From 73c379b3b1ed34aa316c4923f99b2ef45a21503d Mon Sep 17 00:00:00 2001 From: andream Date: Thu, 5 Nov 2020 00:49:19 +0100 Subject: [PATCH] first commit --- Code/dsen2cr_main.py | 179 ++++++++++++++ Code/dsen2cr_network.py | 70 ++++++ Code/dsen2cr_tools.py | 183 ++++++++++++++ Code/tools/dataIO.py | 420 ++++++++++++++++++++++++++++++++ Code/tools/feature_detectors.py | 97 ++++++++ Code/tools/image_metrics.py | 141 +++++++++++ Code/tools/myCallbacks.py | 145 +++++++++++ Data/datasetfilelist.csv | 9 + Docker/Dockerfile | 64 +++++ README.md | 117 +++++++++ doc/paper.JPG | Bin 0 -> 653222 bytes 11 files changed, 1425 insertions(+) create mode 100644 Code/dsen2cr_main.py create mode 100644 Code/dsen2cr_network.py create mode 100644 Code/dsen2cr_tools.py create mode 100644 Code/tools/dataIO.py create mode 100644 Code/tools/feature_detectors.py create mode 100644 Code/tools/image_metrics.py create mode 100644 Code/tools/myCallbacks.py create mode 100644 Data/datasetfilelist.csv create mode 100644 Docker/Dockerfile create mode 100644 README.md create mode 100644 doc/paper.JPG diff --git a/Code/dsen2cr_main.py b/Code/dsen2cr_main.py new file mode 100644 index 0000000..449e38e --- /dev/null +++ b/Code/dsen2cr_main.py @@ -0,0 +1,179 @@ +from __future__ import division + +import argparse +import random + +import keras.backend as K +import numpy as np +import tensorflow as tf +import tools.image_metrics as img_met +from dsen2cr_network import DSen2CR_model +from dsen2cr_tools import train_dsen2cr, predict_dsen2cr +from keras.optimizers import Nadam +from keras.utils import multi_gpu_model +from tools.dataIO import get_train_val_test_filelists + +K.set_image_data_format('channels_first') + + +def run_dsen2cr(predict_file=None, resume_file=None): + # %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + # %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% SETUP %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + # %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + # TODO implement external hyperparam config file + # %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Setup model %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + model_name = 'DSen2-CR_001' # model name for training + + # model parameters + num_layers = 16 # B value in paper + feature_size = 256 # F value in paper + + # include the SAR layers as input to model + include_sar_input = True + + # cloud mask parameters + use_cloud_mask = True + cloud_threshold = 0.2 # set threshold for binarisation of cloud mask + + # %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Setup data processing param %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + # input data preprocessing parameters + scale = 2000 + max_val_sar = 2 + clip_min = [[-25.0, -32.5], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]] + clip_max = [[0, 0], [10000, 10000, 10000, 10000, 10000, 10000, 10000, 10000, 10000, 10000, 10000, 10000, 10000], + [10000, 10000, 10000, 10000, 10000, 10000, 10000, 10000, 10000, 10000, 10000, 10000, 10000]] + + shuffle_train = True # shuffle images at training time + data_augmentation = True # flip and rotate images randomly for data augmentation + + random_crop = True # crop out a part of the input image randomly + crop_size = 128 # crop size for training images + + # %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Setup training %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + dataset_list_filepath = '../Data/datasetfilelist.csv' + + base_out_path = '/path/to/output/model_runs/' + input_data_folder = '/path/to/dataset/parent/folder' + + # training parameters + initial_epoch = 0 # start at epoch number + epochs_nr = 8 # train for this amount of epochs. Checkpoints will be generated at the end of each epoch + batch_size = 16 # training batch size to distribute over GPUs + + # define metric to be optimized + loss = img_met.carl_error + # define metrics to monitor + metrics = [img_met.carl_error, img_met.cloud_mean_absolute_error, + img_met.cloud_mean_squared_error, img_met.cloud_mean_sam, img_met.cloud_mean_absolute_error_clear, + img_met.cloud_psnr, + img_met.cloud_root_mean_squared_error, img_met.cloud_bandwise_root_mean_squared_error, + img_met.cloud_mean_absolute_error_covered, img_met.cloud_ssim, + img_met.cloud_mean_sam_covered, img_met.cloud_mean_sam_clear] + + # define learning rate + lr = 7e-5 + + # initialize optimizer + optimizer = Nadam(lr=lr, beta_1=0.9, beta_2=0.999, epsilon=1e-8, schedule_decay=0.004) + + # %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Other setup parameters %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + predict_data_type = 'val' # possible options: 'val' or 'test' + + log_step_freq = 1 # frequency of logging + + n_gpus = 1 # set number of GPUs + # multiprocessing optimization setup + use_multi_processing = True + max_queue_size = 2 * n_gpus + workers = 4 * n_gpus + + batch_per_gpu = int(batch_size / n_gpus) + + input_shape = ((13, crop_size, crop_size), (2, crop_size, crop_size)) + + # %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Initialize session %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + # Configure Tensorflow session + config = tf.ConfigProto() + # Don't pre-allocate memory; allocate as-needed + config.gpu_options.allow_growth = True + + # Only allow a total % of the GPU memory to be allocated + # config.gpu_options.per_process_gpu_memory_fraction = 0.3 + + # Create a session with the above options specified. + K.tensorflow_backend.set_session(tf.Session(config=config)) + + # Set random seeds for repeatability + random_seed_general = 42 + random.seed(random_seed_general) # random package + np.random.seed(random_seed_general) # numpy package + tf.set_random_seed(random_seed_general) # tensorflow + + # %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Initialize model %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + # single or no-gpu case + if n_gpus <= 1: + model, shape_n = DSen2CR_model(input_shape, + batch_per_gpu=batch_per_gpu, + num_layers=num_layers, + feature_size=feature_size, + use_cloud_mask=use_cloud_mask, + include_sar_input=include_sar_input) + else: + # handle multiple gpus + with tf.device('/cpu:0'): + single_model, shape_n = DSen2CR_model(input_shape, + batch_per_gpu=batch_per_gpu, + num_layers=num_layers, + feature_size=feature_size, + use_cloud_mask=use_cloud_mask, + include_sar_input=include_sar_input) + + model = multi_gpu_model(single_model, gpus=n_gpus) + + model.compile(optimizer=optimizer, loss=loss, metrics=metrics) + print('Model compiled successfully!') + + print("Getting file lists") + train_filelist, val_filelist, test_filelist = get_train_val_test_filelists(dataset_list_filepath) + + print("Number of train files found: ", len(train_filelist)) + print("Number of validation files found: ", len(val_filelist)) + print("Number of test files found: ", len(test_filelist)) + + # %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% PREDICT %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + if predict_file is not None: + if predict_data_type == 'val': + predict_filelist = val_filelist + elif predict_data_type == 'test': + predict_filelist = test_filelist + else: + raise ValueError('Prediction data type not recognized.') + + predict_dsen2cr(predict_file, model, predict_data_type, base_out_path, input_data_folder, predict_filelist, + batch_size, clip_min, clip_max, crop_size, input_shape, use_cloud_mask, cloud_threshold, + max_val_sar, scale) + + else: + # %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% TRAIN %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + train_dsen2cr(model, model_name, base_out_path, resume_file, train_filelist, val_filelist, lr, log_step_freq, + shuffle_train, data_augmentation, random_crop, batch_size, scale, clip_max, clip_min, max_val_sar, + use_cloud_mask, cloud_threshold, crop_size, epochs_nr, initial_epoch, input_data_folder, + input_shape, max_queue_size, use_multi_processing, workers) + + +# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% MAIN %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + +if __name__ == '__main__': + parser = argparse.ArgumentParser(description='DSen2-CR model code') + parser.add_argument('--predict', action='store', dest='predict_file', help='Predict from model checkpoint.') + parser.add_argument('--resume', action='store', dest='resume_file', help='Resume training from model checkpoint.') + args = parser.parse_args() + + run_dsen2cr(args.predict_file, args.resume_file) diff --git a/Code/dsen2cr_network.py b/Code/dsen2cr_network.py new file mode 100644 index 0000000..eb060c4 --- /dev/null +++ b/Code/dsen2cr_network.py @@ -0,0 +1,70 @@ +import keras.backend as K +import tensorflow as tf +from keras.layers import Conv2D, Concatenate, Activation, Lambda, Add +from keras.models import Model, Input + +K.set_image_data_format('channels_first') + + +def resBlock(input_l, feature_size, kernel_size, scale=0.1): + """Definition of Residual Block to be repeated in body of network.""" + tmp = Conv2D(feature_size, kernel_size, kernel_initializer='he_uniform', padding='same')(input_l) + tmp = Activation('relu')(tmp) + tmp = Conv2D(feature_size, kernel_size, kernel_initializer='he_uniform', padding='same')(tmp) + + tmp = Lambda(lambda x: x * scale)(tmp) + + return Add()([input_l, tmp]) + + +def DSen2CR_model(input_shape, + batch_per_gpu=2, + num_layers=32, + feature_size=256, + use_cloud_mask=True, + include_sar_input=True): + """Definition of network structure. """ + + global shape_n + + # define dimensions + input_opt = Input(shape=input_shape[0]) + input_sar = Input(shape=input_shape[1]) + + if include_sar_input: + x = Concatenate(axis=1)([input_opt, input_sar]) + else: + x = input_opt + + # Treat the concatenation + x = Conv2D(feature_size, (3, 3), kernel_initializer='he_uniform', padding='same')(x) + x = Activation('relu')(x) + + # main body of network as succession of resblocks + for i in range(num_layers): + x = resBlock(x, feature_size, kernel_size=[3, 3]) + + # One more convolution + x = Conv2D(input_shape[0][0], (3, 3), kernel_initializer='he_uniform', padding='same')(x) + + # Add first layer (long skip connection) + x = Add()([x, input_opt]) + + if use_cloud_mask: + # the hacky trick with global variables and with lambda functions is needed to avoid errors when + # pickle saving the model. Tensors are not pickable. + # This way, the Lambda function has no special arguments and is "encapsulated" + + shape_n = tf.shape(input_opt) + + def concatenate_array(x): + global shape_n + return K.concatenate([x, K.zeros(shape=(batch_per_gpu, 1, shape_n[2], shape_n[3]))], axis=1) + + x = Concatenate(axis=1)([x, input_opt]) + + x = Lambda(concatenate_array)(x) + + model = Model(inputs=[input_opt, input_sar], outputs=x) + + return model, shape_n diff --git a/Code/dsen2cr_tools.py b/Code/dsen2cr_tools.py new file mode 100644 index 0000000..b0b7f36 --- /dev/null +++ b/Code/dsen2cr_tools.py @@ -0,0 +1,183 @@ +import csv +import os +from random import shuffle + +from dataIO import make_dir, DataGenerator, process_predicted +from keras.callbacks import ModelCheckpoint, CSVLogger +from keras.utils import plot_model +from myCallbacks import CSV_NBatchLogger, NBatchLogger, TensorBoardWrapper + + +def train_dsen2cr(model, model_name, base_out_path, resume_file, train_filelist, val_filelist, lr, log_step_freq, + shuffle_train, data_augmentation, random_crop, batch_size, scale, clip_max, clip_min, max_val_sar, + use_cloud_mask, cloud_threshold, crop_size, epochs_nr, initial_epoch, input_data_folder, input_shape, + max_queue_size, use_multi_processing, workers): + """Start or resume training of DSen2-CR model.""" + + print('Training model name: {}'.format(model_name)) + + out_path_train = make_dir(os.path.join(base_out_path, model_name, '/')) + + # generate model information and metadata + plot_model(model, to_file=os.path.join(out_path_train, model_name + 'model.png'), show_shapes=True, + show_layer_names=True) + model_yaml = model.to_yaml() + with open(out_path_train + model_name + "model.yaml", 'w') as yaml_file: + yaml_file.write(model_yaml) + print("Model information files created at ", out_path_train) + + # %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Initialize callbacks %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + # instantiate model checkpoint callback + model_filepath = os.path.join(out_path_train, model_name + '_{epoch:02d}-{val_loss:.4f}' + '.hdf5') + checkpoint = ModelCheckpoint(model_filepath, + monitor='val_loss', + verbose=1, + save_best_only=False, + save_weights_only=False, + mode='auto') + + # instantiate csv logging callback + csv_filepath = os.path.join(out_path_train, model_name + '_csvlog.csv') + csv_logger = CSVLogger(csv_filepath, append=True, separator=";") + csv_batch_logger = CSV_NBatchLogger(1, out_path_train, model_name, initial_epoch, separator=';') + + # instantiate NBatch logger + batch_logger = NBatchLogger(log_step_freq, out_path_train, model_name, initial_epoch, lr) + + # instantiate Tensorboard logger + # extract sample from validation dataset + val_filelist_tensorboard = val_filelist + shuffle(val_filelist_tensorboard) + val_filelist_tensorboard = val_filelist_tensorboard[0:batch_size] + + params = {'input_dim': input_shape, + 'batch_size': batch_size, + 'shuffle': shuffle_train, + 'scale': scale, + 'include_target': True, + 'data_augmentation': False, + 'random_crop': False, + 'crop_size': crop_size, + 'clip_min': clip_min, + 'clip_max': clip_max, + 'input_data_folder': input_data_folder, + 'use_cloud_mask': use_cloud_mask, + 'max_val_sar': max_val_sar, + 'cloud_threshold': cloud_threshold} + val_tensorboard_generator = DataGenerator(val_filelist_tensorboard, **params) + + tensorboard = TensorBoardWrapper(val_tensorboard_generator, input_dim=input_shape, nb_steps=1, + batch_size=batch_size, log_dir=out_path_train, histogram_freq=1, + write_graph=False, + batch_nr=batch_size, write_grads=True, update_freq=500, + learning_phase=False) + + # define callbacks list + callbacks_list = [checkpoint, csv_logger, batch_logger, csv_batch_logger, tensorboard] + + # %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Initialize training %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + params = {'input_dim': input_shape, + 'batch_size': batch_size, + 'shuffle': shuffle_train, + 'scale': scale, + 'include_target': True, + 'data_augmentation': data_augmentation, + 'random_crop': random_crop, + 'crop_size': crop_size, + 'clip_min': clip_min, + 'clip_max': clip_max, + 'input_data_folder': input_data_folder, + 'use_cloud_mask': use_cloud_mask, + 'max_val_sar': max_val_sar, + 'cloud_threshold': cloud_threshold} + training_generator = DataGenerator(train_filelist, **params) + + params = {'input_dim': input_shape, + 'batch_size': batch_size, + 'shuffle': shuffle_train, + 'scale': scale, + 'include_target': True, + 'data_augmentation': False, # keep false + 'random_crop': False, + 'crop_size': crop_size, + 'clip_min': clip_min, + 'clip_max': clip_max, + 'input_data_folder': input_data_folder, + 'use_cloud_mask': use_cloud_mask, + 'max_val_sar': max_val_sar, + 'cloud_threshold': cloud_threshold + } + + validation_generator = DataGenerator(val_filelist, **params) + + # %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Run training %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + print('Training starts...') + + if resume_file is not None: + print("Will resume from the weights in file {}".format(resume_file)) + model.load_model(resume_file) + + model.fit_generator(generator=training_generator, + validation_data=validation_generator, + epochs=epochs_nr, + verbose=1, + callbacks=callbacks_list, + shuffle=False, + initial_epoch=initial_epoch, + use_multiprocessing=use_multi_processing, + max_queue_size=max_queue_size, + workers=workers) + + +def predict_dsen2cr(predict_file, model, model_name, base_out_path, input_data_folder, predict_filelist, batch_size, + clip_min, clip_max, crop_size, input_shape, use_cloud_mask, cloud_threshold, max_val_sar, + scale): + print("Predicting using file: {}".format(predict_file)) + print("Using this model: {}".format(model_name)) + + # load the model weights at checkpoint + model.load_weights(predict_file) + + out_path_predict = make_dir(os.path.join(base_out_path, model_name)) + predicted_images_path = make_dir(os.path.join(out_path_predict, 'images_output/')) + + print("Initializing generator for prediction and evaluation") + params = {'input_dim': input_shape, + 'batch_size': 1, + 'shuffle': False, + 'scale': scale, + 'include_target': True, + 'data_augmentation': False, + 'random_crop': False, + 'crop_size': crop_size, + 'clip_min': clip_min, + 'clip_max': clip_max, + 'input_data_folder': input_data_folder, + 'use_cloud_mask': use_cloud_mask, + 'max_val_sar': max_val_sar, + 'cloud_threshold': cloud_threshold} + predict_generator = DataGenerator(predict_filelist, **params) + + eval_csv_name = out_path_predict + 'eval.csv' + print("Storing evaluation metrics at ", eval_csv_name) + + with open(eval_csv_name, 'a') as eval_csv_fh: + eval_writer = csv.writer(eval_csv_fh, dialect='excel') + eval_writer.writerow(model.metrics_names) + + for i, (data, y) in enumerate(predict_generator): + print("Processing file number ", i) + # get evaluation metrics + eval_results = model.test_on_batch(data, y) + # write evaluation metrics + eval_writer.writerow(eval_results) + + # predict output image + predicted = model.predict_on_batch(data) + # process predicted image + process_predicted(predicted, predict_filelist[i * batch_size:i * batch_size + batch_size], + predicted_images_path, + scale, cloud_threshold, input_data_folder) + + print("Prediction finished with success!") diff --git a/Code/tools/dataIO.py b/Code/tools/dataIO.py new file mode 100644 index 0000000..2ceb40f --- /dev/null +++ b/Code/tools/dataIO.py @@ -0,0 +1,420 @@ +import csv +import os +import os.path + +import keras +import matplotlib +import numpy as np +import rasterio +import scipy.signal as scisig +from matplotlib import pyplot as plt +from tools.feature_detectors import get_cloud_cloudshadow_mask + + +def make_dir(dir_path): + if os.path.isdir(dir_path): + print("WARNING: Folder {} exists and content may be overwritten!") + else: + os.makedirs(dir_path) + + return dir_path + + +def get_train_val_test_filelists(listpath): + with open(listpath) as f: + reader = csv.reader(f, delimiter='\t') + filelist = list(reader) + + train_filelist = [f[:] for f in filelist if f[0] == '1'] + val_filelist = [f[:] for f in filelist if f[0] == '2'] + test_filelist = [f[:] for f in filelist if f[0] == '3'] + + return train_filelist, val_filelist, test_filelist + + +# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%Output%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + +# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%Output%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + +# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%Output%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + +def get_info_quartet(ID, predicted_images_path, input_data_folder): + scene_name = ID[4] + filepath_sar = os.path.join(input_data_folder, ID[1], ID[4]).lstrip() + filepath_cloudFree = os.path.join(input_data_folder, ID[2], ID[4]).lstrip() + filepath_cloudy = os.path.join(input_data_folder, ID[3], ID[4]).lstrip() + + return scene_name[:-4], filepath_sar, filepath_cloudFree, filepath_cloudy + + +def get_rgb_preview(r, g, b, sar_composite=False): + if not sar_composite: + + # stack and move to zero + rgb = np.dstack((r, g, b)) + rgb = rgb - np.nanmin(rgb) + + # treat saturated images, scale values + if np.nanmax(rgb) == 0: + rgb = 255 * np.ones_like(rgb) + else: + rgb = 255 * (rgb / np.nanmax(rgb)) + + # replace nan values before final conversion + rgb[np.isnan(rgb)] = np.nanmean(rgb) + + return rgb.astype(np.uint8) + + else: + # generate SAR composite + HH = r + HV = g + + HH = np.clip(HH, -25.0, 0) + HH = (HH + 25.1) * 255 / 25.1 + HV = np.clip(HV, -32.5, 0) + HV = (HV + 32.6) * 255 / 32.6 + + rgb = np.dstack((np.zeros_like(HH), HH, HV)) + + return rgb.astype(np.uint8) + + +def get_raw_data(path): + with rasterio.open(path, driver='GTiff') as src: + image = src.read() + + # checkimage for nans + image[np.isnan(image)] = np.nanmean(image) + + return image.astype('float32') + + +def get_preview(file, predicted_file, bands, brighten_limit=None, sar_composite=False): + if not predicted_file: + with rasterio.open(file) as src: + r, g, b = src.read(bands) + else: + # file is actually the predicted array + r = file[bands[0] - 1] + g = file[bands[1] - 1] + b = file[bands[2] - 1] + + if brighten_limit is None: + return get_rgb_preview(r, g, b, sar_composite) + else: + r = np.clip(r, 0, brighten_limit) + g = np.clip(g, 0, brighten_limit) + b = np.clip(b, 0, brighten_limit) + return get_rgb_preview(r, g, b, sar_composite) + + +def generate_output_images(predicted, ID, predicted_images_path, input_data_folder, cloud_threshold): + scene_name, filepath_sar, filepath_cloudFree, filepath_cloudy = get_info_quartet(ID, + predicted_images_path, + input_data_folder) + + print("Generating quartet for ", scene_name) + + sar_preview = get_preview(filepath_sar, False, [1, 2, 2], sar_composite=True) + + opt_bands = [4, 3, 2] # R, G, B bands (S2 channel numbers) + cloudFree_preview = get_preview(filepath_cloudFree, False, opt_bands, brighten_limit=2000) + cloudy_preview = get_preview(filepath_cloudy, False, opt_bands) + cloudy_preview_brightened = get_preview(filepath_cloudy, False, opt_bands, brighten_limit=2000) + + predicted_preview = get_preview(predicted, True, opt_bands, 2000) + + cloud_mask = get_cloud_cloudshadow_mask(get_raw_data(filepath_cloudy), cloud_threshold) + + save_single_images(sar_preview, cloudy_preview, cloudFree_preview, predicted_preview, cloudy_preview_brightened, + cloud_mask, predicted_images_path, scene_name) + + return + + +def save_single_image(image, out_path, name): + plt.figure(frameon=False) + plt.imshow(image) + plt.gca().get_xaxis().set_visible(False) + plt.gca().get_yaxis().set_visible(False) + plt.axis('off') + plt.savefig(os.path.join(out_path, name + '.png'), dpi=600, bbox_inches='tight', pad_inches=0) + plt.close() + + return + + +def save_single_cloudmap(image, out_path, name): + cmap = matplotlib.colors.ListedColormap(['black', 'gray', 'white']) + + bounds = [-1, -0.5, 0.5, 1] + norm = matplotlib.colors.BoundaryNorm(bounds, cmap.N) + + plt.figure() + plt.imshow(image, cmap=cmap, norm=norm, vmin=-1, vmax=1) + + cb = plt.colorbar(aspect=40, pad=0.01) + cb.ax.yaxis.set_tick_params(pad=0.9, length=2) + + cb.ax.yaxis.set_ticks([0.33 / 2, 0.5, 1 - 0.33 / 2]) + cb.ax.yaxis.set_ticklabels(['Shadow', 'Clear', 'Cloud']) + + plt.gca().get_xaxis().set_visible(False) + plt.gca().get_yaxis().set_visible(False) + plt.savefig(os.path.join(out_path, name + '.png'), dpi=600, bbox_inches='tight', pad_inches=0) + plt.close() + + return + + +def save_single_images(sar_preview, cloudy_preview, cloudFree_preview, predicted_preview, cloudy_preview_brightened, + cloud_mask, predicted_images_path, scene_name): + out_path = make_dir(os.path.join(predicted_images_path, scene_name)) + + save_single_image(sar_preview, out_path, "inputsar") + save_single_image(cloudy_preview, out_path, "input") + save_single_image(cloudFree_preview, out_path, "inputtarg") + save_single_image(predicted_preview, out_path, "inputpred") + save_single_image(cloudy_preview_brightened, out_path, "inputbr") + save_single_cloudmap(cloud_mask, out_path, "cloudmask") + + return + + +def process_predicted(predicted, ID, predicted_images_path, scale, cloud_threshold, input_data_folder): + for i, data_image in enumerate(predicted): + data_image *= scale + generate_output_images(data_image, ID[i], predicted_images_path, input_data_folder, cloud_threshold) + + return + + +# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%Input%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + +# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%Input%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% + + +# %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%Input%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% +class DataGenerator(keras.utils.Sequence): + """DataGenerator for Keras routines.""" + + def __init__(self, + list_IDs, + batch_size=32, + input_dim=((13, 256, 256), (2, 256, 256)), + scale=2000, + shuffle=True, + include_target=True, + data_augmentation=False, + random_crop=False, + crop_size=128, + clip_min=None, + clip_max=None, + folder_input='./', + use_cloud_mask=True, + max_val_sar=5, + cloud_threshold=0.2 + ): + + if clip_min is None: + clip_min = [[-25.0, -32.5], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], + [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]] + self.input_dim = input_dim + self.batch_size = batch_size + self.list_IDs = list_IDs + self.nr_images = len(self.list_IDs) + self.indexes = np.arange(self.nr_images) + self.scale = scale + self.shuffle = shuffle + self.include_target = include_target + self.data_augmentation = data_augmentation + self.random_crop = random_crop + self.crop_size = crop_size + self.max_val = max_val_sar + + self.clip_min = clip_min + self.clip_max = clip_max + + self.folder_input = folder_input + self.use_cloud_mask = use_cloud_mask + self.cloud_threshold = cloud_threshold + + self.augment_rotation_param = np.repeat(0, self.nr_images) + self.augment_flip_param = np.repeat(0, self.nr_images) + self.random_crop_paramx = np.repeat(0, self.nr_images) + self.random_crop_paramy = np.repeat(0, self.nr_images) + + self.on_epoch_end() + + print("Generator initialized") + + def __len__(self): + """Gets the number of batches per epoch""" + return int(np.floor(self.nr_images / self.batch_size)) + + def __getitem__(self, index): + """Generate one batch of data""" + # Generate indexes of the batch from shuffled indices list + indexes = self.indexes[index * self.batch_size:(index + 1) * self.batch_size] + + # Find list of IDs + list_IDs_temp = [self.list_IDs[k] for k in indexes] + + if self.include_target: + # Generate data + X, y = self.__data_generation(list_IDs_temp, self.augment_rotation_param[indexes], + self.augment_flip_param[indexes], self.random_crop_paramx[indexes], + self.random_crop_paramy[indexes]) + return X, y + else: + X = self.__data_generation(list_IDs_temp, self.augment_rotation_param[indexes], + self.augment_flip_param[indexes], self.random_crop_paramx[indexes], + self.random_crop_paramy[indexes]) + return X + + def on_epoch_end(self): + """Update indexes after each epoch.""" + + if self.shuffle: + np.random.shuffle(self.indexes) + + if self.data_augmentation: + self.augment_rotation_param = np.random.randint(0, 4, self.nr_images) + self.augment_flip_param = np.random.randint(0, 3, self.nr_images) + + if self.random_crop: + self.random_crop_paramx = np.random.randint(0, self.crop_size, self.nr_images) + self.random_crop_paramy = np.random.randint(0, self.crop_size, self.nr_images) + return + + def __data_generation(self, list_IDs_temp, augment_rotation_param_temp, augment_flip_param_temp, + random_crop_paramx_temp, random_crop_paramy_temp): + + input_opt_batch, cloud_mask_batch = self.get_batch(list_IDs_temp, augment_rotation_param_temp, + augment_flip_param_temp, random_crop_paramx_temp, + random_crop_paramy_temp, data_type=3) + + input_sar_batch = self.get_batch(list_IDs_temp, augment_rotation_param_temp, augment_flip_param_temp, + random_crop_paramx_temp, random_crop_paramy_temp, data_type=1) + + if self.include_target: + output_opt_batch = self.get_batch(list_IDs_temp, augment_rotation_param_temp, augment_flip_param_temp, + random_crop_paramx_temp, random_crop_paramy_temp, data_type=2) + if self.use_cloud_mask > 0: + output_opt_cloud_batch = [np.append(output_opt_batch[sample], cloud_mask_batch[sample], axis=0) for + sample in range(len(output_opt_batch))] + output_opt_cloud_batch = np.asarray(output_opt_cloud_batch) + return ([input_opt_batch, input_sar_batch], [output_opt_cloud_batch]) + else: + return ([input_opt_batch, input_sar_batch], [output_opt_batch]) + elif not self.include_target: + # for prediction step where target is predicted + return ([input_opt_batch, input_sar_batch]) + + def get_image_data(self, paramx, paramy, path): + # with block not working with window kw + src = rasterio.open(path, 'r', driver='GTiff') + image = src.read(window=((paramx, paramx + self.crop_size), (paramy, paramy + self.crop_size))) + src.close() + image[np.isnan(image)] = np.nanmean(image) # fill holes and artifacts + return image + + def get_opt_image(self, path, paramx, paramy): + + image = self.get_image_data(paramx, paramy, path) + + return image.astype('float32') + + def get_sar_image(self, path, paramx, paramy): + + image = self.get_image_data(paramx, paramy, path) + + medianfilter_onsar = False + if medianfilter_onsar: + image[0] = scisig.medfilt2d(image[0], 7) + image[1] = scisig.medfilt2d(image[1], 7) + + return image.astype('float32') + + def get_data_image(self, ID, data_type, paramx, paramy): + + data_path = os.path.join(self.folder_input, ID[data_type], ID[4]).lstrip() + + if data_type == 2 or data_type == 3: + data_image = self.get_opt_image(data_path, paramx, paramy) + elif data_type == 1: + data_image = self.get_sar_image(data_path, paramx, paramy) + else: + print('Error! Data type invalid') + + return data_image + + def get_normalized_data(self, data_image, data_type): + + shift_data = False + + shift_values = [[0, 0], [1300., 981., 810., 380., 990., 2270., 2070., 2140., 2200., 650., 15., 1600., 680.], + [1545., 1212., 1012., 713., 1212., 2476., 2842., 2775., 3174., 546., 24., 1776., 813.]] + + # SAR + if data_type == 1: + for channel in range(len(data_image)): + data_image[channel] = np.clip(data_image[channel], self.clip_min[data_type - 1][channel], + self.clip_max[data_type - 1][channel]) + data_image[channel] -= self.clip_min[data_type - 1][channel] + data_image[channel] = self.max_val * (data_image[channel] / ( + self.clip_max[data_type - 1][channel] - self.clip_min[data_type - 1][channel])) + if shift_data: + data_image -= self.max_val / 2 + # OPT + elif data_type == 2 or data_type == 3: + for channel in range(len(data_image)): + data_image[channel] = np.clip(data_image[channel], self.clip_min[data_type - 1][channel], + self.clip_max[data_type - 1][channel]) + if shift_data: + data_image[channel] -= shift_values[data_type - 1][channel] + + data_image /= self.scale + + return data_image + + def get_batch(self, list_IDs_temp, augment_rotation_param_temp, augment_flip_param_temp, random_crop_paramx_temp, + random_crop_paramy_temp, data_type): + + if data_type == 1: + dim = self.input_dim[1] + else: + dim = self.input_dim[0] + + batch = np.empty((self.batch_size, *dim)).astype('float32') + cloud_mask_batch = np.empty((self.batch_size, self.input_dim[0][1], self.input_dim[0][2])).astype('float32') + + for i, ID in enumerate(list_IDs_temp): + + data_image = self.get_data_image(ID, data_type, random_crop_paramx_temp[i], random_crop_paramy_temp[i]) + if self.data_augmentation: + if not augment_flip_param_temp[i] == 0: + data_image = np.flip(data_image, augment_flip_param_temp[i]) + if not augment_rotation_param_temp[i] == 0: + data_image = np.rot90(data_image, augment_rotation_param_temp[i], (1, 2)) + + if data_type == 3 and self.use_cloud_mask: + cloud_mask = get_cloud_cloudshadow_mask(data_image, self.cloud_threshold) + cloud_mask[cloud_mask != 0] = 1 + cloud_mask_batch[i,] = cloud_mask + + data_image = self.get_normalized_data(data_image, data_type) + + batch[i,] = data_image + + cloud_mask_batch = cloud_mask_batch[:, np.newaxis, :, :] + + if data_type == 3: + return batch, cloud_mask_batch + else: + return batch diff --git a/Code/tools/feature_detectors.py b/Code/tools/feature_detectors.py new file mode 100644 index 0000000..9588e2f --- /dev/null +++ b/Code/tools/feature_detectors.py @@ -0,0 +1,97 @@ +import numpy as np +import scipy +import scipy.signal as scisig + + +# naming conventions: +# ['QA60', 'B1','B2', 'B3', 'B4', 'B5','B6','B7', 'B8',' B8A', 'B9', 'B10', 'B11','B12'] +# ['QA60','cb', 'blue', 'green', 'red', 're1','re2','re3','nir', 'nir2', 'waterVapor', 'cirrus','swir1', 'swir2']) +# [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13]) #gdal +# [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]) #numpy +# [ BB BG BR BNIR BSWIR1 BSWIR2 + +# ge. Bands 1, 2, 3, 8, 11, and 12 were utilized as BB , BG , BR , BNIR , BSWIR1 , and BSWIR2, respectively. + +def get_rescaled_data(data, limits): + return (data - limits[0]) / (limits[1] - limits[0]) + + +def get_normalized_difference(channel1, channel2): + subchan = channel1 - channel2 + sumchan = channel1 + channel2 + sumchan[sumchan == 0] = 0.001 # checking for 0 divisions + return subchan / sumchan + + +def get_shadow_mask(data_image): + # get data between 0 and 1 + data_image = data_image / 10000. + + (ch, r, c) = data_image.shape + shadow_mask = np.zeros((r, c)).astype('float32') + + BB = data_image[1] + BNIR = data_image[7] + BSWIR1 = data_image[11] + + CSI = (BNIR + BSWIR1) / 2. + + t3 = 3 / 4 + T3 = np.min(CSI) + t3 * (np.mean(CSI) - np.min(CSI)) + + t4 = 5 / 6 + T4 = np.min(BB) + t4 * (np.mean(BB) - np.min(BB)) + + shadow_tf = np.logical_and(CSI < T3, BB < T4) + + shadow_mask[shadow_tf] = -1 + shadow_mask = scisig.medfilt2d(shadow_mask, 5) + + return shadow_mask + + +def get_cloud_mask(data_image, cloud_threshold, binarize=False, use_moist_check=False): + data_image = data_image / 10000. + (ch, r, c) = data_image.shape + + # Cloud until proven otherwise + score = np.ones((r, c)).astype('float32') + # Clouds are reasonably bright in the blue and aerosol/cirrus bands. + score = np.minimum(score, get_rescaled_data(data_image[1], [0.1, 0.5])) + score = np.minimum(score, get_rescaled_data(data_image[0], [0.1, 0.3])) + score = np.minimum(score, get_rescaled_data((data_image[0] + data_image[10]), [0.15, 0.2])) + # Clouds are reasonably bright in all visible bands. + score = np.minimum(score, get_rescaled_data((data_image[3] + data_image[2] + data_image[1]), [0.2, 0.8])) + + if use_moist_check: + # Clouds are moist + ndmi = get_normalized_difference(data_image[7], data_image[11]) + score = np.minimum(score, get_rescaled_data(ndmi, [-0.1, 0.1])) + + # However, clouds are not snow. + ndsi = get_normalized_difference(data_image[2], data_image[11]) + score = np.minimum(score, get_rescaled_data(ndsi, [0.8, 0.6])) + + box_size = 7 + box = np.ones((box_size, box_size)) / (box_size ** 2) + score = scipy.ndimage.morphology.grey_closing(score, size=(5, 5)) + score = scisig.convolve2d(score, box, mode='same') + + score = np.clip(score, 0.00001, 1.0) + + if binarize: + score[score >= cloud_threshold] = 1 + score[score < cloud_threshold] = 0 + + return score + + +def get_cloud_cloudshadow_mask(data_image, cloud_threshold): + cloud_mask = get_cloud_mask(data_image, cloud_threshold, binarize=True) + shadow_mask = get_shadow_mask(data_image) + + cloud_cloudshadow_mask = np.zeros_like(cloud_mask) + cloud_cloudshadow_mask[shadow_mask < 0] = -1 + cloud_cloudshadow_mask[cloud_mask > 0] = 1 + + return cloud_cloudshadow_mask diff --git a/Code/tools/image_metrics.py b/Code/tools/image_metrics.py new file mode 100644 index 0000000..db96a38 --- /dev/null +++ b/Code/tools/image_metrics.py @@ -0,0 +1,141 @@ +import keras.backend as K +import tensorflow as tf + + +def cloud_mean_absolute_error(y_true, y_pred): + """Computes the MAE over the full image.""" + return K.mean(K.abs(y_pred[:, 0:13, :, :] - y_true[:, 0:13, :, :])) + + +def cloud_mean_squared_error(y_true, y_pred): + """Computes the MSE over the full image.""" + return K.mean(K.square(y_pred[:, 0:13, :, :] - y_true[:, 0:13, :, :])) + + +def cloud_root_mean_squared_error(y_true, y_pred): + """Computes the RMSE over the full image.""" + return K.sqrt(K.mean(K.square(y_pred[:, 0:13, :, :] - y_true[:, 0:13, :, :]))) + + +def cloud_bandwise_root_mean_squared_error(y_true, y_pred): + return K.mean(K.sqrt(K.mean(K.square(y_pred[:, 0:13, :, :] - y_true[:, 0:13, :, :]), axis=[2, 3]))) + + +def cloud_ssim(y_true, y_pred): + """Computes the SSIM over the full image.""" + y_true = y_true[:, 0:13, :, :] + y_pred = y_pred[:, 0:13, :, :] + + y_true *= 2000 + y_pred *= 2000 + + y_true = tf.transpose(y_true, [0, 2, 3, 1]) + y_pred = tf.transpose(y_pred, [0, 2, 3, 1]) + + ssim = tf.image.ssim(y_true, y_pred, max_val=10000.0) + ssim = tf.reduce_mean(ssim) + + return ssim + + +def get_sam(y_true, y_predict): + """Computes the SAM array.""" + mat = tf.multiply(y_true, y_predict) + mat = tf.reduce_sum(mat, 1) + mat = tf.div(mat, K.sqrt(tf.reduce_sum(tf.multiply(y_true, y_true), 1))) + mat = tf.div(mat, K.sqrt(tf.reduce_sum(tf.multiply(y_predict, y_predict), 1))) + mat = tf.acos(K.clip(mat, -1, 1)) + + return mat + + +def cloud_mean_sam(y_true, y_predict): + """Computes the SAM over the full image.""" + mat = get_sam(y_true[:, 0:13, :, :], y_predict[:, 0:13, :, :]) + + return tf.reduce_mean(mat) + + +def cloud_mean_sam_covered(y_true, y_pred): + """Computes the SAM over the covered image parts.""" + cloud_cloudshadow_mask = y_true[:, -1:, :, :] + target = y_true[:, 0:13, :, :] + predicted = y_pred[:, 0:13, :, :] + + if K.sum(cloud_cloudshadow_mask) == 0: + return 0.0 + + sam = get_sam(target, predicted) + sam = tf.expand_dims(sam, 1) + sam = K.sum(cloud_cloudshadow_mask * sam) / K.sum(cloud_cloudshadow_mask) + + return sam + + +def cloud_mean_sam_clear(y_true, y_pred): + """Computes the SAM over the clear image parts.""" + clearmask = K.ones_like(y_true[:, -1:, :, :]) - y_true[:, -1:, :, :] + predicted = y_pred[:, 0:13, :, :] + input_cloudy = y_pred[:, -14:-1, :, :] + + if K.sum(clearmask) == 0: + return 0.0 + + sam = get_sam(input_cloudy, predicted) + sam = tf.expand_dims(sam, 1) + sam = K.sum(clearmask * sam) / K.sum(clearmask) + + return sam + + +def cloud_psnr(y_true, y_predict): + """Computes the PSNR over the full image.""" + y_true *= 2000 + y_predict *= 2000 + rmse = K.sqrt(K.mean(K.square(y_predict[:, 0:13, :, :] - y_true[:, 0:13, :, :]))) + + return 20.0 * (K.log(10000.0 / rmse) / K.log(10.0)) + + +def cloud_mean_absolute_error_clear(y_true, y_pred): + """Computes the SAM over the clear image parts.""" + clearmask = K.ones_like(y_true[:, -1:, :, :]) - y_true[:, -1:, :, :] + predicted = y_pred[:, 0:13, :, :] + input_cloudy = y_pred[:, -14:-1, :, :] + + if K.sum(clearmask) == 0: + return 0.0 + + clti = clearmask * K.abs(predicted - input_cloudy) + clti = K.sum(clti) / (K.sum(clearmask) * 13) + + return clti + + +def cloud_mean_absolute_error_covered(y_true, y_pred): + """Computes the SAM over the covered image parts.""" + cloud_cloudshadow_mask = y_true[:, -1:, :, :] + predicted = y_pred[:, 0:13, :, :] + target = y_true[:, 0:13, :, :] + + if K.sum(cloud_cloudshadow_mask) == 0: + return 0.0 + + ccmaec = cloud_cloudshadow_mask * K.abs(predicted - target) + ccmaec = K.sum(ccmaec) / (K.sum(cloud_cloudshadow_mask) * 13) + + return ccmaec + + +def carl_error(y_true, y_pred): + """Computes the Cloud-Adaptive Regularized Loss (CARL)""" + cloud_cloudshadow_mask = y_true[:, -1:, :, :] + clearmask = K.ones_like(y_true[:, -1:, :, :]) - y_true[:, -1:, :, :] + predicted = y_pred[:, 0:13, :, :] + input_cloudy = y_pred[:, -14:-1, :, :] + target = y_true[:, 0:13, :, :] + + cscmae = K.mean(clearmask * K.abs(predicted - input_cloudy) + cloud_cloudshadow_mask * K.abs( + predicted - target)) + 1.0 * K.mean(K.abs(predicted - target)) + + return cscmae diff --git a/Code/tools/myCallbacks.py b/Code/tools/myCallbacks.py new file mode 100644 index 0000000..5aff130 --- /dev/null +++ b/Code/tools/myCallbacks.py @@ -0,0 +1,145 @@ +import csv +import time + +import keras.backend as K +import numpy as np +from keras.callbacks import Callback +from keras.callbacks import TensorBoard + + +class NBatchLogger(Callback): + """ + A Logger that log average performance per `display` steps. + """ + + def __init__(self, display, out_path, model_nr, initial_epoch, lr): + self.model_nr = model_nr + self.lr = lr + self.step = 0 + self.display = display + self.metric_cache = {} + self.epochnr = initial_epoch + self.out_path = out_path + self.step_info_filename = self.out_path + self.model_nr + '_steplossesinfo.txt' + open(self.step_info_filename, 'w').close() + self.switch = False + self.start = time.time() + self.end = time.time() + self.startbig = time.time() + + def on_epoch_end(self, epoch, logs=None): + self.epochnr += 1 + + def on_batch_end(self, batch, logs={}): + self.step += 1 + for k in self.params['metrics']: + if k in logs: + self.metric_cache[k] = self.metric_cache.get(k, 0) + logs[k] + if self.step % self.display == 0: + # print("finished batch") + + if self.switch == True: + # print("finished batch1") + self.end = time.time() + # print(self.end - self.start) + self.switch = False + else: + # print("finished batch2") + self.start = time.time() + self.switch = True + + if self.step == 50: + print("50: ", time.time() - self.startbig) + if self.step == 100: + print("100: ", time.time() - self.startbig) + if self.step == 150: + print("150: ", time.time() - self.startbig) + if self.step == 200: + print("200: ", time.time() - self.startbig) + + metrics_log = '' + for (k, v) in self.metric_cache.items(): + val = v / self.display + if abs(val) > 1e-3: + metrics_log += ' %.4f' % (val) + else: + metrics_log += ' %.4e' % (val) + + current_lr = K.get_value(self.model.optimizer.lr) + with open(self.step_info_filename, 'a') as self.step_info_file: + self.step_info_file.write('{} {} {} {} {} \n'.format(self.step, + self.params['steps'], self.epochnr, + metrics_log, current_lr)) + self.metric_cache.clear() + + +class CSV_NBatchLogger(Callback): + """ + A Logger that log average performance per `display` steps. + """ + + def __init__(self, display, out_path, model_nr, initial_epoch, separator=',', append=True): + # naming of output file + self.model_nr = model_nr + self.out_path = out_path + self.filename = self.out_path + self.model_nr + '_steplossesinfoCSV.csv' + + self.display = display # saving frequency in steps + self.epochnr = initial_epoch + self.append = append + + self.sep = separator + + self.file_flags = '' + self._open_args = {'newline': '\n'} + + self.step = 0 + self.metric_cache = {} + + open(self.filename, 'w').close() + + def on_epoch_end(self, epoch, logs=None): + self.epochnr += 1 + + def on_batch_end(self, batch, logs={}): + self.step += 1 + + if self.step == 1: + keys = [i for i in logs.keys()] + keys.append('lr') + with open(self.filename, 'w', newline='') as f: + write_outfile = csv.writer(f) + write_outfile.writerow(keys) + + values = [i for i in logs.values()] + values.append(K.get_value(self.model.optimizer.lr)) + with open(self.filename, 'a', newline='') as f: + write_outfile = csv.writer(f) + write_outfile.writerow(values) + + # restart accumulating losses + self.metric_cache.clear() + + +class TensorBoardWrapper(TensorBoard): + """Sets the self.validation_data property for use with TensorBoard callback.""" + + def __init__(self, batch_gen, nb_steps, input_dim, batch_nr, learning_phase, **kwargs): + super().__init__(**kwargs) + self.batch_gen = batch_gen # The generator. + self.nb_steps = nb_steps # Number of times to call next() on the generator. + self.input_dim = input_dim + self.batch_nr = batch_nr + self.learning_phase = learning_phase + + def on_epoch_end(self, epoch, logs): + + for i, data in enumerate(self.batch_gen): + (ib, tb) = data + + if self.learning_phase: + self.validation_data = [ib[0], ib[1], tb[0], np.ones((self.batch_nr,)), False] + else: + self.validation_data = [ib[0], ib[1], tb[0], np.ones((self.batch_nr,))] + + return super().on_epoch_end(epoch, logs) diff --git a/Data/datasetfilelist.csv b/Data/datasetfilelist.csv new file mode 100644 index 0000000..82ff4e0 --- /dev/null +++ b/Data/datasetfilelist.csv @@ -0,0 +1,9 @@ +1 s1 s2_cloudFree s2_cloudy ROIs1158_spring_101_0.tif +1 s1 s2_cloudFree s2_cloudy ROIs1158_spring_101_1.tif +1 s1 s2_cloudFree s2_cloudy ROIs1158_spring_101_10.tif +2 s1 s2_cloudFree s2_cloudy ROIs1158_spring_132_0.tif +2 s1 s2_cloudFree s2_cloudy ROIs1158_spring_132_1.tif +2 s1 s2_cloudFree s2_cloudy ROIs1158_spring_132_10.tif +3 s1 s2_cloudFree s2_cloudy ROIs1158_spring_106_0.tif +3 s1 s2_cloudFree s2_cloudy ROIs1158_spring_106_1.tif +3 s1 s2_cloudFree s2_cloudy ROIs1158_spring_106_10.tif \ No newline at end of file diff --git a/Docker/Dockerfile b/Docker/Dockerfile new file mode 100644 index 0000000..a876c88 --- /dev/null +++ b/Docker/Dockerfile @@ -0,0 +1,64 @@ +ARG cuda_version=9.0 +ARG cudnn_version=7 +FROM nvidia/cuda:${cuda_version}-cudnn${cudnn_version}-devel + +# Install system packages +RUN apt-get update && apt-get install -y --no-install-recommends \ + bzip2 \ + g++ \ + git \ + graphviz \ + libgl1-mesa-glx \ + libhdf5-dev \ + openmpi-bin \ + wget && \ + rm -rf /var/lib/apt/lists/* + +# Install conda +ENV CONDA_DIR /opt/conda +ENV PATH $CONDA_DIR/bin:$PATH + +RUN wget --quiet --no-check-certificate https://repo.continuum.io/miniconda/Miniconda3-4.2.12-Linux-x86_64.sh && \ + echo "c59b3dd3cad550ac7596e0d599b91e75d88826db132e4146030ef471bb434e9a *Miniconda3-4.2.12-Linux-x86_64.sh" | sha256sum -c - && \ + /bin/bash /Miniconda3-4.2.12-Linux-x86_64.sh -f -b -p $CONDA_DIR && \ + rm Miniconda3-4.2.12-Linux-x86_64.sh && \ + echo export PATH=$CONDA_DIR/bin:'$PATH' > /etc/profile.d/conda.sh + +# Install Python packages and keras +ENV NB_USER keras +ENV NB_UID 1000 + +RUN useradd -m -s /bin/bash -N -u $NB_UID $NB_USER && \ + chown $NB_USER $CONDA_DIR -R && \ + mkdir -p /src && \ + chown $NB_USER /src + +USER $NB_USER + +ARG python_version=3.7 + +RUN conda install -y python=${python_version} && \ + pip install --upgrade pip && \ + conda install \ + tensorflow-gpu=1.15.0 \ + keras=2.2.4 \ + bcolz \ + h5py \ + matplotlib=2.1.1 \ + mkl \ + nose \ + numpy=1.13.3 \ + scipy \ + rasterio \ + pydot \ + pygpu \ + pyyaml \ + six + +ENV PYTHONPATH='/src/:$PYTHONPATH' + +WORKDIR /src + +EXPOSE 8888 + +CMD bash diff --git a/README.md b/README.md new file mode 100644 index 0000000..bb97301 --- /dev/null +++ b/README.md @@ -0,0 +1,117 @@ +# Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusion +![Paper preview](doc/paper.JPG) +> Example results from the final setup of DSen2-CR using the CARL loss. Left is the input cloudy image, middle is the predicted image, left is the cloud-free target image. +> +This repository contains the code and models for the paper +> Meraner, A., Ebel, P., Zhu, X. X., & Schmitt, M. (2020). Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusion. ISPRS Journal of Photogrammetry and Remote Sensing, 166, 333-346. + +The paper can be accessed openly at [the ISPRS page](https://doi.org/10.1016/j.isprsjprs.2020.05.013). + +If you use this code, models or dataset for your research, please cite us accordingly: +```bibtex +@article{Meraner2020, +title = "Cloud removal in Sentinel-2 imagery using a deep residual neural network and SAR-optical data fusion", +journal = "ISPRS Journal of Photogrammetry and Remote Sensing", +volume = "166", +pages = "333 - 346", +year = "2020", +issn = "0924-2716", +doi = "https://doi.org/10.1016/j.isprsjprs.2020.05.013", +url = "http://www.sciencedirect.com/science/article/pii/S0924271620301398", +author = "Andrea Meraner and Patrick Ebel and Xiao Xiang Zhu and Michael Schmitt", +keywords = "Cloud removal, Optical imagery, SAR-optical, Data fusion, Deep learning, Residual network", +} +``` + +# Code +--- + +**NOTE** + +The code in this repository has been created in my early Python years and might not be the most elegant in some parts. I apologize for eventual issues or possible bugs. + +Should you notice something in the code, please feel free to create a Github issue (or, even better, a pull request :)), or let me know at the address [andrea.meraner@eumetsat.int](mailto:andrea.meraner@eumetsat.int) ! + +--- + +## Installation +The network is written in Keras with Tensorflow as backend. It is strongly advised to use GPU support to run the models. + +A conda environment with the required dependencies can be created with +```bash +conda create -n dsen2cr_env +conda activate dsen2cr_env +conda install -c conda-forge python=3.7 tensorflow=1.15.0 keras=2.2.4 numpy scipy rasterio pydot graphviz h5py +``` + +Alternatively, a Dockerfile is provided in `Docker/Dockerfile` which can be used to create a Docker image including CUDA. + +Note: +This code has been mainly written at the end of 2018/start of 2019 with the Python packages versions available at that time. A usage with updated packages might require some modification of the code. +If you try this code with updated libraries, please let me know your findings ([andrea.meraner@eumetsat.int](mailto:andrea.meraner@eumetsat.int)). + +To clone the repo: +```bash +git clone git@github.com:ameraner/dsen2-cr.git +cd dsen2-cr +``` + +## Usage +### Basic Commands +A new model can be trained from scratch by simply launching +```bash +cd Code/ +python dsen2cr_main.py +``` +The setup and hyperparameters can be tuned directly in the first lines of the main code. + +To resume the training from a previoulsy saved checkpoint, type +```bash +python dsen2cr_main.py --resume path/to/checkpoint.h5 +``` + +To predict images and evaluate the metrics of a trained network, do +```bash +python dsen2cr_main.py --predict path/to/checkpoint.h5 +``` + +### Dataset Paths +The main code will look for the paths to training/validation/test data in the csv file `Data/datasetfilelist.csv`. +An example is provided in the repository. The first column of each entry is an integer, where `1` defines a training sample, +`2` a validation sample, and `3` a test sample. The second, third, and fourth column indicate the subfolder names where the +Sentinel-1, Sentinel-2 Cloudfree, and Sentinel-2 Cloudy images are located respectively. The fifth column finally states the +filename of the image, that must be the same in the three folders. +The three subfolders must be located in the path defined by the variable `input_data_folder` in the main script. + +# Trained Model Checkpoints +The full DSen2-CR model trained by optimizing the CARL loss can be downloaded from Google Drive [here](https://drive.google.com/file/d/1L3YUVOnlg67H5VwlgYO9uC9iuNlq7VMg/view?usp=sharing). + +The full model trained on a plain L1 loss can be downloaded [here](https://drive.google.com/file/d/1zv4_91Yr2IYyYDoqhZw8KpnfvfLhkuBB/view?usp=sharing). The network trained on CARL but without SAR input +can be found [here](https://drive.google.com/file/d/1VHZa5-lX68mA2FbHeCiQsUq13oECw9DA/view?usp=sharing). The network trained without SAR, and on plain L1 loss, can be found [here](https://drive.google.com/file/d/11Th6UwKMXla7LGxsFJXwj-Jx9bSKlWUH/view?usp=sharing). + + +# Dataset +The dataset used in this work is called SEN12MS-CR. It is now publicly available for download [here](https://mediatum.ub.tum.de/1554803). +If you use this dataset for your research, please cite our related IEEE TGRS paper +> Ebel, P., Meraner, A., Schmitt, M., & Zhu, X. X. (2020). Multisensor Data Fusion for Cloud Removal in Global and All-Season Sentinel-2 Imagery. IEEE Transactions on Geoscience and Remote Sensing. + +describing the dataset release. The paper can be accessed +for free at [the IEEE explore page](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9211498). +```bibtex +@article{Ebel2020, + author={P. {Ebel} and A. {Meraner} and M. {Schmitt} and X. X. {Zhu}}, + journal={IEEE Transactions on Geoscience and Remote Sensing}, + title={Multisensor Data Fusion for Cloud Removal in Global and All-Season Sentinel-2 Imagery}, + year={2020}, + volume={}, + number={}, + pages={1-13}, + doi={10.1109/TGRS.2020.3024744}} +``` + +# Credits +Although now heavily modified and expanded, this code was originally based on the code by [Charis Lanaras](https://github.com/lanha) +available in [the DSen2 repo](https://github.com/lanha/DSen2). Also the network used by this work is, as the name suggests, +heavily based on the original DSen2 network (see [related paper](https://www.sciencedirect.com/science/article/abs/pii/S0924271618302636)). +I am grateful to the authors for making the original source code available. + diff --git a/doc/paper.JPG b/doc/paper.JPG new file mode 100644 index 0000000000000000000000000000000000000000..5fdc7a8f0feadf2dfb9f5d95a86df5eb78db2e21 GIT binary patch literal 653222 zcmeFYXIxXw*ESji1wlZhNsUMoA|NQziHdXq>7A(b-g}9tsMH8ZFA)%FLZlag(0h?y zrS}?ofFzvFegEI*dCvRkob%~?csJ}{HZZeim21{qYt3*melZ8SsiL5)03sqH0{H-6 zpo@8sk-U$s6$qrJ2I2>SKxCk+#6+O0z!MR0s}K|a^LhCU(!BZa^W_hkG$0b-19-gU zp?T}SpD){ih(3M;fr=3qQy@9e6(XX`@BduHSBWpLYa}GZS4pptl3w0q*D0=(k&%;; zl9E%BlT+LPF4F5%)RZ@q;jQ9GyYN`K-8+UTXlu_3(|`yX)i(jJKJXxp{c+@$o+reJmy}Au0D< zUO`bwSw&k%S5M!-(8%1v(#qP#*3R9-)63h(*YEv@kdL1}hla((evOMyNK8u3%=(`F zBPTa6zofLRyrQzIx~8eQrM0cSqqA#pXn16FYda6nK+LiXMNH7`Qv*?WC z#_OC9wJ`K=+y=-QxE{@O?_H|)k7obR6nppoNwfb_?7#Jz1l<6Dd4-0U1_TA+ahYNF zK>z3dKQ{RP4F+n_$3O5HuwxI5W&O{1;+F?S4Al3F!T!>Fhd&YT;S~%id(Q?(tly5$ z{QadH@qk~%bvTs}H*$mCcIdbmQKKQbvb5nZL;rqZml66=;Pn@UnCk|DhQB24z>U%Z zl=6zL<0lyscBmg&q}LLUR{xx=xi^+sE%X^oS6B~TLrJfCbT_pr>A7$5*Y&sIY1J{c zMup4x?4NFVuVP;0yY}ZD7jiyxLp;)Z=cejjo>_bT0{>lF_~&1FI_9+MgAN_ID0z&! zT*#_;T01vR;AM-JCw z6{;}2OrLZ?BU0GM-|+m-`)wa4bEm1UBi5+D5bfq!y0ZS8pE->a2REM2yuSbY(|qda zev_W&%JQEOJ%NdbxtUoZp~T)M?ppd1-!wISTXq_t0-7Vzn$B6i&ldTI#N~;Hzd#Eq zOy3S=CZksTb@bh(jlFIl^&FQt7P>|s}RwR+xXbwB@@{a)qBOMHxvVA#%$H!f@6y|_G}b2f*>T4B94 zV41uJ>{iFQpGo->Tj=JRQ41vw!u4KPgBJLd;f)SS{$aol&v?`6Iv=YNd6zS$?f zQi>Aw&lOGNFb*6o`d(YRtS-KId-K_ES}#$XADl~8xtok*73V>nS5!1iTOxwK4px~A zWELp;7<_wEz_IamCB0HHPrH)oB+qFoA~`IIuXf-I%bLQyTQM59e~^6D^$$mvHuW~P zzB0wm>`)(h-BRllA-VvO4?bEJ2whRskk>0q_J-EUYh>iboAl_XC-sT{>;lWvCoB}& znNldnFWjzOjZ}5$FBfm^oVZ>VH<2gr5=4*f#@F}6Op$TPy`u<(H{~D~zHb%;rpw66 zvAeFknggcheM+D1xOQ#u&!HW!G93m+xc!I6!qKTZM_oheJrhy|-!jAaZrsaE-Y$Dd zocnWI+l1M)I1VennS21JB@CjnVak+I$(2)7;_k>l%v;T`APdmiPx9p-yYWq;o#)_chnLQ#?en`*?HM=`C;5xlYCP8C+1@20Z^XR$u1=L{G5hJ)R*y zUd8o)&qXEI!Y@EqZ(Un9A4dvZ%wb1pzdwFvDC(7T~#bI1ow{LwRo7e60{ zaW+k)#*GNI!jsa}Il9+zo{S5Di}C>!mcTm-V~(z~UzhR0FYZJ6$KMkuh#!rnTjMx> z2S%U>^ze;z>kE+V_5$>Q zS=o!aldi;r^)S~-A)~~51>!iQ0X{spe^wqY30n*wzj<;;Vhf?q|K;s_&Uit%#Q1o2pV|KP- zuJChF9#BA4d=(x}AWspEYzl``PHM0}Nh;HG1Tl-FX+lTEV;%Y0>N|7A_GL(%0oE^#gg z$DVric?3mMX?ckvo6=`t?^k zG?=tS#*AW30QJZ^N*QKrQz?0`U&||OGVOY=X^>5lnj)}VBvm2&-UaH3^D6bJD!Dv9 zh{BC>))>d<=G*^la?%r$rQC9%?O{R8Yjbx-eUWF6vGY2NiV%!qK0d zs{~fEQ{3~~fz}2|`RUCzp|SkkI0bBWCf2d`LB*<0t*W+I@+{8|{$2u=6-{{T$M8V? z(@-lPYe98KjgqzR3NvrdA_m7kdWX7|{k{^V`ERR%id9;^%{AnEhneqemhFeS6D;BDB57i5!g*P^U z#~(K)G(H{@)*3hdA+eaFf@r<~VO;3WrYSfutinZu1}q63?enIymu$0G8jM?vP^#J)f7PvrCoKm&hDl2{(n260Ntia#ZsMhs_2INGiHOGgfY|s0f z5sREZD0ySdwH%wBAF1@XY=6(LKBJZoa>1eq6w}fYc{RN61*|GaDR?JSVo!A>6>+RY z&bjZ=jnN9O?PqeYa|z9D7a-mx{V@yx@1Ph!f*HUH@9QHHz}8C=-WT9q;yck zfdcPJ!gtq)hz*>xJBu7l?i5CB5$^RFMzKpufV02qujJsKUoU+T<10;h>voDgUsb^I z@kyccCn(0W0{h;p8~pCpy!fNhOs zcpE19%hSW{1M^79k9*xC_(*mZdD%$SkNU8*1d8el&~>%a^8R-V<*&wH3f_L-$<|)} ztjpC&x{H}|F_&*&!Y(LG6NXHf#hBO#aNY4y;cd@u*5M^kAVI_gK6`-{Yv;*6#bLic zC8@@fH=J3XI&&WKgyGIA0Gq5#{QVUv4Ph~1zjD2^*Pssg)tIWINSid+NnK>Q$lxlT zA6_af^Gd5#%kM|vxqOh9PXU1f#T(*?n+TwHTJzOP5cKvuKK@DJj1`yI1=ILkHAsKk zha<%0cNRyw-(%_qe+n;+KC_e$^0!B0Oq4w+Y%Ee5U4o8?=S+4taja~|r=Ml7g@QIyJ^{gY;8J+}NKyQWyZE!SnJ?$)4n^)20 z_C`Rgc23_A<81sAnFZa$0P-S_&G-U?@qX{m71y}wPuBp?nAmEWA~7NIzs<#P0Z?%q zWM0#(XI^#Q08lAKj!@4xoM;_DaMZGko@ z`P2Y>u3Wz+RZ}{hG>R@>FXExb9b&sx8NOO1L*=I>t+qe@O6O-`SaS_Pr54q^jcB9x zdE*Bb7od2QM-#^d=t`?!UH|q0WkQH0+Mb0XGz;oBy4m}}e6-r`)#lUOE~zv+OXj>P z8N~N{sE|W2_WnqAi&5|}PV|_%1akX;ujRW3>q2d}!3F4j@b0#dQ_Rr(@4w9s8oSS9 zUVoYsHpO%Z4>>A;fras5e?iK;?e|pyT+*4ne2@kp5h>q>X2%Bd`VOp{OPE^l8gx#S z5{YB&^z_(5V+xWC{h5|8KnwQpBWn?VZD6%Zo!w+GOG^bh5)?OO=uf%*fk)8|27beO z+8*t1cMW|nK<%~_XpDQv(e%0gyfn7WeWm*X)G~Ad(k&H3l>qPfbk>?MGc$yNF9lT& zz+xHT7`K&zK--m^CaF{}{L(B=jRJTnWK+Y1mOxM6u%nSA2F7mlHZz6ITxubF0s1LU z6??h5|2))RrEV6&3Lag6q6&LraZqF7h{z!&nLx#IPcY_8IpBvgRxb0@?*jB)4683) za^G&C83<~A4_XJm`VRd$pA5rZgJA{G33etvvbPkS%Yas5fdF7J@oid#a|SgRpnf1g zhCJ&mzKjj*f?+d?>-6-e1(#}rWFoj{8%D9j;^*3{r@8<*#5K0vf&AjbEpB$S4IGmX zM6kLHY!+|Q>-c@>i#1fwUsVFt&2tL2`fDK#n}ir3rW*prA!TF;F(%w3tG0q+PlMXm zb@A_`;O6@rE91|%R)R7HUT_TfAurM{>f0#pBe1ffS325Jea6e7^4ikMiWWf7@9 zZjv|c!7F56Z7Ip9_C*`$WfCyA&4b>IsO`v*?9x7*=FTIQ( z0yaz9?+RV-Ky!-{T`DX^eTFVk80Ui!`mrrRpvED_`5}8i^Nn9Q1mzg&!eQjR(k#Z) z?&IQoOputyC8LbD2N)$9Ae8W*r*`_s{}8of!7!W`6yy1F8`A~FQNS@d2(08+>N-p( zDZUPk1t_D=f$G#m5Cqq80W#W0pPpi&`_R|9sCIyI&aICxtz$-@7=ZUR6#-m{RKAf! z3elWs={0YNX}zjSkmB~aCj!~Hxwr*16VlE@CFkmO-SpmS)`_X`k zvV7f)xZ2AJTym(t2n_fBmrgXWMAV7E*Y|*?WdeXdH6Ka!H;a!EX1)W%Lq}c=5dsMi zTw4`V0KR{4Y1C#-SX41E>WJ|&F@R?l4Y}j?{{2Ee_}m&cBUBmdAo3SF2ty7Q{1?GT z9HAhv{gcbiwSY&w0soU5BTspvSBJKp3G{SGjHlM~B=ERRO^iz(Av` z89;NEcjqoZ9r(~pH0viEn=J!;DXIPF{8Cr&9(}6C9;TD}5<5Wdl%JG?I|p!@Kqy^K z$&c-Sk{?U>&uVWR?$SoZ z9{P(Z@WxSL1+-YR(x-ohaJ{rPO~>rM+Fd|az{fz}{{{0m7a+runR5Mwpbo%7%>=4^ zJ=Oq`2q2A_0z?%DK({$NpZdxVUkI2w;VdT^-j4z@HK8!K)_=2~bAY5tR^r%|GCxnYB7=>K+W?_K-h;YhW!ts_wp`h8OU zVQ?~TZjTqoO3nC5)Obo+nl_=-F~_5a!aZV49emyBx7}A~bIG_2_314A>1Pi*vQI5V z_F+-_ozJF8>n9v*Si^Bi;q!53qOgjQ}}dHU0DHNx4YnyKGKzlHVYoquhAy@TjO898noU9~IZ+=}$wQ zff#zD-`6Mp_yR=DykToW7D`tlweOlrG+3|!!??z*$9#>QKTzmswV;MXe(>9CwPj6U z63D`4@>_}f+3iQ4eUc9{Sw~`ATg1dd+4_SE3!ioi`&W?gh}^y+6*h$d+;T&f0~@*Z zQ<|LX$&%uoq>eA{eNPUV^5QkZ!+s+cKHX@il;M1MSQK`uw@Dy(&#I5RGBsiRqv*Js zbIPReuEv8H^1ME!hE0Ug0sJPs(QXSzgECz|>;Jf*ETHX@Jn7E;+hftUUHb62NNL`# zdp@-Mg_^jsf`#`N@RgeLElz3;P)Xdu1AH(4dlyMl-C91y5L zLxYg_q#r#dOc_0toTFe7hee;44Jyl+Qrce+mBv7oY*5{a(7AvX z0TQ3Henfw|O^suGEagaNW`>m%f68{tOMG(^p|b3$ffaw(G^lk46Ij~&48WSw=ug9DF)ll6l{vw8EH6N)8~`5i-2|$;CDmnBLUZF|t9k?DUs#ANIcLMJcWq(w~-Q!5e+cooQ_rE!as6Lcd=dY*eD7Q)Y3Wmne#x_a&opb<^ex0mz5(J)5n zL9EA=hWOk<{st6d;vabz+w3}*$oX<3{dJYg_vrNRI)Ts7`-rKhM^L$YsJ;sj4KR{B z&mhWi+p(6#UiyU0!sPGc!E54uGMoHBxkw@VKJ`7U|BdKo5qVBIch0Tu*QNW%jfI?X z3zqDbY}e0vr6yO`1?Vw90Nt-fB~SLN#6w9P2!rEKs-qWAjh)E%I!+6w2@FA#k1s$s zMURHKKQ>9_1Y2K#6svEMkV=bX%#AVJP0f|>`tf-qOIV`H3zI^h8yT@DFx^ntVA9gIuTLP?W38$&B zO)B!S-@vmaLGjXo-MlzPp%w-=>N1=_Rj`JFRU+|ep)o+=j|<46R8d4mlT#g2a-E)c zI5*=KkjH{T-}PtEJ=w^)Vg%tFKB^93ru|14|*UX z(Js2K2gT@bGU1p-`EcTnRxvy_i}BAg5-l7%Pv|4|dtR8PYN&kVNwYc7_Ewx6)?Yor z$(HQRiBMmgxY|ikv)zUZ0b#@yTBa4+WMS6nbv4qtJ4)o+RWr^_G)?`>76e?-qa36$EH12EM)y5Q2hp3Luw= zhE5tduRyhdl*OJJEAC^mKBUGQ{3 z&cR`~dVcjzDB)Ey(f7+|vEqA&#zVvb(mJmrP7|o=KMl=f4FKfPSPt&If z{;gQW>L zTxPt2b+xT5^I0ygNJ$M$VIHQ>T+?0Ql0z?}kaITO@!z-b0P89^1R@X=%GSUUv{{V07xu=1PMd6|VN}_(* zkM0ob0c8m#J^b(dz?x9L3_tjXjuvUczQXrzjp4O{K^hW($OtUx?-MwAN$2NC3BNDt z*8j>XG|r~t;Qh0gjQy-qK1dgZW6h@JfzQLJn*bRz;aCYTItO@D4g4H;cmWz=9U}w+ z47M}i^;guX|78-RXM^f;#)i6Gfi9&-6At^J*|Jcqgc0urDA^CXdwxl0H=_QNG67uD z#0_zZzwD=*i|Pu6&n??z_2Z2Hz_)=}83HWsG!I(QU`$avfdq=xz5r<-IG-K?nFZt7 zGBDx#cmI*|Hy|gxMdg<{K^e$E(7OaW;A3tHYXa|-;l)n?K05{&#^AE2%@W`Sw8Rqd^M7@0CDd5V9-IdD;}F9eko}59 z0+mMCRp_4cC;SBnNX8L>?;o@v4*+-U1H=+YNYYaNp}vV1pfTyRZR1NaS~LLr%1NLy z2k3II)CH*X)8z;YJohd@YiaPMWSYAYd01_ot|I1-CzyXiNuDM!3V@)xa&Z%fpFIme5igo2VgkBE;65jQ z5Ci@%BM&meAe>Ktg9F4%C@iEtOE3)sQMZXpipshVlagXP!@0s!e9KL)lref6qI zq}l7~nN>YdvU%4aCp~+mte+F`v#mU?H^^^Yc-E$%VuO#2SxfxE znX8$q|3WWJo#Ui;Df%N{bS*oy(9&$S-I3pH1Tfrs_$1{F_bj%8riCu2x+5&7V=Kr5>AaUBi~o zGP58Qskz2+5X;Q}8hop1u+p6|^&Mj&`rY5`m(&kd{G_$MAD&P~m_X zsn?V|e%l6h#ZW(fZeA7Hy^XhDMUJ1h{=rG=)yKtm?Y;~Un^e~o{_XX!;d~_f+=wu> zDH!gaX{!WMzM=K^ns{PCl=kwP*D>#VGmT@Ipo~I<5PkIof8l_ZQ~NONY7n;}_Mj>L z$6e|1VTBEtz?W|^ie^Wp3%fTBe2h4JeO;nS#9#JCq-zugIR)IoS9wy0yzeIM)#u7( zn#lsauHr5C0@DH$FJlPX-W1F*C{}$wpBnIOUy`ns9_yDgDl;1reN^MbSW|t(p0#&2 zHLsrMS2JBq^82n*don2|7*FX@&w`!L33#egHn>F18vU^Q!7EKV&($BkGUxg$QN?=+ z#@O-#BNMyIdgreVj!bRShnu4{6tm&X7od-|kM*0pz5iS%(%T>Cc-ptM$aY|QROPAC z1!kUJG&oY19+9Oz%xQLCt7oc=zJo50@iq3pmt;7;l%B*}=iypnGGXBoBj~#*f$B_y zE~3M)ZW$k$Dzwcj2|P?(YG|*gYG&A0-8y?qWv-q~>;z+1Tk# zidrVxH*F8geR;>g**j5b5VC4K0Mqt zp?;6H-+p%fvb<*O!*9oB7F{lJ=MSu=(K?!5 zTf9@eo$GuoMJqL<9`UOvDT}VjqT@8ET+U#4lFvL!_}$WbULe##M{|7^Th-?996N(t z)duy4YIhJ4cLEo`ND|@>5MfYe6>-T9s&XJ=2p5aK!*zSbZ>3@A1ZrWx+Oa zR8rw4l%Y3&4er1|*>GxpYt`q76)0+r=GXI@GC(3_DgMfm#%g{w<}s%{c??BJ(Ae1AuD87lx6Nw=_BM?6ArdZP1vW| z3j3axFS*CXioqIvwPU8(=6S?5pY%J9A2esBuFt^!CUz~CxNii-Wh@4oZO%7OYgk#; z1MS|_Meeev#~oaN+TdZ31x+py+fjE7Cg4Z{jZUTXlDP~*bl0-lyUahl(f!gMb# z5Ns$Zj-wK?a4&Ltu%QXc&6Z{$Odezs{pU>IvcM>?sOt&4(iG`cgRy=XjVSVSI(Top z*2qF2cO4-(YM3?i&EgfVCF&uv={H8)TDKy3$m6i)VIDUd`)b}gvP>}e(XU3|M-^f( zWS7>L52E}QXKK2I=xl4UdxGTg--{NPpQovc%~84}ph+C1UCkZc^P3ru!`ql<=ymqT zBhu4Pi%8pHrBT`QkqR=Zio-{0$DjPT+^VM4b)r~)PR_!zI78AN|&}frKTL{isusmW-DBvBwpnr&p2iR$zy=D^>JyDd{XWmwY96Z8g7z7U|X z5MC#wMKkf>^%%?3erTjk?;iZc=&N-47VUtp6vPZMTBREk(sRXz{lwyD-;{e)iv3vA zpEU7my-yu0F@aR2PqA-nGNT2mgWGilVsQnTrPao{Cjzc#$<3~>P8fu(tfc4kpIZCk zqcg5sHoplsJ-4ilQkrlp%GOvm_!FQw^aJ5;(p0;+JDP_6 zeBb%cBYhWk5toHu9(GTE47j=4wIfUorm*JiLsym*S7;*^qXO~kGosiOtK^W9W_~$3 zUdkb%mjQO@l5n#xt^7>4X{yBJT3ybpKhBTsm^0q;P2?08JrQ@1hCCD9bT)7On#yev z$T{as-@cG?HJRit+xr{-$bEU|Rr*dJ=8ZAAKaP%f)E|%%kHbSe&`t>FzAo7x^}Mv| zBg|ocjyW`q`rQKlu!w4k`um>H$FZ<~Oc%NvBU~YGlD<+sX`hijVD9-?uVFC{Z};#) zdza2x>Y!-T4JV7gQ^}?dQc3J$LsPn#ElfM1_-zB5U)TYHGT>qQ@Iy5+ZDg%J*CEQF z+9$e^cg0ywgQgAb@91|spsA4DtWQRRzn)@pc(o1zt;4c7=RS=s6(F=4oA-%Jj}_aqLrMk;C;sm1f61zILEa3yC-0hJ(s<33!;cye;5W)^0idEfu^ekcSLQ>(ZD`9LMu2Xoy#LXGCS-{YLyD@8n1U$w>zX$Jah zBSH)~=iZUtzE%UI7ePWL#g#U9IKWOsU?U)}y5@5RrZS|=&zOzH66nE^(k3-=)rln^ z+gV38{gdR4c)1rTl{1IUo<3HVjYH&Y4E4Ks%kJ1eG#Die___JW9#)9if%#5Hr~BG@ zxh#&*GkqD&CZ5!nJBrpM(oXmNwXp7bG#z5WLgijHil08B9eAQif+;%|D2ptGp*H~sSGFJ;_!O%?KN*|P4$>4u$YGl-i#z57~Nx6dj=@aJ;> zhaa}ZSFWW<5G9oRK^yCc6)~-2#~%wye1YU!OP$mi?yS-}gyO8M5$Vt$l8uuy9EJML zT03cE{M?YWG|!LlWlnK8I{_M(TSbkstJ+|m<4KAiyo7?j={dKc!yZ@GaE68W&`?#-Ybom73<-|UL_5pl{8%3GOle#~QUvG4K| zxWc=KK-9`R(}!elrTaVHphsiqJJXuYE-7UpleHRxL;+sy!v*dk;Wmm?z6 z+5Q+=)Q&g`EbBE=4!fJ#??I32G5XPLp;aFjq*rB~WE4;Am-1fiCFa)-zIU!eIQi7j zaqN`UFOCTXc>b_GzRyup$@A!bP7mw3Rc&bttZbPOcfSb|*p+s@jT*c&_A$U3|2;r9 z*}xI<(jcruoR+qYWqsQWya1c*TW?RGAJ!6ju~Lr~m=9BS*V8|emR4{%ts4yt|3>&* z@y9G&M!j*d`i){Dcv*U{ZJLU#s7+|HKt5UAFe}D8HZ8Y$3L6YdokX^il`HEh-=>HX z(MgA@3=g4g+6Dv^V}%7tpD7dKrnEn}XnRLE9$4RZpX^qh#?vGmrw{G0I0!4>hPL3S zhxMWPxFAHckZbPgyLm4V=#>}lZLSaH2 zz{-*C(7f~`57j-^(mYjvq}e98j6I&0xoeZ0s~o@jh2G6|3Wd&=D+-$0H`w&40=6vqO0UY3VE|c zan|R0_URnMJ0x0V(Gqt+-`=;MmoF1U_jdA%qyjS)BQ;*?N6m~(+G)%~DcicOldPJr zO}A|K59=rTw6|z@2CU!y+&G@vHvjdjk$!nDz2 zy`{6=d>)ahl=;tGt_6B~p*ZmAD90n{WLD!8jk&>*L2)G(aVom>_^hrQS-U9nM05>Y zlDZGwemDn|m;UJ8CzLmSZhn>~S*kxGTd$~gGO!Ashae?#u$bL5m;I zK(!+NJPW(`?aKdlQv=14x!kje8jUTcJ)RZX(AR_97P44W6Y66!C82!5rY*yt&ZX<= zU1bo+!a5=hKMqtBkn0J|{ad_y%#$O!IVs9<+AbY^G7wC~YD3Lva87vlxb=aai1aXt zB9^G#?kpmV(B`${D-nYKZX`z#^m%;pVkD^dwWGUN0*Po@0gEFSQS`K%27A@d?`Tu% z`Q9FpURKGG;emGWF6oX+^$oJ^Vb8;&1k<`vr$Y$ec2N=29nZ9<=80Xb(WxhQtI@PJ zkC}JEj}yZD{Tq58g`M)~bFoH|!dGGPobDod zhnSXqr4ZiRJZj%DEH>uB8;}XOr4S9)zI}%D_we1vFx%2vZ#BVZ^&Zi5PfBhDy-{Cm z8#+<$4G6}>t5Wnct!pLG>2gSAQH`!{ek<2knQ<0;;7AAT}YN{vxZq0;dNVv%+R z5r41T^p&aR%A^Mmr&Ov<_~wH9d`=3lRhI54e&C6x%2nXp@ueFcP3F*Pp27Xli`mPb2S1UZHC0SHz$nNki;0tt>z^CQlsw6ccJFekGAO=3(2(A0S4U+C5Ej}%CD7F@Apo&*Y*hV&U;@Ge?HYVlf<-ZXwLQh>z$C0 zrhHA$jYrXQvO<4^fT+P#Hm2tB#*K5{@QGYRDk9tS3$U49R13b}1e1=tpD5A5B<<#I zasdj(xkI@451wrcFSUV=4vWmD+QlYYBS#Zo6gG1?ETua2xgra_o8lDJcrz7|Oar>y z_w0FIjsyu#&-f&>Sf;#6`sKSmgtO15eU@z{#}Tc-nnXq6Et_7xe1`ZSc>n0Oa_FS~ zmuMbIH%Mt|`l?2S(uxPyy;B#FrW(jl#NBG9?%)DFwfurV<^FpdWt4V8kRFlZ`L9kC zV=@If?DrB(_nyx?rEDQiLLIACs(m~*1MMBc8RPD<-t3N??E*N<4WH{MfgR>UMH2Hb z9Z$H$4`s_6%{-Ddjnm6nWo(rz^!Cu9cPd7mw!HC~6ucBH*To7VtWgX0(B{cWd&x|x zJMV6P?u0e38!+d5a&m+fh^($~E&al6s*j5A+!FtJ0rG+_XXGs-1Y$UH`h5i=P5oQj z^?5iS#W-^7#00&|HNx5fWnZ|U_=;n*RGf0drp}`@W`lBtFvaN`!Dyqihx7U&4grZ= zzgr$CJG68X2HTYIcKp3sk&Af%aU5Ha^%_2;=oOqd*GcddfBlZqtNtd|kK5ihHS^@v zzIo+n4gB`Rl=0>j51nYPH)5ML}`X0(wv-B$cs!D?7*5fQyx7Dym(TRf% z&T+7`9L|hFV~y$OvycMhyhQ)9POXqjtZjCd`Ko7Up?x=&Cw7~6`Ocft+W3UWA9Sme zO7m@wdvoMO_V{j#OGk`B0_P<}Sw^+ULTiMJKE3#@rq%g5R_Gn*a8s|$lz#_TrqxYx zH#Pq)F?h6O#dgDHk+Cr98VoeOZd5;I=|K6D<-GRbbj&#$_O~4ImFxY9)~{x9cEg6H zGwW>F@S#;jsM!+?&6lp;n1;aFrb5B@S<^m#GYV<1hMgs<)UdZf5Ag2ly5`+pA-7c| zo7(h}yj><^Wcr@JcyI;x8_th3!uG=F{!$*!`z>=NI~Sajv|GZJhlk8SL9^%-ZfdtS?o@;bUAR8Z7WmJ&}JUVMR~GRBt)k; zA}!uN6ng@~3mcm^1o<4)#*x2_@fu_NX6qMU7r;J{u9hPZe0YM=7%5lnm1=r(d){4& z66f>0$UwYZt}vu`v1ufG-A}aTA2BuU#9VAIFi)rAs3`v z!*6{D$7JuFp;)n&^a+!9c0T5~P*J@6Ow{-!