!xK z!ac%7h93aWzATS3dH0W}3xURwjo_gnJJ;pn@A-ZcnVfIis_N*vrl>qkwUGCZ)+SkA zt|auZ75y46G9Hn1JL&Uw_OW)aF7oB_w{spL01sN87aO~0!a!S4*?rUEJiigvo`bp< z1sLTf#;~Oaam9hoxog)QpM_@jV=rADdYDe_$E7{;eH!l9UHZL>)z?@no1RSuau4F^ z6tv3wjO<|ubwKrl3jj8KX!zL;LxM^HqkZaa;*!Kj&f}U;XYnGIPpI4ga3nIqGo5tP z&@8r87MBgo4=P4j6q>L(7oF(ja z%GOJNosKn<(jL) zHA}31^+eh9d@{(IT|AwVN_k&^gYTC2)5-u?I#I)HgtGvB{SfdKT88wEnA+hgv}Iy5 zvR}w$$7yjNf0L>{Jc$81?Ml=f#zCE8Lt>*3X=9yx0!E)|(8Q}bFLvra=s;gNqdC$m zDKR*)Nz{JN3U(bhs^ccDooCJ^Eq`9?xsfa7>PejH)K-zfu5 zMa_F1lNF6wAchbs-_MqkOZh7GVv-bQzS2$EJG>mdwlVu@6jV_>U1TQ0sf1Fs5wT8x z?jl=dZMt;7OR7Y%=3IyMXj?rSI(=x{A9V;L0oN3KbBsl;=PNruTkP*PBl*@MpJP~P z)6;pK#4{<%=~W16Sou(FW?kzu&F*peVr0DA=UUGa--%OIP1J;GgUO~oV0tuL*Yx$d z^e|wDMD%Aoh;r4{4lgYM7AJMMb4w6BsR2R2QJ+QxHJBEE3Bt~pZJ(p&XL6y^>=Z9h zpgrG(`;oNU<%IfCf?_BCpQuk1=oWmGGZGjsRwfHM&^iB-P4e8i{UKrPO2hc3Z|avT z^`}KU{c*97sUuS-==3TVU)M}aQS}7fSII7K@@wsl{;{~L@zP?YnV9mx+4Gj<{KlM? zS4IXKF>w*;A|M^UV3+iX)ClmKV<^^+qopM*$Mc{Nc~6RU2b^Jcx_)>E&`S0Wx8er0 zMta~ZJaQxmM;-IQUs~zFVSz2SJ48N5C^YD9JVPIe2{_7V6D;3{VsfmM#J)daIyo_? zL)(3sb9nevxna4M0tjdiq0=D??9u7Oaf%zcmbr75FjIvOLEK_GakFRhWXJC{iF3ia z&0vb_1tSmZ%C+kPV%#!y=MLCDi7&*%nxs?yI1YDq%w;>^coT5#d#Y>)2#c~tip&cz z?Atj+XuHuq)I+4w6qV{4GA5fThIrJA1^0w>X!7q4z^?H7Imjm@L(#+RGee(tWq|v{k%HTe}ijjLm+vxOp+*HgxAKG zTQ0P^g!%kW2-eZ7XUOT6^1Oo!?S6KoE=xVr)&j-tnW7|2&X6?PswO^YQgYe6Gv?@e zSQ68mL zpc$DFK$PVeLPY4yiTYf?Ip<8Mpq<)*7P9_g5>axirhn)>XXN2+BjYrG!)cy7nX zJmvFh*$?7me+%-0V^oiA7t_9#TY01b`nIT0=W>%McPxU-dVH6e)wrhU$YSiNqS5Ckp5svM0_QF=qSx8HA3nlxjZ6WXM+jp~o9Zdvay~-d zTAqX!$tjKQs^%DuLP&IZLksNtD@l?{bE*VwE{}%uD3a+q-AChUwzp)jYrnxQ)L=?2 z_AT|91Ne&q){?*RZ}`A>5%B29o=ZAy|A;Wl?~Lz{i74L6y<*MwD4^AD;CVrxxL%nl z^1$dgWmea{O3_*Wn=P6!U@i6&f^iT^n7}Rua1}oXydOa1y3yVN@f=mC%G_BkjgWzj zyLt6y4{L5YGVU<9vav)48-Nt2my05|IRKv8xHbme$|ayE0Qs+0jKa7%eIP3reWk-b z5^u{~W2SATR(p3Nipl)0Edwr5rsWh_5flQa{vuc|OngHCP$_T|{Ty@O z69MEafIapF8F8Nwa02tGxkiPbBIZW|G(?~B-Q!2hZ-∨&1`|7cm0#HE=-$dH z!n1FL2ggn-B$8An0I=d_xo*lgz(T2rfcfRf%Wo0$J>ls*594j$zkD3@jjlaC#O7as z#U5_b^z9?`jjKLD$c-%S51=kU%lP*x?`I(9ivc#`p$TfwB7#*;UIFuuzs({;UjqR= z&iKdWI>hGhfW=rRUnHy|RPk=T?{k!@*^4LIscBn76_qxR7-ZkRq|k3DA>Qg?jSLgA z&(4y}%C57u_Z&OcH$F4aQhNfpuQHOZT2(dU8*$d%G16E=!z=>MC6-Qi$885c+Bv|S z7F~f%=IjOuo~zPpU9+^T#Oo@c^E2k;%?=OQJJx%-{y#GIyKbEWu-gysw|7Y(&M}$; zhbudob9vx;;P5v`$@BW;%>{w6&z2kRA2B>jE*r&REb~nC@(#8%4cR>>?}cJP8s zUMDfp8`nsi}65H1%&0f{PfL}sy;xXfA9Rzz~trh`OF(IsG3>l{FMDrvj zAC|@2keI9>&LzeJBo6tl5)q(DE3)WrxD^>~T@}dSh*s6zk|<@&6B^}$yEe1?J~GW% zx$}*lK0#r@xtoOPWWAgttl>UxNks}CXDQI(Hig6784Rw&#Y5YH@=k*WlU&>x8*lUK z)O?lpiYt${iiLPs?}!2W$7XBQr2!(3*bQUnSD$80=A&(3#G^$<8O|FX6{e;-)p~DT zi3Pr+S=2+&XDy$X#B8&YcKNBEPa0qB76Y2`SQu-x(OeeD$lfHwMsoo5=w;!+esdOR z27#S>hK8~l%k{a(=RWO<5e(J-DC4XMtdj7@-}Ck8k~I>mZ0<9F`$Ecu~E8ql$e*MTPD!kEb4Ua z1B<*c8=%*I!?apoEfWQ#K?#+%(m1~u2EwpZR9N;3^0F-Blc*T*Al5z;qr_W-M}?k4 z&n)ZKR298HRdUA$dd*~aeZ17E7daFxdYEE0y6Vz8%#$Lv?uwj4?-(wFWTu#X zgUP;sq!};b&8w6$8+P_45Y+#olsg2GCH0Mf=SS`;>>~*Mh2h5%2;5#NB${A}N~2#; z=q6W)tK^v9G0;zB+Q#TbH|$4KpK8rCdr)gb;tl~-d&OI@LVu)zh3%VHPNSwrr$3MojvE z4X~!B(O7YrVV$_02c?FCI{SBPnx1zm%DQd56)}As7*O6N-04NxA8oh)8b57bNicz6 zK((Q45F9Jc)nq!g^^@y72t$eIP^xn;&c%EN>19seD97~cHc4x+7u)l~5NnP1^{Xwq zX2-e-f5r!M0%C{EE+_>mS}Hj|I`u|eW`anKICsrK@x&y}%@&4xs6r^Wu%WY|C{e1az`p`9&>QiX z#!IIB^9{tzi35HwIQDy=_-=JhUI5NBGKW~*zP-?e0Bz=asU`1SxBms?$ek8EU4joN=E zzqC`~_h>5`BYQZdRfHR7D9Kl0tF{UOOP3xy)sK!_FXybrVlYhZB=4@4i~NizC}Oy( z(Yn%W25<9Mw<=&*+1v76iSPcwRVH zh{@LxdAxeV@06Mtu2Qh7$T8?sh_%3-l~nFpAbh^10)8$M7mE?RLW_lq7lx%y8ER`!)vb-$XI)D(m`T7hac zA5*Z=)}e0qhvIUQ+ZQ#pOCzR&V!-m>-HNfu&s^zl!)>s_%vCoe`K6}u3AT|9namzj zW~66f;awXlo)stc*0&i~-x#6Kp7qjW=e8RLNiFREI=Sotd#xo&t4tV-I8Ac%yW2%T zHOkkx-@gZAI`6-|R-1COSj8Sq<22Oo6&Yc7pN_{=y_Yik^P%uwq#Gp}-8WhsJ%U<&>P9rjm3ppu(+g6{W4}*gQo32A@`mnzTFP6Eq*2K~L z@mz!Ul&Z&;`Raq|bvj&2ZiR;PEK%oRv8L}2g2{&q^7Pz)KZkxu^O#l31#>;Hs3Bia zbxi7T@is7K%1Y|)SV^m|n-_u^;5_zGUKH7L|9g)((UM|)n3!&OBH_z|LvGq( z2!?)gjx$Lvq+@dC+w2&-(s`y>ltwP(QGRl>LBW_KcK;A8N#Q-`oLQ2E$l<8@_o9!9 zJt`92sD0-i3BJmF`V}@giN9W=3QU|I)CPPak%7^7Bn*CeEpVN!vfxs}a((*NUsoO7 zg2XCqzb*a9Av?XKe1_c&Tt(b$u!1)#ycM#MW{zjez_2|rJ-4J;!Pj$rS>L0$lQ-h& z4kyfZ@`)W_!UAi#5giP^zW8tx_CbE+mI-70F$w}pgjJ-Sw=3X2-3!N(WU?WtUaN%K zzOq5#aR>_#uMbbq$c>%TQ$2=6WkqiXCgpGMvmKB9#tUKNSUvwRK*iNnK@-Bn5#&7dK zsaX8M8B4X-B8pWeJI4u5QUECcoboZVfs zfI&T5{j};K1fRZ4Z^Uo!6sHX@DkU-^^W_Ql7p4rS7WJtXp?F+ z@p|M(?q)R?!-5+Ar71JaF-fW^-iD-E@1Vy~6{2CX$-qmixjOJAg77#K9sG<%4zphM-*@2)S%1LU^UXDdk*3u<+ELt}FW7%8cW zIUd+g$5)3DSslh{!~mJQ3_X+l?aCxDYChoiEMKXf*QW|s6|gApSF-zmgTyAzzs#|= zG8%Usv9mo&BHue>XSS}If|o~-VRA}2zO$x<=T(+(D0P{y9La0b!KPYV6=u^F^v|5Y z==qi(!?-uX>v+9v^b3mK8inGn*?9Pb3niZ>NpFKBw!mYKjX3h*?xO2q{NCjpblt2?ceCQ2v_E%}IYO(SmeN#uuSh1M@Y-H_D$@BaM$s`Cp^9+50Q}0UhVK0yhZ@4?BdU^O+TWQ0z zqFCeFnbE!>&!WJpz^bRy$;_I6OE(j1n?m?=NrREX1a`yOwOP{PXrEftB8E)zw?7^{ zc@NAd5-cm*Hs)2`ljVv`Jo@88=j=y>eB_(+=7)I}fto7!hC@-jOaJ|tdc4V&zOn|< z6iZlk-$&Je%8w%fRaHCtqs8T*{*mT4Jh6(Z0;OIObz=%)Yts}w54?O5c~;nX7d<{C z((l_7Wv<_kHJxZ2QQrFIVm6cC63Akk>H^=%R{03;I9)j_y)m@04*kr2$i9>410+koIc z6H};(lP!O9$(CrGUsL((_q^)aWIi1^iRRNRRY{8Bg2cpPc5zt3+NmSBX#HLE8frg<=i?t9q_2=~Ja3=i__B)Abf^4dPPP!u%=+B7)`gFK2 zack5y++c#eJW{_nP<49*?l?xOL;eb($yHPH%NkA>ri%nPEf1Zs_`C;G`Lsw9ImR;7P*qb&R8a>Wad|BQ z)l1rbHM;tDWk3bgz6h(MvZp8z@*>^x@`&uzV+>C>_W0`*s@$8T<^Dtjhjm~?!2R%Tv51gC3SnTTaK;hoZm-=WaZ(JW>=D2H@Ja0qV~FY z59;r1<&L-=Bf*QbXz~@e3=A_oMjGR}KkO@&gEI@QlxsImu2Tst-W_q|D+)oNl>+4d%+AkInRMJmHRPjR!tdA2NHtB$Q; zkA_oxR~aB5`{I>YjC%Bi(sGGZ6)PJWZKFf(lC`!E0dl_DFLNd!GO)|Eg9&$1mNkx4 z6#LhK()62*UOQnh9dNS2oo)e-aoU3J?G)mxQp?=6 z`@yDsN@tl9?A*{%hLMSG6r$kuX|wt@cPA1pi>I*U>cjDvvAvu`*hrOkQb53+Ln|{0 zam~XFj5j1JEORlCPQht~oT*N=!Zp_hSjgy+BX-|}_bW*8jA_9YP{&QOtN!?#UxOzb z)~v*rihXcRUsAr)&-|1ZYJ&=~c*j$uC$#E&WZ&01JQ&O1^%mXYtWKm)O|PDJ!rf+- zd{QiYePNj5C`&{sRqy!Em@NvALH97*jhR70X$G=x`$gRs-!ng`OS_* zc5kYb)g(_|0Yzh2C&Md2wSz=X2b|3+5B=Z%sPy|B8%4|07P&xO_yain z=2%jn#-LnKK(>QO5Q17;fI#l*aCIBOWXMkmoa+C=~<*X_w6hZ|J`{SM^7akl=f zt|9!_b$Aohok}VX9O(2sYQ2>MY!)cS2|dVBa$kJhiT*>UlozlT!w zozx-i(Tz(?#Sc#$8bWZgQ4xPj7Z=M_Id?|sUiw}cE_b}}MBp^|O>JiG0pd3H~ zwa|eu|IK`mJ}`fssq>uRKedEI;cZ6=i_#?s=q{cD2JMBXO&G`*UM4s}8umhPM6qpA(_s}dnF%VgF0!#$}x>hnicZ9ExXaGmigO^$EL~bKAfL|ei zgf2W0{O}t#Qq}~PsPFj$R6?kf7rAaynLzX0Yk)-PE44$2UUKB;@KXJ~bX^*P9{?=K zqP~ulH_Sn00w6)$`L~-L;xzTZ{4w?LW1x%xB}u=T3NQ`|km6;1)*1E+0o}<i@#911 zRZL@>(ag`kVx`Ul%#?ulO8giqiR;yL7@1A=TA39Cy7a~`lgI&TW@NVZRI=0^HVJIE z=WI`?uu;y<|Le|;3b2Ex#2q>V(hwCReyty?Qfr()E3&sK(gZ8RQtEwlk1c_Ab|h#p zimk#cI(SO_e3vHYFp`>_wEq7~3-i*$``wI#1Cc2gPiA^C-o7-O?i3>=eem`u*%ie^KDOO6@-WuF+CBTNcKo^`2YiTW_#D@eeM;Y{P zkrPd<>-PFxD^_GO+jaDJuP_@_(?^GTVQ^;CopCXsChpJYTnnf7rMEh+ecJ)vClduZ zB3k=e>riyL_Lo!Q&AYb&qRX;!*X@6OHQWFWb`Sy&0yv#VztXAGr#LtI7_(XDV5H#J z=(R>A8y-@4+-xWDZ@?x4z|PIOBB~)sC>lRfpO5$Yc!Y}h%x}E zPt2u`sxaYakmgOcr?~U#zmnR8y0B1n{n)UT5Q6UuLW0ZpkBlKiVib85^ZtYQE~lM= zc()C%xm3AlV+<1%Q~GCBpH=$9+VD`QpYBcsTkmbw$oKj~Bm`ky?Kwv=&*Btuz9^yH zwoP4tc7O`IACTXOeCs`wnF^exo|=^&SgPCh)$fA{YRq3?Z zlX=f6Eqb*PJV@2_m!_odE*o%`M6_hS%7viZEE$laN-$E_E~8V0SM6F@W>t!rz&q3P zevpXNA$bx8>GNWuN`#dK^r0wFJKcZGii=P@eo3tZDJXS2BXpb|Tg7seB13A~mDXhJ zj95d2d307*m{bJ2DE?A(E^kKD}TZl>s1mp^6>5;v^xRjUAPi| z#Nd9bNrDQcgN|c9R*c{INv?cYfAJeBN~&7Txa`P-xal-?ay?! z2rCC_T>vnDMS;A1%U;Ex=oB6OG$38}si={WwlP!|rNLLP1C16R64sc8pPM)rTxLIQ zE(6|m_`?4EDYaZU5A}5SdtK$&hZpVrLarQ9Pyd>kh3!Zwu(n_jJ=3``sH_PQc1Fzq+q&(54I<;Ea=hK~4`?KyUm}T^0P=6|{}9*#Y0^5{6NJ%* zTV1pWV6)v&I;D5OA2&>m2Uul?R;uslw-o}YwHH9kD~xP`+oPD)03Us)@JXY%jfHn` zJImi0n}cZI0#NuIo~Xr2n?Vp4zN09-kAj*FeEVRa-@sJ=`Gozi2%rG|z5oFD^8A}H z^(|O2N8wl$F>+wO4HhUP4M5F0Rub^~8scQ2H}EEcZ~Xf)|F*0Su)m+(X_bsUdwcY{t5(Q<;{u{8Z zgTSaa1(FRyetu9wqcVj*w#{AD3Ah}FfV50fWF#vGfquCa2czrxj4UlV>~g6-+iHS) zm?4p+xo96tO9|XwQy@C5GdKat^r-O%+?=1l5rytFQKfX{4&&rW;C*X@CvaMV+1E-|iG1~xrD&N*E-x=%E;D}>?eHz_Dfvvz)P^VcPUC~z{=^!s z=Cf_$x}W)f2+7ISN2~>QB%p1TQ!1rL42%lNG#!Z>3JDrZ?F~bfH0W)gX&c3KgRFR! zGiSo9eO{1FDGA{%MvgIk&WId;tyK$4!BG&um>uj z9#@Bjg*p|AghYf(^D`y+PPr>#@XBZ)g^%nW4tAEo&bIvwZaiWB>CXz)TGP1Aw99w* zx3pFQ8yw^ra3s0cXx?6yP-!{rQ4R6^Lx}%^y8*kjrAIB$GDp{;P1@tc^dv7&l9o5R zwCj;W3S(o>PqeKN!XdjVy9qPK0Y&!Xn4jI`w1!KlglVHX6mEMD5_yfo&pq|UtGsYW zdjcTE;bbB!RF8cI@`~dxj;eg~K)sjeZru}9&3z9aK4AFBSVYG{-`#gb{Bq@P!xt81 zBT@X0y2mOpW%C#093$ur)unbpYfi;qk3=WPeqP7bY9T}!4IXBchO-Rb;MK1d^zux& z`|Qx{<2y3udk-Hlm!;xGO&*=gyXv(QOkizwvU5Up=GXJ08jONvUV5*s($H%Y;(3c# z6Z1wjP`JtsR|7A}kMXL_#Dj{;pA|_ojKfs6Eo9}mE&0n%UuD!Pm;1EnV)I>WH*2bm z*bq)E69icdk1f&v++N)DOYl9lTC&xqt&{hOY1=B8#iyM6DHB9$k7HR_CpCG~EApSU zgt$%yzeAIWmrvgBdPuz#&lX$I`+=z4Net?(w)S}9rvp>eiCpuMZPwWap&MrwLB_9Q z4>s-U&b^89vnN>93M@0E6EwU%FAkZ^&uCOi_n1A-OS`mW$y@^@Ye;^SY}*+GVsG+( z@;o9_{qjbfch1N?JbJR3SfH{7{*K?@PH8JCAdU0NS-AfUAORjq%zgQB{CL@+>W*rq zp`tr-!#^tWnBERx3KTG`^zQ19yo!F;k7M2PBpE->?>z;d;q;MUpoJ6GDCS7YpR%V~ z=g~_FO@q$TIWAVu_T+>*K6AOhU{9e}j%-$N2767Z)jv!q_Lps=R+2MOZPUyNBf7l7 zQX?JUg|o^|-wY7g`GK1ASh{&0(AP`xS}}BgF209lUPSZaZn%WdOCy+9-^uA)#-3R# zk4LuSsv#C$pj3&fX$%WL2;S*ypz2e69TppvQUsGQ9De;ZySjdiy6H11-h(dP<9L&P z*O?^yzG~e2Q=)wrE8$Rv|L3z8 z<|&NIwbt1t3f|MsY)`7sX)C54`{9e*vKIv~jO`QuGA;;jj*zgczlc z2)X|1cwC;o@pBCGOM|>ylLED~<4GmRTV?g5$=E!X2z$9Z&bZA5b zA&2GqRGtxj{ruz0Ok!l3(#4tcEPnF_zYbdY_e9U}6TC+dZS}~5fCC|1^GgnK>_D6) zg;XkZOP|UnE7zqUJ; zujF$*Bk^~$9_Q-AWnQEnh4rAYXZ`&vxv6d75!&;KWb1Uovou;jOF61t{|*KIW8p(j z#ya_y8gek%e!e94=K6)=2qHj%>HrSHSa3)P0>l)S$iwznl^9W_wkO6}LuJ>__L^(S zMCfwCrZYL&>X47Df%0v+!xmM+`bCUt1x(5`3I$KsQYO$zy`xhYT_*A94xWRJghK5U zSAWZbFqc@)bnJk zXjn;j#ya6=QGYKN{p`)K&p&j}u!kFUeSXB-*95+RwnFBAqquI*io&zyto~_Q?9Sa- z_LkG`OA`i4KI!I@Gln+qnh*OxGj|FfJ#?G~r3ysKady*eGz#=g79E*2q9QclzuxIg z0Ig}TqVjkZ_J~&{QN;IDCi$&j3qy4-lkd!sV~xJEmUN@|2e8++0ANjEeuN)MkO2ow z&`xp9nH&Jj-C7(F_?)}Wr``m)vBy8uw*Z#5u>B_V4@*Ho@OIJ4d!JhnQl}0Ci|VrN zSW0N?k8&X+X?}nbOS}8dreLTr7w+K|0#}Ml~|QrF7Q+Ghzi~Ano)ZbicUieU?TI zmc_qU0HE}LM8<=bi;F!V1xo36HFD)GB@3~6w0uzokKP5ebg$!thB3DR7%E`Ff>1*b zB&>oC7xRn=O_dI2+hx{${e7{|UldpTk&5z~4Mm@en^1uPeMsK9uwl*ZrDo3;P>1TcH z4AuHyBSPbHzi55?9-gq%i-wMa)6A}WZ`SAiLNA=W_V zx#+wt5+LuVLu+`4NM&+wA{h{j0U_!amF&p>nwbI!2kyUrORA&0aVVGU5t6wAdViX|k`IOlV`{x`WkcW*X)9D{B5z3Bx;g}Iv8BO2-Hed%Zr#Gs);8x9knfMB5b(lXmHm)APVsFOS2 z`PmA5-afE%?V=dg^7D+T6I`^v`_@*ONQ<5WD~R5qJkr5;V7JD=ZWww%m)I83+I{S6RWrxicPGE3>^yBiJ@`l*`FnOmsF20T6T4EkYU$u1Z)bemuO z^*<@n3cWuJZE}33EFOB?tm8X4J3wCWUAmi3!c_m@q*T&`Q4mX}!Kovj)VSy6<5iR$)H;y$QgPKEB zqp{kGgxh!GE~if)a8Li0=cBun6RxH*q1vid>Rj8yF!3xxy-cADlz&HYG|Q)@_+;>_ znETuWp%3Z|G$@HO;zj4Fe!wT(7zlwb(MP{l-glh+VeavJe7Cz6qD$}Vb5~()*k(Y& zZNt=pBOoD&MPc1z2}$O37-jvA?^fNSF2*rwB?CUoYE^j%S`>hG{d%ip`fmvHhe~Y}XLQcGg*~rN4sq_nBMcxrD zhQ+XvG`qI=iyA8?h_WuPP0HQnZo%`+7#8{khmw{aW+FrD&Y+yK1}P5;x2W4zgLxnb zl9*-jY#f6Q^Dx=tN)P8vd(r9p3mu2;&uw&SgEqCj4zftG9%;9S_{r<%{B~=&+ zpW+$`cT}bS-09XbRPWsN4LiN`9Q2s|Hq#;WR=fCCH(y^)w?_8iZii;x0F#TZR54s& z{d}ZQxrE=ZS*jf#q0x4(aw_%kv2CJCRqk8pnW9-SB1JgcKSA_uR(-AnA!PPb0n*WE ze$nq9DbFA3$9!+Iw!Bq!{)=W$VnNvv}uE7OMh?R; z`hlPkF}r0U?{V7XyXjPqZ@1btL+6=3-DS*t=ik{kwrA)QGWejZY)sX+u$*E>%0;52 zbn;Z*J}XT<<15*X18K@w^K`*@k;8OvpwF8h#fbUg*(B%q_~1oIqE^j-K`H|}7O4iK z*2mUQZqR96vx&;QEjddrf(Z0QxllkTFb@*A8E!hb6>UBi)#kFOy>H5nPjB2^&e*Bv zZ@3V9#Jd+#RVBSr@bm#zSFO&xIYeq3_45R6K5?hsjkJG%-sDAWE|py!`mF5ZRRc_$ zS9xOp!Y+E>PCQZtwSR2JKzDsv6td#E_+=jkExuUF^G&Q4$@fx2=0!@Q`{}-~_@|aj zPKU>aVdw)Xe~IJ8Uw;O8Y~tjG%8&Xf5L4S3rYSt{;#qWrn$TCx|E*1;X~7$!f+h1S z_jb8P-Wc8y_Mz7;y-p8#R-v&h3{5jVo?UgZnyt(unfeYoa&->qd0KKqQGbC#2lI~&T zi;}y*ABX&84E4ugK!SP?6}G6` zBRkQ6Tiwo1;})v==rj0mMQS;lotNgZ+_EJm)f)>vuJ3$Er&eYb3OJxy@rA#iuQA3 zvGP^KA?H>ob6#ZfxO`nAduy+cjE!Lu@%AFqtla*7QE>Cfb5JMpJU5^BAoc1l$r|D3UYXruRfv#s(^dtrgs zF2f0hS)W`oa6Wiy*KE1|L2!O8JX4;Ds4yKGmpoo+qpLcVz&w)fSbL8{sMxr!cr&Ip zp$>(fW4@Rx*L|}rui%-DzA;>3kUM3 zf^|{;uu!#l=;lhO>h)aR5$JI9yZoqm>&|p2clyK6gZ#Hs9_Nyc8aCAj(?e=8!q!Ur zIugF#S4Bd~B}L&<5S@4%4RE7R$B5WG2r}~)H5D8)-e29LDA-r6^0C0edLchtKlc5M zNHLHSlYrkH*1TF4zAc4t?%TIBkQTNyZ4W$7)*kj>7QCH!?J(PwI6JDM6y|&6K87Kx z3Z@xJ#Sn(*0IB*!e>H%|Cdl*CeIAiyZ0Ab#ZVkMFD@=VD1Rl%;q}~G~Nh@*%!cGdl z#a0QHUrXmLUVoW3l0mFt(ceD#K4PC80u z7|3R7*%vs-e_VWh?k~aRb`wpBSd&hBb5_f~%dMB+dnjY++8)_DmBc#lj-CEg*yj|* zOfc$7GNFKpS}tPlT_FT4BN0LaC{~TO*(l(t`};dsvV}Fz@mH>%(6X7rc~|yU2FJF? z2u4Z>iWu(a2tTXF9z}D7w2fT;ZKtq|zc)3%A{CH%60$6>%vw^SPm)2Sf4uu|g5yk3 z7zwh;(1ywv*l>R*>RZi6fE*i#{5jf70U3&&mzEmVx04ro-`+WLj>zxx|5j5D<0QaO zp0Dk@%k+uqhUm%_++W2ax7~e2OVSQAuY6| zo9XckFvH4rNVHiuM7SX$)2Q;=0~Mg`}vH@|lhlw9mb0h8!WO$K{UWKfc{tGl)Y zuQdkin1-QGE-_OUh64!mmM^;zG(>P`!>#UKX7sQ?pBbZV=%aGDtdtIR9osOJEbyPY zT)#LDP_!vpr6B;DNk@4j-Le1lxYy_#9*S)>Z|v#qMSFDpO7V}~bc~K-oVUcF_`6GE zcOgmG^Z#3u%Q`~1#4EHs_DT7aZ^o@kzehMjrJZeJa)@t!<#)4Me4ul+otfXbfj3qY z-S~{0X`avejcO(&CL$1ZK&Eb)+EIbOfZ(a8g{Nkt#fx_6s2WLfj?ww5*jD?y6gfU>d{i{EjJyCoRbO>CEAYU>vTT=4_i~3(SECFU z@@ouI39=bl5I9?HfzF*1_>%eD5RA{1(r;b@CfU#RAJ1w-zB`33OK&0nt=CeW$`SKZ@qcsSY8t+v7<8TYTR z0iD>Fb({Zs&G3uDa*#p+bJ|rOy*XAza;4>sgV3Uhnsu5!J!E+`L~cYSXV7&mPhD+- zUZIk}@TNhaHXsM0t)x((6J|9E(wnkv?4H|&F5A7;Cjfin2rX!|?{@6X6+2D2 zOM0=N-g4Xs#sD0Q~Mz^|(QE?sA`=r^c9+ z={%=#e?kMo3G{8oYZQi)c_!R6*~`YOioWIrTR)m0rZd&edi`0deka{zo5M_1a%7k6 zqBQeml4mJYey2cn--VoaknHxCe4j3?u4Itr+KbQPlrN^K&?$WIcc($z*KQGSA0=Bq zP!<}CL50ezSHE&y6Q}*h&0v4)`zzA^n^qI1ni^$J`?KP&h7K4M=K$K0o8$ud-+3*_ zC=+RqRhfB04zkp{)Y_?Ln|v8o3@hK3hf6eTWr>uNjrm$w$a!4WWot8Ecz8+SB3bZ# zqKJYtmpA(7$w|wSx|*_4=9I^Qb1k>qM5mx+`Z@p@d$44@oqN%Ni`HVOulFbWdTi_f z1zTNaYO-a4z(S(0T#Zdm?M&kSXC8J8mt)>3%O*NeIeIo>(5CsDHtgXYbe35_ir*QCX z=s>UW`Fy8?$??-rfMsrwj+0InA(gdLRT#kX5kGUmD}2(0!hiW^q~X*PH#*Sye=Et& zG(f3{yeG;g=&um*>C2K84nQdbgH$lY0fLr_OpO8^*vOL~06T_bZ~0$QCLDYs@GH51 zWoLltFL|N+ruiF)^`+EU+X(QIhQ3Ef{|up2`gzI5%&coZlyU4+8n=NmUZ;cuh#-WC zW~&7hT5pXjZ?OVVuA-Mjni>FQm0vkfg!iJ8Yx=K8qQwD&PM8BbZ2zHu32Bc3(l^Hc zV%_8)ji1m{1OMqed^PekKHmy5*Eu&R7uI5VTk~W0IUtO3V>{`o*5Ve7_}!hV2T;Xq-=c06vIrgC9bKZn z{ySL#B^odeE|xi*Fa|*KpnL-jc_vh=2?3iu=WhRBaVH=&{kyTGb`HRkHqeS6@d2Vp ztcDrNq`w0WUP=J3{+2rl{)7Q2K9bV@ol*AT5O{0wcGuMZ*}q8{;0YD2oBN*1f-z_f z0If>Rw_)H5oT~EJaU)#d)se@HP}+0cn3Zpx`!hK`kHodBO_OP9f6GPM>YI-GiE?Hc zmV*hVA{_paBqcd#o3~dGL*z;lST_PAMH8Ewy>1^K?mc85TRrR4Q*X=k zYBXLy@(wL#zK9^DQHhS`yn$Mt%?t`ux-3fV&gBIj@D;X^34@bv8$*Sxrppp3eIACc z8nS+limtEbNcX|8QnlYfUJ;h>O9BfpNNPa;kJV%If@%7Yv}a8n`7=C;L+4u@zGDb^|{(~bvPV?Hq0koujQPT zOJ~MzGSAdUHn>EH>?yl1Tu?JH^*i@IJRH*-_P5{&Q#Ul7_meAeQ?K>)P%_#z-&WjS zt0!jA&lq|~Kh0{rmIWS9v$Fa>6%{}Z`83Xh^X0+xKed&&XV`%A5x*A`Mfs~AuKCxj zl(#@X0s3U9yyPDh`V3~d#PZ^4(~X}UXVX?niA`JEeZIZOiA!2XTF&eMtZ{C!>jJT| z$mizf?lp-DuWAU~$C)e=eNvy3)LdBe(VqZjyD5mLK@)&;T}NyAe>6eavvpk;kS~KUKq_yQoJdM~d;R-|Dy*gNrrSinQX9%H4B~>nbnU%_M?U^T?}??Qvwu z-A`KG$@p6C7~TKNlIL-Yt1^C6u~XD5eF;ekALRqI_ozh}A0+V^$359)kKZ4&(&i>U zrlCX4`N9=wno_xh4~El)xLmhV7l)3Tp=qkP-k#1Mw%19k;CK{d+!d{mkqYx_evP*= zP+@#U$oBj9HxNcMILpQO(Fea!8U7)Xf|~Ztn_-gKxj)pp9RVKhQEg&Jh7AEHqsrGC z1E}St+Lw+vb_*b_&u_fWw}QM`h&a6>`0A^O*h*(2(^s($LT1W4L*~w%RZ{{G5pZ|5 zLk1fhx^_d$yGRechC2kzUo8Dx3$)T)-AyG>EGzTisPmL?Ty2|Ew6stw%N;qJAo93O)L%h^Fp5uu*nk#1)c|vyk49I}%~ry9n+TsE3!w70?0A*{jedSm5$CH4{~^LBYupG$&)!N+Q(b|ZO4CEwH>2bHp}IH zQs&_1Qqu{xrCa)v3uQ(r<7*Y#RfM9O?;lQepN|8C*6HW5bH8g{ozzmN%}Ds(#`@gj z!|7g(g@D%^cK!Sr=Ibk#h~Cxiig+?)U9BFMTsm|P`m49C?xeKsV9%n>&dvS!wO^iN z-V+h5EXlv%ujU$&gfj6SnpI+sra$=vob! z^zw08?9phdo_*Bz;xQ`IkEY;7Dxb+n4Bb~W9K`((byk{j#fF)@hnXME%QK`7Z>a44 zRDKfuge&arWoaU+W^+Y2!vGyer0Y$k%Tr+=iUIFA>o zm*gv|AKngUU}>_m-&OgD)DEWyUYT^~i{LBu5M{vCIN=+z*<4|uDRbS@RTjg)CMp#1 zxIl{EZ~kGWQg0+`ZO|kkwk1Ds)$;l5!d<=lWN%}2h^ftblO&AnJiY(CQ~DU%>DRh= zVKO|Z{qxIOs=~|wcUD5oem4r(I{9j7yPJ({K+_Jp&EjFNQQNy}Wo4L$$*w<%ULo~6 zBNyS031L>g9Cb3c2FOo`1e0a)`~UIdC;OMSGb4iW(~QQXDSsG59`))rh9Q8hZ3r`w zQ6rgO36o7Uxk@KXg)0|0TFk1vIr)x?^Kt0GE{k?iizk*-ldxSDoBLLWspE>P9l9+XNgZJ)zyZ z6Q&hc$q(8VN992q5lVhK4)L)r#Bbr@!NkV#LlzNz$YAM+bkHr^efaB-7FJeHgJtAc z6T39JagsBxFDyPzFLc3*c4NC&FU_$oO@^(P8*o}+JzkMhemb&cqyR~cdIshJ=je8u z^&N!Mcup7Fdy84VHXr^*d_G9oCVrlOIVEstJk&V!5;mrFh>I}k#7G<44V*tY6aPF< z6%alyvIP9Uzxffkse=v=juvNI+&E?t0$=DBx|4)C$~u1PR=sP z$)RdO#5Eky`$+#hn@n3=uwTDmyvS^WW22xbp4%&LL$NaeJc#fVzGmK3-@$g-fct=e zJkZ~SMqziHI2_$*mvn0mS;5WR>Upq9UT+sEy^B@fid}EH+~>g3>1m~mFn_Vf($c+a zorzC@_m@B3spNV%t3TpYg6$ogJOAi6jRxyAR|JtX{Z3mf;G2u-A{n`4(*AibMQHtO z&H7W$FWkZ+#hq2yw-;I*E@9YnvsjB46e6criH5IGyPRZWY5#p6U?_jLW962sf-QP7 ztcVnupiUM*b-D;yFZSA=QAP|lIIe~pQx^2pY!=vYZH$rKZ$oB$nBJa5db~>VgU&{|$tiHoim9BUGAh z)atHFcZOB61Ht{Y&HlyDPrJt+dDnh(!;7e+Im@40B2XqjI4sVB4t;4tvMpv_*2Q^M zplsBh0wv(R#$b@mVB(9DftVzYkMS@O8utw2PP<=o-MhF+CSGWD}CkHrSW;OPc{P5U+;UQD|g=eFt% zU3#WO7NiM#vYt)1QD4{%E{I9}SA0%S9QMI$MaP>$?Ly1@O7;1;Vg2@_*UZgVDNF_e zE~S+pOP0#gHCUZ9kqh(6G6*MirI5is(Bs&q9;K<g4wHY7Gj2Y0^gAl=t4Yt-)C8H*ZwtF+cn+FlpN^l|`83rrQvJJiYxihTP--7!;22q}Xrnql1uEsRpZ> z<)Y5+Fz9e;bKvv&6|YW6HV?QkNkZ?Xe=5J+Ag*DKVDcRKY8)>yEdKmawwj;J zC6h_Dx%8pQr&ttISx#MmwWul#ZSv?5nu)M=wGmJ&(gBW8D%76frR3IXfmZYAUHxI; zZ)(bUJ7REs6KK45p64)-&~IjComJ~~@kzMR`Na?__J>T;JK`$48;8(upB4(H>uQ8C zm8%ls&`YsnWat!9=#~w~cN9T^{mi?83ja)S)a`Et##rPI9kHD5lG&KFjGc6eOc7#gnkILtSY{%dbpKcMvAG-`M9-dlKx zWTvZ>ae1dFZFkAyrOTm6ZX&w!L|&9U2{RRlH5@tNNb)~n_@AJx0Zb&VDbjDuQpprG z?NCudf88 z%A~Hw0^G@ra&`BpYGOzDs6UpK9Mv))QoKWH{s63*Fn5(!ck#G&d1ETa!oe@p=8B`8 z;Sb?zLB);?