$_hC3_n-nB^g6m$Of;^@=cCWo&ty?~ zDj??}TfG`sP>-o>x_-nY-5I>^I(&k+%V~jztk2^~)nYUw>IM)P2vD8Nz9BCrsLIhz zZ5)f#abu`?r(tE-%qaZ@l7l&prpkWJLSCB-+->(fmEV=;6VFHeW z7)3sKI(>^C%GR|GWL)BZw9M@l1viazM0T-!W;-xB8ksnFa5H+tZYRTCI4(wes7{+o zY| zar}9z`SCU1Gd*4Hn#v_ddACBfzhK>8m_xVEB+mES{TW{Vb=^d&EY))c2oD9=f15Tf zP^2GV>W_awy>eB}yI``B%ejrLk$x>193mjPOYv6QK?KF~)xIxHUMl%q)J(P)f&@?D z?u;CT&c6DR$?8PI%G|mK{je)7%F|gH<#+0N?3FQJ0H-!S^}_H-E`jX7?uj+AiM8oD zbN=9YX)Jzx0ov3rSA47!`GVU9(ivp^AYrg& zT1hd7?zB9VTcf@$v#Q+up3pwR&ZU$L?JtVXXalxc3X+-Sn>&0uWw5#BgA7j(h_|i^ z6m}aKTZuLU1(0&hxWC!l=Vznt55x4wj==Wr^{RR&XtMLTE+$tdUz#6HdRPy)w1*qP(C*M3bBke2Zo@QjPXt9H_gGmxp^hfXk z5_$N&DsEi+%^MioMzZORWie;0YfSOqVS)~qeETf%25|UXqZX>7>S<^c6IB!QefwMd z@qNo_??`Ozk($zu(T-L{`vKj&#XtCTRd zsd2jd#eJk=t7FK)iJRD!lR%`Oq8hL96^!%xX*}~Vcz+R7Fwj|c#ZPAfk?f3Gu`GNW z`dFkW&}*o$jOWX0@Aa*$Lfgcws#P}sp@q=9=VgPIn@+zJ1_+mcI!7y zKlGx zMbCSy$B;8`U~38Y9+Y|>7s9TrS2CQ{#jnGcR|K>0<#{v#ef8!3%Ccs~mWb2Sa3F-x z8GhF>XB2b{I)-bZOA%mVY2aX}86V!hqKNkx*v*b%oJXAPX>6L7!==UuTy=)$aYDg< zz|l=Z20Bf7(Eq$GeO3w2d-W#=fvxzcWP*LIzOPs)fn$UEVH39qT>=+BQR>lpGU2PV zmzWPkkG&!$7-9MYoq}Za5!3p$XO-pYZU1@xOA>iegRxBe0%SwnPFcm<>(7DvRbHza zhHNbShauzRjlnD)1-Ef%nmd7Oa0zo1|GjdtvtEg%D*~6TJ{^JRE~m9)jwGbjP=pFB zlXl0s`LKCYDUho4*TpQhR*s2m462{pU)z>=qo<=w5sZE1xee1+7txq4Ueqb`3&zL{PxwRr4BDusIJ{kVmLLMfQ;IR?1 zPmj0*x(3=HLvajzFJ*j2M6 z)@En_M++%6JxlR9`A0?|#Vq5Yj3DqI9kjKt9g{c>_3r#0b&YxQ7nyK-do0^6-pz31 z!D;L>$CgzHGcR$ylxF^Hf8K^>Qnr0$VJKZd%0Yv!Y+LrQN9UvPmC)>9x8OyDU-e66 zA|GjX3DNvj)flzZoj!FXHK^gQk}rkDu84)kR?`vLJIcB8$KEwx;gmX_mX1On7tncE(G=P@vUN3^SY;^w7RoLdvL zuP4Jeuiqks)la`$^ZT5Ok<#_GKq~iVS(6x|^0uc-G$vwUtAS1%bDa$5pAtL1J)S;@ zO;!`rw*8szrCr1O@|(Xk4x&O`f=yB_I=Al_t5<+0WOH{j_Qcm)jnL+?8&CMM?)_0H z4JzqsqUO01eEq!rHm9`yw*U^zbnzn!^RICeUlLQ7$%|ZDeV1o)T-md^KfGdM`e^WD zyIBU|TezHpq*194ETEfzy^1#I5F!dOVE95B4LFP{}xDpO3bQfkf$aWe^wX$ z5qzCqHt?2leI`zRPkzZyW727N=T+U%D&Hz8q}=sHIQn-yuPkAt*|tA#bJF3&D?!8C zdSs<0_LK87WAVkAUjeH58)kPZ4lHZWRbHHT^mk1h_gb&l{2hr3b#)NDZKNvr!Zr2Y zB8rs0@CNIMlu>&$?7@#>*4}Ed%7niey&D8hNz>tHkX=bH^D2_ttcQKRMac(EV2ARL z3!T{t)l(~1dR_#Ew)uIAuGVu55?X)CH3~bCfZ+$pN8oE_X5Bdn(Tk>keu09=U+HH= zs?aU0mzoru#O088JAN|xX+{#M){@6n($x6uv9gpOQoUSGb+DXLfz0!E(Kj8Wa7n_; z%`)rgvD6`H`R@X)vq|p45>u5?NR{8>WX^5`{s(^Hzd3XNr= zgVfX)97P6RusfD9tbbA<2!41)MXloe$s?=CO!HZI}J;5tMswPFOu}~q}RE1YhW8{x)@epL^@zv=omC4@8o|$Jo_gZ7#ViAb{=&rvW=em0}2`*8$De(@u(k($7XkOo(%8Sc`7rJ0( z{}_N1V^!yh=p8NKyJlZ;cQAMzYDG4waL$&g=Wh3g<9DBW>BA*u6Z@3R!h0}Wp-?OIm4Ba|W?K+Q@+rBl7hAfp!4@_FCQ2_7%!?{_$sKIVM z9g;;x5|dm!ti*=F&JObmlP?r5DEDA~$QN5qsfO9h2uHS*GAa|+ub5co%W}28B3ttK zb%m*4!8tvFarjb3CJn1cN-JtVv$vZ*i?qf(vRHLFLbN#HuE=mj7u5Spe65X}y-!~T zrhi=IhVjObZOj*2kNMv>xY16xg5Ty6lS8Il#;~~4a+dJ=LVJ#dE6kt_*H_{v5y-+bm`1l4=^`7RoL!cA{cG_Ky<(QStrWc zFbv@1m+S&4$_FaW=^uHk>T_P)YBxq(=S&E5y5b9&uZWlRNQeLp0j~|EXS_bkymI{@ z5BBUkidk<8D6P`iN_J=2NTobuuBFyS^hlNHIs<$Z&vG^*~h!VPm3J z%0|OC4}PRK{be`?j9!KvdDzWu2b~{LrdenZJc{qc5k0RAX5SV`t?nAmZ(ughM%+_? za@Y=6X5s2JDDt4fcC^Kn+>&-|YLNd9z&?WUO(wqD-aug_z2O)yxwpWSmynyDC8W( z;=bVLOs5n0Mq@Ziic(`qao3*>E+&t@!Iq7XS0T-K31pBw*g^bkj#{4ecSGB(L?WT{ z3aj;^KE+nWb!AOHo%-Qk`L=j`dk51me!9%lI}z>=|B@P({hUYv#7Y5ub3SyjYo;+K z9B9pbU1`tyTgg<)^e-As_HR3B0`->p(G6e;Mw=^j8wsq) z^z+fZ%fvIs*sZw3)2#HUFR$I07DG#U9>z_$s}W?=TXEBl8*jg&?uu-1urtZON?%I5 zU=2lo_!vMS|AcHg{O=M_5iJ>b7%)6(XuK$DnWz%idA{*3XKG2XdwwkPT%EJh`x5Pw z)g^drtSV{|WY-JiF0osAEoO;}r<}(|3;RAC;0XA3erLB!ee%lAfRD?}$A+$;OnOe8 zMFcsr*Y3H zuI*M~U*ZF*uRWb4XnuaS3g5Pcb{N2n6IaxxAH7N+5%B)N$!(oO4yjbjj`L;-wjkoU zEc&xx3fuZ3M@?UJ{+q5H`MEIglc0nuUOMja$;X!S^YS%KqFT3>>rCBLR$Fv9yNCfS zJcwT&(p6Th?8h;MR>Jwx`n~Gv^1PflR+6j;u@vQG|=|jg=wt8RTxovL0=wUwXu(%rB%Ye#+RMA z2?s`BP3Y^!(w& zW@cVuOYV7D@Ijb$^V9&k8F>`Zz_NLUZ*@N~&%06Ob!>+CE^*XYjt|l7f zhqYjjGNej3orO(I9a0q4RtG-Rcp)TGrZAaZuWkNGJN!z#&U$P2)(O{b)@5&@O*^yG zw;-92AC~T$P<;$f9%uj;_@Zn^cB~ihXqQ&CW(@`}tpe{tL;mV0d`)HSH_i z#~WZ!+Tp>@zh{F|o5CaV&R+t8_l(ox4o>C4LQ_g7XP|Aa`JeQs3*f7#vTS1Dhkp-R zRasGv+|vG%{X5Rvx@p_k#0BTr(~frdw43fflq^IHwDP$0-3k%FR=?m(U3Z1F6!}0& zp){d;Z+acclH4R|Lm_$ig7mpd`ZYEa=110J<#(Fk)N*zO1qynD36KFpT>jA{8ar{?>=?I7&nhI+#**tsXgz|zn18tWE< zKPv1loU^Ujf2wz$ce5)ux`M4hc~UkJ$}GdZ#5dcl&@P4t6G`mna&Gbr~1 zOUzFr?Ipdf?n5mJ%hFtc(_Pp0;^G+O)=E7y4gcQjL57rC`RuYVb*BJ3T3p{~N+qV_ zjOkX>D@_vhNX9rDg3Z^VEl%D%FX$8H+V3mER#@1oms@N`5(YZS(Dr0Lf!uD#rXK;m z_Nk;@n4KwiU`3hXRLUyY$(?5oQk3{+qyvTHrlNqkV@YBXiDK_4qc|J7ak?7_n1ft9 z{D%`C%75H$dV#q--KPmXFRap>dI6Oz!{>wCiDJh&ar+MkKzVuE_XU{`X~UMq2myqj zmUqG5mt!|gd|XW!5TYn<6()iGb=z6XneDW8J0}Xaqcl#iS0VYw3G?3XttHEu#FK0(mfls4v%uBj^x_s{ZUhoJSHpXL-GnH72oZZG;v+ zb2|yq3PW-DwCID3{dN|hCb(0A75pV?9-%xZaf>TPY_#dtRZ9PsUm8e>pZ4hs5taM^ zE_!dopT`yP>FoO5LQ0)j#ftGnD~o5s0%M>9OfZgG(n#mBa-Et`US07-VnMY3H(+_| z*Vqp!xKidCq*JjDmbi^#zf8oc@l5zMzEOLtm`^!)Xz_-5H!p&G`?wt<-JIDc;}7ly zO0*ZOys0zndZ6z2@?VaY8wLn?_yVO zd6vWCx|JspXnkg?z)iNAzi)6iAzHmJJjpOz1fNhW*6A0+|pC; z(VUjkH7Tqs8`Np85r=n^rAkt*d-E+giJBLB#^d+^7=!S9NQWLKS89&Jdm@fLO!Ir_ zs~zi^YvAm1!{o81=%&hFpxRdY8d!m=eeJE{$L1FVVZ2QeSJD(9-^P`BhV{c08lWcs z`PCc6F!o2x&r_LWwyX3E4qi367cFD0(~~XJSvz2NLqC>@@?ZK}YP}VYfJpefil z_Xb;H{eZg~T!*_FJsWS!q|6f94GKze{34|Whjl}^^T+fh{2$(xa)=loM`vSIT^CUZ zo(+dNiI?PD;d(b)exi;xbp+0)zvPRXyh{MaAHO%^}lMPEy{K*bQydPmbydXP_({Q`iaB z-Ix2M^+`Vd=}JcqDjWuDrUZdkr9=uqU)>e8(9^#>Pe&(`_U(owt%t_&_eZSq?AXl3 z?|XMA7DitG^dO4qrNI&n%yr%*-cbd%2}LF^)DO(d_BqK@gl%0R|5jjaZtG(`0~YN* z6^r=l-KoGhLkRUi(RHH zG@SKZlm(_LR%cQKGbI6%(szL(H>8@pGuHQ|UZs$Sj|q216vU2igr zg75S%KLI%ha{CA4Uw?@6p8xVB#tPAlPCKREz@qzrEJp&j9CIkBFoxGWTv#rN5PEjFsf3r%&o8_?j z-CU?ZtT5J~br7;mujdlp#yEE&34_dwoUHG){!6{w=$@I`J2PYu0}G1JOQvD`kfRS2 z7|}BC<%bik$tMDkpSbFyXPj5x-EtJfDLgBP=;x&=Vh5L27W0!%DUwdh=pbpNMOL@k zdvvrYt4o0tfBu#MCPa@UFHY00!$LtBH-&=70l!+U6|!G zC(@`+J?(5M{}i8|b!$|_^MZf;ju(3ez9? z42fLgUanxG#1$A!5`$T!NE4!4UM~hd$Ap#wUnZ{KeygpY{!ypF7{YRo9;`QHZ=#^6 zu-7pR$?#yH_nU!@Lv`M&C%3K0950-_5sYRC!zznE9e5RT*55uYYswt^&i(JGzw6xv z?LiYt0%BuVymB9{Oa;{Yl@E91l+y54dqnMjZ+AA-1F4sQqP=>Nf(EI1ObKRoVs3K= z?_HkeN8qzI+0%A5nB*f%?)dLpTV;!vl+6ok4K_6)ERKal->6;7r8wK}JHlGo5h>5mNsQ*0~q%ko?P{BOlA}(RK(SoGAR#;hboM=FSA7(Il3}ZYvH&&oFJeW>NRMY$$;eCS{<0; z3`cFS)tP%lV^ZSfzV7zSe>lobpz7+oei}kJ61z-nN!po`?wh{gv$3phPW^m_!=Q6i z2e$Xst)W!P&wioplMWxEfTwr&SKWTIt@8HOidJcpv!E0nfYXNpt2Q7p?R;pW0*9ix zMF2bZXbU`RK_rHT>}DE5h{-fW2Q8ZHYbXt_c==h~K$Ip>^<~7N7X`PLg_ug$J`~Y- zEB%g1?Ylj7^&BXTG|p8ErDNW$FXAnogK_i}EgfB>vm z^THA})}vl%`sFV(zHdDd(FA;(ZFr<0{E|GS(%o~-XM@dMv?F|(rvcp%!r}2OD46xp z2QHMrBZiC05BG(wb{nQaNFKWz8CqSy^V)e~#^9v>p+|f3_3ckEjwfC8Z$0jXEzJwQ zwYxtX>27j;_T+w=wrqyqpN!CCX}u|yIZCy7;~jEH(ki5P*=0L;Z*z1&c&f7s;W}{P>hqvIA-h^yDO7i)|lP;;F^*rL(nE{^dF@q9+!yUvSSy>~myY zrZ?RjGpctTGi?vUpQ=irBn!B67nqKhQ{)VL9H7^#J423g{&JGAqAC6%V^(sX&1ZSI zZ$!3hHXU|FKPc{mjV{aGmg22{sT4q69f|(2%i(I7Wb&-Nr5SlM+!ygXZuTW4zz(2| zX)3av@y)K~`Q+y;&+2nsb|oN)6^*RR~Q907Jlz>{7j@5_mF}NKuQw5l||E-$mX*-7Y%bYY%e}e81ZT7HuN)n z;@vEVekt$X;P>sZR3n3c_uU+b^{ODG`?L=x0j}DHLA}`AKwT1%C_rB<{d#Iz(W1fV ze88W07*l=PN0=6f4CjC3)fE62<6p;ipnc{VU$_qHI888RR=MRivAtP)WSRaKb$^)DJZSx zFf()Z&Yc}+&t>2YyAv=XKi%*b$QuN!y#uUSp@tE8MJA9G=MM7*f2krdWyo)$=?gko zcKO7X@Kk%u`4MxU;4)XTf9_z@{_xyG-6BTL&iKU|Vc(3QI1W=g5KSIO|FxQsU^r9$ zhkxlw-~$##lWY3$vvaFjVdFqa3(3X$OoiF2=@J>*3bLvD5^^Nl@87exr!VmtlNMbf zpmLgUB_*ai+zf`V+0nggwZ?R*DfGFCbR6N6&#egBBW})2jCh)D1IBktBFAs&)iC`) ze#$v+f_u4*K66a)WuawN?E91%wVrLF>C^2zw1&Tfp&)_YZI0cOTa5=DA3FI@j~we} zQ0KnAecDMg?6=WflGsOczV;Vm%J5eGX1~9}h{wEDFGJ~)JbM~Jm)tSM6)BoH_?YTO zXj^|%jl^r;ZoHLcePKyltf4Ut7kx&TGIF1-q%!B|a1quFF_qcao%y1S&v1N(Xm${f zYqKJ0ce?4r-S~4^ndsg@r9#{N)`fY;q;C}vRYS;0ZTH>sr%~0pB&5!#aX1$ySkTlA zrQ`spO!H-nJmr#@{AZPNaHE@Zr``O|7;mRP#BtU$g#te4UzYdEw*7s*M^mtcHE-6% zJpk$qdQE-HtlX^oBt&wsW^gy)+Ci-!o1$ zJpaRS_$Ntqb9EUxowIFY0BE9WU+MqZE|2z#AoZBMU)s4w?oAaO?*bhKARXqs(x}ah zn9RbYA#LX15lu{_7+Gq|dv<;NN)wwLCiJ&ZK;nWHk>{o^ak+QeXj&@g^aQEDsz{x% zE~`umaA(o>IA{Hnk;A?nCt|O{aK7%ZWfYAU-$GT^_aisEp11tv*HRFuZ(Q)k8c{08 zlAeY6J7lJ}__*N6a_xnK7V~R!aiQ{smhsvx(vsPw<%Jcirwufxb`m}WI`Y`?+Smfq z)_*vvlau@<)`?1At+w&9WSjK21z&}lR=BBMcUWc77BN(|*#hkAYXW0jMznsz`LZ-= z=f{s*U$0rANm92-ae9W{;EeHOH437Njy3)CpQ$?|zvFfI`ri@cw6XQpno=5Dx6v%P zfRi_FW-`1l4G%(x$Qi*|NlAJw^Kg6Hk5!j~zd9T~nM`vynkPQ3g>k>X?igkLUuHm; z9Ot{N`7e%n!B0t3t-9cd_AhETDdQgpt;R1ZHdc3n4#nilO$==f4M;*Wn9Z^zkjz!* zq&r$&YYW?1Z$%j*pv=dE-9VN50>?Y6azNcrn+l2zU_ncgiQ>A7sTM@TOnh`~BL`JcgSA^G_szzY7zs)|j&`s~hidn2%KVaABz;5f?mV?Zf6{A=c!y9^2Fw^deX?r)E8elZ^pI8W!p(CC|M*?z?&*^!Nbr6q~k|sVn_AYqQKvJx4?X%UM&Ya%4EH3YReln-|H924+hrqR!v*fiT z)M6-)DUD9xJBJ6Th6Cd?&)hXw?lZMcad#kQQp;Q^e@$furAlbt2hZqvhyD))x0l>c z+hv)?q+hN5KN(d2H{kmSM!k2qJTcoD`vS*6E>~_@{Vk$@@taO_UIUq$|4*$HG^S+xp!KN_Lb|ID~bI z06X4--8!cWwJ~c^@h+oMWAt2LW3>Z z>5aFN`*iz)8!vyWJZt{N`9sR*Y1O=EX~QqyI7g4+W5X{rO57w|lMfduk23^=B&Zf_ znkn@vpj_^=c(-BiGJ{iZXTgkTQ#sRhtJK8dCUnz|9xrnp{KTvs%`*>Ic=`*z2(w_V zoZCg~x0$hWLa><#0eRDwu{I4b%=A0Ymt}pTu+RClLlD&|c4F3TW0m$Q{J(MVdEcU= z=d1T}Gk%RdivFd^Ict%f3Av^$I8R+A)bN=a9h7#uOoZCKow&^Z=?Az5@woaEk&~X` z<$4cURF_-4wEX#_Rrq9}dMCQ52iHP#qi z7E&$ns`FxZNfR2_xMTBOxD1+cpEee~m0LG*01t3_V&jxM8ukpjAs@EnNZDBU=K1+) z8HO`Xx1fmvjqAFvFDUVyc62L&_?AGcCbc1I!h|)Kz%ICI&UDGTWXud5<-(Wk-QB z`}vD6@RIXV-Y%kW>qLUqC~5|p24T`8s?^LP`L&hmbxGj`N;q=9QF$fAH`?x9&pYcC z-1m}72bZIE=~)s3GD}gy$ZQWn9+q!@0&ZdZzS@S$vTaj8(uUrALwq(03{^jX*dA~` zQ0==8zcF;F6MwdIQPI*(U$cdbse9?q42aC1cFZLv{pUeBUog9g9;dr6VXacTnlpi^ znj8Xz(D2A|=uvCq_ef4?P+7<~a$z{`3&aFaa^0{6_!q#a$+;A_^tMxwdLM(n;#7trFb6*BTvJ} z$M~WTOn_CaJgq-GHM<8&l=A8l&P=1$9^k0#&|w$l;*Y0WJ5p6k%O?VIb{A4S8iNmd=5VeK9p7Zv(#~g#sLuVF{G~B!Hilu<@ z8?G=qq!el^%XcQ558ybb`rU_`VQ@gL!}|h1qiKC#AerI2w+Ng5=uR|o2vthqKTkMg z_3ED&O+)S`{s-p0?H^}aX$$pjbaeo~rL68(g*6-E+GKtCi;iAftsU7Ciyrw}*iv@5 zcBB;V1uT$HFc~>}HFtB9kZ_S%XAI0~sdTh?LFBc{xJIWL&vPpYd zg#*=*To+vbKvwutA6WF7o@NH=iaiQEFvy|(r{dV3S=>J6VxP+?XjU(@-$d(sLArOt z6$}k{XUhXG`Y@P4TK9O-x&79Dj5bafVb65iHUleH~fr0 zBJ8@jD{U*x^>E-dTG|v8d;8#TeQ7l0mOa31M+&rDWB9YcR-0q*M!Om(u!Ef-^#W+e zF94)Qs`0YhwK5~`8Y!fH0hn_X%D8;Wy&rFNM0HKhhsah=)+eWixUE77Zm2mZi5G0 z`1Q6^#u3u~;7n3>HsIM8daAl|c3yGYD}ha2JqofTNA=tD_h%@x{Td4WdcROFa!gRv zV7m&G;<53ZnUE`^dVKge#)?_^&dsPaFRNBuVXXwAqmXO&SN89oWq|aWLcd8$*FhpQ zL{Q_piMz&qY$Pda0`x}3qjZci{@O1BzN7absdsc25@Yc#Fmoja=^*5HnGot@A_$g= zoV@6-lzQ`qdVE^ZegQBQ+%Z}?uE{h$(lZD!F!M62r zcN16ksee#IgtW&@QVwrGVav;Mt5MTw~ysx#c?_RZiRUio!i+G9n}l;kw{n}2FWNCRc8On+V)LeLAIi`_kv%u&a|(Thf#AeO z$zH{WzfGAdk=4t)@tL8o^2B~Kh@Fa$m{YlJHw$Jf2;DOMz$kZ`%e9>q%=&x$-)sDeM0Wt;+U*KtO^`rIrN_#_n|A~sFMYI7O9ma#;Ae|oDewCO89+ZUSvWPMy#mTozd-A4; zJu+EBE$B8$kc1)DKZx~piiVR$uY&R64nF+Nor$T`)$)L|sB-|}olsL#Q}Boz&6jih z0#{^dLGIr7e~94ieeGJ5@s#F|pKtN$ImP`&rfiC&-tYk)T?Y!|5@p+s1BLC(pQhBd z`-#YY;vsujWo9mLHQ{KhN*{tPYZ?BwAPR4Ayx4IAWSz6B0}N9-svOR<-`&Rv{mof@ zMe(O!QXOo7RXC&Qp8(}Ipc+1eqnJGW7*Mos6UKL)?EpVzbBVM=Slkag5gR&D_Hah} zk!59WJ$p&x%6sjH%nRvL&4SX7iM|fW)uE}e>TDOl7?*mR9NpboeSXgnuyp~4x-#KK zgMDv6m+5HcORvDSFg3A*#OFeL{gQ}wtHx#>N4vw%b(TWQ3K;ePx@?xlZe8YD$dxGZ zOo^!@@9oc`NbNDaytYgVIRC`Q+%1ofUT^0^o(CW3U%h$;7CX~*_>j2wh1Qls=355- zko&<*&7>VQTZ*zJx3b+Q`PYKO6&AI)#7r?zq``bV?x&PF8IzOn3(GP+b2aIbrfvU=FZ#!LTp<(+}< z?F>j4H63VkIAk*oj9A0|aA+?DeHxz(`11C)r??PnO>=N*01Yn(6(TCg7J(ao4)pgA zyvjxCzK8{+6jU}D&FIJ_1nMBEujrLVVt?o>%xl*yPMsA_Ha*8jnjHB&nVGUy=>Ggo3~6YzF17j~bGeGq+(Dv%1(Gur|F~vhtX$xW9EX-FFSurNvDR-IsZW?gE#7 zRg-n<2y&3(M*qbNF9|U`qCo=N2PFA(FRH0_?oDP-y<&eYLzDP7^EmgW7Jmt+G`)? z7ImtG28mRX64f`GHjA?u!_`<_SiMN{rNFke{j)Qg{<1iVb4EH?Z3VjtOaS|>^}-2q zlE(-R<{_cEJo>GdCeGKX0`oQg@}P${9S5gdjZ5ic;N=g~gXO}M#Y`vZtxs|pv2CkX z7Vg(Vpn#N;+^>w&4z4cs``j1TGbJ*%9y}Ahlo{MjRS*6p^U4jE_1Rm&NgiZ}*rs}2 zVIqQkhB&3ddKaV#sfmDhjuC*6Q6Ph(vdH_aj?FM{^M_W=8>EBj=rq>D$fXmo1z0r+ zlqJ!T4gLQP3?Tu2TL6msDlFm>!z=MRh}u76e!|!Bqw9V+F(7`BmscC+f77wYaXUpX zf>!u%{Wrq7F@oCPJyU9vcP6*^?=Uu|Z&eG{p;(ND%~;X%82ZjUFcfP*K{h0rEvfo2 z*LCpbv?;(9J@_3T9xeQb^L_Cf=PBn{{OKWVIA-<9nEmuiY}2Tj{1@5GkQQ>o9OsNd zk->%_PqZFIY;;u-z0L)9cnLshx3yK|5gr%ObPhPGqXKlUn~BYkZ9ar!5!gN=|IAT= z9ktH|#kTIx6t}J7yMXM2J!>Tmr;MFUlWd{dypr)wvG;!t9<&a;Tu3TfES65;5Qm)q za0=|b1A(Oec>_f~KE66MBdjIgt9Q03sJRn@uaSghJk-?|^%3&S()g4#E|?jG#;6A? z>u)YTK5}Z$mPK?P1_b>&T7?&N*)?v#S`%X8sP(h8>NLaIlaRjk>=idAB`fBkF~E)@ z>SkyS83Z(ws4VA?t8J2OO6_m#8oP==OPXn&`RJg8W#R4Bx~{@2ulp?RG74I$AW5{X z1o^I>7h=;ggmz_ZKsf7yKngP9q9MA&8mrBCS9b2%R+u&3GGF@F@6MLLa^xf-ge)@` z(VSPZPq))~Gxy!x*1^hCgQTuPhc!uFa!W&g?zRA~Pjt-_7>Djlq&JSU zuv4u3RPNK``Y?22=GA)o5miGMh=4h~5d1YmwDq&u`)LTuw14AqpS9c`)7DxvoPu{D{qzNiTtj#j4zG74Ep%a{Lr7SJ4zkwd_rNqM!G{BW_ zzKGE0le(IX1=_0083Izp7y%W$qYAnit=4z%b>9CH=Y`LdntJ=1z9t20m^oI#>-64l z7LU3N>=gJCLC|3il3!2jsFjt660o$3gckee8}8BLrLw=Mt6s?$nB&>5QW-PSeWjts z?tqC-%IhY|0|+dw4hmRyY356z;?>z7!H~aWM7cf!X(_bB17T%`^oG`k>>@@lu*RoiDsF9S= z3f-yrf@35tN94Py;PcpkII7Dbr{wCd7+Le+@n3#a|2w^=v!fxoDr))oK%+hNllw)O z0v5u8i-sHb`9)P8y>Jan6JZF@Jgu?G^m{Z9ZVI>GCMV$AvI@QpSH@wxzbP5If0 zg@|)i1dm)o?`;K7ixh23kekuKZ9`c3vVqEqGDA4pE0PH{5>mDBuciGB#XSGUAOoea z7~MUgOZ&6>DP|s{-RC%eckNc6Q}{z-yG|JV(s<%T9|pK;yW%^QOm129l1mSwCdm4$6Dv z`YcEeqqiZJ@`X1rA;%Bt;(%7}p^ELQLKaQ)+eK=zBL??J-{N?%%_-1_nrXBqHyJsd z@x>7exv?y4daFz?=Ye=Ye=|$!t6LgIS_MnS&MGE5O_*ETCt)dmyajE|iCV&9pBTAt zQf>#X}R(Mv)AZ~$M9`nS5?a)a?t$oK&C_o-HQ$W}@U047$`Mn-B zI!lr)#Hg4!Yjk!nJCoEaTe(bg@SO4fua^$X?43)s3jN{Zr|BGM8s~mNZZS@o*MXDg z6~|oQ=O|>?jele)*UKM!s~n9CDf4QVj1C8gc0aUfmnq2|2iiy{;C*$+ByRLJ4`1ntMKr#G$`54+ z$_*z7fw~gzy z^}!DpqXn%-l5M=HMf46^Eb_+HK?`heQX72Oqp3?8BKsM!B;R`gt$&BX!hXEn(rmX- zx}laE)~XknTUdk1i86 zbVgZq`a#KiX6DZ|L55*`*XAFX~Tsrl>cc(Hps({uK25N6gWJA zSWT7tj_q1EQm3W#_=a9q{;6s*3B%c;NRM*nTFSzG#Zm{iM0Qa3qbv+uMvPQj7X8idJnP6?#L_=@xxLetK&XNt?8Ygb@{2HB$eR_DVc@=hL&Ni8=CJFQ{FQSE*&E%mn} zgK+#_*ODELk#6Yt3bbwbl|ePOmhWK1S)+4$aN5XGpL@GLZ_CIE^xFxp-Wz%+F-|%m zJ<*1;Q+_T-r#mkX;igo>UpwBhv;UZjq-`A-x^Hq)O7m04_*`X!N-KY56A_E=(>}g6 zMdc=*+zOk8S)TsLZf2m9TNIF5o$eR&C_T{C%qOQ)Q={5C^-}n)%7sdRawh})uc$zO{Z8u{JBa&D^ zS3_W~K2r>9+3PXj)nz49B1@`#lC{RLD!#fA#+EyFMbqdfb9R1eSZYze(aIkDp1s|t z$7*3}T3llPtXtqe9BbuV5>)|`7Xg|`F)HA5FEP-8h2&xX9DRY)?mXbK?xNg_Eb0R& zJ`r#6)Xg}t#PY=6*-wxwRPP)Vg7lJLKrPs~D6{SDF`?ZkxkH8EGGlJ)cM7Psqlbz; zhTa%~ztu#HPvtudj3r?rj^Wj91_KhkKTUqk`F`Ab&8am^k(Aqi(zro@U4zZqin49;Uv0}6dW04dx43LP6e~oh=;NL zoN?ke!FzZetPgddyJn#Ie!qX7XW^q=(oprZCHmVt`dH<%rEjwe*ey%xM2+EC@QCn9 zXjaQ_OR%|4!tmb-wH2R9;A&7SHmjOURAbrXzFvZSpmPr?nPR&DAU%CJ#iefC(_XD< z0Bc$BT(iLknSv(AdEE(t7W6#`Idsv+C^FgUyHk}wHI z{Hq;`aKBwIRc5<@`;LcqU8S9gwW}@&8@k5JJ z8pDb%lky>n*1hQq=QOvT(4IAMh8|>qc2lA?({2A^!@5h{bm&?e8Dh$4uJ*wJ=JlcD zJ@^T&c&vWZ4YxIV*66y%f5&Rn{Bl>kLu5TeNjDB&L^kEX(2DUwopm=8N949Pzs~PN z@{r(GzPosN$d-(`*vR(l4d7_1p46XIj3{@hJ{Ij#&v`_5UkV8>6nuGUcinmvK4L?i zs6_{Y?3v_Y(F%ia?QFm0t(|0lzqQA)oc8&_8wg{O&ff*h1HXZE^CE)t1cw6P{Wqhb z#Rj&z1gOQ9GOOgDOD9K|8S$Z$r12{pcm4~>-pa^?y?F05^~q<34rcR9f4T^Xy7&F@ z(ex%MXCIH5Q{^_Z;i>yRmGzyvWjdUiI`Z54^>|@)wj`TNgU*Hc2JX?Pnw|-Ow0mP; zS^$-Lt^Aj!Zy?{CnGNgfa9XsYU63w6=_DvW6tDU9)^t)^C^$M8>zDJLz>&#O+*6MT z`J(l2kyU^-&d_-OV=D(iOSH!kAWBEqYitdWvq|&_TQg1DY`>7G?H;gK6v#&s2A)pq zf9#WGT%Z;%EYG|}obs#1HZ{k+`E}3IFXfmVC^W)uZ1XQ>fu85&$$Z(sRjFMVjI}(` zvQ#BkVClC~OQ>uNKU=#^=yh?^?4Jt7&AX-%DX|v0Pl-EDl*L$2x=6<9$5IL(TW1rI zNo%WlmJbOZ9!}bAmMyhy8i)v$pO}SNw?(TtSnJE2o|kB$)iOghVKF3*yD>A_XfIlKV4S&7M9ywfUM9=kX*kW z37U3vD5h?5?W}^kDZaT7|4G>^(Wt27sW}rq;@&9d&X^w+yY;>~@e_*+b=|BN8BFuj zhT1IV}v*?L$h8B@1B5mt3S#TREX-mvSlm;n)dBSjm z_lT|5WGS3Q%iShyeNp#zLGg*bS>2jzVu1HUN|8i;)9b?XEB9lN6a*z*1)kLydgw^{ z4@c!v`%(pHg;h71sX=DSs&4<`yv2n-ygV#B9K55(cD4h`_Qw`ap`YE4=KhDUn=Sv( zTMoolzZI|gExZ|n7H=;QQA@1N(mWevhYLgjXnZ@)5f+eUO) zL?p&ZoOxcr3*0)Knh|wm2(IDC;;${Hwy{OU8)BE@rI0y>9N6}Nflh+O;_2&SA^Nlf zQ<)*I&|?>v%}_eMTEHlB2I-m9inz~e^>Z+ngz*$fj-6I&VAN3Z#c{@VS*oFvnIogHw8^I^1;lvhq&=A!d+P1{nH7kzz}_!I2FPV~sCh zbM$pzqpWl5KvZ(*O8YU_pRRo$+`Jm~zdzU^jx>Gz_FI}pTSJ3;-3R%z7D3$qaAN&w z*Fn^JJ!>`w`cMSVGpps#Li}e~he&1gO!NPa16HVQp0n=?J4s8F7auFBWM(PRdF#j~ zchS_&6k}1hSB19f{fAfO8ee%+Lg{u8Y@}>EW+@sA;l1GBZx=!>RfhLSW+7@4uZ7@} z56x%S+fmzIADtiV%lZRtnZS?Ti^wb(iZ{^=+DEJ>w*tU#QG>oe6Xke?W`7l*Xd2qM z?0X4AeC0ZPT3%E}f4|x&$@Zu5&8lwg8RBmIK6J>2CGRaj3#1Q^tpP>U-i5(qie8P3 ztGwI~@9+0dGb_W$y}TUm6D!5zmJo_T((e0T_%n;G1wB3U&2VD%4TVoII(iwephWtI zcHvniBcpJv{zCD;pzmh6I`cy1{QhNkn{7qPCpPx)A1-}^P5A=G>Fc&u`i{H+zso%* zXRD~=&9^qD!Dc4Bu1U$x)%}O$kF=$VkKB<0$MDqdohiEO3K2?6DzeQbY8{wXaiSmn zS0M9!9sd%+e>moQi9R--YqV8EZvzjGOsz0}tALOPVvMX9pj6)NzRK&B9r$y_I=on1 zobBw%H^uYk_M6e$Y44FvjC9jeK&AV?t?KK>*qGl&H(Z|AAKqQ zRZ=Yw^yZ?-o50%i&3Po3m{hT?&gJf$H}p0A^FSoyYa|lULL3UItqf}?w`tBvBa5F8 zQXDC-iTO;ilXsJGl7F935B;sg>e4d1dB=r<5gNj%96D}fhu@A-#LLGXq?+J6ZbKjD zFGZLGJ(OvAzc#eU$6*m4Q?>* zpet!Hlj|*&bePf&y|%O?6`tZm)kk}$F$6?x)e;jkfFdUhKCL{FPU;TsJUH_S{N3V9 zvJu`R6C;r9F7#mq)@vHK^6UO7mzkqib!i z&0uOT#W!+JoVcL%E!tcG&FFa}K4EjT)Z?(hI=9hrE7zWRp8@3hg8|88tdDMyu@#;U za$hGzet)(>IUrOyI`-18qTzEcTXy*(T_gWF_|VjA9cm797RcDWR6B|JL!C^ekl@kd{8w*9t%mCH*L|GTKb9t&9WkOnnaq;|J% z_+*KLodDQ+9$p*mFTX-}AG`_wo&>jZ|3jPZ$sOD3$?nf~z@e-aEmz%`WA!zPK0Q4S zXNMH6AI3~7^Y(aX)6b;`VY`c|+2D$~^FomuRyQJQ$TC|7;)JET7+jX%^`e&*qTMEp zp!u{u9>wxy6_NznzPFFmVu-FK`%Kj_Ee0s~5zF6!??!ze3x?$4dY``gBw9_KyA*?r zdKl}dsRys0P}siJA1Ybk%HB$SP0SMZ>SEwOoDXd=5&~&8-jVRcfN*{VZP!azugE2% z0QgM8oD|k)Dl44eDII&NP$cQcmeaUr*iL>Q_gC*xM|`BN=xe~sU^wcYZQA`-6!55A zpoF%sXQ2BZb(sHkMbM1(5eMAJs^logt{0l~!z97ims;kzik*2RimNk|_{pNrx*}sr zqi6(7m@emHk(%UlL}z#L2I8;s(R@yK2j^n&ELyV%MB5wsdOFKP%?%9o(cT{|Ym;{? zBr{-0Kr@BJW6pZWSxEZYC%EHbc$2qjw{tsCPo*F$d;;#-8Rlrd>tnOPyyjc3_{}UF zDGInSshcvAgUfyGU5nyhRVple8<2OPE-c)qc==CGV7!UR+*M%*?lcZ1dfc z)wbODVpcWZY0wARYdX)Mj{v$Rtl&0=-ueHLA+Y?A z%4D>Y6JWnH?q0$BKym<-L#Hg)JsmWD@11Y>{6R1IQP<+1dhda&O6~D-2GnI-hs`g; z!A{wF_J78$#BF1~7cOsmq_ebzZUA)WsKYbyYlwp$Hk-#6i8fBEU~;a0`QzKv z**(#3ZM@xtuC+@Fu@V@EtJ9|{8NbrObg^t-H`2Mzm*T;z-PR?28O3Xfy<8qHOErCb z0C}pPmC)BotBO*I4THz`n*80_BEifD9!|U-ba@gQIap@7eM_+fVR}n;)XMSz>lsEb zTeiSYrX*i(bI&Ds&;$LwEvP(*5P1l!Mbas)&_xtxuhvORZ2~iKqKubgtDoUJjpE2N zm?%2oXa(}wzDAV?>Z_6`{j`(0+mhq!@#4wqkT{>bbmJ~ZLaUjK)GW?BFp$T2_m6Bu znXm|MUpbrF`aF%dF{4Ie?U666FNfePzbc!(rjF;;ssED~$(>d$Jr8Avf9 z>dlZtrsY=&(klv3R(++UiB&snoI9L4gp!KLau3H_GPzJ`X0JccGU8Phl9nEY+}>>7Ts6Sd~i#CJRx% z$y8sNOkblaAA`S3q>K-bIp?SL74ZCF1y?B7fCivo8WVw*&aPhD+F1@M!R=#B_YSI) zShO6XohrB&a&1AduxR=GeZ?*m5C`jHxB&YMdYtbbjn? zv+J(cfa5-7w6epMwP;@C?9LeZ&!+scmh!eN_5kNi1X|a-kI28_Dt(c&01u3-@& zGyu*#P!fH>Ue2BvSN};CZ!l0D-K|siPs~QU_00aRhW0@}%V)g(P~R7f6qqy~Ydp^b z#h=OE+n4&%%|#ScWz{@4Xk9Hj48^)j7NjD1?uedh|4sw?3v~451P6xszdw%>SmlXE78|5Op05E6gQ2 z39OT;=Sfm*Zl@U(|4EsZY+8363}IY36gBOBFT1)^a9;nSYzA$1!*G^8yU<9GU$;MF zUsN}D}4W2HIknV)3VFDnJ4@L#=dvWWV zcY@`GBn0Yod?aG{Fxq1SzGiCWtkTVfw#fGQpDw~d;h&uK3=E&feuqpIg7w`19Z!!` zFAFpU&FdH21EyQ0DHx?j7hWM~td{tw#cz!j3o*{Tp+gHiEmOV@8|7CJ2n0`jY-$-d z3bD63GSA+D9zgz+s5G_aTpd!*Wni;yET9M%+x5jGkH_FNvm}RlpfPv$m5wk>%=p*Z zv!jKmixS(Zf|^D_&Fkm!DQc?8-u1%HSn3^#w)$9YmMUxQcB@^B_5{!Cx|Y}dXWq=& zVC7Biqx7Xg2=oMPl4cf%X!LkxVHf}3wFswFykTDTd*KzzJ0)Qd4bcv%?DMrc6hPM^ zTB28y-o{zr3uF3v0OBE~F5p8CGAG4_w=714!rR^gN;YSr@fWH#F@+^zPoR0Hg5T=u zI0q)aql)`u3sqZfR?Vvxx}gB5J>sMJmXn1bX~;I1%A7b47=5z&bBLuAkZ7=`nXxF1 z&b`5~Of@f++4#4)yoaiV4y&YYy8a9dw@K7AmQY;RmeHc|Y;Si)G<@?4}R6haQ=3!^Q5ao8^tY*yj$Z)^B*1v#L>csf90K*Oe9~%yBL)|{i`Bh` zaJqBvke~ay9$B8UYPmS7Y`dIRVQ-K61=Rue*Xn+WCuY8B3VwD&izWTvd+A;6YM0eDIA9(JlKprn;W-&om=cJ)EW2v(}1?ngWAW_Y`P#z11sL#v>0zSVXx+%)K+|si;AT<(R%(F=yhf!BB z(r{)QT?=ZqTwSZPLb)QAFkWTOE`dcE49uCb1qNuD((_`=1}1ofSFrPjLA-9NteC8K zlbs!jR*3V_<(IV?_;gSc@zKh=<@D;)1bc!n!N($}Pv@hc|KZtNfxU&41>Y&Kxa;|C z1?XoS&+J9DoHWrhiJ-lrzPBhK<{bZ-7B7I_hERPjrDmS;T80t!FYGp3>z@ zB{2LCFMxw8)#@ed1YE%qIl|!t4ZH`(Hznv~AiXhY@^d`>ImRZ#II`|hw$ZGb|7cxP zW*b;Ypxeq)2dr7%QoJ^sg?SY~SE42!8#l&&;N{mgzFB9iBFSiNEL)VHDoyFhWAYor z&n3$khzJU!@W$w_zjiT@#f{%jb}?RgLS^Ln>LxRJ>h6 zm_N+f|5{i5%0saZ&&Or{?r$ApM?Cshp2R_^vRRo_T|HPZy+`3fZrRvJP+dOd;AB+$ zKg`43#zO_jkFl$30{?9y*8ErT_^ze>?>jxGCd>Qdl_BLf?GWyPj^mFiTadW~M9axg z|B;@;KOWa#PgiZoeBC-tsju%|CFN$?F zrF9P+RlaRHyJQ>7B`Uq)3h0yhf{YLu#PrKg@Q8qOH%k5)Jb5b!NK7F-+y~NuWf$J2 z;Qq!``PQ5rXjV%wSVAiU75H0t^<-GTsubo&D$Q_fV^=Mnw_{kunI3}cY(Br{G zi0hw^-QDj4Df@gG#%#WS1FIevj5R=*-=-`^Rk(P|ONCBpJh^Qx4LVdzD?2e9n00+> z$RJ-=tW8FBEkX9o+=8!CW;GPRKzWbyAiTLQW2U+gd8CI}uFWGJykFP!$_P%OQvqBA zRZG~3@7EK+afov&(7s#ZceLmJcBD&~i#81L*U(DPow-^~G;!NZ=|{2jlyK@MMV2wn zX{27D$nN%C$wS()9s#5uBtC5MFW&s;WkpStXBTN5uQyMHq?4(6IIcZr`Dch z4?K5nPWM^2A?)GbC+HOX`UEPUBoKFFIwp^*AFi@~WqIadoPa73#vP|*pmtl5OLN1hsU5+43(i5CoMi(w zy|_kAy^QLS{fKPmj)RUbE*T=itrW5E3S)>K46?M^! zCmYC`yszrkqvg6XL<6%|0Vr`JolQ|o{+1&HA2gzk9?w`}6i8(v-)h^bgrStCb!UtY z$Js?c|1|#=OQ!AAgI>e6({}caY8D0Tl#+9=t(->D3B5MO`*&}ho9B-^snxa7k%gY> z;z=KePT7MRnPz9T#D75QAnFIBXNw#8SoT)mEA1+qeOz5Q!eI7+GTnBCVWZAd$NwRP z4^|2^HCKJZ!Lf6-g)oi^G?TbbFJ2*NlQk5Qe_t|WsGuxZW^%j{;Q5RldlaiD=@5giUOeO z5y=vauMnE{cjKg)EU$C?ae0}63@fT!jK4Mbmhm(}3%-Ey+2Gx}n!5kh^`OK0wP!2X zaJT&h{0{n5l}p=|RZm01#H+t9#O#g8=*jPy@LZx%hP7zGmqp#P`i`j+OEIkI7|EOU!*8$T-X{z9Iox!8-W_;Q#(20xC%c=3#L8X5zPk#Scv)In zUI|j)gb5Hbs!xsiF|t4}Y&QFB)^@h)FZ=;HdO6pFTQ+QP(l8pr7Zftec- z`6C*^K|LQu@pJp};vuW>KnbLu=P8M$Rd<1v6+E=W%dy=p0y2n0SUkgW@5)B6$~2)* zV=7N8^UkpQw59wjA55T!z*KxbL#~x0-`_cs;*OlW3yEm+&8-|j^_}qEU!8@xulwV; zndU#F^PerlC;9=+7O*O6;JJJ(jQY}G|6ShzX0f5fFikk#%Xx}wIgi&M_HKu+pSr5V zv=GW9Pq6I0{%R~pcv*DAki(hO>r~x(JG(YM7s=u!rUy<<0Qb=|*yqA)0(^#r_zRRq zdFB-5-KUx0G!BMIMnu9UjsA&tprWpXG^*=qy3fmNDWE+>6}*9wUiwgzF6B3|*nb57 z#hEEOnr2pV^_3JpjXxM~i8z^aDv?w$;tM0{5?W~f-6hx_ zFMhVh<%Q}5!red2Y?;4;#+$OF*l3_j0(oeZFW*x8DT`E7^AEc0!a@w_#DJ8Uwb7grRsVj|H~*B(@-KLK+xnHsYiLj>YWl`X6$@=?rq!m`#*)K{-{7z zAJAur&y|~7pUQ;$@%gLu77^q)nT4gFx5v?M8rM^`QVEWGq!p1ijitVBn77P1d3a%2 zytQ|4J4 z$||hozoFDADP58T!mA0@V6M9xLl{n1FppDP+hbR zjjXeAolmC4f~zaVt^)L+PXMA%J722y?^>n=8|$0aT=)jQd-pdcH1z*ik%(c8B&*M7 zqbwGNWYOJLqpfpaPeimCR(iL@KW^2K!tYsq_v-v15=*j&TPP75-fvY0TZ4uTvhU7{@IkMfWMJOy3+)e{@7^WG$?8ou1+6wfu^mhSsdV)#Y zlIoa?QT8qbO_G&_$uHjcXAS};QeS4(y-8%UVge}EqQTyC3u(0E z&|iU^#Tkel*lWUpJI96hoBJ`+S_|Rr8X36Cv;(LrUt_=`u;bRd7``TWS%-U~QKgR# zYUZQYkHGTLb9=bi$w(1SS6yd#G945O> z?>pX|hFz2z`JmK^hChP@@yiWd9sOFX02kgCNc! zB1*ttfgKd#R5>PcD1;nSa{N-=HeN!-$XI+FaIqib61D!3*P3rgfCDc%NkAFEC>v4| zShIWWE$`L-y{Wv0-b!RU%Gah}sh>Hw^!BO-0=_ck-A#X=Xh+h(?ynYa4u6t4`z!jIZK^**DrEG&hKzc`D0>%6cg^Hh#*|xQ}Ma4+bc;py44L z#oZh|FG5PwaMd|6Y&0kydB}Fv2C9~})Cj-)a)rg){)HcQb2t4KZb_yYx1OrX_w;e? zSDUPmILA!j^+yR7RE5U%$J zT$|^}UH>8#7zK~pI9EDxz6%J~Y=az@F@HIO5BPhfbNYt zze;+Q_y%sxJE3)eM3D8NK0KoG#3KLavG~~lt!wKV$62NRCiaySrf?{POgYc|$ACg7 zdH#7P+k=IN*eBvE7;__SKpvuBZ{7wJu5T^8M|L z{WgDp(n?9g5FcHukqa;xj@DXTFQee|7hN>3kAHH^D1NulU&qS~c`-tOo)FG+Her9rFbkV+&34F>gWIU+K>IKD%{9}1 z<5}v!)kCFubXLEZw5Q=9tQ=|?;hk@0+3jvudz$)Ib*0ZeaU$yy7Jw=WJra&1y`^=i zsrTdio6?7kEj*&;U`6?RmXFhsuvp^Uhidbd%W{N?nG5>XeW$VOWuHQoL)4n)8_p{& zV@tNj-q$Rn)}s7H+Y1snbt+P(Tvj-g23T=%>&19f+Ov%k_AtGecU$lBB^|)T7ZSIx z$~F_8fpc&{Q4vwSvLG|phx{!UKy0iJ<6-JtFt_=hk~xgG5-7hN@e^->ko7B>mXn=i ziVT&9ViRSJw0dtFN0`=>Yka1U$YuW23$&;JEpkV^{}1(M+dIt9z>j+G5c2;uxNVUV zJiWXwyWMFFKr1WP)P-(Nbsw#$cP&SK=t*KXjHMD}{&-SX zNWPE1t8q#xFdD)Zw=Bv)eTshUwd~t}u>6VqgFDR{l8|kRz{8WwQx#3dHgM6>!BQgw z!_0e3hO@_oxg0}0!OJ(#PXNedOh)4dS(uqzZ1y%U9%t %` zwiS6Vo7CB~578aQ>o9g-G*J`cCgVFNW8ilpF%H`XCa?1o9x^>g!4kn=LLcrQPd+_w zO#f<5cN{xsc_)LR>010jlqq4fbjSaR9o(jf!FcuA5T#TB^Lcp`&Enj~;I&`E9G>eh;Jm$Uw@?6?;yZ z1(CSCo;F(#A;yRX+CgoInS_ktIJe2}6{ltc`xv;#pLJEN^%=dtUY9U{vNcpaIXBP(+A@6 zQ%+2kQf9SX7Z?R=MSOFo0tMMCPIRu-+R$EIm$&-#)<-)twl6vt`o_z%KetJ6b(#{2 zP1%%n0GYY!r%eXauKDKaDo*j9z>0pxmC!zBJ`=LiV_xtu38q_=+a%IHGQ~WaN$it6 zBf}}ifRr2KF+Mdk(J7)FPi~pJsjD`$7yl!RJX`jwV_pma|G*cLAoq}6JnY9+Tx4i} z4+co{_}}=<{>{j#7r>g|iIt!YCg_VRoYTIOB3o~RPScoLxn&>dLJVULglo=S=-pln zkSfIbljgwl*WgS=rEA^1MQIE_8{91TM}jai@B!bn&C%Yvra6kyHdR_0^2Fi6r{V5HgTZ8+ zqwmE&f&3L=+TB#Kj9J321^lS`rh@!)-0quZ<8t2sE1GQRptyC7xX@*e3@Kh z;dHp$diT{+Y#_*nAjum zNEL}in^U+-o$-p?;rVT_(#vQwUJ{n}n!^6pE0?pYJ;zVRZmMhPWZ}n7V z6h&3ex+^)E1mg3~E53N#8NXZhG=5~^vd4LqNc00H(8RB1YXtOk9-k_hcTP0)TXs`9 zHY>~0_cpuaRrRRkjHb0|APoW~F|z}_^3_o#@hQe^O1FZhH26GDDJuy2IjV&nLFN`& z$w-x!YRRlyU5K*MV$AvP1Zt1fxnZ5r)zV&$#ITrp%Ah}I?s9??5VdC=7l($6r$bIT zy8m9tN)`$6Hl4V3Me$krr71zBwm+)+pHmLtd5(UlsWM{wIUC2V-iUslon!DU%U;h| zHn$>9dE?iuSE-7t=lM^v+vx}DUY@Q{@8p?lPFvdFidyfRE+zI(!rXfFRQXmRz3P6s z^fuSuuJz~k4S@@@ZgR-QT0?`&_&&bmzsH77Z&Flq3keIk*cXeE)e@uV2rtWa)!iYz zcX`;g0+D5MwW~sb5Bp^pbUr6I&(IuJr_gUsS(Bv{Xg2a6VW|i`m*|wZp0L0e%$)38%_jDWBI0 z6v0K(opkz`7*(-SfmFd?=6V$Pck32!NxO5vGcv@!b<89Ox~y%crVl#WpTizRcI(V2 z*VdlsM9lr&I=9k&7?7=I>yPiPYuLO2MXn57O|j7M})uK z2oANytn8M2;KyB4*}j zo!D{{iR9$|Zoag$|7{J?#{49{MAEo0L;0X#q&izN#?ThFKhydrPyjU+UKP}2Rd1%2 z{!D`Y+qhu|e%0Y2(EUyiD~pni%oscE%1BvR((E1a5M<`w|8{(6$^4`CM*^J_x_NDw zDJGU?+|U9yM&y58P6Fw?C7;M|gf}!a<_J~2`tY9^utDZ;D+4an1kuMm6}zA&coL!2QOUcN5&;CGFy4vsJJa`H|&# zEa2X0r4mXC^(t0E4Fq0DnZ%2Ix?k%-_(av#xQG11Z#8SR)4#6FO9m8a2GCA!sRJ{h zZEL8H->3NJ&1P-*hD50G>aA`Fap-L?G>%M8PC>`}KRj!5&!3+o|K=6li<{2PQ{Twg z@qIB=^@ILd-^}|cV2L|9S5oHV&d_)_LJ!Z^0hvO1Wavd(Z2n@0hsPomn=Y zRQ`5#I&406*K9r}uh(ss^(hFd!Ihosl#{Q#r+S>L;)}>+vxA-YkVmOdK*127ntu}a zh0Ci5lQX-5vNv=VJ{5qG++Mp z{nX{MK>xNyPDPQQS>dIgwZuAp{N(}DyMN}93D=o#`%G+3a4w80lNB{obea($A?-1=8V_#AI1;}ey%Rq*BBTF?3kw{F=6URF* zpuW9TY^^1A`^Z!b__Q6(O17CxzIJSD#t2B(xqtkNl6+KYrHlQD2HP85Bk;+$=Vj9 z`0ZO%@ng;}Hf=)pVD(Mqqsa{zHO3o!%*A%+UGgH8h7cf1|Jq?9Zd)j;K>F-cN)vHq=8~tdn1cAh8U#XWU23PlNjx z9irM;)V(&##4^=t!{0P`d@^NJw?%SPD(_m!`!cWhcdgOwscsTU(VPEJF+N(re=GQY z{`#&P>c7{!gK;7eqv6+#Etx12-v~!i^^!uLL#1X?txSs#BS1;U-609%O`W$*t$RT#m#OrfAKNU6nXlzbKTkWO{!HbNux&#S5{)|R@hXlt5?~YevE3rd?GmdMCIKw zzu5$Qn%TsyRd2|{*8bEVwTIksRWcCE(sq{DKNK< z%TLLEMpUKx8oO>Ba3>xpFc%o|2ee3KI_>$xF|Q%#$jtess@c_WOl#x10VY`aS$jUf zG?2e>Z@L>UoFhwyB@q2XWi<$iB+`ham~@ zDz3Qilz+ut(LOZX_CAlLO&igyX{4s>T3o#3N%vfe33iDhO_W+CSydGqdA#l{D)OY*Vfo`6Xd5 z_qUr2SE$eh6a6qsnzRx4IL6p!y=vbXPwJkNWn6xkBgOO-RhJCP1Bu<*jb7wFQWtus z_@;sF+pwK7qr3JL;E_WikFi-9d%6vT;YA63fsP;*E~sEdGU6PzS1}opX<+w|FHfc( zu5GfuLw^cjLL^NiC1a1lwXj^OPm43!FP*GValZ6AjVjCI4o>H9xRV<=S?J0`!XH>B zTR?eYSC#|6D{PgU451^>cX>m77$7;^+`Y2Y7YPjDhu0{B3NL3KzKlQ^1J8EPB)7{z z-?A&d1QyKQ`M?}?Ws7kxlgTVDcqxSm0-EKn8pLQ{GqQX_1$`OkSHww_K^X5(Y>I`l^KY%C8-y z&TKS9wReF5XqHW;vJK-ZQI8%(_{sV6(%-a9R9@H25gPA;>{io)|L(Y7JAfI1jp+KW zwP)~<>T%vCzY%;vwT8zw61%bX)t5NlZ+%zcNVx}Z$M5tvrc~JOBKgCZo1(t@Ip!BR zA3l*Un@dGHuR5e#Ycf)7e`;;0z!8jETM!f5Ca5h+}+D8XnpXwn9o(^|hN-Q%O0#02kCcNwiZLYlG zc^wld%dy4Q{2+pq-0hayMe|JVBkGN+2AYHI0-18)3zoqXNf>qWJ4JZ8U}-EKj+>)z z35^8!6b625fHzHV)v+tlPy1)LtRsd>V;jw;b7lJOq_uOtcqY&UGR)>|6V*Nn`{!75 z7O!n6b9ux}@W4MGDE~W6Cy6Nf=M%^Gx#weU1Y}NEFgmRCv`G82mg=R>H{?t-gzlZE zR-!9`uU$!e3oe7G<6_Yg_L|Kps34&P;K~8W(4@Fge@bqc%LA@yyybsVC7Qji8u>@~ zrmg3Zcf6u)r}SBH-Wlxq{ht;qT#PsDlQ>ueTcmgM@;3&K`^?J%sSUEb<) z!4}Bffz-S1?4s-&hwLyiTm}w2zc*MAq!E=y`xiSN;JTM5rT#(To4l zvI4-6e=#rfLAp|jS|G>g1>XNp(E6(GG$kaaL{xyw6yC~QD(2G4kU5d9>O+5XUp}P9 zY^82dxafR=l&u6|E{F7;adhj-ZW!Dq#K}H@U-*k=PXyiW|5uC{Kmz<&4%HKW=wsSM zhwIbV%UISap-wm#B_mb{HxRRPwredg$SlA(-rj1v=-UamdM;OLy4=e+akrn?CjdQM zY;dK+y0*>$RoD}aU6g!C{cZ#F!_9*Cc16G{XJp@}DhlE5RMrZy0^Kj%{G<Pky5Mf)1puFGk(+zV`#k)vGzMY<0tzzc;%rk_7p@`=IDGJ@W#9|1n$BtlE979o zQVcV%@~1S+1P4#!;Rp_p|1~f&I%$jb5%dkKQ+Sir>LswC8ZPWEU73`=l$I z%`R<7*!Y$WT!~;xT~2i1Ox_<^^+kCB+?=^~q%Wz7rE9=4YxWhtM;kD=N_ zjUm*5W(~6@MJxERpNNA~dci>287zINO1*b-3g1*v*GoMuSu(TyIWjNLG1WndEt?A% zgh-7c?Z?DTpgnuN7;DP!X?Y~)aTMhMy|j>yDzdD^;v@&h#bozWA`I~l71&W7IJ68N zlh!gc%FPF8O`R?ut?3)UTwktFwWZYOXay0f$rT7OMgCy>2h^K9k!yKXU$hjxg|~&j zT2MCy=prC1Qk$)r0u<8fLoE#cl+nz%Bo~ZBeA*=%tQs?p0rcyb?Pf8vX?yZcL+fV% zfAS@f#LxE5OCu|3$9-H_|NQUe%zn;GQ2>LXoq62+cf}?z?RU%ETHoWUyE^BEeO#z@ zYO)B-!W)xu^>6gs{PjA+3^zjOQ&MK z-iX=SAex-HKYFG!wzhJ&qR6_m$qo}hp8Uo;IvQ5THi_5GLEO#l812FZ5KQv;5&fq} z^)I)`to+ZmGp6;nrG0G;gP_ur8^(xpb-+IbQaj6Hfyo-^wk7k|TJtz=wXnAmh0yDz zaTLE+2syA|1NKeSEM{mS3$ze;-odJsd&{I>IbJ(VNnm2NEps)0*f z%KWYB*%97q%_5B@HP*|zIS7nbR)Z&4PNxG$uL5QU@0NVA{cvYrn=XNVTh}Bx!H;fh zqN-bWcZQCEJoS>%XXzvJ-Bfh_+Va4tjdqd+$JJ+zZ$*C{Sua^6Lo+epaW4r^<+8`C zN$-WF-tq7HX_$Lo1N;$I(SVecB++wLVy#C5ec*foZgZdd&aX|}vGH0;?lIl=b3fKTs#)~>xWRm;#SqgYwQ zVUaHWyuDzYzn#n3hnOvE&}h{zypb48_Lfz!HXCRE3Ed{yyurTOnQA4*;uvUf@V!V@V=lvqnV@j`(x~=_@ucLp(Zw&v zSgSaHs{}9by}p{a<%rm>o3yXUX4A><60I|fCs4dA4(wGq$`EZ)Um^?uT19GKyL;b+ zB<5{uN0M!Dr_<=n2$!W7N+{N}QaI3#sjXjA??XwBFPx3LJ`M-!EZhBvwqO5yCJFrj z9s)>j3}>6|P-h-fI0OEBwn%1nlG!Dep_H>`Z)}ukfM3H(`ais}x)LLZMa2QF1)HSD zZp_4?uqJ-jZQz-vxAP*+SP$j@@UE=X_OT+lzFI27%KwE*u#9lvKitA-TdLZobpVMi znf@fL+#y{|!oOH<@`eTRS~v>H3KZ6tzhp}0zEj?ek)G?O$)TGTp*510uuWb2xkZVC zgS|mE(_!T*f|^IpQs$rjbpM81A=KIV7}&Aoy1?T|!S_p4 zv!4DB4=^Vp`CM=Zu?y*e$fv2(-p)nkPVPM4<=an^lL=c}EyH*ZChNuhlqyY}M;PTH zw`ce)WTwz{xKWFnUa!^v&`-({Yl6K{OXO-RHPz(c=qY0aG?KoDyypQZO4?oF)Q$Sf zJxDdooc1tnYskp4S(mxt^~?>0?Z>;x!*V;FA~oYK-il*kzdiC*B<{I$+)Dx!LCbTC zodGZpb*l)3WYG9Yp0PLGGVS^8oE2)V6a3dVOfAXR*k>^fwEOzpA|d<|c5Gydosy=J z==BCZn}h12y_1PfoYS~Eb`NoBpbf5#$$jBq$R8~nM9}W3H^r}JhF!ku`ai{s|8Vcg zaL|L$+%ewvPp8p*{f@5`T6P!PAMc`nc_S7+T6#!A7TbMg*UMi+F&yo^#9pt2^Mehs znEk=}?wiz4tUq7s)=#rgUol8v=|ZA|mDA!~7ZnapV4u;{~7bh^5rRezbI8pxPHGqLQCnXnLYGKCk_qXX1Jq`vX_FbfCn*ZfF zf#I?knbq#TsbR6ZQMQa#z~@zl=@Xz3W$!yv86(Xo9x|tcDHN5<~?@#uS=NtZW4S?#s7xG=QuM8x3I) zmrs1*RdoK6@3@wF{&a!q+poQEx;a;W#BD2U_P8JFfCN4y$`wfH@~)b|f@yr_;1DJX zbjr+2|CUYkpQot5Z)2l>HRE4&++J3+%4|wp7Q@`eSwDq$-H}5P(FQZ8U30N>O>#1E z&Kvu`mRVGo^mo$Jlb_qf%>y8ZhsIcAzkoc)t5;tje9$2N(@KS}E{+eM>v!lFj%6c+ zbRuz8QoeOcdc!6wQHR8O7pbM%c~6pa2r&nW@#ci4^J!(N~J6qLK<-Id~4 z5z8g-D(#ZVdpUZkw=S#CmU3iCFDvqasyGZKe541yGSu~;z|E~p9t2BVioYBmri4%5 zD7JJoIxrBs_n(!yokEp}Ba%!~vfUtA4k8Pe-p3`sxJ;c)(X%efS@q6q)=SwLn+%@0ni~l|N{v)r&1xR37W8ONM5CSf=p~AZ>LDA#ozqocT($ z+r=(MD!HCmkL9Y&s_yh-{Rvw=(ej?sBu=fj+FO$I9zM@XP+O5xR_e*$9EFk}dN+0V zG7t`_(AZPUooHW{$0=*onQIQR+%y1iCEUYV2~W_UxC~L5&tGyN8IzHNN@;hME<0Wk%U4F2Mn>%+m43!Dhv%MaLfd5DVwufKT>klniX(%n7?Z>)-n1WiM-Sawp3>O>vyeB+qOX&al?M@}PLIh-fK%e1$I(p#43Yi&MwX zLq#I?k^$dh3oUZIb+qfLD`7!qWrZj#-&)*e$QxwV%Uk$p-4Z(IIR)dc-IeA-{N%H1 zj=!{c8~rOV8%In&G{|^c5!aHYQ#f~;m~~Nn(L6iJI|8Dl#dh4-k2%KLUJF+5=t*hP z^s{%cI&(VyW}c25XGS#f(wilnfW1k_DqgP#fd^@H*%y{Trg+YOZW-qMa8P^ILdSt? z1;5`zFU9*gaG)@S;`~}Z5oUqYIo={r8)N9sgJZ==F*Wrv=K%gp0?s*!)>f)EXKzto zH_09_(m*Gko?0aIl10~G>K2^CqePKgT+2+^QBzgUUWXOx-Jz?8QWJPYOx;xaUA2uT zAS)WW@dbG9B*vy6fzBG_+dE&QZudcxDdJH!A*#w&$e43$EUhS3|wv2uk&5x!d49v82?)sA}LITC#y0(gY%_%MVnsGN(cE`fl<>W+l+|29bszhNU5M3 z!BI$@Z1*d+5y;Yt6UCP=ShNj;!yM|OGS!OAyu75iTgEm?@%!rs3SW}BI%#e~-I9Rv zJspq9td!jdJ5*}R%bQQ0++Vx2KR<{hm-_isk1|M%qr$D{E5@UNEHURgFKsPyMHC7EXO3eF2{tJ?W2V+A=MsFXak$1jHXTiCup%t#rl>CJxrhj>T++XDq%;O2C ztvY|#|27ZJ9ECHY^WFw<53d+j2i#?JwrE!gem@IoJ=Ouex@eL{JEot##|gn*_S9r9 zfKfbE&+e+_c|A*ncS35JGsPFRS1MP#)xWh!6;hAc3hvV3=BNHul(%oN<*3qyzG!5< zuB_LBJ5y>+BkfJ8PP;z^HufW`D-3HvQAIPkAUt>@v+MnKvXF8=>f5wzf$}C%fGim( zd8G%sSMD7xkR8UtJYsYjBfMv>wM2v$Po1INB1R!*EV9XKM53+{#G8`wM5iKN%%**h z`xSqtjoG!jJcsgJV5Sgn-;J}KxM|*Z#@5>e^r^Y=VqbRA{=e=go0^TCciqyMLtxMb zxNy2Io~&m89^32J8Y=<(=R^bU9# zg%)2JW*jQ(t_r1Ey6&GwRU(0?lQi@X&3b++^07P*?yq$I9?C^{=Rlf`do#;`ZXcRX zl_Uz5(6{Y@KZ8R$Vm(jQi?HCCTB3r0P`r90i@a~mhu@A()w0_d$BM0`*H*vWQa?yy zac2{f+6Z1YN4ohNv{D}rg`|u?jvr&$;QDl`i7L4eLy5I2GI1PfW#dbPB#e4^hY=8N z^_DWtYkZ_uoBKQB9F;05iXCUWkSl4RkktmJfn;`!uPpC~7e>8|%p z^?KV}?TlA~y6Mv@70t;`d4-P_Hky7|YQhG$@|%CA%u{77#V_8T%-Jjh=$PH0`}%vg zOmMejlDbSus}mXDB$fsy%wya0eRDCH$1@l7;x2`%Q#&qgfr^G?(mw8st+7+ikh?HP;ti7fcH7FGdPBZaO&ZU9N~r9lMm7o zhZ*QN!E5iFP0*%kp{zLVMiX%`^=hCfrUbH4VYE0yP5)G7jb)ohZd}Vxnp-qGevv#u z`j#Q2pE*`C#;Im+B0se$kYsC+%JGr?dSDOnC1E=R$i1lvL_%K2-DU;0awCF;v9gG_ z2!0Vi=iLkvwU3($-@p9~YVv|fH+`)&ZAkcR*gw+n|Hyi)u&DYsY#RkZX_0OPM7p~a zqy+>dhi(|U8wKf-mX;iPKp2KbKssf}p@;4na>(bM|F`uW@4K<~W@{bCn%`RYeO>1{ z!F9mTn^WGZ4;tQ?agsdEU-VYS&w4eqV8`jTS~gQ)STZs)KIrPSJXh%x+=E9WLu5!P zplG3fwtBhPK7-m+r9TI#`cWQ9NL&bS2`YI+F+~EPbNDA8V=R?0hhvH!osQ#MCT~~q zeXZK4;?yZ#M5dv_)Ax)JqPRl-2I-4KQ|!IuEAB>D!d4t!DZS@S{joH@shX;?>C@I3 zX*1)ksbOMLXHr&eL{G;$+d8uEIWxKAx%Vdq6o?0ZnY|7wJjOv z(Y8D{Y3j%@$uV`K&G$!7>u&7o<_-=FMqF^3EWS-lNqPcd(tLNX7X5Rz zf0~$3*Op4e?TD+_e6%@_ra4}1Kek^FO~bJIJeC#?{&lWpHpu*qwn!PkCM_GH*-b#@ zYz^3ZbLwuDUfP=(^@;2u^i1Uc@sO~>V45h(mO07sd(qbhq~bsM#xF-OKR5CS=1==P zZ|5Rr7JkBIw~Cc*SWvJ#U#5td#8NI(-6=yHh`FDUE!>Q0u@tApU92sFdnAdI%T^8~ zzk4#ge>yN*{zhx#kr)Ij3-GK+ow~M+^eSZgm^EJD12#8A|9Qx~R?pe5jnNYr=!w0! zaSxi26=*_E#Da>~`pKyhut+PnsTc-6>?ajNPaq4zooXk?8)wh{{)|y&N^7#F+435y z6EmJ`%H^Ye02#noJE6?7W}XEWST-c-51e~*)uCTjepvC(qzANGZC$jR66Q-tv-w=b zl)`o#>+oaP2=6etZ!znZIt=gEyn#3ZMM+-3}J3!!C{c80_A#s??s(;C!EPZF+ z8_K{V&t-d@hn`7f;g|vBu@9~sX$6B2;k)Qii?l=dmrT_TENq>_OB-G2f1f8HfjbT` z?X&L&SyW6N&eVTPcaf762XMdd+eo?ZMcoamB?W9e9oT8Za?_AOD*+0QAj#jeo!r*x z+vq@%hfeBF%8tPbH25k24cJ(Vt;(s|KLfPyYyq6yn6oDYKadf1q`~Il?M%e?QfLad z$^dOg4c0&3Nb z)1af)Y>n5tpEQeM!7&AM?K)8Mo3Pa$T`!z7a+UQWHJ@XqQFC2R!mQO*5J20>l57vc znp>zWT9vn1m5KjewKLfigBOYSY%~!Y=Nl7B#*kiW%}9c(!~R|tU=mq$xLAxW{ef;t z-b>vChhmw}7>b$Nspa17`O6$m*dW{c-gHzgDx}J9(cU^4uXHBI4sxhge%!y;KyaA` z^)`&|9JhRE;tjAKdd!H57r9D8wLeTf-_6s<%!2GwI8U@kzIwz>!E6eyW+sUsJux2L zj*B;&6vaiXttq=+=bsMlWj4m&n!bUn%#Z)9Tl~OYhu2*PRFfmbp#24zyCR&@yl9UY zJUYV$s?oFn|0WJr=NIQ^;G$Y;*3?U8!82*}qwXN8)>GC|wZE~AQ&dO!Lh(*U%?{1J z(JZ5pT8Jrwcyu>TEg>;@qsy)Cxpq!8&Hbmlq5rQMlKTHtL%Qh_FsOTsjzBf+0^5At zFS+R_&%HvBmlVg-{gz2cm>Q!*NCClY@`J?ae^|e0A6@Si%KE~po!*{!55kSY(~|mD zy9%RCTOZA{cQ;GMi^hzOW>4aK@P-WR=o0dFn!(;PkgqD%XGy&sAuWqT<$^d^{%Z0oNnG7?-snMQ zhBW~^1fJ&OHO3`^S=_k3VAyn_2Mz3{*5abk*SkNvm(_E$?vP0HV*!