}8@ zHA$DT+q8F?FSH#t#ZyN<@{;B#>5SyS@$75MCCltR?foTBJjDwQDqiJ*WExT_FC#Ki zRu?N*KF!UepUxpm{62f7J|2@jfn!b57Yg8tMN0F5y+H5z2jx+gDBG_kQ$Kk!U^n|V zq>~VTc<(0axK_$XerGmp)iB=9TzDQf0IjPcOdc)ze)Uk8r=jImqnzH(3I3tG{i&pR zme5&G#xI2}-gI0G00fpSpVtvI8=exy@jHRD1+668_vO?ZHQa6^>sZj^?wY zk704y;&+p`&+t0DZoQ>a8V4`cnT@vLNa@*U8?OTbj+*yM3g$1fe<9)#T*Ijtk8Fx0 z*p@`SWs@h(#er^x9(7P9K8q}GxwHp(dtz2Kk0(T|PY=!gw zPm@)IO^OPy^H0#PUKu9kK`5y9ydC%_CwLk$q;)7Q9*lgk&$=G2uSn-;+um}FNKJIR zi?$rzc;EiChjFL$jQpf2A*>ZPnTfEmj7?)z4!ASn#iLlP$BtwXMY^6VdI=`#<1F8f zWArd|gh8b(Lnkz9EhpUk=aSQf)S7FLVtpoi+6lp4;Tn{_rO?=7Vt8;7QvscGLbM-= zZf_Y0AGW}Ef_Ei&G+`{N?n8vFkD|g=u$UlAC$i*ir3?lum4`5+6`%bD0dLDr%NIvG zhE{P+bHApF{UHto&ilniIyJR6>LS5ccgfxMuZ4V0gO;Y}IHwUN-HvHFukmm@Zt2hF zhrtE~;I?1ie5B2OEUP9P+*BhKwm9^0T_6Klo9b^PXv91pOV5@~)0pchy_5n|95XUK zy)>DC2g0gTXJUdV#T5k%x?4>C@$BN}+8!o+e{DwmE-PVSKOd>^^mmD#>g`* z&)&w>CN(rOWp#5*&I;xbH*l~228EkMO;PcMRK(gn+#%Hja1^U7-BTc%n>g1M!&f?f|N~PH-MN1KDX79PIZ!crAU|$Ze?fr)Js8%5h0lxwSwwEi^?(M{0%5H|VTziTBivQ0Jaj47jK&O{d4Ha^Pyv5VkOb zu{)|zar(SXlyYXj-6cnt>j|XIR->oxqWI+_bzD0d3w6MRh}ZyyygfZ1Uk;r`JNf)3 zjW5MgixYZzta_^Ja2mhjJ-Kcjp#rQW#9=5Kq7W`v5rZg)3|665vV1gcf*lc`o^WT2 zo7jf^jLD0({QbetKP4UKSaUM>*!^;HNUfqc7xn|LMlDfIP+r164vwc4-E?md86%9& zMd|Im;1q}FUfpM>um*GvPEHJywv?}ua=wvVf+%W`rBA`jy=J)yOO)4a!Pp0R*s-3A zaR@xVk8n;0yto!4hU39z7kVvVWHSDXNQ2iPg+y^q%hD&XOQ^Lk`s-NiOPbDm(x|2# z#p3r6tqe*33-$JC3hWz_&IUEt*~V@8<%-;sJ(Z3~JTG$&@$ym{WrgWaF%s}xD(#}4 z1pM(w#ww`~r?NzN0a2K3G#hsq2vd>kkXJ$3AP)wk)FP@hIhVk9OE9OK9e%i74s6x3 z8vqN5?awgJgy{QzbrI<$?VV8~X|f;do;NwezuxG3XFpc|W7J-J2o4%k?ju2RhN^<#~O_ z%{eS1)h36@`f?t)Mon%fR6`~h{^g(=?WHe#i|BVqpUwR@Wtr@4@s)JBU7 zj;i2lCZ{F>JO&s*;gE@h$cW{`kE_M%W3brhjcyL{j)xccZ5<tj5)O15OgwOxwV z$OD9yth3-cMSW+%l~a>D5gU@S2htY!p6OC`^!AyLn$^~HCV741emWcHO=tr5T;k=n zukA#QH5!>XA&E>NJ|;mzukhAw=b&)8K?QDho5bH32$L}kNoq>b2o@t_3gkA8^hJ>X z5;9s(c_{~BorkW3P+F{?#al^fSSGi$j6zg}95!bOurHvjtgDxV^6K* z1AMw*wfOt@3?3JxWqiapt8f>GQ`!L8@u9rQXPx&M8L!Uqdg_Su%Hb6&km+)NT7uUs zU;bd$Dw=HnX~s}$JFt)EewLm7Q{D z!7}UVAmUCH$~j2ldO5J!fXeWr%xS~OlHw6I1P6-LG-26uK|b%ht#y*8UcMlf-^mlh zbMoSCXWORzhG1Uo_wK>`a}ocSqe>^f3B1?Br6-=!xK5vh-5lS=Fc_6#%-$pfSxw=Y z5~R%Qg$lPQfVAoc9=X3;k({PVXlx)OAVx7s z;>Ppa#R7B`n8XxN2WoH!MbE5EbixEt};SxXhLwgiL^K>ItiHnRq&|lRt!6$Q=ig4^F z!!U>s0=R_U6rOtbt?J61Hz5tWmoIy_hs7)XiYD^7Fx1OpTvQ3N5?tm|+(!^52fh4R zjNB67CbPvesXrgT{IV=WsHqaFWUbV;f6#KS%%UEOIox(gs~w5ZZ1~o|{1qZ4%^kY- zf^f@QWP4xF+3jLrl%>=JtSNVI0Z3(w)5epDnLb085GOz3BKFKud3Hw{{&0_lfvfRM z?-wD^HwQv)YLxe(l3dDpAN2O^S^`WZ{Ga^|y*hWje!6J0y!a~qIALW*`&)>KufkX2 znqFCxg_#JvRF6Yc0qB9R7~T;p`yqHc)_DW^tev;q^~lTxJmrO1BDj$ zA`7&F>B9Smj;S!-hR{=8R8|ZiH-?icUOYH3YLU8RBpfnL-*G46C6~h4RDKa@_REqJ z!gYa$*>lY~ITpb<$S|AD^=wh3%byok=vEI^nP;yywXCkNEDKCH+}s~6cZ%)v`7I9T zSpsZb{#lCSHn92b&MYR@z#K;aFjE=bzLEG)_^i`({{VUW71l~z0fu!t%g8|BsvfOf zBSLh?2(H5+ocGAQjQx3-T~_75hX5bBd(f?A5!3@W%N#cMUSU8z3(&&UyFUI9g-1p8 zjAK;S)2>bz@PvmSLA-QycijHHRU@~iRk2GzOM_wh`H4X9zyx^{FWhBRSh39cIkBD! z>S6G~0mCw$BM-iXU%J2%g!0+I?06ax2YFSg>-jRITz#Uuz6s0m8q3Dg1StUZbRmtwvy;-=n>yPu@WxQJR^vY1_ylr=QLB zS!|1valNJ&s*983S6Y>JJ$y9J&v@`X3FG=hkspI4l!t1r_^YbaJb_Lksb_uK;XsO8 zYR(udi1*~O@_RiR?P>lby01l+1sM`7C`lXf8sPP0o2Bs3f2S%PTn;kys2F#k3Adnh zJRb6-RHoYrG@`q`I)rpN+gPZL{RRToYYe(679D?p)N1!L&ROGn2;(Yu=W3Pigw?FY z$@v3S1&OEhs>TrAspsOHobqJ@eY&9#$l=gpU&?EJoEiz%A+Bl zYz2gKN9`9bjzkF1-$*!H-}s5jaO%b(y^tJ;C_8W)Y-NMgv~cfmhNWi%F*)94r!ott z3U(u?DgepOZa;bm<6Y`pj>h}*uGZ}%`H#5sWO=f%~ zy4N*o~v?+exLeI`V?uAJlqf9a^q(VAr9!o$21K_$>Ic7+OX4M2r_ctlb%9u?x zA#1~tp~-Kw$=s*+a8S=esbuiqs8L-UFU@Fhk=?F+})!`s+aKX zevJsY6}88j?!x40Pf9^(UFw+pjaro1z}@9mn`NSl+QQPp^=#r5MaFc<54|EnyL?JH zDf~AU$iMDwJM2&!=*N!AaupCGXNaPa6%?z8T}CU4&{|GXMJZ4lg_0npL&)!U5M#p_ za3c{^jQ!mjZJP1wT_Bgpi)0_zGv>-$-}}v#%q$d_F@T1O6Sx>-@v;)|YjSP9Fp}t$ zY4{!<_8SA%N38lFzl1&y8|n+iS*WzXhmTMqciU5H860jxbH7V^*TV>CjDQrs$n;+< zySy^UF9rQovJTzGU^$xTX{^B_qpw1}=1$?$!~aA=zQY-OyOXX8Q`Rqz@H6R{0R(%4 zz@-wrjbExG=aTF|qk6x(7NGb-B7;@jKkGad*Uda#RHH|nb@fA#L63PA< zB9g<0ct|N153%Ii6_G(BCr%`lc5dWf6lpzGBBu8Dul|giV>bD4htPtC$TT_vdZ<7{ z0YvO(?})MzIPY_Lj3Pj+aSOsI(M{5<0;A!*8BXsiX;r9Bn+=l~$Ye)8?VRT9oDAdr5r9HXJgly1*&^{`XCDeh?bNPn-zne9i%cw#Nq zmDS)WMOi655D#!I#gqkduV3N&w6)13aCPjRxn%s=m7eK!A`aD4!+&3d5S&V~kl0Y4 z%jHlcd&I!ic7<$Bw)jC%A3#^l4#+R_In*X%RP7z8)kW`*J&3aMAzy{*<$&^Ng>IT?Wwj-ePnUo3p9^Ef1yfA{gpoDIbQd6g=@TjM>dgm4R< ze*7<0x7r(KNj`cEWiCnQBAS0{`B{vBx2wJi8lkpGe0A+M*d30Mn_AS(Ttt@eO zv$|H^Dj2_m2Q%Wo$>9UeqOl=7!X)Rxc){H7A*{k6{rQ0Q`}K>P26ea8j|Eesk#sZ| zwE3XXE(pGyO}If9WXWxIyRev&o(G7?MWHg@|5&Z|uhs4mq26!Hc50=d<|f|st5O5t8#Ad22@Z{34vx+nO=Vjh3)Hk^N`>flAbWt(?br z;@0^|qUH1Lr)^b?qi~DdeS9DYiMJ>C!(Qsi)lEGcf&F_HK!99yFsuS_emT|l$9BC? zbPrCCStn?v=508>;{=<20X2wKf3xoHJ8%Qt@yKsI17fc#zhyqNku8YzdN~7PZ#!TN5K${?i)fv zY5RJcsFa%9*A#K^HJwrs;oF{ks*7JtEvbX7t%RCRjU+J@637{c$q_$Mi6%#F(zr_a z!Mg&Hv#uDPlLtUF-rdJ$5V?%9(rrcXFPM3?^UK`(6$Pti)a{xz%-+Kk07M~s8cquE zV2$b|nbc6Yn%rHwnsuh9)jWaY#aTQNWe2W|yeXWxx^F_C8S#+URH#CKy%jb%kM`-V z7)||LboRq1Z88k_Po~$Ge>w5q*(Yi%?-FV_gB<-ZCYpB0wH>0_a^bufFFO%q%lQ*Q ziPzh|cRMl;!KHO`W$BY_V=TNOLD zvmW`K32`pT*;hY^G--BrB0VS#u!1{9RSo`SWLzgpR0O56>5#)EFACsOL#HDrXn->% zqE?q}g`r%P-6cP#23Sjhy@*^B-VqTzQs?UjWQtQD8-31>rkibhR93od&?^k#k6BVi z;j!;BVED0uH|5kos)xo}@UQD&jRAm25wv~GCx-Lr(eQO@Cbuj>E9$QA&je#Mvi*`7 zPQI)ONq$J9S9B50>my&ha3UwZowdLuiJ#OD<6xus;AjN2Z2zpPQyOB+V^^UvKt_mQ zk?IZa9NX^2O4sbMIi2=Y527aWd3RD#1lw#T@pdzIW_#7&?mrt z&sA1V=kUH_U~2G?Im`rE9VR7tedGQPjf1OkGm94gr?l*kgb!4){NBj00;#E5S8i(q zbCimoj+z>N#KR>~S*GB(rbIUClU>z%^ZqYnLEp1& zwzmRN@^spCq^bS=wa)tJzlMfM1RAs`XML1Bj2m{@r}aSorSunjwHIUhzx*}T&zDbVfBXZ0Y3Qi)NUKz+XyABIgnX4!gC~S)drF$ZA>=yV z7kEJFi}2XpiurDR-tP16DD?)bE+KjM>t!=3@kS&-)IcoKSTbRU{fOHIo(io4dtCzR zmhg4bN2vs1_c6z_4Y&C`^;JlfMa7+O4jwU{KTE@T)^^;ay)P4p6`~;zBS6ju3WBf8 zkxEnnATh;SRP^F`mU;1q5A4*y1JdP&#pxCUv5v)g({$l)#ZasDZ|K7U78esW9{z_R z3eRs2)+e?$IGiqf9uUuzqgR!`aWn?689~-jak;P7@V$TtHj;{}D4ii^3eSWrLXJ=8JMqsukzzZK;LjPcK<)Y41_=MnlSC}}@~n3yCI{eP zHVVxNY=BMd;>_Qt1$M9G&f%0Bz&|=9Uzzkn|52VKL8YEHZozq(i_Yy`(@GIIFS&+$Bkifve&(5D|_no z9`4jiyW@qk*+JL~infcPsRc?jn%|zE^d}H_9k@a%yw10!!?DR%qUpZ-q$ghHX@ntt0jZWnvS*Dd{GYIS>s>tT9#T5?CRK+kWlVB=%a z7mI4ps@BupU1;E@RT$dzI|w_Xx`=YWS!I(5m5g+su_F>t^D%4MBs*^B51lN)UJGfi zhr2vVM~0dv;TBI#b`#~v!w^dRPZNG5 zO^w`Se44`=g}9AgP!Vfu8{_`jWBt~!yc{XKlhE3O&{nFp@*Fh{L~#D}_mR!@xZ!j> z5_~ki<3YEF4f_i^17Qu@KNy#u7s{EW-=)2twMH0^S2Jo<5iZ@Gyz5l;c%XV)k9iAa zw)qotYUm=s$VTbx4KN8wO~959dIy<$$vo+@V(6+8P=IXRjBdh?0zj`yo(&FjPxpk4 zQ@p{ys>B9mfPW=gnSQ{62iu#$fI^;dy^Fe7M*>wdb$Qk{I<)a;8RZMil|e zm)FNFAqPR2`B_;RHA52NBN#&t3 zaPvSFg9y*RKPb~9`3lXA8$fF+~4O7IDPG3q5b;Nn>b%MPmbEk zKR`?Vbn?icHJ7D{@*5d=7-yj&im~3y4RoI-g&K68l*O?S4zfQ?DxC7E24nE>awxtS=d@8SU|!3 zj0k$p-R>Hwd%D}op(+kZf7YqK=v!Snto)!eM6%JWV%-lViwp$VJTTxTb3@B5nWzM1 z>hgP|!!Sz$y9u{Wodcxyw)09=HMNxAj_CuY+{AYcTC6Sl@8jNpj($k_yZ-?l2#mm^ z{b-%!Ar_>o-(dpPpx-CInNwBB64J<~9aI=t5w)@}iQt%cmo2EHGv=hC8bs)r=J-vB z=}YIyr1NU}phkPM3q;d#-IO}dvQ0P<0w^YJd^va-c%)8tC%Rlq`SNK$dzN%|@ql@! z4wqpJ?p7a__+rwIrnAqTL+N+9viadLaLc~lfl0P78WhM>LlJMmWn67bNHvrl4YTK#XObp$8nQBw>-@@HA{8J z1to~)sFRfv{@qM&weCzbTF=Apd9GveBr0{=EBv7CyNylBm=xMC7#JCn^Nzs*$~fd^ zycWZY4V_3@718s#vFZ!l(2Im1&IUsh(YTK~S3RL~TpoWfkswCroILKj$%kKo;f9j^ z3ZhjNnAo-HpiK467fQ?ni)2HA=H~ zGPx@rKc88gDUoS0Y&A-Ee>O?TF5v8HFBO=%v7Lk(bpQQ3m+s~&3e7(~_Mxa=7OVzg zgTO$wi(3ZVRWSywDX97YeTS2B3pu;P^~wINerUu=efY;jf8zUBtTtfg;cCeMKqRY9 z^t*Xp7dh!DW}!uc)v8=SF*ucBpC70#_9I4}f;x2uy(*Bzo~+qgIXIP?D9G@5YA*N_JZjd%?9DIl3+IWVU^f#&JUd=F|T?g)<^5E`=iNn=`geOHx^w-Xn}lnyaWNHetI4*f#)wLF z6Nc1McCAh9F$L&ES=ilovL%6SIYybz!UfAB%EF~Sy66uN8d*GYjH|=TvxqBWbj5rF zC%ZY`3R}4&Kq9D2Bm~WfhH9EV>`yg2Kc?{8UHpAt{Uam|l2k-<6S&*eTNZ8Qvuatt zeUpW>S*C4^i70jn-rN6O(7Ko5(B9&(w;2SW?tqpep}e`Y4A?1JV6v|aufqePT5l#p zm}iiax4Z!uk5O|rA0O)5DvcbWW<*^CoKDHy6w54f{w!AXE|25pJB?hP)FoAMD7&Z| zb2kY7PxS4cOR5_BO}0F>jRjsIunf{u1=z)t(r`A&aa?yrgdp2{2S*q2C9wvRbKLuD z2Ea!PQ;5r^`7WDf7T@Qys$g@{%^_1vQ+iwn?*V6&sF;}qFLKXNUntzgp65oXEhlKZ z=Bw(Nxu{~@ukCoW@<$Y3`0v)D_5(jZ^Va@RzUd@WV5K`DA(_)Jaz9hTeQzAq>ZcCn ze*t{GptxUG;i46UJuAepr@jqohD)_QJb?ixlcnF39XI0NM^6kn#Gn}9>CI6qW-A3i+FyN^qMBoT9y~{-uh*-Yk`6Ao&{gcBz_CnBo6B zXU#a>g7qzC^+k3I*Qofy&Az@ztoQd4F3hvd zIY22aH(MF^jKfIocrfjg%`9x0@kL{-yF|9hWMTfiZ;2eWo0z@O$zwcR>VR2KvP77y(Fn)!ovAV5!qZ`q$r zFH0lfN-?>=vg5U*)?9kwVmq~OpT8E}R32we1cD3Jyl7s2RBQ|${30c4FN+M~bmP=% zF=ukoTgq4+`zu+q#a-eY`8hM`qfnUsJxb3&(IJc>ib!~e7VFF6Y%B%H_h?3iUcJSo zUD4aVelY}aQfQo!!8Wh_8B@b8@Z*%Aa^dj->=OXx-tm~#{XT=`>zPrDSk=So@FTlx zSbu%iLew7Zm4&16wXX zrI$TFeE(7GdA7L<@D@3ok?=@VcXba3LTjoY11iP=Y8yUWx`20$92E4|!{v8I@w3js z&S`i!;ITB%Vz8jvc>b9i_sj!8!ms2Zs~=plhFSD}KP1yF0;Yj`*BG^L)8>glZ?KlB zj??M&Mh^c$-LHxVFlmfuLD5|pFhMC$oCm!f9mYmLsrR3}1vTLyI@!{t5qPR-@sl;? zVl24Cg91wc5t!&<+`Vcv*c)*6wk_df>B({Zx9BhB{s(W%u)Qtrq)VV;M=Y^VA<_ju zi1>sp`TLX&x7XYP&~u+XzOt-p(6asVq8|4nCl1+AHB+O4X}UYtV26QS8L)xEyNq4k=UaBuu73Mmx@9o-m2__6p@rHt9L@zK{IoAo& zjU}{(m|fg8j;E9~Wxb?KZ?enOx(*~t!@S@EQA%F$O0?Z-nS?#|r^ zEY_{vbxwS(!|Mnl&qCt&ze4f5+MO{-yR;PQrBnhyi|_aWxrtd@7|pL6fj$D`PDYM1 zzTq29fD3TytOBnR7KLe^E^nNCDTRNPwQ)o`0HyNpq3y2EY_-w2t6;y68OxCD)A8n= zF1${dl%y2cCE$EG6Xi@Px3at5&?=Fy!!#lq&uTGTnGG&No3{;_+yICXc95UrsUYjLLFMHb`$Vpwrui~d?~y9XA=9VI z)Cfb~La09QuxG;?Hz*Tec(Un2lEW;L52-Vg{|BY2oPK8tHhK4Di z6ua2Z12^z89SuV;^oJli{=0=JugfuSIj+C3e z^x|Sq**3RY<`12m`gb-6D7S0YGg~>FbbaIP(R~2X_zr)7#LP3$?uX`gAC&q67o~8~ zIHQ<`^-~$!$HdKBIUBsv@^-+ZpbKZST12kX_W%lP+3$~&=5hG6P+-)I|NLkf)M!4g z>;?2$_1Zajw`T*H7aPeGnJlds@D@$wZA0$#dRn{8nkj~_y&8Yb-FZDM0fIV?xhA2) zsQ8g}t(xLvCC6dIuRt`u20E`40EHs~JL`PyR~+OzI^umEAZx`jYC^zDH7CjCQLs}S zs6pU!$O23Rh;l+5o(aradu29ba44EJ*bf%C9%aXesj|TwM0$ERI{gktLW3H1RV8Xe zapkT_!I>2~LYWx#w}8M9m=x}p9PAmNy)TwlQam{9@D$@*{iGakof#oqWkT2461-+s z`=t@3{3RUO9`FxWozQyxEhaEY8PbcIx?#ljfd8SH3dM^=bRbo&dg5&Lsynr@{z zl?V!Y;P5r7!chJ<%CYfal_dPx;Ksz1Q=-6Bfep_qw;@m^9e8$a)q>ersWWq^N_)d3 zI!68VyDH^dkuO2aNAsU%l34WiGmSS4xDSUzIIo{*MdT*#FZ-Y-QchP)BY)(|ax--a zfPI}vXGLqplc=RZXuZDR9eczi`&xML5csDHks*Ohabne^szIFJ*i)Wrg9Z|;IE8FO z(#Um*;)e#(NWxEN>s@92m6VK*8(D*xg}te=c`jxsVc?*_UZ%)+m~w1H0=*cG!b2%S zz6IMK8Vtp@Wx&r}fq#4AlIga-&S`zbRVK?sg6QFcg6%$AHxLTY7dx4$6$DhwMo3pT z_c$ukh=~ElGA3c?FnuSR^N56{$2zzcxVd#bph80kE_6}Ma^@=k`)I2#?4tcKFJC_W zP&95M{bg@#VGWjzj@LDm90jV~qpF z7nut{KpPIM&-Sfmz2?%lXPv*;%&CN!H1qNbWD$!4(lYP-$kl){2rP$#BO-N_z1;$s zGQ)q5tb!zg%jTo!)E>wi!X{IWeS!c3+&60IGG7ox5o?SDhQwiFTnGf*n;|qrn?00;>Zf0_j79jl0`)!(4&L17dq&+g zU5f?Gje0$~k2k$_aCZ%-zXdt{TraMFk!|>w4XDpD*4*H?Yw zbg@YvFKx>t*??{9o}HdByLs3=3}mdtZxfj>*L!eZb{)pn7{exacNxL85ipoL<8;OC zQywWY5DOIk=+4~%o^c&kH~%p}$7gZS9t@@4A=UAe2iQfAaBXf{@5s|rrf|{iF2>SY z!g&f64pw#gQf8U;TasUxv_7%*D0*D+hcQ1Z5OlRR_k>cA*GnNaoJY`I_>GWrnGUR` zZmRsq>N%!iLZq(juJf-$_c$vr-MM&VtG*dc_k!ZH)j$Loi^#}`Vs(Axvm(>MpMxu< zf9R5B1z>*Wt_N-0lFh>WH|f~lSh4o(OTS|V!lejh<9@vfJI%r_n*Vv~$WQ*YhRcA% z?5*R7E3NqM#kvqL4M$$7OyrSjWVh&y1~^BHuT1&m)1cy^SN||D!Kks!RwmO7N3&1i z!rNiY*dBhMD#MSTa=E*tnd{1bVurAh!z_e@u#s{Z4F1g6?YuXi+%U7W)@BW>B2`DP zQ$-3Glsi?H$^?Nswt~BAtW_4v{a}fPLJwTys|4H^W0R1!Sbf(5H2_i;OV;T3Il8W2 zl*MyM6+4%cwi11S#Lw#`(?wjnMiS|TU$;nNt#xYN=~}nN`LW&w&S!g;!A06Tu2e$h z^>$yHReY`8dV4yIAGn4fmffPi^gAfU%%D&@B0q^5q?xuW7P`a-zPXcd)Id-+2rV)8 zcU|n*aP{rnb}wJ|Mo)G52p|VWq~p7T9kefoa*f7}TniVYfB(QK(Nvt{u`6qdoMWD~ z@jQ$LyecI=S(alzFBFNkVQj*0Q2%Q(5kP9SeXpWb6t4|uiK*Qr%h*lgMg3I9d*7;Y zoSt)Jtfkbuoy1oG6k|1OY%G$)Y@aW}@EPi(G#vv?1agc z0S%~yWutBi&&PpHEPx1mlpVVVo+)k@tLp#6@x(Xht~^cLzr9P5*PoU0<`M)C!rPdI zB35-2t!l6F`{EuKFapZ!VeB?97a6ucUK0h#6n)QRGdE{;hZ69WURT zm2n%7YS!X}zjt@4GB#^)>uN>ylXiLT^Sg#co1|UHzWvDW+9cV>esaAX&h;=7tC>|r z)K0IwVFoLh{_J|bX4YI=bNbqqCOC-IBOO5RSvmm=OGPZr1k5uI_?u$i%`Qrsep7We zSgtYWXv4fI*0w^5=%||SdTf_>y@-bVk!dN z0%74+VwH2q+-{gVW48m@%c~C&z~9eVhHK?eR8OdO^V2ca$#KDmon?o;23x&zJo-Xp zw>He<_T3ZU6xW$PJuCov(St2L=f7U9TlMXbkYfTwrpiPF2(C)+`w5Y`a0_*Hv(<3* zBt9(%z;RC`6dq3jifMwtv2nIyJ>E#*+U`;Y6Q-`@LG)FYT=x_GXW{n&9Ez-;0sQmB z+c2^rENn!Myle#xtJ>sPyZT8{01mEt?i_&Pw>P?Yz!r*+D(&?aW3kM$_hB8$SiuGG zEG=0t6uV#5QY7L2vAiNI^LP6L6xVxf?8UIfRVBcukd%xvo`w+EP*+IAqhPThKE zOL#l{vkr3yM5RE8-v9|;>WqLhssTanDxI>wh1A^QnR)I~zx0ZdIogb=!LoUNp|I`+Q@O=u5yW157s3Y>1wB z@AOnmq8q6%3CvRaV}){`_p`E#R16K-2rkSqe9TEgP$gf-Yn(4ZHM75l zxu`lZ6|y+>8iiMcP*k>hN`r0J9Jdnd!mZCE*7Q-z!hr&=?wf4*N{+CLMlzJ!P)R`Q5aZEtu@ zGUMLrCfUGk4{rry+B2CyOc>pxGclCx{5l*soI~ZQU7@H){9uc+XinJ%Q@K`>Ou8oz zWnJLnaUMMXopUGZZ)7W5xvN;)umF#rcMK1oa z2aJKMlgm%zlYbbPd1Zve+vOV^jPWEkxe;`%Pc_(HoQ0#bqK==Ef^WtJz?1DQm7%YN z(q>_spLa^Obg48?-UT2-}}DpLZi6aW(c6wR_c+4%D11 z)+S&w020SWIZ0wL}vMuSHtUj@)n_>r=KRctvWozYolz?I=d- z@v^exTNt}L#H1H_o4?OQ?$iQkrJ2<`$oRj})oqru=XS(Go9owffFb3>z}9ev;TOnY z-`9w0B7s69ETz+P@G1(bPE1EZ*@!u_B!tHWzLQ%N>I^YbQ@H%Du>~hUl3CPY;|iby z6Q4FW4yS*p1G6C@rj*o&y-6_-9C<|zKqSS$wjR&c{&4~Kk>MXyIa|wNPRDU!nh~he z83Ae38)72?U=3(s00RRofTvJZgRq6MDJj9YGvB|gd2N4ix;=lVm*Si~`u%UmCwZpE z%*)|4mL6k{a^Krc2z@~zccz2IRK*gkHWadmi152wM}XK>C#1hPrCw zuM`+MvoTl5O%D{Xn3vi5fUZEJ#b^Ehs%6zTok6_^@8s>yRRtC{0;o1X$jfZJVAZp) z;%fj6vF{)3mZ8hQdl}F4n?Dg``PyTd2R!tgEw%5sICbC&!sp(U{Q4hpD6_n<-vCq^ z8)lRQd_nw^EL&o;lRXmA2b+^dPoROpVecCX_pK89Zc?2OOu^3(jIBVt1-y z_YqW}G)Vevj?tmOL7*QTi4ILlsC@C6hX}#==&(Xq#4bk=;hT(|6qR%N19`N*G28>i z^AH!nEOKU+m`*i1mAs!U|3rue3d)?~82ZS8J!l0a9#LWj1aC!}ZJgpJ5g*%q8JgSD zSXZ{B7#@5NjCs4K|GO&a|2J9~H)B(UHt3XRZv3iwH78^w5J1c%LT2ms5yEE51?Vt* zbOwXz6A#~-4MkN5o1z2ihTn{z5JcmoNpOBgY+|{h`F)l9Toft^V8v2^!!2xF!d#WBH{bOjsrOQl*#SUkL!pc_}}Ak0c^*Joc1X% z;8Ix$JYY{d?fM*8h4mq!o;ahZqgK%1Sf#5Ot#x52l-O`ww?^<^w#cWcw~FbpFUV_|!FyZ=agnc7 zI}o+Srl&^Kb&;3uIFpNNh|*P20s`{Fxak&<2DrnLi3Y)&bW!SQYV+kmab;}Bb(%q@ zol?-#r5&m~BeHXIy1|5PE%PP=HkrIFE%}0dW#&!W13V71(KnVJ#-}@nh_^qxFI-MY zwmnzISO=>9KCzMNw-x<$MK)MB9WrdLjz+QDM|@db7dmhARqledjGim~pd6j~TR7@A_l z(1l{dNCZo~tq8DSQ7(3#MXRRj%-itEg5Zd{u>Nh==$tMO4YG(s0H?oHDdU~N4s6nD zYfp&&6aLso)TE+!XNgN~-Dwb+&4==t9;z!c!C+8ebceLVD`nsBIT?IgVREe=Zl$lx z!%4t@|E(UV-tXO#s^V6TrdaWuw}a^kAieFJYFUIc)Tzri2F&{EEwxh&T~Bv47SDIh zo)5JuEgp#g=Tc9~hxyfYS5Yoa|VsB&VbXOe_xvY{|Y{n2}z`_ zwtN8us~tuaF_AzZoJO!c07?f5JCbL8qr`sY93Y9@f4ANjd&9jmTC*Va+aN( zN}<{@iEcdPSs`UNCSGtXJ4Y zKPL76`*7czfXSMw_1n4pA5jK82XlFh`(uJXShEMuCryaFiYL>bW05Jheq-E?b9kJ* z={W8^BArjT>8PaYH;bR)#HnFb+`;}pRimCG()CJ;hjttxjZ1d@bU;VKe<2&L3e+K@ z+A{AAi8yBAXG{9oNCAr`%!u$)Y(S(WgOz9csmFCe8(kY{gY}#906vfsMj+&i?~#A0 zcrak76H4Z*e74?KMJ3fevw&w1c>l5Lwf5)&tpn!6`krzweG|?9g?o|1s1(-+T$;U~ z+-7$%NoSx4o)~(`1*`{a7;`I)YP-+X#>3dnmgD6gW{}3-Q;Cit<4J~_X#j^>UFmKL z;7s`Um1uu~B!B>?+DxLqB{5WGQoM=5;>C`g`Mzva2SpR=WDWMx5EeKfRbHzVopg8o2xHJCNG2}{Q>dq=BA(eI(J8|(eZ%j zp0B^n01T65)t^M0ZiEJ|{O;4=7kU z;{QFYivPp^{ynT3_i^G@qW6(`^XPLJPz}H|vT(@vjArqo_h_N!{3RbO?dHlSscl0I?(@ftS#Mes?6N`prS{+x;bEX?{uh z>tZg&m#4GVZ<%jLS$aTM)KU={JFxtAINCEYUSa%~a8!*8!@&=71>li9qX2f@aq_^x z(ZVc*P^f1O@3DBtGW_ek+vA?)C@giIv{moP&;Yz8{AXA_1s={?c^NoMIv`*Q!kmz6 z`UwZvNMEe_SA&)ZQ!T5nR;d(D4Zr9Mw^H+a$n!s}^c-nBZ^Cxk=|Q5%XP%w8$xo~I zzsUy&Z|9f#v;ojPAUqThc`#YxtMj<~rmrig03;^^W1msP8Vf5v2fn=sQ3a&DD~npt z@-9_G&EruO#?xsJ0LX6Tq7Z=^+-=POSsZ!x+iEAu-zkmk5P6>cIeD_dTZqqE@~RY!E%GitG2 zuWmKZs%jN8!L7)5_yrGtCaN|Us2;a0_b=H!BElESBx>eq-H(HSA!LC`46e_dQ8=3P zpVgN0{%SN#XdC^n23o?M{zy=N*d|v<|8AoZ-=FXx8xn6rN&-P+K*EMaEjkBs8PFAH z&aqY~j3Q$6k15P7F&IXbXS7a*mv?p1+txKL)TP7C+;xc>rYZ44PWXT2tLbwODZX(y}e zUF(eF`)Hz|jjqRN6GgJPIwxYtym!G3F4%Pfdii3`;{fGBCEE`32X;0b6C}Va%Cg>& z^dE{2xH8}RGr-oaN=xn7$wnkZ_;KPnu|X692JzJBC1G_kCnBe#D#gE9_e$;Tu*A)H7QoE^+B2-CW-o{LOdx0jjp^k!WZ`XaM<$Uzj!=AIRZ(z%k;e zmofGHoMkaaUG10oJ4;f}<`1JGWZdKJ+?nWXkZz%{e`=Q0*a_9^yA>r?j5fd597xw9 zNG=bI+Upr*BkARa^FH9JHvv>$bRmV)W~qP- z?&~x}?-S1gV$cl9_|=0YPJl$%copZyrAubv^aNd@Z&yQzTHAD`HQGuc>BDMzLXZ5K*;@qu}(bQHh) zrZW06m3$hnJwZH~?h9N8*&&5%WpmGzI538$2?b0F1< zCVFp(nzr?WSmvYx1T$8@^zq?1_WYD&ayqveqxgRTUAKHj}RbM>(zts4d_(^sFPfE&-e+9Q#o`#0Q(R>1)H3&GX+~ z-*DAJwkbnYYfS+ml-%XZ2_*6tBfmZ8e&K%SZfqQmqrB^zcjFwyWYvoLy}7v%&cL3B zyKw{g@(ivb1?tlGa>-AaEG$oUDbqi0=%}z@Y>-El&laPMN7BpKU7p~ys($aGh3BvB zzkV_Q1XCej=YyMPp*eza_USD-#T2@yHBkdR)Yf}(3tdj7?H{lqyi+K80hFu#46RGO zbVkCpx+jFiFrhasP>Qz9RH@8-5kI1AV<%#}~ieueEq#5UZVZ6-uW@p!T|E zJ3dSe(CZe48#2EcU#9?xPhwZLA^8vTEWZaykhpY$>GYlH3HM%#$FIb*z-`(* zzojJnYr_PIHlnLt=;zvnEQ*O#A8Siy*j^$;irqH;{F70eE;Y1Wqwv^kX}pALAu|{Ap$;+KKDhC;0By()laW%- z&tJ^5xN3F~u!$W*93Xi+il!hF6nx!R>%Gxk;FxJCmw4WWr&}ny0;1UF^OrZ$?`<tKha)(|QIj8GIvqD}68h8HHy$+4jcbsNl(81t8!?9VP2p0;X|;p@X`>ezfGkpXU_* z3c!m}N>ilk`fq0YDEHfR-?hvMyZ<3>JY6gvCY-DK+`_pZK4n%!X?{38F-5P>-yrZ+ zNCrs0x%{X1*aCXbgV?3Plcnd`&mb72ExDTShG~oD^8jI!f)oZAb{H01(5j5Yg`!{7 zKbwdkfPBA(6y*RzhD@c4x#jonjBjbnr`OB#NerU)Xf4;g^^czI0{;B%wf%PFpQmzG zW?DU^=jJO^07N%7h;ZY_{ZV9sN|6fH^WB8VK9419%NJj;9yqns$cQLp>I%5OEgIUSXkx7iD1BX1jzUU(355G84zSSQrQHgvjWrs zp1m;1k4K-sI|vpxr*UrqU@@&>L75(SmN&O2Do;5|kG#B%tGOHgF~W5g$!R)3OFRs; z#Km)w0%_u9TA`*FH+1O*jo5hf9F$`A+SR*O)b=)JW4UBp@X)s8nHAg*FTPjT1hpyk zA02!g)g5OvTR<fQC7b7~vl8BPV;g>g)zJh#h zws>oz1TSsL9dXy+*wu_ayrnirSpecFqjG5uU}JM*NQRnSFFZ4*65c1@*|tWSqQ{)H~T9bTi1$T9(n%ZCnR+q${kaif5qr;)S+qL0Y4 ze%4UJ!rkWb&X6tH6{P_$X3%{oZlE;X&K=bFGYP>)hl<*1vnE$5RsERkS4 zH27tBy8a>WW9cWhj$DEa4X+b-NX>EH8t*zttq%A+PP^?#Vu2d%G2O#>p@2ZZrxdB* z5Kv|qBRyYEasQ`+98bIkSXk)LBl4$YS@h%%;Ba6-#H?I0y@_8?Jjf`(3SR{kNyYH}>2&T#5VO0yBps8Ze*0b1mT`pJ6w!80881bPIFG)&bRJFo zwkD8y%soA8D=YMN54Hf6*>A{(GB;Q1w%?Xc{j#nGUFNrTk0iHEjN8?a{+8n$(cT>a zmkEbF7+Qlyosi2@>yc^DU~4(*zd$+V?5}!M4g~)JDPaRB(Rfc&)dAXa8|Q<~ zFQ8g43^(s$l*^s*68XY8lF2F}T(!2s*KBnMoTG(`;P4w8!ak8Kp))N(An^L-$%D(K z!|Sz&>d~PA+xzN|SbEb2rTn>epks;<9Q? zq5F6SO3xiAnC@QBo)H8*`IE5fKcX!-tcD1!rRbJheRQK+Sb4aVTRnTN^TgRyp*E=g z{Y})#GXgrIcMbS;(hP+fzsOA1VRPwV5@w z4vv|*D!Cx)SA1m1B+$$>NKTC9R+NJPT{L;y-|F*A0;W9SarU*yPL(!-(p*_t-`P}Y zd71AW==)gi&s-@?8^#Yc>xp5y<@vowzIW9Q_wU^@*s+E+Lq${5Z^j`wh4cTuH5o_6QKB5M{y2N6$dh*oiyp5n(l(_b4* z$4JFxvY0ll{2ci&CYbFK+x_(G@2??(g%CT0Tl2?$MVVlRDsJbh)$7VKUhN!e9A^q5 z%=zBn{I!R{OcqSjuadq%oC{yQI??fza1ksMFz{VAF@iQj!RnHl z`(SF@(xjk&eI3{PYA1~EWqg2EDDVQ2&9FVZAubg>5RJPrM2(RMzfTGol>^$w7}Clw zz{l5I+}h(YBrm7F{b(xkL5aH{m|;-j zl@Xy~|6)qBva`v>b?g6S0btm;XSq?A{DPy`E5%pJ>A*&X70@HHGvp-Wb2Y;mNUd$L z%Ed#V`Ozn7XebO{|O1ABUl|lP|Vn%_xoZ7k2l~G6^FSDUHkN9dPmSvJx7hfAK@@+fXCzu}n?F zCdFuIG|Kc*ku2f{2q;&U-AMC@ajRm-hWlomx93UR_PJ$JFDy9Xs&bNleCC^H%~cHh zBwWMxDg%uS0U-;vw#KH($Mq%m{+*?Dd8gm1u!=2J9!1yZ&5^6M@2WmJq@g06t-e2r zp`=kJhG~PL^8Da03w{x_7$y+xsdqX5^wEJKc~8zz!ALwL6vo;jo%w5IYwUryvq5|m z8ygP~g$7+3jdjb%w5031TL>dhJ1mhzR@&);(@hF~7H>L)1|WQPHFx0b0>+>%kNbh* z4}+f4he6VaC(8*;m)@`0If)fADm%;?a)Uo=(;xISXaOmFZ012 z!m^r93j(fKsT1s@VK@g0&7yvulLxLC_@WuFe&_Q;j6cy!h$Wb&B7gr*sjn1c3l}n- zN&1tNjeOB{ms$b^ug4{^jYe5yey9(*!SZag0){^p?L=SPisw|G5|_f$#zq0_gEZwQ zcz78xMfpN{;2}VH8;{^->(*t`vcgUMGG97l`PdeHH#Iw5Ei-}3pq ze;v3ag=L<`j~6dg)zmwZ&5~RS$nvJC3Jf!ao#hC}4WzSS8UK-TDP;HzO(h>|xYCCA zGGB>-Vd4jw+*`L?k0WepK7_==9i}UOi9IUCl*sqs>ubvGUBS+m-sJai2G2F%cA%0~ zu$l59^?7YLajyW=xR_X3p(+U^uTaQRr9nyl@0njC1pkr&*I*90B&{W6ES9Cqen_ja zbPo~ZvI$Fe+qrE2l-w~r?y&gouBnnx10SKw>UNApI+|WT-2(Xhw1g^-@?tDDcJ*Hi ztAKr}6Z+(-mcQtEj_-qVkJJ}~`zt&(KP*`c?0zzd**nyxAzQW4F4;#o)*bWZ3>~6x zM@<2Nt5Q6R)J86s@WT5G}n*uk&EW~3e#>GVTb z>5q#sysXjpPN7O-Hc=Iv9d1NT&DnVdb~~buY<#;yGG{UMEM*ApP$%#Qgd}OwznzK+ z5fy|=o`{dYW#2=(dBl{0)R{z`W%}s$zAjRCSrgNSUEBcpt@l7n{(vdJ(PT?Kg-K1U z<5`dO4phakWRxgzbILOE%lR{CrOh2i_LHU7$fZ;-u7UH*AClvxR{i@bnh*J!tu9m) zbwZZQU0{t4)#gqY^);-dLchmj8i$tEKBY@1*J3L!MPy1$n@pUr#DXc;r1gNuV;It; z?7OI$J?Fo_xv<@aW9*OctZ`FUFd;gmL@{l2359{fk}$D-Iq>QJqPo6L{MMu|QP5PX zy?r~Rct;*f%wkug?JnqwXQDnX@HGx^M=!ZU!Z}~yREnwNUW(n|RM1M;0vYnlrV7tx8$k``^g<7@p4*7RVd^F&%Gn#mxM4kBM?o3n`QRIcseSW= zewZ8!LV}|_*=NeXoqNR+6JG1Z%k{h`#1z%K5R!JaI$1?uZanSQk0QzY_^)WvwXF1vA`* zXkf)y48FBHRcfZ5-W?}4$b9i4N!sIa=pK0CBu#w1DMZ4PSh2#ycW1= zo7lxW#_Z3hogUS}A4NSIfcvtTx}YV-LMeNDKBcB!wjh;gs*vQY3g2+Fch}pqu0*W% z_j;cP84fk~SFCKIN|nbPbQ}n&;9+hRhUqsF3;J4%H3H(!2uo{=`+#tCxLy>UM3`h+ zn%a)eLoJP@rdinXiYM85SIJfNT{nBuXJqxVyk-Q$7)Asx9E=uY`hTY`6$3(p5nPga z{b`QyXDwFG&9iM5MmL#MT?Ou1qu8WpK_O?aDauO&0qNv4iX9`<(9zF`sx90yN&F3o zOPL?BG9?e^#rxt(KI>DDNHr4ke3NOKBt!ba`asA96ss|WL|>^eCSl*|R@i7~Ejamz zOEZaqubh%po!2XMo{w%ddE4?b??)@j>3u4`Cc5oFR#{;T{#~k*4c}uqA&7z>%6xgG zfRR*mjg|rDQ2dN5EMqCJnDV@_QIUEmM7L2$6Uv97Qy8aHOimkY=#fd~Vrmx-!2Xhf znBVBL55ibup&`S87B{+y1|cCxY|gyE`_*O*)<12rNu1J%LC1bd5+oa~oBQlt#28d# zP5DdI&_w~`6DG@Mj|FrGzpPJhC%ceh8Yc)kcJ#zJtp<|Wh5K`jzf?}g@Gns?!{$n{ zLX^W59(~)zWvlUyOuJhPNhOOc_;V=LYCQGq&mIg*fk!zo$zly6P>yLhN5z8#JnaNj zi{7dXp6Q`iZVI5 zZkcuD82TPaVbpQS|6FC^w{q_88G#@v!=Z9ph`qljA2S$Nn0knS3Lli4j(41-=F9Pd z4f!YrhG{blI@>L|KkPLtSHKKDhsR$r57MaFFwW#S_NDhjXi3+`*rfl^RaOW1{m?&> zQ|VwGJ&_L|7148D9p4xqtmYILRTMC%fe6Coz%>b1(I26Ddw@dO$;rxIS_*89GVE1G z&yH>*zo#tK=h9V@!Lg)XstVQI=KFhox3{_x(EGzrobUcpX+Wwnw43$$#OClajl(yf ztE!Z&G#6U6DUA(haGA$iwR*1@Hhb;D!rmQ43k&hnuVGY4$}RjXo*>occf@2&W21?e zj0Fk!ZXxP=9!HqP%Q{=#5mGDu&YQ1s8MAnP+4#V#LcNL_9hodk`RV_59v2G)L)jDo zGm{vX54{^skwGW-o?r_gg@1fT4t8|dvJFc2 z+3Kf;vQ~2_NKDp1JM0e6$FxCakq?ZJzg`&+xVZT0^`&-FXU0nXn&R72{#5%s4^4iN zyUcd`PhfxGxQs_Mj9B(ehn#H%e|1eaSw5z58qbAW;bFxcSav&%;M}XqlaIi~XRoi~ zy`4J2B5c?XPp>lQ#jrt2EAI(oaGk2LSBoX&7EOseoY*ie{8RL%c-aq_+K|Qh7nsd#$o=hF* z*u;!TfsS4-OskSX-wG#JoJxQH{wVkw|4vrM8ajB^N4!H|`A-X>gBfpCs1w>A1LeL# zZ*W3pD|>2@LZhjKxEReWr)@j*49Po^;Eoi@LQzmR#f4|cZeq|vGJOO%AlB!#%{N}1 zKA+jyg?yXpPqw3$A#6;QV`^}$^p;|}OKG#rLlXm9bT$?Se!I|3)kaaW%Ov}Z^xsGp zN>EMv5SB*gjauTzILPw@D;zK|1gp`wm<0=rqlYXd{BdXEEv6+4_Of{Z;+EL%O2~Rg zkK7md0lCb@wrIP)81lBfiN*~tJKu4iTWZu%wwL6Ami_-;{R_h{8oIMdggojg3gnLv zfkb%LE2;Cw&wLp2hUl|cHg7{eh+HCmnOkrb{QKNzezUmPPJ%p{f%3x-B-bSAF zT+k883F|EO@_plK=(Xh-XH{JN7qupsut9HH=3gFaq#hWFaGs~v{xi2Ca8C~q7Q^+V zQ1P02u8lqbu+-r{b}IYf~R4Aee;_*-?=ofkyH=ZGmXXgM0q|CAQ|y!64p*&mF~arTNZqb_i@Q>tVN-{{ZgCuyFp(y! z?N8Bss<-t>TJeh*a@we8k1 zl{{Z>U`5d+dWCT*$PuM5X#5#--sMP*WVt?_vDW_96W6u46>fO|GP%o3tja@;1CqzL zxT&3ggj8}?6ak|=@CB2fFfo@0onuAv!{?a5mvUK!KZX{Etj)RR*pwj}|3f%%WFfC9ghjM$i!>-$R( zFrhRO`+xy_0cYoL|G+p7tYf_Vc_SCPFEZtNP>gYeWO<*Sp6TaUf-xP~rm|9@zvt)K z-?47F|1$ZAEgk+k&`2Xb>FUAMZPZe#Hh>Eow2sd0|NKeIUy`d!;(MjycLCzgZPLX^ zX;{dc*Ge?AGYi7UM2)bmYyg#TgR6O!P9vHAvBycG3<+nuu3@3}3%F`XNd^&%yq~ zc-sDSywpng8TF*O>b>_hatLAt?Ia#neG1u)hy;YLEl}W?8^D;4co1OMSCaY&r2y_E z`lUGOwY%NTiIKlI?}fs1MZ9c>>9>4VTY8?fUx$Yx1%5CvYulR=&eVDeF1=Ce=msS_ zi$*w1KUJTfT0JYYdLl&5q?6@Ktryg%oUSLS4wBh0n-j~vP5s#qQxS1@1mMhtS-Fwg zCE9Bp@T8w^y8rQR^c%U7G?g#uWu>|XG~DT*;av3=zI`(_71>~m&+lL{Ci(3Q215}E zdA&opU5MJ-+wpJDwuJM;cBk0=q`HrVw z=ZN^~;B!2NX|&6~MIj)l2}p74>MnD*-he}}X@WlNPFNI8`~MboTQ)-DGyh%DS&%|u z6=<~Y{{7W`k=OF`pA!QXiHyvq$t|$!3Rzads?g7C0-)G?LdqgRw~*1g{+sTBT;a8W z1|{wj1F{?1>yG~*M7_<|fhEi`2}mC|@63x#G{S|6^?@o;vwf9NqeQxpQ?2BOWIA`r z9O3b@eg_~8{qlghghj6$`8@bzWP8M~aN?aWYpawglul0&&4Qot6|f=j$A?{9p)BprdU%z@WfI&K-=~B|^TyX!XVr=Rf?aPxS6n(lCXEL#bBQ;=_ML|l ztb(KGM7L8=90J)kAYq1Xp=uufBSRU+*gOro3wptz$UYWQTW4kq#aeS+b5`Al zbC$PX)G9+;^kNQtct}_63~>GUd0~1TMzZ?6-C0Ao3H@z{f!qo(NNZIkmT{qkE4*%g zx#o%;i~U?Ylq*-W6uT4qGXNlBrHb{x7Kie<6l*c#;NZ0_jw2*EJFm~lGRw`iIIMFh znhgDbRws?iznmyrFjBJoMC(`-ZvsFqc)tZg$0LF}?zSXE2IfP(Im*lJb@{=_1PS+W zF?;eXw=!H&DLGxgvTkZ{2+VFgIDwuSLrc_AhgC|}KK4;o#$}fkyyq1#77p$XUrVA- zud7qCoc_yZu82{rB6Ywl;bJpE?&VWtcURZ;`FUIu;fGxh zgr~3Qd}4PY1Lgfn=+pI6< z{3H3R+3NzXB=Cvwh{w1Gn2nRMLLFjC9~f5@*Rk$&9JcG~blTd-pS6FtLj1hL+6 z$4>LUfp_4-6hYwbh<>-?eTzAr;TGY8y9Jqgpz3HA+l&C>J~8Sj#lIXq2JmBpzMh`D zXtKZ5eP2+t%y1ebKjRNFjc)p!*x01W$UTf9Cb?4Wwo~H)`DQty+<|oNVkNXCJ0QLe zM*;B3D=WB&>>}fm)S!4}Z;GSU2~ieZ&_v%_$ViRch(=XAO0!_5RB+E~E}Bn|uMVI4 z2k=NrbvjQn+^>t#IM0iRo7V&P$ln6OS-jvt74y2wJ8C<9eVXTg?!=Dy zzW%<(MJ`h@S!?IB*E`*YMXbzSC=PSBKzuQ!d_5D}<2kbKN;BTwPw^@f+TA2RJzW;O zN8~9~KY*n|@+LM~Kkle1aCLZYd8IAMN4|J3i)H~I*lfjV^DpM4l6MN38Q_Db62jnE zfmp{M@Hg>G-Qg!%SwOg`s_585j&Vl*K;isO4VT3F9 zf=Xs=3@>`ysBddR&WL#3LwrP$6lB}7^DNtpQgK97X6NP$Q7xVvpBeWu`zUwf)T|8; z@2u-&FCz&axd(@Yuoo#Y85#fBbT~tYVuhmInnqxCHbab8S5c^a5BKgqinU%YjEoRb zDT0NXk7$r+bsdesY;hc1I7G0$*Pq~liUX^w>kSB9vr(&N<=7z{`$4kv8jV=O?leP12k~qi@ z9LfOv7KlarH+`dLEFOzbliNSBbJMiqvC4G9&yOJ*&BF5tNwX;_2Ws03Reps$oL@UUs_zggBZwV}O+P!Il6wf6wf*Q!SOuK(UCryT;8Xc+50&r0_;Zux{GI>Ln zl=6R4$(%5wQYcZrd~dqT8*~eaiCn>X?Rw#YrlrM`nCvlN^s9V>G0nqtHPx`~94%Z8 zIjIqYzpiU- zaX}uj)fOw-qBHOwN0zh)Q{9td6)KXA$E4g!tMWH`r}I72k<#5Wzju4Hwc1o)C_47O62d^^!7@?{?|Rfj-S+(2ocIp3H3jRFd}j?6A6AY^`~~zmi#_G zVFdgz5f~MGt^zK!8i3wY4(85TVS(rC4(vw)&R}@Mz>djD*n$z=&S9PRV+Cqr2eVGE zu!LjGCHa_qozJgy;%>-E+}74vp?&EvhYM^f`^s#~&ClN?l(s{4$UD_dVsdr>qDzn| zmO%L8zIDR{u8f_$?cw3!>tO@pZ7q&I^u$*y z1N6}0WF(C$BR@n54L+cq+T2hhH2o_%&Sq!Oa&({hgclPx+Dxe&hqlT;(rPR@qCaAX z_D#$6RmbrW-x&Ww@%fh+T3f%XDHM3t$m`?sIyGCx=fYsg^!D7lW`3_XvBr@MI?9ZZ zpR&5I6ZU@~7XXtM4PJw=p&~(^gO_VUj^rSE^Z9B6L6BIX9jx|7D}+}gUh+1>X5YuK z3(`d!K-HR3`Dk1v-Vy4zFB*n|21+*_ zfyd6OO;P1-h|V>PKPRq^=LHrgtg1lvr)qPDTw|ZB)s|#t{r#PwO6&Hf2=CgDIY&8y|zDVmXZ$qsL!y0t=9HZVD&gXHC z=(X?bBt8d5>bPg5sS?${zv`u0Nhj&`>PfP@;}F8a!$xD_e$i?$Q3p<{1;}sIYJg%U z0KTc*y2snmY6jognQd0a+e(Ex5fd#w&1ZGg4s;`{-%0d{f`NZQkOdG)f%-ld0c3sY zR8CG7D{0xQ_U)-)YGfi_GSCi3yUYwwusK=_UzG6!|NlKBcY_gp-|DgGe(?yF2@O&ua*K6^*)pT84O&h3JCg-DdhJo<1+0Ojd%xSJvB5>A|iW^FFpU zlD%)%Sn%`*(pnS~Ep%z7Lr8e&EB~DTOuZ(n6#+ZFw*P!&e-p|2TKCf<<@C?j>Xi`- zA5KnD&m8}JB>#<}QE ztW149LCpq`!-uV*Pvthvy$0}IH62gF>1`NqRk>IY!kBC2J|X`}EE{!`b%j{No1edr zvfS`g+>Nc9Y9ZFplCbS_(^^{`5rWLmbUw6V7wz68j zo7qS-l1WUfmXZkqOZniFXxIJ2PQ(QeSLLeq<~y6g?W% zcL9PD1e{)xP_>RE&(XW9Jz)id?iExEBEAOwb!hz;zhBM(H$8?~c z$q;iPlF7ZP(hz%NsgPfh82W6!prK+FD!JzY_)NBhT+jO>m}Q@vphSihlnU%1{=kcF z?Di1eRTk1ob!tTtSpEjDcIgIky_gW`tt4ULeoV(<3Mh#6K8t1n$e{7jqbuIP={W*C zB-_L7`(c>;EE9Q$3ta}iX%_&?g(Z@%Ucb%_vEJBeJzd|D2@y^u1&zg>1F#4ZO8h=H z*Bf&!?}`)>KBAP-RqRZ$`?NO|U;Ou+eNoJTM#?dnTaLH14DW|*;q7~`w&Q)DaBmpa(`4h(Xm7fjEA?#EADH)CD@mEJ6fzXDTz^pOLt7(m6% zE7)GPd%467W=|wK4z@Z!zd%v6vx+D|vH0+{@&nFW!S2pfc-~z0`)wjYQ7^KQJS4Ef z$zDV#am6@vFrYyB$7P!qntlREiCo2g__EDQu+uJgz@Y*D@s7+tsPznTrVyPMS~}P~ z0TyA8CnFLgjjgI8#?M%(quMh)8%}^8&&u_Oz%?ErVk4lhTtkU!oNqqIOd(?3ZAt5% zSbQdbT@pR`T?r#bhyOBPa7Z5Gg$=- z<7p!859ime#&U#fM?k-yv%n0ucxrDMVv3q-UCK_B9Vq;~XX5(6LQDu6;u$d$uR%99 z1e~;FL~n87&wECJoa%D?^?!&Gte?=nI4}7954d0+=8w^G@8yzCOh>}8ia7G6BALMNccZ8$qcS#i-MU!h zCTGDCArJA?!7J+_;MW7u=4sO(@yK(H=T;_PAomAj@TOBCTqk2zcZ=b9@F$1o0}{{S zGz6$ZDsVwbll*a+$^+f4W-^58gqgyuwb39<2tCu@Zr#X_WzfVa zAKduGDTOMqlDa#dCwS*rv?hdVCS5KfQkW-`ifgUKisf{g2{7PxyZug!_4g2*R4jh$^aW7XRh}Nwl{7PPow)2?k8wFcPrku-a;8T9uW5-lJR4GR&BagF~34Q&_&TpL+9ukeQ$i#1F%9sR}Zg`Biw+h&c2C@}UyRy>K;R*bE5fTt^HA=ujdj z^B(6crQtIK8mhg(zOIkLOed^oNEf1KUp$^KfbKi2!Tj@v$B`Z^FF(F!MFmyNRA%<0 zsAF~aEQ*CE6@K{D`n2_0MFPF8uAtcx5ZNy2C%}`0I(4rS;s#WTSwbdD#K3hFSJJ8E zaAge_-+G|9_ZgcMFowmD(Ya=9rjU;KjS4x#&?TfaCcFre1NCO>U5CbeA zH3R`zUHtymRhxw!Xov)U*a}>%epi+NBh21cc}4Q zG{F9&bWk!t(0w_;lTDON)>{W%em@N)x`LR(?kUj@cY>>KEY*EDW*35WWyo;EBSbAH zicwK50pSKhf(uJlP)&P4ntTz&T)WN{liQgH)}uU+;!W5DkRSc4b4@T(6oVm!m^6D~ zTQYmW9f^g*NU6@*Ua9%6m-Con5$PYrMl0~aQk)+N7M0?Fsy<($aH+`&+vS*FIQB

OL{PaV{r z=)OMa6iGG_YE+Ah%hsl|;1pFFBPJHuatHg$D|JH=={S7OmJ`KUH9KV%?qUXa_=pXe zXmYD(Y|m8nP7)sD06?&g{L)>3w-h3sj7$Bj+jg8wg8ns<{IT?C>HD3}163|jvb>>R z$!!wj8;OYVl;!ODI?jz$7FiN#$LDZz5=7;qkiBO2B7a=D>hsRr7-ux9>z(ztAJki4 zd*sV?JTjYhcD6SE=-hZ6lk_0niF-c{NM$vIF@V6K*u47z1aq0pl9gGYt$~`=?PNbG z=xCe`npEeK)2Qhhd$rIVNh)(L*sI(0$)wgI{6bjX%zcTHP?ZTHgQIZRLhcOtP3-lN zGX-4SiT(hnx|GR?>hZ;jDsEX?eSFJ=KZ0ST60v?M2r1`C6rTFhfG6Bd9=TxeZi9O# z2Qe!8P&uY0AZoy4QGMq9rpPRfMtvf2h&~aV=_JQ&5l{MM>={v}$m|LJo9~54Ney$! ziF_4v??;e*(vp%^q*`QbFw#4OUx^i0D7bX0BxjfVKApBS;l5^Yv!cY2=* z`ZWCZj9O%BCWz2NT3sf&nqw z{J_e(m*^1eN@yqlY*XiUPtRsOC*y6ssX**Q$m4k3&obzVu+VABq6L-AmGRRdl%UYdtvI8h zXXV=(lHUJEE&GAs<$9R=BZbQ=*;Hry6+i+bUMQ9zdBgGFqAM*~BD*Bc_8X#WMq4+1 zYWSf7g*Bkq#p-&85*d6lx4sfE^PF`XBxNU!l6-M$5Dsq%o4(xybb6De5$viEGDtd3 z5?d8ZJn5P@6WK2;TG-rlh-MStg67r}TYw+@XYZQC2w^d8&{vCcs2yMlQ0;(*6eikl z8?XuFP|eq>{?$Bk>lYXF zbA?cx(5fjrCPy{CGukGNBb&7nx_|W1Aq1C+bwV$8v$vFnya&)hqQ_M$nXvvIcJg?{ z<&^Z72w^nu?zFiU2^I1Ggl=)LZ)#&q#`j)n=Z`eww{2Z~ou*Hb5}-iR>STFt8O5mP zps)>bY1#f`6E)C;^O#@E&iumNicfiNAKH)zPE*WmBy{j*79qwyjGmtf^84x)Qw4>b zlI)9azcptOoBWDi(Z@|cxL&0YBNgp!sYGD~Hnms;8wu6);7YE#h_U;F7@CDUk89q(N1Orcs8;d~`rN&Y<;vnvrXR>Z|31~yP z?Guu`@4J`4KNw8{bpkezw#Ky>NMW8tI@)nBY51|6;sl#V_NgUGUul_U6%H~Xui)3O za0drgZ#kWBcBn{5lDXBK*Z$=1z65+b!^UgEZonJ7cC_}^u%VzYo*7S*rKGH1^~b*a zn_~bo_`d)9DkafhbMYgHftIJrhOYQ>hl*z^$AXR;625ujCTKU~cCONAQz~>SKOh+L z?lSOWxPm_}Lt&HCjeIVYkl`nfDB3emrc#`;#094WL?%;A?n>vMsCVbT%q0$Pmh<_l zAbuLZT$Jc7wSQ^LjDP?5w5&9jy?=_*lttk*v$AGDhO?n;p-fUxHK#-I)Q{5shS1mG zh2GfkgUj(PpIC8GdaHm0#aTWPNh=a_@d%r>sf!eIlYLbT5mjvzi`3rOLos6z>7;J` zqF|;<$)p73dYY-e&K&heWnH9V+6zGqWuteU254hW+1R9R3DJB%M>N zr^45WT%_XacpLd^cIbCR|5j&IAP~#6!@xziP;)+dGoW%s`erl^#LHoKv2aAC)Gkt3 zA-7lg^k`POg$$+CP>h?n1{jx#Yt*>M=Z`NzvBi=m1V*oSWb@qA1x&^uX=vyydV32! zI-)vIC%^~kS#_{d`)j5qgh#QP08hVk}hG1Vx*F6!53Nmg6I z=hWvY`SZIQRHWk8@dt?-@W(JH}1GsNgGzENv)pRRnq>xh5jNt$1kpQV4QkuG1s*blvVoaS9mIgzn z34kQRuTSKhH~_mWlOr|(Q-_)oRgHC@r!!kA5@l0VWs0q1WL{D;Y1<_f&THbWyk!cU zf>-LJH8f#;w!XHC@$mhR)n50r3V?mY7K^SG=q!4C;{&%=r?a?a)`+7r6(7;^xy+a7 zOk*ek9V0BIT<_+^go@{w;}xA40qtT@`O40<#-7L^WgCGfzx$Iae_W43Cjh>?!rCLV z8i#6tI2x|5hSCDI*(D-eMGB1=#k_~jS9Ie&G3>j>pwAz&t`6p%NCb0n+`8?50hkb8 ztnl=@{bS6J11_J}UKF_xPNPmg-vNZlU*cYRGwjy{#FNz?f(kRhRR$OdY^OHi7*hBe zVWv?#*JR+B3VkiwD^M#N_gnFat}#cfV98tiCE=0rp1N;x%cPA6*N-HoE}_ z)fx|kJBHBI{A34AG?$oS+@-fbV*)x31l z5A&ZL1EI+M(@qHB;bwK0mlJ&uGcl$J{^f~Dt(ZF_C1_9~jPH@}m4(*?Y+POV*&#PE z+0rN7`3i!OQoTTsM&7Sq27UE!;!B8yT0FmUdP{#gP(2#Q46v92F{HYvKi`?wND0lx!V-#QuU{00x>-P5j83s|BM9;5mh2($BD z7gFLu!~r#0CBF_$f!_T5$j?hlV=EL5GZKFubz?#Fazs0S$Jq39Q-`^#+up=AEsJ2N~`RyTS?AT}Kucp9*om6z9&=*9a% z2Z4z&J(A<)`E`w zK90oA;h9hUIh72LlT0H09jC;PVylH(kYsqI9e8Oi0P%DUCssqW_jbV+Xhjk-adPI6 z-xhS`ez1(MGI6UKdnN|@tx0>rR$zaB=wPJ(2g>7jW z34H3nKE7^(kA>dq1A}U3Web7$Cq)T0ZnS$*-mW9e_3j&w1ThP{pZW(T=V3B&b0eOG zQsB)#9}M1IeyY>|&cUgCR>26^*FacbPuhZFB6&z+n53{YUF~D-g?xN0q8PH)m9TU? zv{#JxMgoRX`&LHLYa{x;WP&(vu~Ld!EXFqVmMdT=B-*3NsNL3jvk7^BQr+I%oRL}K zvCF!~%om8iz6v!ACd%;Ff9_zZw{Hso6|?4yaZuC$?RhUlg|_&AP%U5(M5fuKp5#Sq z>`D4S4J4a;6=2p9--67EA2b8nh=-Hh#d`8)6;K#u9Yw9Q#)3>Wo|>6WR^i>QVybEi zzmpD8J0BDluT%PK-YkEDf3_q)uZ+GF$x31EW9wk^M4dMrx7Pn-Q~jkum}Bnr7-6pu zC=Yl01o~_w0dWx8YZ&2w<_BdV@Fa#=(#e^mCF4`^8%1ZaR_^}$~+T>OS34H9KS?) zKEKN6h8Mxnx{rSn<;DuW<@@)bGU=M}*F-KZjD7n0){i<~{1$S3e;gb!#`#cbZWO#b z&!P`~a(C<_Ub&QNst7we;Ec^rM z<-$<^dBAzoCP}1_H~1D2AwIhB4C%4%2C2Z*%zJn$01U_%iGb*B^JRiRM)c3T9_tLEW zgE}$t_pWX%_pnyhezCwD!C#Mg|Ip*W>$QSL|-H!KOu>{2R z`e^tVLAyh#fdoP2U1JG{`O@KES?mtZ+JB?dBy4n9V>_m^GmM9}_*~J7AW36iyGgzV zuw-A)wNJT3iZUn0HDJdI^$2sSehcWij?y^jv(2;peo607Q_j^%D9^p~O3MlQNS72T z{WeX$R0oh5ssg0j$mep%-x6+@QLizGN)55MW<(1nKLZ15dIC_^0R3FbyLR^&Ky1g0 zLpdk&FA{zE_Ae5B2kaJfuZt+A%1!5ic9=-+_i^KdPAdp`tGWG_^2goF5nB$m8{68-j|H#MAHC<6E7R=)5_&tIv7}>aEAjaFxx~}deJoyO zY@BLBdw@i#Q)tiut#-jjYNtK?T~0fDd4LOfQ^KcQJOJc+&Uo8#W6)uF`43NE2F27n9yC;P{Iz?Mr9R}r2Jx65cdJ{YWqIF{O#>v{9qDaO z$#hHvuAvMOK3gise7)9j)PFLkGwpvXM2vca2~-|eG&|;Lz|tXoMjIoSNGw~{uP)?-Ds5N z(+to2Rt?R;W(3|*TwiUvUA=~vs=+K&e0xm!CX-^7Bi?Kgj_-)D&I=k8Rcpd@HI^q; z{bnTw3bG`zj0R=nd$fKIP9^d2Zffv&zig8!-=r_Zs)v!yzxdH(jIYrfGf_VS&Ow zS%3|3@ln2cRhb0eR{`$gwaJvJ8#H{7r=|M(_(q4v+WtUGbN&`quWB`Af3-zGuK7f< z*9n>2+LBVi-|Y!g7D84moty$b@Jbd6bd~naQPx3xR6%^bn?a{sMrMX{R{5a|B)m#7F91;nps7EJ;{D?^ejA zEwME=rQk~i#5iax3dWkXccl`UBbg#z#~D1ntaKP(aGrnyDCiiLesBd(^4?pSfxk80 zY+U#z)cy(R9(KBD+usr1g*UZxE^&FP_ck*nXS6DkY0oxb9v40Nv0AJGX%f2PmDwa8 zn=PEvZJ@u|%v?Z)=84H8QORJQQVl&k#Mok|w~$T(U?|b5L)fNb8Il4ne*6R zV_lMldtIj2`q%niU@XFXUa_2to$qKNj&29`O@nk{vX%yV^5hP8T8KO>h0m7i^XdCO z1b(tgDr{=!J%1-*$oaKcIG@*B!LEDh6ui_F)HQN!7h*`e!j}d;BEkG*^-aI2l&>GGB6~IsB)F z(95vRFRicE$=W3@J>lWA;v3aYpLUs{4~OiGr$5s!R~I=MZ;K96lTt$9#}3Fs0%I}V zJZ~$5_Gp)~0~A@tT7V%8V;`HFPFx|tpQ$fk349Ris8xRxM_PB|;Z1;QT8a!Itp&8l zf5B>j<`epdt3LsC6}g0+*I^bux>Da5a@bZX#or#2KLO@DGiE?s${u zaj@dEX$ya~dUE-|*WyZLRGC(y*0Zjj3W>j+m9rg;I4F+dJ2;azq zS9>R0t33;K?0gyqWQat?LU7RmW6lKh`@yRzxZFm}SgOch6L?-TDiJhnML+;3Qg!O` z0j*(h=)#|1%3AWAr+nu(Z}n}Y_yT3bBHyi)oVmotH^aDzBVlyjd*6KkdJXbqqa5yZ z`Tm+fS9Z+e!4-7EQ;{o2B#2g<@;N%&irJ5h=y<{f(WflIW=wGrJ#gRZ%>i)7UkfD4 zbW;KMK2*uoc=La#0O{ou@6s~+VqQQK*}xvmOUO7>SXZf&+FfgA{at8mPMt8o+34Mz zG`lhN7Z5p*?=AILyZ?!-LrFN(oG#;!w#kg<@^DU(_Vji@x_0V;a3L77xjx{m1o8K}y3S1`KwA4;2(UX>kM`oIcRIi0 zdc~RK0l6+#Ggl^F}(jOFYBiTAf&m;NY{@7;DaU z_s)#w=^zKJYKk|sm5%45Br%C;G~QJW4BFrjf7tivwn6?3t z=9v`U5Y8t6&()^}ehh(Y2E;GKF1t)1n&lU5+yBzk1{_0zLs*h}``BbV1b+*Tfjozk z5q=2FD^+C=m|ua)0bx8f@(^tQ)K*`$&R6X?kU*U^?RJH4w=!T1A}6z#j@rC<{7dD3 zq=hN*MECqegY^SYr$-d8fR?qz6`fZGak4WXXG(L#s~@xcap|zWphZmR-<3AXg55je zYS6+{gWkTMj({{4ga%cUO{7KmP(7=7p7}$^NxF0paM2 z$;12IZ?k^j+T(sTO3(#5psY)TwWOg~!F|IiVCxPVw{4e0KTqK(mAzRB$A{TUV?PW_ zerw#{aYMA^jIMcB`@!f@U?<$KjtfA?XcVCNVB7Mw56|(~#rsXFXQ#lEv)=(BJ-l*+ zVqL8ZLjznSYz!oXtmM!;Y=?kS2z{E&jBEn0)?EX4nO`j9 z6<*(l)AS`lbuUH)}wS<@c32q9b**iT|wl;d;&iQKbJ1}YXg<-gZ}9IiIGQ75a0 zdV8G5(O}QzbsaJS;hnC9OS_RC-GVWi1?thOqePDAuhC!8ak0D3Jn$aS2N=cXw|7KE zR+!F*e}6BInuXE-$F=~?;&J*H=6HxUxq&A4f!vy@YPOvrs9`?HYUmhK_tVw*CYxIh zD@?2-;7to}Wxlx&#fCk3WE3kj?$r|zAF#*S^q>G`sYV~w&rL*6Kti%F!E&Mix58m? z0dOmfeiB$AFNK2$OvK=S-TuBD|Iy~Dy|`o*RdZfy2pQ8K>x~hf&Q5uK!!2eHGvb0K z6^>Yd>rq@y$dZa39L*lPoBnnw!0(krUH0`?#s;$hrC;>Nrltc|p_ddS4=`@E){7iGEuIq6pQ}cquG^qjr7lpY-`xw|#^Gyz~7ZRPhh zh3Fe+&^ z?mp~@Z?EvV$3byTqkp;W@OhAz;&3VVj)(%>K#}&5m@wq zU&%m5gbwRGXNLcxc;J9lQ~i$s0{mv|NYx&jEU76Ii%!eXZLbx~3Y?RQh^D5an}4N>I8dr= zsj5OU7-HN|9=q*Wt24tsO>a&}HacK}htL!dsf99|IW-&TkWYq%g-w|;%ivdG z(m}4>nk#}^qyVXvZ05NYmGD^_h0 zMd4P7N%O4`C- zp=s;pCBy2Q{ikZSbxLQ~6OM*`dxOZyk|5&Y{K&-?3EzxdJl`C6GG>I#nt-DrOWuM8uWPxF7AXb;K}lBv+i*x>1@hwH^l#xgT`;1#3^)xf zs~dHGiqbu`k5?CZx;CdoZ7Phu-x}I$X@~acW_M2Bd7Ni2un~Vuq_Ix73@FRikt}p9 z#S`Ic3d{QeZIA@T7JB8zLD7QqnbF-*FF0EPunK^CFCrZI>jI&DdMk}Id@duq=iQm6 zEqX?oRXoN6exxecUgtca5%L?}i@Z)To@j~fBNN|Sat5P=A4qQJVjsVARusbwNC2eP z2Yg@4!zh0+*#fCv00JoU`GlF+BcCyOc*SYgejDpvWN#AldMZRM)x;n7I`Y0qJd0Uj zWD}qYJKy|hDNz%{(I{ZU?*W>Ep@!d#FHir`mjw26KmVDBqToDVl8L4}jW`5pH8^?` z=KVPM8GKsanSo2o*@I3m9aE7x4)9>Y)gSJ;PKyOHI#(%i7*c+XXqEEtjY%43)P1oJ zB~k>Dd&6l;oeAnuBFIL=tuyg3wi=9nasPbh2Vkj=jU|sW>xM|$0CSN`cKc(XYK9CC z1KmzQ)JIW#MH=~${K9pLQ405TPlT<13%b2YM!3B90aqB!HCQeIu=uQ7|BUrONjC!wL;Sr2_D?K z_7(=(3>1sHt&s3#ug+Z9)B%UMG(}TKf82rHI(&YTCMOOAzlq%%%Qi3L7`h5_puC!n zPMjgodno|!