$nf0*XVJJZI~ z1ODAayNyuX>HE!R&?!lp0e=2lS{v{0A{X(3%FJ6*_j^Cng`1zK_VuT5Po=;wO$VxmbNIrW zmFjB9{^Qz*aai#qHd7?MXgsit*wu&zXHH zmE3MEJM|ziJg>^lnq6h;S68Rk^NdawD zSI>Wr1}U0{p7Hrxt{9eCvv;er@WWCEOjHnS5gz)_gp& zUWB_7|Lgbhs&w)U68+wl0%|bG){^sLIh-qNXljnvaP;D; z5_OLX-IX(TNnHh!wotuU)%epW98B!B9OvpfNB$rS^d&h*FtjM7;|awG;#e< zwdknW?XCb*-|0guj-H-{#SaD+k9YH#$_F46eC;qzSwipS`zBb48uPz zDHu4Lc;{!g^BhDb9I>^h%AN<+%tmxcA+?TQAVwMV#bA(Ec5kw6Z1Ls%$&ngugO~kPe~sy!t6XB-`IW^nxpuP=C>6_yvu!N* ztJfh_$ITfe@G|EUZdqMe-h87@q6C+So5C>2*dt4De&#CQ4MFwwl0lFQ$eIIp-Y%11 z>{L3!pJ;EH>d*@9@)wAd6S>Fk0d9OG3b1HwKaSu)ByJmgU246hy zr};_6N@(HnsNo|^jP@%!xNaB^5@l6>_JK~p>$0w7Fq9-qp$*an$sL9!fQMG-s0Uf^ zLLuK9IGNhxURc_*jlb1$L!R9AJu*Zc984U*=RW&7uZmR+yx2dGlWZ?uGjhs&wxg)n zq*2CeJ}gLRA(%EA_(+kA@u|=A@6EM&nz9VmyN-S9=!l%WxvEp_uw{b*uGq1ofiK2yVry##nvQAv3b<0?3^0MBpvE=bdL6%n0%joVi{?d3se?;Pk*_IqCn)#MUy{r zv}&wc#nKVhwzt;h=(I+DfwgLgwH8hc8hGh$XXA5KE~@E^ zQ~S^=heo>o#fa0bJ8YMW|FF1>gUz2y^&2Ijl0ZO9=WZMS>sQxb60U2KpF0*hcLU?M z#Rrs5IIeH4S4?mnMl5z6DR_%K_!cSNe3C2ku2vESvTbm^Ln~lEI_cA0DxnLkk_3{(R*8^H3zx0&$4M&>N4Hu+8 zkO7`R$K0G6M2j`DIq9jWpLjmMuO?gVHR8=3(WQMoIVL%~$VX|Kmja1l_Cr)>(4&GU z9<&=bm|iWT%?^*>7`?uB^}3mF03`@dCazMwbkcuRfQy}E&ySqb;ZY9=&CEyb^J`U4 zLLJYnBzitQ(%b_zH~+#DJW9S@SrXtr$6ek$t20p)pUKRT-3?{*ETP;+<`iP`Akq{p zJ)rR6xA;R5?&j(C>;=0Qb;J`iBtlFAorkks6!!{EDCcggd6u{jd_$%Sgf^S7soCTN zrY9`WRE!l7_E0WWtePaevc2gRGC1@2Wgo%7epKbQ9JipT7ZfaY!>AANKG`v+v` z2wR3u3JmXYY3}xk1u_<~`emN=DnBWcZ*SNm($CzejgVHE7z%59&rsc-FBe&$2O2*; zGLoe~a~`lrsZ;%9*$%oH_tx3~x>!wx!vGcmt+SV(I>x`RE z6N-qd%(6T1Feq&fF5u^U3*{8VuRmRgD*$92n|Q~PVL{k`((2JqTdJ-L+;iG|6SYxk z?{4!KX0!JtF3o8mH?w1sQj&D7*l54|&|9Evd>qWO!9zEYIl+qopqIt0^NM8$hBe8A zsh#k2J#}=!%d*qAw@hJ{AiCU*L!peeIbU6Q8W$RT+rVF_Qfsoe@h^pzv9JV2?WZaN zkohTHT@!!qB(NUl*r%?gz3X6V5BcT*6sdlu*6)BK8=IIE>LHpT*X4Q8fgH9l$rChS zBtj=zyWK=}*FtfdxMg6opam0K5y(EK(S?XrU&?fVB2mJJUV4pj(y4O?W2QWva|^gy z*@andAW)!d(Z+K=x9|GK>6+#ly3Ep{b`X(C{6)pxQJ&e3-xGdsstGqGFpWWT;(I<@ zpQ@5&Z2IaSRpU_ie*dHrv&+fyFBuOx3tOkobv3S`ecUuY)OJhr`~7+yO|+ufbgM^a zpYOkhAOa3==Zn#86RSLS>RGGFcuxhR@ldC89h-l@4p)Vh_HhAHh2|Y^ed}@zvpZi+ z?bdz=0pUkuzh{pk&u9=tue=#<=gaPe(Lx(;vA*&~b*C5m!Ly3mPXt5_lT2C$Kite? z2UP8O^u{yht-5a*P6R#(m}d0_xP=aVoPNl}K3AgJrrBl8=yVPV^ypwHTy@tS;fH{n z>UGSFL)p90L60vKnPPsaXP`h4wLE1Bs!Z_9pBom`Ha3*E2Fby|hg6;}QvXa1o(}a5 z26^vcG63-1enQHuDh;Bo5UuG0oqpX+U zai9@^CL9#F%A0ipG0usN`3G@kNa>WqLUf^f6KQ?sjXiVsLOzvR2on6~JpTNnRjj(u zmAlFwx6WH8wLLkz?w9_4eWCo*=_ZouLdPj5*3X$4LF^3exAVzPzFD^>U4VyTa)Vs>HdB&X%?kpnsoq(KPSe^a z$&&P!qM6iapA|9M_DR2CT_0G`XGuFtnQyrSCkBh4!tR6=GN)l<%6U~K%CFyb`mbAe z26ac>Yn2;?PK?TSKkF(A5o+>~hg#BncqjNC=R!8WdW$`y1;L_Ilb3PZJXuweSRzR* zJRJ}Hm?|5BdRxX6_sD2&zUo9e?Bzr$UgAjQVLA%SD=6=BMCB=&su|TXvgwEx@|t2E z3k;?Goxdj$yS^ecp&#f)nqh6gTb=4JvY7*l(2=T~6S1UmuDUgVujd$qkmQZMO1F0X zej65V6NV@I^V*;FRYFo2IB>@$ar&md34G;0GYpk2d~DPc*(+;om;G!J7|IBF*5n8E zP_YJpTw3f57r#>MDTSj`b|z|awWSK93#efC+QsT29CoS0Jqv~r2~cOuEj2YuUYFq! zk%P#`H8j}{?8_+Hca_d9oSy=lO*C&HHy))(em-;hHq5b-~v2WG4eni|$ zG&CZ*px_A)j93RObWkA$)4(Y9OrnY~>UF%KHKZXEej&v@4y=e|J7dPm`O)X5CtzJY z@!i`c-wfO*Kky$g6x#4ibilnbGINCd2m7rvCX(m}{vrJeWHi!XctGUZpv-K*nLRYg z-WeL%m$uzg8`#)C0MmrrC%-{n_rHs@Tm-Y##YRFwSal( z<$!}3S!VzAM@Vd~g3a;(mW+(#V@89NR>d+Xt>V7a#ioyF%@_fGVYbhJ_ATx_FGk_T zmu6mY=t6>UA0bQrc2W+(Z>LS#gi|Y@Xo*h%`$VX^quuX5rIL9-J^F<{q6R?a&@At9 zL5_8ySIKiRUMvRh%!Ur7T{dorj>6?~XjEB~W_wrsHA5t~3&fX3hS?4w4d`$_fA25U z7u5ziM^tT6y}yF{zT!C6oXmW3FueHDe{LN~dB++MEcs&nU`P~^&S3}P`}o|uuM z70ZIZphT7n7&_vD)Jbh)X?ev7|4PEm3Hy6%Xjl7_j0I#Zse(|ZkfrX zV+j9^F$aF(*voyB%OWEQNzXN_O7WJvLxq3R5*v%mD9y^M1ATQzVQq4i&p3pkI+7tA zIm*e-!D0@mQTr>^<1LJEn`Or&6TUzn{(NZCX22TD*T@OIkevj)ywPH%wxyB-4SrAF~dGcH@jaX27xW;?b4wKOQ^8^{DF+aU;R zR$+@RHeYqtdC|u)G{h1&i59wZN5gsoQETIeX?Da z>2X<>30=0HyCCfmWRvXS{SN@|cj`$|g0z z>fwrfCOBzYdlabiac+&l8>1`h=ManZ-uXR>+{#@!NJg`l}A$7R4V27QgsSs1M)RY~cd&{zoNFM?}i@k1xOXy!#$bO&Tv zn_v^kUL+@}{`$&aEA-fl9yb~B0xv+ZMc<1vv;vg13f**5zc_u#*Z@__iF$X(n~Avy zTyQbC89<^op90*PMrns6hUNJ2=#tHiCuaF-f7K^z&WP~H2W96E;~Jc8xPO>f{jdw0 z?$*BOUW{HJjK6e*0AH4`J%5wUApPCs)iQ1Zqi7Bqdi5Rs0h#;pp;*5MqQ2D-@FW`{ ze#fVYchXhzHBhJ5?x%5T`a8vHr;|wY7qQ!#UDe$Rspt@7D#lETB%~c{t34i1Z0zuQ zVV$y`==-&XG|z_x^sDMtt_O@Z`VCsFwVvOEdJ&_KgNwcjbwYh6fCp}IpV8JEVn^{o zOyNFWwfnCIseZx)$dp?VScFx92`Dp`JDJe=9Hyf?Bx+1RYOUo<4kb?1-Pa2&YjB`< z!^sy@C+*H|aEfPN(0!V(eU$&^IwpeHH%ShtE$xPD`S9+2^mTE?^u^A$Hqn73#!F}c zgdBx2dQ+_l2BAbAu8b6O?QIJT#kV}I(aVUlPkn*SY|wr0gib8IcSQSP;DCxgAT7-N z$>E!IwvKqxb2#pk!Et!&>9+zFv{-F0_q=X@79d!0=cOZis=MAB##10r+e+`uK?z+PnSLxc5UzaH| zB)QDr71sBIo09VCDznhfM!Tx=_S>ZhlKn3qnp5n%FjEB8BPlZZY9c$RWI^?c;Esb9 zCsmhDvhFGNXt#_6?(c3ZEi?xxG574Pb80;bs7Cp6k`y-d$l3m6V_ILzWw?i>2Rrl?DO}pG;BC#-GF49~n#5|K z`bbxB%R|QkE)bp3CQUOwt**@HkAsfy7HDPJNFLVzYx)WRL$)*Y0m?g}9b3mkYT zFfqE}&H;WejgAWDY}1$n)vgi(xQQSXT68}PNLUzx<`Xsa>S~`KFYNtRn@&+g*T}Qv=%<=HM%w(~j zHQiz(RY78bYJJQP_p;pSWFpTndiceh3*_2L!WoZ zl4?CSb%HG~D-zFfZ2cU4=lm2459l$u@uf>LbbdaJC|GF2g-Lzt_yT>(!!i!p3U$k( z9f*`aVt$IJ<<8ZOEnkaS%_na2o*b+i1f>{zCBVN$P!Okh)Mpv7VKU6YNQgSDG=TsBhnMhh$@Icm26!0 zEv_u@&3}gGO2_{!Kc{|YW$wnF=V6A88r=lPKEAxyfg+<)5Q$p4O{t`#+}C8k2hYU^ zwI9~z+JS>FV_hSBwfF7AIz|eAm+(2RffbJVVpcgL`b0fGW}?hRE)JcBuS%1Lmumth z-LgO!lgmK9X$K#2O%Zk)S-adA(7zk2(DBJ8r2YBCa~y9OMRn9#kHM{SPf9>p-$O&S z*#v9BVc_H5(GRy_W>n;9&W7x>eT=4=v4iXFkI{z=zm1y@*;^LVR8|x1D(u)e_Q;*z ze=PU^naz%VyyUFb4Q`M}i}hV$qA5{J?%w!&(@gn=I7uxsz-aVOA0o<4CzrcVW7Nk? z-r+BXaXXU^d-cso&~ZGB$B0z%l>9Os)W}GcGM3MOShPFAM*m?wpO2N+mdRNjcN5w! z%}&3u98mqURG=bP7J}oEzU$&G@sPHcB!o#Jcef@F&)B@Ccu(WzG=U0>Ici!HnO%Su zV?-4htIPKs4Iz@0(AGPL_v%9+9Mqt80i^Gck;uO`Ufnq+*As-jLvskIGpJe^uRQXg zo$GX~+1u_I_!^P$1DJ^Pixa`PZCKMr3k+*ZH}EB}^B4yYjSESw+LJXLd8~-5G2Qh$ z#;(hFuz#aw2lBW*VB1z9l|SU6Qf=H*y`pBWGZ`dH{rIoZWKTfB!*d#`cik$ZdRZ40 zM(LO{raZ#U7TW1iIMOA8?2hB*Q5dIRi1(LH8)5+dljcI@NVPDM|9tTk%Y7xFGJ!(u zBqvBu+bJ+QE|kjHzx^}I@e4QKP}?xqlKY)jw-{qt@P?_3_ugsk2@+R`cys?@bKl^R zQPB?}1NHM$EHwf=H(UohonHGp!L^#46qz%qsJ~$707*IfK05mLl5xf*JBOzf%MMq% z@JWaIfRds2f5`&rA2T8yQ94Tq==Z-~W+Cx^DSu>9p3o7mBPISkzFuv2ODNz*?tm&{ z-^Z56S$!}Z`qOiD4JJY_ZU6vO$tJMxKh`{$-^rg^=GlJ@BEHm|?;teEePo&1kaJ)n zK4^2!Y#X12wD_NQk0u6S&*NMf?|L)E(Yj1zUY)}~yxn4dru1aDfnvcd*d=<9k-n{| zRWZ9L;gs-uev4F+R+;|;=5z!C7EkTt^#BC^8>u$>`mFb@EZ+`|`zw|1gpxpl86{PM z9p)(FQ^l^9sG)$*q=1)QSVTu$u`|*dY@5ojGZx$O(u~bsV{lI{G#|qa@P#;Z&v%jI zo(=tPi`Y-zv#dhPGm<37%OS#b9U9!%9?z3A>bEGw2?Gwz8rBaF+ld%)+X#dMb51SU zx%LObR=||4(1Il^Y4-v8O<%d&%V~!-s*`o($bKWM0fDn<56ja})=LGFg%c$&H8DvP z{>v{mH^~Yu$nx9(nchBzmLyi*n;3g2dLA2PcJQJ@4IUB+>1=_XJ=(_b-WTV2GkBRs z_dE#cpjHk)xM7T|a9|}}39~I;cS|jUf&9PA9ygJP?u?+TGJSyxZ2YAU(v19gfji%4 zoPx#^Rf%)iYC4#wKX_4;(& zeQYQzW*@RinHev=qsnx6#|ONRLNHB;*n(pM4E4-(no!vIC@7=6gLq6U@(FeR(`g9w{}#(HRGe> zEB$k$N>dtTOb^NY*cksXBzmbV^ESujcyYvLx4zOjn8Bk;sZRYpwMWWaC+=uZeXji3k$j1i zz+BT?N51vu{f32Tk(cCn)b-))cX^h!H>O2}=T3+c>k1vF8btkUNd?S_)PjxYg z2148-2`y*=cfqJ55RLwe zO(yQb>8VnD&mFP~Njg}(ejcBYy=i3Yu_Y#8`bn&AP!uek0PJFXoFdZ@PAGbue9h_= zv6h5UzX!DcLNP_wq>3%^!EI7~nR@HK{JNK@TkG}gije6bT^rsdS#e(W_%n!}k2f_H zy_UHZO~}HOM8V+Y4;x$O_qEfc2a#gr|I^s^qkF8P2b7k(e@f@4s8G=v_=e^CN={@v zRR2!X&((~7AVV0$g>@|@$^N`QWWw~AB6_aD0&MADpMpOOgq3N-?&WhrN^MKu zay*d&NYkTCb>e{8^xjJmTT*yk(T3enM;(okf931{VSRuhF$ge!OBB1&cl;uLy|#p8 zwP^WSeZWBKyY%Dt>zhSbKb+=bL2LI)9UVmOs!DWzVw#$P4;=D3@jIemazru24*d0! zP6HQZf5-KycB;_h0;~%AE2)u?HC>pFBz>glTXbl2)M2a1B}p&wFh4&wkTyb~5!!Br zS+Mh(($+E?7p-NGBXK<{0ji_kQTSFX!-~D=@-d_;oiB!c)f4nfPHmv6ouo>+{!&J{ z%-h4E|Kw3g$nEjfbl$IG(#o+~Yrw`GeEFcjJgXiRwfH|+(zO9hwg=dn`>h}ZRAf6@DmR)7@Q}l zh}l#X-Ng#mZ~BG$61D#(Z@HXmoAbzP65_x_RGL~LK-8DFu76c%4>EbK-O(WIjLp!g zylvdsB&ce(`-&%W2Gy8u5!t2BpaJ*?_8~CB(eA)(y*=vA{#j;Eue>%ZeU%)z65V@6 z$!Ic3d&Nq@v|&`KiKq5u3!+>IKuc-Qx$3KyW`4vWBd}+x4U7(#X3c_sCmnZrQ{(t` z;jrhb4*CZ!nqLFWAXhy@kw=Ns zIow9&my2`ZW%kpq#^|Lh9jLO`#6T~v+9yQtt0MTQ3*VAUcbKbQBNVK=e^K?wqX2ST zb7)+l?^$B}lM;8#d;IpdBQ__q<*?a$+%IR#_HZr!k_!4$ngOmo4CVTqo~Ky)aY=8^ z=lvVUksFUFU;NPEWH1Ei5K4cipF%(N>EAf__YCHQ`(Jl@4|+ELj-=bY+}buWQa?w( z`xE5vtr_B0c>DX1^5BAjjvj8zJmdvVceJh6?pMfmFW!ASF z@B2`B22{0+s~9L9RTdp|xDbPW1)F6c@~vP!U9@lKKWAJTg>BFA3?;|}T0?6+jGGIq zSNdrlHj9TCtOXOE^$Z;z8h#L|wiA!zPnXG=&5$N3i6@dbhZHw*+Z3@BA(}3;f3?l( ztdi@Py8k84!!M~C3?eG|gu0PC8}$t&6Wcq&D`%6Ptq%s zu}>Lq#2+Cm<$1!S2KsPJZC!GD1J8?*o+Cc#Ow2i8+&&d6H z((YF$H@y9mD;>ZRIO|oi$U+zaQZB>W9fSU~w+!0q7v^y9`Hjco_8*p66JL$4>hyXi z>`js-%i|S2R*idLlFT!Qom7ahD{{UugxHQcI9`y=R$$1N<`sB<{7Yl@g@)d1oJmK% z6KuvRn?ZEWbYZW~_%9sTN)#JozyvAMvU^S2V4E@QG*hXrB$jzOy4 zOnfQ%wTpcZ5OVjE5e}Ui@zE!7J_7}C>Ze9jK?x6>Czu7GS8XicPP}(%lfUkSq&*m7 zc~Hx6ooKvjG!Z=b!*y5(16@V5^KLSH;u*UTt=WY}^g>G}7b!P8a^$N+vDtDrPDL3TW6Y8on4rhD_Sv#1d zpR3^^s)dcIO*B}u*y_-#6-79{pr!P)oH_r&IZ-IBe(g&Jnsc<=2L{QZ zqaxML-24?JHjwJG){T}dlN4lJYC=Z^)m_Ft4{y!Swn z&7`>Na`?j?Gv^!v7o0B`A#9+SUqBL$9;Kl@*$f?h!NlBF*Avv`p8hKC8LH<^zL#@> z@*>nGIafsU%Dh3Vi|y=up5Cs?$xn-@SM^nXYY!GoHBLv}BlFhV*N?Eh^@wvja@nIn z5PV8ibXk=-ezk;Rt__kS9uH&BVG&H;Fjvb~|25-Umo&f81$`Swi-51kZke|Gy_|XZ z0IcViZ735mWteU`odAw^ysIubsIrUarM7$zHk$GY0<=V^#IX*(fW~cA&G^KwDSC0K zY={&R-{`*)XX$etrT47`<2q1DTBwwhu{w+4Ue>y(MlW3pa{dkcDrMJ}OsQs|bZ*i2 zhHpr&U9HxBB<;YFUfLDDXL%S1Qw0U&E~Nk9khl`@>uHP5f#RQNVtEfgGK<$~9^6fa zJCwU5<{dLkaFP(`>!?G-1>T~dM30RH`M?)Czo$N@?X*cwQuq^nI`!%kUZ<4yNYQaL zdj%9C$(CJsDaN}BO1ORCn2-KUMDC}gl2Q*M`r(z}S6K(%OhkNR(+7ILt|!)1lDMya zyVay@wXJqcG6&}>Bx(8`daU50tkn^~;4$u*$%rjU-e@*N^w+@ImWBrNW^-Fz65flr z`t$6w^;R1r23~l(AHPZMa!)4*zgB_=-4N!tEIkUdUgK99o}H4SB^Y;%HpFpk$}CsV zen-HL{#*STS#B3~<4gzn8^XIU{2PG=s=$zPQ-?ohY6YPuSh}Z2z;f|eMJM+l>Mx=D z!;Vw!0RAM|1#v`^u69?UM*a8qpzJ7h;sp>87w}^7_(yL(?NB zjnT3J5NP^$X=Ah!ywLhg*%^e0IrEMT>DFkeagj7=CbIg5k5$;d8 z<2^mt_I8?J(QrbU-^jm70E!B&>lPW5%FV;KbB;-uotMbH=MoOe*uFtm_6 z=KhSlo@PiFhE{anArFCY=_Gf0mAw1QEfVT9eg;78g(%jdfqhr-Bc1XrH{4(UVRcwl zwGw)gj8UZ==bVF=U#J-Ps-NQ02WB!dZQpKwlEA3YtL&p7(j}i#3b}SmQjiKDVYz+ZmAD?3C&ob+Wlr zhCjt&L-0nPeZb7SE-(0wY3?`*DGt>AemRjsQlh;En<^8&C83!f+lDc_PzydXw5~jc zq(4Bw_|4+#H=V`wAeRXPi27`?d3Tu@a^ctG;c`o_O!lTe~!64>7I9JofR}WVE78*J4u9OyF@`%l(b`eI2o*3O&xwsO& zW(>X>A(O`bGa#tRHF)m=R`<7S&-f6aE-)CJhXIUV3ASlI&N};NuX6GhHu&yHPXqcu z6Y^9~rRVcGgnV@?k6R=HxuBVOZG`!Eo{d@>-jlkp>1F#N-9L|E6P?4u zTqZY?;!Y52b`4XOxTvtkEkDb+)TQ^Sj{lN;xAcaDQwUBh7~U@%bw|}sR&tZ65l~OR z4tLiYQ&JKzc+Ore5zxk>@A%1gl$43t#4gv~?mHv4D?Q3MM>a924xqekB-`7b(rlw9 zb#5w>)yowPEBdJ*t7_G6^j_ga@*ih?-12b}ZOvLM<)bp?+_&Q~_lnP*P8hFED3g=f z>x@tQ&o@|;1-|xdVxW*(f4T{3CD_PI83O2I3TpBWtLyv zFXynL259f(8cm@cuqBgxx1boSZ4_U2B;D?}GEyK^ZIID_rMiz6>wbL~fFrD;X=DQR zAHfKz2n2RW`HDF~cuN48FO9_IePtodz2r4gzIV-efzfL{cm?=l3exI~QR9?(;fqaV zvrrsW&%`<0pdS&gdCh_OO4VQu@cz{tG+gxr8hX4Hf;P$9D)c%86f)gQxPTla)l2}x zgq74}YOi@{2+5No7-SA#^%*!;nk{{dab+me(GzF3XE-dKvPayJchUO0Q+@K{EIc-2k0N{ZW+!$>1sJPd2>+73*E`vZV|r+hM7(AI5(l)aLc%p zl<$L5-ASaaDT@2fj9B<;@07X7_S!P@Ryh?aSX53t<=v@Lj(|&{%)RrB1Z$w1LVLs5 z!R({Zg3I$WN3X#UhEc3a{!NDN39h+cs0)RSP2*VgA-(j7!mA3f!fHZs|M$Nf90SIT zMioko*VdjldjUIb33{o@0?Pq__9%g0jyiuW3hwGysqvlr3Hu!O>L|;G zEi)(Jm#o1f!$MK!>E3@Pjc?pOE9WgOGqpE`aUR|ifENztQXT#Nuu8?V{@jtpx{xib zRWy+it@{Td48Ca%6q>nL4k%^~Tek1}87-=A;~nj^Vq5&NOKohyH}!jSj$ z{i(@zQne3q_iqhzdXvhc63!#iW3JQhBf7eLvK+6S#fv20H!qCENUdp~SEagSzDPgP zAEM_u%&3cC`VP|VQUGzbU8XQGuC`p)-S&H5Af0KAmlT2I{#4X4Psb!L=+ASygKG9~ z`~Re=eg5se5T7^*wbZ|u(HY5sfYPatmklH)LoX8=c+0aI#wz;Nv_M`dj7*KNOH!Aj zr%M$Rf+0Z9F#NZ*&zdq9akQ9LHqn_)9m*w+fkB+Hnwm7^#LqGB5Do@?S}Jbk&t3;4Dy93XNfEOH*z~c4X8fY-t-(P zd6=3;h%pW<2xy6!#?J=T+yp8llKooB*WqcwVLMAmtg!666CqR>k_u*Ae%-SJEX$Ll|=5R6bQt$OfnJwfo; zZp64r4lrBRKI#Rv4`&PeWkuQ-fa6T61G$q&37-@?+Ggc}kyDa(ilshp9$-QWl%F+Zv}k$#jO@QiH!w z*+2CG%d(+jIO9n^XE_6=~Y71;AVhhS_G< zxQ}MvlP&{hd4+G*DLs@Ku`Oq)*kwDVz62?1s=X~3pWw9@z|Hci0gTr_Z9R~~Z}xW9e0#mZf#bA=dagJCEf|UVJ zeE43`3;M_b6X6Nrb=~a{OA{xq`8&|^hu#{-aImSSPnoa$s)r; zuZ)U#M^grt&q&M)W^#fJI2_CfhC#`9NrquU#$dagOtP6jme@f*TEsCdos3GSYKI;k z%`?fA(?8Ym2EXMC;?8XJZ_VL+6l;M3>|E_KRVv4>76sxP?3pJ(KwnPqs}gk|u?$Wy zPQtl94@6zPawc9W%bsqkD&c`dxE#JG{z0U5Ok*Q{WxRFGFPQ1E(|i~nzj0|QvAC!TEX}RVkw`C zIyWttfzb^1Cmr7(36wpHOP%JOMwfits_rMbfdX%HDdQh<`BPUuoM;#aS8GhzpGpaW zV@|p^=(*f13T$Wc)vo@-lBjqlnmPunyMmqenPR!tGNex7X8KjGLsF#KP_ zp+^8$Ylh7YdBGw^vL;dYsiKUl7>IRMe*@Z12-zCcHLz%bsOo5mEZR&CJ-Kme2UdF6 zpa0Rm!%`mC50==7PYgYK>we{KlWA)?$vB(lYn=bmz>!DQxe0s>$n4Abglfk;DW-1G z_iQ+POmNpXbh%E})Q@4tps;f8=6L5Q@fBk1Cu4c~*Y_;?`nT50V=biM73`wJlzvY& zSG6UE8ALjG0S@!w5hZAqofYY@BInKZC=l5Ha__h)l^?imA*SJHSA~C+=8*g?A>kY| zSqBTnYa|2aOT##~V#&dT;(K^bmweG?q_8(oZ9l5T-GQ}yh11DT>w#ZJ@|f#Z76mJH zpz17H$sg1H3aPrdxMmTqi{(vJZXa(Y=hg)plm=6vxjcRW1y)yu1^T$3+Jx(oeQTxr zHQ90uuUSwoF#-};WcsGMSq!Kk@IO~hdaSl5ihZ2-5#TK=U+NeC?fIjR1CIkny)2F& zrnXxdo5jcNEBVf1Bh=2;DaQzq$>Y>$I7n*s=v0xM%1?ftlrID1`!ZK2#8BHIaHAhR zZne(OH8dedyFBA}K8efE*fjN4NroyEBX*v>JM z{9%X%Vy{H@Q$Mxrq~t^GX(-zeTYHy1BnmgXI3?bK%i`;c!^tw=Ten^wCS$Za-`mzZ z@=Okv08YuXzodA&fA;@Jyy%qN9S-W%Aqb%69FaW={p%z10?{7!3Mk4*e8-h&H?I>V zLQLqcLj3rgK1pKeo~u}o;l{!PR$kaC2uqC2}XFF!9>s#}>-xm`KF`;An^b?{ zjsHt&--*Q~&^bt>4*D;{u=eFHU6sk0;AdS0_4_Kd(fye7`&w;1-5Oz0twokL*qRXk z=!uULm)3T-2&+qAD#Q_L27(u;K6qDtKZd)L6;0R1ik)C=B9%|jyy|%Ud%O5W&>w!D z$qS#}*F4{r*MuT_Xo)MM|&|FHBbqeik13k^E zT72%!zDs-2F3se{aUV%3S4c?xt)J7(vLjM3GKvp`0~vifI{vM}_L_9&pSlqm8*F*A zWHhguX$k)8U$R#Fk)&E5P_m`L>m-(H=D{(YL+30Q8`Fg)!Wx-Oj${Urjk{?Y6_}pK z_|@jvfEZ1PRV=)T)`Q3O4_d_T`7jUby}fl!oZOqVV(Wl^{|)T&=L$H{dQ`{lYcZQN zObW#xq5)s!!*xzkW!NrVP~yPs-3+Lu9Sd;$vnUNIM=exvU5Zw`FTCqjA@VzcQ0=xk z6;?m`wngMxs6ClIUcN+g@Js;5zMM`OOd#iX0WG!LE>l~An81J4dR6{D)0$*iw~doM zf6xNdo~krOy43%G98t*Jfvo=F8ha}P>Gtdu-q#2YKk6ouXCWAmxu({k#sNzomBx`3 z*OV1XA3_X#kXoPT1vH(l4+PW4?IO-ox{BZ4|kxq8d z+!#z2=YC#^kMq7hiauNtcy1kM@;Z!$!C=5C6reNM7FIu_B*P*nJ3~+WQZpr|2^c@gWO6PjhBTeti9L#=m@+%qxt&TXirnA8L{5 z$IujoOnjW$GAi>REx=R_eHE0=8TRGF5VeBibXit>p`GvPh&XL*K`a?@*{|84Wy5IL zqx`RX#c4=fB(xPAO}QXBjK0haYHh&ij<`N_ZwluA@iguIN??k;pG4E$Cbv~hSC0Cw zK;h(CbXQnx(De9UXwMu-#n;%9VTpO71pn)=g| zvKlIkTSUe0ffn{fs(H=o>%U?`H;LFqHcZ&(E|BSZ<}V3+SHD*V9r)Je&Neuc66H-# zVqI6YG|+k>`+ZK*gIwxr zIy_P(1V=10v82Kt@F#PX8kAV{=IeYPxbWFhq@@^ zN*hoKq0HcYd$uwvT|vp_7)%S^7l7~G!IN3Cjc3U~@Bi$Ad*O83QAAij76DK6lb}bitQqn=&RDlUh&w;VT3RV=8O&rq5|3BMDJ+j2F({AG@ae>Y`Hk7aLBco zW0$Wl)@+Bb>J{gWF}>Mqa|h_j_ed#BciE;%q%D`CG+uxJm);a~L-waePNwmC#%Z={ z7hH+FEy|xcU9I>k*r;#S0v@gaD%zEb7XD)sV!$j0=~-4JhwYf_=koh?8TikFwfG07 zV9XM#n6KQqXDbbQ$WLzuWwbbs;I}5w|3$u`Nhp`(E@@i6vQr235cTKBxdraz64ITD6g#zKuZ2J*dTjJ`PKJ^3p?}nRwu$myd(6>2F-5)e@r@?a&z5wluxo%QSMR=EPK(C~cxvT{aHlCf+^J~d zR>t;+W-@nKBQYb~1J_%47!<3-6xw6S05Z!2z*V!Z-pY=W=hCiw{fAd|dC~RS&-Q+# zJ8Jn$MAk#1xH4_Ey^#PT-QSbB;Tt9UQ!?dK$vF|nj;gv-8`FZdd(6K*9zP4G7r`fK zN$JqT0E_;^>i`^D^%%i{(q3@N zcUQ}sN^38JW(iuqfL~#m$wMSR(Wk&a^W1bp68#|B=lc`ApBzS1sI;=qt+~_Es!kcE z;~MiL^TO>$V)w?+FL7177n{3->Q9VZ3X(uaR^J0jj$8l3`*A2F`TSAE<-0ta6*psV zrL~$i-uvM|#x}TXVSl^5?C9poy-7uyR7S;)hESkNT&%saHX!&o6&`6SO8|e86(CRy z$FO`bQ{`2eio-#n+;4c6mkw`O^A<*!S02OJ(5MzzPtfCYD*^|xzMv;YqjbCvt+V_H zaK(tQw{t2wi(edS^A04Om5Qsm7uxiO2^lVrEW?kFyX=CVUYgm>zAWFfq;)x+PYGMq zcMx8omtid*zh~{ct74K9sM7!Upel=LB111Dz3D>fC)R3ZQ7RzF)NI|vdS*X|rbauG z^Eo~2uj0*g`{Q<7qv$21A|jLu&vtBN)AR}grgkjnF%AHtTQ$r>N5Ls9aNo?y+6-FNGXE@*zb@T4exCH z7_DB@I0Mtl58UzU+Sp>)vbVZ-<@X#u;oUDma)Cuu0uM!=@yBMqCW55o%$zRI`83ryg>IPD z-dxVHMW=GNp50p=Z)x6G-4CGX_dD#|*M``sEjz&0p7m2G<#{ezBCm(mxdhnusJ2H4 zLD;SS1=Q62A}wtLE~`Lihh~3kvD~ABRlfzUy^z#$J2t;M72x7qWUiXpV4JImr{2x@ zVMLdf*1>y1J9{vIx55_0f4#seSGxmqno9TQ>V^&Zzi##t19RFbo)3M!hE6BU9SU;s z#V$bJE)d%m2Pa!%Y&TP;bR-fQ;}$=1_(qU3EGX4=gWyQ-j5gd+twZ)-WjyXtL@{?R zJ+GfWq>~1LQwHR#4dUedkUE07?A}3pN3yUdgJafnL?N~9KibJF!HR3l^1teIMZaqG zB3w^`rvpfRMS=s#7kq{eEH_yHs1t;ZmTj%(@Tb{0p#N5*(6sVzAdz1m~ri~G0 zj=eJ*WP!&@t<6XwG%G(llS9v~5Lv!Nn26Gv%!C^8%K|p_!@6uaXi+9o#lx^*xs^3) zxd!%cjN*R${ssIv6_%1{k}N*>gsQ;5_cTXEg}xsF1P58g|8_8jB7sL9unLR zF*}m%u$!exkSaUBx<>Hr#|qaS1K!k5=jS{Y_N2lzMkFEfM?R(ZGq4aWwUVHv53I_t zmWaz60{!Nh!iG9$vFAxrAnzxmsw|@1@t;sFyQ!igR6A4Zm8iW_xqw(nRn(wXkVVW9 z9&VLQF8-vf^oO95*ps}SaQ;kqI72fDtx zrs8f76*;@!ymU4b;G&NB$IKkTm&0q zL(8;ah2-Om0BKUUd_c1viF@CBqp&-tsQK*j#FThJZNx|gTK~$Fx@q*J)$o^CvW-MC z1NZnftI0MJZ0e1RCHUK2o+D86xV3IGdv(jqJ|;2edv(y5cDu-yRerq{xd+a#0+dRq z^+M6Zps{OHFU;FJ8B;N z^D^vNo&Q5%JvR*%G@%wa3G5HD)nw6Y+mF5bCYEGXr}Iwv z+u_d?-OkBXzkWOgkN@ywU=cxI+EHa|Lp}7;6Jw5#4yI$iNaGKhzk|U^Yq$RBp1~Zk z(wG}HY&Lr~R3-PEP2;^+1d`LY3;6ri5=&W(g{>V%7F3`-yyzoNC|O`9m1hsx1n2rfRTS;^It2GLx`Xz8@_@^$DIH@d#Tfuo}Y77QBAy9lae3SvakDI zVCEZC=&06&jlyvyrIL@MO5STLFXq%tN$hxI&&TUwLjqygBj8rCqCl7uLHf#JYfvFb zP*Q%rJne>O|6w&M69qc7%I0WI0=8+jO^{DT0 z=2xF&Zby9jV!j#4hc#|j-Tq@Q^lYgAq-$pI(Wm}Gk(YrZLaMVc;u2Sq3Lsft81kr| z&r5i`7`0U=^cmeP9j7+;(3-gl8Gm1AV+K|a??NTk$3}j3agE1ZLi6dZvj-I8%M>21 zT|K4X%i%=*q1{T3It*GRXuuRa+c^C3@iy1^{7!Li!zwICT8DBk8ZV%Fr3pSxeJ8N2 z@MKMXz|mExQ;L4XJg3_gRgJYQSrW6*juV;lTh>ZDTsu+R1+H_kWW_t21mW_uww*ua zywyj% z0>g^mn5E*C%salGOQz52Cl-AhX=BU`!mC#qn_%x%pB4$G*(-O|4JG$cnOjBB_HwkJ zazRFXR?LtfDCT0D6ug1fAzMT(*VbrMD~n5!U(rId77tyT^-YCzXfX!gM8GBMiO^}g zhqw8PM5`tU;N)B*!C7Tyw|*w+8v}t~(HGYU$%C2342wVKl1Tc(crlH`jVDW5daeUt zFA40eNC07uIft^)V9q&PqJ$&(EfxMvQPUmq(80-%B`Z|Qp5)l7XnzMYtz)nF4#V+?#Itb2QtoT5WZ~x|j0hce+nmXf8e?1tg_i zk+J=eWKVanDH-t=#I!ebjkZ3N^(=!k0Etm-ng4fFA(gZFxA>gp|wqI_% zdMA>d8?HYpfFAOn6Df8(O7bV33Pbq|*b0ZpY{{%=Pf|{?XZz_5>N^;0eTk>OaVyN? z@5K0Ldv`D69PizLCn9#~2KB$ToxOQ#f&E?ksIaN-MDo_!4YdXQj`Io&X`PdT=hVcL zG;AX=Yt679LA4^0fh-P`(e_*E`yYPc+Le7`6M99jGLS8kE%a-SWc0QTlTH$MVlrRg zbtudGZ8dN0j@e_w?`U@SVwg@nl*pl~J>yPy=p3vtv#qi8ehVy4qr~p5x8A_;%~LxS zhTF*qlzGPqan04HmNHoUHRnf!ElFrqgwSWLNsFE80ijy1yCNGsfbjXq*TnsLs`>B7 zYEQ-ADV;p<4f@ju^FvU@S_MbGDU=-I-gl~ptq-wh{BrC9c|SbsLo_cFn(auT6wTIKzW8piFO*Yxq<74|OvIKLAh zu8xJemy>JtEo~?stpa-v1lF`6QpqJIT_3kb<8}NE=P!IdzZryxI!RTc6ew2%NIq2S z2W^_Y|4iLU&%Q&vfVaSwl_P2?zQSmC42!^(=gGt&P+rNsZp>4N)=wh&NJ&IvZ3aT- zTd;wVb&@Or64B<*>@zyO6psAJ=Lcw6K!f!`j`o!r_vY~qw<=u>k`q|=5A~T{NU0i? zBd%OZG&@H{A!Z5-&~BV^o?ZCms~q!y==Cx#ZUC4=cW0P&xQ&~Ywq!^xCZE0-M7K{? zwJb_4zgg8FtB&%|0eKfNfIFz)j|kA|CY}U$lrPa8dt{_GzZ+MxZ2%^{5L5d6`zna) z6)X^r5el8xWa6ph*3&$cA15OR8;<>y1LtsJEJw&>hTf28RO;~iCB|G3HgTB>KY{-K z`JQG6VSgA;G1(&NUN|p7%979$W%)j_LpRYf``Bs)1=h?NU36k1nfpx7=Hxm<;>Z5h zG8wHi_w2M=O5EXzO_JIvZ?7BH$d0)t_(+|8e*kTTxA-=I27%}t|2CJ7`Vd<_BfgZ< zXgaa0B{M2kTg!<#>L3{-P)td$ZdeNLuCK=_p5fKjgl7^=6#cT z!Uk`L6^Z_o)$8uwD`D`DZxQ#sp3T}^+C+@~TIu}*60@vgVPn0@mf7HKz zfy_}k;gf2Ghc9pvExD5QeY3rOa+5{tWTz28?5FH;dZe=>tIQC(c{I}wOQ+`dPp zj>mBFG4`L`?twboUpsD@#$^6h|JXK*t4(0q>KQC36|3AA?usAHOPT&M0_qr~v(sHA zJbCK$Sxf)}>1|D4MZ|y6&{iEu2+TsJ_=sIkelEp-@vQeP;X!|8{@WQcNJ$V(54Tzy zZMei3=vAE+hf21Jt6Pai$)o?Uo9?u)ezotMjTchI9V?NrUuHc@W*ZFg4lsB0e98QV zip)i2&?jwYeW+oQdCA3C#JzOwbVc?vThh2+N_A_Oavp&o3pw9lr9;J_fiikFsaCOy zSjSZBG4?yZbX|JI0WalbYkPO`d+ ztDtB1uTn6&L&OUIx#@UC&X;^o6ZA1#YIZ?kTaS;djC`qY700#qBbI1t4K>5YZ$3KM%YQf>kbxP4o9w zC(3udM$)cW%}t`V?rgM2XPJQjUipkOMZkqdm@n5C{10S5Ajhzr?zQKQ07tm>T(Ndu zxFB$N@0JszAwuEn_VHzc4FxW6xqV@pXHjx+U@r2rjnLi?|NXn0h@tvg}Heus=D;dbVS}v?$_v&=@riKkYbq;0LjD5CwXA?hWCH4v;YmUEMJXy)A z$7+xi4M$3*mm7Ccg)NU2IRI)lnnYvsg>5{hwzVqF#vDm2sJdM_+{izO-honZA;6q2 zEpZ8aI>B&(aig(t$;?Oz35{&QOk@tEsd%r9D%6GBwWx zz~6opkm?uNBay-6j@4&hwPI5Dt{6(CeDX}xnng)%3u-?qcqHLVVMdpDqDo+|fCTtO zHDzRddkNz@FSmzjG(G+)GvBOq#XXrSvA7od$!I9e>{kZldsrbV+@Y?0rJG4VYn|T; z=~Zc)NoQQk9J|tU@TnXa{VcxlScysS+p43h2iP%*HEcrjz0y)?s97;+V&PX3$fZbzPY3Ih*2x7vr*^*k$V0w?926D9BL z92t6mBCW?;eibBN{w8f8_Zt}cZ9bLQGy8XmAzjC39Rjdv@a**`SUxZDtg$Zy?KV=G zMg0BYSABMGXyN2+JM&OFHoTVx(j4P@{khyqL!vn(Ps(Gda%+Jl#(>{VtL^8Yt3T7V zVOxsCUg?}Eui*z^T;pbqvt#XibBIO3JbYM{;m|cM)%u>wOfkqnt$a2-Vr_@L1f zqQ~kw;iZM)9r~mi-boJ(Glw5;6+eIteZs*7&L_gY7@6CJnyGxK4N(bEcNzb`9?s(Jbjq8$kPmCm!DSsI)3l35eoUX&RMj+&_Nk35MC z853YU6^)tPJ~Vo8`fb!bRPR4L5J~?-f0uvmCh1h%r@m%?l^vEvMUA{w3NIQmvN7-2 zMM}#4&JUi79dP4k*oYQJ;oQ|uw>>=M+#hGIX_AsJqnZ4L8a^mp_`+1N&gBwf1$2me z>*O0GSBxFbfBLCtj5WL0Mq#trnHYR!lj6JM_n58e?loc9wUk{s(8nIvhB2!zpVM;DU;*<6Aj zoS6IgoVCx%B1^h_%OeZphZ3Xc2^x5-Gc^4zoQ#q$zgUz&;t9)q;1*#F-LBF{xmTKG z*j_-Y{bPZX8hTl??3@|vT;?BXYYT}Cy%T#luZCq6*m~8Yar`g_v0SGE_ zFU_y`G29-+fa6}EGQ5%cBiVkAb6@@95;>a29Y3dV>y_AYZ++ML(9)i+TK_>XPaQK$C9lc`}U8?_TKssm-?nm$GkXr0j|AZgzWjB?vFySDxSI|T~)Kqzf?Vi5h6ZM zdn&qnRDYX)NhOY%htsMzHrD{WpJo}sMO*AjDwsmA-aqOYn7xl8XNPF?n{Zc0+fgn4 zouh$tzV*Bu)0jZoi0o0ACyU@t(Wg9BWn zt{2H}U)Z1}7CV08UEw!cy$>^+@RW|Wl8sG`GQAbh2ZU;gC+hms!C6N2e`+-OvIqq1 zEy%>k5_j*?npUx-w99VsDV6Ur#Mb>8e3o!GF<$VizXf8ROwZc*_8WJD}>`K52 zllWu7S9A*+J*h?VZlb7ycr;<+%7}($wrIVMx&(C+PMiBI`CBpCEtk^b9Lcg=$U=kqblsa5S#P-2Mok)5ya9#& zDJKrDQ5#?=yNFq&C{-zsLI*yEhr_CE05< zBVk(*rn`ubP5<+g^ykc#q`2uL(SLXjj{Ykf=izh0ht_m)wlQ*i=>rR@P(ST_bo}GM zX`{6u$}XNXxKPi?$WlJp!(^hXiC02!{NR11OTU8{3{8e1Ez*6&q_^x5laspJ#&Z_}HfU0iEB;w$0qBuRe>75&U{co+A)5Ktgh1R9cerNDb zSA+E3`>{5TyT!*hovq0$svVA8y~5X!h$CUBM6=HjM{tVTAvwd~-#$|Fpy2z*3wv}= zC;Dh8zwx~93FhJ&XWHEle6%aRGqDg|LdTcznu^d#ee6c*&xC1#(BOu(IS+9{x_t3) z0M9YWMbzLP1|0%?q8|nNDqL}ls>xNVA+e?(1{HDS2@nsnZrdWu#6|C3hVWELs)8~qM zyNp6GT@$XD^?LL3eim?7Zl(UJbgaj66g#cn?sKC_jK%l2mtLz8it1y0CorW`gSk0? z?ZIc*muvCg|3l+hk@{5MHfHqzMDr8-b`H#ozbnWKmzMU!H3By^o5>&fH*W#PwJGjt{E@lg#5@&&Kt+5z^nrtk$Pf*Z)jq?D%)3=JF|`MuTkm` z9c^BJU7-6nnA769V={*8OE8k#zEL;a2)6EBVn&`d92BMv9RS7f>vR^54#}ZDIL(V$ z?PwUXEn-``Mg91gzIYmJ71t)e{6PiDHO*x*kf>t&p{-?s=Po(a>)I~jR(bV6 zZp&oq;Ir*-6PqT+#pOGg^?aT3vC6zkW_R^}cus;DF)!Z?KlR~~Pq~J*dazU9Dtlu@ zf$xuRgKVq9H|QF!n#lq$E&VUcyJw=(1yqdrsSE=0Q*XS<=avnEC~nnbmUVbWhD%Pe zx8$`aRrhf76)dK7pzKzo1)g9xn2Kck_2oZ2;wdb(9ec<<2ZJPcL)^XcNuIK9*k=as zjzj+R9##RP=swddbtb}7iv=mS@6G-JpfEA*x@*>@(=PwP(XAJtPh=2B?tT1}9C1`y zpK82*@FCw~GeB7GOU1lNG3p^z_GlLutN6XLj#TJ{{0eXKw~uxYntdA!O9zOZC@p{D0!!af2kMXf$_2?Vs=~k_F`CaxGa+5m@>70z%SvVORZ;q8M|0o1=5t z><7%j`gde_rB`(DQ9t|3(}6Cj^z(`6ad0-03Hpk%^St5paaWPMmG&-8q%Pr~?OVcK z3UMt)6LengSlPpG`8A)|#v{t+Bha@3qh|-cf(KNZ@-C%JY=D*^x$ZWM;btpf&ZgUJ zIp+FHOVH=N&#Y?j+`T?_jX3sMl^3TB3HHU7kE>s`AJE=2!MrQyzGj@!DKwrY`d+x+ z(@u@h&~d-9CE;W_Mbt3=6J5YYA=bfLBiiowGkyl>p(C|Z9`%NsW=M0;gMaLg!GJi3 zjd@@l0w{89qR{?Rj^eD=bXQ=F4aCM^{Q+JjiUVbRc9tkU6ZIpabxPfJnnV}zY zr?c?&kpJ{R%{)h^?j!TYw1|3=y`lJ+q!LWb^xu#~Q0rm`+pp4=7lj=`C90bolvLtZ z$l3Wsck#~6O>mWj1UVVI^noZu?(x;5=1XW{+l^E<{}r=!ljjgyZVG038qu_4l>9Z) zVJ?2dtvMi`Hrs!7vu@%+?_4CaD__+pC>>Rbv&|~09V)v%m5aS~HD_P;^?C14piYbH zg_i4sV{zHUos4ojC^uys@IbVGCD7`=DTleC<*fsoHT|#l7Z3l#gP2wtvOaYEdh_i+&O8`kv^DXuk=e}K zX(jtnI}Keu@RO!~{0#ps;bL58E%OJ>M$+*?u^1{jT>OWh#OrTMA{t-+&T?vjtqz*E zK(R0FV#7D3SK3QowQAy#5W_# z=fC#Kyswh#ez>(OhZJ2KqkCI8NK2k6?BaS}vVM^?J~3^udc^t;ndWElqnG!=_L<7j zWMj=*m1oJHX$~*Z*#3NGO}lo0=~%L*SLkpCMdD@OQn@KvseOR3w`|P+lzz#;o*s)` zYq^E71!+$aQt5~U))`r4 z$}Ui(`&19g8#(2_f4d9dPfm*4@Q*!}Fit`(jfwVM%F)H+Y>fuaIjH_%;_qX9N;3tX z%$fc`&FsXA@Yu$!)9a|#RWnUr!;v+oSfxWb$Y~Gveq|5O0ngVIi81ma=(n#0ivr-` z(7!!jU$4$t}$Jlwf zpLf){v#9j@G*>s{;F?|XE%PF1+1pB=GIew?6Q6EFzZxSRSsyCH))n<3MJJHTQpb z;zzoQjhHV*eIhh^;BH7$<7Tbnat7#)A_DrvL4T^&nS9BddvbYbOO@$QOyVeDMY2ZB zKKX66tij9IKXJkUqG$ojt}>pdFSOATbDPY(5x$96MsKPDVHT~oXCNaP2!;$6y0z-_ zYG@k8#Da8gWaCt0e%#ZsKH04CC}++ruYZnxwSjwy$Yq*;H~{q6+#v_*G<(I?VxIXc^OZ}$qUA}{>t(rv$8 zyQ@t|4KS)MD?pCOW~hS(!)cj!N2j^~b97$yKlmWx{iQcmm%no4W-g;TPe^*j9O!_b z!n##nF*D+zOSgNWRoGyAy7ESMXK#EeM>K0hA3$TT5DRCE&woEPYzzM;8hp$+#*NFp zA(tA=xff#%)p~p>mgeW}k)pJxoJo!qlUd;IkN04t`*CPbjS2Q*ka_4oJpLyw9n48V zK2IHE?o&Il`se_7MB$0^0iPB>SK~8fc4-$fvsrJb#b*n-QALf-?g2-_@~6%l^-}Mo z4-NUaF$w%UTFYrFiD_B5$yDL3p{k&_j-_8~R6!m#4b|=qf(~Sd@^);gi_&4W2WFj!OF2{1 z-V;~~#$5gZIUkE%4i0XqF|w;Fn#NXIMsa0PiN-2 zka>TSWdk&@FNL{mZLTL9lKUK6b$nH@E$E@PG#xai6I-yk;`Sg3UTz;ZT3@1zBPVmv z-DPj1!x#F;ijYD*zF2D^c#r*A>5%bMx3-)wrSnz!eAcx;@b9e%X4q2jxS)NW-~r8Z z%+N{iswxA=mO>E!TK7~*VfpxBt`V6WR}41zc>X=o16w%p(UtkxkXQ_9MPJUc#_3U{ z6kit|DmucZ3Xp^Da zw*_(bJM5Z-h;7cER?%7uoCukulC^UGE!IkmQ#<5meRJSs8=Gsyozq(WW=wrPCiO{n zfnA+`JMv>q%gcAgm*DuVy(0^=p|`0^qL<-I_LD;tNiJ=sD_Ivb>Ln<9l+Ci;&2Yni zcz)%3M%KU@t=A;-9zK14(AP#rh2?$ERp38hNd+$z<3#tg`S+ueU1pnC{Tb_6HBdeW zKj*0MXzpgm;9SLLup-Z(xo#ipP7F4^n@U;aB2Adi_CGums`|&eiF>$QK+-Kcwu3PK z_*8e&`Rvrw)r+P>!TK2sg?8YlS?kN5kVHe8Pzo!u8)!E@a~q8h6xphn=T z$>)2W(_Q1?3aJ|+|F-XCux%p@cS$loVj#`mSk5IkT#}Gq#nX1(fi0>WQ5eqXJC5FV zQP!sE`s#Vqw!_$cyEhh@`zE89L}&~^4{%g+j3`3bP5tqZUH@FVBlj&MH(fN8+P%GD zPrLcoV(e9~HvSn@kzTohIHrO@_GSfhTXvN~SNwEs^GbK(mJ7#c3goPB8+|X54V~EA z%O<#pKi@-ST=3r%H#(6Yl zY;=O0P0q4ucbGSq?>gDc!Nh7);E2T>geL;+FxZkpl_JMBh4H@7M)1P5fL%;~F&0_N ztrP;Ao7@CXM>X=$T<{VYdqb_iENR7fw131XoA9nG^ea}s8)!+!Nb^1}zEiE-_l}MpT(gd{idwM-LE%sB+i^PkYkt=^AHHen@YpJ+T`_=8(`zOWrgN zjqYI-hUb}W7ybqB8S*xmeIKr1)IWo1KvqnB;-0`1B+GhSAK*Qec8*TBPK=nLDcw@k zDfG39ld#a~KsDQ6SLn?x@M?649VEn?2huKTQfoUQYxc+FDN}*PY#uPS?Q+)==HGAZ zoQvcTMcP@*2oRdj|BXXtQo(W{iKBiw@PF<-Sb%)s^?I zy;}#DYb&NTqBe$b-%MjBk)4}^KMJ#&9iodU5vCFM;vgf;7Bj4toz+8MR zeRmsWU2XeI)8S$VT!G=h9;CBPUc8w8`5?Jv@vaGvX=T>VjAnWs2R3#^>j8-|Qq?~? zPkWQQ^051YRkl*66G^ch$gBKeu%HaB|3jlb7sm7%Zq<8TVAiu39gW| zP;BRN@BQ=dkAH~vJ-c$eJM=#Zc;q&*W#6;!X=HGfZ0buNC^T=fE7!STT07o5w-BeQ z0C|069tNS7s&4l{g$`T8u)s2~_OXW_@+X?mC&}W^?Z{8u;ITN|W9SK3k{5DumtOMH zMWxf{Hb}$AZ*Oi_MTBtG#0}qnC?1mpa<5J9(^_RGR6u_#`tYVF zG#HtaS9HuC&4D}%b@w{%;0-k7K+6KG99HhR?lDx7E$5*p2@i?pGh_dh=_6<8JEtO3WRoUqQEEp&l(+Kj7Xaob2zvvJ=e^u)g}$gMtVX+U6J`_f!8JXuOL0iG)j&a5zs-cMxd7&`pJZ z;q z-jRM?+8qGVA5HST9>)WDYaOSiOgQ20qH+d)>A_UH<0}CI?2d%{qbMI=6$Q+$%hW4R z`H=xSZ?@>$XW_n;Tq!u)?QQE#v zQAt*#BKeaUoB5xoliTxCA=i+8w=UnAMM zPVd^%K_k>F&>|PUG~-E9uo3*MLZ&&vDj(!*qNEaG)1}x~OEDyy?Z+vRkygL7>9Q+|{A4-Ckwhhwnuh``_pc z!ONL0G)*!;_^vspiM4ZiC~P+9&;*X{l`Bi9mM?dnP`##V!&jQ$11r6lpIc)^zB{)H z&dMD+dgX|7d@86{ekE5*i?pfgBrYfIfdD+KaVojwkdOP?Sh(%+`UEzocX#qo>cq*` zw)-uY?1J$}Yg8kQByf011PiDfD4oM59RXE7FMm#8t<-7!(x;tw84uPcac@9 z7Y9F$C@EfW?DhAG_n8Cp-~8lVu$F-uW;im;bfZRkn$PO{+<6WgR|E(%hTha8E81?U zy3MQ1?Y@_Xj%Kz2FOitj?rY_4SNqGfjFEz*J|+`thSaxguQ|lME3;IHD2ayaK+vW3*y!Ad zBJ|hh|-6){Zz;%izGY-Vp6GT=gLa7X%G`XvL_md;_L;7!T zmqEOahweDBb*C(z zhU2R)61%jpDSNH%O(%K2fHsMlKT8*w#9d@Zz`z@U<=SB@t!AFcp({Nba&wQ;Kmst? zw2;Ev=RaHeKfT$neo(+t(x-8wbuWsw0R!rhM~R&9mPqp#uX@z+&=4s21qOJL)N))@ z><`0!$o$22I(S0+3jO6s<&3o)PV{T0r&n`sEQ{tG)*Kxg-*|w??e41o>N^(_d&b z{QRb1ReXkM1k!vC&4fj@v0#4}fHKp?a z>JeRl5X^sC9Wg(Yib*2CBNS^vjoag#R}fml9Fx`m^mC*8C`ch$2Vubyd}1mcS21EAKY z8$7W5afqn{0;#GRBC@2AUL$8ip+a``m{r*qvOkBJ?`+4lP`JDE{irNzn&vqzOc(PN zO|D&GEmTzu6WE22_{5>tw!%23CH)120PnI1s;|n{-W`n6vp^=Rde=lfcwxLri-XJI zu6-ohpx+{mHDh3to0lfou}-=!wVcVrB^i>}p3Kg1Dhmr?jEmFvhNoNIM{`z&SRKip z!Ml9m-|02G)V!FKnCB=UhwC^JDMy!TM^;yAkGSWaJn*oGqLxr2PUurkx52mMnci9p z{?ib;|HIW;MMe3(UmpZPqy*`fl$Nex5RjH`h7f7Sp@wDv0SW04kQV72xURNW-ZqJ%yZq>-uts3$V*qyH}7~0WAs_D-&S$O`@k)ZT|EfQJJbyw zJ?L{3a)3A2W*1V3wX{5F#fMe()c13&F8oqLPsDpt3y12V-nKcdms_l! z0C)imbpOG-|2|NwRcIJHXR)UKkBfeOC>G8KG;mzzdT z!`JOgWFJpBiu1n>J2N>D2Y8p=7z(`Keui1DZg4yyK=49Zx@>yl(nBP7)|}femiwMCN{ zlqm8NS0G=Ioa@`$=YGUPbpbB}27z3t+f8Y?8^#4Z`w(yMrzd&eS_#d~GGJ zUY2vIsy5|6w%kGqyL60NBLdMxe+;`jDIiXPcKlQ;pvM;N(tWQt8_9I&3$yVJG?7xg zPx|mQXJHH3(2j1k5mOV~rxcYOsEJT#&4}zgnMhOAdPa59?<{YwA$6#i`_ldK->{E| zS71Vghz4ZT9wEOg6KBzA*aHs>th3GGi1nWI}m8E~BLwdt6o%hcV z<#|3+-qy4#4M#I{9{U+4JFH>46F)cM%RM_e1)Woru>F%~m2+mNLXxUru4s->7N44_ zVJT{9MD8T1LyFd#qg_3Iq?gq+bk2qEi}knCV?N*#)ox1lR@a{$#wg@pKFd_3+G6{< z4V`O3`#hghq8xC;*gG0#3evglHAbjnA4{QetLQqLaGkTl+|AAqgY@UOGa_-X*Ot`C z&MEy{jWcm4DI}jig!TjRR)fh5Kkt z%{^@;!N2PVn#42^wAZr&ujJ*mgkuR?Q5vf892c2|sy+w84k%i_*)qcx7$&$_h*UU+ zF`&KPjWIIz4LTj|k&(twH1=QgNQq9Tf*jq1Glzu1rl z<`~$j-PzfT1KOQ&tf@A}E&hks#Of&MnH*b7b4_ZGJmqWL)FCeArN{p;oK^3lrN6Lf zY2R4bb*}qdb8ZH34n2iu1a<*o5|llj7AWOu-Ii(+;ZJgO5ZdWry%Jow@1r(K{)|?B zQaB3Sd9@h;dKIBZza27x-8U*nuSsVW81emOLV`1bUkbOA3 zF8b5bb{7{`u09cd>`W!Z`h|9g%=?!So5CRA&0_g zV|EVez?VvwsF)D!)j;-DVmmR@AG~vlGk&g%begmLeytd%43V=9vi=VH8~sQn48x%E zx`t2sTWAJzBxyCd#4q-ZEUh_yB1rVzN(X30M z!gwf#;T95o1J_7q(?~9F^G38#2=KV zL@G@7KQ%_Tj!HhAI)QTO1=6qn%|YV?6-7$KTUD|#OC4C%oxz077WJJeWY(9N#Crzp zk6FjUhsbpGTBm40MRRy^LXHJ|$GmYPFf7nIh>w57#bRM_*N60>qWks4<-F%9$Rs)J zr~B~4RPUY|zR$O&Tel+m$HPGTBy^9e-d z=%(Hhg;5B$ge`^I#|kDAX&%5?l3r=q-}2w9d(XGqD&L%m_`q*?UQuE0Iu zWozTPe7T_)hUvlxtF1W3S4q#k-SQQ`jqr&2ft}!83F<8dM-8pt{Y(FF&HWEw|G5)c z>3x{2@o7AE@so`cp#`65FZT>`+bOnbYRJDl^SI!&_uz9V|D-g5?E(o7}=T z3uBO3Hs$M|_P|`f0O5cB^f$x7s0uikkzli)CMA8Jo#5McNY{zzogx3d7>q0j8F^l_ zmiGBYs@j{cgW(=T(629Ky6rUD6{Mw=A`fxA1(=EPI=!dZb&uV&m6 zNvFhCtY!ijLp=%e7Ut*Ke?hh{e;i>B!}jQd_7PLf5M4BX^Gzpsrfa1?5qIT33>noW zLJi#jWIqKTtaNg@t7C?3hK*PvFsBj+OV>g%g;fxOVI>fBxY$y`(pAOx#_eK6@@sz3 z9m4AujPEDN*;~gx_=KeijR&4q`{2VB5^xnqF@4O@oRGW$wEX9y;Ouax|1ilanCp#5 z6u9x1@{K%pf)R7h5x6e4)Y2)6W`m0w&lr&!>4fVSc1%u00tS2Jd4kB-NiE`p{N1Ex z%dipsG=04OPf#;t?nW61*|5^^{6g*-@t34g!?~*__YBr-Q3LTKu&A`H0o(TKP#fmH z`e?h>hT^Lg`u^|-Grx7e9uPQJx~1WgcH>75EX4eJeGrCwe&16?s4>@vzO3rEe>Ghx z7?g!LVZ`)JbotzZSUnFd*ex8NU{VuDz}-reAIP6shb7UdlKz|1&^APO?ba~$=f>@Z z`>jPvI6U=pv)$0_I#^#BtV< z=imxKI-mte;~#DV>%s4UrmxL#n(yV7QHH8*4V-qoy(8e}zV5ocWGv^oCXh^wWDCAF zftv>JA1e|7+^K2Qde+BpkegO4yy!&q#C@xaW(;21zJrW$rAx{tIB&D;K)(cL0`O5Z z2n7U3Q(KKUi)GDwtj{tnzKPP@;j@AEjIX@Qv>IER!`5IgF^&FWv*ajXwYz8IqVjN~ z7wvbf9EGwiXf?62(+*b)1Lm}LQgRX+=qI9YQ;OOga)=(#6ag^AjhkO;2kb)+{F3d% zhhFzqHa_5QjN`y$&XdOJufI`(X}_#^eZ8f|O}Xc$dY?*D^FP%j(H5 zyZRlCg13e5t&%~bw?P<0IjI#;UwCi3Rj=-Q56yaoPm??Y*;)*r8&~!)&Rl#EcblS&`baP`~4g$0%&;yl7K;FVthW732rn*0)IO za*NJx7np1IDKIg;O0S-3&!Q3^6&kA>ZW5*qPw`WicfnTbV8)WML>wBlNf#XgB|Gn} z=QNOxU0yE+E>d%$K@(QZl~#S`(v<1a`OYqY`JB-&7!uE`WLS(_?0Tip3m?|+&ffcA zsdDRR#^jD0w24Gxdb>>w(5kyzub%Kv@Ie^ifuB*l(O?(GjA$&hJ&$NGB{aPTnMd2z6b!Z0um*s}f$5f{WD&*%rDr>XfV)LucHys`5#+Ka})wUR;<{c3h{MEe} zhitxgrdUX8=ACA){_W#OuGxl896X=2B#EJ~zt>l}cD_nfq1AgEB`B4Uh4 z0C8tXx{B92A@X8c2b~+pchU7tUdE+AH>-24+g*%OV*7}_uOPA7V-UbKqa$bRW{4df zcwJU72~z;V8vu~c9oe&fawuP?ItMs4ZT6C;Z2H`UdlWrSH;bZCuoz~xf}Uf;QG$6_ zf#)bOmN%3rrr2a<(3#_$)jFsjPJT$k@#pmAVLHgPBTtx%7(Xa`?bvTNkjT4C+ja-ZS!`0#uw&n@#=Dv= z_>;8hl?68BLB*-ecAD(Pdk0x9iM#Zfsrq|S9lqIjZNVV;?e6bRRHt*UyjU`h8s{SR z&;EUt>3cEu3L}sf%JpojU+Emc_~l)5%(p<6q)s03WAkr|HxJA$c|4w#%sdn%jd1uS z`Q=>Fy|P+iek$AVY zfAv{XpMe3hu?Q9&v0w@9JU`vl_*^>;Bh`Lt!_w3Vj_!m{RL-6SAxgf7<}}Lb*GQuC zce$YGXD|Msu^BK9lo>GSGk<*sB7S+j{}l&*y!7KE_wMD#j!37vow9$vGhn@>I)m_9 zlLLc9(V2L=X_-ggi9Rrk;zY&q8&mr6Hlw9`rq%~9Oxuh za-d~kMC;T3R6g!fxX;Ua#dyjq^8szH>rna?j4L2>q zHmgER8m9}Qg{%1J9+hS0I=aKT-cFX}Ztj|lvLCrF#sxd^RxmkG$SDt^w_HX4VSFZ( zoF4fP!*nU&M3ekveBPkROL`YD}-Pfv)AtoK3+I-3AU6@ z-!;jT>YnR#$^sna(nZW$#qEJg%DPG{%#38IaKyVlOPr$JE9JBUtAF2K6AZf6&=-oQ za!9!@9o`w>{ymJ*q4&Mfwzs`F3DBmCkk!t-VYr?pTQ*%792KvpwI59rrmW+;U|}xv zWpJc@j>FJQ&x<0M5xC$F7==tMIUCIt=%YY z3bwqpt@~cc@S2^?`^)Bs8Qf}!BX`rtr&L5Sv4$m>FfZ@*EBFl>t7gbonWM7Z1XOF| zco+0m3xAyp**D_h)m<`wD~^K?9|R`Lm#wH%RC_>e(pY}@Oa}|%xp|+)syn6ez+{~| z?X<>RXgh@T+blod5r^~b$1=|(lfwH&Bm1+ z*+{$8^0J`gKja0L#0l7O?8XBOCdmC!ExDQjym(uIAU;hZy9%d)dyVDJ((=mQ@6bx0S0ee@_;3c#J`B$K!K%S z^u;dfG=KA=B-dW8sJYcBLBe8p`l;75KUaBhJA8rcMhEv&x*gMr(LL1zM0Ly@)El<; zzB#`n9?iLMK#a}NJlplo@YI$kX$r}_zb-eAlF!S?Se01O)yo*sl!9h8M??CVh^`ei zNi-;gpp4HW@M6E}7ygIwF_tPD_foHVEooXr3#ERPajYZYKSi2m^;Kw8Toq8dYv4Ii z!J4z^b|GuL9jwl#0gK&Zv{IM^r+KewaM5KvFbpHYd=T_2$)*lus&Y zlWbC~rfM@>UOfFoqVLv#k3sl`AvwvD4Lo4HT;9Nm41Ovv3c98Fai`#@pm^#v<1(Gd z9XuMxt1)7SYSs650NUu8`%7+SBhFP*W0#T~Pou?@J~cmifd2Xhwa2RP0iRrcJ*qov zXqeREia#(rax)|s-0r1NVe^}J-_3l4@L%N#Gk}(#WB1YW4^nSkmfh7ZR{4Ry>bt<( zpfd;w|Bdk~$5W^s=fyh-Txpf#^y1dj=27jYL1WWK;WGNPm7JlR{F7un+4wwHj;b7o|?6S+*iMa^6?k zDo5Chx++D&oo({V?VEErTptc*!{FqZB~0ikG$)mA`+jnmlh-)O#e^Z}Y!~zsCTXSo zYG~}2a@#+%}(Je}G^ zd)^9ep?aZaZ*z81@8`e_7X+AFRE8>dKRMrt|w~MX;7rZ#S?s?Ygm@M>*oW z&nC=aw$5cnu9h4eCM`f#ZJza zv34GKG%+DEZe_qC*4obw=sdZe1Rcq!u6D1dC(2*z<;n%BoaR#oRP z@n&D#WQNtY!ddl8ovkP%Oxyas3RxwS%STa?X&GIBS<7Znoki+^{qL^yR!|6!D2VcG9ZADS+w|ER+LkhC4s`0GG+Kl8f4ezXmiaKHBR z?GuffzewSi|1ebVxLmbO7&&zyt%6x&xqL+)mm$;Cy{ugbOY|R`6K|9c^>LX%m{(eHnc>`YkskVZ(~83=O)`@R!S-WEO!FkJRTy zN7rXL@-62SLHUlzN}gP2cISFK8Tajgv%OQpxI@NT#t5EHkD`9^xh$*KAETqUs~JTV z$?meRw;LJQ+9T@HT3arGHr{DJhnMKkZRCfB+GnlExY;^0IT=xKL(0s<#9*f2HXU7D zk>eRXO?8}5ssJ*_sCyPx34jkw)S}EbhgF=MY5s0nR1?UJ<3Dr56Q^}?QE*s=(ViEq zM&T5J>C024Qa+Hh3Msnbt%|y$=QfemgTT7>y)gIW_Er#O$}XO&?9aY2@h1j9PdMdl zAXwVZIB0H`fjXv}k&_Ig+f#PHJPXXAdMy%ZAnMkw6UUwO{dr;{_aViI8x?|Gbt)( z!=@n)N?-SEl7x0pk94@vj`bVi1Ntc+fQh26ON_iXC)z5QTjJ$`n<0e#%+)1aCxi+t z%58#Wl-wQtshgH%DoHq%Hc6|EVQOtD)8&cVOzHz76%5 zpyq9_527#bd(|>3!!FZS1tci`CG>Er2L1nzkW6WJEdrTZXd=0F*sRToCX^-mr4Okr z4>a)D-3@xQkTosMSA`iHop@kLy?3i-^XgnBnj%g$%-ESZ?QsGA-0{s*50tEKkKgm| zzqm;fuUfy;Q4Bagj8i=uC}_%2nn7b&a^t*)gN+`iPYoYfDij=wnH@>g**{CMDYEd# zrHbG5ihn9#$V-t)V;k~iFIbn7b~aMNAz_Uq*9{z*N5XwjW@ljzFro%zwJClY4FygQt!>&Dyt@+3i%CT{?&V5sF~l>bO#5@2a2@kD@@M9F}8^Hz7i2nCr7)v zGc2JmUnT7-#@ze`OXK$$8Zxjn%)kp9vKj~Ct293bzuZf7^tbp+v)A(<21yap=?Ci+ zWd2Lz{3^I8AX3xdx)R!FL31tML9@KFG7#tGD!RrSarw+r!!_?(H!Iy< zJM@X|F%@8Vw!l7vu7K9T7jHC7)R4e>4z5JKxi_CTc5qt+YmK@JPxGg`u)m!Q$-JVw zzJ|MZqW0GPKTDa3(rb?2yDA%RGhuuE!D4Gy*;{Plh=Aj{4Vp28@&GAZ-3q7dx(s|{ z3!FD|-Yu=*N3ao{oLlB~jeqnr*z0wss;u?`7n>}ozy3+V{oO^m$wk5{8<#a(8hjGGXq+&J08s|0;8bwF(>76Y7JwoPQHn2#xv zTJ|1isQ=e3P$Zd|;G1n`3V;35^ddGqu_wJvBZEO0E51|+-RVeEm>cLtM(L-rOjbg5 zI9=~&_s4nRVz1Ac9nMY6jLl1@@y?nF{^ik;7A@!{1^%_*$g%sz2mC}tb{_eCll&-Q zn69I33M@Ya`33T;>Ugg}wcHvfl2_s|vHUkf?{#e2zIjE(18JSRtP^!X|HylpEhC!L zu8g!-5zB?Ecq~PSW_pg(k*$(koc$|++wzWn93@r;v`2>juSB6g!w%?0<#w?5IKGxK zjH)^ELmay`Kmb3}s?+2UP36N4v{|TgX#-cS2fO&`_I~DUGNxMe`{Dc`!!~G}qR)X+ zmgbi9H<#wY_x}n%7j-^K@H?P%il*?1&xVPpML+;y>--3qv` zo}NY5Rx?qqJr$?L;`xF4Z#0hDliF}h^T+wJ!L`fz51ur4S7^ta%&(jf;?51*FeN|z z%Is!~U>&@G*Y-T^gufH+5c(FG>kobk6ne45K{^bqWBxMwbsBkD{m@z#5KYX<+1(Ho93Z{mIuBT^ziTrHbS}|i{&>kRE|WK@_r;X!Y=shNZ3-z;iQ z*BjQxxVM%?;eAfQ1Jn%0!$!`7>K?%-jA6(*(QLe?B?s&lrleDD7uKcyt8w33sjZ$@ zAny)olO^zyBjJ5})KKW(?Cb;Zzjwx&)#Ns~v_==zx3ITwH3Zx5G7B>{rM3BvSJ>Iv zlC9kCE+142$X>y1_jUVb!_8I-xJ!1_RRjITA7!l=qnJ}MqTfJx(t1EZsDRaR zjl>U+%L5_X*qIGJW4?w0{##3BKLh%Aq?JX2QQ% zQ?5=aLDxui%ZfL_MwKiUg8cE=Up`$Q&*h%2L^-CUMeYN2vufU1?1J&s2hIB{Ui9$| zyYjoAMaODqC9AoJv+7m&ur14aV_V@C&DHNAnCh!93>fQH_nuqP1{Xp5i^yX(%Z9=J zl5eemrawQA{?m9tF1%cLG%3QKQrtJ|ao9fUK=+mJf6X~BbDcN1K~iy|7trS0|1bb^ ztT&XeS35~@6qj1>=T8l%kai6#{Nu4W>Ygo50yX0PaH*SwT&w5x+cmcoV|@}YaipqT zaHahZ75nt2P76tY=#nf2#ro3pHk^M+@eEs5{JtxCDin8yEYFhfA%1?yG;++j(iWiC zo@7%l7q+Lc8N!eYC5s>2UcZb5`@OH$brwtG7KSj$yKleT0>}`gB7EZM^D+&g1qW}A zvl-u(zQvUpt17{%`?wmT)&V9*uaPQ~tiRx=x(ILV*5#H`W8P{5yT( zadmv@PA4!q_c!