#c9R^B|CAY>Q4z<-toJf zK_rwAL&ZzJRPqKH^=b68Rd%9PX?K&GkM~v@I)-60-86Uvnd)smv5Qi4E06&76l!_p zJnYN9!M|&^QvU~+!R`RFmY??rs9V1sqIZX?^j|*1#rJ)Y2v>8_1|*?Y@qf8m-I!%^ z%LL!1{AG|N9|pLgP8_ChHazwieejrQITfL*41B=6ttIv1BfR=9oP(}TD4x`}uj4?z ze2(A}E~aY1(&~PqQKffD>*KoF%|fy0--9T?KduEQgwU3oN$GbdC2H4cH2h%?Mgg|AqSUbSGKmv1f8GKZg_XVin-@*eE27>TjmdZ<; z6sY-a1*bpJyK+2A>rEZV`C%QMXn`E6!|E zoby*pB~Fu9KZY5Lr$0wGjSIjiMv;-k=F0wdpZRL?^$T(7!F=$qfKd5PQ+Sd#=0+W@ zDWbrE&!|IZY#)mhvp6M+L`4dD$sz6wH+GbB)l~h}AL5tR&o#0K9>ZzoN4M$!uY1yn z&;3ppze_h|%Hw+48>X^*2cU2@FK#}4Ed{K|2U9mkr-pHP0eYN1_e0;r81)%sfD;_r zYNd1k@17;~gw z+_5fQ7%4_0kSFvM(IMInjshVMjNfWRm|Tu1PP{FiI1Am6ffl^(?WsZE0Ocsq)J*bU zxVc`*oya80lb~3MZDLb@&dBL^r`G`K=7h*Aag|6vRJ|8(!)1-{P#-T~mv91O^C|7M z373-q=#RiCL6WD!p6uPPf*txZTu&k00LwsRv3}ZQg+i0xUkOIUmr?3J$|p<6uQ zDDqW3f!8*#&hm&`50$`Tfa8QzLxsBrCxT5TmNf8&ULKje65z|oDqkli;vK&%(lSXR zQun{nOP2mlwcbMHla5%9F#Ab>{@F@ka}zkLXEOg8LI-{W|I$>f_V)zVRDGFobR?0d zH(xZEQmgyQ3lMaOdZdKw@;+|&IR)x{+S}8bgj2a zlvEUMB|ivovv@=VH82a$QU&L1Xv(EgJ}lnMM#2Hc=}ZNdd4d0rv9}J3>fQQ>1wl$A zBow5ilvElK7(qn3n*k9R8l*dhRFP1rp*sf z!h88XfxR-k*(x?uad+kJTa&YCxsU9!JPVvDRzD}lK1Ilx-L`UmN_$u45$=YSuj{Wz zUfH5Cq&^eZvaFv+0nNP63;3#4Qt^nZP+atStReoB;ggY0RbaOX1;u8;z#u8txR~|6 zYWxHS%T8_7f267gZxCxfVOkKhqItz#pOm=r=@MDNt)!^0l10zyc_xPzz7^P51@th? z59=HIRo^D@{}=)Rs&9rJ1aEZq`hY@{cCM#;Pwvv7zATFxmO|3%%G>uWGfsi0?<5A3 zyj6(Wm4U6ySl>)omd3+{y9BR-5Aah;*XLn*coWrr^)e*@8C*v{?_PWT`)R&oJWy08 zW@r&OF&De!sgvO_r2ee*&SN$4wGi3ii6rRPTd}QRq!cab&^L7-RC&WH2&h5(^hAWqt3?I zE5pjf!Ea>xKIIY` zw00m>SS~m(C}%YVV|m1+2M^Q;%gBkdfIQ zo7>E3Y1cSIe3h!!z-;dyo5t+%T@^^N7A>^9{SxJt^snA6&H_o<2g| zwz727%S6(@eHmfF8nX#|N21e0n`M=ay3JG4Eka9>_3-@?%I8r2UNN?>{mk&13Af(C z)u+INC1lWM0wnN!-9@I}oEAEuKzqZYcJF|6nJI7a-w#NjbvUiLD&%1dYF{-q&u|sV z%9mN7)zJ3CI$r0y4gT@b@AyR6QK^DtNMl7_Eqoh07vT$9Kr&qW-*S=wLjy<} zjH=(kE#+@ciBLE^@-;HLVOev-B$iI;G*9tUR>Ati#XKLt`@akrf4K8nNjuSIe)3i~ z2HhUKbv7Su_=}g_8@tYzmm;EOSU8Ysq`$Pe5CuG1JqMISdIbb-zuXWm9LUgeP;C`j z8O~ski^^R)Ihu=S-qCzMCez5qT4Ir}l#P1lwNbpm`}xsq0Sle1sDTT*U7sqgi2N;; zf#`hnLl7G^yY6c?!j4NvFQ(Ir`G_)J4qvTX;>cn9hyyVqsSN!cKi>1D^tN<;OteQy zFfi;%y*Ky3zCojM_Iu>!@JEJTuFv~`*Wu8X%#{Et-Jpmg&(xb_$ed4VDQBz%V9t>f zH$kPa9&%)X3LjFEBy^49R&EsOg38lDonJL3A=RXK87$PpCl}AY8pUP#^GcJt{T)X=oz=;^aSxOD`R1LM)bDYQvl#as|1% z>Quij81B8LD#)SNRf5}+yY^_+1X4|!K}bnkt5)ms0tBZ4=55_z?fgXgH1@vWi@FV( zHQ^khEc~%{*SX8TO8WnF&!!*Gz^zv*=~fBo?$)xX&pf&57bc8jsvXbU}TD%&UE9rEKGWq_A$ki0y8 z0K#<&I#3o=ev|DWIbVEork&e^zw9|(te}ND+&}o_7S~qVE!^m5uBjtIv+oXz>Rc*W z$3_*y8N2@ZIlL!IH&-Ze(K5Gw4hdP|wBA0>o?!mz6xOm#(j&`L`C!LOmx;@&Q>mVn zpD4)H8G8Qq?P`+*eaS~L0~&AnJc%I9%S!LoqTGNfyDG@ncWP9OU$jPkRH(0*Ath>U zy}a2|F%tXEYn2d~ItLhLG$14j9B%9wRfRs#rJW^V&KerWR?yD){+i$JtlXPI)woI9 zp2)yQHr4CAM%6z*A?zM&bn}kC{4SdmZPO9{?3p&Z5bzSK^)G6q%!CV4@}hEWKJ=S8 za*DttDMgW5nmc=iPLb#_b~ZoP3N40TVhoqK33mzofm=%f(h%gxWEL1!M2~!_3&1z6V@dK;GXnVVcXt4W|YedpF4!z`0 zgkBlB*Y%oSlIX8V)zaaA!%PeHQwn2Pxseq~oiH|IDjp8b0>;B=Fjluchu;Odi-7T| zD#ynh-&{JgN9;PxjC6T{I8Naf{X-v2&^my&<-bavI*9d}mS1R1dRK>xTiuhAVFh>K z2V1OvdASm8Sq7j>>$16P^t?O@aUB$>^L@r6qEPyWV-uYTE8`;ExARV@46#_!yGHjNH z)HB;l1^G#_VV--h;M%Kb9AA|Tl+loe1e->o+P#F+ih7GSdMICjY)F9y#Y@$(J);7< z0^(K%KefE&CGa2;rQ^>W9tq0F>{K)%n9n{NL6v(&z$Tx#o z%J?mnd|y?*VOL4Ex+8)diQ4!k_n7EuWY__6pVZGsQ_$&kwX6Vzm+rw;k6--XWCJkH z#gD?za@u5|h?;;Csk5xU%c4HtbRUm*x7*wvx{0Ra_{popp9hW=c#VBnr(Jkc*Bs|4a~V0W*h0d_a7Co3=~aC7OXEo5nB zkX*KuNy{QLn^SUlv}8Jr?o5t!x;defT)EEF^IQ zH?pR{*SD**9;($KC-@hG&NpNiR2ci~;QKG+*YrXdVOnIDj%)nKMU)u%3O$8d?|g50 zvxMcXI{ye)k{bZa<=c3FK?V%pr}E6%J&5?s9g)<0YUV3So;jf%#e5ukUD!9mFYLVv zk*-hm;9$-6vNo=3<=|D$++e_YOIvh+;uvcLzT$@4DoH!%el-_o?V^MrktOz8M~;3SVxx( z$W`EGLM@5O8N?D|DjqiNIF1)|x*y1xJhSanz3q(c=ySoM-6eN+Uc5!}&wc062w3Kr zIzu~!z+_V^D~KG&r4&|FN{Jj%x~~jp4e}rwqs^=3p)o&#?05GkToDK3?Hf=Mv5o0K zZ;PpBZ1#j9!CLxVSyw%bp;3zwy-Iw-*ypp;b(menQgD__G`g43a-@oq+3TRu9s8;d zvxb6QchV}ua3-L85MP9Pc)oJ0in2XLLgdbw`^JI;#rH6aU;28JD9i| zb+&mUf%;i4s9$TZCukGxrjP=kD@8%L)&~cx10Fl5Z1~W_r%j_A&DTQu0Y=|S^qCcA zF%dzvjTDT24X0$&hElkC7<%?uFeoqW>3@BFKBGKXCsf|6#5dH)n{&+v^>{G-2I2K@ zG2VWIw|2`Gf;Wuv`$f-#?N1_cO&x4fg4(!~qa}mAb;Q)%Sjs{V((CJG?sQxBO4%s* zI6HUud5eDW{)2)U2Eid{mP~It2bB1yDDePReyb5WR*!y_fQuXa;ds>E-&g@PX>3iu$q1>XxIy9jauzg&;Dn}w+40|3gM?bt)mbp!=CacPmE`b&n7BcBV(PO4vq~v zIOA%WGGLO_d7I%@e*nH`(gF{VW4`;*XA4I=OXOH(Mb!jMY${!lcvl632)eCVowxe! zr)VzPp)lA1Vk3Y4Jt22Z{{xF@QOlqY(>b`sl1r;`*}gUuBk&ws)IhsqU-~#(=E;6V zb??sWnBHlbs^n3kNn{#$A5U9OBo~_;| zcyeGRw{FzfM-;^e-|aThsf@6XsmzQKPqv(V|4 zjfXDzMTS`ui6qy#LutoM&ZSO$Z!1+eXqrX~@f!3m7*vi~^EGHY3tm-!_wcc%P__(+ z-S)uri*QDgpn9yp#18>QJHe~#nb&iL%J(iZuWMayk$BnAubgFI5GA}}1sVR*{BoO~ zpp&$aZM>3GKHk$!+f7{Hem(rBX@cYoqJ8G=+QU2X zT+=w1um~1++HVh4&s_}kj2XFB4n@zk1@?I)Xr*!6Qk2FV;ZkiN*=^o-!dDabMSDKg zdnNRDMv#nmeDz`ydFa$}^k{cFK<_+o#r8{jSjelRrWEgQot(I{!CpoSu?N6AyVk0g z$N9}bOCcQ3S*66a5ziAUGYaR$H*JRNa&v)GQw|r>J^vXHeh5c+0Z0b#BH2 z)vk4eRO$h{>=_$3JiU0Njk#8wcPDf4Wt&au(JA-+34dN$71O(_x0y@qoOEq!Jn79g z8B8ptsh@>|AgbXjnyKZ}o{XWwwTDs@QrZ41WoznL#zq_6u z@YiGe__X6q#x$8K5?y0WTxA?~eN|5|{I_LCHE0;#`PC6eI|TY{M7`?0fW1bL%j$b5+6{uPUzzH>GGf$!q$;nT6)-6aKDd%nt$Ag{MsD`?;ip;W zo@28OR7}&;H81UlbBGArYs)b)gbp#jd{zscwT8!C0d!L5m*}1Mo}u*Y_R>I@SBH() z@P0;`fDjqPw9`96gxLFK&7%*ziz0gKv67K}VH!Cjf9*qVWfF#Q=6*yj&7B^H!i@>| ze5E|UZ72Dzh5w`as`0f%GpqFB12vHjKW@Q5X`J)-^Gy|fSULojSiG3}&Ji+GGCXmW zhnZZ98i?KW9AbP{e_(CzVaF22u^zRq)=>^MsU1({%yqg8T8;~zbr%E86s{1P`4efK z*6=nuEod!L{g!bTn?^xDHDlM~`?=PO9ai7W+KnC!eQ;*7(s74imnh=LB?X;+0pin? zq7(RJwR7Wi*svc~z|9tHqX7Q|x!onw+&HDdWA0RGvP27Tl#2s5gVM+m+2sU*MGBRla;Y_U()TF@+0~?@*yI79x)lCBiFv*Vy^yx9(>AMFHehWVxH_sc7xp-+g{83!5b5jNegn5Xm zt(s~GZsEbMRmjW)=_#q;IzM0bg~^pcTCw|eWIM+ zVLeyFP0w)MMRVJ?cQE4ma-66ekqsA%A)02_cilLss_liq@Z+d-Sr>)Un@#N-pWmV~ z{8S*trVvM=U~&r4944WH=Zy$D2HS9P;j^b}4=K>|b_Bc7#8=kJ$sslgCg^QYRUDbH z`GcCinDGzZRm3MjLn_d8Ezx0DBaxp;Hi7K%?xqQ{jZ&@GOm`Q zPCgE=hwREuuWF%xy?wToJH0-tW_Zg2u6`Y#xg0bW6&2ba!C~d*9Z;b=2f@Vc)(~hR9 zw8?hY90~NIXD}Wy|KN2XuIc_CaZP{S z<5d)~>hZp}Ezi=~;s9(qXN^Wm54!b3gzv{Jfl`W-M{&bW&;AN-EMx0f$@T{NXX6K16jbyv_b^)cz+^x5n09XqA$ZZc2s`xG zoRFb?DmnXUFQLjK2<$OGX^Y*Yl#4~ZfLX3YPoy;pjx;=&u2A54-yL8q+6{;Cpmtnv z8e6u4N5-4!64)JQ=>zQ^wOs5}p^B;OrjtovlZjiq8Lrqxyhm;tNKH&n&PZ5^9eEv7 zN6+xN;Ofz?_XK~n4JLk*?P}@K^dyIPv}$fjc6vD(L}K}MD0Uq2w6bm3JOd#f;afjHQFxfehKy z7W>$Idx4S1xubJ>V9>zwT`=Wy5axVv*ysFdbz&loTR8m{qE{fl*Q$^goiTL&hM1u3 zXI{Aw$U4i!S(`3aK$LBI((UXhB{(WCh+un2u#KvUlV+N;->+&V*I&zB?jDl~ebEUNlg}PnccYH5 zyiB53T<#e-SSY{eCA1n;vaQ@^16RIHoph==IKA~lU%iJ|p8Y~Cq))qhuPKp@Vz-jP0VMie)H zer`qVh!Ss+aK58fQ&eG!fHW_j;pnfkV6yWdeYCKh&%f@;X*0W~1hw8-!z86=!lkXh z+W(@G|G{Q>3taXFR^-vrCN?j**;-J5!;XuZ!(-vs9iv_{j2ie(+0Jk-UB+uU-~F)> ztJ7X57p(ct+JoFhqmWQTRz7IDxC{^qOs0ZcXMe_Gu9u(&;)!{B8x%HrUwH-kccwtD zEAu<|_;Yo3PKXY{gBhH}+^jlo05AxAye72rWHf};3Txle2o3~4O{u5+OeMRpzWXAZ zL^l_5@Bx03Si7LcGO_hSB;HkCr$LHso^VcyKVzogUio|f%D$O_6EmgGGN|cl`~JP1 zQ|%(QDVi-#7VtJXy~A;u$tV|&gpIJ>+6y0b>V|>(#y+`*&}ic9lHpq5BAAIdO8$!I zTPn0wSapU%FbB_*GXf^VcabL9mEmpG>iXk6ixvA{^=JE1q({4o*wD_9p_AOYV5emF zL*ZSOs$dBCtWFR7b&WI=76$WYFw8CW*E_$VlvG-E3(;zA1G}`ynf#$4!7}>j$zyc? zW^%o6vdJT#SP|M@5~ZQH1HB0qG+hy4NO@B~bCW2>>ikj!a~f<^w=PaCi{M=k($WC(m;}-SQ-pFXHznN{tCpkddYzZio)l(u-)pJy54`$#PE_ z-8XM~SJdfm8Q*G1m6fv-+)sOYmgD&-vqZAH5{$Z>+R*prO;+?}opC;c`)x(OJy%Qp z$3(+67=V-HReUO_mvJK}_anDjfCsF_SyeZGJYxIZ%S;3G>F&VkQ))TVMo^#ZC79~W zd4_Hu9~of%V7568e4^jrC)O#@MN$z01X$7d!<(14bicJ~>FDV!&iK(R&IGngWnL>S z+Au4L*gaNp`1Vq+0h-?@7fw?Hq1w1$is2HK)o>s=(;Z@?=$)CGdMRL{_{FTlwN}ST z=E@bkD}P2zI+7{kvpDRHVy3u3I-d|m*4N83#Sv`W;RRc$l%npEB*1MNZxN69V{22` zYR(3rpb#?S9Q7-?k~ALH&rEY6r@rpBFiOMCbSHy?FC7R;4=3MSIXJ6TeHJvr4E4r6 zL>_?DPwh*LDuCIC&Xr#o2B~20cu(d%kzH%F%lJZ zN&U&>W#APRt2Ih&*WoHR8MK#5raInc7$wwf;J&}<=@aO{LP*N~j2wt&^)76S0H4Dy z{Oiv&^)vHa$i4l8#XfZH)2O!A0?FfR&IiVKLNZNgcOikBk{t(epuSDT+3HJxH&v7K zTcvCU3Hn7xXG?+J161tf?Dpy=D5@u-x`-U7Zm@eTYILb<41K81xyw&dRH5H#0vY%f zZWp4rfxqRU3ZMX5Tl%s8zC9^BwJD+IA%^;K$VNR1F_t}V6j8sM_BIo*}J1c0o^Fx)Rq0(X=i zB0tfwf~D*qaXJh)sG9G>UWx_k-d(c1Dt4OB2@o7WNaUC&xwwZ<5dL+G_f){YLO@i- zd}Jfx4q~#a6u+14R|0ZOMmkN7t#iV7ijlp88F?#K@-R1(oUrC8BUJu#q3i zX=fb&5gSq|1>hiQK2bNuv1?OI*2sKHxeB}#jXgCM6z4`rq$vP^tWTNU+JBCK1aC{5 zFrqp{w7|ion^~)#S_$`)WexJG83l%>4&G;) zZ_Q?z43mxY1Ex(W_bYJnyfp0EGGy_LmgJEj%v^|XnRZ?{@4ENfNBaf^$HcrrQ*Rjw z1+~p;JSrcx9yX^-xaN{*yz7F3Zc$K|M(r#Q`~K&gFA(IA0ZQ=do)rI0ZHj*PKE-Mv zwhw#w`Yrh#MNHxS)@wfjL1;g^L<-z!jIBerCSNItkk%fWuBBZ{1ib*zL6Hc}hy7JQ zs35SHAHS9kP(U~nOnNeUflxg38;MpMaMGeFd!KQ@def49nD`HLr7lzTifkcbih@Ee z&I9&1kAA{aERH7-i{2kIFADG$8Y&hHT^Sze80t1yGsu5<7b%HL0T1rbN@}1$l}=08 z^t(>+^_U+;s|Lc~flJCR?K?L0G_yKOR)^j{r8uphqbe#Y$~Z1B)x)iMTNHVMl_o8X zDov`1DN^l^s-3(-7G5^5M5CCFjt|XKgL>7*T_${2B5voDJ0^Fpe%~-{$v)`Y#Vnq1 zQcYIgW(%z<;x}CTp7*KwdtHTDD)!z%rpE@>m@588+?XU}rE8Pnv^1jFyzQR2ci@30 z)4_(#m#+*%vTe=d3!Qbd6_%YVxfr3Zc@%eik&)WYOSEze5BKqGi|a z;Wc*sYe&LBhJfP0neJna0m-zkebNNTtns6v&{KBp-5gnQ8B5^blGb$UP;_|IOoh>A zr~09HyF|vUz-XjdRe|=0Ym@;y1eBp6bu8>n{brUk*QCu|s$3m%Jcu2?yktNP7Lch9 zbZP7B7wYN_)6uY2@v^m8Hk?<#1*49w`^RQhU-QQB%W>$urlBFHcnfy>kY+C{zfLyw z3}diSo70zBKtgigTHbd`lutx~X0dtR`t~?hyT@sK606;k_X%U#5>k*Z>10FVy>Tgx zBr*sEb$g!V*Wkp; z%>Ba0b5a_9Yqq1+X2T(I^3+?YzkNs<;~zW4UI^r(3XY9!GbV)Mn;Dn7Sja{QZE|l+ zsuPNnP+ig3Z2_)ui)N=LL@FQ8R4NdA&L|2FMS`d9H6Uutft;*x<;%YK4%Vp$ukaLZbJl}|2qkQX7gH~#u%yil%NdwThh zUGm8B%(*tM-}m-F&g$J=KcwK5u|KK>b+Soj^I+(nh~x5SQy&knUaS|+_sdVp7+ z5{mKHAy)5s9X?+bZ+qkpG3nfF&n~9@a=y04U+~poFXQSI00ihmD%M)i&PBi zw|HnvrGvukvn>JNAM}Zh6pB7Qz-oU;OEZ6vpP#=T))O#DUuqzVd(n4v671{m#D;X5 zm`M?oLRi#cDJo{xO=Y-_Z3hKfTKTn|f(;5e|040c3GynHow_okWtHB z3?9DF#0fPGyPOn}p_02e`ytOEgb}!+kD5p!7rT~VS!O(VvxLYUIJfuWA?vXlJIsA& zPb%F`a%3KRv^|@*Z(S90&2q{`ouaTzJ0pr!`PeaWCk^(|vXXxJ>TnaR`^&1vdPLiR zalL|cwy|i#V*d$9!*sf|L*p9qy}8l2dCtDy)?LwE7nHg0za<1AAFL%_ZaG`kP5%aL z-1f5l#4CR~OKenNTuLWo20?g@~vQ~GtfOduxWW_)nv2U*2 z59&kGL0oY;E)(r)smP5qL2bl_b)UXjOGpGfpmN;5!m!#XTG|dHdNAxOim??3?*kPf zOCWAIGR-{x8-U{TK0&USslY5A?cHqKu&Eay!S|PXp?%!ip0l~%xjF%LID*_F9r4J? zGpz1cI`-D_BZG?9(y%M30efY3cx8@3w-U!1w3}Z?wpArpq@DdZNv-N=iqX~8brJ4~yGRg< zkAKv%1OA3y3aY@?3Zo}*S=`#Y?G9m+uR%aegDukg&n$pT-5>h6v^}?Gzl(L?83Q2& zwh5qRr;^IDPS{5+y{ylHm^0l3;%k2njYzk_Y9SzneJ38-$Fd^EfICgMOYwmFx%#)j zk>*dG5a&NOI?e~*m9QC(^<%_739KB30T|`vj;;8wU)y{-t!ZGN<5%MWhc80yhMORz z{<>Jex$*ZpO>AEYOaTu}xDH-Tn5^E~x)XT4$5j^RFt*V#1x2^IF|1X|UDTHnGK^i) zG8()Yg~6KPzJmj71G#y)od(B-jj@Af9SHDW#0UU}kI9|#*JwA!8#&BP)90LRCwCwbR8Fu!1-839 zO!v0(oJH&5wGlBL`S_dy8WE%Mod@i0A}YGZuPLhj4hsZQ{^*9JE<747vi3GwQm6_mk1P&d3cd)q_SW{w|hW^zH_najH!ZT`sNip}l|I4gr z;+aI*EQ8cYq9TS7TEP+ym^wM)1JCFTAI@ z)3~2sR73n}&=dUYqwVoA4azUD4amzacqx;ZftaTIv2;Tgkz+p#v+3gRtn(ECV2U%djMY?C z%Y_`D6;0LoTLzV?(hnfnN{WhLZKDCJ4U`!p9ll!oYr!#BGqf_Or8I#?4k=pAKNtil z`)n|9_sxvx5g;H1;!}hVzG3H5f|fGAoMOLZvp%g_{pY*5!{}pL?XwBBT)k|P0S=(f9)`J7aR1DI5_ESfGJAp zQN?GWzW1BD#eY+$+_w`q(05sEc$>(i9hF^fG|6?BR(~~?heGEQZj8RdwX6O^l8IQPELb*b%zqkR4hkg1t6nU z0+|o-jTQd}Hd+W(I$Cp+1TE2$f~Zv$rO(@Hg}zY{I9C8C8=BiZn}W+W2QYpaY2$5_ zQQw>-ysq4^wwyY(zBEXmajPnX@xbXmh+UXaIV8xeED$xW6gzp}%u1)mzv-0-X=G&B zFG3_S6`$>xFkcAfPLwj^mGrxh(R-D&V?o6?`?B?WkH&~JI+jTZNh7lX+Lq&_Wgq<^ zZYu)Ry$IAp9U;Xq&U#IfFZ!+#Erl-ztw?d1yS>9L+HwzxMMQ_Zwt9GzVJYyfk4vRn-fYpOL{pF0eet-E za)_Vdw+y=q``D0|0@v>&RIVCo=|{lOs0=LLCVip4y8`IeyA)Eg40R(?&-HjVeaDt-J@sRO{(SKOogurQ9CCyC z^ZP39?M}O-X7Bc?7dKNUD@un(FSaPw0pWOOy`aI#4%PZGP#P!%s)9JUE1v>8H4)Gf z#(gfWrQFVzzYJ8Rs~(Jj*zemii|W1g-dfAkeblV#ooS1`D&*JgbPI2`rSKNHj8n1Y zuVRF2vd^_BC)eZbS}fh;T=n*(_amwjyt;6N-$FyGBa?^MnUxJ%Rio0c?1gYo4h|AJ z1cn-Xlsv^qJYuNM%}MYgk=cz>#dHSv} z6P9q#0{HUY&C!#4Y+-#f54F#awz;IG`J)w`{_Z6cBK!W--Djq zW#+7{dQdU#Sg=*cYnQ2U)0+}ieMGx6>4;V^&4D8OEHQv{o0OK}P#HyRF?^@X@nMqj zRen(~#e&rV?IW0ByocxO|K_hSz{A^T86kLF9b6%|>eil1h%&;T2;RRZG_yMY70R9X z+Dm&I^5Vyc?An=2BW#>$;%Vf~9*HaP`0u7fL0q#VpuUZE6QS)N*e{T#&$g;sBDm7C z^MMey!Au=-tGU+zi2tFt%Bif2cC>%l!W<8aO5sstm4XLme+5`Ufn9XrIsA0QJTHB8 z<@wX4A8N-BldG`jJ;#wTk;GXiq0rvT2+MAZqLb4WlYETw?u$KH*YqyLT7~wm9X*4| z_uzPvJpRPm6;EzKHiv1WzIQYqZx+yl^InrDRd70mBHwkTeg8r>m~B_g!-siq$TD$M z;lCT)WHTMvkg#`q%f&4m}_r983A6Qn#sr)X*4e4R6Op$hntJYlf%gB1(^PdJc zru3PX;Et=cI4Eh z(w^q_^#9p=80a~f4cA#^9a#SM>HAA238KSiQ!@OYuPM~GpgiK|YHaCrYNPYJC3JxD z4TsZ%PFcFH#|G#b{v>?eiqETpY%KnU{KViVGu``PM7^vIbAw9s7IklKs*OpWSNB=O z5{Lzfjh+Lp?u_lCDPG8l-T5u35TNeO6RRe0^AN4u|&lL_%0F4z<)KLDL z-u#s?YTyI_l=;mpKYlYH3qZej@*iIRW9s;4uB-#e$Q5z z{?E^TUo|fT)CXE9?0#>?1HcV>rlRnU>i@3FPW>6+*n|6xUX%dsT|l`383bBL`RCux zIs>tqT>@1lzKt%E2VhAZO`hyO|2Ai>6PC5O-x;AfaF6#SiHmQ zn*XpZ;6__OxR!2tRCWXSOezH&Ss1ej)8C@e|2SqlK0x)0!_DztH8KU@vwfUo+y6r$ z03G<+@LN>Fc=3C**J1dlZ4nTK10^8AThXt72l8@Pfm66HPXEvQ`XAnq^fEx~`)jmrTC;+FR00QnobO|Q(+m`+}tA1Y#@&T4wXT6UG z#Y;jGz_AC?a4+(I{;ejUEspDIo!4qE{i&%OdIWB>Dn*nc*n?9>1|3EfBRMF9e4 z3u3;-i=aO8Jmd3f$=pp*Qv4U+IwC?o5T0Y zF5}r;46s>JyovD-Iq%7czjjD!AUe)ar^oZY7CP$cbvS9NzbvBODgu>Wazypk;R34k z(_jLqVi*6Yn5F7~rwYyOFoaoD?8B7^2g<&&u9M2d7Q8Vz;sUs;^=|U7TCw9Dgb!8r z-<=#9vFl$%k_1$v%IRag&%;(7zc&_YU78#IHX-JT_VHfVwK%|5uD`ukMuexk9-zBH zsfq0m-JmMqWSeTA(f&Ek_gaK`*GdIVS}iZKfvd|I83wO@ayn9%lfDg3m}*dXLFSNt zrwH1eoUm;&r5_0hq@Nn#mdxHvlKfd>wh&m9cVSNHuZXZwM4AHqS1DyO&6VHdT~wG3 zgIo-%XqWW1qdX6m+ax6`7Lx5&R;)&YO(m1@+ndG%9nm)r{>T`$R1u)Iw_p6uO#USV zvx-n{iV=wVOp%VTi{aZvyOnH`iev5LnR1aKQSmKkG8)OLQ!rg#5bH?4?ay3_*AS_z zfF%$e{AK!wHt2o8l`gbwJs>E+uXJ5my2sYE>w@QSxjkNoB&@ zrDbPzr0tER@u=ri85&?}iAHDCUowx_ zfp>DFX9D9_>ic`>SXlCwI#EV>Ke~dx_u>Q_&S1G5RMomLkGtu2nxOglC!!jHcW;|) z2H(+u!C>T6RAXRYFL6sxH#~^6H&_Sr;pNXUdf;M;>Bzr?m3R zGJ9ux>7L*6yJl~P>YGu!^}^G3qD%G%*=;*MmLByRyTa|LesJJOlcHJjEggZSp7HDf z0Gjn#pR6=kB-l_{wnj>;BXLLM~0rzxfhn;1{{k<8p=o&ynYF;he!=3msKDF;xep_&TNkPy2*T z?@@1X-O+%{vCl?lx!*>aVC7cjwyjHYdV29kp3>u$78sxYov*(Fc0E2&vbc_+_nE~H zb`K1Ysta!|JghsjP1`nn`_A@cM@vJXV4qc9#NN-YhPri}ux0=T*52rJFcWYLOEqY~ zM&UafMB7-#NNNCOrlt}C|2Fb?InM+Xez9;cSMcu<=TVos9Lic8?3|3ADJnW=*WXO4$07^Yt16kzQXMaYzu= z2v6&IO?13p-_*cT^p)>|EUwSw4;C+K5h4jLD%@m3VJRFRVlK%SJzDKWKEo zJav;;YYdF@Uz2Uy1He?EDTBzdbLH7hJp5xw$@=%q<}-l*v=4e%|2Z`1Fg0lu2m_t2 zKstW0nmRZ37Pr^k5lh-=tk1zIi*e|09?`DJ`*> zOpmG5{OH8QXX_!0FR^1$ZwMHr`=ZCF%D}ZpEWD$3R{!3kzN zgXoDqbi{gzrQz~GrA#lpvbMR=3hdpu((D}A=3hJiiwRNq)C^Jg6gE_}cN(tc?H*noF4|hE( zaV`Zw8Cw^R)ib-TN2wKMj=wV2iiAyb4biw+}+Ml1C6B&VJsfj+x2@KOw0aB<~? zPq|$}f2}%iyS&CP9?jSEKG^2USU$sB)m0FNJn#9@uY7^!KBhhX{UW#qK~Xg~3Aj;@ zYX*`nYqbBm=u-Kj(&z}b*$`DZ*|~QefwcO?;EfsTKbw|LPUgjU8-2W}3^-EL*mPbWWZU;hOU$Z6(C(|5eIi?pb?Xabi8py^!za>m8A+J2^${(hD5HCNPwYx*kMc1}~>Is%CFtod*xge02^2YapY02Jz>A7O3{htUe^nvH;-A*F=18ktK zL4S3jyu|s!y~?}Qas?8VLPnb;*&~_$GviAI`8P4L<8a<{QLB;fP^$4IpfE#kx-k*@ zU2f_4)4hXjoZE7%>Up%I$$_>E(2U-^zrM-m80s<&f6Wuec3aC?L_|buygwdteveQXk>hu)bE(062O_lhzYYeH3=S?|gsMXBkkRaM#Bx)PIiXJK={LrG07bW(5}LLY}^XAz3Oz?{z8LLOaLVi~L9@ z<@`q-U}Z*>z)wUygmR?)WKUMy#lPSsqi~ALcqbrKrM4Mn>S126s`lC_)*D;u_17JL z1NAckD14FJ;A*pe)9n4zcB{9ne$J(B@TV>HJg@vWX6}3?w`)Ii1X_4qbB!#o*`%Zi zl$Yi74$aP0^Y!(1IXZ^JzVYPN#4lN}Ry0f>X*23ql@1D18SFbUb~(D8D_?S2`2VQ; z>!>Qbu6+PS1SJGPN@-M5LL{UcQMx+>q&D51(jX`;-E6u$1qtcy?(WWW-`hu@_dUP& zJO7_C_F%x~-Ye#u>sm9ewf5#oO{oYT=X`1BDvLCy9c^pkH#?yC4VI?q^E8ExM`NEE zCpghi)OfgEnq>y!Qk%>S@~D%2J6T?QU^_g}Eq>*?M8SR8RPVGf^7gpbSxzBeRImPY z@#D~5r+((-o0*|AWarfxB_@gq+yXwjX>lfkVo!y&Ovxj!<-CYTy# z34wC-KD{*#OV=YaMS{|Yu?lO2yuC6eCMjG1J>u}&4GB>yK1F=o&4lx=bA{Pd4|?ST z^mSwXf|*60J%I2sVL5vEm0Wy$onw>LDD8zvD5L`Ud45r!ZLq6z*zDClmTlvS{t4?s z#4G9AETy;Hr}Om%IbIz;Nf<1C^brnM_y^l}o zjToIEw~dcdm&(DWEq!ZTMN4fDKqc0eP%3^UuYN%MW| zHf$ysM{t*wPtiX8MAYGCEaDT^1(U3c-f)> zh&+zk{c-=s=OGwHqe)uDkc0_n^{P>MyPD_Ztn0&wn3!}?eK`n7qyFPdODd5n-!I>g zvp4GQ=z$F9ML6*;UccSQpJO84JIcMC4No6y8Fc}%qKaDbeoZqM4`wJH;;o=@!zc(o{re(^o5OZ|3&ks-{3`$oa9deIjzZ=Pv z=%<2YJbmh3vWdW&$pw@teK&Tgo9@AoERH-C>oIj#$3*yYB2N3<))AtJ?~aGH`UweZ zu_;lueQaBs;AWqA#trFPEbUC%2IMp<&N`OIlzW}zZaRiDW~Zo7DzrNNon*YS10e1M zNZ5G7JDO!x!k5P@CYFuii=nT93)wx`knGPwp0~fZ6+JyR=cYABf2%TMRxPtLrMY7n zSBD7&O8i58!OR3!l*S!ct_ssYryF630rnkb6^ z>Znt?(wBeQ-B?$4^vQGb%UJo~`%)?O(Uy@yYW==i3jMuWEEUH=O=DX2c<@NgHDl`E zSjs~SvBcM?z&BnJYM1F5`$~MO*1T~hxY@GU8&Ys@0hY;yQg3ZIPk52-G;-%`02^5^vS3ABYSd?=D|*tWA4mSw;`lzN`cepaN{g`Hi*V zd~42|{UIwNE}Qp_w6Pfg(*r1OM&^!XYpm7E1B4paw`aP-LPAvpVNp?;t4cuOR6nWw z7uLJ2>rR}V3GMwxOSue>!dTMi*BJNWT5EFq;GE4X$md-2_YUk*zk*R5#7>wKhnmn} zN=O9HVy-u~UVn#kH1C6;N*7m+7o|BOByl`FD{HMfp&Gy-2IchHJ$Lo|0>gqzE%)9T zkuCoGclp>!U!iiqgJsb`F}+wf2{2|L|$6_aqnl}=Zy{Vh{&kHV;JV{hfjXrGwUX2DeL z`hm!0yk)Xt+U$xbYj3VwqVYqA#POd(B7o%0>yJ`E_NLjLmI(KagL^F}a4(-?yV+Un z94G3=mI_Hu9JGld)CLR9D z(CG>;R0XZ-X4kJ<_KbJJ^kTh!Y@|wt`^pj^!*Lk(=+tEGEuGGOqKkVglOL30d@?zA z4Dk4;?v4Je)RJkrEZ^B0E0{}`q)7fC%99Cr!9$L#pFOQtT@Cgq^>HkEq)UkzE{wj{ zoNX6A!qU{3P7ZN>yw$+_U5{!={QTqx=L_2pL+=y^qvxcU{Ur9} z7eazY&G55_kmy(yH^q-C08vbzaC7rQTgu^6_?VsB;e-kI;j#q|6-I_Cp5l;)pL4Ee zLXgcy0!EJ%h(Vfg$ZQmG< zX(t=RCC_yz?`CLs(>0O9{^(}5gA!#pvo9v!FX<`$DhgmD|U-q^QAM*c7nDi)bQTs#r0fIweoJ3GwwkEH^B}`sqDQr;M#IKS#<r=p@@W@^R=WxC8!!hb|*3t>qSl96emM%%vA9ABDvG0b*Ftmh`^PBrx}`+Flc0@oTP`F0 zv6DBY+iq8`;S-eR{?3n3+Jv@7)y!lal&jh#;uq0})y4D^J37NpC(-5~w}Wx!e_;{V zy;t%CdQtA`Huzn~J%%tq!BYeeOK zOhMx2t?)#_y*5u`a1WUZ$qxXXIT}~HG77ihrtU{5X9m`FvS&X8{mOOM%oKo7Mx_fa zaeLf6N|Ebhr`E?)MO0MIi|!w3B1=0(1%?C9^&2ZnOLrRWN;q6jCV^C3nQpsTf^Jj_ zEf9{5<(4-$xp(tSj@Db#2dxK4Xiip}-`&Hq(a(|p^<<*0mBai-Q#D_7h3W7tyX3r)q4?8a@VZ>KPZli%BUiVx#PWr1?E{bcwz?LGg|a|n6l5Fd(}$?h<3^tZlwB85T)#g z08XMkVKwSs(ObbM`a&F$hmnQ^cBlN&|E8SWu#h78df*dzY@^$Pr}M;Aqec^Ma?X3W zUc8X|Ostx*qlU$7Wnwx~pf+r7nxX?>UlUMOWsz#70xMhpWRG##w4tLH@5&n&AolEA zKe9m)nW%I9TOaH&@RUXw9+YLWbsk%pEN4>rtd*A*7^!=t^7d?sA@;6vmZRkXc>B~J zq`HStM~4vz+^?|}lGB%vD_`Nl&&^a)@cemmT~F-R4LXtdfX9_0)f*b|J@;v8;9KBV zR71jn8F++)6*Df5GO(KbJ4Ai$8SVplh)y`VUD#-QwqCxLG`Jr07Q|vt1;i6!}=73M_s1|Yc zS3YF)7OB#7lw#kSEjg^1XI%lm-wcKL-^rizfn}AM+OUzdE~|{pPtXt`w%|&l%qFME zG;XPBp^;;Khs6s?hDU66eO)8(36?>?b3<2|)0ltf;^e-x?q zQ~0PJLb9`;aX65U_)QL~WTfFl^_4ETOp?(E!g+oL3azNsWLYhLOvPglK@ukiGxNfX z7K;35kbI=IU@H^k4!+>R_=*QqN9w3#9{m0Pd>Nu7c8;*Hu+h(XKl$px>MU1t`u|}5 z&D#Kjl~fAZ0tV~Z59E(fdn~iY{`M(_Xyps(7C)lqg;jNazrXzFKq9DfNua`NCxEZ{ zH{1iNYaXxUfm3z~4|pwknTF~Dy8c5FT)048C?*&Tay-8RzoTv}WF7tO&KxmM+H{Zi zN?~=o)J2W4{I9}+sR;rVnTJSHFil8;b#7T=&HtFlzvcz!`4OB)n@olj&@kUE5Z13G z(b@mYDExP*z;AvaDB659#0A7RFAac0v*AFy2@!sHzgZc;@?3#ip#Fnh|6Kz`Xat(t4`t*Ar&9-(q$MPFef|R7e?5GU z44|%HvsIGZU5ij&H>7PkJ8{U$h1K41NyKCeo_Bllm8b29s`L& zuBKEfuq6-RJTArme(t}_vgsKh+5}7zyuY~qU&G)d1w??j2p!M|x@mF;GyA1k;P3yT zsy}wR9}a9CN%PrYtrQ8+LOC1}TkOA7s{ax}77+c}UD~OGv;yx`U|Lim9IpRUyQDt> z;}*Ck@Yn@MNDK_e5$T=f{~iI73(#v5iJ%kM*Ex88KYDWb|4;(R;iu5BO zIe2}jAxw1tuhRaryo!Vd^wIy+!0G>BM5q8wm3-U>>zsV^AjKf-W$ORiB22*uV9loJ z3)Ky{-5n|cYs1~On)83#0UN-G=<)n45Dtp|A()?VurU0)+5eYpfwS&FySG(VO5oI# z0r7d+e%ko!F#Pwk@j$yf-pqBdcfW$P9(tAA$gAP56qnnv|*VRe%=4$Sv=s`2I)-Lv3&=UJr;2oF}{GgLE!L7`m)D!3o@>Lb=aGbXj1O zkyVZfr!Fn0W1`dep1pBey&g!eaJn!W$Wi;g;tkA;ga-`EUw)ocVR)8%gpG@nqVslGW2OF*9jc&TZn&MSLb< zLW(E-ijkDL<4zu5MC}csOkY5R>4p>=xNRcpTTE)>rFexwW+Y>2jZRKH(f;N`p37ER zjcQ3@Rr!$#*8-&T+kOyRO+f@Ac6S2(XoQ5OU(IE}5viGp%D`AnJH`H!IP~9J?pGyG zfR1x=-BdnV-m={u*2NEnT|od&-b)s^4`OnmaLj1$yp?7$GgH*Y1RHzx`^K}$gP%4T zajx^d&b77AQQ8rN8-XteM)C&OHmZgpob{khc*)MoYpXI~WwHSNbZ2pv9Bj^s$QU_} ztHMUGDb0gZs#q((;Hdc&-uW1k3y&lE0PWJ#NX*uuS2fak8^4tm`t*NX(tsoingXFB z2Mo5qhQfP8F8sUlVFm{;01moWTZ_u_1YP0j1UXdSis*Zz=2g~pUg=(~y0EGus{bAu zK8VcA0DCJc4rL7{cX&~c*L2CgL2a zAk@SR%uw3bo|B)jpfgjl!t{l^N0ylaz_gmw0HB%;Tjqhy*A0_Y{0NmZ64oZdH^7uI z&?q!uk<0#j0PtQE4AB!(c}~{Mu|j|&`Nvbf62N&cR~ofd;N~qAjkoH~ktl5rl=H!% zQqt<`+eT_mRw)cyhv^y-!lYjTWP^7+HUu{Vj74~FBeGjGzB8B*>L~c2t1O~sAnk_~ zgAatxXS7)lAs>GI!arDiTF<*Oq|OhN&GLY}u=LWq6DwD421@&#TQw=(qms?h25F#< z@-14d7ur26rN7bo&D?0>Oe=oC6}&^Q1lU*f&gNmvH9ij{j7;EM^nf@_p&poQE>yyO zkJYm@IGdo*eH(0%N{hCzgKD&SrE9BwLX+jgx|)A>JZNmbmC|5;`BFMpHrMA3 z6H~d-&f*Y+0gudsZx@(qb*%-AiPiK2kO_EL8wMB{{eYF+<91;t1~=U%LBIig{6n&| zD*Qf+QolmZCrj7!T`GlqS#~vsA*MGrYp$V?g;Wx~$nQKCrV4D8>J@Js9T#)__~;l^ zBlw%DfquX9?;t!T+go+Y~G1;rawq`Ipoqr7UIS1urk)8rh z$*Y!aCZ{j!I&Dl)+8#-at)heh6_rzs-4cUh+xis>G=gJ)joo~Ep5fb@hqikfci@ro znX%m)gT^+gm{b&;&Rn%MyI6oTqwmTt)zy7#g0?jx3tYZ1k}u}W^qCfRu|!WStF(}V zx4wJ5^i;(TvzXZENMy8DP7p-icFy`{&)u-CyE?~Fh6OwudR2Gw5jbZ#S!5YhV`pTb zKOqcRyc%LQTg3M9`A~1Rl^U2yq#?n{1~@F;fZ_E{f8~Th;`w`z*F7Tr@-UV!#vveN zvO79BnB6^r*`0pY0|+XvTcKt>iClGw!PeEqkOZ9G6DStpo@8u}K_Wp0aE1zU5jJ6$ zom;S#+T(6ERB6qt*lOKXTc~d4Rf?{$SNyp+be143WVIM4Q;(bHVqb!Y!)CmoQMT23 zo0N`=YnqnjS?*`Qka6KZmpt&^F6JWE+@)lV?D~#^l$p|5(HZBHu|<+7NaxQ1Q7I{< z%EX(}`q?^_7ZUiqZ>HD*fN$CW-P}Y1B^WfGD+3d2pO^Q8&E>x)1~NGtp6LJ+TcQvj zEoBIi(S*;^ipn3Rn{l4{_{uHDwC{bFaWa_DZu|c(33uNW+v9r35YCafzeoDvRa=W4 zC^s+i4Zan%b!H~Ns{gFfE3_LO_k_vG*AJ3?P?l4Su>53A_LR#$IF#CMu?Pv>_ZNs8?anGQk`2rEQoXIK zUf-#$jCi4Cbh&?UKY_hM%qd?OH_@1i6b_!B5{{p4{SiQT^?*b2;6uXlh{0|4VB~`R z35TRi3MbP8{}fO$_(m1tJtRnq?mGjV;Y)OU!7fG9WYrOxLH{4z`OOZu*N7`r`)S)p zS8e2P#$xlm@U=eC`^7#Pu1j?qY~UT0<@%N;5jlJR-9R8q98_*9bGX_xz1K z;RKle>D>FtJvE{7TS2C8A`$*6%rB-Nz(xUw;3Wy?rP}{&@{Lz13PetyHu*qqRd!Z= z!sttfk$yhm%^9{r;h3sjwS`V0Qu{iliI?hU4&I^U1`P=__uFPY8nq0vj1LK3cIIlx z{5{_2l6<7wNWjE6Ppf`+?STW2F_hQDkM(CD_dK&g=LVp+1|4gsuS)Ivt~3a}p!&FI zH2i>6;1J>?;1J6D8H0h*h`tQkeCA_kt|k2831u15r}1@aX8Q%v&J$Bs)k>X;?JTb0 zQxmNZ*>V~E1qvyIsLNd+Ug1fEpNtCd#G!+|oa$OW;+(8g`@63Zw{m z2Av6dOrvNlp4F$Bj)R(o0X&`j0~rZ{6R?yYA=vl5V1|Pb*_2d!W7z#w?0BIi3r&tG zows~)ZD_2h%abQ+sahI`?suNP$9wNiAPV1ZI*}ijST~28Y}NQguvkCXnRErmw1nKCcw_Z_h=-@5p?>xIK?(k%~}D5F2wp7gcbz6?^W*vs(o7`E?CEX1yNxIpoW zB}NJ1C-ny9Pge94_qUxf0`ezZ^34T}4tSB4A@Rwh(hXKUhAD*aJr-cJgWkNMdwE{? zeY>l4Bsr>Ch!@;0w8G`u_uW&J8FdXm-dC7ss);P6mQ8i#SuWWc(c36I&VlE+kI!%a&5sZ9T`YhR*OWQu>m_ zlDtv0G+XRiYON57^;uWmSYB&doVx~6YV(?>18D;xJzdP^94z#}_diQ_h2^r{xzT}^t2Wq(9q%Fe@MXTs9IpPI{f~V6yps7X^zh$rC=2BzXDH_ z0D$L%`yj+GPl{24KnnFiH#fi?j%oUCjhC(Xxni*ERjiVHXBahiD|RZrbLLEyt%yKp z1Q}gV0#9rhrC2JzT7?z&2@zM+^LPGyK0=0V=Ld^}4fjRXM{<>pFMHIm_;+k2jbgqZNLH3?&#FIr21u#r3)anWpaV86_ART+jDCZ_ir#Y?S;> z0=}w+INR(6?K_mQzJyb@}+4!jK9+HR05-4sb)+lrU`OI0H+=itmW4hVxbKG9w zdc3eCV!Hc5ShGBKghuv=!nWfTL_R<9vGOuLuOoU74jJ)W{ZX{(#$bB-K+7dkVPzDB z*Q6L`Sn-EkGn@1A4-kso|vOoG~FwVZzZ+nm`z7?q5TYPUk(y|&T|^|8jQIKl*}Mp;`F@Y8`u8Q9yd8nZmoGJ7lw77?1fetT4ay10K z&H4qxA66#-f1A9_SdKygh80ASe%ypkY*y@7XnVT{Qj^cAF$0}J-sLQyU(IHI0Tm3Z|pYr5Lk}JNul4@yi_qP z^ntO*PjJK#fFMxC2w0Jsi8?LXZ;`4$0gQ;gCqx+BLOsMlfZ$mDoUEUCl-P(aTiffJ zEg$fl*|MAOC_x$(SdQ|bO-8c6eg+yH5(&arCOVh#XSoP4ghX-&^~D>f+X@bEz7w2S z$O*U#4W|>)lY`WPFHL=6t+8KR;)%G0?JBqL$u)nJs?dGD+^f%OlK? z*ci3;?S)7xN!QxQr24{qi(e?V%uA0D(!-7HC-RyQLW2vNPuy9O>S=0kcc;A6Ralxw(VRyz=T;#Dv8G*>I z%QLDEgH?7~Yod6{&bKv#9A3@^QY4L7>?6ITS*jMF|KQUP$)*j2@&&bxkpQ&_D|LxL zY);jp!nb)3TxymcajV+KJSnH+FAiKhJ1i=>zYEA0!v;{6S1$$-?t?NKf8UhwlUdWM z61{X|(1(*XpC=Gw?Dp*D?Qp7w)QhC-j=PM}3! z;N0>2(3Q>93^WS$^E+i*Y34Q{(|i4sM`JgN#&dzBITP)u^}o0KW?zp|WXRdt?hD+c zC-(FbnsYBv38=^{#vUG>4g}qgroNa@>Ud=xhEa9j7c?l(ell=_Wm}>L%?V={xhgKE z?LoPSv>X9xd!-TduIO@k0rP{xw-;W4cExN(rvhU*h~-n2*M_s*JI8wiT~^b)NY?4}Tfmkwj3IW)gm7PM^( z1^8YHXg!x(xXU|}7lkIjs4Sxg3j#+z&F+!Zr%$<#$_Qa{Kkw7J zJqmPwjFC?SP7-?AB%cqtXmeswFfR2E@ikP7E@U!y<>d7@e-9w_27Q*T&l>)%%kFP;HZIR3US zQBWSWFsi)uFrh& zi%6Cs3)Gpxz+{}W}dJ=}a{o33r{x>VuJf}2v=OYwqdZoO1c ziMXMVuq^S9C5pYFEY6dx3#KP5BB}>rbFx{xyv8?dQsZ5C=4D5Q1Ka^x%2TR&_5H47 zZ8ubHYt8UtHmHu%CiO~&$Ef1cs5FKB%AdKt`Zuc3(@BEs9ceSC+ zj?0dhd*`~Px*6g`U*1V}Q#21a#h8ka!@vv<$s7A#7S`}j0p5lKN|JA4J0};l*fQy; z{!y>U9bX2LABxt77>u=7-X5QB-gk2C6^W&H+kwZ zX@?RGF84ULmpX%=EUCBNW<&W>Xos_ER|p|~=gv7F>GX{n*}cO{UE*=u4h@>8BE@>ScDz(Tt@4zxh5 zHFr66lZ95iMyHdg+uI{%jp}7Vx5tSxw0njT91_nvzp}II^+d@MXt`VL@0D65s7Eua za8*|rEA0+uV<`n7zB=U-k0wLLxlPo%j>Ypz;&v5wwogdsth@nsalDu6xYWM;=;HA& z>2YYnB4wWnjrHRW(`y~492uBHy6EM|lICrELx`&152QMFvRL;rYQDmA9&6d+xg}Sp z)Y97aGp7#2@UPz8{!U=icUF9iyL1yr>Hc8%N%DE4vlOtkkhie$RNY0)23XJDHyWbM zyu-O^dx@}KUmF^Lm{gi&9_zpwMfF{7lBNWyP&LzqC)}B>mjTjjCDB^ zr(lp|Bc$O)EzqieRgWQ;B_Z^^G;_FZ_^fhl_R@I7(gFx$iWwYuDtM%Zr%#gNj}DXW zudUC{P#&N5a9%vbxEAk-q^x)0S-;v0C33yZVcd4Ln=BbS?$fs=F}U-Fu5RNtU&BHL zmnRnQ_`lE{e7GjqJh)ssc9?QMK3GwUW(hIKalkH=ycb9>#E%U_#)rTjHT@${8MckH zk=?V$8+uv|1k{a$3Cw2o`WZE7V$xqYgv*bb5F*<{6Nk=aw$h<#8pkW7TAt#vuWQ|Q z5=YD2uJ|O<2mM?=@#|dFXsR{>r{cPzhtz*GkA9aM+xYHKT`0O+w_)Vban`1Hr)6Mx znJ)2@*t{)_)bp+FhKd4;OB*Y08byc-<*zKy! zrB?DW`q5JMUdN*P*(?i{NH6mxge*Pb$wd#VsP@nFg{}ZUjHpT5Y+9kr!W2pP(#C4b z?vaVjl+&%iM#Ept8j~2jQC(t<=A1bRM?cmBdNSCSI-G)2@UGCZ#ZcF_lhxkx24!Co z;7~_tI2bE39&~UW?BT>R+i`O{ovY6&aE6cy%XL>fp9O>VjdR z$S*N)_cHZMQ5N1B*^;gjHD)Wxn(znwIIb{<+Rg|@DbR9?0s#Ls?sdxV{D22HLi6XC zHm+bV)k@6~YMI6H?XNEppPsU^Q~&gws~{fmhWcZ^=>NHqPaU}*DBT*H+^lPB`ZlOQ z{g#kMP(ycT2$R2O+JR;)?m)Pzy5XD9`8TpO0%V2~dDYUs9lzm}5u3v^_rj6yoFDnk zuFDh$rzqGE%7+A=5>DGw*W+lv%ZsdPZZTQx9;HZ))s!x^qpKtr$BxsdU#Ai@I%Icl zJYHvx=5aZYT;veb8}`<3PNVWMsnB;98;i@emzQP=iKMb5jID=;w`?));^Bs}6((mi zH_K+fsn%n1J}filQE=T#bs74C509Vy^B@lusO_0?RK*4^U0xC#?-Fy2ID zajiXwskSgw5}ONs%2;Q3n8%9E;7036?Z>e*?Bshq$rO^o`_}i883l6L;F7m(nm3jN zconqG1O);s@R#)WLh5xzC{O$4S^*`VB8F=39eE4Cq3{0E%6ux0n)mc>oDABhwG`Vk zGdEp26jh(u*J5O*Zcy+Uy4pSZV;Z*luQ4s``01`y5MIG{>op3%ld0bMJORd<9$lEq z&#f})?1$ow-swI?WYMiX;DQWO4d*Mdbe?HYgi{!Mq4?Dk@IvxOlMt(u+~|c=gp}FP z$*V1A?qO>7%I6^kCbum{HSVuE&^43OtDXcMryC8~l;A%2rsWl#8>1D-&sC`_LT{w= zffcja{Je@{QvKnH3M7m(L@+m!K3c@Vr7oGS^YW+cDKoh;1})%C%Z)B#qUw9u1`7{Vyq3h(J3$9c{|DZaHo$`S-gxp0~d-_OL@@q#Hd|i+q7{N!)JW*XYY9lxB}|)XOor-EU(n z%s6Npopb61$2yM%H~Ok6f=$M2!_WF}oI^J%=|qGb1`3H?1>dm@)=~B#Lsqx*ca3(3 zsG#4sbn})l@>|+jM{_=xFgRd1CsA%*wGx*&+a(UK{+M-d6Y!l+C0=*fk=dNrTCwceKYE-dKN1cJWmXzpTsaKR%P0b7MY z?CZ9Npnqc_M9LLlWTNPdSpMnPl3WshxsSyG3&XQeT?y%p8C#x&0iPh_$(%Kh zWLx*5wQFy(F{@>^gXa6pF2^f0HRars215bcX zh%-DcsNei(f#o|#%A?YCGOLhcq?L82;AZ4Cy|~x)k=s2IY}i zbvw7Y9?urmuIhdQ@VS;bs6 zaJe213Q6nUbNY%j(~(Msr_bRu4sq<}RVFn!5c9E{rW)nZI&&>x@NR;XH%8xVjXfnl zn#c~y>M^3U_BgoEm=hT;8F)GJlDowhB~*s~9e+<)y`BLouYiDbseu;TC71R=iNex{ z*!8}?*lz*|eP5}+t5dJNi{o)*+8K8fSF7e3HkD3nY`ZbsDh;R9>Czmc*lvD^F`_>1 z5W@jWKwtt1J+n{Zv_L`t4nY7+07-iUtAX(@p93kz>`&&3?0O(M-;&6Bf*+aOIf8PO zO*@JZ*=E}YsZM9JnHgl^7C)4*RBpK(5&7=@)<#}BjJ4SOVLjte8*m7MB-(5moW_igNrZb6UvA+91>JP;2BeR}Iv_n-J(=Bt| zC~<_EW{Fa?jOBC4dh@%|ZLuA%dg070Gp?D$y}ry9p-?JWk5EK1oDgo{K+le0QKOL{ zjl^@k(8hiZY?#t#zB0?N&s-T%Ahd~6Nn@IEnKDmx_I@EhpU$Rf+mo{;%Ph7}uvEvb z%|hXq&|+iWUJ*+YY$;JLUlf~VOH0>oCIjXRxUFEd>T~D>G}BjI?g(*X2dwx6zNEn=IB=?&&ED_NKHYQeVE& zm$mMUVXw|Bc?mraA~YF!g*H<6>Nt_>vY0JzoakGjIF1Mc3pz=Kl^_X=_vu9A+H(%a z>m0k@huaIOfs9&D{R)hy7e!R7Z5Z;EOGIqLHFccK$?|`6d!~8e``P4C{uEYV^Iota zdxGB;psQrax7Vu5vbML#rKx@lJm7m}YwVs+Lb5$+8BY;9l{|9L<>>aI5T#FhZLfVJ z>1J&`5aTVIOJ=pKED~fVK}gzox~?psDL1L`#TH{A$q7MpI;1>s-7iC5pvl4FE;}!X z&dSu%L57}iv()%X<$3S|mZRD3LsVkg_oWtF)L{v^Iug>TA@wPE?6j_0!Ocp&(;Ml2 zv9U`#YHq_76WF$*guP{c`&RNk)^#Tv4SWfrX5D*vNO}{wU0guk_IOT^=dBx_Qox?I z{6Re{3S@M`ttZ@E+hw@A*MhlJlU~ zwWGO`<|x`WL%CUuiK`J$iWNEPH(Dss^%d z8G0t;r?#RSSeC0<_%jq&v{f4l5s>SQ3OXqDX}=f;6@3j&1Of^q2(=t}I&~@UTJhk6 zClA~3dT`umNDmcTN9-BdCBIU!7W)?&)gzU&9vMT+SM$4MeL9m`XmU{LHL6~;C{ajZ zCUK<-DUK`yI$LNF$x+lU>b}?hxitjqGj9HN!Ixb0V8=XpWp1-ERLJb?fYHHbU!vTm zs#dPiJgkw=5HEU_$6%XTn0o|2RX^PUb4%l4%`pAI>B)~J9Ir$ zAuXnWBDT-=2N6a!Fudc>|F}RqTzY3v9JK~`RL3d2)iYtq`q-Y~6hV|$UEklVY@K8j zb=W@@ad{Z*6-(~CRmej88zC)@9ZPf$h*hgi3M&Zf;R+N2Kiltn60x06@b6ZOZN^;D#6P1B5^Z#R#jg6h8es z(z+lc6M8j77Ps$xu7#SXBYEnjW->WL$=+O*6i^!ocgs&X1K^ToFiB!cnC9P%1}JS~ zkTT<72;Qmj*%919yyI@pboGu1VJ5u~#m%g{T&3y8$VUt9vmY)ozFXtkXL<`j38i8Cb|Nz%1KZh$#_ zoEj0UB|VCT&HqJ^yX0oqzu%uh$Sha&B=8q?z0*aMwfqz~R!npTypj0&@1f;SM!jOw`mlO6 z*zA7dn;LDeaN3EAg-b`Q39y<|*4gtr-f~=SFaH9P9c9AR6ZeEz-ZD`|-3Q@| z9?bcoK1G&;6)h;iWfc(YnGJd%9=RAEF{cx<0GL{1wc=16-u1O9? z^S{8ySW{Zmksyub)a5jt-4C^+Zlool^`<`Ma$G+PW{X%pF+MA^;{o!HU06!ZTC#!saV)c`Y*A=!Q;+bL+w(>K^@#S2hFBCHKRl{(%%m+{1LxLp;1C+ zZKpl0b8qA`Nb6lLd`Al>q#98yg(89EWkL2gwB?QSZ^j#a+*$JB7>oEa?-(1$3g=|w zs~GbSRmtmQqEHL56&8PfArlurIu&vESFl-FT`p^`Nwdbjqz03fK;?fNoKm0r$fhq zG_AKmZ>&Jb=6b_?5Rq$Qo#PS%m!L=-mmk|SjUU;{wN+hT`y(yEvt6Dj>tzyKf~aJC z+rZ8vAXh=;YIpd>bi&xm%k1)gYHS=nZWlb5hNc8l^dHbZ19S;M+u=`u>RP(*k1{X@ zZc;(!6TgByTSDC}q#F%=qc1Ai(#}HmIP`r<8VkRVR(~b-MW$w>Q!ZL3vBtJ%^DNix z?OwT)Ek?W-e&|GXk9dvKO0GT8+Wn>IWhL)+q9CW7pNAputZ{9l7;>u3W;Pp*2I_d_ zORtZQk4aC*b&F-R*l3A^9;@q1O^K?#b?tHfxuqw?fNnXKuJzpx+B!mRn}L@vDJxfclD=J{Wq0{0 zj=kUW@-K?p&jTS{?D^NXWrrwyvcN|n%Qj+Bt&I_WX7`5dnCvvkEiS5^*bpO zidsZHt$nx<9;wq^4&m_jg15-eI{PC0zde88;8t?Bcb=V3CA;iz)ywY+F3K{!!e7WW z2ao+Bf9sI(!2l{!G9hKc7N{gZQ;7{HKpMIas?6Xy9AnQgJ^*|14^6uxa0gq&zvxRy zFY$1?Uqxq1O`04EC~I^v46zG6^TU=WuR>%=ntE(B-n4SBZhQFVJbdlP0*>|S#kOs` zEp2S^*dxEqQbo7R>SXLrc@p%Ywlk)v=DDCcYgY&Y4PU+6jpXcExBJ)^LBloLVRrGWvA4=ftL<+m0WfchaGN14 zK#mY)T2$EX^8ZVYWN?gh$>eO)3qUmlp4A_JZdfO4NyQ$-LF!jzKg;I!$ALl`+PpYljL&NG?SY6S4Iy$=O z;Y8R7_wWjZcIz8GNy#)yma)m;hlSpL(|Ory8|MREZ?0n-5(Jg3V#giE`pKe*C2lVx}fEmzfuL&w=@KXhEF zZoGS_T45NCJ#q|O2a`3LN`e}c8|{v!1Z{SkEFs?URYWgPKTM(D(Kq6z^>LZr-*QuZ zZQwU*-c)oM!D;TaqfW$DL)`1$?zk@xV43=ysDsAkC0CdR8|_*%&WwURwbOOQivJ^9 zr?E3*DxMLt(jo%X6kz9-Q8+w0GZo3$&!cfZ&HaFQ7p;&0NdmIC^&Q$9SBKjhuX40> zBkT&F>-5=eX=rd76b`PUQ5ddW_9vces?fHt!)L&g{iBv&Z+@MaAv&3IlPh%W8f zUx*??Rr8h$8>rT= zWZqDYU^#aRUTb?)FRmX&w_7cP2^^-kQucX3CNM;?H5P_~)c~W&n%?;%D=Z4w2BHA= zTA$avuqY26pclnAA!%jquP<0TS==F$W9wkA$)E}J&8n8bVTvShp9*slGY9Xl=~dM2u1?eg&+FUrCy*+oEq1fwuiw3k0i zz*M!Cp2~C^am9K{Dv&5ZxR+h+0%0YQ%+XXi->)^CGBhcC?z6%1VykiBtHZT}hO;N| zwiXdZ;{-n#%~>9xCelVV;%RH?wgpo(2GPi;Y%cXCo$^RwqnF92Wf4@ZZOjTC5z@aZ!#n4=*AY%kUkgat5AgEb}z zk1^sEPSFP2nJ}b*j;NoU|7KDYfo`H2RSL|5^cDnqZB7{|{sevucv`YiZDk%W&7f<1bKCFmJgi#BUpn4LQOR> zxB)e%eeX7yT5U4OwF~|>w%`vZRBrLfgcb)JwbyqbfA#S}-~u?irXH|K>-)Nn;L{(! z!2M)4w&{QHN8JIZLy$^}A7S|zrdkp(lhPigj0}ol zTo_I#R->x_8Q2%Bi(kk)h6q(oLu#f5hAB`Vpi@^s!3Y4S$jmU&? zmwsy$e1{wmq4o!oGgyj$?1jZb&SPPJ49^k+@m;6z_Tb-25lCptAUIpU=z1H$ZYmpy zO|1i+o0~*?QRjGe8(xlX_}hGolA6LUDh)51)$|#T1AXI-^nWD7;v3i?^#IzT^)or` zRB(_Os|fUSRbqSBb8-c=+08EWF|eiL;cc4vj4@Y&n%kA zRxsoVEC(BkAKt(N>XCp2D3uegqWv)e3~X@83p^f!jq3`_;YG8ZMzv$8j&P{xh8(%o z9ir|(L`QV2D%Uf{8TVuHKqJ~5b~VrBRTJDFE?}!+K&#Qr1Qh?aDh|-D5V77rf_YD7 zqVtDeoR3cvI{d;ly#3q(P)RhmdY0mF{j3q@}y-Kcn~F z@B99>X0dP>=RNN^`|Pvh+52VrEf-XQ7E_Pl>-Og*f}n&}|F`U6`*sfMe;#b?#HCYz zArmFw3$x9G2lhdnzZ1ceT!3Z)QQ?{X_LFEHQS02N_eJ~Z``=3gL%S9Qh+?r3eIL$0 zVodP@4yK~@)FQ$~wU+GuqBTW}&^(^Lu7Znny~eLd&fI-H%WNdc=X9_UOK8X%kvStQW?2JeB(C2xhmangq^n5 z9v+5nih{I0rdKm;%)+|2zRaXmxYBH0nn8<}JErIp>o-CDW^bvj$!j@+fgiNO2O4jY zaoRHq7qYYAxi%#MYQ$f5g|&{e5gie_kYNdyPn1~??uxGhog;`37$t*Af`E-~O2YE( zYh!g)jn6yckIMcqcb4Re54Zg8VLfU+3c}F?crq2=ZN!3sZu>+PV*fj+RE6At-Rz@R z?`6>Rv_F~_+5IK*wJXb{KAS1VZ|QiA>We`xJmPQV8YEejy|l1qZ^XM-kA`Gft%>XP zTMvi;?R7s8HF+1%CbVHXtY&w+Ue4B#AP?bdH6ZM9lya>O#8HYQ zH7x-OZwv%GgK5MPn6yU47yOnfuuI!N5)3ZnM2f2qi#MCy-#wKJA5&g=6FH_$$o2LS zsgPSL5f`(h@Z@<~Rk7hbJREiTb&i5JLJO5&Y3Zqbi>G`CvM2V^^!|578Wm&WwDrD} z@Joz*I=`F}7hd;k2DD#QnjN5{*YYZ!zXwL4II!P_H4u54Jf`F7T$9E37JSmvzTjul zGJC(+IQn_3vN`NtJnhx;SW3ZKe!i^e?!n;MuQ?Z5Ni5d)6V|(C>`h;ztTgtNb0;_g z(`c+}PPr%Bvj_BNXJ!{xOf%e!EK;feD$4djPtLjw^G*l37>stpMRiKadzsp=BHL@> zyYJ@=!Zn#-E)*k8hK*VLiv(^v@MNuYa4UW%)6%hCv+eZsUmY)v>jaZ>5Ya$LxXmAa z+#d%CwdMN z`s*a~~q^)=Zp7RjMSGpO$(?N=(Bmyi9PI3yQ#-r&3qXqh8pXNlWLf1N_Vuo z1Kk|4%{jJSMqfjy67`B5X_jJDnyY2Yw{69aX0-F*bNKau*`P8YRme-)|28hh~%M0D9(%>9m|bswBAGBLaisOpcO zp>4Roz6Qjh(!a#vPfG;PJ>d)~1%s{y4Bj;DQ1dmP62~fM!=^vV@f7Rl^KTk%HT0}BzO(FerO03Vq6q5`cwgd9R_)l-XB>DXy+lwni3uUM&0k>{1unsM>IHJmB@ z2PW5Kh-vU$4-9J2{#h^@&{c_S%^wQ&pNdr!>)g~l-sy5t^>5DFNmQUgPnjxI)B2*h z%0K=Fa1b-Wi?a&SPl5l6RszR!WPq+KUOw2L>ak{GXkli zb6`d#>82JWkds)y+@G6v7RjHAYh3jx1<6Cn58-^UfbraY_(7l>`RyiP@YnaOK_wdO zjxfm}95;TOCK8R65Z>PaB?r#=Gi)m%xASDro767XSM%Emv|@sXla}nDjE+>{mj(vM}3r$lFnG z;D9km=P?g_|D4_-UCSH#vmLc&BOLQGRS?R2s3)1lL}jKjeR%Prq^2{%pzGSe^Ft4n zD(Sk>C;?f3!DR*a1P0787}FM}vLZxj*N+7o#Rm$nnsK!Jxh<(<@xo z3ugOb9`vF(N@HaPWr6xW#!jQw`5(Ez3cDyfQu){<%J*^eu`$=NA)m*%YOaEeC%Wg< zwpT}sT%F}qjoFG6&K@0i?eU%vDfZGT^^+01SaYTn8`Mkf@ZUW>GToT;x|_$@FnMBd zEiPF4))x??S2Y%I=2-{g+6@IbP_KMgHOqb)G4-Wf=wox4+GX>!T+xf?WUC%_&awBU zl?ku!EF~K;5zU{tKW$42j21BQ+#s}Ic}hRKyg(hd5#P0Ura#A65RbZ^_(jFpk3^gN za9C@*%e^OYj1W@Nc4iBhfcvM^>wTM7yJ-wtHl|c8TBU;r5x&Rq8Z#hX&24>#J6S|*GJ>&^*#WqA?ItGDxC z_4_+g;In)VyPb2C@eWwH@}WRq=mB_aZ#Q(+ZqeUEYo+1Mo^VrB^!b3jz9{ZG&=CFZ z*1ieAaC!HR1Iz995ba{lhw09y)u#)0kpHiCEMDI%sC)22XR<|3JSyD4c_;D~)9q%B zRM7i0m`uo>@~$f;?Ivgms-k;v?Hcm{K*LP_a9_ZW9_R|g;DyDcGaS}Ut?Mt8E!{K_ zG6N6Teu$Uj`G-Ef*BlSY;ajO zc%w-I21W_+>CW4|ob`mL@HScWF0%m-A2HFW{=^-^ zd>G#zL*`|bSQyv1F%=cOW5aZfN&}Tw%ex+bxK+Goyg6fw-{^KQlg%H|PenyQlXrpo z{rmLx`Aa0L2D31(sfJtfM1Dtp8tlyO?e>(QM?9xw%Z(hiG7$D)ZW51}Gpv9J-KzW& z+KIzUtp-D-lkVlX7jNCX=+$?pyqVsmcX-uTrOCyy%x6%wm#Y9?tyU(sjM^LK1-;8U zrc(XILwQe|Q3gaM3E63*mN%}BNT6GXEZRL8rV%#op3tk=3hwd5&$)rD0)knO+)V9n zx$z4_kVS<`jrIh>c*n+c&!=|?$HjwfE}^D<(aA)?n3=7T1FdmOCdp0Lnk=kU8=6W6 z{>F6hf=A@gcl5ud4+s0FkKKi!w|qofui5}8lJX%xJq)GtSzk8(O={k|KS}fLu4(;D zjbtM7ZYl~Dn%R!!Q<*H{_Ux#cLoXkAt29=>eOp5@3PrXe11_1g>GDqHcv&Lu7z9nt z*Ab7@&LtaZL~Sm!``H`xmhpvAFus^o+8kjquM^z`+|ps;7kfv2_Pq_5PfoA4oYtqD z*ok~E_K@vmtex`kQEthb0a|pq&Su@Wfzs%l-6k__axJr~@%tkHV(#QpALX_%#;B10 z;gbW8RlS=JF(D4|HDO$fySw*;Q2;g(G^Zxu(oE@Gl`H|K7IkVlv{ggD?x(mOR1Ky= zSKJM)(2yUEHK8|Nd*h^mB)O%&7e_@54erw)o6c#*9}lr~KQ#H2>L?>i%$F01Tf36| z@WQYFjT{vt@nuz~@{33x!w+k47OFSTuwF;D{)Y=|N>eSnawdqvP`?HZ!?@Jt$n&}We=?JA8PHsQ9 zDbYYv-FOV>{Vy#oJ(P=&w40RgTMkzzp9->n^jx`>y8SA$EL9XU_z>UPVI88-8KECL z|DH+0^_RA!oB67uc+!pP`v}XGEBt5C3APKKB1zoW)Mw-Yq^k`fx_!u&r!y1tx1I*j z(;RQPz6_D?eIv%7n*$*D+tDrdo@KQ7Acv}K|0XpSfwKuw_(MVPy76hUg~V=sZ>1zs z*``17-LS+4yZf_(eaqRpgHLl0ua|6^x+*$b_<|j=-sP?7o_@3b?Ixc1Jq)qFGuA<(#56f%_Ev3}PE)1ZYsSvge=m-BQkj_XB$#z6#P*w-tRUDtBG~DRGPx z5+Px2e)^!`M|y4dDp(EJ(YkH-kk|J8j@9dFow2MV-3x5@a7;XGB+3v}Xn)xm5!CoG z;rOeMEY=G~UoZ>EUMX;$nvW91K!P8A*f^T$r3GS>T1M|UlhE*1T}&S&!t#x47-kf= zE!Y*^irJ#jGgF0a=$mZ>#Q>-jlSy_Kfy4drSa$h>N1JJS|4@<=r8nwYBb&_)*x}W>dRc7l;3lLAklh6er)9mC#%-pB_&G} zoK;=KOqJUTjbgp4Kl#EUkl7U3!i-wWl-RF3Vk3#d_1LDl8rClWK=URE>Yc>&LEqIjO}2)5A)jDvNlk5i{5{CF9TF=5pzT>RL)w?sb{+`wq1Hp0vrhtzU_Cg@Kk~~No zj|D$;d8qH7>O$`pKb+bjn?(rL?gzZGzd+Ow6P_KB zDE+vR9^3XLH5%o9XJ@G@B_dIXcK-&Se-xxk_8|O``|zzyl0a#=+Fa?7ui) z_EvXS%qTNNa?2SEq*XPj#vG1L@5p!pJub-KV`=0!Ral_)>84kqWW~dF z?D@<|BN@Cs#VSZ*Sqzy?ppso&e{22qFgtGELG*(0DTM0{TePGSi+&5lW@!JfXnKf) z`+y@Oi2~1WXAI5%n7Bh z8}Zp+qo|$d-{Z7X2`~7y5f!IgYf>VtHdPSNI5x(o`9>yzA%m;w*25VsB&8<{f^4}B zTkdmtgCRJe;kLBE=umR<%Rt3L>>x4vS6k;+H9Au18Bbx>%n`?