|0zE)?4quC}j{jmGJ#4TM>d#`zBaUu7+r8mQeG5S=%j3EPcO_N&0 z@0N=QM#+$2BI*4J$Dst7WG*Y}ov(u>b^BjdhjzgU&y;;hWTx8gRUG3q7ZqJ=s=sd% z^18zbbLt4^cHff=g~Sxane64w>`s43d<;#WST79)W_RZJ9stao?56VNInprVA;??J zz_I3Lm<)Gs_o-<#f7&B=Ws(NNd6z|+y0Ae@XTuEND|zQj!9-}zk2^zo8&_wXAYqlx zF^~6a=u^h1T9W5&6MCTR`E&El_R>6&y7uh#QiPL@5w>9Ou0%8^_LelN)OBx?8hRmB zXWTw{d<3z&co_bkkGaHhvUgq_OhTI9O2D&#&0rW=Vzt?d%H?N$;kG2ur?h`+Pfd!w|9^_Mv>lxcHq0z1;PonK%i0;Xy2sOZ;6tsRB<3c(2L5@5?18OGxJJbJo zj84I)$kC6*_S8^?K#LH+M#^8>AtL_rqaXb5`$Xctyolf0dEihU5W%>SqdDVST%GVs(;0HBPcWQ`k(?`S+(Jex~CN2m(qAq*5Ld2b2^>v>!5H^ErTQ) zN@n9Adr4E=2Trc;V3=8ZU(4xq+PK4~iZy)*^6YqL-QbEt#i=%w)iuJ3hn zc=aP_l`IbY46a+u77kLmMp@Z`l)lGH)0yZFmLE$8m;0g|-j@E6$MMkyV4vN~9%GIWP=BL2(=^jm1sN#gK9JS=O5%t)lns5R|+hfV6cmUF-dSV6E@*m>W1Vy4bqt5^fFqdyw@sczot0^55%}>RqlI8vs!B(9g8CQl6sg0tUo6W zNvW|o(WACHMfOcJyE8PYQQzBEfV-Hxzy$^sfoETpZ#8kHWoU|uy)~B95o~G^>7ofk zJgb^NGFqHp z-s=Jk>l_(hCH8-43*Mtd+>pXzAN3&p?LLaRztsK9q|n*tGlCq zC7Q+_&7bXNQB7|CYt;DJ5o&si_7>RvS77`+px^x6gC`3CK z8p_XZqulzbxffHAemNorek#8Mnz$4LRXhALFHRy~dn+rD+RBGnW=k5X<=T5Lvf{h3 z3r2K&Cf1O+E(Wk*cW}?7V}6aVM2>$FNOz98h6@T6F1*FT@T!vWd$Z*DKBBFj9css6%xDP+o%DWbaG91tZ71id6taGK08pgBQ zCdB_?#1+3A5|kvFpJq__M)=1@32vec$I#X1bNZIs9$q0*7^WS7FdIB-v-JNxWL?*4 zZ$uZ3;ToF-p6;N32&_JT{>_9k`V%^yzLx}Tt%}*Edxg(8C4rR-f7P5xaH(gVDMuBQ zwVbjt^vE6luKRBV$K(w#hZ$}X<9*RuIl6ztXo<>O=kKZjngLJxkmDNu#(-{H{-`Ke zu#1|iW+O0p%Us|wO~ha(OW4%`TC@zbN|7*bdceH8hVxEWp1}3lW7W#OMSnW+WCP}8 zxts9!s#_?hyjVTiXK8d!0m{N-k>u-jS>w|Iwc+Iz1{48`KXULMR0`BW@>gwH;<9n^ zW83HqzMh%4mVu<6hup|Ve3$CFgH-l)Zy^g)WSm<>pFT3WQWfre!> zo!NB{rZsNi|3L{Rz+8BLRsJ7FATLi$=Ryg0v$To_J%6v47ABEH)>|9YG}4g z$IpjSOgXuwzpMdlna4rO$uFoV zJ_BGzVcW^cPVcoVH8gXtfFF-0FTrs50dr~Tx>Bh3Nm^)030df%tTiI$CS;1PZfm~g zC1i;`@Xj6kU#ZJu75WkSK@emj@;4N=Gq0`Ww^YDc!ALzo; zl=Axn@wzmrA;@20wx0zYwj4-VNvR|tZ#%>e6MQ`GIev7^Ra2+e0pBv5%iG;|4$Myd zy=Zh0y(h7t=2S4pM^rC~{hhBLjxu7Ju}tCoDZ0n>Zu`?Ge{l0z(VvWg_qE2KJv|vr z7{s7gaQvAzJHT9wU!fGJpZYn@!xcIjWKfuJo?|i16o~{a0B5!wKSg7RZ^gEABDxWo z5F9FiIYZ{D4zS_K>j`j1xBBW_cm7a~Cqr@PRiVC;G)lTGY4)`8LElrjoubd6&IwD{ zI+Z0ye*R^n^VYFauYr)++IU)nM=EW`Wu=7%Vz;W<_*avAJl(OyMv-FljQ{EP=Z-)2 zxZ$B$o@Hn9T2(a-M(*GNC)dlr%x>d|cw(8SQm4GLK!fS5qSl)96)S3PF2Q#X0y^Fn zTlKTCxh$)7jjfazY04Z$FvAk>z|Dq`5^pos&Q`lijRo?s&Ae=A&Sm;`nNGcgaaopo z@kTzJBH{8TqL8=*)N?L{(M{*i?c8IM-1`&}`T57_%T3OgTc1w*>bM4vIf#=lH8m=+5>S%D5i)e7*K)Fr&l#bqFV@b`> zK~r;4p!|;elru-$8gn(%Gpb;roWJEY!;S%8ggm-7+ljk7@gC5^>@TBX8~()d;heWY zeXe8DB|s(^@f?62j)6>Nv~wpiV|Kt815X<*I+?~QUjlQ18cqhTb1d3T^*SNL{}IN({-ZW!~JBaQydrv0~&Rp{hejI|VLM zuzXyib!O2(Z$}pA;_|-DXHm(dHI4!gj;?Ba^cp-PGmi9w06QB~QAcKz@`L-`bx`!te`zRqc zG%S8h_{eRSazBRx(!c z698~Wlbr-CqT4d)cSxW5Cm<5f9+foj-0I+^;O#XO3r*-_G(@h9|IY22b?*^pI{j{_ z1Br0-$Y5;`2UHMLLoEGgwVrBMSgdb#a6-}X9aj6@3z z07$f#_N$kcg-d~UbQ2jMOko%1=unJDP7{$Y)=|_aIn*?uZRmQ_xzf-L3>jOrw(+nn&%94xiMFAoI^^SXEhZ>1A=H!3zsmv5qZE zg4w`5ahw*bSorfn3hUx7srifXuxz5K2ii@1loPxl@#MP0rX@c9kCU{~R=am+KjsD+ z*h+`WQRy(|-BRvpuzgFFH@I632#Ss5KHz`ljjKL)La}+WVy^dZogl8CJZ^I>o0#Cz_d~#3uLbS zQmZIHiRtCL@7J`BYxQE|aZtq} z%}E+tOmU6BsC4z?PoFnyo=PwC<~kA{bDo%2!K=*G9p@rDnUi1vu_U@s`40zOSWX-O z5_F9r+vi1tlGhH~HAI+BE(?cda~U@9pAdGxk{M&wLJCqkh*fi#n3u>P2uq_}I!l@n zT9cV+Gs@vH|0qy1T?b)aQROY%ecoL;bwtcTwS5g2KnEghZ?*{0Mrm4aVZj=op)*bg zYZj&p*^RH#+{3uNAYKloDJN32viSKssexaSW$Viq+R;IXEBNm=;&bkghyeP6m4ZHN zkUrnbs!vN&+XR_6@T3%q4hrouT+fHtF(bX${_#~H3Ithq4mv}@x{7$W-O8Okwpoqz z1!6U!7uk;o<6T*rnsI0=+gVgmgvpj_?1Un3+V|((?gqTEU){;KJL{d}t~<#Ol8h`? zOqU!oqKKId44r?*dvi>9!b#88deklc2xb{f29M$&8{4pDx=4)4o?58Z98Bd7>K{D$ zWka*bxmm}X+mz1wHKw0f7tMVVyC)uNVq82#{y>*%F?K_BOucreEL=68O1=0Kn^_KZ?| zeqmXLW(1W{?$E(|W{}F41&R7;oU%pNDny2riS<<$u8yj|m)O5R8H*5-)wIa5Hiu)n zb;)9gVo-NoADV0DqA2wyV47Ag=MvM{)olkpTWDye^u1wQa%x@B&KzWD8Zg~UL%*8= z-5JD=WWBvfhzsB&j?oQgJ1#}qbh%eQ@?Mcrj_0&V+%EGBWnFm7suP$+Q%UiX| zGo>SZR0b>1=3X7tcLq94FqclOJbu!}h?(96X89rty`zwyr^*3d4t5)H$0UVg8hW@iybQ{nKOR%iSqg-Gr2{n;nts#q4%OVZfFBRC>?_k$OPWCLcH;X9+YiSpQbtl!Xhe{Fr4_>qVC_}z zs$Zb*rf|QSle?fu0y>Z~dCUYd9Gq_ctAAAFm0Ld+SOEk;acu)Kle+qSuL98lX=0}@ z?)-%NCdM^6-N-wI`ikDaf4;kn(gkuec&%4yj$F>Ai5+d^u6f(8K24sEAh=S+1Wp!P zmk2|WsWFnw47>5?VXPMlU*u&32C?4oxQM^>eU95$??Y9ZlqKUp-GET6uriV(ft5Ip z$Sh*5H?(hdVyuFex~u@r#B@M8%uW_oXl!!YJ-1AVJ0t#qfI|S8q(?zwT`DQM%;7^0 z$3SQ6^CqTkUqd^G^P4AYF~}4bC9c8hSY0S)re)-H|6Ds(4^1Po zA%P-Iq*WPl#B0YAMAIP)h<5J{aEDnxCOLI5222~!)UC2NRZp)zv2dkP>r6>cp7hZs zDryeNyliX5qcd}MFo9J{7Az0HwpcI$G=99d+X#%fl3B=Dw~6jxLsV@0uqK{B%Gu(D zkLZfu8%OBOUtvwb?bqsWLfX_f)%;oH+MpG>J&?N_qXsZAkc&2_jzovsy*djFS1HK8Kb#iuMy~o*! z{`toF-P`w6H4imbbpBjLsS`+{UOneDX^O!+8b3p7E?DOou@gF{MUBen6J1-N;qg_> zp>O&roMCMt(D+O=zP;Ll8a*;7>TVM5TsYjATzOHJ1R){7S8+_kXU24wXtr`eK&qp! zPiOT-UWziTMsXXG&sgDN;&rsO;jeMQtEOF3Gvo0s^_UP)LYLo6wH>b+XcFBhRG=6z zmGAzqB5=eg(t}GWh2WtTMSD-+J>7j{kj;!>?WpdIyne;qXWe78tO9xZ-7$l5t$^8` zoisFD8hvmt*$Y*1cs*u+hUpS;gC$eoudqo^(Ivb~NfEF9I;NaPKVUTcdYOgNp~(3rm)L8xD4|V3H5lhMDMK@ z5oXMVa=a8Kzb|g+HzXdHnk|01ibq=~o<_52&WgSj)~AR>a=xq|7|>!J7{sk&HB5S% z_zwf;N+zP^vFIC27}?MgU5(chCkQt*O_k`ZHiZg_W?=T16nRH11$&`f9UT+<= z?xUO6>jUq~kU!=av#>W?Nt=&;$_ZDfiu6$?%U$RAnwkMh-1t|qS$7Eeb>biyvhv+& zc;&Ux;@#?+paM_OmP4Zl_wI!#@)7(S{my#t9U_a;ek^&6avBEnnX0^U7J7O6vU$Ks zyz=%lSjG)dYhpgOmhdiA#15Ui4Pr@p%;J9y%1=3#&{NaXXL+vt z#DsY~Rc!J!ZcZ_$6a~|j099~NzEW_YJPFep2q#R+j2F0=Tj}pF0a)frtr{=PgG}rA zixp#YN8Y$}V{9j;9R(zJ1{3F{ydrX2$C9c6|Yy1oiqcl zbdBH;`&Gc2aK+w)ellzGj-At@`6djb_RQ|jDT(7^Wx?-m>Gpd(;VT#FiVM?(8KRdCQ7| zQ!O_rM3BBK33@f~N4$&tA6jd{0uZEoExF?l8}Y;CT9j*;7FC`%VZ8F(>-5c3|H2JF z)zB~pkv!*kZqLo%cDo4n>&lOjfbbQyxBlpMS(PW*!E6od1D+kGpUH%`6t< zk+*(bcjU3~v!_GdSsn<;*i*<@d4iaI@_paLH&Wo2%wWlTL`iTzK%ZLGeU0~OW(zK- zm5olZvK1@+hUuWn$onHGB(CniHeCEQC9WM8_Tyg#%#?h9;S*m*7?8Cb} zr8f-r6r^MWl!U>u)GLqR-L8Bv5F0i5Ma1v4*2ruuRgmX&&xY)mj7OZ+zWL=jF*3Vm zwtSm80bE!jyf7qQyfqU45LbDSErT+StrHfcUhGoNX26oizO~106mb2-#{vsuw zu4PjnKPxTOS7MyYewk3S>^={N7H_+u|1kJb9Avw>K;MMse=?10M>puldxN+;YWHmC zx?tF6X^WG}R?dh>f`f`4ysaklavZWDRJ_!cBl7eg#!pGB=|)u~V|X@0JF0lv*3?tD`~oLw$p$bDhkn#uXQbB*R5E;W~$l&<$0 z7<;kYMRS2R6@gv8kCiztjh*{7J&pXdPI^i#K5QyW(^=D)4@^ z2}{}gen2TmB??*kCxAFFd!n7ASRVX2GGh2iu36A-;tp9k{&(#q>$ykh@zs|o`chIB z`$i#>Sb-Uj!^o>qHS~BL92d@03FAr)*O}H_tX#d^{aC{B={Y5weq4349}&*MrKAXw zbE?>>-d&|{%U;AUVcS6Kaf@Oa!3rGI(%xjiEHYo6L1#hM#Ex~nPlcL@)rK~x4O{eg zFoD!|(`{wu7A_N{f8zC_X>VmJZ*1Y&z}B$MP{`PHh`EVMS>8&{^A$H^qm`>b`}*X30;uz7>-v=a@nl{Y^#p#HYK){HbO`4%~} z_vV>URbBU8SbGRF(a@307}Z$aXk^k?DrOV=WBgN%Zj1-&QOTt^Du2!tzwg)Kn3>g0aXdHQz7sr3n2#h2Ta%z`Yv7tW<#XM(joemP5Pc< z3iO+y41~W@%}c65f7)!2zJfZ3Iv@k~&4MY5ORF%gaoC01*LmSA=LJjo2YA z_SJ|u|DW29q-EZL$5l3$|oJyazP>Dvt z?@7FQaBD=Fxw-k5mmBw08ql{Xxtb>fsW`FY#zj4=*-?r2+V(ZxwbN%`BJH#r(r-wV zqGKuiw{4jmc^9t!KnNXIX$*W))hmM4+hGO9#Ze!=FYPn3H$d%JFym3 z68g8iy-&ik{HrSbEl@JhF@*62q^#8-F#Ytc$i7B_w;Cy^g}=TobL!cCV~H zc^g02t&5P~(W&uH{};8n+-S3OE_m*!eFHZf>yNPo6*6L4p3jIsRy2zf*he*5yS&RJ z8G1uX%O)3ceQcmcS)sUWcXhiPzqJ~mM;h5RFyG*C@;iL$CzEl1#h4w^CClxvrKL@W zPf^FlpCojP?D^A7%S|XKH2tr^y0HW1m~(60^@lwDLwA#<1|#!+NrX8#cH55z@~w@EuXgRS3etsQ_hVgIgM}4BA0dKe zXg{T0v!q7uz+~eZ&Fm?tp$mxg~{nIA_r3wH2%%a|Ty@bDNHoO;KwX7f)NS&a&H*xrhHU#AokkUj6NuMrQ19 zrBLh#P1)!2rD_n@O1w`+eJGwe@5iRC$f_2(*$f#3Ub$ZsKG7$%YxUYU zbXe&Bi1m!XU59wt`_w|m)78&2`SOhqVUujdzbQ(Vi#-MPaBn2R``6_n1j$7!L>zNQ z>-j?4S5+~}C>@|rSpi#YO&Jv{9))8Oe^V-rjb9pAxJXVYTDvjcB%6v9o9epiVx)^( z9wU>|xs%y}CAxL<>_uP62cRw9ItR{n^mSl(F23NVwEjD7LkrBwd6G=U%zb~B069iP z@P^$@S<8y^g1OG=HoEV%Z{-1qw0>q~8BLt3bgspx8d9@J&!c~mWHGb5)k=%|ASjUZ z>2ajqH{QFNj56-`rsuVs`)3sqiZ#4h%NA&?d=uBk{-Keu5Pc_qo>>8VE27m0uK&4J z1{~(o?Y0**MLhdm#$4_HNlX22a_ZS;9zxw?_5RI+WN+^Gr{QD*0)cFu&B_*JUZG*Y zo>tl;QJws1f@2`(aHk7;!dEoUr2ZHw@lmRA;qpbfh>Q581?1tC~ ze07$bXEh2w{fCheAQzH}X6A=l)Eor7LgjjJ64Xx@yiy~2i|qGruNaY_^IqLMCwVU^ zW4<8KS>*fN)_O#;DV`iTSkd)wKg1YRfigbsBkN*_&0~*u=6-leJyQ#H@^s!}G*~G8 za}y*c`GR|JdUJL^{5|#2ZeAp)aBlIZY-C$1CdPF+5lZnyE%Hxn+5kOWog<&Y2=#YO z1NrdnVBuo}+pFdX@o!z9;v4iJ{J1=fxR(uD{w#s-yv0^+iHGnKh-8FcyX1CUkFR-0 z5BC^F8M#nN?+uJN7_C+$5tXMI(>9Vn@Gt*f(4?{eH}#$}qK@{?^a*ZCv1M0Fj& zqC_zk3d2O)N-5NC+SS+ZDV5|4o8=i>Ot?xlE*Ku@*XFJ`KP~is8ROYA zX&@>H#|%2wgg9n=c)9$ng;u|{~fg=kerKz}miUA;goM^$X%)=id1>YtSirQg^UF0trM|HXsiX7`Beh!2)?Ry>uf zitur^Hd=j1Xg+%tn$)kQ2#fvEj46f`bDL>*{tsgjhD;|8jsJ#cSq~624RE*|T-9Yh zE>-4hHXbNNMUSHVWE)b=;+48vvoHbfI?R4sShEG1nC4Xmxxo$YkLExKm7Hi+Y$>+z z#uGpOAG-$FAJHblbh-v-VQebTYY6DnFHG{HLO`uyI{%G+`z9S_Vk>6;3(G)-^nPPn z1G5%7V)H;&*A5{n^zJI%U>3BiXsbr}3A2Vr_?aB-aGi&SOQ}MDL+^>@huqNVI6+_{ z(`4{}7@AEMz3t91JQgyc zWDc=ScpI-+cS?QP2eeKdO~0t|Ft42E#XH?jJk+f*gcd@Y^4L2=uON%jD=Tl^)`d$`eXuDS9n$8N9UG_I_-MzGsIt2-qP7nWLKx0wb54F2^8{5#ZKNOfbTTgOwLu+nxUCX{Tg<5ZWk>d z`%k&yXND3*zAd1B^Jnw{3x!4s;>O;IS*CFzE^8$VU4AD=-cdrXa?*u}*yi~udAs*8 zwpZh)tkaeJ%Cf_&Ulq;`Hg-b(4Jcf!zsTueC15oCywx7lgC3<_jQwu2B(A37aLY{% z)6+YsibLdH8LgrT_$WmWc4^s6(ck)v4!x?P&7^?v>K?mpI*Rw}kLIkVye=@PZu=~} z5^fb&pdJ6|R_F$Ex@rF$to`&M@nW4f%{EBvkyXOrsKCNUHMQDz|F?JX9;|2SbB^PV zUWz04nW(Bsck`poR!~DDFtYkZ!rw4M^rl>>GLYt&*j~hZbmUV%xeQY$x=N}4DF|0L zqqt>h7bQJGT1fBi3hPx?OyiW=oj|5Fn=u>_X0ej75q{y-OBWHJUivLRI)SD1OPICw z9Lb+w4isDhD}!uDb|xZ6FuY%w-rQ6!pL^uXP#R$Ktf1*eY>VS77PpxPh6AMXbiFOv z`X22CB)jsjD2Fz)odNx&-X+=zM(65AhsS$g)tJ?N1yrkNHE-reD&?rsU1$YO)hhlS z>Uz$1A`(ov5{C-}G@1KX9$8Y9n3xSf1V^f`{lljhi!6VNJPdym61#`x%H!p}hc$vs z*qiS=RS{J)ihr9m(;q+C&1LPZ_5GmIxbA!v=&;822In!l6ipQsE{#nw`lS<6_IA5P zC=MtcNCNz+_%^VW!EtE;`*%eEKB8<2iZ5fmFkjx<){UhR95^xET8($uL5-O0X4l@b zeM_S&sPY(8&49W+H)a*rKb`22Nt%{fGEBaFD9DXD0+y!=Yp1gb2vx|dMTlkcJh7v0 zAr8g0P}7FO&EagPu4>u~?TgLA>wW$LhIHTDmn(4}996{u`e5xugKQAm-(94@S1>}d z=R%recS!~BtL%0Z6l{hYh=9+f9bRM$`cCW8sXX`CPt>C*&e=DlE)2@;Z!tfO7krm9 z@`K@_uFAfZ{7>>vfsIS8ESXG|_#T>TYnbwfE$OCbxlo`{tbak zyNzjQLK6oavdsxxRmckQTgC?e6XHJqG6d(QPWP(Kh83iq(+544gv{gjx=ENu!VR;@ z{~Zy^R^d6)ahEvmm!z86unfzkql`~4^=IEM8KA$_Rk3* zF$mh`!A#DD7$Bc;+|b_d#s3aw-8`VLZ>Z1v-ubvvBS)k=MR1Dku&dMQyXD00Xwm+- za`tA3W;)@M`Wu&-Y`=43HV~uxL{-Iot4sl5pNMt|`{k=@{Y`p|pw^&&5>T5SH5nj_ z*szesxOjO(b$Osg-{+t2EnUJ)-P*QF|HA;SLMtWnFZ7z;0~9jmQc{0z%QKBNmvE#L zB2lT16Y0D;HEH(+d4awMVmh0vgk3y~h6AoNNXaB3gpfpNg8pWe`yz)2dEH0te!U)N z0@2rn$eES(F(>wsVUiRZ^WMuD{@1CG$H`(!1y}|6j>hw+ferk^6vC;qRNKOkWpOoC z>&5>4$bvV*-!r{J_#U74bn_~^U_uXs94-%^&^n1FDZ6yHVQ`ujj@tnK%u++>jE+B! z=5DKR&Dy*67=^!P%$Fa3l1zZDvz*Ft+b;%gzIS{-oG+QVLV4gW6p$-|x)gT208cGY zx8M2)%&Z?7<+pM3c3AmO&OC2KiYTH55~R`^oniW}gCTD$nZ@s-tKVu&RLD?t@%JYF zi7+i(mD25Vd?rkf`QZ)VyKxo*sNC8Z{Is`)!$E2p_$y3^x;0OKxYb3; z+tyE!&xf$DRd~Jk>+Q~C$>~3pcOR3_;@48c%y6OyP6kHeq{08p>iV1>l^ZO&afHwFBheY))HU^vW(}knI~#7-=Fq{Sk-PVpP)o#RV1J^ty{ul zZ9p4_VDDXRwCO9924A}P2yW%oYCVhNo98>;^odp2@%Q6$EA=A4P}|Knqm|L(z$rMd zk)RoIsjTR4gkFme5picFHvk;M>`?!S5;eC)i`B2qF1sfM z?;IfkFk$94!HvC;hDIi~X(i267mn$*<@HDY1qI#`M>BGDGbel@cCV=_25#`fh-}63Re6e20AH>d`w+F4c76VLh3O+Bg;}`0-2xJ1zWg=!YxwX5R+CeT1#Z*% z+4ofxUH9!qJY~}janujYaPkS^>oK2*9%?t0&Ke#O-XjcfQcIfAfY{abfG?a6?hE4a ze^RddN_G<}J>=jqG2bel(OC4fTUdvRgevI@or7uvwwipU>ME2o+O&m4q_}ZFRTJ_`-BR#-FnLvNATHa_>J3 zPw>cgAccYb<=6|Si~Mb|{fE6~G)~%N0R0Ro_If0j2XHrcZ1OJ9rkztk-sD>f-#-NP zmsMDEpAS4Qr0Rrj2|>%{u^eI?Pvc%hDVeKfPs*$^t^c-gZYM-rJNDMaMpP~!^^oQ@ ztiJ}7VL-=E%lr`7-FB~m=-v8i6F2F_zlvg&i&2`U*vXB?64{41MHV-cF;Bcw%wB%e z*O66 z%dRYV>FGg>9l&az$&UW3e9tt+xh+t-AgV52pCv^sgVVCFgo6EQ6 znsGsvJ2d2$UUw8ReJvHJgn>puZUY8xWq-Ds@(nib^l_1AKST&bbkN0xmx$^x5W9l| zjc7&6LKem<>)#DLLXGI{`anXU#u}v$`w~4*T^_fq=5NLUW9ZZ?W;>1sU1dX!JlpY} zq$|d^RXZFr&cb#WYMF`}9IbtK?}8ggD+bd?H1l8&8YI zMtm?{K1*e0mJr9y#)L!_oa-v^S4L4k(UrE2KOv4~Av`i}9t?F8OlJf@10x7j>wHOup-Dlt@%CuAyzym(|SoOxmQ5l6QNXYCfe;j(;QUiPlQV!l9| zY__JP+X3%Jy*a|&;rIS58XxpCCq93F&(kT7o&os@+NS8{Uu}rAJMgAvg>bYD zS;pV4fa@<-K0x?O6VKu1y68Fr8vge`jJ2A5ukW8J6&kRiCe!Xsphc@hEQy1`ii(ns z;=sA`C%P<->|>~2ZBUEf{CLq+MBS-jomTj<`?q#+7R2mWd+~N18xE`9NXyXO2Jv;} z@=&4AuQa#Z92fNh*8*0u)8eHyYxxONdm!r&2bqIiCx0C9CA@bT-SpZaK?{2z_u}u4 zm18D!mKMg*F}33&QTFFzV{1zU>2ev6=A^F^h;V)>BXpZbRU#m88L+KB;9qLInll!5 zhfca4!W2b1NvZ;A&r72{`O+DyfJ1(6g(#kn97919YaeRFp7>)dDki)upzr1F`5t9B zsvla*a&zSC{hOOe;_Wh4c&AG$42`o|!?mZm7 z=UVl^7=z~&wzGrV7eag0Mr(&HQCTDD`^z^Cd8$QLjL>ZRojRorjHc~7ts?K^d`~cZ zKz-+8*-&-2H-ya%)-LC7+TwY}=94@a=o9~YwnZSr#<2t3ue)5u9emjc7t6@ zRgGDtUW{zYADM~FjT%6)-<+TSo28*8MbW4tJuugo(d~hCWc?oAN!a(e@M5|AUG8A~)h5RBPpu<%CP`$C+nGyGQ`y-yg%L*qpP~)s!LQI$7R0oGEZ{zuhe;7^U*x3MKYCocLe{hinmbQiOjbk)pf59QWN;F`B2b=gQ} z$xYk}vv5!z^KuBfjiDdy6A_`$wNG+7E^d!YOKLRaUOT=!C%N=HIUXpdR^I@dRAg}4 zOAHe_TZS4oCmSx4TEd#NOx`~J71)@nVX$($#JsAwBMa)gfBYlwSpZ(S-aoHs5D;++ z2c@hm$3(cRKf~C#Iq?T7&^wjVk^kz&S)s?qq#dqFN$UJq`O(iU9SkV3^VJ$w^wr#e# z?tE2MRe#->yLa*G<a?XP=+k;toV7){!c)5~7ILSJn*AX3ybTa6 zrd$au6I`lhKdFydpnlJ|?|l#HKdb(}*37EqmQXJTq7tJASg()np}~F%YlH+x0)hh5 zspoaH`c_%KLL zBww^X_o1>VH4P5%-5Ayh(b5jQ(`Jx=7iYw9>y`xDo4 z89GM%cN(hKP&d-HiEH`O8PHwhbk*7(JH)LN&*cMve9C8Q6kM|`(hXbv*+lxXxPB>Y zOJGk_MPOqCRx!d*FUDkiS<7`+Rkey#y7Up=T%l3j)>ac-Ot*|_Bj6I%@hS&W7@bC@ zxh{UOI(gC^1f;jS2r9H#m(+Y$$c>d#Xz>s)X$6v~zw(2z9Co( zVwmb~Ews*{U!JsdJcdCXA5^lsB#012l@hc~9qGL^Hg`&6A1|W8ix>`6`!?sEeCm%o zk2wrx`hW73XUpL`E+T0)P8%b@ECZtABbkK@g5Sgwm)CGZ*9^RVsR6(2n(HF6T4R-I z!%~9%5L)c><8K$HnfGEGZ-l&E*(XMMsrrjKs-cII4%?mRNRwPEl-Z5BZ1YP+vQf-e zA9bCyKhjvUCG}xy4|Ak_6KN|nEGc&(FSp;mUX$K$dfkyKd#3if)5N#Jue=7EG>83C zu}7n$#Dn6UQ4Gl{D?iUT`kvL5_wm(mTr)oWp}g*)N4VPhF{eHuEb}b<4A%eVNKRi( z;@{7~5n_w%QyK%z+vtlrwy$>TpyLC7tnXnt`bVM+E))T^OUdPS$O2$x z1UF0f8eg-pLtP%HOF~EEN!g>NKhW~YAiD;-kH#g=4*wZF%nI7s>`_LLLjW_on2FZw%mE%uc@|(Y+!vjI6 ztD7o{CIx;bANuKnXo!l$_T-((CT+hHAu6voxmR1W!F4oZ%?XXYLNzI6)oYZL$gb}a&YAhK6Ve8uR!$r0&)(69iCSwyNOZy;MH;i@~et_kU{6^(e;O$XnM|X zZV=_%0&yaY-9QdsU1Y>b16w~kueG^hI**8DgbH16-gu$<8FQKb0%F_on!Iwc+JoNC z|HC?s#;AHhmCA{)Hd9XmWgqCXT_wb^D#npxG5{{?k8|f$m9B=0@hU|dHMsRhFgYfJ z#a?2d-OH9cCBFmC($`i-&M)l(@#hKu%D<@k{`Ha`%i$;Q;1IPcX;cwVJAi?Za|tHQ zwD0Kem)Qv_In>`Pw`gk!0txz5RgjN{x<1=3@}xzK-l_J|;s@FuMB)E(N}U$ANH8To z5@Kp+68Roi;udoR&`lR-x)3uMFy@Mb>r+anYA^MoKL8W?@U^2G_n3CcE~cMAn3&c* zxrx4A@mA0GpqXc}Rw-|K@BbpJ0q58~>=yrIK}ODYj?prdjHS2Mo4VOFg%>`g31pEk zQ}-9oINz;FExaFE0T5n}xkx=MImR7{vfcp90UOZ>RnR?|K~dKy$v@2Mdw8 zw_HQz?!ih~apGiCoLi^8dI5{^69eFozHze?!!UGLgU?iIv?dHr;h8aRF4 zOx=FmH@dHbJL0cBU`$cZ(to~!Mpq!C5n<>RNZ9p>L2-s2`9OTW+q(D|*u!IMu08y& z-&SlaBK)D^=xj-`52jC@fE4cyw7chKkPtqOy{28gs{UCr$q%wH%sf7MRuog;-`4zL5xhXN>;&!w>VH*V2F9MI;6`%MPUZ;oc5#uTa^x05<*Yyh%+r?(NOJB1`+y^FrC(q&DJ5y|R~5AeMIv4isOuUs}xI z@`r965AwcM)4j4Nq2RSDvFe(lpJRv7>oDOV*Um@@nt*X%vV;KQ!+=k<&_(QM&Ds;8G)IhknA>LYss#`?}4P}FqZKz~zjD1_NH}rk({<3|=uymM$hWrR&Gy zz9Q=1cR2ZXDt#d0HeHBF2(7&0Z}tP4C)F%GS>q)C@biBOIv63y1MQ|OAMkQhFT-xN zU>GSMY^Z`+$8+o$ErA8vHry454K!r4X{f&DU89&c7=qmW7!MVRs2oJ24yw<^_CJiJ zS4H}VmvUk*A3y$jUKDbTeR>}20ZE97&`8#v)@F70Bj-@x+lal5Ck^^6>dLG2#B{8^ zZdM;G&{EUf>b)x^5S%ZN>w7ikF@wyWEF-J9%~;}GwUKfH)yIjfEBS?I?g?Rh78!k> z;NW>?7}&Fpd8F|m-!!+&-DfWNBJ%NCqto_ka1a6rgL!7AC3>$pq&FfjztPzAU%&VX zNUUh|rQRzj=_5$=m&jprU}|Fda`|gpc;im3TqP+-^ynrK@seHt#4WGhDc%Yp-jP>o zaG1UXnN>Ff!B^iVhVPtyut;8mc07BKZARs7EIM(3bd+1-rIMsVC=D?7%dW4h`p5sn zxR)Z$`EyZ(zx#9Tw@t!$o9Y%aY>SWxEU8S^4NDi{Q3&2cSiWd7OrAS6Yb5$|Zvd9<%xL&_RWm#t0=Y`vx7ZTE0f< zz_iFv4(`Uf+|`N$r+C;j3b;Af-}=^7d^f3T%CSppZEc{r383 z_Nm^TZ~q>$J*(5f?B`kiPYmY-g_%`hOD-gOogis|bX5B!qdUTlo zsLW444G1EDA^)I8&gC|}da_K2_3eJHKV8Y89q%k+?X}z%8D9YI1ntKFq`>3fJTzgj zEzWiNQgzln9~rqhak>n2r)q2r)L%p0ki|WHIuP-Ig*l#$Wmcz_N(yj`fOoTYvGZC) zq7V51#3=fn%nt_mFAL9~)dh-llVX|5VSi{4-nf4HX!xc`dO>fd{(hjOoIm#HUeV2s zlh**5iAc*iSNx~1u?|jSEngmT|2E>I_<60J@TDZ&sIR2k1pg?PW@dhEc(rn)o_OgY zBy#cjU7#1~wr?CPvd!)s&?91W0V&QMLk>)b%Zm6gF zp+(3{=B-J$NuylsgWTo<{L`GH+OkZCPyT@6Ha63WXZim$f$RZz53-$gjWVqwp)T-N zS=``^eSlyK%n_5VTBW7zyZ$QPv1aih^p&C0$vOn3xP{$sXJF8L>Bw0{*QlnM5?iB1 z{!&$(d(5A?6iD+DWwfm`!!Iu4ZMGEU#2aSyOK9f@S*)eUb@j)`pArPNEjE$YcKq-+ z)FP+W5#Q^Zon_xJj>|F4sjAFP2F!NW6Na7SLx1Qk9m8?bUa6}o^h(I!_i#!M-suzx z?CbUOq;qO^@(OixWTrGeb!_3&%A{}UL_<6AP^uc=OYCo^DZ4(w=M&}Vk|2Yx(>c{6Q({R{M!fv={OQH^jc z2!IlGpO6wh-T97>cQB9hf~VK4MGxOvlm-6{sQazT^80;<@=zs>O?5WmYvy>*YaSlc zRIMtl)2nDqUCo|=$qN3%=IWi`@ak=xQ#kum|J!hC%QXql{bDSktLnl)o3q%= zz+Tmm7V8QR|2<=QO7_95N7LJ^ka!XE<{DJ23I+2tFzu;uy6APSm-06h?)J^Uc|=vK z#p7QCou)9|UU>K=9iAZfApGA`YU{nk(uk5h;y0eO;AX7q75LVLFpKeCmYQT2 z?Q1dI%~;>+UR9zAH~a2B4h9GK;LY_-MF)2v@dF8rX^xXYSxS;AEtW@xJNrT|A7Y>y zPQ!_^z)Mz`DB<6Fw(~W>a$k7IqCo@+0la!Jp8-HSy0%$;tiG{(p8g_S!(TsEmDmYX zI7yik*Pq;t6IPXBSLk?-YTj_7MmgZy4+H)6C*OlNDx%Px7m{4LUBjCn9Red8)salv zjrD?_hb(Q}tKi)^oMD6k@@a09rRBWhWmD}KUNx*gUd6w)< zn{csxnws6VO6D+sny|qcHn-FA?6t+=QVO*|<5bMz{NCQ~9L>8YjYpPT|sUTJj;g)!V$yyeeZrkKB%e&_2M!Wg&IMO_;81(zouTTHOn4_PS> z%Ae;u+#Zd4+iww@9dK#Kunz@2yg~G>2haaAK6F_(fd0;@ie%`8yvOjM z9cgzu&fJf3PY7SPndFy(myYc%F4o*GJui5TLH>`$4_Ts8Sq5;^IdamEuAp7h<5bMH z>G`|<;=#nF!hVfLj}3~eL7Vpc=~}UD74{g+8jOORtIVJ2&pNQN7f%14KaTZyD8s;xn2$5@lxDYYz6j=L{TW7rRW>v{1qDC zBOemyo~58ZQh+}R(kZJ)e>VvWovn7nND_{EoV=yVK6{}9c*8b1Ztav!oATrl=kMl5 zlTCcec!|S6AoBX)YJ}2Yj6-}n;DTRjQQS?v;EjJlQXRuIU$}Qhj3u9f&#_Twcfu>5 z`E<8O2xMFHy_S&M;DJm0^@N@s85u_z!7M=*@#BvTm<1xe+oeA}4kBzbkxtGOg5Gac z>y4mqdPm*fz>Q)^ z<;CfIH7i-c3_c_%k$5!i`b>=83lIjzlz`ZHA+7JL3NKWL-DXz2;KsZz=RBwP-#eRA zGC;fP#X3|aD!=Y@Sit&+;6ptk0R=Awx^fPN5|o_xJd?*h^(cI@WvaI8WJs+YkYrdr=3g zL27OtcQ}hYd7UNR%-L@uMap=8+r5Jf!?=n%zSRNOMekKwa*aMGTm8_63#keRT8roM z1M~p>gg*So-;oZmy(ijg{>BYj!WCebm26raU@HQ$Q+oXua*~N>$LQAt`ICFBx;W~WsA?j1)3VlM8ht z18JQeU)^&GhH7RNx9F=03_UTjxLxHvy2PJ;?$sPMFt+-6oVcJvBdoCVclb2hLowkD zjxOuh<<3shz8>mvX(e+3FJPdng)QQ~y%A>OM;;gBeRTV;|J*LkrH{Ql!T~P`y_v2K zhX>lRvUALt1|i2qny3N#*MuSK??1pCA!Dn@4O=2xP24`d70PAQS1#p9x#djFzehx` zzF;I~Yn_wx@2+8-g9S-s-oCLSCr}Mwo&9J&*r|ZRbEME@8lKSRjqM;la%HxCtMd_^ zBvE_z|9N4@picrRhrs$kiwSC(oYwk9;Rn|9h8d-&o+!1PRpo%ufOYj>081yzzwi6A zA9QxCAuns{Ho$=d%jjGfCVx-}WutqctGzylV^JmP?@EfCjOW{=s4>pzUV zUE`V3RaG;eaPn_D82@4THl0PilfA&%O}4v;kVe5|UZeG!J`2&rcJ)vpe`!MdU#jgh z;uVD`|NMr0Cq8AzF*>;aNIb?+C9Y`r+_a@C`*?SG_62ah)5?jYZximM9ejx6*J@JN z9k&?Gb3RcO1qPfV(A@Mg+B>_3b-bp!d=N8fw((%$581N3JarXW|qvJ(z-&;`fW z)fAimFe?4DBOd6HnZ=nsV}p%>>L0fQzQTBT zD7=0?#0*w4Ll4d8o!G5nhvUmt8$Y!yv(i(-%{9c21$Aev=b$>0gd_Fn(u+~^9@-=` zJQy%EPNvfPgfa8Gbr>Q_WNP&XtQk{NlAY*UU5{8m_*q33Me82 zxX5fN{ke@pnf*RHd72(wwle0wsLiMn#JmX6`46KZDwF~EkDUJnu~cGquHWl1Ts|+$ z->kIy9R^3EtFrY6#_1#tCb82a7)@>c5^Bteqnu{K8`0sour&6HO99{6gOMrLgwz{B zdQ|Z2k^{b%FI}ux@rWtR1@BFjFkM3cjd(|LWq7X9=(k&CoyD72(3mJOkb({Qz2DRM z)zCxve9q>C~+<7#?vM$Yc91ZB?8@J*n;&Fg6V-3K81>%(heQXL$8_dRM;=Q*~Z@xL3wm zX>{9#{?Jf6mA|(`AbO{meR?y7`6xi+iT~7?0`aowG`sj430(euFG}K~0s}+%0r*<= zwVv%7-M!VQ`Vip~Io!~cV-0)%JC%|~z4;Ub%m8_}6TMWGQ+yOa*cdmYTKi9dDWIg9 z=6V=CX9iuXu2e2FCZ{r8Tve?P(7dfb@5pQ^P8OD;zu46Rc<Js{;Gh;r7PFO$dTq@I`Wew2Ium;R!{Ek*LDDJ6Zx_qKYoQc<=Iy z^X%UXAU6hg-Rf^PTxQm48KL(SOIz<1t9gE4krb~_WX@-)2s(5Z*lWw6$Ge>LmwQb( z7=u*jhMX}yBfgUZ8Gc}n*3hbD^hvcx-beXzaKRmCIA;?ijo zO!DnqDE)+pYFkh})m)7GMF|lOcILi)&;of1JR4vJ;uQ)^yN=PBSaajk9Wx z(#sasM>kI>LnK`Ybj{LZEg;roWtBe8&D6jSrynGP2)X+Dx~s0U*gHS1MTr-NdJD4Y zT=h=7PRX=g=f zwuUG|Hu-)b_<0n;znq$i#DSCmG)U9~cdjXB6U7Rvh^x$8$XZJ!w| zYUY~ADq1Eg=s^X`5d$}8$`w#GaEBUp*l<23n{9w(_fLNQU7yVMy?=(r1u{JKw)nOB z1Wa&vRk)4hihA~ejEoJvlcvc}XNGhm&|~QcbVEH#?4whe()K8sOX^Z|2?||OzN*|> z>7Z9gNGwq{JOuM^D?;2~2UJ8Dp+`Zj*4V2^Oo9cf2pQvjit6PZF>St4GgK*Fc12M~~WQiw4Sv8PfN{ z$(DW~(ZXkl)-}-m96Nf{^47Wgz0MQne;7vfoZIS zKTcuN!+rwu;M9Q^M_r|M!~7a=NT3$@sLQ9f98qsGT}5*027f>IqX>r?;Uj8$7e0;$kTJ!1Yu0owmlZ-6%eBE`N(UxQTr5cWb z^Y!6$sfm6^oEJrg(W$s<3IC^x(k|-Iff1Q3GtmUZ-0{c`@NK2}2=4*c0LR5Sc%rdG zatjI;-KwbNIT1_W#}>0G@f|?9r#&&i`WlMZ5(ikrWT-J}#?RS!1393mk;mwg& zo6e-Yqs?tDoJdB`{aM2A#!AP65}HuH0$Mvl+XgPWtkGH0PcNbjoLMLLGta&c6>b#1fxxqur=@&O`34f{+d%boPhARIr`1i-2r@$P)y#7|!F`LcD zBKSZyyKY>#m{s_z34lIgHk>bX2*35MMOfm~r4FNTv$V957XRzWn(h0@w0}k@Hu#_Z4!WzK?-ZXSch(fvf zo3g4(!z3T{!UR0(nYVj*_J6oK%dn>3w~eEq2na}bNOyNlR9d=Qq#2!~1*97Uq@|ll zcXunz=o~c|J!-#a$Mf?4V(<25@x71hy3h0coVvJS)pk?+xZ`ig#VIQFKdMwEu0L%k zt#&MJURR|{mbi86dQb)Q`TJ?RWPG-UF>LY-@0rm&zRo3?+9H&HM}o~METxycVMER| z>=qVt9ZZhs`O<|jw{^jAcCIPXO?9PC4jB_aBd|=zRF)oye9!tGst621MKsA3P^s-!RuL$)Ix3wTwd=BL}dAqcMzVObVOZ-Ni19wrzDk2w5oq@UB;H z^_yl@vkC%3(kJ3WJno2XyE1V-zv24=C!}Bc!?&EVjaT=y{PfM z4k-r_l+2So${%m6DdyRlp0!Fc6s&xg&Fy~vNQoqw%O8D|l3mB-A63IT zS=(vFk9)bp`}!zJ{f$p}s0!}|59TMtqYqdC-$-RmO5*yx=A%zfGPJI|J=^^z2oG2d z-$=X{+JDjPo$TA%yT~b4B@0Yh1IX6>&yuFEJt048A?u^RmI$u&QT7i{* zJ}<_e#rDc|1#L>@v!iIIt<|6KrttY_51@T{H0{64CC6B*pQ-d7xxEkik`;(})xJ=2 z3Ty39DEYl#kk@8_Z60#tp1!p;U95PMyOD6$y^3b4g(lh&DGY5+cXv=5{Zhp~3Y#f$ z*Iv!Cb)*K{C979CaC;;(Ie5oE`}ui2%==`;N#y0mC5K(%?Oho0JxOI5x>|2?x)VvE zIu2rW;6Q}qeFi<#4_AZ5N)6}HHhKRB!7uq%A-Pxg1-%$S!vR z6JPD>q;fmrxU9w4p~*8nTJ$^VSJq<9XD;%UDrs2~&9S#)n*C0gwQD->KoT2I_uas- zBcz<1<&M(zVYr64v$r>$bBevq^N#h{65i~W&Q=+h9YWigAtZYamppr0|5#wYWRyPMA-M7PDRyz4@kRGKOIg-wgDGo*^;iA>p(Pt- zb*2CMV#!T`O&nr!*5l$vT(98ptyhcAl-R; zJ&|VT_b>>W8tRTNbzf<2m=!>(INg4f|N- z5XcZZV?TAriz~i0cXes@v69$l`MqOz6}u0b=salH9-$t2%himU@_H!}B@{Z5LKFu? zxC+A(33o0GiUTj{nBBs9`zjwqL&N8L1XC)W=MsVm%+_lV4ioaTH6K3_M+^A^!)K-k z@q&q98=c_c$4+s_m+Jd7lEf$TcpwxWkHmMAOE-bznp*2;?&Pz_h)Ss}O-VKDq#90; zS2P!=n-ACAek@8m(mI3~Pmxb#B(J6bi+bSTWsMXM1w=e{8%67T14hKJOLlQlwGEz(9(LZ275g zKQ+ODrK{#9L+$$tNyT{hQzOz{mGK*Og{#W+WWXM0isn2#nY1vc?IJgl$qN3p*YBWZ zCby-BfVY6gv7b?UZg(Nm1`pT81+S`$sTY_F{yOkz_>sie)>m2Xn)Fd*Y{GQrA+~C)c$cn|)dN(TrW` z!w{Pg25zA+#5+sj(_joK)JJ`z8>zLquJ<@Ykt4AXvx%p1r#Tz9Ay(1F%Nlv|Y zwIt1{1$nkw@{(@WTxISY9J2eqkHtNgZ?RD?yh&<`h}qxkuKU`&CmZLksfHQU-^%_t zdc)a5Ue&R@x!6R4h};7I8R2T4Let^Szlkbwd#Z{?)snCja0r-Ir^mQ50Q~PQyX=<{ zsp_5WBI$brw;!xxeJ;X=0cf0W*By)wI+}-62Ty3N7%SiA$pPQYhdJb3w zger+TF$={1A?%KHDk(1bum(CYDgs=_cEAPV!du9h)^f@k6W(C$~?uVT0k;3!e{^0QD`#805O}?I&SqF^P z&|t|uRu4et(o^&#g3%Dcn*YwW{XsbFW9zK}nbdh*S7!0s`RGFzWP?d7od@HR-m7k| zBWHgw^1kQG&UJyj6E6fV@AOFjsNMdB0!hwZyPX`FO_YOT73YEoCjVCVIIm$8?-J&x zGF=%?;IpfKsuC?TisvAzYL8aG?M8%`DD2)e!YftnEr8C9mc3V09@G~JgWfPRZh>Dt zk1QMK32o-3r_d}`9> zn$qeZIT`8FOx2(oFT$coSkOJ5S`PAB+b2I^@l}pjuASf6Ecg~6AC@{L08DwmMTA&% zF7XPs#y{s~PWZB|`+X1TrJ&oo06R_I*f7@piseJc_6*E2IMy`I3+Dn;P@LUR+E!ws<7`Id`o)C5&3q1&AYz`nSXm3}d*;Nl;WJfN z%fOpABBPjUDE|*FZ-h=c$-Zvm3&H-xMGGCWGEu4fk%)O=UdE~8WsKt8$pa-&{Vguj zAKvMa_dOjZ!WVPy&nstNFUQ@A3yk&TY7SYI(@djfVzV+7)!9|&@VS!$8t3PEFlT(P z3LfLvPyiJ>+t8yZ|B%FwsG{9IEsu=h8F}I&T>3_#YZsa^-lqWT46&JeVfTmaPFasz z?|VxmS@jz!85nPN#G{Bun;&Jw?3tag62Hiy1V_Tc42PRhQN3_(n|0kk6b;$kNosvd z)coqE6tM$!8YE@iNA-%{2geKcQ)cyX6;()`ok?idZab-HuDi>8`n#y2WSZS~^>GyC zI*C-h9JKmF?{PAlVrx*-@@9fsH@1oC_sZiRSFEzNa({2#R4RR8edf|8(Ey5Vth2^X z-lp%?2*PD@=uUK`3@b(~yl&;mGyMeaPK>gcPc=Yl=rYz!-=w=+X@CryAHC;|jEfmv zCI?XmO|9pWpyT-l7IRx#+2QP(O1{_`EN7`01XK?HW}+yyKp{>OtZWnQ0(?0Hm7Tv_ z|6Uub(*wT?tz~TOYWv1)T1CzXfX3`s>ACySG}?c}zT|Vc{tRsV`E+UpnB(l_IHH# zZuhRMnaPhi0i`Y1q|JZ+7B}f-Y%Fqnt40OVk>l6T=n?~}&hNU~a%ONuZ=C}b;mW$t}%iga^ zbq2)to+oTA&_#IveNsw4pc1F4Js4BOlL_uHao2Bz*amR8U@V}(o_J>4^chp>d}tgN zeN2Ip!4D_j4(^>S?iWPg=}%f*IZ3-A{dHqi6cBDZXpY6N?T44R7kufqI1*!Ox~E$= zSbiSJudbq4Ft(D)M$}&SKRwxbib!(4XQ1lpn`Ngg9fC;#+qB&lB~np_Z4kFHsRvzd zZ=}k9XgsgoXu4g`4?(@PmP2}a5UK3nxgKlm$LfAZWsz~+f^Vhmwe=#NXY^--BuM_C zsJ09H06%wubao#eRYK~QLKW2MJlSv^gVPO?yX*3T$|D7x> zu8oJLAwMg4T`O);g5@FGK?5*}R}N@ms5OM^ULu0}&sEwzm@2NMY!M!<(77((#Q5rb z^9yYut@D_dYjmh`Ffp(jB7`Tq0AcU!W$e|}))qgS{92iB+b{VTz;W3nxsAf@Rr7#_ znjcjJ(f4f+J}BKj+`&wL+4MwRi*e4nHxdDWJzG(l_oZJ!xjMz-Lz%`apV75 zaS)W}V{2}P8}#t!o+w8ns_?gEi!J^0@e*}8&0jK0cV+=>-P{QKC)u5@ z7FA_v6pJ6-OVU3W3Q7$d{5Mz&lE%mG67O5B*g+Cr)Yj2f`FdDlH%f3HB*14C0wrma`jsK;obcM~BXjXTzw zIqSvQ%|eddI(Bztmb;seei9o!@T&L#mxuWlbh3$(TH2* zqQPnRr~qW7tczK@3C3AN6`k5fh=xMgcFEHecN2p+Aw5?Ap{=sGybkzW4`0}*AUO-; z(JlU2n54|7IV>4|ZcZB@_8FM*Xg$H)z1gmA)_r4XkVelfT*1JcO(2l}D|cZcs$YRX zb*|Ecqh0GDV&p_Wu^S&`yjxOwco2SoO;Q|w_tguU)%y=%+kqb*gx*#cu?hoIoyGkT zUk#_}j_7uKj*wvhB5~?O-S1oePNQ8KM!U32H*8*m8<8}i2XzX@Pd-+QcWeTEku+T& zz{$g0&IJCfB3p@i?@9n0at^*#$N^e>Qh{iTWal!v&RmLye9dXj$sYTjUSPU@)CQCHP zb*m<(2+k9otakZ7@iCF#>k_{WZfED^rtgm8syZmAN3}^i+%1A@ z;&bu<&VK>E4ptpa+Kd(E{O(kxk_4KEJ-FOLtRdBtNpjf4mv^G9Xy{`#Crc&TIxq&^ zjTHKSPr_v&$zdOl!D(=HNLO$;wzEvvo!&xARP{k?Cik)mlcQx4_`TvOaOR0>>)9bt zd(cm$-n5#j4OqqAOP@4-s!#ut@8#XO9@i7E1^jAQf`@nG&4F)e8k4vZR&+zUr9wlP zOO}2Hv_K_|8!vwdlKWg5e;dWHcIf(#Z94E6C8D6BA4lG$r&zqCQc^_~;;fL)-JKbj zaRGv3*!*;{e$nOkku#4zW{yW=>VvNOO2=(ZHv+~5qzw~}uUe(bZ=7gl8wiIK*W#Pp zoI04%HWWmF z&j{EY zOtB6jqQbmz(>6HLFtC?%`l_ph2P>1tb@$$+Ypk03#;N3VzGb*>8NV0lkfJ7$ddAt@ z+7Sw2Nm0;=3;10(Vg{&@Gte!*x2kb%G#h!bi#l+O?a1nmjbyUXPh8^{FY6p-+{xYY zx4HcE(nEG|sHS*kFJXF|9mAWgJ^@}*kNV~`KivmNb!fu&X3Wxt5YX-T=@OsYb%75* zJ}?@L-YZP1`9CZVI)V;4VV>_fz$^dd?KD26={v5`F8CdTg9O+e`=Qo zkQ6ag20XYq-ukLn%5~^rjk~M0(wvpT727`{i|V$kd!NGhvX-y#UofL^`rTZ|71f=P zd`M9=_gM@Yx9cy9UUb~#9O&7F);e;!-Fz^+M)`bD!b-ztpEUur@nwx;)KF;*{Wpy? zaG^=Bc}}P!cD0wx{O1HzK3oXORP2xYYiy_ku8vfibm zR08g(a zqG~NRQZitzTb^_%UVIV0skle0>0NjC@1ya>FBcP4;7EQWqhmjswCeQqsdg{IlHp(`S)miADveMK>30ff<7!ElU$~>;~zWIGG!Y~iE7je=!`;{Be44R{bTOtEB?@c`f&{eT;EtFEx?b?x0K?DbFp*Hm zIG1`|i2Gnbr|p8e-&G*du#x(ZI`J{2=I)Hwi{ia*3@P%JI#AsvLa7 zUowi`C;ec1_B~U4#M|XDOvd>BE)pzWKd!O)xJID%a1-6i#)f&Emi>bcS*oF-3frS` z#mN<(Tk?Lc@$ZAG1%-JMx%0Bm6eU_rTHGD*2p5+Yy+YCL~YN6sy z{zY~D@qN_JGt>#tCTm3E_9G~DP+<93Ujq^m9kd{{9ImA?m@hkzuY8#1Q#V=8d_H=; z87o7(kiRXGZ{aIpu6S6l1R8iX!f4lvUOuCCbCH(#Bft{n`t!RM1lIMHD7d44SSFP6 zClaHQfNpfmL_ySQw$}Y-zBDW?newmyN=$R7Bi%N}4QE9}0BDbdrp9FWvJI!WI z*JSOz>&J)(3&+T{^LP5hNfJyyrH2*ITQ7Zd(`~DKR2+S1+1{wzQPuBrKc>{nnLfgK z-{Ivny|(rJg&BWhe_Oo&?Y|4w0TnNxD$k73!cQq5__zTv61onR3`#?tre;f0Oh)nyUEZR#Fn4KN#ZQP2Mzz&gWcM zr;0_HL)K|k**f8iKBDN1rRqn<(AyWWTX!)+U2-$a)u-9sw;OMZBg}m0e!5Fg z-Xua+w->`NSbGIkO3W0>O^l7tT1e+;5(I)whBt~I{+V_00?Fsnb{?{~w>9THa=aA! z9`pyJWv~$`UVnF+(+-jXF8SB=(Z!GXlQ_`_^WWKYUjRphx4I(rLl$}=LElLHElU-_ z^~Se+aNU_c0~eQ@Dr28iE-T-clY1`Y*jBW;U7Y<$?w~$<{HVsU0Kp2U7#}@cF-8m$ z>b>R{;s?0^3&}@uzhvXp5q&~HBrW@FfD+t25J%0>xwhuh2(e=k_L;Hk7PP#!X!|*$ z170;i3Xv&5lkl#NXR2c3+!I+Jf6*&dhX$PmBZuaWU%W(cOrj5b$UlFN7w&0gzy&sZkNi{KsnNds{tWZ%>L{B!9!|9A%4 z>%qD)Cq!7n2!H_V6yNUg^rY<~{tE3e&JHowOA?rOaGj?_a9HCMP;tr1xQ72JtcRM- zWVZl$6R__Be>8%hCrst#3!g6T=!5$77~`J(UzjbxvjD_T+7fY;aj6FOMwY1@wH}NC zMKmvv?>C!N4d-XaCt7zuX0LbL%6MJ4^am3FC8UfZO1uONI(Pi_I72UA(W77PlCS^0 z1v6ZrZyMTNRbMtVzE75=CUjSDc;>iJ??0(w?1$U=Gz|Ebn#e(W^_VxnDZi=TCW!ig zV~`S0Vkj3f<4{&!UcG{pYz9_HD>^yT!(Hv@f>xwZ@bidTrug!8?Voa%$75vyR8$nTP;&(^KG}Q{zGG&j0)IY z{eM~Dy9~}MqCjq=z^{3Vf;nVYDo~-u_6!j9kKI!aR3;+^oEXD-`9en%L3g4KH}C6! zspyeqpid;MK|P$`;$tT88?_+un&AOsG$qF~RH94-=VyWJR6F~dkzTy@L--H|fw#Ly z*X51f#I^QztW%7ePvRBFo7mT4&h!grKqX6V!dKcY7*HucXqU!CCv-4l(>ZUSsl(sf zo{aGfMmO7Lin)^n3P`M%#EeVK7W;C8^opzi)$Rwa5Dst@ulW|!VoKpp{|OhmQ68~6 zu`7(P0@F=xWqUnh4;=^@$g|E{^nB8l!o1KFl5g$kju8}!6t|2^MI;*SF=Oc9^a!lPg8|N!IY*{ZYD0Zu3|w z(}vVRe;UUcQI=OQvvqyRCj-@*lat5vI+>B8AJ8G&#}f7jTi&6B$z%A7hq!sa$U(Uf zZGLbzvhuSShHaPjg-Ns~u~9QN?NXE9Zjg0nnEv z_2vSvLLuww-wbk~T^b=%g*&HAZK*vlEnelDT`tJzdaHZESy^#AorKsB)|fM5z<`uCuNG0lu(%ixljM*<-V1 zBTMl|{)Enh0~CU=TCL@FDYmp8+W(DZ+>|xy9o&>`t~!r8tvLTqK*vj)H3kize5yC* zZN#VF`razWTH^tE$&>SPT2Hp~UGHV*Kd{51NXG1Nx96PV3+;wIGic5ta?Z>wQfk|} z7Ajk5Ki3jDb+&so?(ZM=49sj>q&0l%Z^IMRb$QZfqGT$X)~IU1>GX?R5-op{1!i`C z;X@ZA-_rXRerua8>FjyuL!c-MeO);ORnR;8m|J@>y!Ia)#~6~`~Q@* zK2o*5{8`;%-48QjsZI2EeHhh^oqYQt*kTxX)bqnnd7{9GST%7(CTA%U#Inx)t9W#E z1$$qcRruPxFOYWnY|<#Xf;3Y{UTT%G4AZZpD$zBe*fYN7s*_&zl-Bg<5ua5!8aItWtouw z?DrgwdPk9iQxUSCj-Zz8T&_e}Vc$F|=q=)pmv2$@u7=_F^<*T;P1`G04#JdkmwssM zFMSO#d9xozvv0m+i^sg)SiMRY03CI`GcX4ZsG{pEcK5qJ(NAb2$xCA@l)ES6!Xi1B zFIw(XmMo+@jVh8H@L%BmrU`VI%xNKiI>FxEX_r6Seqjzqamvczi#>EPC8=)M{3F6z zdivkuK}suv<|fHEPVZoJ-I|a;0S@~C68b=jB#U7QubS9$Di!_Jj44aSC9>OnL${7v z1*1wQb1e>UIY3wsW=(*X@7q*WCe2LDEX+HfuS;c!SiOJU*hk><6(y=;Qmaocq_WeX zG3c^B_wN%rc)T&kTaHxJ7b9qrF-S+Sf~eVRX`X>dSZ4zk8!CcqAb&OQEbPv-5a0`A zy$jpe8ev9iCy)i#BfB7trST1hUs|{!P%?z%58lt9Aa|1+74fnp`T;%(Y}pMzYO>zK04rL(7rT~DaDgS zvYF4x6~{lVZnQ8fjD=fG*t*Aa;2Ip;)8t_^UEy1GOlVz}BEWwK0z{QzsY)6wIuoj7 zXaoE7^e&fu%{zFeCSyG6i!bO_gld$(`1_^=70ldnMK%3L+j`Y$D+YyP5EfBP(X z3P+SjXsp^qp7`vGWkID+mQi2ns6_fOei=jEe)zRFq2grk^;j8OX_Me>0?+V88*t~} z{?F8$5Q99fj?^y}49Zh~tm3d6c%$?<)rH&)QEEU%Acf5sO`lP#oUCc4Zu$P%;5sDH zf+$?l^b_5nuA%KG|92YRUqc-*7Q8(aFHzDYjQ5?=?%QQsK|}wCLJ0(m!dXEC-Q9y++A1{#97v&CG9lO0gMctzh6@FH~L37VUVU%uY{|`2 z+9)-1jGfx{_c_u{*JZE8?mslo9{(=;nG){x;!u$-+7Azljv{7qmwA<46^7VK_3=OM zB%IFnA0tueCY2Obo||(~_&UFQDKcWf#)aGiPVZ20+PM3U4mZ*72V<+WK$z*LQ z^T>>DD7=j`hwU6O4>6B&D!UNkR}D|lP4x_`s+;l(T3tbT=QN6AJ@x1Zsa*7}9 z5J5Isn$7Kco6zQ^rIsG<^Qsi(+`jB$Gp^X1TB#jz+7{#HlHs+-At$PuW<-}Zj6%N= zzJVr4(PssQmuqrK%A7Ovul*W^X7Y zPWgLqjewj@k1zI%tTO!`{SQqKb&_T!j_~tDRt9FhWVuIInpt=Bcy>_L<4nX`8GBV6 zMGJMt^EJUocCkiwQ<;o|%N>aBxhW&45LchjPZBTfu_8o=Lg#{~N)%HUrqiIupK*7YL#8{{ zKefiKQ$wfTHPjO`064lLUm(gz8byG~My18<}fZlhX$e3T|5Rky% zsF@FFL^3Y#phWNby7uS26r!;F8son_d-F^p-nXGT>rHRQScRjjkJZ7eRjVI+Bl@_L zPt5vCW_;jOz0F2NM{tw1W1MzccYTao#x*@BVe9!}oIJHv#+UeE_+LfWpR?$MeeSg+ z*`=SQPhMVam%ye@YJMo~oxM+In3M-#rw+<+bY0YTdI1YzTrt6(c>m~V!{{cOWT?nb zo$@Y^&y4NXU(oZ9Np~ddY469*K4i6f?ltQFQH5U_wZv?Q6DoxCL|TkrYhCrRDG+V6^m9|RjMHF}Y1?J7|c_PS(ZjSrIOB7U=fN_^!D z>5d%KlBlD{Zw$^GCNt)HJ80F}h!YvT3Zzx|;sNQR=oH-^QRI2b>~?Dzz0bFp(N4d8 zcA!pm;I#75E>3axufGfF6b2+Vax3V|f89qH*(i!YB`!yr=zvu2{1_49fbKV9(*W$b zIWWuLMqr&iTMT{eq{qDbho`EcC(}n+2PF`Ez)nPtk)Hl-H=aO{5$p$#Z<7PdwO?+} zAPtprmr}r3QSxozVgPOT!XB+|Eo%6-WR-dgeONNxHlRoRIPgCTnsVLk*j5PE;PjDw z&YNzX+28muozExP4Zkf^RdAaNOX<3i>OO{VnsV6)<}Lg^e5~2J+>jBu$hz+0-0IFK z`@k@t!!(lHn}0zvh{zaFDm>vyA66xg1KA+2m1$X_Dppf3=PX2t#l^woAU*-z|X3?35k z31V1$TeOEfCu!PJwM7zCJ%XHz4VeU4UOa@D6e6}Z*Cjtk+S1cax1GTBe7zoRwML#9 zWb)5r=2lQK4Tlpp8N2*{Gkv~N=co%}KL~qmVe9$I{bc^DP7!r&tDeOU%BSJ7;hCz0 zQ55Gt*bM6ACQ+Ldt@0u0LrZzew2UL8DK;FjLQYw}busk^~D?gaf5!2bWCSV?9T7}sZ)Lq_{Jj_G#qPnoo4&z zv;oqyjq1^mgxn(2Vtm5lp?!MJs^30nS94-VCV)6@uoVsye|5a;6p^o0ax>xU^Fit* znhU_L>%x=A?Fzv^O4$RB7J8aCitEZCGDHfm){13vNi0ktO=E=v=PmZ>Lzf(_m4!A9 zW%8~2p;s!%49Dq>neh5pJI~-ilXsdUS|Df)5biD``Zu_)Q(QRe=Q>U+;khrJSLPoS zy0Sai=;U>h@S{rhV%r-=AN}Z6dx|YI0OjtPC(fgSN`=#Y0%S4>X6!~JAEXOWypI&0 zX_BBGJN8&`^}bcS>cIhNBMD6n44(E!GaT5)JuL^e=P!BvBhMowxB$-cAtv z-ivbChug0L|E@x!xt+c(zj$SEHKo^lVe(NAQ{8$-%Ohstuu-nO>Pe0&(BaI#CiIKq zq}vEsxnqY8*KBnqx^`d8V&s0vyd`3G2fvy3?4G_>;#=j3zMBKRQ@SDJp{roxVuMzy z!*FUuPR*Hnuw}ZiM(hE)o)=C;C^5zcRYs**RvkbU_h8r8n0KvH2GO+ZOl>~} z&?)*K_>P_`vM|1#>k3pjo_|W+NIYl!oStND5WwsuaW)|rHf{+%Qq53F!Rjm;2cz1U z^#?ODFtscqG+NO@wCsH@I<1|_EP3UnkHz=rdo0N$8MwLQbELMa;4h9jHln$1MSqa$ zCT>)ko02b0_nmwvaaZ5g?G(hwx>UC2`avuD)csS5rIyv}Ou_Qwt+A=`&|ATF;r(B< zl6t{WUR~o(jz~M7SL0Wxfd7)77cTbk?S9QSyG00NyUnMRo&-UZfw&}PuD9Lsqru{_ z)qRGG__1$=ll=4&&rj(MJ=lRQ!o0tpd}wNm;SJJpmkwIO(^9Jx$XQZ0ff4Xha?z$~ zXLW{Roy)bzSRPL#1Z5X>Uk9Ihwr+!VurYB%(x2I3)ptC&BHOqLLDy@q@UO%lbZ&jL zlw5Iw_Ub)4y6l*zdbyz!*m%9D%Ps60Uw^_61;q)f&%)Wt82e(K}3&?iS@Un z-i}aoWJ6wl&8MA?C`kXTF(0}rdSg^@*joh}VBTCOxtD+FV==+7U`Jl?Gzvh3O2Jwi zHLYccrSJt5^PrZhK)ElzMD>1|Q}fO+n*2UfMy-WLRh!|l&lxSsganB>Rh+NUENc~q zJRcGxg*oH(a0%`7)~^vi&ARb+m^7CYe!sr1_1UHy#6nUcP-s@o`bVku;#F@E_{N79 zZG9Miv}xu_OTvi+5C@;hkERZBQ_KSZEzz$p;(TBRYB}o)oQIx&vwjehp2C_oBSg*c zdqQUyk&uIaW9zmz=3H&2%Tj@oC^ckhf%i$4bB*ZWHAjI0W~#oEkpH3cLUCvA!SJk4 zibS9TuF)(KqIcPEJD-SbGQ}w3rkSjo8W(XGQhegRHPsMk-Vk`D;sHIueO%}Ve~_F# zqSS#TM!{To${=+;lfU60fVz=&^UsXWJ&?FBW&1O3_lr|rj?i_ZA&e#*QU96?JeXR==U?x&UU2VUgs){-rHA>v0j-FQ^kHg$S> zwjLpTZN$Wm5t5dvwtJ-4I3-=%=v%Cyt4Ci&6c!iLKW`|^x!{&zBhBgYxn7ZHM?F7z z{3>LKy-&{c%t^U;3pF(-}7oc+GFNlolkHyCj@y1QqxUNd=Y?nxE|PIe%~#HiUwuA0LxLd|ih4xD6I z(m~?|gt-@R8K>6U8fpC7(2KV!Bx||N3>08p^aJwW|daa#3!= z>NDIJ$qGxqR$~w-j9;HD-vM&n-4Q;z|In_IwLQOl^hiRvEg`0AyV^Zh z?-V?Q3mwUa8KL4#csX}BwHfMg)uluhCE-uR0>d8??YEyJzbsxh5;pvuS$?!v*1Kz` z<{jw4FN@`3j<{rg6dA@CNf}#Wse7`1l)Tr=Ad^u2%g-jJFVzD609<5&|Aw=~dX)9~ zI!BzlejSougSJ5tRTEySYBY3)tNuRCoLZn5(+xXm|3vl0=HJKjscC{!LysI98epqu zb!qs_09MxiQ#rKlmk0}_$K&#D$_oit;JOB&$rTmi%Y3DkXH5d_f**y+V!Fj@!i&?} zNitR}v!f~6Y@y&utfzS2`1Q3Vt;Uq`$w`k;;1Qg{%TVbXr~O_4txJwZytqXxzs`IScvxYCFZF}oWGeogn;?Y1qCHQrLv$2c(? zgW4GiC;=J5#FcYQOxx+K`w5FH#|2=nG2`628`4@Ef0atbUs)%ovWkt4JT_(QZbrX@ z*jJ$sIKbb(AZ1zq{$|9y1k_!#lPPR`XXF1B@|# zuf*A&PL~TyCX%01~m^m=9Rw0U>l3*`W=BK2b~X;){J`FiH(UGr?y=Zr_U zhhD`o_Ztq*E%*W-rEx<|Zu(7anuV!#;oFZdmAMG z0yu2fW9@cX9?6ikF1ZBUTVJNB1v&q$&8s%4u_v~Zl{~4U_V*5Fv_nPW+Fe4NZ&bfA ziA*OG7P(% zcC@xnm8CFpeNw-2mBjCFhe>;`+t}Akj|Qzv{DYTULj_c3mti_x6^gu4LsC^n%tjaU#`Flrlf9!kU50WVh^P z2QHnq#Op|r5)UBlGBNDFjTKy0S6wzWQ3{n40axUD{5CN*J=Q@AcCoHl;! z;lbwxzbDUG;;lI`${3{aRB=so{GQ0JPfr{6S1%R>I*h81P1hSX=AOH$x>c29xv`Qj zIzX)rF2Bu|SFtE$HHXD#E^Az{HzrCQ_$T&5_Cr^K1e4@^Nv59HC$E&8q^>?k;$9I7 zYGW=414$aM_M-lb&X@!zD=cK|{ftTAgvq0zNeP`QGHpAn`7)ol+(!+`UxbY9vGw?r!I1Go=XI&#klFa}4AV^hk}JfFQpq8$l2-4$~YCuTHbc6t0QgIR+P z6HGpZ>ZzTc2^U#oU4ucYS?Z^US$rdeBh*gY5sfI?K4G{{Mf2phyb{(jY0_9TSiiMt6tAXc*my z2oloLBHhjC(OuFx8l*RJb!yQ%W){wVmJ{ zQLWU|)J(@H47CZ$W@DGc64gKpoMmaaN()jkJZH+4!G}!pZD0VVXL2aU$_hDTDUA+F zkgI+5zF8XfjOo0Cty*iuyiyz)@VJva97%PSxE=5piCG^LyGJ!E83dVX74TG6i=lZ% zI7!;|GG-XT8Uxs3oqwLjN~=g*thpNiSPHkY))7>?p6VT(-#!xO4HEh8+-Np+#qhlm zQL4o9ypce)RhKIcRZtL-*S-T#s}I;>|Di=E?Hu0VvOf@XVNsD%Uc{UQ%oXmvWcmL( zga2s^-mIaW#>?CY8S+>(NE?reL`*{@7kK(7j24v|!$DQR2Vv1d0%Lb`0qWDu+iHfz zAva%C9BzSbIo!eOi|^hqzSp{Lgf2*_V*{<^+uZIF4v3c{@Z)ux;k{KEfz52rrlYs%v=Eb?^EB`|yIzpK}6f}w+EHqxW z*sMGdntZ8HD-BB0-mhk~4xJZj%=O}6RkSTO`D3D3AL!YAKdX0y*Ot^wel+=xZuYnPmKSXTtVW z9}+AYxwxFPH63^ymPP^C(Fo*0rn_$YR&&0e;cmQY!hGrGcer7HT~qKpSH&srm3rFw zAKKRNjmE(=!j%rGS$T4PYRdI>j3Qd+bc#_5bU;V`$P<4npMI)07S>*9$XMh5KzNe~ zmuhNE2%s`iSXvuUJ|Qfb=_s|oH$9A{NJ!bS#+K=sGK0ni7~o8LSxX<#GNi&v@8tUE za2szIRHnjQu)F_xUQH*^PB)p+IYbpx#lw<)yp4vN>|yO z1$r^@)|q~dRDstWl|Zkdp9OnkY)?i{Tobb4_%>b zgqf&5ZFH=Wbf3?3;NJK?m4dnKG!uYxq$TYc&st}0;sgRi$EeOcge-GqJ^s7Rno~i} zr@B(6W*^k?l&aX*GZft>rEC}Y16)6dFR4eq+h)l@Soejjh+DQiaF+LZ7O_p^D_?;;i4O6xChMX!L*EG5OywQmS;TIhUw8 zlnZ1iCIuhal>q%C`hz*5`d*2 L!