$^C!a>7vKpm{jwWM zd>%%Q%(B_o_$Nzr5xrDr03yoH#kmt3Ttw9hG~TOemZTO{JQhT?aRifhFKARp zCDAEpwd^bT=|EIxDQ%uy;`B$JhJ1!2)7zH-aC-{gO-;KTDZF(f)UG~zH#1_axbV^V zf2_Pe@yg#nr{Jl{ox&jy$)X?uVZ*i5j_Ri!`<93(b_vU!EI3dad!C9sDzgZN>j$a+ z83h`i{T>PV-q#lLipw7O4^FS`--DnM4LR0>q4n^z$2Xlex+o~V1-bG+wd*a(nep9+ zm2+e$8eC_(g?d7YU#4WL))*r9M}-kjtF*?a1+VV_4_?3Eu!CN-|JT9y6t{4u+x-w9 zK(|q$8ZO`sh}|(>hCQaspDFYzkI!+)Df`yWTgej|(v!cImuK4jk-#r*fwg5eB1FhD zCvjQ$YOwqHC(ng(sFqT7e@ z#X=cbC3ubV)eQqHE3iQ!YWTKc$5s5t)anK%Pz>5aAMXqtI`7};{f;@&;gsKoKZlkks#}$23drsi!jL{qtep|q*j{8bt zt1V@p-bRPcTI-=AEcZ^sYg3(+-f=!GaVV7COfDnH-{X(YS(tCkHyABRx&E@3 zTSwzjeXn|xK^KmF8X``onB!Nfu4 z4t0-)KHVXuHDP|w{Re2owYuotye)-z=!o4dzSv`lfx7nFUyYfz1uGXPZ=8O8bH_0Z zyISpw37<*|l;pCKWX-XU@65;|h72;|-LgH)Or#;c6m*l3+X{;tWnY)fJF`w?5Yx*k z#XeO6jJO}K<9ls0d>z)So=*|UgWbx~F??9S1%-Gpq3<-y;w;t*qk3(J#fq;4&eZOv zlZYW(+9b+j%?Eqqi(_$p5&TFd>>&!|DI{e$JbAR(XHc?5=O}1ST<~i0Gua1+G6V0o z=4qhf2g^r3X;$AOd}H>+5K-&Ns;Bn$PKSSUy+_9BTG&vgD z=y=Q4Sn`wB2CkG2^(*7y?gfr1K_;? zR3UyUD~)*Z>85)Egvm6b{Uio7fGDT(shJ;_s})z|_`Y~dr>shBpDLf`X6;h^C%aG) zw0AHm?7%jQ^-rnxzfo~a6nMJm!JD}U!1Qni2{K1g9bR@7h|%MSD$fI3?W%2si=`At zG{WA{?xc;HBB^{&*!5VZjk|G$i!JULPpCm_Virt8>hiI)$$5vYmhvZT{hZKQ5q?*a z+&vVNNTU$0PdtiC1kk8<0z)!0`DvKkVF;y=L z)dy2KnUG4)RT?MGqH9E65(-5K#*xkW$dHtWqwb00zwbad5Wn(63nkN>3z*c?bIbEO zKOY9*CzqP0DvA~Vp+4ylv<&wa`{{m8llW$$-@c0D>R?Be`6oP&$Ya5`t_imYm;)A;32u{BEauBu#2#O6S{zHe^_ISECu0RpL)Ko1Sxv1- zR=UgKx!OidE5X}9z9@U=jHgFFaY2`lzZkO@_at<@S8b87_j~3LG!rssOVhg&d&85f z)ZZfx3mhx6!edb4%k4hNRnUv$P1J1I8mcNkcBlZy75)+#s-c<{F7k7Asj}NGFu6gV97ZC=%sfL%h$|;EQ|{ewAUBGTB%G zGC6{;HHCQ4N1Qa@p331X_^n%8m9wDN^8$pf&gTqNRthny6{~BaE}DnaK>tD~uN0HF zYuJ~SjS~twexgg^uv13CZ)*vO%6H6@M&Ig`bkE~WBGr1jJ!kqCs6x>WHfK`aXhx(( z#io-9rPmff1XX(D*;@XB%<5E#&bvx6`oY(pB)h}9TJ@WDmwPLmgz_hy4(=<0ycm<$ zTFug|BKXxHmX7~(&<``lI>33Z=LQwYMeh?EkKW{9j*ShVq@{sU z?c5(_mjC1j|K!Cvfg;xJH;QKkA(uda^5Iiyrr0W489i301{ku_#u8~yJUuTO@o0Re zoA*FKmB&R|rS-6FLay~hro3`|c_l#OJ2LUtv6n|&-|F?yHAJc=aCi~hOuM~Gb>L|i zr50XaQQk?07L*~acZwkpC@5fP*Ou2ycS+)XVXyAuS{U93O(eTA8W%fKh zXM_R&Gk+zDdavFH57!h{$LRxsm*I9YTII0l)Ih!2eyY1O@;s%A5mlInp)LNRn87Qy zFn@U#8AV4feufM`!Dmvzo<=0QFGPYw5+{GcP+jwM0;bu?Nqx+k`eW2x)&<7b)v&FgBAV0xdDIn4H zZJP>_KnWqCV*5w^nFHzQT6L6r_BkKGR8a{V{nD3#{S}N4#FfU*`L<7veyt5pA4>9Z zNGH(MQ0+lQ#^GxtXql@<=2QD$+51Z#lmZEw&q&$puq4AQ1qmWRT}#E!w;3c{(WtYZ z+sk_iyt*dOA`6%2^gt0obSDEw(q`}19nJICd*1*X(<4OEQWmoRje$X+tackK1D!5d zF+i97jm%4X3H|2-bRDM}lE{`IP~bJd!KnaA1MzoC){hbE+d-gvQZA)5^7eekfENMEY}yqsJGEI>d0*pJkuUCeGn$m?x|H^Op9bj7 zxk0j7zLAC0M#8B?YrHX%1UdxHoR1Hb(4c>8o_~LSOMpWUrdzLVfhwhx2Mt^Tsa?Jh zKVvi9Ucpz6e$M?>hnsvTyKHNthlZR`Ci3cSJkJ1k2kZ1h5H1U0Mu?DXNeb1}%9 zeEqV{qg|t3z~eZN>e_&kKEBeNM`=PKWi(tlTQ>b<@!=|{R{J2uHP+yKu8Vg{k;Gw4 zOgiVPj$-g7RWhZ6**n|LAzNJyRQx!=lR{PID&akMsv-p%h)mkoEDr6Yc)W0cld(Vx z>CJF%BNB19n7n4}H|wrNUJaI6NYdmTwcw^(aUUNjzOWnxfxbhoWl|H(PavWIXtfuP zo9aE(0&$n97_?rC0+vS-Jff$8D*lZqy{cVO+s@0BJPwP`KS9>+M3dS`v>H}g9=u*F zq|bwO4c5rb8F!ux2)E z$wZbzj2UJ1!Y#SsOlVK>o^)?UgRqreWd7iV;~wbzukruqFunKSK9CI5E(A{S_M+dn5x|Q~171X93y&Gw zc_%Jx#OyXvs@GadwT{^r5X_N#DFJO4oth-5mWEiX84D^Nmn*PiMF>R;!;G@3TOEkC zSqx+j;C}Cc++wtZ1gu{x`$1)+d0alN^)J$DslJKGSP@&Pko;C^BA78A;C^)}fNRu; zNU!`CZ8*Yu1H8Q6)mAwB30vc{$kGbzkYcYhU_e;<<*;AilVtz1poJT{V+l`IUTe#1zcT+?!erM{J0_@gFZJx~ z!bGFRLgB+bn>~St+vmo`xrzz*Z2v^Q?maM+014qIzMVFI;2e0c?DvZakjti6Xhh&&b8yPU zwW{!{a0`^X0n?wi&TBMcAf=IBATD!gTQa5Pg=@mqP`k{Z|EcQ_2BuMlyY`!O`gg?^ zKLC(v-_WcOP&_|T!N8_aibYT}TMNCQ~T_(Dj+k<}vr|1V1J)F3Mhltp6MnBCp{6i#|KCas56r z{`J(~F#}6(S_~P^A?U*4kT@=K+CSLB?{)YLCczrv{|y_EW1|0%V}EP1j=v!|_}o#9 z!J!q-vD)9^rN0j;aK(4N07iQVFmRCU#kjw~Z$^SBUKU7qw!3rYA3bZn)vUI zcYoF(IqF+VQc0dd=Q2K>MuE43<&*%d-Q~r9zVgp~yrTv;!7GL~3I0&~*w-gQAVaiq zFo|HC3Uk~d`J;@6>?ZrxcZvUq2894lt&$?E zWa{5F|NaWJ1AN}nrU>2{kOpL)s@a_Qg?9|(ti2-=2gKuqT=<{ z{^rvDGtzgDfXT)5P83jk@1XFQuKwxch=S?*EnFLYpXc93s3ihLlrkk~OUzTFPm-cl z;hi@0uQl&qW>7gH>DIjsaJltP1~nlGWS4?;K6huh-1@RIDYR@RJ)e`msIpqCzb2l7 zA`AMQ_T)&HhcT*O$e;eGJHXtzUG{q-j0N)gyhB@Ocg`Otif)szp9aebUX52y-GQSf zQOJS=&c1vMvy~t-ig*Nj9@oEhmjMo=PiCqZJ;|K@a|Hr+Qoa8V8IlSZE}m^#McTRE zF<>}vE>ta2$10ltfg$8|Es-m)pJnF=b3TI^d9i?#E-{1{bM$}3l^d8W{b-?qG+>6N zUVW5@XOi*2iH}QOw{_eb^v#}v0*CZ5S-dD3F;RS(G~aYWhtEJeXbC~~C%~5Zg&F_CRB&hBU2L97yyMMCE4}lK zL^Oq{b)DC2ggjZZSTFu=4!7OB5~zxJVP^sIm)qIF*kcUWs_zb0degu3dv_@ODsq3r zTb~ZX2*S?hykYR(T>!w(0A)x)&*S$jnlJ+}$OROXvR-C9>aCwi1H8I@u`{nJfx*qu-w!b#kFe766qJSkqs0u@l9sR-WwIRF@k zuNBTeTy10&L7_Gah`bMPi?Jrx%QZVCQqRsf6}|!;LaeIE89u~)Tl_#^4oVdq6!F^< zE1AS2sU#o2jRL4hp3arl@#P7>CBvmEoU@RE=VJP&A8~RDqwnxom=fDGk_&legEF+w zgDC-H0M}slgH3$zyML6#=S`i$4;{_Mdk?tedU>D*{ZUg|-`#7geEu$62M!+o*Gm(q zynZSoxaz6p0C?!GwceR-67alA8q~6+SGKMKWn#MJcKGg|9=Zu;fuNa7TTi+8_=)KlX#t9d!ck?D>r{UPJ zv|%RUdON#DJ;GR0syUekmB$KT_T0PkZR(CpY+_AKX)u<` zh_CcwZAi3dA3$;f=vX@QE5$QZW^!-JeE&N#L3TYCIl{0q+vBcf}pR?$35u>Yb#1|)`IR7S%24K}we z%eI|%oh$lh^>@+OG(ptj9(}ShXX!jW&gV~tg1`KLISk?<0 zIyxhGgplkD4nVWg2Wx+#9RL1I2hDZm6drbhExQOO|K6I|#u*fXMn2G+xw?yYQz~EF zlN_85u5C8w?a^uQSufIrp>nJSO_5AIWAm9YKTM{+hfxX7!WpZ(8$=xWZ4uMC^tSI zx6=LW*FhUnRrUCZdV~kEVTfb2d+TgN7cuw{LsTPvv_KM$)=o> zj^69nMKc=d<#>l$q-)co8Y^c%>0ww@pS1}Leujg)SQ;;8*DWXHhS9(X#G;$>1Z>E} z-spiOzgCHm*PVAWQ+Dlvk#bm_BrL^!TLT@*($UNo(o{c4-JWyF!7a&@ zJi--Q79Ush?!bS)=N8$?l-gyNi(+8Bb#68|m#we2ro==U%M9p7G)iHur+0u=bQdu8 zMwCfpB4Zm=p({x^?v0@nL?h8($VR85z{CeYwErXLxqlJbKb9cHb9m^P+Rp_j+8SEm zMHlsNsfScZDjH)XE`Ct&a;_nmx1jNlOT^Bo{Ve$f>{J;$rqhWfMJQdkUdH`Kf?lg0 zB#iQMydxZt;`BEgsN=kXJsGikr3V^;Wo;Yp1YnQVVxYRw$gE}pVhUw2)v?lKnbO@N z37rZTR*Mk_x-AU#(d(?(U&vf+1dM!by9vC-OyvhTPO2?_ry{1Ui?$hU%{Jq*_o&dX zYM}964@<+uEuOyAcFY-QOgi21Ue;nUC<=5Qn_*aUdbM(}bTUBT-mugbM0quJv>dqK zLd^Hmv9@y)!dQyH$Wt1^0I{TdumbhoNX+J_RRKWTz|PBx%*lR@>l^$%4ip zuye7>gqp&F_FI|lC3MD#lWN}11n+Mk9+Pj96;y6{3c@|5BQ*=PE)jf{i7W;9#hBO2 z9b?>xJf{TnAA7Ps6O&?%O)Xn5#XBF?E9M#^!_hl<#YTx;kAz>@d-yVFQEx0_(m{+#%{dz%58&p%$V7gz_ofV4?XF-)6%KpN|M1sIi zp3g$N|5D$7wlSzOK;ZmSWq`?oM8bdV_tzP(!rr{M_o8jN`68i8u00Wh-tbsOOEw1R z*NltwOqBWMW7aPVD~LPcBt1LbQE`VR*OB4`uzMY;Tq?rgAn zQHb4Zx?IBRIuTDUSJkjfONlh@Y{S))Y*?>*^rytXJJNFXN#S|zaE5{ zN@5gwRzF`6+K9n#MJC@xZ(I%Fk+Bqn;Z!=XH?c#H)Yd!q-eP78W=pI9uIW~W= zgEw}*)|HWya1T*l>|J}M(v5t`+jhJDfxN%1a(bDhop&<->w^HVP!#NFF-(?^z(agX z3KH77o$8CuIiMx1^-cchQ>xQVWqnx>tYASC<)At9F9KedpNYnvFe`-F=(@}MecGZI z>$2B6wNj|KNO`jyM=qnNl9|wCbI>4czO&hEVp|DX8H_qFri>kgxQ;BTHFsT`UfxDX z3gx}5>gZzN-AQwI8NpV8xPj^$592HWc(w^|B z>Tf1`MRn4K6qBMR+54_Po~{LxHX=9HWHh(&ed4Y6+9?OLxC}9g7lU)4Y$D4*F3R2h z*~4eMG=6LA(e+{58Jop~}df;P&gkI)lalHXyE@tkR~V7bT}X!LI_5@^naU^@&^zeb^YD93|6Nr0n6#Vnsp}mahu2g1(-OhpSg&gNlJg}N zboUrn?4>BBxu#ACHsiTb7WY^%4b*&fq*1l@71wX7z*9((%p)Ad65ccy9*Q*%|C8P{ zWEToJlCUITq3139>+N*Wp%>01KMLjQ60d z45SdCWnDDp@`@ZDf`?ViM6#d0j%rsivWmlqI#m`qwc1RTG+kJZDNNLQr0FuPLMipV-t>YH}tb5J{h67ZqH`-H4N<*T3wH-5e5 zu`+1wQoj7jF4ko29? zj@HDIbbDJgJ*PnY0V6tHJ^L5;7$9+@s?$*{HCV2c<5<7WCWe&8;7OdzfTSwBzkhm; z*tLCp%XreIcJd}@q-k+ji^e`VHDmKoLZ2^04-}K&8VVM~l1p6YpLM7Z=<>KGd2hUs zN6j`P$oq*sorn>qMKx1-MHNHhlOrn{F^S7dq0eL)$#;XAE_;}n2el{B zuL6Hm5V%eta1Io7P*R2YJ6`tVf1Qh_gEcPe;EeG!SX2dzuP|TC3m~!tOV1nw^0rdF z99Y z0lf=c?5Ah+aj9Rb7KFk*DPX!I{A!)I2L^ftM3EnQ`Pa!NpTQcZP6f>8-uI7^@s@ah z^9c3zSc(WjMlikQX-AqB&9mrAUJraoseh$wEK3-g& z_*Yo}{Ne%%AWga1b-{UzNrr^L@P$)a9LD$*4dYqqOFBwS?DsRE*HOOdYR1TiJY$W; zN9rKYXQ_}@Cts0c3j+qI3~RF6fpJ15vBLI&;^_LTE&e?8)vEzj>kFxs93n~wReM8> zY7qQPQCFO;+@N}Y^z;)21tnF~L-sBKRh`Xy%Bq;p zus%tPK0uJXuY@c480p08e!I2}bBSG*Hlt+*E@5sDvE5YanM6#vf-6 zO&FKknw$70iggG&8_X7XoG+DNb(Obf{fSlfmjNXqarz!rCWG}8lhDHph=#ZD?XpHh z`+Y>Yup<_};{GfR-OCiWpWHs74>3}S*7c`OwUdbX&tbW~GnY)+g15B=ODC(0StIfF zzvh}lgs;8z+X*dW9#kEYS@6rvvotx~Y}kk`R_bnk9W|4jk=p&#dKOwS09Amb$0j=V zJLh%`)Q8$xXnmPY$n_Fb{^h#%buUOfVv0j2(Xo}x`Ui7!gP9%*O7q#EO`NOT)j90u zdSsYSv7Ub`iPhBWh5bmi{f|Np?ak$fzS>Agqm~)lqzFiu6e92L-G6|9be#K6q)3=E zM)IAAI5N^W(HDNyg?LK@OXSr{)&)Z0yAAQOarLCmRgF|!9M`$(H!<(y9EF7#@%s#P z?f1%L(gl&nMvgX6Z;vH?w7qTD))hi+I&C#w*!xc}``T;bVn>teI@@ZO5+kDZHT0Xx zM;<5NCTGNor4p38MD&O?RMP2bNTG<2%Z#wuix9@O!-Z zHT0eNYTau!(WfVN&a>9ZDp4yYc2w5ulUVwCnx5v&77Jnaa%Qj46FX=p3v6&BjRq3i z{-b$r=wr=ZvsGx{>BFsUH>1-d`|r~Wp_RDnG-)@A+Xu1IuvwMYiKnTMiuNWxD-UaK z?^bNT-q>RE{8@esPe%wpV`EmXuQtQ-Oo0z(bJN!F6K-!+Pp;YALILrTh8o?v+ram?@ zuFTN()xN~O#hEUT2q9o*W^S&%sth8WdgrzsnQN?8y*IMIC|+?>GQh-qGa2(n;bE2k z^sV{2Y%^Odi^dC$vgDn+K0*Q}QN}8J(Xk|%MP^hb)uoXHrsr$~Xo6Tc2UzAL< z*$k2{b7-Wfdbn!bWe+j!@Wws}p6JBadVQ$vQgjm8QlgSep3tv2)3oZut7yeL+#N9C zYs9O#wQ@QF8!b;TmonoR8HqGa_u@*TiHr4NBF|6FZ`LT*)e}-fnHjltE{d3dc6co^ zl812bT&{CfHkF*LAIetBRluIRrg70v6zOSfF28`VJPPdedVLo=tHUZ6zpX;<Fte*MROfQ2r9Py^=##kS&%_k z@c3)*Zs65klAee6Y#Ft2TVTKO0FKsl(qpC*ySgDhMF^xe)n`Hub~Q@oVj-&^$*i+U zp(uCXP@B^^M()oRhOeXu=OYBm@i8^7`w!44DO9ZjZJ9i&y^mY(f^}@Kr9&6IRq@}Z zjPIOgvyKk(ALYFA?XK~8tJJ=(uU9T$n|iWbdnW8nUQkgA^UQ{=33<#c!lpS_9aC<$ z<F-#$p#r^MNowCynH_4)wqB+9NImGiTs-s(jU*K$B z3D;G^u8$YVchA*4*Cz~Ab+z{ktrHsE9SJ(xIU*vw7McvXX2z$Lqs~k@@;tEfVhr2{ zOYZ7l;4tqL#hm&wl3V!HAy1ckAd<2(&wEYj$Z#a|OpXjj2|L+54cR3rx+<^tomohA zmL+lTn`ds%{dRb2cOx*O?{ZYWPv@_*YOKqpvpsdTOCUv7uW+H-JBTX*yT?TemQMMd zYj0uN8xBez;sT8ldcmaFHi4yIjY})mcI7W1MV?IY&ClfTx-=loF5HTct0!m`dH6>wJi~c<+JN0v*r+;<`cVvo+TIz zk}t?_l3{TuZxR!6_~eJvsNB*AIxf%zJZH01|+IK5_zE-r}2AZ^2NBbOcd+QQa&?}O%zo|H%PvOum zz7R=oek5Z!V-nHci^_eyW21X38eoe<&^ML;gDik}Vcqq=_Bzs-xJbG>hV$N2k@U9@ z#Hw1H6Hv~?C?07arTOqCl~u4`wRjcS_RDOwTQLZgdz{Rik2q=ev>)g0>l-V2U9`RY^=m|!srsb~nv4+(gGIceLnb}uo z8zpWe#14{t?ysFY2M=am9pY{j?l*<3>4cFq9qjCQ?|r$Rz{pN#c?8Sfu0%8f6xytU z?{4h$NQp&G;s+5<1V4*$MKxOZ3HP_6tHQ<18&{sKN5Xto`A)HD=tu4$LLKw|PrKAW zM&Y9$JUh!$?Tb=7<2&n#iygSQIfR~$6$zGi>-7XL#G|f?!iW(qZ`4cQBjJjO#H+uP zSC;(GS0mJc?{=16`3t;tttFCoYKEGI^y166xRTq>5g}tUv#S6!LZfQ=EpKm^`Ih*L zjoGCZ$ozsSM(xDexvmyilIiy84g$;^PH%E6%74e~Yl?-L#|creqPzd#hL%Egi(BRq zRu@cU=7@3UU^S2FTW&c-!|aiz9`e`uzy~drFSpffsQy0IF)4-`9z3X8+krCEiKJtI zwHEs69t}=>xo4#Uvq}5I0ciuLxx|=P4L0kvxI-(ZIN<6!5mv1KxjGn7-roaK!^Zrg zhOA!pXEH@H9{E}L?+V4x{d+Ny^oRF-wGp4o<4}mC^MkAHKKmN*+rGdw#|O%);<(ZU z`yZ17(_9FA_~_&-J`TmuAo#HNUuqD}nn9o2i(Q{EvS9)&XWSO!8X(-929+6r}M>q+j-b ze;N}^y_i#!%zy5WVn_je+WWmKc*YHaHY(D%w$-`ppYM8+`0jbpu!k!2AF%{O|0N@m zJ`wY23;rt%3_I>E+21$lz&up+d}k@e=x6%o*tF-_8XNln7 z>T86GG#32B$5P>)$bAGq%SXSSsy+QP&2_lH7-aePKiMorarDVqD1M%&$ zRk3)05Da9LQ9C04Zy6fW2CJjpYW81Ko~Q)wG_33%^*dos7Si$Qy??x9Y8{eK0rzT z$kPxbkf)L<0g3;tq{s&pq%opOW6lupL|#-Uye}zl58HT-<97~!AXWV%Sn6QtrFsR1 z|8=9s;6^7PJP}|G(o4WanovAa|4d)rN3fPe3*YW6!8p zSp7YAkyd1+QKDi9XW)NLy*D;y-U&{&5%`}&I^ffGtCzQPiQ`+#Y0ccMyBDh=W!4)r z@z*)bOE+|KfuyuH^Jgsunk|B^jZf|lTi2<*Hh4|9hj>m)Iy;;8NYvW7PaA*n`gk%o z`CQGpZ3aymo#Q8U)XxjjhI=iXKY3v;vVdBmj9kK`jpyUD#c|N}A;efjz25?AM@oLa z@Asr^HAl_Ecp*fu!qjUnA#9_5Pdh$rW4vs1fV!NmQCxP)-VJ<#5%S$dum5zsH;caR zr;g)KJZrT(#?3cJf;nj(Mi!oT)n-Nmci|g17-XbA2TeQ1L$nv9qY!+%C!-j`r94z& z8;x9{8_YF5d-3{>mU`Etq(@8h2CSiz1_s0`F5MkYr>?a(=&fIPsFG^T4YiL>8)JcP z`DYo2s(?W-_Z<`Nzd-qAvVQmWbDsO^*K1JXNA%XCT_13@Y{A4 zl1Fm}HbM?m1`|p4c+8zd@A;kr89SvN zfX@L7n1h+}!Tu)9H23*EhNj~kL~ESf6b{%@l}D;>jf+>Z*Wpds@%Z@8m$H+*@Af;~ zXAJ$>mab(3bWJWN%LhYVtThFai6_qElV_neHN-Q!+Kmd=v(0@Gdvk}X?UtS^p`^>- zTC0oPic;y)yiB!pJ#1Im8W(P7+ZIyeTG<+Hy^^ECHZ+p6bSD$3{%doRbIr)c>^$U!;JA->B35fQ;Ey0d%EHV^pkr!$pCDs^{V<4p#(Y z6MGT-o;@#MG4{9l7*3l0#J02CTnk1~=p~a|Ex7}3rIpbJu(Py_eC~FAJE%Ae;w*Sp zM4TFGaChw=?98*0S7yJIAH|?wu-*;zsd{c(w;O?1@X0jS>$boyAAbJ?X1$iF(4HGo z^~Fn_vmoY|D|WmsAwsu`)&ipibAcNK+ay;F)IPmxw+mX1OL4+Fip8c$X^7-(T=IN^ zKE`!f(;@kX{D6mN={MEqyJP{HuRa6&ztovII?#NM#}(?}A>b51AK371okcWYPxf8! z1+ymAt#|S4jp#AL2dKt4+1`1#)}+~3w=)uyFE9QPJ($>bfjbWRS&wshIR55JgK-4L z+BQnC?9T6fes)ye*p*tOS#);Ok8Xc#5LN=eA95dSXH4EzH_X!uoqZWii z8y2#5l}<*M658G;#1^vaZxzZ}-wgP4H87HL6enuWM3jwyiLO5)PYomYcGYiZAUVq* zm4ULUH)wW7S>$(Ct{B6Xi>?|e2kQ3aVpw=59|B#BQ938{&n5=v`6xJa61|b`QHW4P z01@6ilhGDBD7TI%Twi0cIx4SxyvWPp5+*p$R}SBJ4zqF!?X0)X-u0U#7xVT9z8DJT zu0j}e-j0KigD}>9Ta6g$DDJ-J(rfPg`X2Tsedld<)I0p+m#?7QdhRzmMsKP~4Clk0 zrw@ZH7HTSwjgzRuHWc=-M^ESL`ZpS`4|l8yThh#Wv1~m_ZV8r`&LiZf&Yf7ieSXfz zEpJT<%onrZxR8)>G}lV8#N~UsFMec8IYqSg%6@*^W1Y}bB(-WMTcTAV#PWaay>(QS zUH34os3;;B2na}6pi&|dl4GJY(ygSlAU%X50!ky&HHaXMbc0HXq;!vTgVYQ;^PXz} zZ{U7@@Av-kt@XX@ThBkNSr_LzXYYM>pMCaKgC*sOBH?9Nml_HPo}(y|?8~&0b(oC- zcEbJXU&9Ou?gR+iB!mwiIK|+n2zGiIJ{mVoJgVH$;B&i6NO0mDpRsf??h}!D)4*zv zSVD@w-a@Z^OGN%ynrnvB=Gr;l7qCwyZzMN5KdChgU+Y-c7haRy7@}QNAxMg}>ABhP z1HB}=t~0W{QXVTdIGQea+A}kbyM@DW$Sc>A-M1gx;KbJP`BfB zS4jWuhou+FwE60_#I^an11!C$1$iX};iA*Us!r8Qp2P|jJej!9(RLOFi4Eo4sLMXW zc3RWUf5w~VuoIDhEH5-WcXgAaAWdTW#jzFmL0iw;R@Ehg_WP9Ga%WuJK$IH~^TQoW9Y_3T2kSL{6h z31(M8a7T!^D?}rxYKbO`L+}%W_F7<@f9Wv2AR|qSD!I1!XDY8oU2S{FUWQ~Gp=wcn zzN*F@-y-vgLlC#xF|<5lBxcoboTcS8QH<5RAYNbg==#?B(#l|TSLJR8_t?^X;IfdhVt{9g zYyjfLXY;B9Z$uHVffsVT{aKROE?G1MG%uK;CWriNT}0ZwoOfMOhCT95o!fIF4M0#O z(b7h}TYyOpA2#HIp^pO?m-2uBAY2H~=J^`}Z+q(>fO-gOpeqbd%vym7$EAR*I2&H~ z+#-}FKz&1~m0%a47JzeKt6!Et4&ELbvf1d={>ZD8uDzC`i5_5Hjr>esUBJr;dUBC-{OjfkXY}$Kyr~m+Q`qR z^#pjdBnL}qm*v2032!%)#UGkx{W}!=7=H(*W>T32P{UlHJbubOE_?ufoSi|O*@4n< zH-Sm6gQ=T*+E~EUmWp6%^=lY>Xo;AF^21Zfmj8eO7JmS=2&G^nq($xkx{@^ehuwh$ z(-ojdo;xKM@z2}{Mkr7$_8X-6fmPp8)m`urAgEL_l5w@-K3;VT&GE0LOCr=jI*C;b)Kl zqqkC|h}VEUk9V6V;nStAfYjvi$#PIG1R97Jmn#PmVF>&$a=;4Y$`M;K>PRsz8Djm- ztA^uw(<`Aev4ekKfPORy1OFRqE_WPEMEwL%(XTH_2EVolfSz`~By9H*j;BD3cd#)Q z40uimpyyo5d0QkkK9gYuJmR*4eayS)!qDUk z;BcytI}5=9vQOd;kHMr*)foK!6>y9bf}ENRAX9Zy~kCB&-Zy3D9mr z9^^_1RNS3#cmM7?39^BpSlf~5 zPz5V3_P>K6;>!d5EB{RXDuj^;z(~L`H4d7vi3e;UYC~XGhW!A-9&qbq;#?mX@ca}Y zor~osJ!oxM8`whmSos^f5i$hgn@p4y43TFZFqJo|TICTWH6=ioE;rQ6?twc1z%5l0 z!v?{f|MecG?2HX=a^!X1-Q_LdaYW!CA&YmQd;8Z2LhS)aoRBBxweE4K_KyF5jWl0z z2M!#-;iP<~Cw4y1KHX;%LMz{Q^bbm}g~reCFu|K9`19-P_GD-O$S1uz>#t$_NXA1n zemKaMY4gA?k$V9I`W^fE})F+%Bnbm{m*7dCyG~ToR85)XOjj-Ds+7ucS zZ_B3Q${E=5r1tFeKLmxj5Xckc5UQWw3VDUbhQ zp#wlU+U$L4??@OK;6BC|5xX4te+_4lUL^fTPXEmq&+h^wbJ%B(RO}yh*s%Y92PJ_7 zP;Fsf%{~4Ho`aTu1*_-(ADI#oRU*LNWW17l^xnStP9@kK-AjPI18!Xa)|H_8+W&^2 z1O!}jdtcg18w4W|R*B!dyAsg<8V-b>c0Yx7gVhB2vP9=U?|!x)b-)~l{^xB6I`RKX z=0I4G<&Q5+4f+((Uk}&<+dEHzqXHcZ+@uqT!+RoN$w{EJ zCOtcMa_>6}AFBfsn#_{)?KrxAG=R}e-R@r4M}8O&P-#}N-&)DH+2=oU>~km-SPw6} zv@H+FTEH*r59hx9Yc}AdTMd0{z)La~ z&9IM&k*~o7wxnQz2}Fpfkc6E?e3Kr4FnmI72jaiupUVMMu6mPgFN9bi1Az}JBr#;4Nd71T zMjWU8>FzeIzaKUwK=Y6QZ_JZfRzcmgBDHi&3)~-wHLEr`L9d|0Q4o zFQ9BCNdf7$kl2yi&MfB*hLB16HZn@F1$A~yo0t;hxP8yA=TT-yuVP6}u<@!Hm$?6> zx^!6>q?w1l$!>)d3{9JdH6-rlXpdc#GcrOlicdMsz5f^E%z%A15*D-Bp?tRI*WNdV zCPb}o3}$W`o8H}Lsw}kuusn2X>f1*_KNXRwF)BufxSpx3mR`EPU$FV40CU*2N9`o$ zp9jK*V!C5E96J37=i0(xprsf?jLW}x^fqALmwvoE`uK-0%;;WD5TW7s>&%1A|9~ppGlJG9ojshwme{?S=`n=VX$R6Xu0lthm4gLrJ6TMV` zFK$#27_{?lFY$*4IZjSiOnDq^8_b<8Ly7~Y)V(SF_Z%}@j)A0Y)_Hus)2iB}PTc5P znDzEFem(Q%pe(Qu+lc?^YYFBI0dyKF2r9 zzL4_0{_trxCuPObaM|1L+iPlqa~FRZjh~Sbd~UlmF350EnXUnxCoNDWL~>nP6&hrc z;T%W}xs9z%h`ep(Be@)+Z+Sv#u40_y#qjyD^M9SL?H?+jy4NT)KmiXuLkEE@y)c(v zv86;Gbu#<`sjLbG1mU{4y=|As#-~ z)!gm`zUrABKXZpFtiVOgse8?t;a6~qdQ{Q z@5sxDdTINlJGfQ=t*+&A?n^UwkX7B#tHgIOrsJ*Rw)~8OmXfWK;c^a!jRVP5uSldM zu$Y)6+q(TeKob=1*j-}Xnwss1p;3IrXP#M#9NB8hsi`6z>Ua~y-n=^iX5zZFrOgoA zIRhDfZPC*oQHrFV{bHu7&_8$V=GKo}AU-kbe?+`R2r-0#R5X1{bjcSb)%0g#)xWLK zJd2;M0u&K)Pe+e7R)0F$Aek!^U8B;b|KddVT4usz8~yen*k2XebQc(Y;+R`oo~YfK zgw#;#XpQyAgviydF#KU*4tCdN!C}Dg{oh$Q4eAz6=L97Qlswu~sCHKA zKLE-K0PU{cI@I$MLr|q}^2ZA~Jjuv)5;HlwsVH6=J_-^~2*Sg9QsL*Kdo3I)ro*O< zeeZZyAXBkjFfsR?z2A`tH{dsrB=SDQ6T*V+#%lkik9xf>nsUnIize7w9qVqt2*p$Z za3JvHcUCp_bPLKpMd|xjR(2q=6wLn)zp0_ZL(?Iscn&yKpJ65@;>Cu^!{v_xvexWL zsc08doRx%()vWS{BDG z83f-@Fh@ZwLVYG7lH-a{>HOQl#C}gR^376o)?g{gUfG2q&B3+|aYJ=CfJ|z~TZ@Ic z8Bxn4UfGD`ne&bm>X(9Zu6uyuG9m|umR~abn=L5`QI`~a57I=vPbZMyu1MSwq`d*# zEyf#*GjQ#nn`Kv{=(5{Se#8(kQ{XcjNDc&%O~lzO#**;JG`dXV6TQtp zeE>RB^oB7$^@^}K6|&mi$1#G?_J|`@S$F>huUM#bqybcYF8=g;BvWJa6@nPq5aP1sSDDJ6kC|ygyP<=SJ#4JK48OdQ=f?2!C^~`ltHfXr(yott@!UE z$ku@a*>32lDLGW*f%*%?5{^SB3CBJ_B|Xz_;@=KiK&RXF(pTT?5v`x%AXlt+ zC|(V}4_k@ECIzqusv~N9Go*n~;(3V&hJ#`p2!zK-@5DG;`sD+3c34L! zUVxXnt>hmv6`+v&vtZY0E+FW2bwIBPvsYLsz=3r^yJGs|tT+P?7~Ffp_3qxSsDr4) z{q*P7vA|Yd(u5o+b@>M9r2QXzB0T}#7j-_g6b&KvQxYsN3mc!BNQUECBCvV+|(l>)g;r;$%U{oq@LSzB7muyj0Y8w zLwgI?q~x?o5>}ihC}~~EIn~jpM3OFmR&rRWqETMd?NH?zr4ssxjYIQ8_6Ct}y8Fxr zm_#U=PIXtr`vFLPz#oOya>7(RYz_Q>Ug>$ByJ->Ax#-2IwK0`m?JCU2VkB%4s;fOl zCS{E7E-+~#Z%omAsm-PKa^dm(LitJk`Z9Q3M#lJ0=8m#fr=wstzEd5kdqQ%gDqxGk zyHBn|PJv0d~Y{Mmm_# zP+neeaQ$;+`_nsZCH7Ut#4P7H<0ZXqqMU_{TJ*oZI#;mNOpHoE977WiN;U3KJpfAI-fbJ=OJD>b!kToCL+Kg*x|;?N_Ghb``P!l=@&`r%4E9C?S4BW&*iT=kHG?X{9C(N?WTp8*Hnl zujR{HQZcIbJSnL3SzFK^?J;-W5tKS{GV)_5MCdC~q(Z!*^W1TgMV3q?=-kz=fsD?i zWW6zJ_~>~`C-dL+pQC+fByV4d7mv6h67VdR(v#MCIr(xijb9}EIuXI#%9N&7dtIni zH+n*tAy;4=sbt~Jl{w_y2Gm-4`vgBo$ueQ~hVA2wKwwO7`W52+kwBn8r@AxPNLrKZ z<*Emh(}hItI36Xf`yRJ+U;En=17uKcxY;*<4y~FigE<-6+H1o#6EWvXeqNuC)T9eA z(X_gI=Bpsu?m*txCt{U;{+EVk#;}wDRnC5qnzpMW+SQsk#vaq@(5@PL+$XUoQQ$ju z^Ig^S`ug_E6EwtZS(aXKtZPCjhai9Mf?jxa{Q4}70SagR;{pfhtq&?cWjr4iW{<3= z7r&qR9MdDDA06Oo1|e6QP&iGGPznA8-*bd|>;rTjS$9-=6|WlX0H$fQi_Ngq3{k>5 ze$8nc>}uCU)$6!sn8~-eAfHG{-V63}iq*9zh0hy|f50}IeVK7=SC-*)v=^|S$(jE) zl`bMLU%}(N5s)zX>ynWDRO;p5e7r{dww-@E$0A;4&QwK(My6mIwL8=)Z8ZPnO^^T3 z4SI*;U!zoJK(}W#R_T`U@+BLr40={$B(WwN>q{*|T}88X-9BBGS)ImZo0&8G4Vy+A znE3F_87u4VYwc^ZXm7%I1UX)bwb;`MR#YWNcalzcodyd9qW;t2Kp@_*1Ome{)yRLE|I7_m(XQ_t{ZoF# zF!Ui7paKdV<#tk@TP9)zoO&_)nm@UMS4>xdX7f0!o+(3}5Qk#pUwSVVo)Vk!BKel| zdYR@%=E`Q4C3m+0|4c|<*4)=S=D$(6C=)3M+@_9OXY_krx@e<6cAI07JZNFuVyK?C zU{(wFpkPavfoE#2%DwtbZRc*?v0)lhSsKCUs7JxE;`&)!3NBQJ5(`!bmQeC)Ws6ulhQp<$Yvs`Fxqj0|hmXDW!XeZX@mLs=zX= zytPxspjbs(8O||RaH4#EKG+dmldHPWmz(me#Ci5{&)D; znrlS_^up08${d=R(?dQrJpF06=ii*ed?!}!@kV#^EA$v98?Tr1puBjZ?5~f~=R7*0 z3a&;F&xgAF~^)G{Vt_)6RAAD?2STHwH%=v(yN0EWgPSdQ=Q3rAJ!J8JV_UZF=v6XbH5@voS54R`%+lUv@cHt68uGjd zE4}$1!-X0m zL!@slC#vI}j;g(Qwj>s$W-NgW>YoeBYVi1MR+jor6_b$WGqGU}eHaZZ~@b+hygx@_Z$hQoMF2#1xZwL??Ws`k?Lf&#r1d^r?Ph>J znPS|45x>vI>_r5s0_}Tx$_jsccwG#*hRQ?g-91ZiJ+gi{dvlY?_;+FvK6pxrbF|aS zvoqZiZ@-nh>7wo$Eny!YGw7}Z}EIyhKp0L z0#cVubEPy{`i&kJE>U{?N=`XbvcAlmd(9N&rkH(&>4s3Yf_QI+waC~@N$XugQqpzq z$2`sO(#`2CE1$qwmi)S#zdk$Tn(xim;^WaaRlC9Ml|!PiOq_ zV6G&srbi9CP#dl{Mq_XF!$(FsH$TW~caHy(&_MY!p&Ujh@;8F3D>`iYxJq;Tth-{H z4@|`iM+Lbm#Wm9L>O3;GYx)MoCzK}}lM>(6I++8fZoqXg!%{nutKBQrc_}twwk_FK zpv0^@Hv`4SgyW`AGfW(uaK~EN30SUFve3m6b@FK^k|uo7G;)x!1C>NnxR!gRd`(hjC>wqJ^eX zST@3dxl?;F9>bwK_(mtb%OYd2iblkDa?*CxhyQ)3R^$EXgNHz*w8=q8LK`Od=UXkC zx20PTff!rh5rqksY&Z^!(b4P4KbJM3m(k_4PEHKpaHAPaTWs_k@MNVcr#W`IquXgc zM89Gzt5HKjuULIKToZKVD$xpL<@T*qP-g|s!7tl|cGXyG^fXI_nocEo7MzkG=YfJ! z2JgKLZlVD_@$j%WLFpCAzJftHs)Nj$-ZMS|nMzWZIj68uhrdjms4i*Xy|hL`w=q(1 zvlrZ%A3$E)d)jINJh0lz8&|gq)U(w&Y!XA zw^Qy6>L1SX74|9H_~S0q7ArChpDn0Ve#R5+WH0ctBQm4ynLAgJxL(Z6aT?=uz-4{m zKi-YPa%-$L-plwos#?KV!`ZBPL3+L08r7iJO-|#SF^_V_@z07+CZtBvhR-;|ydDR2 zv21AA{zl|uPnP*|m96(F*?f*9cCTGXho!Q(OYEunX7GdV9g`B?A;KFZBo{#+o3xnT z0l{FFWK26}qYi3NRG*#|Tx zU+~VnwImuHfSrA;7aVt|=enx#=_$uKc;)CsRS9lIM8INMzNUaxJHQeBt~#xRd$#n? zYbEQx<;)RUF&a(B??mr9VlyUAV!Q)+Py+nR7<$}QA={ap&c!88tsi%Z1G%HMi%vzP z7A>-6jM|jS3gDud)8DSM7hVn0Fq&CW$TZelGXk5@1J-GKyy@(VU2LFPkH+OKNu$N| zTO$kBXMbhc%&iP)V$TS!FI|hcUR1W7`}rs71QJ-1Koj1kI;Oj&34@MXf`o8YYodAI zoD*fb@H{GI-9XykO=f~!Jvu_*7>G(L3)b+g|v9|%`3`hUMS?s{hkgBtzk)=)FEugXfLPcv1woj@13ly z*N>nx@Sd1XdYd%Nug;|$k_lS>FdqC>SeeWDS<2Is6ldqKGD_2xLDwdjmFu{6@=+95 zfh4j$EO)sqCdf_7;8+f9fh1!-z09AboHthKUZKC!At(g9N(Ucp;Lj5JbhKIbbW3Uc z=D8av2aeSM-vH&O!lHVJR7GP==b^q}=sS5?#>&-^@5ge7ZQ9J70*-jn%oZq)+6^Us zuENb0dgLT!)&G&#TlMaMK?@T(v%vN!95UNNg^(4VvuQ z>EJrrdAK8#4{`5DXj`ZZ4PF)0Hlxe##HLBzEuy5$7k-#}i!oO;h)29EYuWOq=d905T-Y1VtjWWMsRlht z$RHuknR3P4RRu3K`%qiH(9qz9l%%9df0l16t53Yvvd7T%xEaG@NiWyS?b8WVBA38H(t7AhEI7-I-xNlI|SnY6Fk3R^bkq^BD4NBxrH_ zUc_Wpa>bN?eOiaHOQl9UGg_CkrJ2f*Wb?_QH>R7p$~aefeyPr&<^9OjMju=sTnb%x zBuMFEct$Xx`-GD5`eL~!!dQ$TXQ|4$&j$5KpKoYYKjuvoi+ex zeU*+qj|8Do;2mPWCmYGY4&u;auQz;K2@B#Qg`g`{!x?_gQ1T!*`ku>KML{as-XFiN z@bteWJ}FjK)W%6FemAdwbB+8^PP$2vx`Sh0ABcDlKAON}HV3$l9LN(G|E=__oWv8M z0y@|Z9eq45$G1KnFO21gDjJ*BdZl=5t(nTSDB41FUO5hI$uK7gb?cA2Q zE9~nd?AoK*i86(UhvG!&16g@iXJUOC?lv_O6QdYajoaD=aZdA|S0iPD-4ex^IKLSN z5Lflv-s9$HiM+N_GQ9pAi?)b!SY?Dx--swT2;rD%5XwF-twXBfK7c3lkPL+3%tzd zrS#o5L6%CZMW^c5&u|ls6Rltu>o0%hFK%L4U;i0f^TdNG%FiL(xNSx9%<;Ial;$o4 zPv;Tlt|u;W-YrAy0xK|<`M`8Wu_ts?Lm-&hkNpL5O9pp2%*PxJCuvRN z#pdf+cahEaY5RCTP}C?`qOi(s`7%+6!m+8+y$l_OTdFdNJyvk!hzh2Mix;o9%Knl@ z2C*FpZFtC{6pwlfU!2g-40RE6nlZA9k~tSZ&fR$B`=x`1|o;L?B zL8c}XnXZ?0jHwi-;lM?t*@3(0U}Ato2M-sS1qhvwexoNW@jWZYlMBjU&*!tDCP+z|~+RTGhfE`t1Hs+!uM{3PAM#;p>v)U)Gkh;E>q*@~+L%npNcN4>mmkFV? z446rc4mT>dCZ!a3U6*^%V1nZ;v|NEAM0CfmS5ThV~wog zHrO~izbTBpHma%P&xg4>{VD5bbKI$xIMxV7x_O0WnLT0sa z!YG431-%^|jX^(I&YO+T5uX$~*TEE{&d1NX$)>SZ%xQxX)MLzQMT--p*-D7Qj%BV2pHb>ka060Q|4AI`O3#2|*>yJdg0*&(xL#`NlkV*NzGSoL z=^kTOr?Yy>AZbEFU%ITI_TtC4N?7VPpOcr~R#;0}L#RBvR@Wyb$hyki_c2Z)_LK!z z-tf@sQMz;VzVOfaUOJKCm-)5LiaEkbC~CfYO-<*^E~MtnOz}J}ok9EB4o@b(HyfDo zXGvU5O(GgTi0Rjnzpl%RhI6wCu8mI@ z!Hbx(dM9zm=V~RHBF+(m@HP9gG<+zLX-Ko0F8uI|HuI-vDwe5kAZ>dr(Y*yVdE@qs z7y4p?)l>vDOld#}O2e_dbrQNAdBHTG5R{6@YRmDWIBppX*yDjE_RdkglK$JQU^JflA$`-FJnmG@UJFoE>-hF!X#cGJdU^+~LQb!3;atFo=%}9V_GP z4h^erimK;{Tpb=J@8=>M|8ytM1K*bypLSDwac7|`JBe?mP||7CGf&j%s#wB+LnvKL)J^ld3!B;6nN$X@3@IX3jmAVjzFWMW$aJPWZ}G^Y z-reeMyrpvWE#&n`SFV?Uy~oFdeNUnsVtMbeI%*hoH%K5AR@i!9t-4*l)1FaNm!?xw zbvdDUZqRcOob8E=8Gw>+hgjpB)PPq;jqHcgfMXlwDm8J=G<+!oi)qLVcb=D$$hjDKix( z`=zSJKXc4vNoB>cwIDgwqvlftOX*tzs7$8ja^VXl*(RR8tZ!@~CqKv`WwtBp7mStm zvnAsIu(1)2>}-*dxkd}#1(td`6Y0`DADPqNJIKz4G|T>DAP;< zA2>Ey)K`QI=iZ&7#)jWKC4ChP2WGN6vT)ZZYn>ep_7~LBV$t zxSS#r%7ULIG$vPaKze?TRX>VK3S|yA{!$$Uau7~gw#B_5p*+H^HM!?nBBB^1ycTYr zncOn3tY^n15h~pymPD1RxQ#JmMnwdJdX*V;P9PN@#Li z$zi$8b7oEeS9}g$PSS;GZk~%T+4xg#4qTwh5DA`Iy?~O{C0XU3TWYFySrS=Yy1+;J zp3X=FpDi07v>hA`kJYPM`aYlplH*zdI#u#~@U$fiaMI_YoMI7s3HTI@cj+O*D*GZQ zcE~$V5Kc~vGa&~0UqNGl##qAfo=MRq-=9Gr#f`**8#Wrr6)(qhm%p1+?Xqw+;9Z&Z zWY@W)>X_Ax{nP_a@iYjivf?P_-VU?ql zzHwsrg=|-KmB&Nq#1CazS@)Xz%q7Kf63+4AHZGrqf3Y=LW6fGpe^l0@Aa7<+9sJ(B zWU6>ktJ!_XbLJ>GAK?}c@?xpGD=yU=noR{CBB|td^X6Ja*Qt;aVdgJm~#dh>_F zm0U9C{Nu7*`4)Jrnm-xmb~QbC_`twV0T*g;HLzhaOi0)8%tsR6(nCkv&7SBx|EzfD z-wy`|1(f<<+6<&KTf%a$1m`^Gj3f$n)0n8sUQ)G;E4wS5xA=~!5}eCk6XdE!M~+3& zXqy#gG@J>3dCPDBVX4j#PDq{h3Mb!3w<}z4*x%i!wws=zDfF{ zH&?P@0UbO+C+sIcY6C>06DxmG^WKlpX^Q*Qd(;Q`8OKR*8~8VO(wK<{i3{-LV$B!o zbF8Rwqbi=J3VPoCcG%VY;UAX)u zMVkXBSxeLSZxye-AHO%KJF<{j!Wh}sVFM~#08e+JW3pc$R1)2G zH&6j9G+BU@VQp&m*0Em!C{7yDI(POCk_DWx>fSc?fQp0v@;Tx>ROEHznCKQ@si3qb z=b;#=D;5Q#tHOTXs^kGCMxU~{E^5xo|jsS-(7=YFP z#&C7((p@$v`)a3VH6c266_j5E8g}l1;~)VmsFTX+6&1s~XMV&02R64mrw{*x`tJpm z$M0_G3#uj&;27iy_^*P_(vIRX6YTr#H1NH@l4h@HB?~k zxenbEZ1Ve>(pXjfrpHNLpiRGv_T$`jO}E8Lvi)}m5qoalEwKNYAmP7Ko9kVBeCC%~ ze~6i8$NMwta^_c6^E30#;h{>0saI`}Is_4o>+=e1v9jE4k&+ z&rY1{dr$|l>>(g)gwp4??k?IeTA?Lw>|`z-8J4Q2D}ed6I;`j8e2uZs z`Qf}$(Y0vK4Ul9v3gg{7Im~ zL~A*=xlnq2o1!}>`2IybbY-GNqkxG~*s3k~R83wBp{cdCT;o`{r{>4bolBnEcBCHc zM;K4@)`{4#0@8X?WPXAb{$M6s%7Y7ij#q$?sa9CwB(;oy9;nPePL>c!D;rgGExy!N zHPQz|n`N`4?9{)P5DYl1mp*Q^X@e%VBgbK0klXEj}y5wt}NN8m*4X&Lwr7rukd)ERIrx{PUe)10iX z!$gP2DwaG1CH)=ZSf0CIh1|XO-StOa0o)aI)nLod`3Za4{zg#?l%BusiY{q+nj>Gb zF0%afbPcAB@N$8QFJTYwqgOC0qSp3@GbvOY@SjW^Mhh!%b)0=P<>fOghD?9iR0_Vw z6;UQM4h-Q1;2)|zj{&tUuF_$61_EX2&`pMxC_Wx=6UAx)rxqBIp7WZuxHC30WWLIz=BA%4bHZ4meLZpc z5F&4s`R;~ZdGJS@<>|pv?^$+fL7lGgtU8;I9SPp`4`;CDsqTA(t?4l!hU9DXxh;zc zl0;lBA4fNMb6hb3*EkK>a6=>US`Z;%6q&e z3lVp~lhyb`Dy;Cewy%&(n@#C3&AZr-_Tvk`jE2L0X*XTe?YZK*=b--pq8J=zFYw)* z++p49JHLC0apXLG_BQiBJsbJ2tf6OQ|9y=Es62ZhE>rbtJ2z247cdxW-o4lxdle`Q z=><790=A+%cUxNld$mz!?7ugBDg+Mhr1sJj9@VBVQ{-VsEkAA^bX4P07CAT0;s3b4(;(jni2piGSo~v3ynaR6v{Yc z_qSW{gZedKs~>GQ)d8d`Ug!=tZ&(ek8gQQ>yXRilGZ~eqh_qgn=cyE-mwM}n>AnV9 z7^tYb6YtFZci}$J#HT&-p{(ZCe-N1zkIJ*Pr33^SrJ~Ld`<$bwrgwavd@l!mtd*^7 z5@kLS$fFY!Zkq2SotlEWUb$Be4id~jeN#?8!0d2GT^y`FMcMqfuaDL(T%5+wL%mkkTv~_AoN4}9U!^rc`L_lcie*cMqZ4HD%20aRFlYcze&6eg%eLt zec0K_tK=c!(y6S_<$F04_&CF!xnWNwfy6~H`ut@ewZF{cI3b|=zI3EhOhz@MgqZ70@&E`S< zd>jNN!{|RP;I}74?zYR|S)ttD{sY0JpWXNGqwZC}d*ydzZ*ILVZAZXL(iTPxL5Z0i z-_MaZFo3=VJeEhdNdx#Y(RJyfjY;R~IK^J+&+Xprn#`mt-`Hfpf$ms7?LHy` z6~YeWM^ojm^&i$i7D%UNfaVK9>oM{S`{?2ab$IYODq^s`7YMh*8ula0yt5UYT0dJ8 zD_eHxqUN}1V&0N!L+PvO(0|RmuWarXXDW1uZ{LLfBD4jf>TZsVrxU>%$yd&C@2L0@7C$#b zclyO5K6NGMKCZ#vjy7DJsXiY6+CtbA6hD`0>Smlt&LPsjgK=D(ELCA9|$ z{=bo?rurj>m-=lTMOzu2H}N|H(p-e3lT?c*r~1OgKpt%ukcgX5x^Cj@HGER7`wj!q zFYLzWj=@4^l!<$I0X~S63xkz8wV7|s1$mNJpGeD2o7!V!uS1t9&F`g^L-GJx_O)!a z>}w(=P)wcpQC7q=MT6pP3K1R@_+44s@THJLpSzAu` z8InRvz;mzswbZAt+^D_?{fCBu*=1odu)WfFQx-c-H0;YEA916o`G zDcH6bSMeE}Zh6qTI4!~yf06wqXc{|u%Y4sO)(a^*UcSA;5@mnDY^|?Kh zUA^02Ac=uVSARQ)uU2ik1Nx(qzP7@*qj)Y3`izEn4ei!_<8;9G%yRhH?9ikE4m3lJ3A6VvEDlRpKMA3aor@7I)_1xXcPYewo5s=)Oz!fu51--SQw5WE4My$0 z&W?Z@=+>9S@Z%w8Iu@~6-7(k=l**sSE`%75XxhBHEH~|8E@QM?2N`xyk6n}dt-DXH z5b8>vEj`?bz5hF{RLxa+=1Z5ZqWeDZJ#M z=JZR@$|n_@6Q?!S$NkeMZfve#DABmctgPSsk8fUTOKwc$R616w*ReX_Wkgci>}f%` zLiMXVn_8_O%e6dHOR3A<8aYLZ){e$Ygj0!Z4sWcvXKnU7+E>0h=%~H&*6!jA>Mn63 z>S>V$|4J~YnFl2nqo9DMP<7_w?$gS#n0jr`{0Mv<=#EQj@-F&)fO;}+pAt2dfF|92 zaEHatqAaPh3s}eUSS!)>pB+Iynj40}eAU<`ccVccRh;Trr^*x?y)dqlv@0W-txT9r zU@q4fE`8?B=AuV*he1zM!x85auC&rYgqvjB?RF-javuS`&q}(>S0>M=mvQR;T>ek6x+q+lY{imMS>de<&wdd7~$dYj8&e}C%x%qGQ!gQ<6le$ zla1KOxVW+|3Sw4b*(=*>#0!bY81;kW#l)iQ+nqAT#|M_poe!t#*JN2rNgt$TG{It}tjvYMN(TxhXgcAlXES4nU2PZhgN3Vd|( z%bUTa(!!^+>>|12_?HjmMAPOtrYtU#i-uRwq?gdU&p2Dxg$eTWm$viORyH~pXh(8S z@YK-Rjl0?|2Vy>&p)@$`=Z|RBe^S@}*5h7NR|21PxK4bKNg|AT;(f3ud(Kni+{(#c z&R-)qC*!4}sc>*~y)AlzXRvY%*{aghZx^f#uT6`G3J98(&i}Gq zjWg#ETvh08u4Vh+z;3e4yZOP0T77}Tv0*09%R5-}JSDwP^jS}@FySCI!x$y!Ar61H zcX4IlleBD8X7mam9~_b@g=pZKwUW=Xc&>RG-8Om$DG z58sInwAv7dT5WWTA#X{mvJm+k=lmX|>LeFoIjPa5Es1T@oqu{J|5I5rH!W>~gxKrY z$TG*fbz#ePD>)Kp5@v1(gAxn(=DBaIUw%87Hym+~caP2G9{fl=_m-Kxh+U6~b41j+ z#D3XpZmz_@IFf}-d97$2%`_CjX;!EAHIPm!ujT1XM_JFMhfL3u2Qa_f0|tLYN6^oe ztUm^&A7*Q*`F-eK9UuKq+7^T6!By*XZ6$i87Y@bhTUnW3YiKr0i2F8R=KRvGc(dKT za-EVpNZr(brRFs1-Lp%htmi#Y=i!gfToj6)N$1tG6j*GXs(fjbl4E?{ZdwvLQ0kWb zU093qNM^Ik`lgDW(xk1%Sr;go*Zux$dLV-Wc`>xmHEUi~8+;Eah2ys<<2RS`$+cR? z52h9;j~-TGlBP~D$sL*O5>K|&ljU=n_{i-0w)F9jtSK~8_2+0wZxAPU+J|!ut{Gti z1V3FmlymDo|J-!=P}LM2oAvl-5htE@b?3@Kr%msmI%%==g3Zwk^R>hdz2MKA8y(AK zKi1%iXM7^jMadp{68Ey{1d}cX49zH{fGj5O@Q^pPVEjFD%LOo+~vVEl$dQG;wY z7i#+A`WP|Fno_1_HrCc?K^p82OeodVlnUqTnR#~+{@A`Hq?=aMh}eg>c?A6GzNT|g zE{x)EkzC_`6Gf)e0|OczQ}0CR${wc`q8*aGBoSSGz1sDYsSR9}p4G}NO5L)G-AvOk z)_I-xmX5!zx{Tu|vw75AW}9MS(Ta)kMVZCC!*pXs`pD7q8)i&7{!Z6w|Ii}pj;$PT zTMLy=rHE0{ds{$p@bD?vft^3cltBLa=}k8LlOLo9zh_TN$2E8zvn4cSRpI_nPh(U2 zy-Yz>Ua%)G^(?ExkK>k0uY9r#^B=Q@Zp?~LIVcbsQs0*sPL2p|`19s+XpB}*{js!i zcVA`9FZ$Jsmvolim_Dg{^Vq-yOK8X!IrK^>AkwhkVNB+iUs6k7`cFDC`w8p$xG~W& z5v;!V0UGUx$oiYIe3RBb%8I6b%9@gSWA@^HWt3?d=-NPb#>m2Kzry9D|Ha;0M@998 z4WkO8AR;INKR`kWMM{AY7-|#==|)q1&KAm;t0wI!Ec|?imF| z-@Ddb_pk3;>-}fe%$c*#e)iL~_i2hA4sDj*5i9hYB^4q(FFK|gA!wN3Bz)ycweaRG zc1!3-Yn`=*&o>yFtM{ym+CF}gjF{$Tc=M2#B3a?1K!XoiAwONM^U}P0_8G@Mmti>X zuqcaj{Avi1aDCOaRw%vsKrB2V2c2awC^uT7@3!WqsSqt-9^-!R^PtMwc4qgZCYU^a zrL3F*HxK4!`DsnrUA#AK@Gmz&L5Q#`UpxeQ<~M?2M-V>5Wa-8Oe(bob`O@IEA+H%T zSY?l?9Ji2oMH%Ql>iKr2s#eZ69nt6YfHxZR>|0_1i_+4{)j{_GjxYnQOM~|T_6j_; zCMX_~(DiE7wN91WkXC+0?=61cYK0n)=U|}Y_lr*`#zpZV(>{E-)tJM%C3~|j!*0e~ zzgQ+HHBG7=zP#J6^7if{%N=B9SF^OEfP=$Nb=fa zXJ=$L`b~Aaz74#mKkpAt}r8)}7gYu8>VC4aEnmEqMS{1|HD*NQKVad-)N4Dsjp^=L?GS$6pE7 zhR`oXi$3@eMS44!sM+yWRAr^;>b;H{_8fVs1d-48N*v01mR#;6q2}1V^EwnpvT*BmJ<7~>X zLy*z#fM>R$W|aAV<&i60!o_I}o;smiTDElg_{h~_lF*$kQg=#Or|MK{1pgPG52#jN zCClzags@p^xsf>I9YFuuz{x5=Xt35_A2sGj@sKFWxeM59WAQMzd)ijIqOO^?oEdin zSx@ME$RQJ83E)veIn_AEaJs8S&Z{A{sj07L7I+9urvY3vg>c(+lgwHSbBV|89)9?V)uXZ6~&QLJL)Dn@RH_x@benhHkd4i#uJ(G4ez2j5ufX8Kj9th;=LAohhl)!6fMKfb zK=GPdIn-q*j&IKZpIT^!c4KBqEZe?pC?eN=qSRG^$^3*xY*Kfjy!Ap^-O^c8u_C1# zYz7G>D}%gBftHd)rBqQm9gYkyBm;?}X619x{~atXRoYbgqs>kxegC z3`S6dWmMdMh_Oe{Ght<2mMV`*uQ@w9;&}cOqJ~^+XT+`ga{;HV^_`yxwoj9j(m_qS zW!*nUX#WTmifqtZ)8%Xzh3HdqYg=|{ee|*y*PmsE=A_sdM18jMA!?tqZg{Dnl4K&7 zHwv}4Es3z{jMZNB?`0qRScT~idr6m0;y!H{0a>!0efaL%1D=J-g*NHxdr!q4JgHie z|DsXvb`nzH%jQYAWxkNnyAMw8f^`SQ8yu?>=P> zRa0Y-_u_b3wYz*PU>>$DOm^gW%Cx#u_VwxDm@;#QX)}Hja;K$JXvfyFa!lnXXdCIV zC!DZ!$~pRx-F<<=iWXTW-Z6`Wz9nIP?2lsrUySh%&5sFGh|y;iS#S48oq!$<2F)yD zGi=x1DL*2xsG>=zRUN)DUmyaUCprrDkN_(E8Ab^?n6d3_k4>0pd&MPpXNE#jSNM#Z z<@@1>(yu7ljp%xmW*epIng(i5%VY?A0m=l3v_39Xuck3yubZmfCT6Vn<;|6KeWRUyaZNQ zJf($5+tNjF`34XK;M zY;8gCavsT!Zs>Mpo8_|R3XSpj(21z#Qsfmky+FHf$#Q%s!$)ha9;UCPIF*vkvIpGi zjqTyhubDYoX3s|an2+Oe_;ho_W!&VpG;kPvy3ai5iQ%5dlu9mAyeEHV8Vu z?pjKu1r+kP!{$T#ThE2il!m;m=)o+=tcDPiaOVL zK?Qv09|WD{E7kq6H#GFI4f^00%66Vqz%4`cJR|dVuX;)b?K#23H?9A0tHR zc3Xpbq|g2wzy)6a>7Z=-`5YFA zJVLV6@sQXtL7dBCAB3G@hO_V0p94zeu`{gvH!p#mfeXyAcskMb=M35-OKh~`s5SoN zO&@|JrsUxfhh&YI618>*vOiY^X0irWu+UoIDNcIhffw-j?l~;T;4g4=WLN&tkSl*W zm5gHqgy@?f^?<#lfd&Y8_Jd?ftg$$HEdM507yG#k{6kY5GAO42{f)`|ntys?4U$K1 zBCS58So|FS^CF=jfGA+rp8h}V4BFTkR+6v(ngNSBc1Xq{Pv)i;z(cTmoGBJ;9<~u) zxmi`&D;nO7V|pd$e}Tfo1Y96$kz6dQeoli0Sb>Nv{Rit$2MFsOi(Bb>;V=wS0!x2V z*Cu~x>7?NH@r1T9W$*+;agJX_tevtA-*<`RWwWr-zK;cxjjESnQ28)ekl_fjC+1>)3C z_|b`6F!22Gg89;xX40zns&7a9YCiQx zTdwArYn^X@Op974%k?H^#I8BLZHDJ*c``DH>?*VArKWFhqRzT*eDrT&Xqjy?R79>i zx%$OmR!3;_om;QF!sp(rB;5D5s>ZxBrcJ3gw7nfurVbeUbgy$YXOwgE(>1^E<-0bD zMWO7uxw9@C(Od$f{bI)7goc~FNaLEObte0^Dn%xQHnvB5Mf*M9%lnQEorpBP0$Xz> zXCT1FT9mt`+WO}^l`Xn*$C4a}MCH>%i?_nk#Q)$K#2k3VceALDg(SGR7=7ekq^I6Y zH*7v>%`+5)QvpJlDxQ9PxCd?6=+_8LSRqjmp zR#KUSy5sgY;uBTf^a$-4jG+R7#S2oppa@<{H^?`Pgr)I9G=&P%jkmKs$v<6S zUc%J=RPcFrO=HWa5s}3L36aGohJQ-|_M0a*7E(?;h4qdflcjF#f%npQS8ViY^2}$s zs>H)YsiFA=!Ffsp#C9NcusFtKXq*;7vlQAN)u2b0w+h9ygX2xmAv`qczBIcj+rpOb zmT4V}A+N5j^r6Hyr=_YJ*NanSgPPleF2zEy>1D`-AvO1Kz_ioN!$}BOYIsu`jnf=m%ynHUl znk&e*#fc{1+^g3`k`MJBc4+C(#=&{UHG8WuZwKt9$g_O(ypLr;W@w`}(BTaKoW79pOv@QpdFrrUaFSh7{Fz5WwvG6H>5REX(s7(nRCDYFn6G*hE<>dZ>K_9wAJ0s z#-TYj1}EmBxFt=k9cqdYMT=OS8@YQ1;vL9TVSdjzgFHbaN$=J@cuGs$mOoN7M!{GU z>89nHTfhD|4ZJ&fF^y+w>lx3;xO?{QnpIHsRuvxd8LEzExW^=m&L)MVEizY{GqZha@9DI=z;o2BG~e$tDns8XIJS~tIag0f?|y5#0$ne1bC^@5@Xmz{_eYS@MQzL(Pwir{l|E}} zjOy&P<64$RwdLMc`38A9=Z1TX@Y0x2=)9DHF#E=0+@oQ9^J+1S-=NKWRO!Up&AoZ_ zRf8V+sO<%RxeYUXSC6xqu6N(Q{?kAcu7ifMrK2Cru}Tw7FhqmY7u~(<5P6FGRL&)e ztYe~j29XpK2=WX9i@|cA(5|c^>B`NnY_SQq^Vojb_X|PyC;V3w zooU(K*UslFjKB5?@Cxz_K1eWC*WaR1sk}btVCh!Bmb&~M zI=LYs&JlC6?GdGj3)+k0>6WJ%f#Rkf{;Sb?az{;zC`heiE7FWSaw>GO7hg-%;six&qr4fk#@4Y*b34%!B?$}2weUTR?&-&%|1=%b2~BTP1);{^G#fxXWw zi*4byId_|ZXD$*~u190wmh04T8XF@S?d`swaAjh-@HN>&UfnPO}R{Oer`39=ifOGSvWHrT^;&*SDUGQ zEqY`?%4K=25L2_NUoTwU5?%GVLM%@E#oRD8$>^(d-XS8aEsrWDIk9FqX9-bdY1+kM zyXhDeE%0E5?j6QmzF>3lyCHv{!N*~@7~;;}#x|IBW`xD62ya(*)gDGcuu@cyaei%W zutO@^xNiO)x95G4oI(E0*eOiuu1+0|g=rO`>X07yut(W+3;Bd}?Gz!kfZU$qxpx_{ zlZ=NHAejs{?n3tqvtza4QADZ3s?6S`hD@DzvRaj&7&__@xG}nMZb{0KPJQ(o*`8FnnFRT#Rx&y#&Dv~a zit2HTkwWWPdTQvDp_aMi<3Y!zkM@dbv)S&c9?qWlNVq#`<5N1RJG*7Ex>-8h5JY5y zk2$f?94(5un)=4lr+$CwH;Ky?7o_b9 z`>3R+We)8mwMj1`ay4!Bou7W6acbFlt4)2W&Z+d0+(AVG7Ql1?RAPY!EtgZFCXrPO zBHB?S5J?k{V%R62?N28SMEdVS_&)lR*DFSTo>04!ktSKS`K;yojnM*=!g#;?h5RH_ zb#){G3_99O=w-pUhekeTH6189w)C%4AmcMm#rttg$S_R@lI7ZK{}BuE-JGQ>TB0;p z2fKdIP_K5@FZOfG=9qR5`_{46bUJNHlI+!;j2Fg-cyc;bR+F=iSfOSl*hhB0FPSp) z)E&F}=4*!NJ3kuKW9?$DL7T!lO?a9E|^?*1^Iaz=`DO$m+sslR+^HThFd!^ot{0;3tukfO;s~A z^J~vDDLIri_6a`XP<~Ewhl@RQZcX&ZaIppC{+I-L`p1tk^jhH-H%?>2?ccuV1<=z$ zi5JttguNU=A9?{(4bZLL|-U96J)7L16b-)r#FC71t_a-q}On!ET_mDNpZlEl8EY89L6CG<6s zYwvw{P-Kcyr(G2gW_n|zFOKt~9Z})GzAGV1$Nh+Cz^n zpC=t}G;AYAp`39x&O)*wS2zsi))S)W(x=tDT!!6!o#Z^Nt}$iOSM51*pN}@LND_O*LG0FW7+-SOg8nurVlXHdb-8Dv~^qiJbglD$A~fQWgj4Bfo76 z)b7c=OvlU{bQg>jAt1G5vD@uFnDfTZ4RIXiGQ`sm+5Mnp-KOn<2)}uqTm;X?B~vf$ zcuZjTR}75>RDN1BZtrUalUt5WU)5GWX~7e1A*JSq@>G;Ym2rzxpOpJ-pLsHMPOB8M-ZxCq9p067j7rx22Zat)zaoUsNZJkL{ERkfWw)xzyJFe|8JzPJf=n?f2@UFanWu4n`P1({dTjd)u%%MoJUG@c(TgvX%G3hQ zGUS;M!{o@SE7JrPaQzC|HhxRy-Y7rk>D}*UmX#^@n1pm*%mXf=CxL^cF+H87FWSv1 zSkScFK$iMSukj8Ens2@Hh$Mey4*`i~!!wfhe92E!FT;JTobA#q?}`jp#|*1~VNzbk zi|OMU-;pBO>!gA3qXpD?XH`>hnusbk#w-WkHIf)y-GNtpavb?1p zKTxRC0#ZH;i4xh?Ia*TkPkGu$y2hJJes!krXoPEw^wNFGc+jdObO#W23 zD#~J}(X@px3aZ^6$C(3bUDAehPE$jabXPDYmR`L#$R&HLX`SOkdA=8>nG|k)Do`Ma z;&aTGN+;OlGS>sOi`C_fRrjf0zuKL&J4{oc*vEv4^pm08o`J`90b6pZxk5}MvdRpb z=?sR=tYl7Ab3>nG^^A^2v&pT%J2S)~EhtF+octbVNs^xG)+}|LbG$~KPb6yE%!xTt zfgvmDwv&O>`Kr6AZ5(ed2DF-O!7GI--7BLepyp+MQM)!|=`k~(M(YDx8VZelDoCyr)bAPt$VX1?87HX*FlM% z(9W9L-KX#-rADqf+xS$^J8{BaPi%aU+nOpBy`$?<2*I0_^;6=ao3+))y2vf0S=)wToZ$PmB5( zv8epM*wjEkgd#Tg>q-MYQ{@w-9L)Cw!_L(SM8m>KlAn|a6L#qw~2xUDt1(A8qn>ld`b zEBMFROd~%8Q}v^mEFPv=B6BuPUoT@sw15|xjT}`8Ev}wz5T?6kEVecE!(Tfgx|#_+ zcjhst4&-_gK~`^<8=UfGlWpqP?6G4ORKNjUez@SACMSu9{J|hR4S^(SbkF`MHjdDG zEx$FDuBF;OJXxI6Nt-in=@q$jb#LCtG~PtWtYWjUmZvG$d zvVP@IPiPk+a;Tl&Jbf#srSB=HjqnaensL5(OKR>2h|_bLM+%af8@Hc(ETdgr`5mXON5Y2LFGA?;dm&9Qi$ zTw5P6neeqw+2)AB(x}p>3q5JC&jsjUO62bE(vqYxrRX!PmTq6&;kNt`aGVZd6N91V zf^KH-J~Qd7f8-)_=L$-y@2hxgL38uS*EJocF#57J$gBpN)Z%ocB7@>am$s0+RGKlX z5-pEi<~EPzJEW*?-cXtpY}!|oYuGH+N5{}t*wU^;ON%DGSCytOwBG-cbbV2(SgRQ? ziK0K9&^<}|jkRrUsTbG9Z>9CoiX=qcy5-g1rLB5-Mw*`=RFN^aEbcAnnG9B7vtteu zA{}hU=NVaz0dYptlj=T&n|7}(&&dyWoyqfJ zQHv*B4{Pw={Cpan|4k1?n|un5m(gQ>7b?_yCVhJTIq8O)N!y*v8*&CDysBR` z((lw+NHETmjtzF0->cp-sS;kEBC#J_p@J%AGd+Mj?peDSj3v`#$X#4=`5=?j5CC-9 z^DiZY*mNYwY0kUU?Bd(~%A~zJ*~fGVk2)dMl5NE^QBw?!B2ww_`*;~dqb3a`IW&#%m?#}%2KR>S zuSmD7fk%_$okcq#-Pd-0=49CbwJC$zPqK}0~nW!07fxofDs>C_}&NA#QHu2A1^pGbtpBTZIvoIYgZP1H{^ zv{UNkWvESG>{jz3I62n*oe<&Giu z&~1XniOY0o{lfV&`SW{EAr?yhq%_X9HSNQ_ah=P zyB~GP&V|^lN=apH-<2gPZOe4?k`#=8mCNRCZ`6*$?3%ubTfL-7WPKqXghYa#f0iUy zA1PsDHF#&CbPvj&-i7=Ui-Ft#E-L1j1)@sUZLeQ@m5N00QdEY*0{{ ziQOudZ{HHf$Iq+@UHDvV&>qAu>A~{VL8&(+*UzP#tFP4K~yk z$6p7}K$@Bc*Ypg1FQUZwW>+BXxs0Z9I~_71fGL(kP^8On-TzE8TY8? zWSB*a=Iu7Yyu@tnQVGhv%5IvY%XRVPDGM9wIhMT8@g#jK#TaTjJy@i^dQYY;NPcRB zr>@am{jmL2OfH{K2^BTv7)KSZe5Wt2%sKM88x2pivE=kLWy6xC*vgD(+erjp0EcF7 zI8jn)#E3<)x@J5g(n*=sGnpdY7i6S8c0THQdwU1Ua%HhRBd%{~qKL}A`lTvGx)aYnjyRPY~GNYET`IxH&GRLw|DNqIFQ>r^Di1f(lXhH>nd&S z{#gK8sJzgK(0t1^+7-LZ{@3uKFtL`c`+HpTgYKUrojbXB=S9GK3Inl0 z$WpOBXOvzP@Z~TBBEH$mc}6xp#}i0$ikKyE-ChzD!TG%E~j$4LUS5# zQXwVx^>?