#U=BvYeTUEj=C3kb3O5fN&e#^yG)+H|DJ^`I zcCHjqGlYg%IyQasH<>;Xc5o+muCLyM@h&k+9gqEo2I9fk@J;AO#nER=-T*E5p~7q7 zI!IrUNzOVM%6Ak$$CWo;;Sx zNB0ZRMv*EN5aP919>|Sshd&=}s}d4|(mVv|-hUOI=8Mlj^ViRPUWV3zqlV1!QU4>G z-n7iZTSw`?lssqYHhChNYw_3TK>nimiW7v{&c9QTe?j7mFZk4<+9seXy&piRytNvn z)|4Y?U=~Y-ME6==V>-2h}pQZuMjwW$9^qQJ=53%*d# zS=J&?X}St_vjqXIgmjlYxN1>+fyfv~$Sm~ zZlE5DFAgB`End{9n=^lqV%lJ?A8GQX54&xrbD3X!6on6Fl|{~P&hc-7H^$Ak@|w}9QfQyAlN^c&aC(6gDW73MjP_mDxX*|F1^YL=B% z0`gEo^Rq>LYkx34H+J1#NA`(}`-F!|_Mhs0&u75&`SsX`g65R|-fhMYgP)=kTY`0i z`;@{M-fR(V6svQf5YS$x&;IMQ^_hQvE+UA2(Dgb=TW)d?ozJs(mle)L^1O@sdU zogcX$-|cI&3v5dc+8Nafy3WK<0L~C1DzfTP*Yn09-!^#+y*Pn=Y~+kL#Ozw(QhTAQ zL+^MOl|U6kJE4$FTm+~b$tn9&S&`?e`_L-gRO#3$m$3-POZ5CT@>LmhCfi1=00cY) z?@YMS29>3sjz>dKIfDWfL~iJzGaA`Ka@FXkufOeHuO$%zd=X~t)ktnN?*rQz7YyW_ zv(W5@ulTCwOk_SLisaF zw^bGu2M9%kghDBQ!=t|Uny+r%U`X{x$5qD+G$alJp<ZEy?8&Iz;3g0c)?Ir>bv$vsRL$|_D;#)Ltx3#ZfB8nX%sfM3trr+d@S@Hoicv^? zV=FJ}T8ae}L=5wa9|OiQ%$XqA!`)ixt>gXwLnHO~b+uzJuU|ea8~R?Oo!aB|@O)M> zu~PE=lw=#f@LgL+vyo@F0IxOlT!dm+Y-gdZ%5!T!wZ=C@eMYeLtSJ$UoheFivwq2c zaVOm=byN}qu#IChgzKf2set{2*t*kXFD2dc>35x708e0;1At(4GvXh6de#|dx9SKf z#7S+u{{?o>LrDY*OOT|_Z|=UwG14+APF)?hrTR-!t=Lx+GwnuimWeU~d-M}yVg&CL zumM}3a8^8QYR%f z5o*=DRlSz@x8-+uG4JxkITim*5lBDxXpZ2TLl*CI$*BaiY#F}&ru#m8Z#;Ad2Y_?Z z0YD`x^RR?=3XjTbo{|MPHjG!-_`UA+PRU4?B=zpm);9rRaH^kVO`f1fAe zG1iLx`#8Lr37?{Qp76Opt@=CbmKii9!r_G(PbGHL?=$46gIJRE$}GLQQX&;!0*Qyb z%Pn|j4(XARq(g|PH#RoeW{NHK!#i7E4!>-%YBk$P4a`GC-Nd&bfrYA;`6g-}E_n{r zE%NkmY%J>1$77JuQ`X*$qzg&``aqr5zs^}%F!o{jGr`9xtWJNsKAt7qJ}Aj4SYpD{ zKq>G?ecgu){c)YGr7H8e#}vjlkZ14_C@ya_?9Upja@ma)_4IhZ(g(~}@q;bw60 zwmGybQQo_imCBhs7AerLxo3f{6DlW8wt;}a1)X9?ctT9e~;56;ocEL z`M1@#n+N?_0qvc^+oM6vBx`&tW8r@ve?5A}Yzv~wki5_0)KXJ4lh&7~Y)I-tYNfJ1|K#^y!b_0&FGn5!;7i z-JOiIqsI10oZ$NM-5}@~K;mdrT=OO|cPp@E*J<-H)Q)xlw8k0y2I;vy6kam7YcIHZ zC2_{DBM{0rB)8^&Rl|*->swXDCor~_P{tvt4fQ+z^p2-jO@0DFD^_U4nj@G_6^mNU z@xHPU9Wa{ReV&f1rZHg`FHb5db_-EC7NWx+#m$@VrFLP)75)l<6u$= z#M)8o-p;7X&U_8pm@ESoMmWdjk=Qq;vLZ=}o7*-q8SX#Nw#Ik+q12a^w^f;F#OMKG#w(>T2 zc`!sJWz`htuN2YnhOe=12jrWrlDF+@B*hT#I{4M!qVMTPt zP6pKne;&Fg|JJQ_hSAZ3+eo*O=_h8uJQFR#tGg^Msvep?#|!A3aa~0l^VjNMPocVvMG%nE#&Yq~qIE*~JYtPU!^e@9iSyvWTMfG@PWd#Fod_o9zbfKnXBy4TI|2$iE(P?`e*UYvG`? zOYhs^I}R6T>44+b8dmW0v+xe%O#WP~S_;!uU3cGB7IZ^Q{RJ(6`&vPjs*0L>*S!O- z&(bMY)UU93Qoa?Wu-=Y2bMD`)Z0CG| zdA-X^@y+cvD0&h9&Xu6NO~8CKgU&L>FHA1XP;kMu!SybjevGM8Mt34x z>ECVPyWX=hp8Hds%BJhVu2lgweROZv)OJALtruS|yCq}~#zfB-7q6=QdW62D#*gw# zFCi&{DvwrtR%=SW-~Ef#Y>tb<{E4+=R`6wmL#glmH_z<-4%bcYPUo^^6M46jB;(Xw zF`VvQ3&P&cv=L(1GWt)<6;dDCmKxN|MmHxl;Y(}{rrKM}pTreY4}z6-95uMvaM`QU z%&Tbc4{K5&4g-Xse{hu@2-}b;Q=?j7m>lrrc**uRB`2|L`md6>)?BEj{9CmD^FhBH zdL*?KL6Q0aDe60P~3`PBONq?OmjF=`zV7rDPFpF^RW6*n_5)OVzxS>uVALCRRU%s5M&n2Iamib;;Dc|0>___1)F1O+YsfXtB7{S#5FKO&fHgq}f^O2%xS#&Rl}qMGEQ1N!Cf)h?o%Na-bw7 zwa&DM1$>nX0wY5v`icco*?Q&-eP1Ol2ptED0u&C4R54pqmxq=PGvmHyxfJk3Kyv*m zx|}>Xm8M@ZolZ(DnwAj?c-}dBikJlGvzCt4eB28rYxiIHx-H5EK0ed(h7pX= z>>hz$s&ngGYX(BjlsD<{Rws&84@Ab^uPI9sv(>L2SQa{^4 z?|AL=V$m7FYQ1zU& zcu&Ql<}jCK_!gsvaOvizKh8-Bz_x3Uy^-b)!UuL1KTvO#0gyiv8dYqorF(y5cV&Et z0E||!#xXB|HMwB8o^@F66XJ_TrVMsqwTCE$U7X{a7!?F#Ccih|jv>0iXe3Y(wN|t%*Twr7B=n(eYeB(zs1}<`^>o*&Gj{7UC06# z)5TBxj7bG4$F979x0(}g5}0h<_ybT1^#d79IcDn%IDl6RGJ|-T|Hm_NjiQE!pvn_mA74 zI9E0)PS3%2?KXN1#>++mt@=Yvn%{br>H8J!#3W~3-^lw;4;EHzXcTJOg^v&MTwPDzKd4dTXU7nkfX<>?GyTe6I9i^TlzD0KBZZW zRqNxM4i!0KasRmwhWy#9j;plSC?pPN|yys7e2TD@?pwI6(8r49*bd0ez6Q*@@xPG_U5c3jyh?RTu7mde9MybDYNK0Ei z8$>5QdlW|)wXB;ouX%B)dE9d*v&?*oia32%LzUDF5+MPH`qy9En?qoseGaFFWC?iV zCp($$pXM_DB2{|8t9}?xFa0E-I7#M&PZ1h?ajhs%YKS@l!=dLZRs2pw%s+b)g)c+6G5b7T@AuJ}tXQpNH^Eh91(_RO54X;{ zF=0IMO-zRBI++RnyK3@B-%li8F+s*pgcAqfp&U)>K?H<&YXeNl*r((!e0=v0+1^zL zb7T_k=;m3)AS&Z&(kO%sdeg-F2Jx?Qi)dvqbZGH+O1Op%CbNJ$}0ts zECsINPQ2sU}q0;i2;>sA9ZKdu4R|`a_X|^pQedn6u_9jQzrH3Ng z6a2=;kL@prz8&ZODt%=9lDXbE&a{q)!RSNnnXso} zX>I6Cr|;U(wz@hjnNMwk$L*f&vtRtCte!gO`b%0(cph7l2WF- zx)C*Pq?gdCAz%hDeH*?+?R4guXEX<0$VZrt-`f@q^vPMHpx{0>n*@2$6>wyL%(Rzg z@sde2g>higTlVqnJsBx6#*0em>${cU5`m?|UM1LyQfxUoTatKofSzR4$VPs9Z1VIl z8N_ELr?1CGDvqpI}U+@l!#G%!gl} zN_H=qOz>V#d2r;bCYmV%IQQ?IfHn|m(lm@O@Ta2qgSa(O8o!m`@X|vF@eyU*>12Ua z10+obJ)N;c#^BsRD7V!O)ztUfQ|w80=ZKd&GG$r7=SJ*je6ABzFvNB#e8YFAGoZNr zd48SS_>HLpWkL+kACOJ_%1ie&QT*6@H;{zsG?}v+8C&=S5mlZK{;bsTp9X}Nh_>Nc z-j#cU3%yAcXcYOc^0|C!`3P>$3ucF2{0+6yVgtO0ww)YsQ&{RxethBgRRyT#XwI)~DF zbzqpTPz)vy^qmrw4Wv-@VVX40?4q!%V}ClVT$rXL3Akk%T;WO>*Trh=kPer*F); zz&%Xr<@c;z#J!8OMlQMADHJn#11lCG!+X~p&L7POxr+?QTY87$Wf*G*j267qWCK>g zxwsAX1&kkhY-qkevE6%^At8qEfP@ke41Pgq|Dj#$S1P`JW`;jHd|34ZQ4ZlbX34RK zEy79T=Fe^!Qi2Lx#2MpIyFE?LdiO%#ma?ccdm$LbfZnXC<)advpxQ}ZH`(yMJAKe5 z55>BoZ=12h#<9U&HTkPeyNCo$v!+c~d;?IXU=LTS9bpo40@rj15h?9@)s$8o=?7-o zgDErW#8k@lqBheZ`z3O`hn*sStlm7#JMqrciM{@GVSv4yTb!F`Lx||XtWXUIJ~=t0 zJh$hd2RmB6CEqnO-kX%EoB$4*QNtDcYMP`jrE4xxg!v^cTx(HG+K9`l(h{Dp>|@I{ zemT&g9J^kBQTKu`5_S;|3MmJ{J;&#ncMYF9z9Q@5{xusrpDn*Pj(2}zgU}J}BEQ}e zf>Y%8+zRb#kh(z%oyYYjdW<)=9xs9|Kb;n{?rZ!kp zl=^r@+tm5{UoZpGXbe=@u`sFs4Ht@m8iV4yZ{P*fuRlsGx;sTP^s5iqPFZoN4xzkP zuNt;)y%gxf*(4n`&E z(h~=zXw-T%X{~_B#=$f;r8M_$){?sc8{9+i*rrR-h5+Sv#WbS~{mRTXLHQGiQQ|T^ z+fStddq-)p+O9@2s@I7M*oVW99PF}!#>2Cg(sm(ZkM>>Dj4ks8zR4~M##c3FlJ&|B zqsdu5f`V06xW+!Q!PMF(+_H{jX9}K@LC{swWR_g3R;R#x5b$#jb62A}U=ejS`8W&8 z%;PaAq{4HYG@9^v1T8h-YBz789cSkmEe`rhQWS7F0;uvPy^{jQ-RFVmB2n838XEt% z+)Y5B*>$%KJ^7(Vi>T7pEYK1=Z<}=dCm|p1TXrmp5efHW7_`*&JBIYD1+;U!5C5SJ z;fL^xM}4bqoT52mp=Z+eoovOJ##>x+tGu(;e_nr_%9~=G819$=MnNfs5~BS3Il1HJ z^M6s~hvZ7NoRly^O8jr6TnCMKq9rMA&haI1H!IVLT$vXHT54D4uE@8$%rBQK>A}6@ zRKztFsD+DTz4N}Bx28zC{#r*jY-Z!Ihv6({@^2U=>fv2U)x_DIDB^#n*w-!YPgg>Z zhD9ca5Hpi+%66S@)fu%-#|(>iJ_;pqZnnBjhi*{bQN`iC?G-=Jan>)4fjkpDsJKp*@DXSxV6GY{-#N`Z`!cOy zYoXr$grVURQvqiTs$~EBQ<37PMxbHNMUrAW3tw+?9=6?`5~CQBZm$LPx(^Q#Z$${~ zM4k_*`GK9)sqFD^xW;+W@=%7jc!@oz%7Lya%4H;^)+5?5+{OIQ2S$wu%%r0Doy0m` zOC0=V7ks|bVgvtFQSl2EGJ@59PTeFq3eayvHg7$@H$o}mMYD7o0(m*c;t7-i=lVI0 z;sXzcBa#~B<-FO?$4MUqT30oA`?Y|qI42E(`B|7gJr$@QwB+4} zT_%9nj?M?|iO_##rctc1iiN`c!@Fe?7c4$vCH%Y+p(1dNd{H4TnXLz&W)d!SHY%#w zcIlc*Q~q`f^FBk%*PHA8$_tXwRHZ46*VGGS$;C808b67;23j}v4roxykH5zY@6z=6 zYE9vdVPgPJT%s0#gh|c!N3#{%6S&di-?Blz+^a*`0@UoZMsR1`xT*E8D>n<7>p|#% zjlOym;_<`mmES=Z*68wU=crnYYIlQsg>+Y+(!vE7u9Xm&QsMQ~-lN5(JALB7<-=#vPVkOIR%t=no8~Dx9l0U8&;I&~4c_%O z+BJS6*7>wFQJ?rj9L8wRa4xV#AA?iJe6t3c)5W8fPw6=|5>w5fB~98LolpcRJa^lA zFP^U*Rmz+iQHn1ex?K3lDoX+XLn|-l-CZ!w9CZmk(jx)3K$2{dc7OH8Ys?u>iJ$^IcjN|YyB+{4^_$}Nw$7$OuDqw8e>oWhyp7;j>=PPHKM z0fv@d)anKQaHn)jfhi)WIf)XpfA$J{(e<)Yjb}SQMr=D~t$M#N+s@V8wMq-x{O(~wCb@|Cm7 z%~K(!1-IhJ2GoBhX2F<)kEy;I&X1Mtee7PnHQ#aaUF=OJ&BgXKgngdOCGS+U}OL0nzY@eXL3Xuy3O-W7g@D+hda5{*ii^U3{t0JEr^f#f9thE&X<*ac}L@AO1d%uwgU4>l*1sWMpZ7i3P4mCJG5y zPB>LFCpk1WNkt0~4sId44lTG$!QN8GKd5$9)`1A}kKTK|IHezB;q?6V5?celg*^SFH5D|^YQYgUu#BJ;?V;+d zfTrIV!*9QPrHOlx7lprX{T!9Hx=3+Nhf0Q0!Yj#w2_Wr|7Lrw%a-`yJ>0Q`no<@LA zWt^*_G&M9)Z}a0Ky+ZrDvt9I+Xlp)Ve?Cqc%o_4s*0SJ{cZ>JkF$-XRo1ML3w1Bhf zh|f>a4AVuS$M1xXCUd=#3b%S=ZC-su(q=D~6y`1S%KJU#A7Emp$9;Cb1P@QDY1Os` zX{#@A+X*D{u9B#}x3$GYshq<({0+wCyBIT@U&W-(1x^VfSbLsW`bLd|WJzPb&|_*4 z)?o^NEMKuQ50sdj_&wjXJjBv;bBfEw-Ul?j^%fAFh!n$F6)q@4u&}CkJIcqGiQdCnLA%EPq;~ zhG$_1{$wYGy7N`!ikSfvTfATnwcgxwxB%0aT+;%v@^?v88a}lq-mIC+e}yU>oJ{xC z8X`j7uWqVcP1>3>9*4M?auC^89fx1sS3cabx$UMFv8`44R5WzM)cr7DNa$AJn;mT^ zlK83n*i!rgpB}1iJrre39@|{F|Kkr%osAQRfpF~?E?)okrXNI{*^ba$n&~kTu?5=S z2Xeo9`;0*%Gee@=qHLqP)KQC(HdW=5CLUDuTbc0_(NF$AWk{35T)OsF2vJbIppE6uv6FRv6(qcA7*wv1d5NhkA~&MDnEx; zZyaj>hi26em=|c?=jxFHf#l$wjSDqkjPuuG3ZK&@eNZ-~ic%zMJ84(WcaWy!){)98 z?0ixRgsr2lC$3BJ0VZpoRYh>My8H4DzRZ$WjEo6sR%LE)Gg2ITu^#06ctrK%hbpdK zb3n^>A^|nS#m*52UH{@Vf1#eptJgZVQDUCwv#{c~DY>OHx+!`&*r>2J#kJ1UczJ2HFD$p%*z zx?3WD?67)+ayvSWf8-PkG{wIt-*1yLX$dRfCqv!oDbd>@xgtKu3@3af|H5>o1_&BnHIml^6bQ^~n<0fdv~>xcS$ zzy5f#oOrgXv)|-2)66LT2;nJt&@C%<lAMw@m{^#(=ph=sTHs*G z;PbUX<;+G+#!VdSbn@I-du4w()3>7QY0_pwm znw{ALzA}^x3VP0>MgDN^e(1j(sY)P5igO7&6e}|t>!1zh+D&BN+ez_htvdR1qpkyy3Get zh+}QvWAmm2l?b&azv2$Vk2&bfXnj8a{9}B6c#%s=2(lFlj_uRTV7!-x0%f!e42>O< zC4SAv;MFBbHsqC6iT&9S%i;E`*7KZJ^m_|p{I!S`mY9gtJ@uGTQ~Vrz(gGglVJPda zNV~zWI~(YEH1hmDVLkN;Oo&pF_xG)=A* z=S-9?YN53XpcR7YTTfRvMBOXU`Xg*HVgpfK(U0=anJOTNQBh>C-cmCx(l}k=nRwWj zITJ>*y*4}0<_6h>%_!6*d{aTyxkdg9Q)~#4Py!-gJ2h%$_4JS$;&(|#uJh8Y0I47q zppOsU{=oSb*8bM#&O0KM@J?uC!jq*a_;Q_s*~x-$q(~Kml-mKPn#E(fq1?#PjI#?= z{3%9c$Lc566^b5+WGyp&1hlqB&Pyvus7t$0!CL&9#JrxUe0{Ja2|(5GcY{CHUre3& zoZXTw64jSKZmU=JfaM3IY6+{Qd%pS`SD07_M7Fw)#=%gk52r4}U_X zgHa&97~k@~o)F9p4d{hux(+DlUBvKHL-Tt~3va$(U){ar1Xh-|E$ST@B_#thcI}}f#@j!61r%P@j zJDc(&qf85-V=#=({x{C8o~oO)%ls6`XJg5|F;P|(LT<)U;u#Zf-`B;q0yq}o7y7L`Dk@MpehJc9qw6`PGqu}&hgz?0D=72AIIr6? z@aJ&FTZSeDOg*OP%a3YE#4KkM*zT6M=^`^zr+!!)e_tfvC4b|8u$Fn_`VCq;ar4L7 zwk=WeH-G)6jr-l=G(32`i>4XD27N=b?w!-FXnqrP{Fk$Gr>@DMfJ)Q%MJ|W5Nm^f( z>|2_1#{C+)=gG8<*MU+56_$(>o`r-0ZsZPp$%}L%urU2hsCNxM-GH4h)`K~c*Ccq!z)eIX%4$Y|m9s;S>@{=ir9%V&F8o(v*md!p4t z#HzKI!|SgRYv?f-qk~?Kyu31ty zM2}dFFlqTro2ieGyIS%1gw;J2)pwhpcDY?Sj@DIu9L~zbCTvdcC*`#eW?`=&#i}57 z<>+rBY!pU&f!Lcr2*cZG{w4^Bv3kXYn|Bdn%%nK(HkzKhwgx^t`Il*d>38q;^t=QCl}Jtbn5 z@EaYx=&EAEd*Mu{?ZGDUVxtd=BZ~3R53b=u);!1^Q||4U^#ptfU(q9BPrmRB?F=9> zi^MCNEYG1}NhC=Xp;8vudy>2HnUf}ZH05)UW=IFNqx$8BvD3adh&XV{^s$KJ9^l2l*P$aO|!1%`1TE!iEYm>UU+t za93l_YdyA~eLwvZs{9O}A_7TSW4~25yK&Zy)_;97bc9Xk)5S3gu$)>U!?u`~WOMMg zY5wrH10u$G(YW@Kk$NjZbET`7|J1_w2z?^ZS$UgRz^iO@BsZ#|M3Zf)4_*^-@+f6- zbJK&Bw&8_-fu{Z!iDMTROuy=jtE?J550Q)sQ`An=ojNulD2A~hJ$Fn&CgAvE)kKf) z9`2z_XHp=bOw)YVhr?#0>N-pN+81BGy(#%Mj2D$Ac~vAXIiX%yL*|(2GJHh=HV&wg zrg(jsW+7Rt$QpY~n=0w;;E)!l;|{@y)&Kse`BZI%MBPiX?>`qSrARuWovB=22Iz)- zgEqM#zSYpJT7)!ge71^aq%Lrt@|FrKH`IIIm&1j9^ApN7W#2qKu;$4>mB_Y3(^75( zD-9$ma80yrW6OTycjg#^dsuhqI4Bkkk-S`b)~$z`&MBS^=Uz{+HSq-Km?qh(e&|}n z6Zs$sT|XOo=%yS*5VZPjmB=J>dZbxBK1Ngnj0!3OUH_iM4HRYn*}rGd_=vt6&$oIv z)3<&66wpU3+2)!q!KM=(1;cuNX*8QJ#B`*nxMuccFl_sn%Uh|cAkoa>tppxz%gE`e zaaj+*=#uWGujW;i5mhvW^EvN~^A%oUh_-27)Z?dQ)2Ddl1=a7*Hv$T*cz;kR$+H-v ziY&S8v&V8>x>Q>b!@(&#JQwXyzwu$CS*E?nLsYOeT7Bo>dyC`^J>?hzD{_0`Y5`)a zR$WLGzYDGkJd3@YWbbU`!HaU=YSW|;?Xpi6E#nXv2A_v&B9k@R5_DTHolm#oxFC4n zhv?%ym(W$M;p$R=p40plCRK+HrH^PF9xXd1@R+Nqw+;#A24iR|81+f(-D`wbW!5vK zf>({Q-A?A&v@QReQk6HTlw*rDv|U_^E|8k$i9gTyb1EvTGJ^1->9Lis-_kbiWZFe; zn8K%)6IG`qdkQmUv0Yy8=Jj3FR0MM&wHEG=0Lh#~2ds!nDTz&*Z$$y`maBD&eN^9^ zKyRmJx+>7Kw*GA~>}T2~m=kL0I+Nz_~s}u!kWw85UTWbDcSr{6YbgbGt)ONxk6DONtGHE z)aZt)EY%_T%8P#qI+QpBUfb_db-|r37yniqO3}&BFwTCaYkfkjQw)tO0)a-m!R%)8 zTX7mD28>VnBy`;3o7S^4^+nm@*Fo8gUmW2vDPqNE3C!^3jKVhhajZM-ZNSVg61suD1P!ss{5`6E|)1L4>^Q%$Qjv!{JGV3`8l1^nK zYU{M5?^M^i4q|9_D5u6~9qS=(-6{m;6P1^M`j>2mOaH9_8%YP`q9a^4UsY_=_``Nt ze?kamIPl!4SQoN4aL*pGnRwStB)0&!qpJIp8|abWIN=YWpkQf&C^=v%^zBPZO+YCq_Tk zBs1c*kk5Jc0L7%SjdVX21j3h@xdY3pUKzq5>y zEx-wOqI+&~JX(P!7knZX!dt>jJ=FTw298gzXlXko^>4a1`8JaTqC1H5Ug=fIpA zg~AF?_FA!3*iX83d>IJ*5=4I{KBJ<+c?Sm4%=6CY#i4#KOlH6RJ$tG*wne^IRaaG= zSTsKHUiA9_6RzubllBhEr=XA%5UE$Fwk#;9422|}5p zs~C1=lpt5qiom4AZ`7#0q$t3TN8Q3iONRWcJ-3$D#%P&bGgPwUrO#EuA9~!5AsWhl z9I{<1JFc*^AbdqY@4uJ%xe|lzN$Lta7pQ(_m!eP1= zch)~WlXKm#P}p(S2MKx7?s%Fgw<)8+DEYYG-=4)@&aBcz&CvpdrjQNVnS+~+$s(y@ z51}`M90rzi&#$b_ItoAqUy+gdqDh{u#A4L&iZ!2V=98`o{t7lP>WK5T#YR)d6_u%e(WIo(WBFhQG5wwIf9u5HU7tf_FAme2?x~* zrsUpmw61LMepCy?Q}$-&0=)R!Gsm1I1K&gP5LECkwP|iB@zT)VD+HT`)zl80DA~A% zF8xdB3es~|)kr1Sn%E$<6NwpnGQv0uLp}N;L(p6v6@!yai9oMBAwwl z$`I7bjkE^qait-KnH42JI z2?Ej}DJ|WgA|Nf@pfn62J>;l#OG`@(-7w71&Cm@)cf-&<1OGkW+H38#*LUz9%*mWR z@B7^GyDlHqRSp_A3?+fNXN9S?8G$UH6vq)sa~qsn?qrzEzXhEd3bl$zpW)k@eB<*E zBp;vO*Kc3&Zq$8I{W;6fNqk99`M8V9fN4rvThikQve|!xt*6Uy1XHA zjaSkyfOGYiM|0Mj9d7lK{Evr&HhULr1zzq;Epl08;x59)Et31X=)hBW`&%_` zsf;!d0>KPAkWE5Pt)EqI=>nd8A1sew^n<4xXBaU=&;Ey{PSKGtzY5!xNluxBo~Q-^ zlbmp_F^968=P6YMq~gH)vtE@M5IR)rG5<4cTkQINJTGy4LD-|Fv|%=JiIT13f*%@t z+xy)F=;{K&bK2~nT8m64RA0)eH)&WdH3%dxDq^jD))c9FvWq^`r z&v|B-Uh?#6HxvSrSR7947-9>A?5Dg}%G+Qe2tBKrj*^{Nx)G9HU z`)0*DR7WQ#O3{x#93L|!>`G>9GKb+LbpN{7FWUEp8Yu=L=eVQD_TNQn737I*JlV{} zz0+HblzLMH{4FWjiQ`)BG>mo079+Q@QYPCyl=E`&PEm=aKJp2&IU9y4rHYg8vZJ)q zLvYoRtz$IPQu+^d{HCAy>H{J-hZLQa!yLt_#!U0-5|!{kKjQx-P_f#CZziiI;BH4A z+Dzo8EPU|73@Av6Xy{@Lr_h4eTqLroKglfTbh-)2%ZM#@PS|t1JFOfcVsrU#RFN*~ zc@R%sl-7&QID6+J@-lBP>L2gLuS+a})?pYJrYV16N-<2UFgd<||B*ITy%n{sLN`Z; zQF2S7lpjT0gXm?!b_XQk1+mWglp`z?EPs4Z)e<=ux0*+JpWk)yrLd{PYK?QUqIlmw zcOc|FUFbuSx_x9&-HFP89T&Xa#uyxjK9d-4(H3cpHYh2J#E+g(=QMM62QbW0S<6`U z)+H{+>m5VBsHU8~J6{~4!ty*Ek$|h!`YejA`22?@rHj8OTUWW2vAq!0DcxAGaq>?b zQsSpOp{i+Y>aw^4Z^nkQqdE8zj~copW598Y(+zksjRDSe%S<1twl}l?vXwee>u1;} z^4?*ZbJ}Hd^_xyF{C`93@Ok?v=^Ho61C{ci4M0k0=Ac)+VXZx>L7qw4b2+S!N78^# z(h_nEi(2QRYAq#W3}Dq#u`1w@SrMOgp=l1eG1Gyp^{Oki_+3q?Bf;ibmC0?Lg+KWQ zfKIql57?5E;(>$ro+bxQcNl!?{kwf#3{lzh#1LCJ6x4PHB zSmjc-H}PrSu~vwjO9TycnhDM}vPSMCBlGz1J{GLN-)l*t-W{`08YU5B|GTOTyjJ>_ z?egx3r%w^=co6ss_DX|0RZr+-L;_%O3$Gn9pwQ&GOxqKjR`8M5nX~;fk3;qhV-cM)jY4xSi7E|N(mxy^S-%gw`AtavR3rq3VJQ0=X`amS6`IWj z!04qi)?o!bYfiyYF&T)~YB!gUVDMmK;%|V$3ue>@k01HYxHY}zwG(e+R3}#mH#0%; z+Q>%J`1V>ieH*&ekgZyOOsRKqVye3uvY@mH!*X)%r)!#7mbu1smXz%#ZoY(ZuPo_p ziNK%{PH|~)<+O$yiFcEcw}!S~W^$=L_&UT;1=_;5&Z*Xe?-u|3kR5{Y~ok3oAJQM%Xmd>yeWD9!a@%P$#yfcxyVj5I&+ zjpDzHqq~nRbEVZ=8{+!Sj5L!yi@Hw7AaAx(?mxQIswy&QNdsa|tKc-NuMV7W&KXu} z)^^c=@%*2e`6E2U5)G~jueX#>PNltj+FyUWCklRTC@8V5-a_7Vx zAL+(g6*mItukm_HMKNY?Am%D~v9?`Ul)ET|5GlYw`}IH!6<#tX(lT}jK0La;h^@q0 zaaroXk*3+S0@YqoE(L=pu?j1Gv!5BBf`d9MI7{K&Sb_uunHPxDD)5yC!^(l#YXHY9 zT;ROYBjbBTTGT8na-=e6{Tj+Bsa&#yebYY1)>vY>%kINm^*XVObHWxLC>T-?8|JKN z7jyP~I&E!%3+bZa)r;Z?cw$5T62W7}L& z{*z|wSa^@0k-I~;zhprh7(^9+LGMd_&j$Z^UXO3pAb;0X4W|S2T%HiDe!{-<`|43S z)CnRx_INN`>9RyYe|!R&L3TFn#Sb-%=|^?Vgv@!I#G5jVW@Ds!`r$TxeN$-6E5cS4 zVw^ynvbL~OL{BD`xriucurWm7h8w&kx9xa3mUUfvNpt51;^OsAV z^!_9zD**xe5Osc&87|>G&RFt+1D}xN5TCMg0MA0fZ00-0(^h`O(rhZ4D{66BhAM41 zbBkOm8?r9|oSBdOt<5rCG@QDU2O!Zi8l^0N2f4BVm)*# z$Ww$HsA4$zh^Y#eO^hqL7FBC0t+0-<*(rN}V8npk->b}4YM`(Bb~&+7EkAI{`y5u- zr~O?4tRvHpT44-~W6TUOCT*unZ>X8aNS`Ntb6*X5B%h#EAl8(q%&X;hx;m37>>^wT zvpZ&W|Uv_2sjbkN<~7xoGf_3_#nwk>o%8@9bXRl%m;o9TakJ4f`nce#s{~TCl~j*ZtnS zd(nGFlc`aO2fiwYR?Kk$vqxXj-RBvxz<#|F5j<7|f19?7FBdNvJd?+i9ZU0Qg=zNp z^B*nBNRs~iw8SAkG?t-_f9Dr-|RePMgzzmJ;>8oYx#GIx6jZ2&QvPD6S1=0biS`z?P9 zn&Jj~qJU@`S3vn3&&*JzMSK!TpSsVOI_GiJ>FgxxYnXluEXL8|$yRa`%*4v$u#-G~ zBS1;`LCe6A)zB$FAii|VS?h=FN8RK3kB&`$QD^D}(7kA5X%6AnoFAf3xSoG4iwP2c z)SW~t%!~%Da}lyhLb`r2C-;l@VGeaHLT$sz%{U6SnyIh{RSJiZE-(EOEcT+3dQAT6f1T8zpndb&)KDZ`ts<#eM@pMloI&HXh)!KB zZ~`ZsGJaIiQCH2pr|MbhoDtblmO7yvU1n3TTYKhjIV$NxeX=WCSqQW#a*FA<&9~;H z$CEf1m)xf*HiV-xE`P97&+Z99Vx&sW6BFT8zBY|N?tzAPc3}Ti&lH;ZdpJ&6e8gf zkvFA*V1q(Ms{g~HGMKW*cE~w2g~D6))o)G9_h+e}CD)pkV!JZ2VG|KcVRp+uo{1xc zvmAC%dJtlc2!H7Jl+n(qbMju?H=o&NvqB@&1OA~OH(y1@mwugJ zq1urz5B()K#|VHKA6i79c=rC$pWT#bti|`U@*5P*t~&RO3KKWRu#D#q1TxI)zK}EA z_V|VV_@VfL3#4{Sx3>EF)0k!X^2(xdpHi^I@oLb(@HbERwn~cVO&Xa44@ckZ+b}pq zHql3(hse8{Hp`|@jj2-3$38o)qMc0;M5JTLNRW``vPxr)*GLdHf_`ReRu=E_s6D`8%T_|N%evaslJZOOE&{@-?5fBP5} zEg36$MtVbhnm4K27(3TVKxMCMz(tRWII3I%Q8JG<30+k8Hl@eU2n#P;60q(ct6blc z)RSs*{#8Pw(D?d8Ei{cKhtFnD45Rh)J;SFO=N0}fn z&DnC_eY4=%o3;0>Bc_qtZ-S@4@vj`ia8P@N zc|FW2pYctd*-DSi%2)a~QZEsZ2@Aif2C9_h#CRGG$(qZ1U6d^GT`BAvtisQfx@!_~ zGe$Es*Dn}1nXlBGXZsAGl(|$l;tphW^Q!uIXrxyq)FIHY(CGf1ruNR-+R-0|)SBC$ zp#0nH1X8}V#Q(gx-8?=voo7d7xP|Iw@tyW1P~oj{>}=m|320v+ch{~3gkq7@6FjwF zVVDRUD_ykNe|>XykGUcE=_;YX@@_-g_wR3?!8>z^K!^kk2mUbr_9g$Rdw0w31EJ5= zp{Zw}uJ)$woT3$`n*GrAzm#$WaSTuWiObfk9%9X8*Vx)KUbL8EP71!j!KzlM@t1X& zQxy$ywyGa?AJ@Is8H{jkSzlUafERQUWIh6qs6fklZxFg8d25>bEyLr{hPcwwcvU6q zjVz_6Ug$AC0gdJD0QtDiK&&&voFk)_Ci?*C%CtfS&kO937f=5kx!>ww-uP{J4tlb0 zViVa@{j9;A54nQTlv@%04UAT6qzrdwCM~N(j%<+k#=~*a&=V`o8U8+Bzqrv>(AozK zc?i>@XbM@r9C0aJ8K`b_N!RVhM#pWNe+;kU)XB=itdUfYml%z(IypDgEIH7#zrUrP zRr!+Fg4x$aZbvalq-7>qW;c6f|Aw^_`|CyNX7BV}Q(2y~5o4$ykt(E0w3l6*U{?vz zaFNM`08+UQPV3($G+g;p)0z_%tbGtyUN$XjmP67XtHbxyz(K9Q{#!>NmgrxE- zwXBGyWCq?8OtKi5{W!@o`#7G^Ggd|v~ zvgz&HhRQDd=VC1M4*-m&;Ehb)jb_ZA+>eisSZ=bZ!Zqu}w|!e6D|dlLie ztu*U9qAB@v%+ibH%rD~(no z{~SvbutDMJmJLs>V&>W_Ao2mg=e$uqF?V{}I&tpT((X^~5^7L-*pCn4459>*SmJbLF3yLto|Fo|^XXNVE>MRhj_Gzgu8gu` zZg_Ay&eFZar3FP-f(-A(CJ|@fnZ%9o^c4?)=d1pLI+6j|oLS7i{cF(c#fs(px@S~# z8d${tVd;8`TKm}94h1mTF6`^Ot2BtP(f0)q|1HM4sw^Gp(e#nAVGBkN z`eGP~2gN6z#-RT^70zzPdwhXn5Z zqMSd&?m$LfS>Mha>>>rcvx%KK{K|A}ibT&y=1uEGT*G$pM*%9@4Sq?N{bUfWzQLXG4)>QRo0WPiB8ootVW5ie_wNz=tIN5ww8|FC2r zMIbOw??rW@6%`x*fh0(|2w1pa-R&6H-fB2n~jfF6e^GJefi#?@VRills+Kvjz~$pH}rn z<%GJG%^#Vb2^pCD%#GEMGs?z4(=n4q*v9UF>V_Bv@F+>~wl-RznszqRn%|*@$QqCZGM=uv&4r{CllsAL(sC9&onY$(7Hd*l zlnaKOaT^6Dv#w;hov`MSJY;t^6!~A`V?OKTYU??a`{^O|H3!!p4yKwi+&+AZ>Br8! zGP}aQjZui8Po)c~g>$XDG-O?5E3!-1#pZNzYDA=)hsuyU+$)sc*R9N}wpq$C-1nz> z?TUYu*kuTDq2?{WV{RPMYoA$1I-t1}JblALnP(jxsr#0nk0S+;bP6(QdjJ~{j$u)# z+0@8K;RQv$v7hnrp&j%OTs^{Zi?}E%=eLs|o~|*l+2XqK{rJ&c=|?oPL;wDEz3O&l z4Zmzagw03*uR~fx3%F*{>L^RBUz#eptr!uzNlVADu9%gNcw`P7PX)d7$XLey9Cmc$ z!bKCId8)JZ^a&2gd$q#BiFglt!Mbu?!Ejo=N{Ioqex>=kD*ByQi3@MSMB*-O0TAC8>Wx0r5JH>`Zm zJZ5XAzVR7gqFGAawpy)mi(QN^46L1$oLD8Nm%T<3{qRgbg@Hd#!$j+fyeS&?(Urwi z#yy&Pk74}`fbF^C6W{l1LCUs@VYV?NrEf(B=>p{17`m0!BHA2}kNuVOraLpC z3Z(}t+iUOnHL~%BP*>_UC9RLYo!<5|2zHcsi%lR6$eBgIn&kv}^v5mI0H&^#>Nj&^ zEM8=*?GohEd>0$L+ii7|5x>nT1)h@wI%3GoJ!5_P0v;h3n%B?(?tlt|Pnu1Pr^5|; z_ZIUHzd0&3Ui2z>le!MvM=mto;(9)0u@xA;h?lGV{Y1mjRygex-nEd@zA?hNvrgwo zdd$X?{Znl0T=>L{>(tEwDoUM_&Kko*B2xKbNjJ~}h^eHnD!CQd=anatk9`dY$jana zjOp;yXd4)BAhY!0LV=$kD;dwp) zHcrA>VcIPTa-_cAS2tB3PG!3vq~=ZV(u!a)N*!=I>9V3Zg~*+&!-L zniG?Jk_)!j`n&sKFt5RpaM*UFlZoTP^VA~yG8UIzk#RF&6EgG{c-6KZH^i8St1DHj zYg?{(Fnd>4c_OicKZ7!+zTDdL+059`ViAMUCdM(xlcYH>e=g&;7NB^mr?XY6JhJ4e zvtI`Op6(s_{fsyz!jjDI4M1dKtkv1x=ovJG9okagvg-Z5r?`&g%8MZ21yE@Aqz!t%baMuI8c2dx1m_c`Inu~cj8%uS-r_PY_4$n9-;ca^k8 zB8qYIg4z#ZB<=VATE%6<9BiPQ&rfecN1|QQ*u*&nM52R??}-}ueziO+`QoVO{sV?l zGx`_ZH6BRD-|46I7MTMREJ4L$0{y!|bGFc3^~jxBKPFC%)Gx=pe^>3Z3SX{#JNBFX zS4*l;J~SN0qHBz__W(YQISV}Cm2f*pr`#sD0|WOiD^^MmE#Eau^0Q!+<->_IZ?Yh) zDSw3VVrLf0`QsNVmVsVp$Zq~Snw4_sWm+a=4QU(R5(41}k)AYf z1sqH2oB!($kbF_mAGt`IySHiTIQVMJWj3!3QD~RY)%Tg+SyY60=+RZ1 zV=#XX_K7SxLz;d4CghU%)!{xxeo29Q?p?cA53x&AfCF*N_`H#MngzvpC?n42J~5f( z9M+hsP$^LYE*!q%e)pY_-J+^>lVeD;>GVc|LES56?|;G}!VLDq^F>_I0W*!`KuPn^ zZgrIWsNTCVPH{p6n#)r8w&LGGddHoAaIkBm5&?+MVFxX3`A}u+=R`SAN~ChxCwqTI zhv@R7DYlH2R@`BCS0Fa=^@n7Hh>K!qmD9!fc66R?P>Ouk<)c?D@z3FZUp(^>I~;Ma zOCLt)t$3(=7Y!C{Wgk(L55`&haU1Hg%6KO ztw}C+#0w+ZJH>oG<_t^Rn#TCkHVl%I&sjVvs~DSRiSo+^m1)HXE`_J}B|XI`D{>Z& zb>jrS{S><)vu`6aHM5tQ!TwBsmfZK|*HvW`ZT>8?#5sv*eF4|XF z=+j7daW9*ni59n{i);#cXho)fLFNCYt)^2mo+71F=&%3Ko+8mMR(uurRE4l9p6#ys ziT{IiN&o7cul_uZpwhbmYoy*bm1F-_rfxy3yM7MJ8J(+0QiO%wr|3He5m+#EviqP* zHPAU?G%0jwZ0y)v?dA?eM?&3MD`u^UCW>j4oRihT$qCGJtQA+{k~6IczJzzcII&Ck zp)q3RRqJmtjRj`M%CRKc%txUI&GqV73d7G8F)(%Hz{%JBrqBw)MUxa2;JCG>``DpM zw%g)I&abhx)9$x^DALb<4RbU&P>k{PAvD)Xu-@zBH3g-(834D}JGE(~)^t?#{f~e2 z=*@dQwZaT$le^Jpxn}N%=zW-(XyTjt?c}_;RlZxM<)XQE%Xj+X%f*<;^#3foFSN;G z_S%_DAc!LsXQPjAP3845u#PHx3Dnbe3AjCG4gQj>4d?%%|EU%p@>dNJwsj8PZ@rReVCXFg8Hr^l}9k(7tZ##Y4b5Pgy z0~q5ptzG1w`kqX^0s2dPXPfZi%9sF%-cJqOB4u@2AZVd~U1@&^e{Y<(c z>-%+;=t#rnb19Ld`#_5p@8{dc2cAoH-w7rbIr}$0NhIoN38Zb7l*hRDi8PsqENcBx z=DEhjdeZVp^$5w$HRE~AOepk%^^X~en^s~wPdI9%)z>j7*Ib9_n4D$1DhJx^#_y{( z)uL25#+3iC|9~Q>6iUDqcYD88i2~oZ^fQyaJ6d(of3Ml?wbjB38l28o@lgigog^Y zE2$J%@ri=(8psHK`X5%G8dt9jTk8~K8ddoh(pTM7;&70qanowNYyK#~0IeH4??_i9 zVjiZ(@lQ=K@ie=r+(824pi`eT^l`A1r=v}bpBj(7nx9)*Qca}NVJiDBlc_Ixxs{4 zi)M1`f;LRWb1YD^;$V-N#P6F0R6fp2@P)P5K4gJ#8qS=SSgp;kL5nw4x@WKDobpG6 z_NbUX!KKSCWcy_6cf#_}`e#Dv(Zp`CI9|nbG#V*6NTM|aIAyJ5!?~d0eTnw`!B`<0 zlPr5iT36EsP!m};pjfCQ$4G`YA0LzHBTxWBWo)|P;^V^(EZ3aAHr$y&HW6rv25W20 zJgn9i%i%w)U>Qb8NJoP0i^Z^^c(ePVV(l=_n1K*O73~uw_U0*cnrAlx8}Em4oF?WD z0>Jd5Y6{@%z3s53P}UbzL87v|>FDcI^S;}EQ`>^;A5fW*@G}J55Ryfzi~9P4nDPC7 zyvbZ<1Nl~rsjbc9y0o?=fl>>F&522x2{iF zH^byRhE$)?2HLbsyR;bGoc~*S>9RcL8hIqd5Pg%4-Fks!J!gwc+On)UxvXqIy8V<9 zBE29kQ#ZonB`XKAGslw4MGLgfIw9#?JWg*ko7_Ii+u&wPzPwGvDw_seJrST8-wN}o91!Ri7%Zz2DFykL0MQPaoaywQcCffsP4pShSlWREypR4>n0oW1ux{F- zcIJ{xko`jNJE|d~JwW!%r5bM64gZS$n;2JGRdNdp2{(86En@th9sOF=gA& z@8S2|xu%@6pt(}zsT`kq1_I)Q{`l~#{>`m$nTb7za4fjUSTL?WRr4K#o^(HQA^*^0 z;~|sXo$6vl97a!v;&{a9`(E6h*!z^(Z|zfflZg3)ir?nTd>eWaf8n{&t|avqWeik- zzoFnN%qTlSawNQ;2xb!DCUd^K-JO!=y12L&dI&oS*?oMx-zC+iRy0?nHvmTYm zq`$f*W2j4pAC2TLt=f@*?3}c|M*;X1u>SbnRB;LChL#zx=CnFB(E*hq;usuY0D~u) zx0h-HR@cXbwwb7PAB5_RRkiUiDIeZ&i7xRw5P<~@DY|L8WJXer2?;AFvo#uQsQwmJ z>0rF58Q7F1K!0vNBbfb2vgPIHLC`(OTCJd8N%^R|v3^SWBgt3=nzqOp$s;(A zwm#ieJu6VV9`f{|@_K`_h2@SOaSz0M$hypV=D=p~Cnv{u>tX7rEZ6}pew(r)o1%{* zXh`Az2LvaP3%p*ODkL^KT=?KKM(1u203eZXStKfHYW}-%ghWN zA`ne|S!5#N1LQ}%tVzU8ibIdWD+A8FPexySuir?rKkI#|Q2Ml_pFH{HK~{#oaGe+* zHu}|sKTiqx(iPA1b(lS6b}OLOv%6%mzn^`wv5E%x+?-U6;M7#QeEdDLi`*2NbGfa? zwO|0?*_5N8E#mP9M@Gt&RDZcJj1YPy)nxqvq|&}4UxNJn1rrn+y&AEaqU!DxS^u9 z8sjo|zy~1h+hoxb-Y;nPzImkxw zLX1loRADM{^`?t-#=(ZkbR^$|@5Nwjsq_mR9-p;Tvs3WBiD|zX-rt0L*yWxyzy{Ta zA;G$|mgtdiA6R{pcqhBA1w@&*%rFM;xmI*3<_O00*i!BhxB3EoJvlTIT=i0lBpoz1 z=Eg84gqU=`P^08w<|cFuB30w8D#sH12_D6#^}m{ia}t8npgTREdQ#=8>5$uXQF57`9VT>MDwIeNbQ`~Oq;rs zqspS?7uz$x%PkM}gqfWJ8Vt69pIN`)kC|zJG&Rg=$BGOG=(2KCb{Wfqtup=GjTFd} zTn60+b$lT4xDl5FP9A`O>z{wfjVsrH<;ynsF{Hy9q;1RpLYNC34sNG(Qe0huY2xD1 z#dM&Too5ueK7M|#0?r)oQLuHN5mO0rmMgsJ-zNQ=Cs$cUO6h9NeMpQFMSX1`fK)0W z+<=zss>G9r=@AdlkjUU+33OH5dg?S~EH6|(6f{MrC^Iud{gU@+{d&ZFI81TkaZ$R% zu4Q_$PbN9H2xvpcL+$+xC`Mki9>qFU!D=rcSAsQz`ujL#@sw@daFoZx)Sf@8j}eHoOUMx)zK6ZjWtHWgv9K3zU3KWBJpDSOlKJgcu zJd(mM#9#tXDnB=WA6sJj^hOrUTDza3cQXWVx=tH>NT+a)YIKhe8YPt5;3Jv4)${+e zhk9Dsoj_T9q*38!!6^~9EMYh4u__b`>Z2zM;5?RvbkzveS$`Pq>n3nMS%tRR8X1Lq zmdH%p;FC&AUS5|#R$oD*oft3Z=DLphdn}`)FYoopQl?BDIKO*+Z;63zA>TVc22S@6 z@L{6IsUyBAB>*0${kcikuC+JB4X5fI)-ACsl3Rg#{h0h+!-oR5D@U z()@*B7H_R?p4s;-1V8wH!5P$N^mT88d@2{0RP0@NV1}QIb=_M+;Ig|Aw^JjvN&q1( zp%~Wh&gRPzk55UOV@8-4;Pj07^Zk3{J0xc!YzzCufSxb)^YjjXg6O+lTudcnN>l>Q zP!n`7dq+jsEZhm8r-C-Nh>|G7+2i$x)X<9DU_BzlQo#ysoh5U(0CM*?AZ12MvW6hy zw|gvCY2ySp6VxkVtBZe1DrdIl$dk+S3DYXmE)_H8uZ>VbZFJZRqU0kb!ynh9qDp4c zel#AMji6+KY?N0_Q+;17L>?_*sGL`y$@N&`@NOC_$JVQQKu2oU?(}c_x7+eEg437Y zzFW0C$O&7aOWXZo#AM0%jA5`9u^tvwSlb587;wTcwCK2c178AbsyyHE>fgj?!PdUH zn;W6U>JywKXj1UQs5V+mre5t$y0|ZNgWoM32)Q90@qg3M9jq+Ki-Gl*%?Xy5M}|k- z6->W5?R8knBzM`b;^wHHg@D&s6FB6qFg+9f!s@k2&UM8~KxwE*#XDH%Ugtr%moeL-u}Nz&G}kGEX3S+MpxNcl9#5@(88iMrL7>TbaB`|` zdjjS=Cau{Sl+k3Nqcoo{=tZnAzSd@L@rqYL*K=+R`A$H{qLE#Z>zYe0prTHrG0G4c z$Fsb%I817~2y#wRUapoAL35om`>{`Yb|iEh*t2jF5I}9%G@HuN%iq@LsXb)Hgq#T@}s)o0c63ArmzC{%!EM(@MWDGoR02_3P9g zKL{Eab>rW$^sR*hW$wx?RrH(>4Nb1dXNhu(iZ!kjLtKo)6xsHa&;5(UWoAS}J+{u? zboYmUe~gr|%*J#jlobP534(6&oXhqfUB4z5xKPfU%ozhA;W)~o*X)xJi^<;D)cPM- z9i=k#kl1~u_jJ)mqI{c1Z}MFE{`9-fZB_^tiY_gl76s=R)d*1ZxDp(rWwK|&Hq6QJ z%`deS`b~;uU}BHSt?N~<2EYrgiF^Z`Yw?SiFN5$@k|dstd1kUq%Pe3+f}zVnWplhq zdWnlVHQ`wdG3;AF02j8&*|4{p@&)^#u@~;tq2ak9PrjlR(rMK9&p}c7pThYdzCzrLIP9C2NCQz>*60%*M_(|P`@-6l%Q)5+_h~Vv^ zDMj_4Hzi}!#279W5YWvJ)KG1R{1T6D)XYdcOdoaX{*py$&$)tbPz<{*>k!;q7=9c0 zWmql#q~1>_L1=PsfGqlHfkV5=6Vte!09%xb{*2U~8BUO0%wJ0{cg*U|cGGP62w6Yg zQ*te(O~ysv|=nvG#~(AT`ix>RQmltZhxp zE)YX&4o>`>y$*|hm8e zHdZ5n>2W{Z3Q^x~kF33tl$AAPkWItqXC&&*e3@{3Pe&o{_{RrP#u1Vu%lWE_%T1vk7Wi z)P30R?^I}NB(9T{FF=sZpNtukyt%a&xntsQVEn^jnXN>{FbYYwgQZHiIjPgBh?d{4 zBywE5?90dWjO@Nmx8a=j+_-W%>Q>t>a%Da&{Q*@t-g+yb*y68a)Kc(Yzb>%6&FW;t z1h6qY(e(HPh_4;zN4s+h?}VbN^wAjtVXI zh)o;{#rdE<#hbBhGsWD+fq*K8hJx#=lF^I0e>9CWq3&=^{g$tjD%KXkmD8xOsvCEs zd$tO;tQT#K@_t|RZ8jvVEbk*Zw6;RQx|O9WwF<2@8Cqv#B0uDJKQwI6q%~9EBw`v< z*X4^t8HcUBg4C5>=mOj0iw8jL*>2Ck^qXJXFq)Mcyi$q;$st($$5 ze2>=~@Avg#bnToIU56i$jo{*?Mb@yS7N~0EK$vQ_5*F1v4I`(*(iCVydAOlLCc|ih z$B3#D_p3gE)`5Fn^N)vaJ$iYw6BeUg8tk*p=0xV5`R1LikEW2}+mul@EZpv5!p=jT zz5=#nZ_#DS;_Vh^C%odiX@AX)vH(R@1Eed=L#EXM0!B{zdIbL1qOC%(wag3KD=CJ49dXqenc9GGFfxbf?msKNEO7T`^*``u2jV|FT#2c}bgvt87~wcU%TShFwNSK{5$ZyWwvZz&>iPV;`We+Rim{`t+yKboPIFIZs z;T*U4d0kb?^)}s39nlOu*%`T5@`$FfF) zl(y=&CT9*6yr12>``%Dz|GUnUU6K5=OGoTG33e9Ti;5t=lRdD-M7ix1lOmAgT{HE{vs+`I zr%L3DKR1iTudj=i{5hwxZ$Mn5=cycTSZM@1sPSWuC}FKzp$2yW0d|@v%TipUECV&_W-xo<0)tsB3PV zeIYlC<8s0LisrI1qx*Q}Z9OotRKZkn{I!`->F93R@w7=P#zBReKl ztcOs}QLT$KAtyn@t|`e?x{SaNk@cS#v%hn-hVn@G-aTw~#sRbsbb*7hi2`+{bh_vL@Z;i{mk!?M;{P_?Ji?BFC; zukvQaci@l$b({b*OJV~uQl@>~SfM{M(V0+isO5WEjJ|H{(kH!VlsMiG0S7CI6($CM zco~^yWi!MMNV!Y= zh0&EY6;{Ns&!)==BDRryy0>^Q5NB%FZ+~GK{Ia;4CJjos`~|6gy4!OSW<(sNt<~6= ze!Qa3!$OlP@RkTmtY2Y2c8H6Z$-{c$FDPBW0aw+6sM>@@B8pup z!SBYL`wg8EEv*&GtLVkF>*QNhb94V*Ihw=M=XB$K@K8l%@>Pw(a-%^gXE)_lrAyZ; z@!Qk+P}J8TlnB0mBdHZ80)61nT7?wdpp$Mx_~AjLWAbD<6st#d^qJ4_Hz0`U6N>Fo z7Ane3Kq&m2{0CU_ysglaRU=t=eD*eZbCvY)ejQd5%R06B;SU!!YMZL_WD&Q*TBH@U zK}-aj6wv*>yF17gGFIH%Fd)B0C7T2-o<$Gq-Q`U`s83PUb&0iKt?tL)? z*sduE`y`M0cB0KlW^C)BqUsrrE6{CY{-4VVZL%zoKs#9^K1-tBx@;-*q7Omw`1bq~ z7Az83_}&#`!>eLnNwa)RcCWs35-L}JBIT~nvqD+lxMe_%r)vG$+dt^=R$E9T)QtJJ z@H8_dbzpSEzhMZIb$n9Ju1@F&SG6B>QBy~CQo}=>j~p)n%L2v$dQ?#~dq3}L6>xcu zKw+&qw;diMd|KHnl5CM)7M8HUTEbOx7xkuQk-$Z7VF` z%Hy+X7f6o4ivC|ni$AfrNRbpO=uTH7#8))9h0xvwARN)yn!?W5~iq z^aQ>IMifCpyQYT;)Cbp_YAnY+^9j-?qG6 z&2J^b|Ir@v-iB>P&7(h*xw`v8d)#7w`nUXtW$tiT^bx*%Kz{gDNm-Jv53;^2tAyaK zw4RnnR?}E~=;ofo9rvZb((Zedt!AB1yomwQxjoG zme?BJv6HD`M@(Qk{4;r|SQ53m1fH!zzi^ z7vf$EXXkrfhyH!nz$T1!?%Hb?1mGzsIQ|%vM(nWry>aq#e_Qh{Y@pu)h_ky=A8alv z9DUsAqrkK2AOLRhrc%9>-Ccli3#A4bQ{Cx47eART6}}|t$rFySW&R=Ag#D;yAUNWY zk)Q0$a?t4t-&U)5;_NG6x1ciTQ>RXTmTA)%qctg>)o`AFjGE1k&+o1Pden+o%ikrX z_q2P3uIm?0O_t%ym886tTvD+Gn&WO?mc{usNO_k+UsH)}eT#D_2@p+58|9kaZX6mL z$_-Te()$Y`6h*qcx&T68)@Ux@8rG~tFgtb=$>y&f+2VWm+Xu`V{sS>Jf0qF<8IG=~4)9ZEe`q`uZu=WME zwoc)^xFCo778B|Gu#yWgqqbhLO7MutIz*he@-3y)Ss!MFzvC3dIel6bStTW2T95dk z=uE4~L=^omK0DxC5`bqeoDEMkbN!gM&RBw#3!6r{Sft6T;1u+RanO9UM4-W8P#_GnYD(2~}gvpJr z87ls`%QVqv-`tU7l=~*Bom}z7z}G#23|ufy;~|F;1Q**5b7TKUquDq5toiLxCq@a| zR+OU({P(lkMU-ti?=%*8eVDygP2ZSNMlLW{b2lqVf2TZr3;>j!W`|K^6|SDh0;Vhe zbUW6#k$)jf9N+Z5sH9g@U=KxT#|R)PeYD57&I6kCH8yOTPwNz2#C0z=*%ZRJl1`=r zIBA{!HqSy5Qc_stjKGVmFGLWcf0G#zS?Q0YkTLAO@)aJ zIpC9Bqpr&jvw9VmFOL)*E>}ZAG#)f+_DCn8ZtL&G<(R&LtDZ=^XK2%1SNUC?wDMrWsYxN!^A$DzM>)3U!Nc;-l@g83p3D} z?FRLs)_@ZM*7Juse6*xGpf(v#r)2AgUX^+b#p8r6CgMnm85u+VsRHjPA1Cg#J0#o_UBF33TF;s=N~Nh2n0n6s~Ptw5gEyf3=4)mo?l&F zlkav3mL6~COXoO!iiC(c$em&9GPDMv&V z#(UlfJV4(;e>S>fZb)&%vnv_v81dX9eshQplv0QN_n-vBw0^F*n_N7-eydiMB!8-M z+~-i^Tz(&^scPG_H_;$LEs#T+(@Z6l^5fn2$CJBzgnZd;nJH%V3UzW9=2RChj#3Y|HIW=Mm7CDaQ`SO(jwBSfFKRh zDIhIOxQ69Ni((F_0XMbT6o_bWf2D6;zx%aT~4TWClMQJ8I$)~H9_ zQ^rx~I=!dnN}P!Ma?#0L+ugUgqvec|av@*&n&Gj0_oQLV@nHok|YkMq9TJFx(@TK^MgRP_aY&{q?~2qfjezsE%D_YOXBQArR|mzVy{Sn z)i=GmEM5|g&*Hq{s}BwnoelTav$Ydvxc%B}C)u<8dZ~YM1Sxl|%!X(i9gSj3Tp0`_ zzWg+idzfQQbnrdk5$JnX`I<6f)Hk;i`E_4t+5}E{G-%}hC~zA$V&SbXb=~a0L$nq*oOjO@R+~W9THH%XZomDdxq*7Xh-g=FEvuO#$@j?P7t3ZdB zqVz^D;8u31Gaq`T9Y(#BiSpJzy%{1*tdll5mSu;zdTAb$n{3#kbfvir8HVy2eJWYo zk(YsBKhXNv$8P+GtV;YWR#Ewkw6T>7Q@$9_%PQ7xX=+=rjL}PL>z^Il?$|SA8`S`r%A)^HE>27ax*yzBLwZT}=0^?3%~nPaVtN=DcsJd0MK7y7L%zmESd6l2 z>iN)v*LhwC+8nGOTLf<-rf{S90TLlcC&u%=W73c0xUI8C2v}DmA1^tRxE_5()vD>` zFk&y)DW* zoHSwCTjNz`PccH${s_5AR;W;{0QcfK7E*-%aZV9%y0sdeVV$cG_iFLBNmH_^%ukgT zLDFc%utIU)`(fNC4rBCR1ctT5Om52Y6sF`()1FD6ZkB z|Ilsp493rjME{+x`RY1KA@QS&EFZ-^4R~(4uy@y9{ts5g?46v)t!)8GVWs-_=zb>X za6apSp_t%?$8w5=UhoPMS{lq;P?F_G38g%Fgn~5Rs z@4sH~M=np_gmgz^bZ{jWh3N1Yo>9OIs{HY3qtlW6$9~ITxoab)>DChpI%0-Q2fu0y z=&wg6Q-@cO6iAI~Kn8a8!Li*bfiP}qbYwwy|JvI1cB{A(p1k{pMD1ZXr!b&M2c;Nx zEFoDvaQ=Rz(IiOS3n|%tkfR;J^G>Wi)@n{QhbYaLrN4oCIFI=-DyTDJ?>1`tk?+RK z@McuDP}PNv-oR~`AR9?PH@(uvKvaL@RK1z->|kp4X#sXZ9>mQO!zyi%CK+&X@nrn! zY6WUGA6G;S{D)QbCz+-4cU5eKN>)@%ZV>~?KfmWC>q2UrsMrPOwfl=oI*J})U1xbQ z1xr1eIq-_ZahnWs6=xs53@+hpgoO!_aM=10bVu^}mE z3_c|P##P93uH+jZ$lwG1Jm-$@B0y2c7G(LbM6}G{ROA8@sQHjIZoRy^Kj6?{%Ux93 z$C^xsT#BO*IXE(zASNSH7-!pH8Q%ojXGR$<*JM23-WCl!k6MkI`O@AJ`6r=Z=wZK@ zAH%-nQ?*$#^W|qqe{!SS5Y_|#hyf#uyUO9Q0MwqVwA?EiReDX&D9oi2igYY^ziy(b zyP?%qM$)QwT&++QO3=Id`piof7(&Jn(=q4%M-SykCBg1l2j1Kk!O9e#CJ`|K^mCyF z0DDRGL3JnnLw7h1_~M5F=Slt9iAXmF=9H3ZLE@BHGvjJHhG z=BxO|`Wsy_Ep3|@-uU<I#co2Jb)Y~tmROVQHrSicG0^``5pv>q{P#OjC(OGQ?^^pAhe#F$y* ze>WJQYHE6d8h#@Hv2+YmC(XRDDO{o9akAMF0)x>N}vpZ~CURFG&2!v3_<&OCfI!fs0(X&$N0F!5drAGK8I zmA6fL;`*wlYEv#DSb59q>Y|*yX6X%o4=45!Eqf~xb7Xv9&&55jT5rdk z^1jtPJrorG1k*oD-fWnJ36dISj{M#ea+CENDoO~@1IOr8Q{PB#d^HcF{=h{16F{5U zeX5Y*lSZmqs$Nq;x?mOXO=l@bX~cQl5tm=6S0>IE=HYo$#Wtkut5CT(Hu9S$!YWpW zmZ$SYrGqY4iTzvZPxF%D0i6#HO$e?1q*pYfT1j_0CKew~9uK8?cO+o@u#Y~6*2X|K|Xm~Mlg61m)Jxz*Ob z?P?VYKn8Y^ahj<=L~|kIzs1V9#32ubEIOL1lRDR8poA{>REEctAN(qA_2GIj!P_h0 zo3l&FmOwlV`ny^6fBbKWimRrZ>Jl{FjhR$+soGZgYZ6b(QBdWl2ae6apLvas1?2~x zdaCOq_YWT@xD)&E>6&b$y|wPHs%tRnqFE3;a3Jq#V^Zn2-%flo#^`^vp7afyt95yY z9(hmDJXI{c3CqkQZ-a$H>3-fu+z;GiXrqPyU|n)gSacAcOM_=F(gymWdwVniEUPaW zNCIXu=dZ%9;XlBH`SiwEWHu7H>Tj-0FOT6)5nKZPL>vNCQP1&Oha|9Y0*hP&vAAXc zryQThpGFUTlJ?A})y1SOt&6>w)Xp!BI_vtFzH2^V5~a^GM4<$8R62$er@kkwDsai3 z*%Xp{z{9f#w`qPwP$J3lzcYpNmesTEKKJU3m3oixvYy?e)`1n-@`Dj_;?E^=)3tUv zxEbJ<8nDVLwbV2hkT1?Cmz9NnvDoJCV?~FCG+1JrpuDdGP;Qr=kjo80gtA358%hX2 z6$XzQ$NxK(>Dqq|>?`FygS;a@s3(b+O6g&1YW=8F)mP45Hb;`2EMC(^_knTN??E+Pp2-&FF9kIJ^v-V_tncIQ>feh z`x}g>LpWYgu~hZPQU80K_Mke}F`%TxXDaI-g7`-8_o#XvVO+*DCxP1D3^)a+0@ek_ zqQuB{&R>fT_llP=arX$3|FHaayzQbf`vdLL@_!93LZd{TsNOeyLs-&gBbjqE1P24) ze8%>9b*W9K`#mbTA_>!LYd_q@y&0`8&<0(+ybP3z^xSs`O~ICBBf4jgzfJ@eR^1R(+RbukF_=;XXL#AQkBkEh1ez z!3&r-{dihm!A#vg%+457pN?s=URTTAc;16kbSn&Ivkr1^B~5O&o&U_1OeedR1^&$xbf zx<@fFs$oJUPf+jZ{c-CXxRT$;l3O8}sw%!=q@?%tW!aBBViTZH_y&@EKon1%7&9Tu z6~vo;!?08IeQ_VEwJdM{(s*#mXf)m$r*y*fqJtqqtN2*u*PVsY2?U@EBOHSL0%rQ z?NVb>9_*g&jLtPIg2I%!k zkfhk1mW1?LwOGHw@uPwPUOBxoCE4EtVA0+L8}w}B7xI27?&AcljyUUas1$=ge7mGu zE#O=Z#V$|lxF0IDj;0OC&Aprrn0&45yI$tbtY|mQ-`eZv$Y_g^{`e;SoSfZP>lG;* zFxgQLBTpKyXBYG-yDj|{-bkJZYDci+)E6j)uk|+tbt}q=ZQt2aLGcmQ*jdez5pu7c zpf;hj>pReKb&2u2A)lX0>yxUK?&CPvL3;;gb%AxIJQa+P7-hzk$9J*FLB2bW5YJs}0QX8GpRP@eV-Ni^xAUT?$TwnQ$%T2*o#F2Wj z&ij?NbGZ_OkQj+R2nFn-7eR$~;D=wqPc-%<_)^{`1;vEqR&tytb){w&SGW+R(amk= zkSaMAYB9a_RykrVJuEn@4t&ThX+I_Ijec-mTtcM3te(ApJGhPv8-MUS$rt!Z0 zRL$*0AgAJ_Rg3~8Uv<9T6{5I%Q?vXl!SXg_jVK%spawoaS!hHta! z+~&XpK0~~1CuKFxL%B3C+Si|+OIT&@opon2e|j99k~Je{Svf1SQ@Fpb8vUZaA@ve; zX`}&co;zI>HK6I4e{i`KC8+eyE>O)_^kmI|Z!HQ;; zqL{JmbSE8uhR~Ph=9PD|;3e%DzijkZGZz_I7aQZgqf?(%#eNZcYwD|05H79KbJ`iM z5F0`;K8XxtUUR#IG~7Q(Q=jh)7abqk?=ul}Ht-wS75Vqca7^dr+SiDGWh-1mH zW+lWt(d5Dc{idCKIwk)GYtdU}#}8Q4bE+=&k#@lvP6*byDbUqrco`(U$Rh!y_D(I*_QYYu!9f>^6 zv92C-^NVL{bZh$S*j^D=WxTzdG>H(j$jOv+9OoCKjcRCncdn0k(;nab`m5W%Lm-JN zr=7%Kb)Stk+?o1YVwK#47J<;#I}-Jkv`Oj;}=6Y+_ zo-gsmss#QHIf$x+w-S~I1}#Gzq@~H|?90k(F{2}C*KD>!pUmB&2sM-7lq*jBz3`Iz z=Bv*NN^lVgEeQ=I~Ix%!hAByYA`+hk7%G&A)F4oL)77%baI3TAK5-*ekDCG?=L zdE$TPMo?i`D#o0~&3lSU9S1xAVPQqZLpx%5DABHQOa14&&W7Hn614@5e4R8c&i<0X z>}dfLc5&b6CeF=py8yjdsQ)9sLO@5#4uTWKvhoPEFHZF@Z^n38BSNjr`0SrIAUeJ zg?2nN=SKcv7h8v<-c(txN5p?GW$Ue1%#^R8#JD$>Jvdq9xF2!Ad z_U|oLZwKQ7dLu4Q=ZW=O$E9txty>Fb4fE9{wsRdL&s0-5TcMa-rk(Gj4w*w=_Zj<}S&!w> zSN1+RGcryVe}s{a0J8V7n0nh6RaA@qzm;Lz5^2Mg=?kU9^)~(dCrpu1>dO?29uuAI zR){?dxPDd2vfrZlgd|5+F8;dkm6Nx=Q*bTM;2+EVoG~PRQNL*w} zY@WJg@v5?|jh$3@8fv`hHjfRl-P4`dlVZYW2HKMx>M=~}0a&B^^Jti9PF@@`eLI@i z=fKx#X+u?&d=F3+*#hucf2F`r6mvnO@qDbw&N3`;(?#iKIN>b*F#^RuZoh~P;um)% zUULHKI@9ID^pBgAve1`Z^Q+8uWjCZ4B3q4~^4HTdpqDea4nZKwsAziP} zTiElNVa?(@_v^@#`-ZG;H$dsuFb9#^8@w9o_Yxg&$mQ4r)r;t-#@7SSDlBR7TG{%C zj%~_C#fK;^9$vuqM;^p5^x7CphAMdt=wDSfqd~jk*v_zY7xcmVJKwAdS!&q~X*Y?h z;w4k=Bp+vkG}>Sp3V!%6Jt>n<3n|x&>CzjLj*mGWl?>u(vQgFCq6( zMc_$L!SKZqD|4q>m$JYP@&~Of0n6z{aTh{Ay!Q|zoqs2cYjy^|4C&9l{%L(k$QUpS2V{18(se%^8{@mx~g-BZIDVb(f8 zBL@}5azWHq{irKdV&MXF?l_9U;y~42U0QmzqEtV;z6(IxmolCVeVIM?3KRT*%X_Oa z0_Nm#oNMC(f2DXdrIx#h?XIc+BfRq=|i#<7yPEA>lJ63-8B0JH-@~|-9dd?-90y75I4=?jZgc+)d#bG zG~QAFkP|?$=qGrZIey-1?m7~3a_kQr8}(+Nbj}n%y?`gyP2MSt=tDa!m=cWRnwX;M z2S6^J#P3725)FP6l`b6Q`poN76}B+_f%wV$IAkwtEV0;H^u5tAc>Vu!v;Y71ewfzG zbHjFj@kiVTl$hPjXrd&wjShBMU!Y{>{4aOaSRpl)Bf|-iB^qu-$gZR$#~ll%keK=@ zO}d7-mu(ZPU{CYu%d6@xp6I*pK07&fHOwyk1vFTXCs0_&b*Mv^MzU4M+@o#{DjT5C zR{lXVrybVe$%~fW(48+JF(&)?>1W7*OM=>Tby31GNq{Xs$ZT|;E?-$PwRT%}$|{tK z&ZW;2@n)*C&I#F^o@zkLdodn(cX|0bl(A}pf|xx?`BE*1J7PVn)kOHnE$-9O;NH?5 zETDwegM18XZ{N(Zr-u$iF4pI8_5dl;X|_civ%wDMUTBb1esx5XLe%RlMG4#gT|cTT za|hfV;)AteB_&=o{lFr73Xi^DnE$U;!ImUPZ<=6+W3bBk0mu=)zg`f`d9wKzV;~(} zJWJA$_w4QuVa3U9$S#0PEz0^B92!meX?D=GG1w1se^Otbcann8SNy?G{-#2ZDE1## zF2@+!%#r6%R|fZ1oeZ;KbW1k2*ZJC=nCL@;m2GS!(df;~&M!XH!}ANf?%HHUHG7SZ z;*HT?qb<>ct8Ex|z=6q&5+ogkex%=8Sj`ZjDVbEq{IxoU2JZh$JlRUfVZ7a`%uxT6 zj5%`?Qd-5YX8%>M%7<3ttGuUn)Wnf~dIX+ns=&f}$j&IFb%;h8hbF?0r~qPsI_X)B zfWI$uZKMu0Y`nUye%7kzA$2^tH&M}jK4cRS64H{r z{B5I&XHjnBh;}sq%frDg4`__RM~v>F@(w4gc+~>c!=r{N=G@KYneElZc1ecQH59~!l?lxaIhD;2HBC8!JDB!O0Z+0{mYLx|oKAoY0e(ln=hg&IWdV{PcOj5lHILUBzy4T`4~J@AQWca9ODRnzBe@9Ez-Tc4LliN9Fc zw6CtShCb4JiEB@}A35BZ>>Gmm*Bzc{76koW%SP_Oi#uCOG|WrbBk2X-hj%cv=H1Jv zHFVp2I7&B%R%?U=^ZK{y(X6Y|to{;9S#r>XF09cTi_d>s3;FwFC($3c5+Jtg?5A{d zut8_EHB%o8&}f(;pT1zu_OWOJ z>UeDJ|ET;}#$h`2s;9&*km!*?-VMZ=MqP9kFI2{9l>Lg|>sC?5xHxN#ht%&Im#1WY zU2TJu<;OCOchz6jaq=tg1>64D^$K)(Hq{3t(PuO`rHFSfn6H*G!3pVjdjQu-fz&@i zS44(tDl+GBY=PbS`C!e~G{D*2vXcfX4#o425(aBotIrm5-uK0X=xR}Y%YLsQcK(1d zU$flTyVmbT1d{Ez93|3w=id&{{KUDtu6CSlBdXnNd~wq|5B*mNjPKCmdxF8aDi*oq za-7oU()?