&6XN*>VEQ_v?_Jic9weOWh4$XHeM3%RrkKbV9w|=28nEExQa#}h_s1LHD z-JWBa_9oHtbFXE3>#lJ`1$s}MozZ^hO6cVJ19O+8Q zFP+UEevNH$@_m{8Ktqsvu`i<|N?Vjn7Ov@(sY;SaOxeQC;IZlhZ{`(sI@#$jx~{bw zURmdMLN;nRELF4X+FHL6ayYh1g}Y_0Jk<#_J{52eut6y@Y<9aXDcVvQoZ}}1Z(c|0 z^d2?3L4MbtdbpKFaKaWFfG-beW5Sh(8!!c7I;!3?+J4XwGda1V*k%Y<^Dl7yz2~Xj zLlurbS2?*?Slgfc$xOABj7r4Lq;{Uzj3p@{S*Ee|r9MQY0%?ZjX>&8R0iU9`X>xM& zHr|(lvXP%1uY9^Fnreui9^|{ut}D<@^US!Xxaa(^x#UzZB*~+*JWNkCpk18Rtgq6c znrP>23Ml(bD`c4VWT8G<_g3iKC#DEK%Q9NoO;pfqw5s~_jkSqI3lr;DCmCl}oRIMr z-`fGRP1U&DJ$SOV#A6$47$J@mr_aAxq>y>IV(zwbVszjJ>eGDx>g@_(E8#Q^&WlEg z99NItCs^_^Zl+o)a~xvWlLnECRuY?2PFZkNb?D}!1>U4fqjFnw8G@?aDNOiI7OfVb zD=nC4NVxb?nco}Fy{)qp(uJ9GGBtGi=BAho-_-9Znc1S2gTVfY&<*158s zPrH;KXAK#OB-f{@NP-wJQ0?yAURG?s4ozctj6P^#2xbfNJWEHhHbtJ+O@-d-ojpF$ z&S0MNKD6B<{{k5YsEXcgbTGhq+rK^%vE$D?7Kmgh5AFhpNe zPs~Wy^{r%TCpCbU8uoG*x_~R{va)-%blDxAy&GeDk<$?ONaU>Jhv*^Iw7G$|kJ7dc zyS-3scNiABRdQ`K#Dt(>ZMJ9Iq_2j?f4RiryNp zRT%!DAtB=kXoH%VujR)g7r}9sQLXu+bS5tHgw?#L`C;hIV^w3X_0GsMlO?O`nP0E06!>`vhZgBomCzE9w*pAP@`vjUHVZ$Do#2%Tu)tK;M5syg66+%qCT zJ3;d~1}a>bwvLU+{LdQy8fx(PYO5!^%;8L%)&+3-0L3db&gmFYy}K}1*}1n75@>gE z+9&_sy?geWX_@xM1)ZkRqx+bDNDM+j_wOWF@P50tM1UI6N)z-rFhY+c(11gwe}Y6V z@Tf&@N#L+Anb3J8I|rf|S9 zclCp@HQ?V1&ld-BFQk@%Yp1K>K6(>U9e&vh_WYOzNB?CJdUx3wbk4<{<1P(KbO>F( zKT6Z~T(d*Qh1tM0mGoJ-7;+`d(XRlsV}OV{^&q0&pNCNhEIVH{tPCe=9w*5%H<+80 z5J8uMj6Z4W7|myjt0dU_==S7ikF_(zCY0sRB=(BU2Uk3zR zJ_DGydK>ES;?@LlSXN|MQ8bU5GNoRjb+dBB?zo1aGlwz_gpJE-hN@AmHG%|vngPlN z3K3e)^8&1s-Pe)^a=BRU-81LUSXqHf1WJfTboa9bhX6Z?8uqM|=-##*nwHtCL=imM zQfS|BP2-5H*8KK5+AWPZs{O7Fdl-Fyfr(An%a^Jc$B$QP=_pEE-=B&2(W-G<;0<#a zAE)_H()!)Su_kx&)bS>pq>gm>gIxA;_T!T=-H%JwMqiJW5WRFF<~6q} zHf?)TMrFix*||pi?u)CO$Dk2XxBlQfgf2MfEi|j_^(U-6yJ~`Ha(2^suj-iVa%`!o znt+)RoK3H2gu3408*FWBvN=|-zS5?vbW6*GS%WCgP;kZgLp;UeBtvQc_9DNfnC>lA_@%6je@-yu*;@p5S`9;>hqADA=#C`&uN{^&W6#FJ{@lDNex+nbp+UI7hBu9bku z?-*yJgk0vr@prl}T*G-F&PL?$o^H7~Nv8utd0*e_2#5S*P` zwBHDEO13IhU0bS9wAea9$}HVe-tLihqDsS{DVVfPXy*eyadwA$?EE}>o}+Yqaijv3 zN2-5eY4Tw;s%J<^qt7|}TknVS{XIwYo;tS6zb~wh73oT@w(k&eH$TqV!KT4dG%rhHHphWB#n~PY4Z&{g2mfC z3;ef(QYRa~iOI)z+eY*RvC1YgOSHYgKcV2OJ-ab5-?`rDVBBF~Ikpi?UeVN@Wgx$K z+6n})AZ%}{s(ew=H1!T44uxKb?P)w`(0LNA51{FdC$LzOkDs7BTh67l6$c<@QIh=u zE!}0m7dc!0^7x;Y0QT}ES^6`x`lT;mxsP=SfLp40T)0@pv8gmTYWM42u7dh_lSztd z>^Jw5h~Ol3i!NT&s0c&F^pC2|he2{NB}3-MZ`0~^7Q-SIJB~@N2Kz%r^ci?X^h+7# z{nKh&9Q=2TZ|16^MsJ5VJRP)bk_g+3U3}2+nxTay+a(fib3$3|lq_f37*ouh0zMd8uX0&LdWm6vaul+}`oc}iYn zy2yNyXMhM@_x}A@73jZA35&Zl+p`exE~)Ab=(T_8XEM7E7C0@@4`>!xVSvv(ogM?(M=7TQ4MTX1^uE#^h4O2$sHcFh9 zGT0at&x?tSk0vR`ajtN2Ldf3WLtJ)A!?&@BA0#4&sjca7NsLTKLIvRtgh*g4q%!U zJ;REJqFJf<(l4~H*-oBUw4EGlG-{R_o?c{S?qq`!AKQqD6|qd?(0wa)l4=(da~!X>yb2jq0t<(kYp>@HGA$v5UM_Ll=oI1&#-@%e>5WuMaJ%`7wH%Cwq^l zdDUKJE`rjn3G7JXUE_h0gcUB&`(KX0k!5FoU`9@`t{b(mlQ z@xlU5JL(U*@0+gEND1C2UHi}jVvtk;{MCjKuCy&^x> zk{&yMw2tq^6S~93t%neFwMOP9Cg5o5*)qhAAFIO#TpZK8UeBI2>cwO>g|sTccrq-zo0G~a69{W6Gf0CF#wI|gBkBUQIZ8$BSL_3c4Q>0p1B|KRyp#GYAukTluS}1X?n1L1RYxA%sXQ`*< zJI+5!A{tVVzjix*;_ADnk2mz>1MlsGHNIlmQte9D76DS61*G`RKg}?YVRnEBPe$AH za9%RcWl$=-A;8s)!t-p~(i9CBklocP)d~y>V!2)vkIjDh(ELaNo9=LiRM@l5JBa7O zHYv9AQG?Jlt|a~jiR;K$N|j89nwR>fQ zOhJRQ2H~aY6qj-=o$78JxDj^&Sj|0l5*xM+T)O+r96z)X7)4cU-L9EyJa%_D zysJI6w5@ z!wz`_5t&u~;?qwk)WE`$>~(P@B1;DY;_nClY~kM@VIPO(v{_zlT&8Ly?MOmooYFa5 zgGIwzFyQ%g$>Dtg4eD67$SgPGz%C6I56FdhrHorcjRDXio++0PaRlMmBM|iu48IUQ zilYrF2!9!1(YOd1?DV~Qu+#T|KK5V@+PMp&H2zr58p#77RjUN!K>E%C6szpZB^<){ zKVU=H&TDsg6FF|t$rl3j(^JE+UJh4T;X@it2kdqM@bohzC=+-wr~IqTE<>Y{x7uf^ z7$Qul6%Hpy2**UR;P#jn;zlu&<5k^6%Bi*fN;rVM6qMh%kND$2+b?swYJ>P*(S@57 zxA1^SKqZSS=YQhR2jI|Tx#aK;XS-@ZrLC=(lsNC&2)j$yQ>Y;EMg35lYxh^!U(Z?_bimf5WfgAOn)V z!JPQ-EC*0w(RUf-C!g74mgWxO@1H@UK)ZOHRo)kxzoz>2lQ9_Fb+dHM)%lPN|1&5K z2#~1v)bzRI)p?*W5Cl&3-DOFLzn*^ zRFekSQt{%+e`Yy=3JbGWK48YnYohH~+w}i_>xk-OSnH)T1phOx_L1_xZ1yJ-|Ch~v z^V9zcYzA96vp(HZns4^wWLhohP>%*Ei91$dQ?UOqK3NHniV+jtgTj1?#z+nkLnA-R zRB%2@*e3m!1clxI=b=D!kb2_p|B)R=Dxj~%zqKVz?*jmn0iqpz(c`dH#|`A+20o6f zxW$2(>oNgl9hn<{VSn(!Is(8M*yu$i)5XgNe<85`-odZ^ZviVnEos@x`0oD$`;2v{ zCEI=f(Z-CVSXjTdjd$$p$7OKq&AfKk`~T?22CR=T$3JoU;IV$#9d-Xf_;2oOihW!l z$gp8}LfeG$uNfIJ*m-tDCy4$9VGt%-X4YEPnZ zzU|)8(r@{aM~lHu-UBY%|Awf*;=0Ezc=FfU5xVU0_q5}vq#DXdqQ>i%ESpsa7l;Ma znqPr7+`=30KQ&xLI$tKx?O+Ny!f3D^hQ6I76gkT;h%{nW zYqp9vd0|dOM5G~9S67#F7n4Xl3!T4zxW@_yD18L2e;AeQPE3U%49!YA^0+y+hr zTJ07T1D^>b^x59?S&JjDP^7rz<({P_x90a&{F`jRc^|`ac5bul-CzIN6~Iiykv_*Q zyv%JLv73SN?w|YvsCW!}#Ksqqnw|YcBF^DO5OwjKO+S;GGIgZtfMI_RWCL@kJpN9x zPjI`ZFiCMF=y$5)<6pjR{SW?+76Z8`t$bm&U%vFphDqK;!tfv<9)cqu+WoT*LL~qc z?CPrnFHMk*%q)Gv7W9^c230mx?xTGl0vIE9it$zYf#hIG{Ao<4-L67ar3dQz7p1 zKxSEtzv`ScmrUKT|Aq^6f2#xRHxL)Z@5cq$-(YJlAO<1IUTd-wyF2%=!m;xOf^J#% z@8zR%;?oF`@O-45#pL=Qbx{|~Z`932J(sqzJHEBeLNCHjn&O1@WHR|ci< z|GB+p9Nf)?VT?Qo3fI}=6Z)cTt1;>o_c!uEA-SIUI&0sofWhAoVgcT!0wKZhtH1+P z%n}GoWnSX}lS%wL8DkhWV-@I^7;$iaH6Bf7>-vMD<%N~2OsH*%r1SsCB4dCbP{~k% z=mT40p9Q;rKk?SBTVvf5D4Ty!2dlxxz_~N0Y5pfq;6Uv%j(~ICA;l|%^9RcRe_A4$ zT?n8=R@u`}2b9={ejmfQKT5!+{#I*|o9_SPLk_5mt@-`4OZzuW``>Ipgy^8-|C#>Z z)&0pQn!pT~W(t`dZmZaT$UdBp`vJ!ebTbwH4{G)RFtYze+aY>_Jk|fA?JzI@FSi|5 z0snu56lOy%EgEq-FuGq`-W{l8#0Zg>gx71Y7X*1n2XI|5f5>?Sd84o2rcW zQ1pVElg9>aVtAD$=<1Y zDTi+OnIGF%2!PRzuqo`-O%+`J0-TE?tq{soo%aUcV2|@s_d?UWqWBipSZJQ~0%tva zNrj{+y@sAWWAHh|I$8OT$6yhX06MNH`*zw_YUVdtY3<^RE!;Pxusw=z~sHOk(0nnk{8&wa1w`#4LBBkAA?qAB->rdDL1{ zf?(G8h$1`7bOTXd7L#oK?Tj=X>09sadUN|H%dcjz5a4! z5%ECR6Zpo`;;>vIKhnTpY1H$Qp(0W}y-`agTaT&3oW2()u=$!JQ{P(i4VO7?L*3j8 zwbgR+Rq}gQF5Z*Ni>lm2|CJazbOZw-^-;Zg)7c<~+nrxW+j#5sRApZcc6{DwJB_u= zuvOyo2F0>PBpcmc7DR2WuLipAoP-Fq|N8q+{V52TA{6y)fE0_znh-qqPrDp1OmZCi zz#fCdV7GM{$y)*!=dkP}c*)M_2WzkBw!7(O{r4vuDRZCuS%kT+Ow!cG9M(U_$i8Fu z<=5QBg#?Uz1PTknmvzb&-;5wzU%;0WQLNriwV zJSYL?6TNE83c7A(Z|?hMjEQ{n_h{QwE(ZbGPmn=b1Du7kU)K22Igj6=Y*F?M$kHou zo1nMbZ)$L=@uQVa)~n<|3el6hCS|PJeY3{$8B~gHI4HpjAYkH zV~Qv&>_g9C?7Wv^aJ508Orq~p>s+t?{tWf_W~-&_8)x5W3=YeG%4`5QN8Un^r4^2Y zRhP}qsLi5xWm7KAnuWpa$~BTKf#F`mU=bRs(mqV~;rIi~ z!)^&ei2?-uU9pp;IMi|=cH(wew!|VaX2Fynm)_5sYTX}c!Y zm>|}D$CvOmVc1E`5beP62QGhs7XUKX#EmwS3AlNz5F(gu))!RkgVWbhr_TL1q3!@)QS4~ zm(Tt;y8`!_z5JOZR%ruIK2p3Er%Qe-3m6$d;**!{IXLP(0ckPHZP9oFuuPa6Sn>3< z-D#{60r36$U`zw^+RH?4;Sf;*n58vj@MaSBUn%fC;jb-Qu)}R&wIF68e#Gz@4?K<$ z93YQeb`&^>etx3%Zvg==dy`E9*6uyV=IE5({uNk|-2#tc{N{iY3&aSBp$V!<&9JuY zkaGRKga$S+AUbeD6i3TkKtTuN;?I`>M1SX_elD3X5s;PaM=1oSh5yWNNh<<+h|ski z1k*pcV+>o8Qn>BFfWw(4pkQgfj@dadd<3`@g6IC$3CEPdV_vQg&|s0wxDL=>i^12% z@>w#dqK3wvp8S&l{}+e>?DBC7?|O3PL|E0x=wt$Aw6MM0#iXRg&*VQY6P94vLPT+iqz0R^P9T7O?wr z5`DiZBp}e&Qnsr3h_fbYuK0 z>IVsnpJYCU&5B;7royr97z?6;K0Rm4D3rr}hv~NPql>LJD7&0hau=D1=GinY)&O!M zR$c9DtGrr!z3uj2AGfJ&<}cxw3O6?`gcsZiJ-w$?*J@VLd}+BY&`ptEl=bxsxnOzJ zo^)~5OT3Mgug!WX>jb80I(|W}26r2?7#jNgAHAh7oC~39BG{pC*dmSjs3;vD`Y~SZ zZ*jT+xc$_-2e@iGO#e(nGotS~_oFuw+?DQfAb$THGtt%tn>&yX3^N#xL9wP*VN|PTpRxSpu3j;StX0?se zo{A_4L81mtHq3e+9g%PJWvko4SUtYTt4ovO#YJI1^ zG=b2LTK-}Wen_al_)>i6F`SY}WSPvE_lI_b1FKgc$h?RYY6M~`v%>(hK!7=(;8Vbe z-M*RAS1#$jF_!P>JzGI=2h9~@hRu5yzl`s-hHPQr?u*RMvV^5By+&1V!51h*qHDy2 zrgU{zLq%tE%Xzjx%oV=dgt6V6UF>xz6SiyYxNXp#8f3*q`KlxB?c&|ED-UwYeA{aY z^>ThlD?#RC?da00bLFmFp2J;|+XFDUiK>+$laW*dW{<^0SwX{Vb**1YSr~;9+*{vE z)%tfj4e(v|4HtiB{Om%K@xCKoMN2Jq)ok-Dt+EfladxFB>`R}i1adt!?s-&KY17{4 z0oEX{o&!dIL&}CF*n)Jp%C{;8_>U4R+f0)n&F=HUoTI3^1K&ul9*WGZ#D`1urGf6L zn_^!yE}P`wHx1MLdo6ex1ugG(UeWuOZR)5sT+~;;j8^peni)y2d!y~6L4|df6XfCk z__jK3C^K*aEYgH^DPu!jmr+AX9|ND^Vc+FfwzjtNuO6K{zo_|o z>JAMz^mV&?#yjtN$7B|cg)c#}Gq{8xY`WyCGAk{tcpyoe;_}?lCNNpq5mW-x|rjJ}! zGTAh9A^w)fQ-`(eJg;gSNqpv+@Z=(DnsXwN)A6{>*I<5$aeV_bi9|Q|gJHKmmc6J_ zcF>R;Z`z|=BssdVj_QP`lpZdkFEb{7k!E&*%F?rf`b)oDh1a@Giq9P9R%KM!&|8~0 zY8^85lzL;wkV7%OHg}_KkILnp>HGp4H2jWyq}j`{LY=n!jlEgEAcx(i9NV!8%&05v z{l;eLt80T~6BG6V2`S`ZO&t^9;0GDvjl4bWQ(|e{L8~&VqWYRnD(8$*0b8#nG(4)g z*D5E=2eAr^*7=jy%}P=yWnVWMwSrc4ntb*?pIGpXGst8$4d-8*4@=6pTz103cjxuu zkQL@&Jj_!{)7E;Rh)=r_C+xUWFa>>1gE^heMjIL0xVq{FR)v|V7Tnu@aUy1D_2Cq4 z{C)awdHZc)Dgi@`-fR$c@uftyGeFGz9GQ_(Pz4%i#z+W2ev)D<<*-^=LZ_)P=6AZxf0UQ zzc70SMJ6;zXOq$veQI!K;HGWv0+se?zvA{2*Nz&q%or4R$>xakoC6u+Egu(Ru(~x= zp1$WQ!n*6-(xsGOIr!jkm*aYwP!5tm0^p}w{pk^IdTcwX)<)qkcR=eh5!_r>K(nFmTW!|!5lmo z5!MaD{#045=wpVw3&|ca^_jhQKPS-cY=+a!A@~8Zfmkgobpnkc>Hs%V(pY zrt{^ZOlbG4lKzp>={)Cx^9F`#H(X<=htmfaAVM#-W-hwC&Xa!&U2a;wT9ZzmQrif0 zMo87p^mduh1G8e#ZB6aOG7|%-l&sqY(x^oyNbBKw|EIB9+C`Vs6RjuS93RH&GECAr zm_iol$d^&jA9gnBiIEsQ7fU!CDE?V(xxtauX+Qa3;&kmxm9yQ6yM68V*e52 ze#pitHC|YmJ>-CGDklVI(;96s)6#-uFjh`J(yD%f#+PMJUz`q8v9M(38rF8bcZbdX zY3fuCC%m!cM^=1^McG@2xB3~acbv9egc?#zgnz)FD|}!U2rP|c`oUL zm-sg3#g<&FEO(Le>hAP>fo)&$og7wQA4@mG+SybN-SAq)iN*K>sOgOJ-so4OCmjvi zE&ORbz3?QZl$ZptY_Q%nF7&mtg`bSH;tjV6CUCz3b&dNb1AIzP0wAn63!Q1525#We z-Jegm8*DGg?q{&hnN+EU6#1H(?XT)oqMgCObguV+$`3=XY0%P7fW2~1!unn-6ZOca zk?v`H^62l&^v?Op!!Zd`=WPgbWw$U-%eX!s0??(0RD;3)*-j+?g+qh5r*b(1Xo-J@ z#!^3hkd>d~EPB^N?Q0>&g7Mc?W|3ltH%u0@=j=BOD&-Ts59__DlIiRh{kBo|tMR5h zv;En)P)U6mETJ=c$_3p#=qk|G`XldPYd`f~W2nKZZr}I}x1;jc7s4>I%8sDuu|~B$ z`%Zx4uS@%M*<{{5V@zj78k6W5?Kh4ENb{;U{n)0q^%o}Wf+lw0om7|Idl@Y}MR6(g zo;%=`&1yDgKC}E@#6GQ%i2kk9&BbyLy?(w<%eBlDTmjDrHDfG>H1AZ;h6lbVca@k6 zp0fGvTAa#*8;MW&XC^7NaYe=!$zAPTEEN3l1q8lUMbWdhV3x4hqh$H z+#2XVRZyrjN^Dri=e^d`g^AJM4A5mC|uC3 z;E}UB1tq0+N~?}%(;>9gJ(E18r@sZd>gz&N%R394zdH`_35n@=ch#DxyL`qj`Ckl7 zLrKoW(}yr)Z)74qzju zMy)Y#1Y7 zX5oCiNZVdoyk;?WiOux+${8|5r;)4^+Gq&qgGblrh~*}(pu;z7g??v5V!KOO5+S0o z3_X%(U|!2JD-Jhkzly$?5M5-fR+^AaS6>o+4Si?z)h7;2z}MfEt|||5{n|c&ii3R2 z8JXBj*w;`QzP?5m0MKll61(x&b*XVAQ{G(ghuwnUr5_pPDTbJqGOpzjM>XHZ!S}DC zUO5LN8^n9OFFk2#t&{_fz|d?CuH65upLz3LH4|+99NypfNmJchfcqfHnV;UCFKFpHavLOi&Aoyt4`DNVbs_$i{HQWR9C1f4;Wnz{R00l!U44`w?UhdZL~tm++`>5V=E_uLheDwEky+8Z5Uoi zecDw@55dDi_r2lX(`rG5(|LBNZ&{CXE`+aZQj9PaPY~Jry=#t~fpGRDaC{|V4XZu% ztENE(>OqV0iI0sM@qAS+m{h%bkgp+;^PcUN=rxUKv0JO6j{E(aTRzrV7wYpJ0|^EZ6d(rQPxmG`jW6w(R@1 z*%|F=L13nfg$B+O3XM_09DU$8f~fJJgllz&Y1$1O1%neX2_yDjy8R+=F0{winysQ2 zFKuF;vsObAmc5fY3Gpy3gx^OSD-kadDZvr2;TIeYP(su4uF8ILS<7+kpf)_O(>G+Y zakE)#F~E9(EvR%e#HgE^ar^p!#Izyvdlm|(%U=RSk3u(3asmT?1FK<4Ns6aDBo6#m z`Pg;+3dn6QB+AqDK125yon3FBU7*W)yrl49$~G7OvX07K9vQ>H(4AZd<6K2@5!&7w ziYRlCLw;;}=)!tzYMDrYCv#PC8E&!I5YW7QJ>k;MrG&qtsy6zM=S{XGd zGnfh3LYMhvF5)cp5WWu_4?mXa)y}W#%clDG$GE6lvTz3(xqDRrv(%v7EWpyb-^nIq zmIL1)U<3S-l?~d2p(qb^7h@x$<}c11%vP9I-3u!dUVQa@(!MU>tEp;hWz!_)rh9`) z!3sYgCM!P#GrO*xlzhr|(wSUB?QV1c1jPDHJKWWvaU?yIzfmhC@c`FOdBQ1B#-pWf znFo~`uzdsUq7IlT5$fG!P*cpyiWHq2y$u?VUAKFm@!QNiHHmF?3wK>`beDE0U>ZI} zULZD%pUMOS+{`DuTgu-V8fWEiB1JJxC;Ux)U~NN~&{0|ka`JoNiiK+cwYCE0=@dKm z8E|Mw(Ce)~L=~}Wf(`%K?3bw0;V>r`oBPauZ1Ev~nc}IRunpY1hwD)_{ z+-g*!tvlpFpYy}vxjA{ieHDn8NVQEDt+v|uxWJ07sXrxy&f>{ZupOBoOjc*8 zR=lyfPB4qNM21ypY+raocw#GqUHY=FZ8psbr#PioC*DE1ll|Ob4gD5%+PMDJ8q3Vy z*t7&rTpLWVu{<+zr|YHH$ah9pYi#LyLC4|uK)lSWQ>dRo2GUg-D5;h*+CXyUB&>*N z@`zrnZunOF*~2?o7rwEotRIP%KyMILd0f=27|Cl@<2l<4O+6u}t`vINStgT<3Ms32 z9?y>VjV!i1^p64ER;n20Tg^{B#^>Gl2Jwz;HCkkdUaDiA%1LT2ORI&^*fg1M8E~g{ zfR{G6kB!7wOsQY-%`!#^`hX{*cQ#Iy{rJK(6c+v0Noue5NHxLP_ zvdo0do$Uv)IxTST!hVc3R&|IjrX92(msqC$M2~jK2h!ym-6Wq8W;Kanx^iBt(1JsU zzm#sz6_YA2eLc%Uz{CBUUalRqgXJg61zG!g>R8}O)nM_Dit6EAP!eof$-&d>sW ztHON_UDqo3b6^g~ttuhnBnX58TJm!-3NdF+#xMXSFKyAcP=2*Kjo`KR7$ZlErZE&^B#Mlm*=55!apWE42=Ts~=>@ zX`+42ZY|wWHG?={6=7E@0c&)yt28MAg3?tTf8$%R>jigxLKxssEm$6MJWWoH$kh_a z8(KTQ;tQ#HgDYA*S?`+zsXVUzbyJG0@_yV2y&2SnSeKFJYc7!pU(5kVTg!IY(ggfN zi-Cn$rR1Uz1kPEtp^!)|+>sGfZ_%O*w$Gm_ou3j}2K0)xkjHG2WtMXa5;AWEf3V`k z;AGpleb+7Vx&W0qpTUHvUo@*@PW>iDEqA_4^Y<5UIN~(Ipdd9p03GgDSdw$W_tb~C zbWXhHs5@QB`-Tvi0a$)bdPCbJr-UjZF0E1XufI^)Txxrvho%|6$aI?U3AYx@f;{sd z)5Z+a+VK$>^mT9Sz~b$+NxvA>%D|N5xs6SA%Uun_P~oX5_FLmUMLKPqFiS7=pqQPF zc`dj!XOlS{t(l4mb!P10MDp%%~ANlNm-)tfYYBMQQdKzgsK1~T#}-* z<81-YQe zUiM7jAEk4k(s-@=<74BqFivP6buBBi-1nL%d*#%s24p2tJQIzC^eEHr@g{A+T@zmQ zcHq+WyoL_)wJ~ye=9Mp7yg;q>${XTYKCs#Cvn=JBdBU7}_}ck}S~B#dl0Y*4(|@6u zQ~4ytREBjEq5Y&`wTW0lWj(mrhFOdCDzCilyiyAp3`Tgw}<|T^qH}gOV z7^RCsyxcvgslxF!_$L5mz%PED@sCjbC1qeZXI`lPVoxCe;b;C9nJYT{V4TiFdZ1!s zBUW}?C2Kx9H0%74P__Bp7(d7C2H~<&CWJ_m6oApZ**b&^AV;l*Gq5tnJtcS2J>AEX;ny*A~Ec7JMk?^%MkI(?Z z9Rsv8{>gP5iIJHL094#+0a4IrDjNXaW*;7YO6gLuBn+H)WsD7yzW{KwtEb1^_4 zFDzOeTP0R;DG-7CPa(&efqJSPfG`cYZJ}@!SqOarG&B5#+dMZ(^1lMIoBV2FGe8p_ z$pX&y!N8fCzfstv5qjYRjD^Y}*+UXp)_Y=a4#>Z5(#gHu2HMuTdWHGOc|a!>o&rr! z@DUMuN$isjF|(#Ce2IwYKL8Aa|ILhDm}Wm#0raL77_9XW#sRsb19}B$=9TQU098^< zARD-P6+3;4n5#PjBxL_LGkfyz*zKK7bg-DoNOT4dBB(a09leQgk8PDvoR{88RQMDh zGc*-ksNn9u_EmoDM|XuD9(7>_uWpGq_vNw_48-67mt#SvD{0s)vak?{ih3u@~Vf{8qB&;3_a#n0aA1zz95l#D&1y^mA8 z0+Qi|*Leg<*w2$jz{GhhkF7x}-jgBld?4FJoRyl7c|;9M@SXmXEW8IU%Jl|-r$|PQ zFvyHbvQS5>O;&@{kmatA%ad5n-eLxx&l#ApJTm;ppbvnL_?2=M{emcP0Sn?bP*+<+ zclEjs$TT?{c&03ApYH$ZX*I+^8gE|=xUDR%alt1sgr!ckD}oX(%WZHCh^gfYmJws* zF@;y_G+77|`hya=qeU0%G+?|Fp(gjsU9bA~VXwZV#f{>&%Ezy!@gNghN+i18rJDzt zqi>hw`p)q;=8u(gm)MpBxM8ymVn++3OeD&lxZoWs-yIwS*C_*> z)Xb_)Y7gOe{RB<<#vJ$ag7I9A9`gQmnz%!dre40#Yowi1$J65T$cCXj^GU8EOkIgf z#{It%D@1U`Fs|WoF{J)#xfS|zK6N#h>$06Uz;Pg6&WmWwbeY|xbwQV!bJ(#pyQ5iK#jf2F)JYrhR~d3$FM{+9LvQq+&}X&!zFMxIpEEfxvl+$e zIdU*UlQ-|^YKuu^g+Khr8{6ubR#uQfU8u$86*oCmeZNJcfuQ;_ijNbY-+V9Hbw8l$ zAo!49{4Kn%x&FD$il)T7DGHG*uB{HQ(YTocE?#~!afqy0Vhf&~&#b!G2Z*VCOcdfL zTAU79weuyN@U>58mPME?NwS1TD%B1D-4Q;IC2`0v_zZRE9|EA6SahnFX;1RV9s-(SK7etj^|;pAbNb?zfzg46 z-+InH(;A4e16)_(X*WQh7#b9q3jK_wWW);lM>i&eI*NC~WZw_Bh-K~>=$ zjcd=IX79ubwI-dSbxL{UTnLsRJl^Me(BbB2m+$TpIJCR6$z-N)`)%$CH~OhH_|IL9ha4C(IWuOIUiFJ{lBr*y9%{K?ylCg@P?I0csoR`k~Alv9R~T5Ej__ zffA80-DX?X{YV}2$sI*t^$3CGK_p*B8t`n^pMrDQuoUvNLZCaQw9VJFCq!zOV}CGC zx*MJjkCkDtq@$fo2kd19(A*;E3r@s;Il&WuVho?LD(g0Ky9Adp6bYj-{Ja4o*hO#d zV$`!aG3hv8*%1m|C@IGCxt5dCi8(kDT-|14f9W;bD%fd6qJ-V}87x*LN{MDc5FVwf@k{M%Thk1%PgqAyRfsB7r zOSCKr%oIh@_D@Rz*f5p=QYE0MubQ+9q>1XXnI;%>jQ8XqqCHk<$ug_uL2tdf*J&HI zI`pAa!3`fWM7y0U;=*y~k~~3kz9BbA?^K1puu_U|J6U*`mDD$lZb$diiI+qkyUahD z&gN|Fy$LlXz`x-SI|n6NrN5m-)cBgs?w6d76vcrYbK_q|Bds(uLM$dqZ*ii22XKwP zA%Wa|8*4_vX?uHf3^cX@gbaJdEGQMF>3&N)HD!^Xyt^y9y)zcAq>2P2`%Jh$RmOdm zjXJSAu_Z>Tbe ztH_(*|EXy=AxS-lzt5{eJ4M_olz=PovqBq!^c>gG&U0^j!Qx-kZs;pzY$C%c1+AP% z_{`ScQz`$2BI!5|dU zU%oxEGR>0LY9fU6bn)!S8{A2i2@tf}{oxOv9qyw>{Vc4UAtHz95B{)g9}>%2@?`o* z@Ut~@V1=#=u7!}Na}>@^8mZ*)_x21;rAKHm4ej@zduAWa#`D8~pY1eiMI1VQ{y8}U zNDFtxOqWXqpHIGeV!c%@`;r`eNZS27ZSp z*;+k(sP*kaZiRMCjW3_x<%UEHs`7g1c<*jo=LRT~k<}61SEKop(pSo2E;++r#Z9Z+ zN0_r0IH5qKBSuc3l4?|tSXAN}Uw`DR$g^@^0cONPR`+{YQo-gLk*=Ylse>`n`*GH9 zCo*8X#d zzSyXCVWz|=w#ptOFlLACi0V63bnrCj&BflUQ-Ebi?Zf7tG)(Qu5>C@0=o6xD^C*3=HF)dqqjc*OAo|Wj3Sw}XN7^A zE)N-Gh@pUx#c}A6%*sTwh20iA&)&q^ph)g;R*4Hs_$k!J?14Qd&i4=o%p-l?`U|KY zkSYt(_8Si+2FO)0HJaEBEC*{w<0KopQtM6=AYWA%lBm?ia*MZi#w&V!qJ=`O>!QyU zE>bcNmI0nRkO#DAZ1$?a56=MUd4zM#Vr`fsbFnLsi0TPk6MI>5SHAav7-U2o0L=R9 z-CxnRK*ZF~#>}2UG_l0&&KY$e&S)1ur5@YrnReG5(<8ku6ZFN?=4mQ`***(&O5WO& zk7#22qvxIg@)G3syUg_LDd46z{pwS-1JsYx4evUm?|!?MSjX7}AKVUK@eg&(Qs`(O zRgXGXXuC4buU{TwF5I){AZ2lX^E46()&+ci;m*z;_>kPzocVkov7aB1+PHfR`JYr13?p-i!T0xMVlXW)AhegdwG@{O|Djjb(i;9bO0sR-&j^T! z(XNT64}H5uUubfgKtT*wQd~&-W20V@0Ic5`CG}6Fv3Nr~p667{tSbwQzVr0XWa0%xqaarJ0knqsVS;G$(q9Xe`z6QG*-0{qNK9Yi zm!(VF59jPUiJ6VO@lMUj2aQ#-wguM%HoeF8X0CwnIcz24ja4aR@W|^SGu^kz5yC&J z2K@)$@G)-gkrxHoPOq=3cWvzYS%`oySn!y}3N3OY-CI=dckzC|Y(_G`Le`(q?f^K6 zxi2p(8lk4)AfbeIqis*Ygb3Frn|CzqpKI9}8#j59eP@e(9RM(fIS_4Nm~>|C0CX2Z z%bCA`uq?C!cHzhZ<~f+^$Vxay7E1JS?+Epi*hP=`0lt@X&Y2Xdg)@&&FO3Q?P56&3 zGUsIHs2{LVd3$k(guMEGRRR`ubBaP&`5KkxPHoVx6bO+mg2kzz8T|w$_|1Tzy2@Rj zc%lyt8@zdl7_Y^f=`W+=ZRx-L%oMC#MX~6M_l}r-B|FXGaSmvaGPI-Yk2ZAxR^oE< zZ+03Ybyp!k-Id^$281E=_I)w{7IB~>C28KOwrEr=aEos)j3IOPy>HQ)q`v?3s81RtZ*SQCXkbJ@W zfLb_D&i7tO)uLI=XR_vFm~U<{K9#Qg9gb6H4`^zhdoRNuR^2I}Pv?K11t~`Xd__^m ze!UpLN5=y9UmkN6CE-y2{^UszuyiYNdX~RJQ5S(L>lzYi%heFz_d$t;mw$`~CD6oE zsUE+`dmj`1Yk=9z0H7OE1@3>nB+g8NWB)A^p27faFzU-EL^?(GYy@z1!_=He=Mql@ zR4=BjD;)J+ppSuuQfl5Jk#L`t2QKJPW6jq9`i)%Reic8KNRmGMTm8S+0)jD1jq!}X z99bpc>Y_k7@labe08m}Ffeg5ER7T0k0}Xx5bBTn*f58D)_AUDnYAd($p3448(JU3Ne zuE?;ErgZ9*3ljmhWYs(%o~?2JF)C!n^ndZX!2-b~*2Cm)OKM1hy;_6c=46OCsol-z zjUgEOSXinX3mv*J48ZCEgMP`EY>zaSw>fx6+I3|#X zJli+dH!6!$97r_2XF}#-kp)3$j*LIp3(i&%m&e3rGcly|=+XIG4|T++cA>LN zos~^D4Z79wZFtp>r9*c}Q@v(rjfO0!V~w5{%#}^G)y3n!e4bGH;d5l}jzM1lZc+GW zw}oHWP%=utRuRoX9zowT+>=xKU76$kllG*;oU=A4Puneg4x>^|S!CNDd#?PcLuE3C zIA1P{5@Ec5s0f8-U>SUbkR2l}3Y+pVK{GZ&*RvO8Cc0P|&lrVIiJs9_q`;6)BUw|& z_17?~9zS-|H%TcgKQ814`N)s{V}TKu+EoK!;p)xJ-y_Xs==ssD_r_zg?ky9|uj~== zPDb#=RGRn1Wux=1BS!{!weTLBsK}KFNLSXqv39T;g^#7yirJ1NDZ^P_K>t)AO4y~&m;-8wU zX=&&Hn!y^z>?nzG@$l(pcelS(I3LLLi;3+gO>&GwER1u^4p!5%Srq%j>=p3cUPuC7 zRuEOc?eenB3h`F*^gk^#;{N;k3^2MGvC^bm69*T?U_r%e)V96a%2dQ_2cbw}q1Ai& ztb;|(+%8`WMdd=`q25PC+gdpA0;|Bsexx_==y6EkA1&>!lBuRuDtK+%?!hBT136{If1sqXeha^)N5oec1{Jeo0+<2Xl*E>@u(L`bq=fvjO)M6<9~`!w5U z`T;TMFMgL#3@=_L3csY*%U6@EKEWNXbKwl>T&REcvKffLt~XLWB+-oh7F(p