}B)2*{dkM_r8pJnqfNxE{>3ak})lW69YyY|_6b+oQkNaIPK`PXtx2*lQg zKT9JX+6N{!pXL^9+z&z4rCg7Dq{K0oy0W#raHtd$>WgsN6$DfazfI&ppuC8`WD)cJ&rX(dxhLn?)xDsRa)3w@<*bs+YIlL2Y;SOTpDj`$Ufg%(UjYV^^YhVN(>@u1H8`SKN_SIhKEF$uGPj_?DSqNJf9n4CbUf;8nf6d2RbKi7<%@e#j027@mzyKfPo$Mvxt4inwDfUHj;Y6-^@N}J zNt|>MHLSv|q8|p^d1UF*$-(*RHqdEqV$)jI!yVURlKu5Xha1=EROxU`xDEz|gK_2E z9|yR$Lask6+HXbO>+~Pp53tCS9bfPZ5)&zV&7hlQ{kk#};RsdW!Zu%%H$@pvvBMVl zD!igOwz6B~h};;{szL3Ul*C+^9dd{;+O40HZW0bis)59!u0H!pa&w2UHO%ye{o{VQ zIY(zJ@9QC~%6d2M@xWer@X=n@T~B{@Lx48T5%Y`RO#4S^EqsSyfr@FB)}lYAV_VtZa<-|0v`YNpcvRw+7t2aO&E9S+En(4gJ7oYQ0l~vKE(qQZw*0Du7j5#6{khdxuMZYjntf*gQLv* zC2)Lf!>%b_W9(F*TT?DR(egb0+5^kwlG8_9tTiOWrzFUa%RPTrYgLM#_6Rqj$sLVJ zOmdb?UN}zy5ajngjV{6&%u#@AxBsx_%QK6AB^i~ZmX9nwEpF{>Y)uBIE9bSyREYV$ z%NDnsB+)m%kX+=7)7xZ*tjb^3n-^?_Opw**aYkpF@b;C7^?jhR z+LtE+aZyS26T79&34nx-XG0$ru;VaKYy>DpI0=v)Xu$aQpM7@z zh-hpxU#}~}HK3s-89eCo?mJHMEp#|-`+oelV}n?3y1k91LSfu6_XWRe!HI$xUGLzu zY2TH-UomS?W=)cPh4R&&jCcS_QdDq!71)3K+Cw)CxkGX-9i~D5Hp{s6dnEDcSs-9T7QT5G~~XSFjI1)%g|jmR#o$uF4q+YUMljC zVm^gbl@Xl7ZR1`{_464ES|x2sK36wx8{9e;H0mVT$8f28k6%awRF2Uf3K4b-EBEb7 z3LAV~2k3)elM-~LT^>-r!f8e97yUEiM1dIEal|j{dB!+Fz4|ku6Rz3+xj^R*^%n|F zM$j?I@rc8Ta^6No6AV0*M|VQ9`RKDN095)eH6=KolCDV*@F|KT#~;sxpMmvxki@#W z?@Z$Q&OF^~O>&7cn@8@3R|^;RQdWzR9R}{fDCOpwYbE;2(v34w`Ptu86!Arv{jNau zneUEHJ;55Yhs$ry6a||Di_8uTjbC?JGa5AOo)M9GZ#MGH!=k2D#Bc}7dT;Uo4XFd; zXP=X^ccOtr5uC35u&sR#-&u=2uanXE` z3G&q>=Z8;>j}7yonTcDz>2p1cZl7nTIykc`b~h|(al4zuWt>ds_N0hfPW_I^&i1O` zm)W;(N&&;t`PV<~&|?;4#*=RR%n<+n99WIse0Rngysj{uh`i)^p4M2Osmm1pO&w@I z9rG}4Zu-^qOpNCjwQfPxP3?bJUwP|wp%g@?pKlkjIMw+T^ZUN$t+$U%d^d+0B#qGa zc6>Y8<-i;16&v`q&H!r7#K)|ZsvFI8RrIsIkS^=F&4x(uc+Ul(CQPQB@hPf3&=SNSHa zyGll~Jdom`5og@(3BJ@yOhFjV>2=BY%+@=0em%v^|FEn+9S)apiYa17G=OC{F36?} zn!LJwavI3H+hCgeVHL6$l_XnHI2Hyh2ZMBvuTafJ+>_ zZ~QGccl@A8@EY#VxFS(*|zPD`-qoN zAeF&v$>QvwE??_7Q={U4SfIuUcOzY`%|12RAhc7?v_;8Smz0vdx3SZNQtwR z5x1-8;K~IihbkOEd(;pNpet&=i5#IL;`uz|E~(c|4pjqz*gQZnZ$38iVZiyVFCZHq zPAU)cXKd>tf37fp^{aFlSJK!sA&i3*-pDG3!xb^^%F>n9&?g^vDokvyVuP6crmk0a zH?@&>&qLNGmX)AVkIvOu+_KY$$Db2;cng9+ZgQh>BK<_y+Qn2=_YOyc{Pvi=^?Yjn z{TrHaGQC8ulChR{O<3uQ2{ctI^e# z6qmRN=Y#)AFQ~2S*nqc&|6$qm(8WU2@s@giQY`(H^yf$^?LinNaVm;meLs<+MKeYG zGo?;5Og1t^$R{?|DTgfohedKl*E*jH_mj%nuz{BEbCtpkztjd6^crY8Zeq`RVncl{ ztKm3bTcMFmcB5vk_pPYbs55Z*9pS{UHa?$wh9i1syo8YkRN4eno=WQT0ln;0ez2=dyc;gik^h3HPu z39LTi2%lvW28%3`)$*WJS&sm?m!ajX*Hl58Mj%bN?JRePJMSpM&|~)r9e78F+m}_a z;#|;mJNEC9QJp9;1#oJhoZ;}A95$Z*Ovp1ZZ%=vczE$<5Y&2D&2eZ#3tRu}XtO1C zl-d$Xk=aAxj|IsUBOvx zPM*H|@jlzUCGZC^09G2dymsA%1fcPSo$klxfmc(f01gs6&0W#7p{@(X>^0HJp2)Flb1f-DY@!>AK+25tBTpMfWdQP?r{&s3Luy>&TTq%8X&G$XH0vG(HwSVTTI^X4;W`N_12)4 zO3uo~ivAdQrOwLZe*-X##Yx>%>;PO-1X3n2)B=B+0KA+3FOqL*?1@RW|A)nF))RQS znFnj7Mi*E2KL8-$?%*i4QZ~%eH`f3C8b#%yqr`H3{8NoFgMjZlp9rpE8j3)}h+|EA zf(RQL2^Y+fta=qpPl&*syARACnLuOBpNspW7`{$EvYHqVx$!JAw)whISq_Jd2b!te z1<>ZR$CdENZQlfqv58zu0{S~&a-JL&8@p74G|`d3!JhNqk7N_H z4ARif$w|8l0Dw@llcwDY-WjhhMYb$`o4kJJF`8rnMPl{MQN|1p08|H8a? zD<5~>{_<~W!qtIw2(<%jRxU~O*Qa4<#_ zq#4X}x}ImeSaX(a2g0Q&WQ5ArQ)f>6A|}ySvCN6q=Nfa`Yqs08&v%yRS?qk5M~}Pb z93(0%DSE{Epg-NsnK4?0UCpfCV4%p6{$$R|`HFwbysuD+?FKQvv4a`|{Ba!dT`BM5 z02Yp0qv%VTU;u3#FzF_G-Q4{#_P#YsG;1VI$(VHc7>{4xnQtE+5$cX3Cck+uQ)<|d zw4|b>9h6Q^#fr17vD9vT`0(dkAjcM`{2E{|VbV-dJo0?00ex|f+nt8KMf=R$rAS#7U%nSvglmTWQ2aB3 z68?waY|EvnX$lrSd3tQH`7mmu-mZWVw1xY4@X>6iDN|w!jqa&_AA`N;1cf;cK=IJIumuoC5BN ziG#p&r_ir$w+cyP;o~2%8^mEP9r3B~fGl@=Ukan}Tuqwu?|KHOC-ReiSrF6pV{T3e zXd>f#Wna3ZR(AN{#hBmiA3rG=Q(boG+uzMV*-GBN?r>H*AL>i+Vg^F`*Xf>5?4S|V z7CAI(!1Y!UNIE}@=Waf7Djt_&YHL&J-PXa?-qD=Od|v3uIUSi@6UXZk=i>raaj*V0 zmJ4>FDNr)nQY+#7m_3X8+iX8qJaZgQ6)@#|gjf8M6CaCsrpPlF`xG1&wU6B^j7h;~ zc8SD1RsH)6$#_pZ9(g8j$Tl95TzEW6CuV!v%?^Z3hqc98LzUkYJjZq(z&gX5)4zuJ1}4xMh2WfYtpCMSH}!VrcfCO^ZJpd3yB$g#W-u&c z?LREyJ&*Gq!asteF-qRD^a>&(JGU^R@)+-Q$J?WAjxNlRiv6 z2e>7ink4e=J^#1!qg%bAEGlk4;r9g}yCvkw!5a(6fU}}5I%Z<&zA6SYbUo6&ya{L7xw+QN!f#g z>z1&cJ6)>)hOAz(?*90Cq2}e@yjJMhbye)+&~KHf8YccKVbZve%!6%J%eb5+S0AQ# zh@syRei}{oMs}2}WbMU!n9<=A;$)^>a2G?4xr3?1{TBtqI9V^K>F-wLgrj7Ia9;;k zYikYIEww2tDI`iVdmH^LMM(zgTlY~H#*89rWsH3pMx_70ebM)gZIbIHO`)+nmL7r` z>mV+OGU?-C!ntjy%5FVot*Z~u+l8p@ZACS!qf&;(R$zPSr9TnS@brEK_-e6)N<2Df z2E#d~?kqP^EDoV-qOpkK#<3Y-MG4xRq09}qNw*W?BnQ6hN}}!sJ2PU>hLsn5pe5&J zF~*78q)~b<%lSwn67I61AlCGm?#i`5Ty`Q3;OFUHjr5FO_Vx*%iXtzY|xUOexp zj(R3us6L7Vt6W+Pv<|gT&!BY0!Q3>PiP$yk=n9PwrR2_oBbjrO#wZ#Qz44hZJXS%G|pghIoN z&GS!Yyf`vJO_#S35U~`|Z}-uJYU8y=g=4o8*bEWxg3l)V$Sz8CzaZoMiRmI7cH4wc z)6_a^vJuPOPINQDvTTErq5~xkAsU#5^D7yrz>)#S!gKzn<+g-L?m)wQAaabW4Md*7 zGNMQ@|LSuZi_$CXdJ6MpZnt1X^@a`QIiG_4w7*eXK-t{ZQ%}J3ksy9n6C9{7ViL2k zBNYK}24l+=+4+S2TjE*VV&G&MXAp%e9}STm7#5cl!IxL`mreV;?YZ$%{BS*XvaOI1 zH+lxJZ0D@tOO_x@rSV-QD$Xa&1jxAHh9ZMLQ$0~ra?-R`%k-O&4XgTEUy+NEm-tJC zzCU%l2xsZq=5uZ=yO{K6nIn&3IJm82-=0QHaLm(j%(vOEi+d-+l`U^srTlEm@K&A_ z7@k5SOrN|n_Ro=sANVfsDW&c`cw|~dA(RXns*^AdB$lmk{9{N@=Iiu6!L>$-K)nsr zC)+EQl#qEONcck1tow}5OzifFRdVADG`FCW71nlrWV6V>Dl`-ENz8YCaoq*4&9Q|c zWm})>+rhnX-GbbYQ{~(Ofy0Nk*F?*1I;Lo~oF+KnO_%fVD$kxttO>ng;xcHIsww*B zte51(kRmlrj6|91XVe=ZM>_Ub7c;Z9EMEH`y0+ zn+PPVlp9NBGqO+eWW)lLO2>M6H}Xw6WbXT$5nJ!qn<%zO*aA)yjqQQ1$Jah}eqFe% zc6YY(@K!LEANO3nYA2M&9@MKEuR@Y5Gr+iFTzJ+qOKv*{d%Sx zGjQxeWv90>zenX2x9atVkTtGx3Ht#Nso(a7RkYft^4IYhj>IV)xncH;TXM9{NiDiK zlr#b98-JyEigsfB00M@?%JyXSG8P8L1@FFN=XXgwfkC%mt6gH+q%u^(LM1eAKV#Il zn4-?jC|3^X#bM9tBodd$?+s#_77ByV6{AJZ^7tk18fJG6SLKpWfbjZ-;NpbR(U}3X zEd3K?*|PuMcflN2U$*Zj4Ic`_oISi{yeR)YbKf%|D~=|@NQZ`e0)0Od{*8;G{SPWp z;LryAP9n~hfRvqqHx94$A+4K4O7szz5Cn_jvhADGW7GTT0j>?qIPk*@I$gHnmPDn0 zK=&Bb&_T?9SnOvxZl?3qILEVcG*B#sCuY+fsW-SK`_wehD_B~|3cN~L86mm(jo>+B z=J`ZqrXV=HP4>hpnyaX5aG94$8a#7ZQD7qL7fY#EAc~oFAILEBLiS=NLzY&?XqDoq zqS$MgCNTnl&q8kpyKyTuL(X#R)$*pN_c$4kyCB$4J!?BP=R6I)rE-eOmU*iAA7}Kj1 z<~s*}bP=EU0-G+-97*-4Np|Reyzq{L&#W`RNAv7sQt}|ltQm=^icRroi~tF%hZ89bL_0kjlixpc4?e9P-T0kd<(b?Gacht z7@XgX&~AB8lbkrGC(RDt1xiW3TryqYggio}*;s@5{U1{bJUywBV};-7` zz=hj~-D8qJ1yVpd;>gQ9f&-yRMe;Pl_GMcF-7mLom=KQ`aYRdCq>b_0nw_0z^m&nV z2mS&0^6P~5Z)-d0Sz6tfO+}>i6(s{~=)f+9P(zweb)1Fr+I2zD0>*2yg&BOS8$1yVDO)vXK`bQ? zi?K;5^v#t^P7z|DzRe2%A8jId`Hdk10YH&q_~?8p$4as5oqNuB!;9T-aY%`zysWc6 z`SJw^4W&OEI3X_h+ssx8OOhOgVyV$<4-Oj77gw+tnsvBxpJ1#q*ond2Kp&xAZ@0cc zy9DR6Z^OPp2$44nZkRy1pqS%nAdo?rjak?r|)GI(?9@I zTEAFO{d8!j`NYIoV(3l{x`KPAXI@Nj*wld{jUv$QtB2y-C&b1=xD%$AzIw3j&ZhdP zSsA;U-?}7h#tF+v+L>4~iqQs}nu-toGhz%c(cF!}I*C^}Gk>!}MvJf?y)Zh{Mt=rt z?<&3WFRrX=Lh=Cg&2y$gEG z>L%YEAU+ah&-Ev;W2>$yz~ZmvDJN9R8{*Dc(mDD`8uBXa;g&bK67t4kmDP!wqAzK|<`^_catGI>90|TrS)fj*(szk){Yb8y{ZEX62?n0@&*}&TY6?`H z(Jw?r9_-T)%rtHth~opF=1PiXn?i+)C}&>9lCA_JwTM+jLf3>LZ}^J-ErsPnj7 z8Ufn<1`YatqE{fy08|2luMJS%nHAR@Q*=!q^h*X^4UG-kp423T?pm zf59xQB2;^bI*4G8liPOkYtY2t3ZXGQcia^NVxi}?EtL+#r1nUb%enmCWGhGX>Gj)3 zlZ6H1+sjJdp;5zJG@178PeE6hDqS^4eTiFQY0RgAb@h(f9|q=$%85GG;sLjqoTZCB zZ=K6*MX_lHxv~;X-X+A>?3Lms@7X7KPqho8LVus0JZf0C`ChXnumbNS);)a*oumv%VkhB z@~|okgNvd3ZqWHVPM@Ge=LWOB#*8TD8GL2Be}f4@532w(h+5^5IY4JLXJV=PhKc>% zW534|kxYkXK&N?KbtQ1q>E>NZOiSRQ-uEQYM8MH==Da&pU3C?3y{2;@t!#H1_7Wqy zYzh3YVj)T#-60*az8y<9TNPy;uOR$Gv|0#ta`fDNLuqZwPtd`s>hjI25wV;KU=xk4inyNcEg^W8DsYB&`5o`mJ4mYVnm~to!fx9kk#rP+2ztqLfSsy-UA{9jZ&bA z9)xEfTyZ2k0!`;m%z628$@CiFwk%)d%YB9OFFQj6@b;UT*cvN-XdxV~;0q8yqy1&_COk}jKgss4kd#y)8iwyRl* zSCA2xBbjKvgz#Yd@lT`43JQH}b7)<24o$)V*ptL6n?;dVuI@WFcYzsNApsjpWr1C$ zq~NYcnuZw<&Kd)@81bK~LCg2Eid}G)@KShaDlEac#an*VLCQEJE_ZG-52IzG*1?NA z145ZPx1<$$7qR6_f9{dh=w|`$sI()Dr2brJKHxp#+3D2?zAr|V&YB#=a_p3rfbJQ7 zJ8J{ky8p=2!n;`(%2fm0q|HP#K^y3G4I2P3egYi5jc~OsZR91dt*)LWp zrdz_v-@By)v!#79xE6Ig&2z&J?∾&s?e2nM3lvJm==^d2G=O2Cly1@iVJ5Hd$6< z&2T;9s6x)3ADGFfSh?kY@HaR4A%Qjps(gKzk^UNJD-Ad5l_r%UUUo=piRzH7{9GRFOBeRYC@r}~ih z+sV;slf}EpQ`@WTG^F&esvL4eZi3XhWNwxMWa3M=fVt#GHtB*Clg$EdI(eEo4WN0DwUyPpwM;f(~~5; zVcFA<=TDZSZv7?*@dS<8ObUG#45!QR$Mj(+;V7;)Oz(7`qPli^4u7x9wb z-&G7ssH-&8NRMGrXey8}r5Er9B#JXZP+79YNZ)*9JTVZs#QM*SSRmtDdy|^7?Q@Bu z*v3@G%je#EW^bj@Z(f=?FxZEv#KHW9WUr?B!*I9nj{qe+0@6&6es z_TPO>3-T8NCZq(i^#0Dl9ydg3WgJ~QOo`Qf3Bbc`)mMLRpl&Evjk1-V7Be;l(8%^X zFRCsK17+?j!VfSdB`o*m)JWb5qBPx((4(~Q>OvE{8Jj}aX>P3Cn-dj&)qVfE2*&~J znaL|;m1yXcp_s<1wU+JuSVO%I`tM@nlBALdNcOJA#3^1?t@JQ4c*gzKdoyjeV4{Q^ zyH7XE%b$RC1kFFvc2(O^@X6gTmAxDqSn0vuI|NR+pWx6*18ATktFt~E9bn?fA|Cf# z+EQ%?)WXIwTC2*8gn3#zllTP7^14&XtLo3dMrv81eJ~7E?d0AQlI!d9V4r%W>F|G; zI;)_zzW3|XLQ4fHP+W^U#Vtq$x1zx*E-CJs;_hyt6evYgBzT|{cXuba2Mw0*o8No& zzc@4JDrb^8vv;1g*ZM4=>#ggPZu9@#Wqgw>TNj=F!+2Dq3^e#pSu1XQ>D47vO!r^qP%;_v>YY`mgI!or2ZK**$8~V zeG=U(3CtNbpV-z%m_X@=t0fYy#`nzL3fsS}zi~J2Bo13(%AmleI5e(~+1WLst?3^4 z-*V_BL)^yo%cnyxo6LZZ$C>3#9hYN@)DbSm66+1HY3_)oCprqS#XEkhx%9rtCi~-#=yx6KGWB=^{^OL^jauHE)Om9?67#hio}W$z$bhc?chX$peIC!mgfA z8Z5u)r@&3j!jP}(fCUZ`d?!(#Qi5*aUgIGytuull9j%fMl}-U-bB+Plh}`hm(`rp; zE8`4r^8sheL$lxXbvL2yv;ll58OnP2A3^Et*Jj2l6t-UmpJJ%p8Y5SSW~pAOOZze2 zTdMr^!TW}K1(dL+Z#y;Qjr6wZA4v(;1VWP}?t!`4)-zl^oK6Fv3&}q|gPI-nGj;oz zG`d7YI$_)n%*2K{LiobGtx->&UH^M2%{3dc8li|h8y9MrFmGz=xn%ym+_}9=i!oWH zpV2=s--UuysB83P2e>tu3jD5B=od?P*Qc&tYCF|9G9&=7!%fxwcA@ZZd+M_(&8|J2 zd-;haZ5sFVKC#{O&o-w?zO=!n{|yK(QpcCN@YUP8;1DH_HaSNCsX98Vn1HE<5t2(L z9~rT02$20TgIL>%%#f9G4Pp#nS>+TExSn-+kD;ztv7ZA_H~0%HA?lm{&}~yTU*wwJ zG+(h%E>wV6QJ3Y9(gO%jrXh{TkSmbe-e78HH>}z{XSBJ>B;Z4H((>|qh%eoWRa)|^ z6b(wiSEBt%c<#S~w@yFXCW;_RY!TGfjm@?epVAZU*rZ&R6WZod?IEwH+q{Km?u^UT zoK$*WTQY3@hxNhavn}H~V@}5;nq@dguM}S1x%>&25 z3Fw(4X|@@j2VvimzBhE9wRm)0r$7QWyb?Pl<4X=*kbd2Mg^Awkq;s86OfAG~<|;_q z5;Ygi3-z~m$QhZu?KNxquz!bn_YBU_4Z=lg)mfogqcRa=h2%Io7Y&pyz6P)n z6PvU_#H$Bn7>iH$I*?saFn=4bYf8&-AM80 z90K?dVr`$dEsrD2<+X_nUJc<-C_RH6bu7zn^O_mJlhTt(Vqrx~S2yL4I45yMJBSf_LVJ;p+?b&{6rb z8s*9wTwH{JA9X3=4ajGyOaBTw;)A|+6;>-d-b8Pmtwqt%GdaM4cMyn=S0?dv2y&pL{l*=dBqM2h4 zpa|d-AV;_4h@>?8xv5TiA{QGoq3N$C{TzIozGFe9^R`?%>A}C}-QLU?U8V?0j-Xol zXL&*AlYN(>?gxBX=>tFddav8eD1O!>D<*aOa5!EnuL;X2ecjEv==^CM)`7#hcv@@g z)ojtQl|Yf8k7yh+l3)v$X>22LX-R)*d^#U=tYp)F8|Z!jiaTrUYyQUb!pS#ytupBvDh|We^+xyTURgH`Xtrzu=p$- zzXHRJtFbpKn;3$4vuz6NdWyTzN8xFxhUwJp`*0VwNr)8& zKU|lt==YUJrdwbsjpHa9}+m9 zR2d)oYI9X;StU0;e0L+i)9rY>@PV|OUtZvVoF~Cw*U{p7Nu^QeOKa|_>uMF(p#?Rt z4ij;rvClDyFKY}p`TP#TW}4V9B`;yoyi`ENGAPTF9benCjZD&Xhj59|N=sR4zDoIq zb1vuQXWOOn8eiIHRaT$24FkQ%D^(|46}c&fPvyaOiBfpf{4veFesRPw=P_Bny0 zB@FtN$5!#)&Xg>{Qi6~^nD%VSSm#;Pm)z`uey6TW(##4F`Hi3Nipx>T`(g8hH7AZk z9=&AJF}BJcrgO7O z(=_J@XpUtBd(d$NNS>V!8w-Y;^Pl#ibS`?h`n7jcwgoQX1p5dMY^6*J%MJ?qg303C zPT+W%o~`xKQnO5zS3CWg>h;}sl0iLymy|DQX<(pLsxMPU?+GOD%fV2QaEUUfh~2u! zDSrRgXjU!exYPtVs!C{TrzUN1PvqG<_rsXArZzQcCT7sivgldkhkXO8nd4RHxAHHa z-Nej(-<0p{7>1SoK8VR&yyUn4@RV#*fZwT%23@np zJEa)2bGJ8N-Oc5pfd8oCj}HLJ=pCWud8Qw|{&QskfU}EF-qd|`E9fUN7QTlR2_PbbohBuOE1ts2%e_kDe)oh?P)*9@R0zY8nyA*?BxD7e(4ZHfO zIi~xfQibo?%0Ww8%KjX+d0fUi0)q#*0?zm=j`)k$?OKvknx?=5RVp_wbN8T-ArOB-H)AQ)eex2bh4iQHv*f9^7@Aq}UywHTx=mj@Dow&@=zg_Qq zM%XCXxu|+wI=DFOBm$`D((ooY)dOYws~m+^V?Qw)%pbT%V`2Do;9Rr{&nd-MxP@6DzUQ-`CM~eOHi~o^}&)q&fqtVd6$%ho)yUtJY!0Mz=*) zP8*@_<8f0DDx2XB4{hN}z8%l%&ap`uSY|f`QPNB8e+x!My z6B`3i?c{T{Tb5V^=DN;baR9XKg>zYktqtW~Q*!#8?q5}!QJDI~cAe{wINM)02|v4- zp$+BOf-)3b`%m&kb!_m1d0B!BKNIze1<{?J+Gi z{cDY^Ri1z2v}ODY9yPi5V5y{&cpysYk0sXzl+IV?fB zp2h6`&6xAXK+pS=6>C3RX)&t@X%F->Jc&7|LQBjC=j1MH@brU?$~%bRX-xB)6m)~ zxI92ztURc%sQ6VT63W=--fQ;qqzb@{9Hx!T`uLlP9}klV@DnrEp}M&NlwUdww5ugB z^2JfXuOp7Hn~Na~e|~Uxzv!gcmELKkkHq|+ggHN7D(MDN`R`AtaXV+!veG7*+a82dy; zTwM}4_W3OQCbIpVPYyLpJC*f+SPN8Q{d#X6fA@=IU_FU1zLJTzLzP~Gk-Yg8hAd@9 zD_lpDLyqpG-F7O^DcxFc0xI=A#%O?<_J%fz8~z~MUP~UbTUx(pbxBw70uOr}qUNTaW~44jdr$$&Fv8^aG1bMZI8$hbl8jQ}(G@|p z;414U(;8yIugjy6AapGDGs0CL%{q=BqwH3N?OTku;qDR2qhEuB0)n{NWo5^jig?|2-mjiwhFEmC34x-G}iV^QuT}sj$hy6 zapM<$w&3itMESiFkmvXO;gGP(d|$`)066WcyVrR~t4qfJ1LPCWaJKz&-25!g|^J)sGP8P+#m(nw*^z~z1Lj_^zw=j`&MWMqK zyoSHXZ$VBk=uZ+LunTD9rFVi7t4caVu}I)^sSH03P@T$jLVR^UPak%~LZ#+Vt%4-! z^(NeWQ4}59*-WMz%UPAwj8Q)eH>x;yROHiZaJUm35l(^L-gmlSf~Eacs_*T8x`!g9 zO$8&F)1>gFcf0vb55JTf)7Q%CYWnW8ih?=k^pD)H+VW4w2P0n3&1S65s)Y}cTYs~} zN?kkDQJa{$>g4I}RXpDDb{$xONZrr2!%JwN9vtk9w^a4LP}(iKyqlFT@O+*wq_zB` z3A{-$s)5l)^2|B>`v*IkizGl$a^5nJH485o-y4Ov=M=`fOK{EEq9(}o@Br95=+$Ya zd-Ku&gKzK-X;+Krqn7UTmu-ML$IZ2kV1EMt!N+!e%iQwDm>;JIuuee^{ck#}fSS=;}eO!(^3#?$% zI_N7@&p)~+^~~pGK&oYYIb~RYJbzIQ2A*x#IUfyf_k{XG-gHKkU{>m}11O zF0A+^p(oLf6(~%+{Az|TN}9l^LYwusFQI{Dzj z5t-UAGZQ&C>sY>lFBtL^Kn};7BqP$|C&8F?OULcpX2B> zauAg6rv|?~e=k`wB6@%lBkNIQCXuHXeYYcD4ToH{5;J?7Yz- zStAXtu;+12_kCZKtUQ9VnR64@K^`DgGa*fXdvXhTYuSdEc>ww+oLdrch!aqo@}%$f z3hF!ui!Po5*KN^#`+Pj`zcHw~i7yI*6(Ro36uTxbFF|JEy1I=;j?%%m>9;%EP|c2L z0SNC9#|Ull+@UwR#DU!#-clO0hA{cIC{~~6Tl-bs#YKwq5~!ES{X^AfJ@K4t`fg}@ zJ9wp&mF0+HwFt_)`qE61dMhS(hrE zF;(voI`)NCpj3r4LN{X6lIgR^$rb`Cj0k%5__O*lx(9yA^}SI21BL@` zh>4t_Qo1&Kb0+MM+5xRrL^e~gu{y*3Q7 z+PVcvtY{J22Y#+2HfqRFEqFuogvUa|JjXrVX_lgPM87!2?qW?nwX18zvLR`TI0M^G z)b}utUMWt|Glae97`Nby9pCHUSGSnhPVauN*7V_SYW%PipJCHkWBejl_KB0Ft*$F` zSb~fDhz_czTr^h2_x0f}bt{5&jRSSeZAW+rd}ebV7iTE=QDk?!8W4ZbbDJ2&@8C>VW=Q@$Q10wz zy}O-#x>_C6f@zV&!8EM8#cp{x7c(^u00$PsVF$zEh|G}~VrtNP@sIL>u6kFeiD;9H zWrv1|F`;vzI!=yTg9Lpy4L3Wtf`#Q7cEfXVF2b-zL-=ubjbo}tf=%QI11EASB(TT9 z#5+fI?N|SMp&&m!)t19amWwMXk4???3r_ny;^rQfO zE+2l@Mpmg$pun=XS7y1@63Cd%hnGmIi!MxUtfJi)cd=0g8MA#8kD&LhGdb?W6~#5_ zw$AEVfSL39OL7TUS6lkCU*t%JoYCuzi#AR!+h7b}lytSUtEeopu`L==8;Ye~mZadM zFxfPLFp=!KJBwNX7ctY=fs;HRKI!cLIZrW-6abw_E9)`I159`Hxs(OxrmVwB?OE#=C_XMd9PWpP4 z4EaCtLe+_KO&w;qDBnsRVR5a&YzomhQ%}+DTGG>{u$`CK;+})pIx{u|MtzMPSmGwiBpB$g0 z!w6&181HU_%~HvH;gV?D{AzKC!r*H5G4MEu<-nA&U1U*Pxu#x=`+E(A*mkRbPGlc@ zMmu#dnK&iX+t(_|HADvubN{ILK)U|Kzs9^Zpi~BI&n(I`tp&e|j)_+}WHciP_&hF6 z=M%s^{yN@DeN0d>H>}xw&Hm<8Us?)v$`=)Pt;c)qRYza{EIKCKMqI2HSC%V#M#Lx4 zSVc^vpV!FWiDtX`k!wYo0Nr=@3?0wXTl$+UUDh!+jzJ7@k~6CI!SvVGKe6n=35UK2 zy9Tw*1(uj;HTHyeOp3$ad}5>OQWX-UqzKxjdX1mK8pw7H6&9lrI z0aboV5vtGZHbt!=BM$qfK3d?Zvdf>LR&M9m)(dD%QHIo!O4bqEX~)!wxDcOe|0BQn zk+{Y;1L+~M^SGrrv+1#czXk+8sef2LA{h-tI`~V1cwVh)KfC(j()xU__QRfwgRO~%*4b9WAJ%F5z=?)T`hvNO zijEfn_#0qOJtRy0yn(d*tp*$VX<)_YAL&ah=G(_o+ZW=Fj3ca;wf3xSyasMPAMR`u zO|Rg%;i_|zP$vqr-`kXpLCs88)rdZDT^RS-L5t(+F{>q9r62i&?jF3Bv<7l8 z7#yr>9lqTC|HqL&6`0yVrX@;?Xmz6RJLM~&%n@r5#|dKVo`%)3Ua3HksJH=>3`m_% zO<`bjJ8X4v1zfBV_xXsB0=M~rQ-<)T3fn2YN2Nd!t)KyU3U4mi;YPcbz^j-npD@Pm ziN3@nEY~sR)uD_D9-z{y>YkMmdwOW|MMvw>tu{bHzM`xOzW!!0M3Jev4`#6#(VRMF z*5!(-0?_u3*ym%?$XtRSazQ6#{SSeVE%l}nFqSM@#I}9Kd2h4zm zqUlsQXgtafUAYxMK$YXUxM)17+rtl!Wmgp|&)pzb%y(UDMwK60TxV-7U>8AdembIl zF@5Z>mqKF>RBDo|g*k+-UKJclY|(+>D9dU?P)<0kq2!hAs77A3hUQTq*U$!^&&K%H z9Z+Fo#n6QQ3yimeA0qSkLPs}zQ^&MHrdT6Hvr^_|J*h?$&s)OTmK+2cYuFaWztJaU zI6!z&{jY z8|^9cPTk6Y@c=HUs&cOc<3O}DKdCDAz~VSkM5os{BbgMM=9pp@g-s^v$KIKG^S(fP zX02jJ+@XzrTPcz4L$r_7H7p*RVS6dd*`}Z$L)lZ(vi8t7{P$$nzP7Z*uRwTG@8)Y z)6OvAG^yhF(Mv}an(bnsWBY@;qOb;e3A~%l5LU5{7}7AQZ4)DOQ90>)^AbQZ?M1p< zq(+7m%@vvmMbA0Fw&hqM=hS6@`CivCnG%jpBP}M)W&=poM$^XZ<)iwAO2*;}xd2aP zIl<)@Z_6JCQj*iFtg{<)ZKS2I5AEe(d8nk~F3@%#wM!tssb{&5lLp}d%eNEShJUp4 zjVsSS(Q6ovP75z^^DIuBp0Fsn90VtfcNJ)88?WibdaLg1XaD12v77;Ku-9l1sDYkU zjT9T-%3_D^`54oj#^7U*j-=0@NLXcQE)q9L_pZS(>HJc=E;(m{d7d=)`qm8kwvq2^J$pqkn<7p( z2mbN>d^tn@v~8OPjs=v0F|s=2?qBG))Q%;lm-mINNBAoWx1|0GC`xzh>Jk6zW(I;a zj)bqT*=WuJ<-85ejs<_BTKet@cI9EUlU0>k_yYQfP8KsJK*7eC`4Sz%svdP=W_AA$=YqRr0^7Q!r3kCQ@%)~dJrqnn1;5E zVj6P|V-s|q6wJbDczL8)ns@X{FrqY_r#(VSYqsB@s^_nfjaP&We?$B(8@AXH*AJ98 zQp50UWB?)=4VaH+a&LGkj>{y~s;AQ;)h$~1ZG8>!{d6sHC868n=Apu=ZzFwWC(4TQ z;tyV4;y2904$CA&n!{zBDV=K;>@gya5awDn1lujcONP&DQtVW)zeClj!AB;x)?uWUv=tzgYb_^&W$Bua%kg6uSc53@{6Vb{@ULjEX(#?eZ3mJ z$!ap!YQR|t2CHhH0BON{N6_pn7YDBYMGLwlhAJaxbr6(W!AVRGw_{NMl@8tfKEfZF&2WmJJ zA?Tl&8aoU)m%eKWF&14U{cc0^l)%OR&g-X8A$XMsZ#TBe|L<31w9&w|8jOO*ag4GY zOvKz2axlQ?%M8eJwwbiEm0f*Om0DAiZL`O>Mok;JJ^3i5!`cyZAfHWl@4`jO(S(GH*pZL*Z~j zrd2mQrHoCB?-RE%?K3KO!?kn;5?M}0QSmw~D+1xVC90~5R4tcWA|78Nq0xnFA2mdY) z_WQl#i9n})UJZDo@<)&}zCcy4SfW;e>^^E{@amO>9swucio|14PMx*X(}64UbF`eD zZznBy)P51xHfeG@8LlJ6Z({cSfeSab&Dz%X+rHBcJ{s2dy7N#SdHQc@jo_emQ7D=% z1#yGfSn#|~SL@vCD@SHT2Wq-ajfcn4yBOTk^4VNO0?evMar}OWDd>W><55@ecY~Z(D12eeLBjZ$A^zjhhxot2k03#U&_{FEfpxTWe#IVP1ehX#f1~12joT)N%m2{gcWkr3eP-x+!oOx{ z3?2Ps^#k7I{GvQxGzoY2lkHxYr(OW}+qr0kvWmfom4=gT@?Twt3Y<`SpC0iIw)?u3 ztD#52K0|-g{kzsqp9}nkTHMYrFQjB?WgiX_V*%pUo3x))VRbQ!FQMBiz@{fbTHUM| zRO2O->W}-gzN}@Lo5(7|M&z^6e2+TVaEZA&W5`OM*zdd4*c)b#E`eAxIMB8TmAbLr z9_(bEs?(fuEz0rwvw_an^<8MApHp&0dnnE94cRFxYCJb?BSOIMYNyrc-kd&CD0g;h z(bw6+0Ou=#%iG<8Dy=!0x>KRx$6t*iWrF5K^7L#>*oCJ(?kzdzLpq*=uQv_J+G$Yt z>T}NY>eCjn{TWz1CpK!^6jn(B0%G)4CdkCl%Rr5fQxByWDiejg95oS&O{`ZEogRzd z9$soc1Y#%t8O$tZmMu7+=l5zC;J7(6%^NvioFn%2LnGwv*5$)~FMfao)ezB1Q=|Jr zJ5A7_pKVkCf5j*-u}{^eJ)n~l`z3Xd*2@8!-KXuc$k{}?DI)!Jnndy))zq_e3tX@~hmB03QwUF*7c831e8ObN#!Bv{k z(&OqUMTsSWdA5`aIlOxhee|CRFM`JXPDATOYU^4( z8dD#wj0!+>;tVui^yx0{e@Xwt0%*&!x6j0X6XqP?jN1Q)0GXeZ!N&^Qi2}SLyJyer zZXBP%I#a*qe~F7DyqIkrT8mAxqhrgav$s-QXOAQtV9_WEh_sZ{AFTbiWI`b4xpoG3 z8ZXU%s&S5R#Yw)K8%DT2)2iBMI;mad&IbtB@afLbE2E5hXX!XoTFkTp6rQ<^_BRJb@45#qV!Nofxni_dUZo8SiMqw05HF`;2=hO zI$@REd!?Tt>)+{CbtONDV>?MhV4D`Tizur#-pE<&>`_8e+n4t}r;#m-xre$lLMopn zvvc&~U*vn(ee-6Q5hfF)uMv`uuObK;!01MmhzSSS^7t*O_0@f8(@kh z69o{i;xLJ0Ol=0EK_7OC84&Y0}EA@C2PyV~oGW1|BZ6!m5Z=#&oL<@e@gKHV6p zccTvbC_DNVaaj?Bb9QwTch&j$XACdst4SL~Fj0HoxGq2gKKT%3Y5o4+!s-(|3}<$> zWsNXsoZr5JrDvty(d92^_0$x_)tz>}M7e~5R-tKLeOk09_({oFTypea`VR;Vhy*TZ27 zm~<7CIznYOoFqt6U(>lOOjK&{pc*ur=Apa`M$p$*g;&8t1Iv`3o;+WsR}TuksB{GW za|Ey7XXc26AWn@)@4HHA+z<8r)S>P_h_;hCLsMf8s?jVOzgIs1_={_d0){II$L7{n zt9o67_TUR#s^@F3N*<`@QeBxRJ_ns|Az=QI;q~^r+5zF;Sco z8;63|(o>ZKWcj|_#N~qD^}nkN##wonzYlne#J?)eoK&sOSXf>;qZqjv%xxbcmj0gQuu+ed<8`|Qhn^aNZz8s z`*GL^oAyuO$VW6&!s4XYJxJ2iWGOMn2NOh@t6amEqut5PU>oaIHHo(c(a~hTR$>NG z)eJ)EdF0YcPIDYm>X@aaW?>Yc6k=BD+_Cqv9P+9mVZo-g=?lc*);n(NK1jDVWG~JGo(=vuam3A6QlRMtYLq1hTqHz> z9_u}5Ap8R*R>eHFj0{BHpua3KuY3N*kk|7qd_s*HW-u@hmlfict1v4NKkp zm2-1!)iMP&KlNgEe%sTUaeIqnda;3`1KSKdf?Hp=61e<3A$ZdO?JA?Ce-%3!O!i-M z`?b`S7=Q*Snf-5a^I^7I2gKOjBv$R@4k zw&-)EAZ*g?U>C&O$+Wh!|C^X6~ zYvpf+)}hw?d=>&0BgP-U?j~a>)hLp$a@P{umY=LgNc;Ll&Z6cL&id5x6~4$V!d?*v zV`aodoGQJh5LRC4^ATHAqe((gJcmllwK%k}=_n7;81v(C{8B@N)XYC(ewq+wq2qgunczG-YFdYjX4iTC8`8`SI6!|U z=Z`xDwpg-Tc4T}6Uq+0!H$um17B|_PcI#9WnK2Ypx19eOP3QsOPI*t1hjZvz<(U$| zTa=6F1@2H2QEKXBJI9$!u;m$URMi#7b~LfL)*i*cUZ2Z>M9jS{`V~IZa4+b|pNz8+r}om8V1VqY0JYyGusp;ZsFFo@pEKy z+tq&ALVyG23;aYK{-YCYniQh$_Gh0Pl1~yHe8S*iKJTY_)`fmmiX>)Bki0FN)_V4M zz-~cdiCvL!b*}Kh)Dpf5^L|@AB>39V3T_tjp}qSm#Q<2Eeyt@Sh(Q7l5U6nJ;)@q5adH%BsyFs zKH1moG6#grbiklM&c7b}Xk3_UyYyMvpEjcURwE}ROiaAh&f@2StaeTjl%cV=&gwR<|h+^7B%y6yL%JY%hS_V z>GFYMH|Nqh*o+D@1LHq@@{hNe)qb|YCz|s714b=}1@t;+TyIwse`-7l-bZ7qorNRQ z(FQdAQsLIx__$;_%Zm_^^7JX`+{aQh7fPXLal05o-PqEQG52DG-B_`d`I4<2(}L!S zOaN0a%ho6aJJ-92_haKiVZM`x_++z5#QKgS29sA&vkP0=+k;2^C@Y=b+%R9g-h{^b zfWG2AG>d5Co7?ONpN|b-cmlY@ucxsm_E6(x`gdn9#Tg}9T*}jZGXaAGa;oql6{Za9 z4HubLM`)@;!+KE}`%Itu=osnkTNeS$X+YISksVtTZoRg6dc^>4RDFh?;F8G_gZ=v* zSxGvn!199bL_&R3#6Qc8rL2bv^Hj?F;e{*A*#HS;|Jz;Ww`gm6Xpl)D9F)=9n6cc?KQvz(NselX7LGJPQ-lIn{O4?ha>S`bVk zcs`XNcpj>KXjZS*GZ#8JrO5w@>0y!|mpjNDQ{~d>Nf=2Ep@t}~>aUU|?tJOvT-cw2 zl8*XJZ5Dfp&d$F7)qfnNXT2+>0fnn^>KH>w13iVyqAQ*a@d%9{K4?2M_UiLSp6Vaj zYapF>@8(D=A4DXK-A0@ibU${d9v3L@^8yS?M?l;W)6EtIZEPp`aKD*&QSFA-DXWwN z^o!#x(pUO;SELiiJR*pic!`%ioTYIMS)PJ|jQLA{G`@bQJY`e?O%{dHYhlPQLj}b9 zEu3&zNprIRgiIzEEaf-36d(+nHP6^6I^W9oejAX;1-LMJv=*(7+VXMUo`EP-?pc2M zLo$dUzNSm33(K(%?=oGbq|&6%NUnbGi`#)PkuKVJxz3%NzR@U&{nTatLFy0^i1l=Y z@ggzJFK2?+=X`nBIr&0A2=;86!|^v)(5}u$9k2^_BOCg*tX|yl2=>9|;6E$|0>!>z z4Vl?ie0s%3Bwxt(AkswL*OP8kKN5Gi^)>&^8JoSn&>=Yc+*g!`{&Mqbeq z`}`UkO^~0O)Uhw(+WSjCC3P55B{l(foZbBl;)E_3X{R?&@l{?KoX!L(F5|;*PcJuH z%_7a-dh+0Eo)?Eb^{Q7`Nvm0uJrzj6WiKsZp9ZssGi^QWbP(zRA(%1+o}_Qw#%n9gAQAS z9l8dV+4cH=EsOLw{aWPz>aHK<&fzH)?`q12vS+QSi0w)84Gm5`34|Xu;R-DPU8;Ut zu*n;bv$|;M*}kmUOI=fBY)*EOzFxFRxC2KDKllG~y!}fN!Io??(v#*^ZQ$mRCQV*n zlQ%@e6j1PP>s+S4x+FFhgE;fm%v`Vzr0=OY#OA__T}qPat?c|EN4wE1w|E+|dgb?8 ze_i$2D|^GQ-|sK0#g$C%rHG)snc0|=mU`Ua|F9bC*M#3Z|Khfmi2^43eCp0z#mRAI z)oft=fD5=Hy{xWtr#&g~bY>Np_(OR|b=%mtil4K-93~miz;t*K$aU-kep8`&2Xky2 zBc#Zu$~*JF7GZfT(Kd-aG7S4f>&^Z@iwlFsi%2lFPz>BPNV5&E(v)`Bh{w76r=!#xi^hc@tfq=Q=b@ra)Vmg?&lG= zb4d?Mx%WUt2$#?6V-~@LAEA(|y_{c=#qgB*%GUhgWkkpAh?89h-UQ&)IP=&3)~t4o zdxg8XumeuI2gq)Xx+$i)n*P0gJ3;gG)KM`-!+Yo4@e9*<++cSuAdQoXXh zV%Jbj7)m75t)@wXM+7=H1^^n^pLwg-PLU5aUZ`;UIF6{dyQ_1sUU7VF_LjDsm9dSr zt3Pct7-`tSwU%=~PjVsru&4I5^X&R=PSIx~D&~2&Q|a%&eGYetJ>cim+WNB#5o^MY ztQs_doF}noDg)zGFJG~bVY4MbraNFR59MyjX@45^qLCRTzf~#oe>x6}NLro})VF|s zr6hCp26+uU9PX`Ap+{#I0g4sOYRtzlS<5-xrNuVE9!v)oU*X)=Em~1gj9xa7Yq?83 z;+<(+B4<&)=;_apgJ_YOKfS$x5dNhS{pl;~NeVd{D@m)eKDFsJLVGQH!(iX`o$Y~Z zT8HE121ouJJ=52Sg2BdXWr69TMNvAdFJ^c>6$X!u={Y19KhPp4;Cwx#LUhmy2*>_K z^t9y;#!EFlix#A^9y0#iHS`haq#)H%^%Yfp4t`@2TWXTrp)Or|H>*AwgfyKT`m7l! zbIhMI65UESU8E{PRyu6s;>+wMw1Y{4`dYs8oB0pxSYhVqp~8m-6U&krt5W@a%`1GD zc4_iOe$5u|izub@#i>4;u>mr9VNt-J-DMrf<*at*b}-SFEwIe?P)iFQQ(l>R!1neJ z+@Y}Kq5*rxJ{7z32TCcj4^BvMsB6tC5IX-bJ&5)6U}=nJjH89-_hIe+=y4~%W9hAS z+>yJrwJ0b2GYV>*%{=nHdH*8J-D&Z?xt*)qcoat)baM2{*!ehEGA-_?zh0oRo{t_beT0 z)grs%cRIwV1rK*B4R$Y1m*-L-;Wp5Ye1c{J@iJnyF;e&>I-o+{vF{C)&+81I+ns#( zO|IOmx1U9hzJ&S5{G(&^@48Q#KmA)+(vdFXdHx?3ED;S8CZ{#zxL;(lSki`=N7Gs| z-OscZJ9rz;h75;W%=_}pHKOJS%?phkNdChr?#NR@V65u<7E=ij3vvos+)+Vo5lESX z*ad6u{IZV|T@SH+XX0rbo%_^-gQTRSRo=PMI`;8uGyKBLcwoDRh_Ller$N)WxFe|c z+SM=D-^-&*b@+g?!$VEYy}0LBvt3s86;nZp?o`nrm$A~{`=9l_sjP(rw=&a&t!OZ3 z(6H%5c81=W{kGxfHKxlRJJaRrtiyL&txZCP3q3*=FK(4@goCboISeN4lgfF4Z0!!Y zF_tlDv3EFAs4&jw8qAk8J8;m(P3VcuxS>$6VtljvY7;axGehqtiHq?&;VRqyshOq^ z+mS>=9`UUH=+p(4-y9tq@dowMrwT$jDWmDsjokrc!bqjvjl=3NR6wyyrF!r!`vaplfG-U^b&##aEvG$bI#b z*Bn>c%2fY6*PG)0FGR2>s24q-8E<|shWe!&Z{<l6- z#%7Jk)z|kl$@7AI*?xfTMIUUOi$1tV5aXn0-R6*IdxA={=X0VzumA1ZUDCmT%4ar3 z8>bX2tH(a*q1RccJ+B5y|5tZeDl6M3KJQCTFN)pJJmVYV08__pTRc~~iNrjN5~N{t z=4St6zNe#c4!|++Q0AY1}wx1v4CC_nWpeTGF;nrM%7oAjO8pc52!hp}tePU{Ee{H;%Eu zNI?E`DzmRWd7<>oq=QReshKY_M@J=jqq(%T;}KhWf;agSQ|c9(b)3dNAu_~$jPG4> z;?5b21NzFw_H|F{L3WqS{{A8=88kAD^pAeS)50LNAc~B|^`2|ZkT%!WM6hyzQ^PEs zX0x}|tt?g`huFf)v8>j06DmcfCb-RuscsyxgHnbIlucpX+4O8qs6oVvTUF}gWIF`z zFcxu4knXrM7}n=JCN+kAH=7?(rSoW>}wUKin=z?G1=^zChIDt zTQdK_kJKc;n-PE9;2<6cDsY4~8QYkqEjND#TBH-Z<2N){*nj9htT%%^+m_xh#lIAt zcpXU{I6uR*(_lvXmpo0i_LiY)Ig$~HHZC!rL@nn?(^Um>;G+lnrRsXHv63Ks^fU@%Aj0LwG#Bv-+sYb=Eru_&&h6cF^yxT&zs+cUMC#S??Hse z1CkR(-S?C{o}BHfw}O)X9cs1s^3wc=^+Zfk;SbYQWe2U#-LB?YZ@y(wiwChu^XLx! z`@aufv+X599VG3~_gWfin2gHhTln%BUa>TVldg<8c_*Hc?)c$$nE;K07umNP5@xxV z`|3}VcK>u<(e^2i%^S&|I3DX1`BdS_5c^2n_Y6s;*|686bOxOI#KjP6_q~-5g8mw~ z`*)RPloypp+d3=L1M&ZAJpaQYIcV`t;2AAW`Ih3TM+EIh&^{5nEN^J2nKxKlHd(eX zD0%h-;kSN)a^V_}r_+b%99BD7RccN>DDlF}hnUz-xz~oJgQJ%_2HUeAQv*z@Ff z=^bvnmT{3Ab-$l~IE|o=-Iv0%0k|mgjS<3iL5FsxN&LR3*S$RNECx@RD|c`)`1hL^ zy>5h`jB<95`dr4qIIxf%_CF~F6Ua)0RmB} zftz z_|sXOq^JqwF|t7fK0u;YPBzYyWv?@>Xk*g|23;RU5eY9J$H@KCO6&LQc^XeDe-F~4 zF?}MVKx2K+0-qICsMM=J4&H4#(B@ZmAC!AWoP`rU^et5Sh@7d-#opitlSL*WYjQ(3 z2?HIJClpkdxIpgIZ+;c{o!-ndNSGM{V!D`D7bgfON zAn_ogHhX1kazsHySEq9LlZqxI77U{s@a_^ne-4do+^9Y1GMUp@n{YwCV`I_(7S2vr zBk$`S)i48QY7x~+;03iR;RW3Ur!^PYu~UvIxNVDX35zT0_(?zfGG(t#7|3FJSF&Q- zl+LOZcyb6fXC<*Uy&74wZ}PfWq_A;5dH1P~ez>DrrsKs?5Ux+jM|z66OB1ue+;Ehj zYz{UVbeJ#)yx($mS*}5DzH8xCpuJ)yBd~;!ZX{4pB=WwA! zx#;lyL{VUha;jI^y7$$}q-*@Gu(uq-WFz9L)luR0q1=pyfy>dezJ zqqiR^J@{wLRv|Bg=Ol4?Q~es=UvHMyV0E#;?PNns?|O7%numb&YWcV=zcX)rxEtME zMs$L>T9t;*p&6jxt(j?v?isdh@6-*ax-zyq7b0(FiPFk_7~O?5!ZdHI8~f0d z6Oq~!8(UyxYBI}?Kg*tAX0L0reov}S-r<*X^Rw|fnR1)nk}|||P@DdmvEr)V(^92Zb>B!BZS9oodAa6edonn& zQ`?jw@5&t3=mrW6`VJ+NK-ftdEErnl0%Om)On3u>5MGbRPJ=+d!$&%_WCsEe{WyjF zCoq;GX=n1^8`4GZWrt~xZu}3mIUim)TSro1@&JG$6E$iezMYy_ubL}U9E`#DuNYnM zy0BZB7pI}S)=d*lu)Wo+#aAGIVkHT}gX+zRoVb?s#=9Y-a&jv>FG7_?e3F|F;&+&0 zWo_P8=YSMB@f0rrwJTDZN}kP1tF7D}ZySF*wWB*n@DBP>`nb)Quyy%ZMk{!# z(Pn971wFG?<8?QWWObja9WFHW92wy(IK9sbkz!uw=}0o^o+C^^qVyfN336qoKCadV z9J{of-7P3aN`3aA+HrSUOjQuOyTAYU0OPZ%8l4hDK*FtOlM?gN#Tas3-B;+u+s^%< zEk{}5)y)n<$wQ%-g!<}(LrPw6TJuQa@3ehEhw^Y;qDjsSoB3)t3B4jmno1uVy(6QT z%{=CPV zpTTaacN@8+_U2>}mx)2ZB-et6Q zVuyl3kvn@sqgzq^Fj3N)Tih|Qi}KNl0a!d#RrS7#*gUf~_u$6(5+?PS3J2hIm{kUd z{9{Y-S0&rV+kNpn1G>w2NjKmh*^}+>{MyHU%ZbHd4Ek2pP_jIrp!RAaK-bSW#SO$z zxW(mfQ0_LP_{%|tsBLC!DWpz0oiR^kV^)fur|Mf#Yu|`uc`Dr;?MsJ$ijnje>&yQF zYQ|NSUHNDfl!h?(w!F^i#AA%+r&YZ|-k4Skdn~LJKBooOQna1FHJKzC0^_tb%`H`a zN50|0Ui$cCz)fN>%)6*-CAT$6Rg&*p^c9g7T(>jy>z|etnqQ-d5<$8tLi{F+9a>6J zBfkQ`g)a7Uookc!iCWY2nrv|?h8ca5sTz`=<%k2lI~%a3RgcHn;$B0C@9)0fAffB@ zR}JB9I8(uoovudx=@3%<`E&2XIBc3kFZ^SBb;kLly(dhaSlLt# zB{75H%NT86mWEKcS(aH~(nvK zr<)$t1-(J<=HTD$7HWXk6T3B}>=?uP5&axo?)2b?KpC57>tcWi3SzezCwDlE|D-Fi zWB2c^;2YPl$KmSi0SS}Fg*Lw5G8QK6WA&x9#KEsjdCWH}*4#l!jp9E~D*@XKb+|6nm^?H5 zDHe9Z7D5R)4!f$x-tJ0XXZK|Zb>+UUXKN4NA17Xom#}sK!f?vif1p2P`6RIgR#4ya zPlx-C+KeCk>Qf_Xfhml!2$krRu30qZ_6R?oTh{CbqL#Wq@vF);VOXO9Sw zceZA}O?N9#;18T%7YN&sg3kW)aU=QBjVsitckwkfKZ>*eeVg85IjC4*3Sw^?aj8o8 zek;Zv%-s0%)bWp;aV@b3%t_(H4m31C4V79JU^)j@W=cOMS9vY8@;xS*qGW5m)yUoZ z*o>P);mFGp6$WZWG_|t91T%SQ(@YnS46}+VKwL)sUZCdJ*bkh-|6zSd70G+c929^F z2TJM1=Q?`^7aNaUyG#FaY!M-mBHpf&Z=RrgwTD!%nhzbk8qS_b93MJE)JiFGqqHQC?~iZ%HT2hq3c%Eg5bmd=azkzTGpn>wp%(gKn8E;qr@* zF3Cci;{i1i_gB|KqQrN(Z;p(l>Le;Kz#$oia{@KbQaRnIIG)5@gr&1_Y*6EnUDm1u z&rx87D}Qbu!@vree?N60n6HK34i(O(r!fEoTn zncXWuN1{o%KdfY~NV-C+05#=-Y(2r=nGbhv)cSI-M3HvTvp<+w{TLRMQIg1-xO;2Gga5? zrjop^`Cc2ZDXtKiweLan#l%QRi=Xyfamz%^>o$dqRu#VMESoO64ir219HV=$wMlGu zBVmUTkvk$=%9nk}y%(K+MBfNCMS6h4hisxpMk?F6f}2$Ox_qkhv}R`<`P*L27Mb^0 zTqAAYD4J(UsHZJBbi1rd>Mi7z3N>F>j^zLufHwnQnoxg6V9eDhJNkE3MXLbVwhUlX zRmJG%*Qo>1>p%?8;CY8g;J1`JsHL&<@%2ghHjMBT^1#z|kp!_% z+g&z2CuO(0e!alyZ>STs zYFfW}@Q=&KR48h!&#%z?owuOiN50b;Lbpy}NpqEs+4FVTYNMYl7hBJ0kwYxYU8Aox z^;(hOK@4D~Il6;mouL&7;8Z6dd*uG^gC;UN&&cleI%0{uf4?W2*BLf7+v$N}-|Qmj zOQfK;U?TDP0yjT3z*N~y%ha4~d+ozQwjQu$16CgA7J0#n;Yy8|SxKe#;v zU5+16kU6SjfQD&QdB@KO*z(H#xvtU5HUX^t{h6zLWF zI(#)eXgAGwZSK>&)l@!oi_Gh-uY_fR{%-I`(Oz)r5sc~0xr>TDBYYHU{ic;JvP{!O z2VEY0$FnDAN%Sjd7^Bc#=0(VeqSrUHNWgaFE@jzM5DSOzVc7hv4u(g`#c+50_Nj z!7p03{goRW(nIA;#XyAmN6{4|OKfdfhE`UQ&SN>A6Mp=G%+>Ku zjtn{er8FHM-c1hys2zSu^}N`&y6wDsM-w^l)q{RDbSS=S%99Y z2y4E2T1Tpex$r&M`2G8;qHde<0AoP>`7eY@i6&p2zxzdXr-(p9abc$7mj=7X&1TgW`%6z849 z_R*SlqY?$bBNj+VL91#-wMv&ox|juhkYrRKp-3Yhx2s-M^}>3T|ArE{_=-gTwXB}LxV-=BKC7juh5>5ec!zQRg90#~o% z-Y@)&>AU7bC0*}PPzL(Sw5Dx!qG7$I1mtB|`0_NJb|lyQzF7_Vol}K9(l_k*w2s5r z^BHYW>VDSQ2`<}0x25#zhlA3e&yq@Sqf9BfB$7f} z-0}R-xNUCh$9JI;^tKjFxyAmc?E!H}rB&p#bFxD_AeenB%(93?@SnXGNF)~9xxasb z+(!d~w|Pu=^;i``1qXa@BNVZbkg^WdbG67m2uV-LL9z^lF2`mIMmWK;d1@gIcu}<} zEyH6prPV~OHfv8VKvhl7I>u}*Yw>=TRbNP8eUf*2aX(F$vrfys_M*W%zc`voXP~ty zO`77!gdwbhAQ*u?xGa)XoUwEUVG3tsJ&tXNZl4Nx>I;+7?_5&ciYd!)zJIIljTiLj zzUp)^;o(QocTYly@U3vaWIs&=`E1FkAkI1bQxGl>{fBt6nk4t82IWCN*!DKO~yv08A0x}k?U6y zi8k}BGEoiY)%7Y}{P2K$`Qaf@+8*1Q@UF4%@I^7`yUJiEX&KeQ?43Rt)g;BQG684Z%-qs6dqTNq-1;n`pTYhx&L;<; zS2j^D6NCsalu&5)zP2{sZF-iQfQ2wzw#jiSj<)Oeks4r(zdCwkI)_JI@;qI_4lE|{ z72po3AEdm4if^tde@SCc|InVT6!H0XG?Fm8ZuN8svTKqA`MS&rPcn+pzR8WI7uA`Q zqQ+1tNI~oUgh}Izw?i6|*F*LfnPY{UwZ`%nPaaN}Airgp&n{iTc|#5(Sw(wNMFW5EpT zPs~cFYBTKYB>mWUXHMFYtMA5fWw>ptQ-4`ls*U86u(=@*O2Pa zRn;}u&W^3_cksxvm~6dbnaRT`yz{)d1B_5_eh-$gAe}1aBw?jjC}Rh zNzv3UK0ZUrq@jej>45#F*b_;}4ZK*O!F_PTuI?k7p|KCCVROuQ=;7%d6U%TWGqZc5 zpF0#<<(u%AA)dkvPfGJTYAI_}v&kSdtiwDq_@>igDTr>W5UqtcnXIYJp662 z@%|)%VPZp12sS1Rnhm$Ifa~a-3Kc*XTDK%5wwgW`345kx1f)HAWHh^ zRC~NNZ>O9dos?wT-Qpz>@mB{9+f#3jNQW0DG4Z$XcUWA=vV+hUNptj9L>nQET=*7& zMqf|aTW>!fs#7wUVjYCcHrlB-8b~&|FZ4~9wlY^vk@Dxq8(1aQ=#7~9sVcu7G^r#R zmoYOp$?Jzi@S}o26&X&UBLB8@;NtKWh*)b!yCtcJm*ZB{(SV;0oI0yu5JI84mLmGi z(?7<>o$AGNP)a}YA(iqu-!y6~+^xnZ%V0!-reI3Svx2D7*||-NcvY{ifWBCzz3E0` z#jQ)GLkY4d7qp|^-GhE`umt*c(6CMZa$H=IAV<>V!yu2+2c~x9Rnk?9o&kd;VT<}7 z%Y72e5L4m7^(TdbQSnzyLEi{>T%?cQX|`)F(P%^78&*`$j9!_j-!Ac^D-#DUQH0XI-L%er0&s(Zq zflc>A+#<`vtm0Z{-~O&lFxXPmxG$aO#uhCutu!zW6Tt z+q8CqK%pF4p>sCAK6bK`ij-$pCx(8x<7o`+xkzxg(S*5k1>cdEm!ds((2~>9lgg)h!JYwvUd=H3Sxi?;>ba{*c}e zThb|-At#g`-!?agyzkU?1Ad(+osduf$z!Kc>ulPoGMg>- z?A!W1dxiLSLmxR;O;&QNH#y_~)Sg~#y#1DeUcI!y#P#ggCU_=7!o@9o#EuNleMC^h z)5_CbhnP-=a69~>R?^O@*Cq^FaeeD*{Tj${jHYy@58PVwu^+n*_ly?0$G8GwF3LqP zmRPzLq{SL(8F9x};1pahrN`BnGJzg5Z%kp#^Hh!QmUAJs9lrCIfsx^=5Ct)Ii1IUy+zTu5(2)EIA3zCm-co{vstWXmA# zXMgGkOd>mU&L_1)@?LzgjDOD{s+(rpEFq`zm>F9La&g1@u;hzg^bwVRukjSJ(zg_jiSy={E}nDIV!Gle7T^ zAvvD7&3=1Q?>5B(RJRK+=6bDMK67Wjf=eME=_(ErBF)Z$C@HmkwX*-PzAY;4iw=>> zm8KHSw(q>5sBfuDNKQlo6D`pjA777Xjh)dn*W#vajr zdJV!Bug=gc0r-iCTSryN`-_|XTYz>5I4n#aI5AWU0`i4rg-R`EV<%jsCKcYVTKO%Q z7DzAu$Q9EC@az4DCG)FR3CSXLI6_6G2`+B8E93jQisYP7S0C*&d}TJ4tX2H6FF~cH zO}9W{1ZnyP+fFMuzp_FjW&IUvwm#q;i@Nm0P5H<$P_*#}|Jk2Uuy?abXNG!RFYcY% zsLo%Lj#@%g_U^`s%eL&<-7u{r@EXO}zE)+d@j!+uKl*I1jb zGV(dKbiOg*AFA@oqfS;+REt0Ok|6SThcyF+4aRNswT*P%P4=P;T>oPIB&ugpQFvYj zA}wP%1yNmE(2&_cbU{SJ&`Hl=+g6($4b8Rpoy3|x6Ec9TNy=m0bmJ6CCG zRK-p(c=yWiFwb_j7a#r5PuJn5=)|S6B2PUOc}jD$eJJ{okOnxB?0$BzT;DK7EDWxD zqW>k9cwTNj^(2@$fXcEQ_$hM@^>_$shCc~1#Wxty6$RNlwQssJ2Ep-zcCD(mEnz0ZQoRz1j9$$%$w-qpph zP18CLB0lZpN#EaX%Gbwn@iUNk7qJnt)3)GVr2sOBsq*WOo|G%swjPw}oQ0dTm*QlH z;1?)2ZZy@dZNS@YVaKudpHwl9&(JL+2ihRI5j%Mkx`vA&YrElF(Y|1UQ^vVXhjy9- zE`nS{9c-p4Kp!$ya)_-~lX86B^R(_c?jD`5)HS5ML(PG37U*nSEH@A|o}I-sIVlE1 zVkq_n=M`GOC}j%DGTDd(2=gg zC(-+tYebNHrfCv(Y%OI5-yjXS5mkh=sLmY{NZhPRCAlJ~K;iU4B72y&^A)wBV(V4@Dm;BA_Q zpN^jsg=gB8IyRrgdfY%{yUx2xiV89+Ssm=&R9b>r_ep?NzLe#2|6xV?i}<}s0cIwd z$~spbAdJ>V9+Q!wHtbLSiH=Kz%tl{MJ+b$ivD+I^Sn)SNH`++O3dJGWGWBE#h3GAh za_!TxvSqvi{|LkML~P(p6@L^i49_*F`~&>p=4wiBeQd3&Odm%f4IVPcqE@waj(s`& z20lwRo`7q*=rD_yar;`_{NiEyR^OAXw7Kcie^}rTPqa93T^3Kwq%nG}36JKy_dm!^ z9Y4?1SaZ>*v}6OA`S6sKZZFu)Ccmu<EEQ< z+}}_>*X@-D^&=dSrVtVyaQE-3GIM)16TFjZ$aekn%t-pHbZ^*K#%7z#o6<|w>_9DA zT;zw%WWS_^TC}+X>v@A00!six!~ez6GnJhGtAwqN*C0TDR+uAE8D`87gT^m45k37>!}z!8

O1tnm=F3D!%~U#C+5q z$a>MBCT2s3Ykv;>>34bORKTf7s+_FMh}klr`nI1nJu=v~$i9+}!C)8R!4znaq33Nr z$Za$2Ny6N{{`C1NdDUuhbrRf?UFGgQFMRN$M%Sx0?$7G86aJ##(XUFzwvr^xdh0|j zFuBey%Q?q0Vc_fA#51g9bzJN!uj_T;*7Kg`@MV4a>|wIY7PPSauQ@xFq1=d^H+cdl zuX-H**xQGiyCzM}-uU@LfBSe3QaeH-jeVm&*^iGJ*wW@1-7X`ySII@Qa|4AVauq`t~f+Blxz3fCg`eyucQf9{&8T1G}4d+9O{qq@(^lbzUJ18CGIf3-&12B$JU z3&j1XF@PX<WPW+qBYEhr;pUZ^p#P8e`BhX4hej>mR7-hVbIkFjjjK>}fq0L3ioq=E{us&3 zmsaB|8;^G>Jh+A$lSim=DVsf(7sz!rkP<3@<*{bfY z+=?EQ;>+tLR1XfZGbdIEA=eS9X?a)AX9>)-R{V|ymsQzBstOIQiDUdoHkzP4xyzgD za>13QeF`W=s3m8AyTsTsy+d=v%+bk337-vqn_@ww_YR^{@ZHK!KFRy7z=1k?_yfc^Jzk1-=>~(+A;etO> zV;a!(d)+1uRj2RRU|s)yTPDq6UHAsMhI$7r zF?)=~-dv-TnWyOp>tS6HS(qGfqy1kx##9PCt{HR7QXWXT-8kxZU zTf%;LPNHO1VDnFSn6Ba5mgRW@ zs~(>$RSrI{01uhU3x#zzme3fZy`Eb*+86jbaAAmu zp6+n@^F!;2lvU1S6J{(^-GSHzr&zKzaMA8l(88em4q2UZ zn{$>wvzEoo+0$ujj!x8Hxz7IH)pVwt^g8MrUCtWe{vA&D9~QQDQDb}Y3mdVXo@etD zZqv?AFKRF1#d<2q?L5jlss?6V4!QDsWQt`rQupHsL_BjU3Bpg+%rKOaxcXAua>PP8 z-&y4i6Q1i-r+yu>nksZ>^WkJZuU^?W*zl%m?gUL&FwEO(ax^lvrCL5hUy*1aR7daP z^XBZC;p+0D@8kwAP_nZ^L~`+p;N)NRa4l5$)#`zp8jIhQawM?v)g~3z5x7yZGdHyf zO|&#+x^}-{UEqtvRaWJ^7FIRwyl|%gaQ>RQU!4WT8&Ag_d)!Ga+|8;4nI&3%UlS|i zIb(0Jd}AG}wD^|+KGQN4nU&Nq#~XIqABHV0@yet)Jn))vltOY+_Hx4b>@~*}IIHVM zL@1DDDm@@ddv&k!unkMDNMo|vrN{l^Q8(SaVluAQfb`e_)N6E{=DpMgTq~WLSZ`Td zfx5Thv)Sm)kOvZ*iHPlRkc_rF%u7)rg0;@ABu`FQGr(3FtwZ|`&(K=a`Lk?DZWe1g zD)rzZk+E%+&!MVZA255eF*!wy@R5S)ps?Q$ZjWxWZSdi`9&23?#>-Dv;V25FMQqTg zp2$$4VjQZM3zA=L{CSE`hP?US@W29UG~B%SJjt)aF)R*II2Vn*8tse(vq_cCXGvD$DRv@%iwtsnbF*ShVn4GJtonA33 zDc(&k-ReAW9k+NTr_o~uJA&v0Qo)KbJrOTPU>yI-WSvQWmlXxxYV&vpoU&TG|355> zMm%ST>B!@>qmKd1V#ij>L;Af@kR-~^8J73bNWIJE$Avn;V-z$l`5n&YXNj4+%Lt-W zZO;dlgz+IfXI_1;?j;y|Bo&QGp)#qbasqlWQeZ#GmMz#vdz&FjXoRKpUh2$&`~@k) z6O5373QAr2h@de7v)(=4g|XuxB3&q&mLs$WgTxXhrLXXhqbYD9$zhY>|bf01?_Lc!3SP_(6(>Fr(AC|+>0eGGy;%YwY-|#7D+#>(y5g0(+kmda26m3^w zqDTv}sB`QxhX*N>O*RJI|2qM>^_bKhn=*wNo=0YKhPSnKeJed~e{*>UZ~Q16*HuQK z4t>h<;^c+vRIr)faR~}Q@dN$-Ieb}a;payo8>xVy1Z{Mg=h+iM2j)3NYStmi8UcfQ zA9m~7r7NQS+dP`N zrdIyWz0nQ8&=`U&Xh^b_@Ce6FyH(6^QPje;1Rimu`*r8crtEO2h1JqxsGD(m@1#J5 zRptH5fpz0HqC^Ys?Ow#L2Zyd%bLWaZM*=}kPK|6}wFvpfi=i{ocaJ<9eb5r8`3(h? zU*e|l+^7Q1NyOq+cL;?Dx~& zbOhHpfM~ z#2(Tw#~u{EHh)c2c7unD%E($$ZW4zG3_-*p+^F_@d1VBJCWwGe%J4s|f+*HsN=jQF zSa&RIE6i#ix{6>t1V-nC>BXbl*K>_wVAS0H`&Y5n!cHZQD&1{y>v8s8VMgtB=V-srZ50#z%|MLF zkBM><8)eZUxt-UGaR3!`;|yn}V^>QOdRItz4+L83A_yt2^+-(zd#d`C+P^QB zv}hk4EEgfFhNAd{79Z!y;OW8lNa~6pxb#o#mF1>bPC0KsT7&2YF6~{r_Q3vbg5eo7 zjgZ!1ua)c$b3p49E}4I?xu-l7HuroEU_Zm||J-2eton((?8-xR=AAxYiI1f2`PEvj z0c#e>^?H_4drGIr3<1gSqOv=v_7Pk@Je=Tu_Pt#wF~Z-PPCCmc?c$==f%lGbQV-NGq79`>daFp_ z4WI*02cJ{k0)000^^;tIIrD5<%YCjGsD7{6Yat$hdW>2Ma88cO%DC0_9WaZZz&19} zq2b&tz67PX)zaZ#c7VT4#d~&ovR&H>U@lK=@3J4I!97R6qT*2iL@4vsx@Vl ze@e&yK@%EE`LK5!bfSU4CGy5qdJ%Q&uKchL63E<81c ze!rkschTh=dk(ynxRma>zmt1bB^nUX$PrdO99FX71*R;2311wacL2H z9co)#g$Tkl?*&JTb5-saUZ;ATUd`tF0#}t2fUUKwwE9l-G=JZpu@d=WM^{&5(66Uc z%wkywZUfZRw$U3Jjii&J{ll!OG;x*wk3QA+nZ|E2DGL z)OhRBif6zOR=6sY;4{6f3?CtE$7jSC3FtdH0TcvdCKwcLCbJa{znK0b@A`KBKhGmIi6t=m zy~6J5MDrQx@KqrKH=3sZT9fyg9nJ@7H=oI1&RuV;3G6Nf>0p&iq>~QYc;%$?z|Dop2B<h zPp|!zPqO9)yUbng=ZbL|VYsDLWJPB$A26Ol`uzMJqSCmWVT6pLbbXe2cQa;WE#Hqn z7l_F*6qT;76m@5aWELgtjSMlm8vI*TwtkIyADrH6JFYFdU*41hYh#a_1RG<%X0cp2 z{(Q9X-EMtQSlD8ZHQ2MlEss5U#3W;@1TVHnw+fus6b5L%-VE5HrO!`pA}o>*xAoE{ z^;QRlRu8VOD>_qmT-KdRm^xvOgtA+jZn2_90nlgHrkUvBYKd8+St*b$^%QmQ$c@_? zX7^HyKn^CY9jKMqA-7KRCQ=++>yzq{SWrSOYAMY?^JgiUCSF$GfknREQ9&G{ zQS3>@pEDNYTc-|AOiy2@c#`f1blF8|{(;Ta`p7A9pl_E5=ZXp|vZ547L)#l(vwqdR!CQ*=}QmqbZa z<>~3$dqSGl)QEF{AlDv((oj2}oi#9mhVDg6i~l?OKp-Z>CZ&0Pub*a{)Y#&rWB7eV zhbcChpAs8sSql;7WwQ}vPjynCQ4H!2mN@hb##b&y`NC)UEL$SpDV|xzG6LSg!|wE1 z9REy}t*VD->b>DD#|ip^iIajOd75P=TG?xBgz(JNMP-be_OUK*u zaPUUpL%<+|kgqs9^s2f~ZI0Kos4?C*Rd0MN{VP^T!g;wV*Ib9BpdG?$$-B`1@|IwE4osIa(RPf|AjDS5qPNhQPY{$Jy3ykN#Kf z&|?3Ey7qxB`Q&WiAQ=rJGiev^zZ3hwTC3h1R$Mbp z=Lb5wN->;wjb6B zL(nI;w|?Ms>ZyU}<~tz82O&oB9(V2i<*e=aB+F^5yB zt4&nUlGks=;r@kcuY=6!EVUzy@x_+WemE?bm3c4Fn%%RFUTJngqo0Usm9QE3ugLcA zNP4GUpt=X@R*lWZN>&07s%j?S^b&M^bc(Xe9Y@>RD4Q`uuUYd}6PZQFC(W(WQ|x(0 zBc?zT!`YD$8uZ)Yg@!1b=C&lucCTQ8T|rxO+@l1HBhHIIz~THc&gx=i35VX$q>5?M zbp)HeTe!~-K-z%kkyp2D1e*N&R5dBjbQ5DAgZTKt`qNL`Wq2G5a0w_})+8*8xu_G< zbuA5alnsR@y9c^yBjX$JkIh3)9FED$rWI@s!KnV0jM(BerJht{ z*U~0`w~Sw1AkND-F|l`K{_G@x=3Qi%j523)l<;Ksd_BYGUU&XBO3JKKj+d2ld`n^a zOz)9nY30DLKTT@_X%uvVs~$;pbfSe8Juh0TaftG2$PY2!`yvnRzCADi^Db1`AUr2J zhXq%inKmR_R~<67vh##IC4I%;6<>b)ciy1!wIUI0xyHd3!j3F${11y5v}BKS@{2vK z)f8y_V6R)N%i(CX@q?CLKr#L-nU82WQ==jIrIOyYFi$fVi?88q!@sY78)){rKHEk{ zo!c1OGxvle!!D`BgEsVn$j0ij*98qHV6aZ=eHknDjDqfFxB)qaTR>J&&3l5W0P+ou zji3@gFd;jTa0eD82t(cfoOKQhlaQgu0a;agB!WuirpOQWc~ z`~g${M`p-_8r*LmxO9h!0X^DjdiS6_;5i74PMW8Wu>^n-aSSTbUHT&Il{2-rKkc-n_aX zxtGh|_(PO%0JsiJ7)5byHD1;Mk4)lRyX#k+Q0!X;|6!>sKRDDuM#=-6=k6AdL!&uL zDgPfS>q$E7tJ+Xl<0m?!8O{IAo%oUbJnbOaHgQ&-D*(%{2joE7a>Rlh~h4sB7TsiPK4ln{})zPzqf;~P+w9AF!WSP*!=YRxXG;AfFbGT<3A z{_0rw!$^B>S4w)<~Z-(sB(4x&r_A=;t2Ia%M3Kh7rx^Kjs? z)q7a<{_{mMu$jNf`)4ptT>F`{t+O*4@mosX)g5i;0BPxm!y$4rmwiQ*wf0>5k>wY= zCL(tbo~jISlj8pS}@{vnCFV^`?lr8470j?WRqft5DWjy z={NB=;UAG9xEc1=9b4}PadNx8X#q7+T%r$9pijU0S{4mbxugb0nNGCQb57yHO*d=UH{YKjSo&7Q!ifur`%^0S7^?4$;1~7VM zW@zHtj8^F=+^(+}c6MwGNNgU?P)PwcW9-ERgx?u38;r4h0NLqb{>APdo&g0`%b)nV zQbQ>vp1rym^2BN!>GA$Ub5TBHDt~KvQ3BYfr{5RerTqwpjrcMDhh~t&W|1xW7zy0i zBtQ+&hD8QZLt8sm;d7v#3AlY5rPcn05X;Q{(hd9hW1b*VsbW8ayiSSQ%>NT@dw;!L zOTd;p%^so#eM<(4Ua%Tsxqs8r38NXfWxu#s)YF6l4XyE3O_C9T)+JD zJl!_qVg<0@38^1^q4x^B{hZ68`k*~y*Ti#!dh*8TM=LJBSSxnCE0hMfSf1Fo1d2&4 z{5wzkY241);QuD#5t5(l=s*-=kIWO@u+tW&pqoLPm$^aSz;!JU{wEssjisaL&HS(pyjztU!b$R9t^SuAXzGm{n%|vCvCBJ zXW+0!kkCdRCmG_FbU=8(2U$smzI&Jb28~kkwx;wWGO*CE;XkyG4O3@hD-*`pDo z8|N(evApsQ()`qk6ah+-qqH(iQv}3qg{dUwYwNSOZgDZNo^)|PgZLR;9*H-F`XuU*p99dW>xeU!WU;NhdngNBK* zzd1eZ%E+nr!`H=@{9oMeRNjmCbMAVbrJOz{js7!*BV$}V^}AWV5ngxKW*^zO<3W7s z05@4o%}yxGLa-Nv=v=yW>%mOV>8mAvhD*f2uy4azH-i-ms*1?$Eb19&q#P-uF-zyp zywg#Y@r4BX>kq3wSDuH;3B29)hdF6>KOJ`-t<>D=CTlGBL>jYPOIQGUUchdJH~c5S zW8cOFm;?U+grSmn&BZj)gaf@`g?DkgU)(U3*YZ7;bTC&V=X>BxZ9c#2p~djb zZELxQS%MF~Z$%$^YXWo%W4vvDrG-IE>kuyZ$LG$zeYejHEhgCy8SSYUY3!A8L1a;&Ai7@KBOEo%gJ{E|42QjMsdt;5q-PvZ ztASwDmX?dN)tYdp&GiYdttIgP%AkcO?JVPd)`8%Ux*d_)EhY#F2gbZA#r>cO~)sSL~UVFD-j z1{3piWOLUGF12cC$$T-tA#akyp8(Xdw#~DQSt?BY1B)DkSnv*%H$dChclkQF(^#_2 zjBd?&!)r2_$op%&2cm=|Bmf&$}=Z{xW!_d zBZZPTo`ic<64<_WDuoH-RxPaXU$donh&}5zJ{tV|2&=KQ&)l3zJT)@GBWC4D4jme* z5nfSQRNTK|_{FyNd;gd#f=cip2uJ=6J7sM79es``6gY2ie$*38iAXO*Usb;`ym3;I z?7dCXcs=ssk|x-DPdK06rOE8gk+K<`grA)Pzd8q|gJhkXhYq6{s>ZhK9}iqjb`mHf z6V((%VJfjA8FtOg(0ggk{qjD}yUfdRahUObOo~y^;nC=P=sZ7~rSE9_MI^2p+OllF zX-GtydE)ual1U?iw)3>m`-ihcfXf%9&zM~I2KLf~NP*3a2p%Co?c2{nA6`^*re%Fx zWH=E`^1{e(hj)bcK`7g%tw1Jz+$&DqU|-yB7fQ(+tYpIr@x(v@qiw4Q{QIBrX$Fjtsc2RZc+;3?jds z&fZ$R@*5Dynf6oLn0>sDNWDAT`6$`5H~BT~sNWmrLN%1L5K-{}n$odAx^Cd$=?98x zt0{QYuY5L&PD;N0VS(m>nt`p6+1+g}sl^TU4NN~BU*J>wX6N_a)8#cy`E_lKL8HAn z66@ELKD^^f4b5R4JX%1Q5<~#Ws~xhoGl<6CHG_PJilW|lCW+?-7^t(1(b+MMRQ4g}P|`uJrygY* zLy#&38KW1Z{Aw6033%>S1;rm#O$<**Dm3!AiAs)76CuvhYzO8NbKHMsiiOkf(^@QD z$#|_-Qcxh%{6om1BipL&`{w4uD?+_ z`M;mUeJddh2%qpkV7Ok#^LQBRFo=&^&Iy+$OlGK3%NdTpUtT=CJe%3;7v7&v?k?zB zI(i9BW0waW!R9CRz07H&2C&};GQ*q+U&Kj!NVo3Qof+Rkn9gTQDg?^Voz7B>>9g$* z)}%Nj`pr4dZz}zpNAvEo0B{Ah)B9$Rj=U!&8MzR1f1>MnO4<;t}z6>=&m`t zX#cb$!un9nBbOfSzsvFN0<`z~s+&m;HcYv1A4cl^KCz4>`k|= zQ1?(_^#b;qq>WnJs7W%m_x_-PTdGf}aO{ui`x-RK^YYm%dC})f+=9=F-F$V52b%AH zHkz#vx60%Fb&sVJ2~uztldIV%$- zuAi}mQp#aFZ)BWk@!xrtvACKxzkoW;oy7zbvqWF3;XEMNJNE~+T0q1`3@& z^F&c4rj|s1PITQRcVc^p*vh$|o9V*FCc~%u zsLCyALDW=%^GWBDpiJ!Z#j)0prH81&piK2XHrGN4?Wj}Ja z*KZ);z}C=foc;@f{W?7Y(`S%<_)U-*ZkIS-=WX_qnC?u#$&9}==h<7RG%8PuSCAZk zwMt0~<%4tpm~QI@JuIwb^t(AsGBkbnkMkdzKu)U#g_JK<#f$fNo;;Jr05#CdZP z_7a~vZC6cJsMnL18^8DNjLTHNEygOnmB5F0QQ9t;uADKZ?o>gPS^&9m??* zK76ofS>q0=c3-8031Oe<;PWN9?*`80CtUxos{SUToiFKDAD+8{QgKH$22al`X_wP! z6p;l}B~a2KURx`^BO&s+DdE&w9^KpsOnJQ(8>KiqciMMs^@634X794pY#B$*H#0Fy zi2^l!j61FgT@!6LN17}>Q0|eHd@}dDYkl^%(**~;W%9Y8oq(as>=nD+*Zgs5BFU2Q zz4H@&M7f{aVef+!?OjY{SjU%bK`G6pLR1h~mXwy2>Lia4J=C)(Q_0KWiE}l}e(4+>uH3#VMf5#!0{8lKf8EO*|1n>}g;=Q3cGE|C zV7(s>^y;7z%icB71H!j?CHOA4v6Ij;-~YObN(9x$%(E-hx_&4i&}S%dKRIFf#Z0E z_StIyrP7VliAzYlRw4~zy6WJf!GyV^Ykw+qc>Hp9c?)Vsf;VGjjl`d3s z93I|bJ!2<|>+l|`hhjo2VfdF?2Fk1 zBPqp$FL$%}*<#@hYG&jzu3m!&|0`FNb*h=QM%&(F@WL}Q7+AwGLE^DAoKHkIk=iGw z>x*rF+Ng()V!6!j)&rGWkV@w_2Z9b;fzcV3{Hg6Utb2_0Lc7vb$h9)$>bAozRgsGK z=>9fXTa0p|Dez10OeKq$@OlEA~ z{GI?f8!Jr-sqUV_tGCq(cthN4UkH#*asBR{j}jp zk*P1%l2G-=nt&QCerREuR}bw5EAhw_R*^d`VXu`o&j(6RpReon^o_vnbJ9x8pb0L? z-(&@isB>l;*^&#CG2?HN*r5(wdfa^~cJDF=gJSCCw$SGOLksl^q^CoMQJd)5W%)Ie zy5tb~4U!JmWZ4DAsw%0S6Zf`l)8Qi2<2z*RgX}a@7RbLwzqX&yc7GIVJRjb$s&8pd z8K$V-bb~2IldOAh6V&dR5%ju7XKCaX%S6>^0|K{$rYJ(q#=fI5z2qB0VJFvt)i^y` z=F2M};V$^S*96szTO+sJD4n=@rZrG%TtckYjk`|x6yrFAG3aNXzJUXEHt7XZ>N|+` zVAp$}huJN2r>vmE-}7SZOjvPNe^G=LSz48$-`=O0cO5zMFNglgM{W5`;}aCSWkLSh z1mx*R$P0DE<0^#gRD?&eB+AN&ANMMyU3f`$7<(pyIx`Q}FoJn&d%LKh?wxS>0TD-Z z%!dyfp`0zfgzYj~<`W3J_0p*4_bNq4a2;dRc5cK7({NV%YlStgPJ+g1Y1W;HqO?tF zdYbT37n(O$4%L+vi2}k=~P3^lD?^x^+N=n@@|Lt3yrA~ic)-{ruQm|rx_t6sGsgk05K5p>4(jT>+ z-c|tbn-a9UdQ8R~Yip`S*rUHtbFI+Om#>+b+B_TPf80^G|24uR^6lBW3(hv9@_d%~ zDk#QN{1_;;j;E>bxwEM8(Xv5@QYvsB%qpjro5u;5+5Qr>y< z?2Ks=OisKgC9k)-zd{^gh-0r{^cPUodh)!l)m7~`q{zB+z=VN7h@H$rF0G4*6@Eo^ zJE{&(6m@Sv1VOFhpixDg=PR8flBx}ABrU_3marWQi|N*i}x0*=^6Y16xMe zF%$Yr353HtiAIcm{xc_!1&s79CN*;V9ELccQ*d39wjK6fg32ORwRL53BTfj9mbntC-6aKR`y0|N-`S8hpVX+^CqA3mBq z$U_T}1utx949FZwGan%uXwvz{u+A|0nAfNavk&<+4W_CU(V-fX(6fYa3S0oy);i|X z``7Cukj)x7vx=hc0!Z7oc*Z_*3ygOSFwpjo3-lN}BXakT-I)IdDUK40&CHcKEU%OM zIxF*qZ2sa+9N*GMZ~TCtPP5uTvm&j`J(sR(ydl^t`_fFA&wbJZIYCns8|L%1K#j1o z-k<(O(c3MyubV$f{KBOZNHpGmp0`(+p5bnH=4(1>^FA2$x#FYN`0FZl=4C*>v5B z`RVqP4LdD?U_Zne!Vo8^Y;cG-8yl^)hxk-o9S$qO&DJAo6Z{({S*qgY{;AOs6H+M z!JibDl!`iZvnJ~EC3C9)F9kgdt>++sl@iR#L2|08NE9nkgRMpJm$RVdgqZRMojwBY5kT*5j)j=G%xc<5KLPkklHS#sbJ3afegtLnd*#I7f9Nco|PXXsa94V=)QJr!e z`8Ob45dBQAXbt$iT=XId*yqC1b(94GGB8Cet_eC)CdXi<4%MLMEgfLTgig9QiE;Xj*2ptC_BU{A?$zgEcBzh|(z7c_k8|om6DiWe(z6 zphiM=mu^n+x`Dt%)zUIYFgd*WZvN?APL$5AuJ^P5nQEy7u+0cR7i`;ZZ6_}=$jHNhW*EwZ>Slu@f8zv;S+2Ra&H zRmXEUWsGS_7e;b>N3p92nHX;7*&;O{y~vA;z^}O1M_&%5DZn#Ta3hr^P!MeVI3!-J z^K`gr%Q`_3z6#Y0EG27xDAs=eksL+M-qr}1PmVU9BEJl`zC%E#+q(!I-Wr%?lg#-Fz32d$64wwtBcOa3r6&BVE#iqTF?r%d~MEznSee)E&bb+AJf1z-lCBD+4u|dSb^~!9-Xvps_Ne>Ge}q`ONG9#4$9R(1|3gxFXvny z=rYZ+giW?b_CAJ7cjY$``elt)RdPbdSU-m5*wL#BrI&g9vMP#SDhD;$u&%0}K!;oQ zNQ*J6o#wuqw2Qqd6qTwR_C9gm$<#7}ASLboRLAoSlmkklx5gjSzIm?2ju#7$$8o=B zgF_2@fz7vkV;lq0=9zS9ujgF6A3CESv<&l;wuE|(&5MtxGHriFN+>S_>dv!GOg^8H zv`aRqtUOx5>)p2vR&x2v;1`_mrt8QYE-KELU7K`$8pJ+es)K-UrhwWqo)nq<1s8v| z*U+S-v|3<707uSqH$q!(5lr#;R9Sz%T1}To7~8k;8^saH<)2qEv#A>qPOwT_%>acq zsB7Pt$p<=(ZM$I99HWm1*d3Xr*OnLqn%|!fB#(B~$KkD&PNOEv9&^6g>p=Pj)pv^& zoKp7>bMb32wURH6Sy`;)wYAlT8)LYVHAhJ;i7(_O0)5{&vg4;eZ}T|Q$FYR~ zgC_fD)~0#Hw(FX=@{n0NMyqX6ew-QRIcH_wx-o7yOI;h&oE=*iub-8Z!o0wZb4 zm$2nkqP@xM!Qa>e_`x77iOT$GNfWwKnZaHMNnApcmv^|KzWD0E(F0ZdX$6ml6%zDh z1#9L1FU|2kQ0c{H$hnq;Yjf}bL^6?btz?idZZDyyi!&Je5x0HvFs2}aXeHu%B==r}G*2cCHhuUE9W-U0LR zmikiR9|ML&WBk7I^0joGCsqgPD~+)e#RWb`W&ez$H3YYAQ_cUY%#Wc0#yh-w(1@K7 zY<#tpr$*x;ZZ(&EjvCxuIuME(-emw0ZMEWonp(!L-+CEt<|4#129^5(V^O_hZ=Qu( zEhKb7X$2~+H07%VPBvZaC?yh#ak_53rZv$Fe6R;CE&U_v6S4GZkK6L$nYX|rtEYVt5= zJ5PhuBJMBF`h~T*lW#Ju3@EtjeH#dS=~QSdy(M^jtp+PqPsa?$5m*tsBF)Ac85jVZ zu^XXQ+zJ?EdihF9O4D)k(V+D3o;$-+GX22`GShsBcKC+K?~%aq3N!)ORJt`~zRo3qR_Hv%aXW;>F%#<>!^7*^3_LdznRPHP$UqV}|t z*WsACft)&P%Sz4jE(ASdoNz|qoPz2rI zeI2|CMFat|VZd+o#vFARkk|C)X;a360Xf)x-)YbjRp-9^)VI~D6m5qp`oawoj$MHi z8YQx}XzOv09ai9Kw^ae;&%ny1e>av5D2>8SiJQFVvyh2dq>I7vsB)~(>x*l4aXn}J zMejQ@kriD0|Iox(I^C;;#9fZhPztN(O`BYnzFYWq!-z;`Aittg#s`$(r=t@oG)k^*xzurKy+%;;1_(YbpU^&)c0}Kh+GLL0tI-N8SxR z6w5)E%cO<NAzTEy2Uky*Pf25ZN@7q%fH%LM;L5+<~-CZW4E)48ZYjtj+eIZP9x93&xAqJa~!PZuHp`i)W%ngQ9pyR$Cv54Rz)jn zl~&CsyheFvVI{L>I?`QF84v=b0LnV@{RGHW=@6isHQt=;nB~3HOW{NGDmm(-ENc`p zYPIHa>!$qtcHK73#=Y9lLN;$P69Q{sH49~zm209nUl6*KIo8?=lG&>5BTI!+r9DCZ z7A;h#CpZ^b8v@I=DYixQw!+xKC(v`5{tO7}SP&6@0*{$KSy!=ZPWNOS5fH;D!-L^= zCd!ZbH^d`UiPI8Ygz{%;%AlWsx9dD`W*{+w@H(*FuZcqCflp;VKt^$2j<&K4A#>v3 zS_S;n3Te`8v{%&4IG*}z_*hp#W2p z^+Qu#OU)oAR+!PXSVyrp=5*O9PIqPB>fdnVlwb24w>~Hw(MchceqK>ij>XU3BgJ&DJ#Y9^sNfJDS{^ z^u8tMr8N`D@i5<|?;#*r+-nzZ(6#P6kZU|+Ake6JCT)itLMUk`YD|OF)b=ty3#VTy z>cwDhvjOAIH84HLe8pdFo1-H`0F{R7QoF77+{_?Op9aw{*fa^nUF;WQ=o|Vi-Zyof zO|4NU#7Sy#5pWeJn)NsPk5c8ULx{uS9?DO=2g*)N9wEM*?lCXxDNh|s6}gN#$I~3z z67&Hs+SQ1EzWs}#PrPBucWBJt$N2$+ z!S9i=aK%`tJUPG)uO94BVg->k1WTeP1flrLvIoPKPTCvk0>2FGV$D^Uz7ewgK|x^y zRjbpS?2$2lp9O}?co+_kgmbKBnH%o9(Wzfu?oRbaO7pUo}tE6)|~Ujav7UJXnk^ zV56V$4G>V!WNm?XNF2=>6DCfk<-Rdnd~ka~9RWz&6CILr{JLDru>f2Ar#hkYZL60` z;khJwE_q3CpYWDpNt9CB?z86;J1w9`I2F|o+8GZ{Y9RfgUD-N-H5|BA{;%ZFxY88h zqissa4AR2DSs=(p&#yK~)PJ67&N4h%0uqsCyP`p`#_ry-saGev7ghWC&ByGu!QcRn zYJ7BxB!7O2+333<_fvq3EK zHIa9_*75jMQiAjLd=VPXJTQqFyf3=_>^nC+7e4Y#+NxXHY*EbhH&N_cMF!lkr*hX_$jbf$WR?~`nZke$dPNak~=@K5yHB*68 z#q7SiDczB%d>GAL`n*b2SzO4!JQN_iJ=!1hctqbv$KBbYr>-7XZ`3!H`FeG{=u}KH z^#G}-a_W-)v;~Ux7u`lZfrbl%K8ksjnnaGCrMW*(pnjz^vUpg+=$52<;UNkp6k6#> z#SweC?!v(E1`AyXFYV^<`ibV=Zth|9tY^qH+QlwH8&L{7-CBie|RQuqb( zTPs0yumGxIiU?&7J|N+ExqKo?1|?PH*4|Ox%!=clsj^@3J5rl^l<*e3D2QK#_trAP zJNEi4KneLFu1~r4?lfy0mdXbcr6{PGu*n)xeQ07dxcMS!fe90eN=UUnSl}8T%>O}^ z#Bu)nN1ql*;Y7+puqqQ+zqutqqm$)T&>GOFq&pKou$gc{hPqmRpI?N`t#0m9Vi&in z6^gN`dQGG}30&NI4;I`nY*H?@QB2~-W?b!jZRt=}w754tpy%lk#t(GgWMzTv;6a4p zes7dqi`}M-(8=aQ^mwWLmvoYYw+_q>kBAUb8y}3j{I4h@x66iv{oA_x4s}G zk^EGY;%`EcB#~Q6n;3AN_~KEtxiNOV*MUZjyMR()~g)MR09YfJe&=S z%S}dol?1;!%;S|-Z%XoEbRgm%Ai<>*dCPIY^SujKrw0zq`p}4>C{}z|;)RcJ>m-oQ zO$?ZVUHuFazku0tPS#HB;ALCnT%Am}iOd?9PMvXceL*dud@f3vWoh;f0ekgEIS9Jb zp?s|j>lxm}>=SY?XB#g{W0H$G8BkHrl)hnMh$v@-RUcQ1gtq=KL79O<)?AT`O$J=2eG8d^SzzJ z&DnKLVE@}iV+Fk0lz6|gr4<+xiaQg(J~NBF9xEB4JT37eZcn#wOtNBJxStEIeF`rJ zc=(@*oH622`(~8W_g+07Zq6MLGh>29&FD8k!OV>*YLy&@DT3M!{C^!1{H6cQ8~pJz zQGhx12&a7=!w9iY-VS}e5NvuOwp-kq%Mw~x7kAPSZ|?OgK}90iJdGfhJ8~_eZ_dfG zv-N3GQPMw1F~B|NwwgF6Z%-nQv3Vz6V$(IUgQv)hGmmVFyN0F71_R!=MDI3$*_-gn z4NedtIOsK!t9W`LVf)d_L=+}%@6@b8;AEA&+9+6yFI><#*vLOp+GjLE$Mla@hVM>K z87SrMS&99}p>h*=g0HUZ)cdp7Qe3D{%qS$5%^UrLECtclxuyJZSPm?*StjKV?xb5aL-D2%>;wG8Rn zduv>sanm%yq*ls3MeRm&H7@Wxe_&(={OsUqAFG8V*8)%OD5Id?nBT4-7l*J=x|dr_ zTeY3GOH2DVb0UNmQ1YB9UT<&w7tc5Dv3nhXTY-z*1)(mvM4$e#ZquOtAHf~8g@(vd z&FlxY_oC~TOyOsQ$&>3dY8FBJuGC#_!{=Ae6rfob?*7i&G_>XLuYD2tTXY3Q=jk08 z;#Uo3tPhk{O>cIT#h`RO<$z!e80bMM5hX&2KBW%!cpb+rcg)U(-Zz(?HRJv{mb1rS z!N@~yfZ*svLHW{Y>HRNVvuZ1x{`=1c=KNXri;V=om$Veg(XvJ%Z7G3$feQNk0{*e? zO$L+{6QsqPmElFmADg1RN*H(cy6D5r{##3=nKsVeuWe$q&i^W&{fB1eQ?@Ftl+DKc zA)>BBJeA#PnZ#M&B_x;s@X_?}{Sp(Kj2m0Oaq1V)`E1r*M5f`_NDPABM8|)vh|f0$ zyB76-j4;<#_vrUX-HJ{|o8OHo`FP#`5CGhOLLEUPTeLYOrk6 zuMaG?KWp3Fe7VTt6hVpQ5(U04JK;W|yO9W|%<{;W;3rb~cc@$|hdl7zkl+$fZkTem zeVzd)QhiT)DT04-|xw9)OXodsnFzg%Px>; zVIT}O02w;h?nYZIkFXNldMFRDm*kc>X8rOU9R5l4UDIj%$#E9E&>=*F=Q|>{-;pH4 zcwp4SpWnl#`^!M^N=d%lL7J`w96oID9qXk5Tm>pUn_nhZvahmjVkR^RH&m7zl5)R) zPRsaEN>boQx{G~ih{=+^ZdL5C-`r-C9>aO-u6&z-9mW{ec_$eVy4Fd$KasJ@ulG(z z+5TfQDiVQh^ZGppLC02TzPz?ysp9i;M`Qi8(dw>p4>;o@O%xRb5+85FSb8e*PcC=E zwO?s8k6Nej`bqHCA*II_-0C;GxRivyoELs%?#jZkduY&5D$(O=hC4>Sfp?Q%81&iP#E$YWc?3V|vC`S1ms^2ypWAzFySeV82k& z`C_fr{7%iXqR8PrT`mE=@im*8Nlsm=^YVABBywA;2~XoJM*&kKaOQt#JcPF>!VJJ3 z7(ec_<*ed3?v2COl?YNA2w5VXmjVeYU9CNc(>xNKPdxdRUf0aEl`VeA9QDgo z`^?^vYR2E^ThS(=B)sVVZ#(k;e&+A+_@RmE_{SHNTKiDamG4Zw-dtJX*KphazK7P} z^VBsKIq&B$O!dbU&T+w(8MKM2&tZ@DOTc#(bY1%mh@*?FN6B`?X?dAnqS7=cX#Xny z1CCqP=!WbiHc#qBavl%@Ee_JeS1Fq@&oAGzDj(3`x{~bb3ntFr{GP9AEe|9=AylD} zAWzI-X%2QZ&KkK9>wpO z6i1$!w<=Cn!|btV2#6r+YAtF$#;!2K|4oDXJ8e-0;Bb&G@#H+2Bz53MEgsHDH|4dy zypv)0`-(i1a>jR|C+1rS#`Vs~g)P<%gDcDgc&k+e)Y3kjac1;Sbyr6ej+ar)pZ39->>%kNUPWm~VafGz(#3y@D z$gb*@$iP5VVb%b(JpJ9DBZPZjTny1*N`+KAvhH+Rug6i0h zMEEt#(ZNT4oHFbO43j5YGjqyQzOM#+wsH(e2?k7vshw3Yb?azu9y!X+qhg@ZUQ-^w zsT-m0b2*#$Ig^!wXGA;2cjBNq?HrJwQ=qW>V+AJDPpjn}6jDZI2r zzaY(_Zu7NH&5p6d@wh0g&xr!3Tgt7sz zYj)E=(RpBpYCZJ45Hl;Kyt=AQAJ3~--CP7$A(Au1-g*8n=92nvjYu;T$W?8)xWohZ zW_WLMno?!+rorVXOnK`m*=&~0%u~s8tanq)fLUGZTItwz;|v=pnljs=X=z#Ju=*jV zA4SZojyKA`lf~4FewE|dy>2i?4`PV|zCK6a_>}h^G9@X(I3ehv)Qru{hBNq^LXU;n zf^MZB_~JnZS^do5clmMJ`)JYmYD_4nk2D%SKCFgcC`LKX0S|E?hzOX7m!=v#KLpPQ z1pR7wWppZ1*jEKHz_{*yd@x9h{xkPp@?t7)fSQ;zD!7Nd{?Y)-6O&~Z1K~42G-i&_ zhZ|*Xhs|0&!7C-U;{V`dZ_!rFbs>zr0VZa0MVH_fE@<2bnK0()3`({9(6#9a_+NkID)8Uk;yh?N}KJ0BS9_{mv5V?wT+tNzdu$dhfm1F zTe7ig!WAqAR|OCCiU(KnZYAZs{Xt#0MP$=M&Fg$g)(IZ&$!pb4NNzPek=_i0M%6XP z?u(?C=)5a=(k&GR!8kJ+dTAw1c}x*$UkbyYmbVu4MPkfNPy}L+G_(F%i`O1TxX!U| zdZMSQf@d5CT6A@(hE6TBYKr z>PxNR^arA`Obr9N-Fa-QYLUZoQ*zspUn919|Xh z{89_;Q$^EhMkNpjF;>6&dBrxnXP}g=xgIcG*H0$E#y%B{VEvuN}!YDoSyBl=qCb^-gr+EZxESyZ0jG=Ufv|q}DIBm!qt>q!?gF+Rmw#)NiA> zlGwKFespB0ndQ3dV}Gz+OfBXZ|I;;6pG>&(T*o4T69oMl`Cr=BNA z1|4c!`t9dr$wkm25LHQj>0*zIbLKZdSUY;k$^|-I=aHDAX8Kv}x|dS=^4x7;o<+4E zzz}J-sg6RH8@XzaYYh8$_!PAl$JfP965Qb}f7k6nfMO9s#{MqrsIQz@rU}ERQu6u!@OZMBRe(6M5pxV=YmQ^uo-Yf-14`C zz;3vzgx{1{pK0KJ7CrUjJOZ@ao0MoMejhJ~5LQ}j{iu)plyryrK_uApgAHpp|MwRo#Pg)Z zVygz}5#I`rw~jYjb2sR5N2*s%r7QWGK;MM#Tt`kPKGUIXUDhNV>7OV5*cNuM!>vi? z^iZwyfKm)eXqZS{&b3b9_!*dY8A?twHl!#|Dv$D4;1eM1N}F7fQK$uXOj#%RjLF-} zLpP-At}!ncp?J|i?3yf=>)LyUGxEoDaoIRKpIujk&o$o%{oR0)>p)$HH_OlK-LEVO z1JnL$BlSJcmo!(FOQfo<(IWa(GxbX&-sq;mCzcY=hBGODtU_0-9PW=H90_M91%B&4 zz74$#>Wre0x~pQQc63%sH&ihHNs1k*zCeL_n`BeAfzu`Z3BkBAOx$d_0>vnq&4%F*EFYE_$&j z$5BwV-|bDxd1;tn`FaxwJR|gNTAp80rkz4UZU=jU>H5Un4nYlFJC9Nlf+Pp>io8f5 zUBD~NTez;J>uL%5=+Bfpq9WkpIbpgBiQ*izlv&**%T0`*KsI~X9P=7Os87iE?8-9(_oIEpU2kLD%x1u~VskS;qt?&CL_Q zNC-eN-FYf1N|g9H*2&oFun|fd=cyv05{H|+d{vpHpS-sUAM!}WdHq2lMF9g?v{C0i zPg$!wy&kTNpe;s;#Jx_^eac=Ay~lJgL1$V=pP^eh8XVYt`?uuy-l>+k?^~1V)Y<&D z{|UH9hUoCp$%H>r_ z)h3=zmEKf@?Tz}y@hhJT0-A@csi_XR8o#W2JnnI$xMY(=cJ;CLNU=TXFbIG=Yp#|~ zufT43$5bG)S6w&TMXhxK+1uM@*Ha!rMOWNZ6zxBTZvf0r2%wkc5P`0dTuZ5+aO)3K zlP&F3ER|XCZs#QZ35KMN??02Yw@=wTnD!m=Dr=4}LebZjZ_Djc4O?c8r>QMO0Js7? z!*RPs@?b8se2~}wN>fDF)C9N2jEcrHazYD`B zW$A*p31UA>N|yH7nmI8BM%GN+U{l0g;ruC3z_a9FldXn{Z6?VVUnvMwFdckItKaG@ zH7=ll453f(_OYn%C9MXpW_-Qf0^b6vK}dr?4$Z;-us`;43%GUVL}2;vN-bs3J`*#1 zbgPoZjWteVn?d*aJgiQ=4n*}@LKQHXp;=gru$Kbm<)jlxm~FdhaOfoL*EaOyHatXe zqXTqQ=bxtukcuFam_n=Y8^bzH4aHv5AMqPF7Ic2odpa!_UL#*V??;C(IKSabfc(k| ziDYh1vugjAk%4bo_fR``6zpz8K zc(r43Q`i_ysc(`8IqdIN*O7Vd`UIwYnaPOzCN*JcUlO5{Rre+R|8aGm(QN+z|JQ1( zt(MYisgc&GwpP`isVa)1s1>UfYQ!eQOqJTB_Kq!fYHwOA_9pg-Ek zT)7!1=UnGl$mYFt_Mti99RA&KeL*8gu?xmOc`# z*)b1joBA%nO|>qYpLIaqIy+(v9}DB)JH?P_FApbCgI`7EmIq4WXl_9J)@T;d4~wqB zU#1xH#u&fd@u=PPX3fFj7P2v6%0(Hv@dD+2*zqaxPFo_A)AvuK?DQ+Gh=pF<2!HgiQOhjZK;2nC6Md$nx0=Qe!21-Ikhs>i6js&7Y0Bf>-Q{ zDUnsB_WukXa_RYvz}xBzSAKtLL_gC-M{)|OX8X-MZ!hz7MMb6J3gElVwwbA?losfiI@UpHPM+}ytz=j-?O zore1TVhCqWsFAD(GxQ>`i~6Z(9@|o;&yr5+6~pTv7NJ5nH^2Pv|8lHG%K5=o#@&L; zbMSHTg9UkHPHNzs*w;gZl|!~byppck4N0!pBm+b5;M*=t$LC&p3R(YASnB5wNf^U`2)_fbo`+YFSzxonK^l+t*dhuZ#XT zqIt)G7g06ET>s05jblpvac#*L7~zZo9Z$Bp>Q^cv!#Tj$YlL^N_m0l9=EXH3f1=k1 zedC9^a|movwT-8$j}ea>LtG?05OVeIqIzd5qgB!(c#@5VM4di1J(6QO^4(CL{r&e+ z5pQQTl-OM8E=EW^=%b?3(;Bj5u{Qvr8aBFfkrd-+h;%@C4vfc+N~Ilmx^RHs5qU0) zs0|$wwx?XE$t!3Xbs6~U`H5p=u{Pg_hOCBaH5Z`T6l9Bf z>gQ3{uK^FyE)5mlKC-pg`^u>Oe!C{yuT9r_#F@A!>zALF>89#Rvaz$YY>#(0S64rY z?xXIbm$>(?rxQ$!Tp#Ov!lokeHP_MO3d*$~$~J>FuL*ukX?5={mAnB+F@5z3&{LV# zROM*pj*?!3#H_}=A@lGQIzka&dnx$5cCZTKQzq=pI7i1T_jEz8aVlZN0Ta+BDA)D`5EI zD!qhI@U^v>`IgZ!swRG+)>x<$D*N8teTzIY&acv|-Z`|44);IlHRgqBbVda?B!+pv zTeOV82CnW{47E-+0B-mWgosAm$~?WL+N1BgLl<)!uycVp#>ukb$7R_u3W3Sls(fwy z`YQo{xw#Q(Ppk87{M*^MqRaSvy&en7jvUl8F)_&=@9K2*C};;pusnL>y;^gH#5u*UsI!SaG& zUvm=6TM7}M;($_g)OS;5fY6N?R7u%D$!OTLbj)+}Rc>HVv!jZ30?Gvw`Irvl@}zU& znwZ;@S1g68c~Y%YM&QvV1l&)ok~cB7KgxmWqP624E>du&`MdsxS3xGd5~tVSZwNE#;<7h9D- ztdx=mKZkX}?+(SPg{f7sS)CEFjivJc$`w!FRv+|9(f9cGK~G9(cP=h<9V+cSmMNJp zKjKKmlStidbdPTC3ZJIw`;nFAZ_*CcKf1_s@%Cxa!t0T|a`*y8rgxezw7k%IvW8qq zhMUuUpx2QBsXN0H*NnPKi!!9XfnNg1Xi!Lgj6H}2T5r~jW#*bwWJXMkT4z{S>#yGb z%W*cz8t1ET&8et=5+j5&=Ks~O-Or;ET#=*QA)7y?Xl<}1qzXf=-xK5Xu@>Pox~wkM zlfqCQkTXp>8TaLHBw_^*KjtZJ4`3`p$4ru)g7{Z}=^huo18nKay>A*s*>*wVYCVI? zkwD2kSz2OCyBwi3Z?rz(Z;KginSw`G)Y_uQ%XZ#yWe3|YzOP$C_;35K_RKT?N8w?u zlH$ARWA-_yN~X1AK_*J2A^I7t^SJj+O^Wisf6&M4ZchvTUMqRS?A+&_SleLk_v1#C zs7#50qLS7}w)nNDCjL+_WMll>_S@}Z7Qp2Jat;;Ga9Q^2Wd5zK1uMlr6O6 zGBl^eqVRKvdP(|9ma;EXnZNBbUBUTy!2=l6In6{6xk80zi{cF5;onuh5!+5l^wJ|w z1!kv)W562d%V9aQK%PuzR%h{(O=PnV<%KBeDbacb_4Db(MzE-|@S9$-qX;T1KOo5munq#;+V?;o0=E>i*8Ig}nW1qsI(e?osp}DdF$3E912{$@d!Q$duN% z|B7wWVsf9aTI!3T_4T;MNbKd2u-hB?bQ!HC{Ncd zWZ>9(4CxU~k|fp^djp#?PD}%U zwylAnTQQg%6$H*Cl*)Op2pnJk?ApJpP25a6u^vY5wnLO5&PiEN+EBTnhVBH|`ccvKu#NgVXTDUP$`Si(aY+e`lDj za5D)SW_xzo3}toSsYy{N+S;;ZGG_X?SVv(PwC{h0$tOJ`9GHmBI2^q~7~-5#{c6A7 zR41!?kjJQ$mParU@UihLY8DJVFo}XY#`z%i4ysBx}><21|O%F0U_dw&m zZ|C`7FyDS|%#DhwIFCr$e%PR=UXJ%C!p*?i7pYLYm)1GIz61eZGTDpo510|7n>3eq zZO*DxvqWP|%{9gF=pSCRnm8Rl=rWCpb8T66hgRO}v_YWLy%e^rN^dgjJcNY$!kDeZX#nu}}ZYbd4SR71QK)Co1zghF& z*`JQS4)BwriIO3a-Nn6GpSiVftZl{Sw7o5^K}HW?KOakI+W(8fMBz~&q8{P8v9>Nf znf8?3wS$z=`zd}t8SnVu*Y?ooN47Uncw~Wt;7|$6w3CX zJ`&q$QD5odi?(G10^aVS4@J1!W?Oe17>wV}RGoYm;F^m3LH{1%xf+V|HdBvXz7={? zaIWKr!kW*T?a{`p$RRNtR9hZr@2;5I3IrRroyVQmUzmjpWuypAVRR_>Y{^X)Nxd+l zwm!jl0TET87FETXC)fi_%q+Va>tF}mk9Caca9P`+EF6@=#749`_dyTDe(A{2jqvBN zURFMnI1A0NcTz8}x}g3=n@+-JAVFx>0NCGqnOEKuxe+eWvp*pHKGB((Paozp5c)XfiG(Jxqz)Nsp1BW;W~j)VgXfVB%D~_1@NRBA3y8`lxspTmWC@wxN;% zBET~^{cQcIH244hNAYxvq_>Ql|FZgZcPpi{rfR$j2fg@kj}X{Jv1Kav-ewT>cHJ^& zysU5*?4>ZAdo|+m2pJy^e?3w@rmd)U;VvZD0{|KGAG245Cv@$FkQbd@e!t1M7B$a9 z`~F>|g1v5IoKM`tksy^JIIV&gr26wq_L^KjbC$@sov*rdg)dRAldfRCA*qa|(!%B# zce@Ke#+4{?qf+3n>6D~p+QSXK-l(?bh~GD{#i@*IulprT;y1?zict~sbS%PPJVGRs z+;ncZItIY_B zN7%jg=V;j`9jp+Qrgbei`>CvD{db9n8bQ9JLMj!xNXI$vvDs>w{W#=n;`tZAtl)<^ z-ZVD~y_ktp$}~b$knY82Gb3{WrrpV=K2y|&obCG_lBS5lab^A9v18oo@cvFyx5=GBY%c2@y^oW@Q{A{)v9?tPCBYKY(;2r09s zFsw*_115OSzD$QBVcBsWMv|69#f?3|@R$Rh2LujB;x1ev6&ydEC1V%2?ok0)orcHO9uCDgQ!x*sBe35*qb1T;|>9w_nxf7R?DZvQNPo?HN` z68x|%MMIN*B-uFYgtU3$R(yeuAe9rJB2IR*>KziTS&OwC==6!HT8HdG0}aW7br zD-iB4n+kz7o*8+XV}RKpLzpvG*|OFnJ?-_MO`!}Yy*&}7v18b3t^6$mqld=>uT<0Z zzwA@(vt{LbzpcWPD)ZL5jDfBcI5g9ip(kxSottpI*(H{%PoZZOD}9J=c9wle=$l(G zQua*kBQ+9^PfyF*(E3sB4WAMp>lHKKV7?~3!7)49)brkY>NstMFLLD_`K>QHHTiwl zVQW&|ZWk~QVk1kb_IQCO5H4c67frnI(n}*r6MuPurL~3gxX2Dg8X*uUDs0a}L8F?A zDr;A5G|t2i3i-J23ZSQ@HQ^o0UyWL)a7W8l|AD#^(lKeJKj3T0yH`#oB6h__v!8a| zLvm)EYHM3rS9+M{LpK~>!Jfm8k~u**Y1LeK5)8{McHE3GQ#-tCZsj2oy>1Y zLgRXP4F98Gq8_K~{rM6B!W$B9d;3AgX&fQUkd`)`DZob`Hk%#j`&q6t=50#si{0^ZK z*Xvu^W_xmA89QQ=(d}HB^f~!XPka3TY&871cDe^y2>b^8UI0QrsyMf)ofL4N+Vs6o z;;JXtx7uC`kbv*TwYXM?+ZAVVZm`~e_1F~w(Kx92DAnJ3fM?Hie! zzIGdkiAJnxRANmr82O>XC-h|kWA@+nC5nED&3CuTp|lTVgNmpB#B+}!l)hbONjk`- z@N^{)gs*xU=WypSaSvm7Y-Atn9dcJe53+*#0uUP#M@J%uWPQ89w2KxYznH7EbR6Pf z_bhcon*Wvza0cZ(sq2`PlYB3xg;RUniL8KU$N>cJkeD(Jb4P?RVvcdHnrUlM+|ipa zBa}NYvVz;Sit`j801j`}k@aCae%swr13rq!cnqpR2ySX?V?Mf}nXTc4CUE~j2cr&Pad+#=#rTsiTWULANnB5Gkcu;$_AsT(f4O-b zagq?Luxj*5fVVUwRUEi7+w3~|y9&I6SKGJ^`+c(VAH{@m)uM1&2)(^~fNV@5kW zf8`m$Lr-1N2nQdm0F9BdwbOdGWf^SiN~9K^m$z0`X6EsxPMh@FWq7H*v>p~ zW_r;|Lc$*SwCFq=Z_VwZr&f`w+Yt1b-ow{(XL?f(eN-&V*(%Et%F1uLs7fREZHs$= zl=KB;k)m(XYhq>brpwJ4CJj(==x9tT^?qjvrgGqnohs`baNOJRJWT!Ez&*;To!L}t zS8H2T9%a@6*fM_dgQS#8K6_FVhy6(J@s)Tfl+jfuBf2f4c27*RD$-p08lbIybo&eldl`0MADhSjQIP8` zf0F20=C0pi+^_F+l$9E@%}V_or1~MlRiM>+@S#IL)r!IUob@r6tkKZCK8CDA!xf=Q|KDl=`? zWTIpLs@;%7gC~JJ5C`*f5Ut7RjL1}H*;$7I8$rYO1edsLad;j9X5)#HXL7 zOuyOsv5lN&V7LjWr0R^2ng%zdOi|bUVp_fjZVKF1(#It)rLC=zrXrp3<%eL-oHrMl z1plFCqs{lIjvDsBw_k+Aqbj9uUO-9D>l+gF2`14{r;^xpwKaAR&00!E+gjX0Avt}2 zQwu-Q*_z1xGiSO$bn1KL1L?XmEsxl7z0Q>U!bj_r_Qo~xE&A$Wiq1+z_kCj&dEB_8 zg!R$d!+i-!pnlnp6`SvUBNmuG-xns*ZcB>jYDMl)8 z7t1s2s6GC=^aaIDAE%2quwq?&WNIeNQ^J34lWvFyM3X>08-f=9vWrDd@2Yvk7A zQt0`ZcB3d><(;8-cd~AmhMXTJ&zX&b&>G?`DC_666!E31{bTKgTEjuP@$WWUr}Rb* zmW|Lf_QKoK*4wV&th=$T_VfKw04q>04AJ+#VjL_92JwxRCdcIW~xO=_+bnmfFlp=o|mV8JXsXNY(Q4_WyH zr1It0DC!SA!O*hUIYcG)J*U2B?(BAcT9(+AqL$YB2pYvOJ@s~af%nby-z4f5{lDKi zrh`zPXWZnhboruBk`!;!<)N68Osl*}`_fQ&O6lxYg6OS}F|*)qw+Lh(ngi8rgO6KE zTb^nYpVslNRH`N-+hcH7j0srmoZ(R3%=ekwbur87vfq2U&)j}`u)+ph0Myled>^cJ z7uZKvCtNRFcsyP{@s24mfHyh)(*gc+1<*(<)-0@p76nAI7x7mRxodB;8c9_c<*?4BU2{O7!K1 zSVQym)sS1;jqH9k;m>*~{Gt(X6|&gMTI@IEKsvnmB&p(L<;ug{m#O=>gsgRdonnE3 z)oP00=xRsSOrM2(S=XnuU;#%e1L9pxZy(nk1xvs0>Rn&o_*f&WhAU|M7Q4O_=?k81 zhUlux`l%QVeSpfcX2=sAiXi8f!MhuE%@qOh_5Kcfa<^e~LI_A0Ud+!9l~*?o&=Y+l zFV1DjS(~8DdA~^UBg3ZbOTvpEtv5y-k8eVW?G_2FJ3KGd6K}|eG8W0QCiK{HGe)HZ7jlENs zNGh-v?z}A3%L}DZq*i{_V{fPF`M~`v8|^c*rj=!6hjPnvSfW}vLZP-^AThb_CPN^V z@500=Y`vFi!oDQS6u1Ednzj%Pd}KNnoKZ5xX&uBt07kbBA{A=P)v zI1V)kV@+DW%5r%QIU;TLl9zj+iovrLzW^`**@>c)C{JB4#lfsL`n|rT7to~WQ;ddN z!Ku`M!Hax{w$fMETjD00B%b*1{5mRmn8ij!(GZgz&-dzT4Qq>&DM*5P?@_$tF%pC+ zUr+A}=?!@xK78wQh=&88q7VKi_taWzeeY2!Ss|e7E%){G9cOg>XGhvnjXZgoh$P0# zHgcQZk*9g^>R|5BCqtm&ZbG6 zj7`C?-LGsk<$AJa&xp}jW_>aC&uy3G-F_VS>_3VKr@`v^$W1L{l@^*2+bSOg?<)ht z8{}@Wj+-dxsOE4%-oCiP?O@E!lfx1-T5ljcNuJ+KxXA0TjKK!J*Rwl%)EuR12i8V;?&K$XBf+~p$0Z(~tn@LVjl3}XQ7P9b7yggHLFB~q zpEA6?{ftTpcbk=&O5Ej~*e{doDDS7_iKaTSZZr1iP{kTLA4;XQ>K_P~?%0)O1@QXa z|M%?H6$`@4Yh15|$_LWHbGPrIPv9HyGq%4Q|53=5%CM=u?fj4^-Fr=3hOEmmDd<}f zZYD@06rU@7c;EiV=wei@W>h5N!^kiU^KXO*`7nw?R$1Be+r=op*Ar7wy5TD!jhI-I zY*;igp`Kbc|EU`LU6t-v+x~3$#e`{?uT(H(lvVG`;mUh(b^OQ6;Tsn;6Vc14;Fd>K z)o+X!l%Xue>kKzNVt;68PU)$=R+E$9IcKRZc2Svqe59trr)}URRUChZ`d2jghIg7} znGeKL8E<-0T~ayC^Y1Rl+d>YnKU-r_p!VSwL74r?%*5nK=EqrqXOvtXLj*ky3xc6y zGltFDAvYp>Rv@L(@x34V?5Jq=L-HHVn)RSS5_gTO>ae9Ell747yM5vnYjG*wB)*Us zi8B}#?h~k49JuZi>H8*Hk)_62Zq3Ok9+4+nD?Q4e^Au#Fz!?(Tev@S*GQXr9Yc0*? zbk|_}CjUkh-I>0WtcgqXqDTPBy(}NGttW92agD@KqAq|1%&NFTHlgP1P*^8D&ye z)$Jgg7k%hE?)=ipfP1Z-p*XcOLPl8f?nGyTMmOsY?+N zs8^q)VaHk(9rxgmUAv4Yi{}+o;}iZkzZFX*#`tk58JVERbU%SFGI>YAW=qm14e@*) zS|j(6hhb>G>vd_#;7rjR$khJWon}ZLw`QX z)et<(S0(4ESYCE*gEeZ)hy`oMZWvO=`OrdfseUPTR`&P^@G~+jPijsce$v)Oc0^0+eMsg<$Fj#tZ3uQB(Op14@7335h>TZ7=@Pwsf?CD5)i^yh z(6hq$400W`;B8qBllMvcOAc0Gv%#zEo`TKaufL0fHKhZNB`C=2&*Kv!S^YWGR-O%X~~^I1_5o4@DwhQ4kvH(0r4J>mS2oZv6ak(L7!-q z)nZ>&i*tHegQ%fr`fPLmQJfbgB!8_veBayULG^wSZOFHr;BX6WV_f!k^#&OC@2dKj zXt{IcyNaAzz;jBJ=~c74mfO@)>68BYn(zHBoIx6O7vza%gIBZ;-R)zu<6>mfaIVPp z3+U$DPfHo<|8Byrq)hws_-@M-gGT^O+J=l066INn!p+znm$=MWkA855ds6i_ou0K0 zzD6==n|%}0&;!r90;XeT+Y?S2@=Hs)a8N)}`A-cax~SMWJ!J>H;lNnF7h}wxuvMBA z__;x&>#hkP*V`ZsH)C`vzgu(S6mLcN3lOL~LV@rDo7MR7nVR?#LxUln)WDG0y+Wy< zM=~L-kbiNODxTY3t~l*D3F~5xD#@F>rDKK$==)9YDau&boDfMO{}k}cdr*m|T`w1~ z4-cs}ebZ$iA&r-r)fcFTb4F5B2h%wQ?^b@oyRzyr`yx{jmkZTT?Ip~q;$`5C`-VtM zl(q!cx^KP)?Eoz@-IT2CEI~iMy+q+_iouz95T0~2m=yYAw1gCRO`+Nmb3XUK!4lE# zl9!l--IhtAgT4PK5;8VK!fviL&o3sflKLH~PT`!f)b>Ba)64%QDE{B8pO7t#pdZ(f0NXFoYKM|k ziG%`EnCzTkyazxtKuMa{WwmCV%hQj;<*$qG&K z11omTE4_l|MXGY>yU!%PUgOA@IuSWali`sdMSe13ju<&~-{m84fJQR?KmPhWz#MFu z!Vy?1!rn}yww&Pz)>u%zXaB5NH?&aLS9Ju z_9v#e#g_4BI0%P9q&2vfEDpj=o8G=;5&d|wt5}P#gJlc_7^T9nX+=3~I`ZDDgvg%_ zYL+W;3vBozgUwO3N1uUT1%(4*s7%o8mC_zg(w-vudEa}OO_D5|gMbniuLsced<#um zm{LCTC=lX$ik@eDneUT-G)aAArgQB_a9BUEONo+&)_xv`zT)y`7)LdINQnMa)G5Rs z+jg(kv_r4rKMGqlzVL=0P(S|L)AyRbT5{z3_;_iPWJ;!C&Vz=t!=;>KHF(*hFu$nD ztS^OXhkR-_%Y|P;{dJZ45pVEh90*NSO*uSur?|n5YAyQQi3l!ra`U9&NU^^9{G^{$ zyde8le}*Ja@KQfrr?xl?`0#_>2+;%pEs5;Ys^uFGSR(5(Udp>0H+lK+jJ0FAAkEVU zQ#-H2>%kS``#U(*;AJg0cGin#k3mU2)8zZbdc-mpWhj8mVbJ;B(Y$$(H-9j6*p8!CkZ_*fn>H?G%h9Z5(FJo_d4`R^@@tq&kg z>*UYGGPxUKlIhuNC+SkB`d25w%c2Pc?gH?!J*^tEU$;AZ{zVYP`(%WP%i!(m5`vgZ zP{@|Eb`YfMJ8*XzlMtb|**soxzqL}=M}1mX{X)0HgS2f2H29<1dGVL$UdD!gzQx(; z^%1+XcgMvpTf;9xbNo4%y2y{?V(w>8YofznivfhaSQk5~$%zfxX~Djp?>S#N3XHz` z#w)e6iTHOeygGn3mR}}%vMMyai+UMvmprI+PwxQrY;1?q=e?A<)FQJIl3|zxBzlmy z5rB}~+U^?IomnAA%5N34RAXb!-;S;1Bt(szbY6=v=G0dbWm{=TO0SwUB*oL3KIQrz ztG{zX%Nx^_mx8Pxid2){&Dy9of1yp0&gdgTT$X8yz3tZV6C{Am^Wd8Jpx(huON4ma zxtS)uR2u!ZwyK@*0pV&)zs-7$B(hAJMM{HNaZRkp`VUEkj<98E-qGw?K)$ zEacda{@pk66&+4w9E0clur%v8ET4&Z%f$VhkK)Nmzi?6Vq(+y z$zqPt$r0%jDGzwv8@I2nG(H30{k25<08(iJku*;jtaxi^*cBEa7jvgaCJH>0)ktQj z2U?}L2eW`SADB!lJh#dfbRHPHSgEb{ZoHdHq^_l*xqY$=@?{;qnlDj$*oDx(7ct!> zQG%d}JczjZK7yWvQ`dH%gSE+D6b_n#d4be~_D~j_r7kqNt#%36d5;6Y0Y4rbqh)w7YEd5ZN{_hvhR|LZ&IVBQ`+=FZ^Ax<&eOj*F(5T1RPnMIqhwMg&DN7q4Xo62>l~Z% zoIf+t<99P3&~nu8nkW@rb^P(RBiw1h|2m>;hl{iuaHctycH0VQckyUrH#$<8ym^X1 z#1!I-9JkGU&aPpV-+~BFIumGKX93KsT~fVtxl|v7(@mrmh`rOhZ2alNn)2#(HAn3n z&RO-v=uNBzQ;PxnerLvAh$*!<4|v(STFQ#sV6`fNYcVc{)$edN<_*uF$o@kU<2cC< zXI6mf^&T$yLk?t_^0A43Gt`sh&c=h`hnljG7vk32k~vjZ-W*aEW`=y}tsP2o$^-$O znlWD*xoktFi;a3QF(E+R-uvr9X&XFS3k_v4pK;^=^7l|RXo)4Vk`VkCAyhG8c+YN- z!OMmlF;%1y|HM!s=K?}U8Ysrhv}u^7BW&3vyaKL_-aPpWv~NZ zk>4F%4sn2}$JM5I@s-#F$<&gdtGY;=Q8}eARod7qYarKcS4WizC@4E!(nWFYcS;HD zvP!OKChWc1vu`o|UH?;&yFh%tJ3CLmO)S*#ZlZARR^#+j@`g%#nH*4*tr{VHV;$(1 zY|gCv&a6D=?(7VlIx2I~#wWxRQW^ zK`Iao@gIdM8Lp6_F=APhzV|s}q2$|N+a=UEZs#=i`aEQVQp zX=&#zzFR1LVl9>xu$)kny>LE*(`foQ_}s1&ABL#gQ&ZInsAt?%Pj~R#;K{b0fp-Wn znu6rL@zVyv#Wr&2^l(1}?WqzHv;hrk?4x~<73U#1+s9QDe+3lyp#fBZ|J;`z0Ii?x zO6R8dOddpEmDo!oeB+0Wz2)(Vfh0{kQDnaHoMAU-T}F;Z8|OOOF+{C; zjBaSe%i3YA^fyA!k&nrOX}N-vi;Y|3u0$NUU_|TLL)==yp&~)?m75P(pN{q3EDh=l z?DIz72w(CeegQlp$x($hX$I6huukyr{lRv(9O(V|6)xpeaRLftkb6n}Iq|xd3g|xEi4XeMC!^9C!{dKa_q(AfNNP|i`vSvCs9g3r4YXZuXuRC4 zv(2K)e+$g>+Ha5GzyGQ8)qz=KU2He+>W^}SDxl*oULXp=6RSfoI`MT(8128>;Z~cX zI*T=#RK$&U7A|Z71UrTC_`h|^5WXm}2J2g5b>1|BGpYH;oseQfRY{NE=-0v_muolZ zfvq*^|PCXlu zJP5?<_3NYpMJH{pG!)bAR(^3=|Iu0!9ezR0SnE(b6ry&Mb6RGTk?z5@ZP;FGy3<6L zW?rL=k*sD&M`K=&gm>BYG|>frs7Xx4R*$)k^9dU74$2x80E_Q#`3e#>+9jhR>1Y4F zZEEmr53grl_d(~sl>{G@9WIFlCbqFXPgyp5jG;3u=W00-dw%Yzml`ry*p=!uclyVO zPge)bG=r935x84v1^WIwfqa-`6;l#;&zG<$HJh)OATZkuU3fg6gHO}ss!ohu|DY@S z`+DXZ+`l2uLtqG-U_F60%G9=h(y4%xLgKj|aI#83TC+eEY=H#*UC#T~1Ar>C93P1g zpgwt~o?7FV+>{r;`qU*^2b)>!ELohb+YBt7-G9hBf9zo)rxBwx6X3tDSP|!Ki#v(b z5u;*X=HCAnjowyTQFS2Cv z-%o!cmCanXWvJGS2sxTEv??{v#b1dhrvL(>_rEVgtt}36Qj?q7(=RW488#uPIT-xY zdy|)0)8*uW;&=rhZvxFE$u|%ljc{R&RM+{zeqYGAf((?Wd&dBvD}#=g&yJ(Y`fH_A zg$z~L zRzybFK#jT6<>2hCrH2IN7^{o1*blNd(d*ySd%6o;R?PZJ^c;cGEHOf9o{=k@!R`q0Wa3}oaA}ogOcFo* z88!#=v|R|w(A6;9Y;m`_^WBIH_dnY_Mj{di3)VF*Se$m+E;FZG5y`5&sUae4ck23& zYdxiq0Ra_aEJuFQfXxUkg1j8}38bnc6(LaMKNQrqwR1GUZP#*Dit*pMYC{qCWG}7QD5Cna<@4bCpSR|Ycl4S?nw+3H zXooyIxkq4^M>ib0*{&ww%Jq}>GpfZGc?e;(BBO(}Z!UhbfIJspb^=W?*Z!13zdI!t zxsEX7f!45zwB+tCfpo{Lk9T0I^;!s0?KEJ6JAWOFGE{b&WU@7u;j~qWcLTAe$8w&3 zR!H}qX7Y0X%<)amqnO$Qx252qEfF;njYrnHZ$NwcBTA|4=Z9lQNbP0K4~vfY`>kPW!qX4s zZW@CE(p7}PF5H>Ym|+vficvl&qwH9LPla_BKizE}=6m2jGTQG8|GlC)3%g+2#b~W^y?5_Ll{CKg4>a?@;S3SX<0Y;hE&U^(_<>DR z=re3;iM6xQLnrE@_^nV|_b2k|1N~}bm~KK++1XGk_~(;=>hbTWZ1juL8pRH+^!_Kr zR+X_z{EzCE(2wx}&MYrJu8^?xWQ&=%3Z#(EE|H$yme=dR2lsduR977%$e9;S|o9vt?`zYKFDE(KXhsjB4m{3PT%5F90#5?0#U5Es|qmcg?)4qxCa~(ZvL^V^F zrmpCo??dI~2#^$`jzMOEe%W^bG}zYM{pwh+h4_ufrfs~pQo24yWQWRB!)9%-g%k3` zm+RoELISmxgejJzbxSEk+S&_it#oeE8TIo?L5WX1#PofA4&$IOFkf{-;4g0H9Wo4mi()(lUR07j1z%cXXV8L9x}_qL=<}5?43+@DSWLKH7)lkqNfpvMP9CU z)lrQc<1)(kQ+V{5s(%sxg`;xmS0i&(6*VlN5{zJugdC2khGG{y)@o|)GD`wK(Q|IA z%T}M0y(2eOMO*RtNBh;Q=*z4pfCXuSDV@R8%yxs%T+M+pWtf{z0IIL;H;v0B56;;$ ztScq@h0EfQULdJ+xCwhtTm4)N)%d>6J?4@105%F3*XIm&zV~ zh*ZVJg%7#roZ6!)3pV_tOeVyF%M_YwPE)=;RC{#GFkzehdCR`<6qz^$bMGH1%ParM zl>*m&ocl$oht4T}cO?g6b7O2+lc+5nC z$PO(FL!PCxbhLnL2y=8@QhGTmhsrO1u77w*UFGcmmnw#KIduETN2u)_k^JcG;0ea? zLGwRAgJ#zo_nR9xeA&yP`OywH6}E>`N#F472KLg^Y>LYNQFw*3ouT*$D8I#a5Gw9@ zx_FoI$DZ|;QNm&ybL$ggXxE}*#!%#kJJfz1x%Lt(GQ|;>+2ol$Y$!-9VZ;U_diuou ztLru2!T%`4dZ$i|4spgwEdL6fdol!)Ek-=^vJS4ovrpBnddpu2F|k4%K8-(b7}W*v z-ctBVU-fs~0xKKqBEM;n@=9>d7)s@Fta zWiWxh&?i%JV++LgGLU+}Oq*%`r{WHtR>bhjD7<3Wn6lD+fvPpn1ix44P^S1SLc714 zSEvWgefBgY_i|O7+g?$pva+$}Pnek)uTpX(Ez4w7U};r>2ukWRG(k9+AzW;61F5;M z4O`R?(r&Je(wIw_3}!c{l*(he=i~F*;nr3IND5t?n=tm)LXIlZr~9Lbe&r110l?dl*_D&HLL=>5q$V=?W@ zkHF!~7;8Q(?_kH#(8~7f{+2hXSlU3Ys<|5}lF2bfKOWsnM*{ZUkIF37dXRjP#{w42 ze1lQ#z{g4*)C0OQ-=2<68Zu=*r}!szmr6#0@e-1T&oLqT&e#E!o9Z6ZtH#w)y!mau z<`qdKL68`4c0S>55c!x1PVZ4+hkpJ}oHSrT5+dl-BxA#*fG>^OA<(KCM}NLZFSk;o z=e=`u8C3-{Vc*LVmtK8u27bFx^~sZ~gKE9|er1%hK%m;$@Ih|<8D#(cA(Vd0LRUAK zCV+tEynFtE#E0?LTmCRE%=(z2#%l6A?BDlTiZ`})Ko9}N0K*wPE$wVRW8S0T;tOD$ zPXn`MHx*!6m20W3JQ*DE0er&85)s@>{25qki1{e8Bhi#M9KEKC>)Dv8IbNKOXu4hQ z)8J+LLOWulTLV?V7C)hYO)Y)$@!5==gEb4{>r2ITMl=f?gxfKzA^-xi>#XuJ1nT=L z0hPy$(pS>w7^T{R^*k>Q@#R;}jeP3dCq6{*@~+B(MFNzIA+&qo2eY($r`KW-9K3%Q zcGy;%Qr8%|e$pSpr4YBwAO;qfHWxtJ95jplb14fIfr!sAyZtVls;B;`2q%o04B$~6 z=e!`3LJNrSl`TP@@>dW26Ga+w4dD*=;jTW|XzU~|mo)Had`qlH^HB>k%v2rkkoIRY zZ0#&i++IwUgI6U17r9dES^*R5(5q<}C`*Li`IBsBz;tWBN<8kd?XL9Fbw`^Lle_h{ zQPpRTGb^q)ybqo)-`aa2!#Gv*@*u>Nx zQn|pUO7cGn3L;P271MA8A_r0M(rEqWM0f|BIMdv z|1}vUAj)%{^c?RAf3QXSb}l(HxmKB@{C*>)IMcaarngiL{4S){VMBOQjgH2^!{BYJ zNn6u-(VN&b&eegfSQc)A8q%+xgS2V_bCZW`ni|ZX%MQY?!CjwdyAdQ z@!#(3F)E{p8pf9!(Z(Cuj5a~UPeE#*q`3X!&*ne?_&>e){6m|y_30sQt;*1?!gf0^ zG^Tp`WXd|dyN09H;_SnC2b?>`!se}u&J!{KoK3g zKiaIl+}g>|TAb1i!JPTN(??(m37rh|#RQ;yuO{9L@kg-~=h&2_1X9pYXls{9G?C^E_@oGDtW8TQIX7 zZKPJoDZaa%Zg*+%Ue3I&R`rBEDNq=n!Vw*tkB zySoPWpe^n$#X?)$iv|hq8a%i|a0u?-pMP@JS!bO=23Z+pkSF_n_I+O$%Q^ZZ3qbvq z|KQK-F@Dmt&g5u&idQRrbgxNl%5LD?lJok-mGjF(7%|@GxpE(B;928MNW(=21CDib zEc7%Pi6@o~WfgNq1_x|0S}1=PO%V^w5W_L4i_6EN$0U8zXmJFTk; zrc7PPonIDDw?{};m=^*+7_*(|1`$cHt>wZ-CVVNHEjo^RMjsZ$(|w8~FkL6^)mm}I z8d6gHvWUh$IA~Fu70LaKf#(%kcWpj!mB`w$X4|-FVr`uyJU8gnrRYRbqwnVbIu^mz zwSN0%9L3d8*F?wV$o_y2B@72YGNGeJIE}h!%cgi9@S`dQ)txb`%?%|oY zb^YoG8Q2V|(u;*HNh!~~H+RM~nr4G}+#(|1^O;d_GO&`Kbz}UeBj@z_k zsBe#Pa#Fh6!1T%7P57mr6NWsKx$WJ{CYXMCv5za1r$~zRmrX8&M(l*ZnXYikS2;Vf#Yf1KuaX6y9QGwI9lT9) zbjY??{%w==%v65_v=!Kv3D;6 z_(z!ber!|4fv?QrGIcW^nfT{loNZc;wPd_ghcGG)Q6mQ~09s=i+^zv3|0F&V-M2|B zL@#;oDY#cZ)DXZi7*3BEU?vX9UE&t@Ljx+0bl>}Xe-t<_%=B-NT;7lyS24akeecsD zcWbn1VaI^F@qos$<4AI1=6`S@QcD4|oKz!Cl+MO;ZLf_DQ&wbacgPZ!QSqmnd##JH zJ^{ADSToYQOhh|#8&FjFY>P4nOv+D5} zOw*OoFskqRe2WTy2X)(7JEqTfJFJ6rSiIj7(L5c(u9R@Ehqt++zt)5#mnf|JX07t3 z%x|SJ8>|V)JJ|em>r60b(PKr#Go1gnK%if&Us27i95*igvm9qyw+zbDpPUjAV{dF7 z3yaK4C0xtZELxly{xaoDPQh}b!YvPlG~Ow5?I#@SzMp`V8uHLNVU6d-`7+SZG|tk2 z$r!Y}1rhCnSJzc;=krot1~dw&lEF+LQ$26)=A`!XxsjzT;6F6?;&%Jk@ckT|3_P$5 zz)ya1%GwUkQCq!C^uYS8DNg<(xWn~WVGKZ^WV|bV8SKcUX#Sg%MXT*TYY_a(X<3ri z4~=vF^3cfS8lT)`H5fOIRa9k5&2~{|{>p^;BM-;eg+-CQX=Sq$i^4uhMbY!X#Qc{` z#t4({#!II6q^C_^e#M&l?Pd}tIr7Lmb7&@RJwB6^{%wlz{nh<<5OlS!IX*{2J(6jd zHRiZxXc zJL8`<>At=33e ztwgw81P^td-vSd4Xh|<$ruDTxHSqliyt_Qsn^RdBQI5?}+qVwr&T|Q1w)h$n1vS%xf_Ll)?3$!vE7#Wjg(w5KrT3V z`N8rQ^r_Z#VDWX?^Aae1iFicAQhFxEj#<*U3XQRD(rr+fy-)DxM>B??1xm|gZ9N5= z64l_X4&xw}Ys8l|9zn5+EkF)$MT>S_h3-g+v%3X4B{rJ;zhD9SKcx&1F{Y^_=^TUV zoz^5$#-Rn=fo2nUO46;4eEuF6Y?IsqCwvFLR-Rm?rOzOtNMg6PKH$CP#1*rrcg&zt zyM7q?8!)2yJC(Y!I8T}3Fmry~462NiZ{aps)0B)h_2y|g4|N3ymH4B7n>2Qn{S&vU zJ98Ui;_DsG`o#`vZ9V(b;FbCLw6k2E;39~+?rv@%lH+KpGfN4Pc->edf9?A5#kcJY zhm--4HwpGm{$<;K;tnS+q_lY2!((w{sd)|;QZmO)02(=y(ya!yj19)d{IbENMhBne zrcb!CYOrq>ntyJ z3ZT>2+CWr$=wgxB>G&{zd2A58Q-2!Sl7nvE3ZB}S9#-e95D-AsG8Oh|Oro7wwch$A z^|XLrAP1;?b^fqGyhVmJoAFm9SLL8m+|m~@p~E@g9NZ(3!1PL1)uGX$w=%up>?BaB zKiB%+6~Tpv?uNxKcqA#SuEJzdv{&1jBrWmBxC%QV*F8lhZ@x^Dx{gZe$bO6CvXEns zLH|_!H_z%W$wFZ?lJKMRCMD3 zm@RB1C1+bnmwY1kH?mQYAcWl=To&M`Q?%DYK6w<@m`7GO?O25`MK5mWlD|6ybMO!? z4?DZA`LnlgSEPH|;_h-THPlJTb>N44QolxGc!1kNuTTE+!ZkMh=aUcl9@j0L*I;CI z&$m8*u>Ok})uUn?61$J>BTTK)59s)+i<>2AU~nam^>Y366MUyy1o=MvxWYf6wC8UZ zkG=|i9@oo8Vu;}O4O82QB4oNEkZiC0W8IQ>c|dOc;g5HiahZ!sM=~;BwW#7FDnan5 zt88&RpJ*V!1u}-2w5+W0G_fR4zP0-|cIGmgsW!Q>m^2S}TD`Vz_AQ`c?nA~Xn6CKd zb6n3GaM)MDj}5#D^B1Z!P&To0+bQ{S(g%YcmVXz25>FVvVxJT#yPD|v0J`7jp*YVr zs3*AHG#gjmM=U``<3f}V)=XJN?XVB@zHi03FNg@L!J9jSCHNr*6;9#W*Er4aIEN4ZGRU6bAZ^FZl2E5oNjpi z^ej{Iwknz5CMRbwH^=-T^qJaqt<85gWb;_%>-5*!x>_Y}-Bg&1p1d8}h^I+$;FWXt zGjHQ<-bSw43we$-m$?z!DcV(*BQyT0=^T%Nk+~|}tm+BW4u|lVpV|oa@hMN-I^iWy z{LQAp(jVSl`r#}oruSYFLp?5>0e}@Tn&+WaQY1X`v>r0M?lC;r_Gr zs#fNmE-JSyYy7tvDBC)L03WK%R5_`hCyPNfr?S1=eCwTA z_!3$PL=v>0vIA*vh1Z{MqQ9W>07BsOjQfmvM7Uyk(reUX`gFX))gZMvOC7SVTgY>5 zKp53^4ZDsh+3T>@JN*q|3K;MIo+uHNadJZqK+s~ME?L??D1s^|L(2X`v)UBiZAz_z z@qCUILhKG5PqpE#55#zi|1cr0FTFfW@wrCt+msKX>g?UGOYGVCV=yi7K&17B@^WL>ml!k9gC_iVnD-5v_q$s+2v_ox$VTM7VHfkE~`{ zfArRj;`kZCl76_}%)7_00Esw_b{awx~`}0bS=)343+LrO= z1+NH&Le@wU&a$k93M)9H#1?jouml!bcb{|1_fMn6@uxK`{1B3J>Ar;xHT5o-p(0kl zwoW~b}D;fUV_6!HNR`sWxv={W^!quH zL}yKfay9z`Kk2ZOawK+VOM1R@X_qHSj#}Rr8(Zero=Z164`Zm6V`T!a&%GjEc%zWP z0fpy?W4i9dMn=M~q=c_RaMb5mfge@=8XHRQDpAM@gf$sdJ5P)F>L{cdj^y=_c20^f$pgnis}Y zlh@?j{q8J=$x)=lu5p& zP9Em@ND~PftW1&DWk7r?9b8?sN+Uc*{NU30l1(io)1pRhUOCi#`2?^qI@>)~lW?hA zdXdqS^-~wIa`CIHyhG9qGj|~dsWDK_7n#m;Y#xDWLpBDYjp}TP9{WQnnMo*qnw79s zxwA}>ukyy)j`jogzZbQeNSo~61~G$UttIQvCJHC{VgAu_7v&aPEb+wD6@Q&D#B)0U^_8F+NT<51#6J4LLGIBI>y$^vaxXmn-xG~@>a;? z)}r#t8b8gf6TF8zTeRCbsohYA@8oDj>bH;A>eP)AXKy}i8w33KFys7ZsAwgG^AlL0 z)SuVfqfJ3>y26C>Q-^P!_6+-{l+iRX!!2Gyp)4t_Qjx4sz>D0n@d9+1LO|aP=Q9$f zit{4>pQ46i`j8FXX4RoDT}Q1<$nDp`t9|{-xcsqZ4OQej2!-jlI8Bytg46GHO+YA> zQ<4syMd_HGp53*#zA?ivHy_vGRFxg6`9kOec6u()YEANNy+(|)#;=JFnOFSrJC8pP z6N)P>Zd?0oWURyS_6AqEB{T-^co!IJSL6Y)6v({D7Wa9@FJQw6!~uGFp^{i}UW|IN zye_Z!+m!=vtFcvCq$#26jh{AC>DE#n;UL^47)Hm%53zV0b0;VhfqXAJBJ|bdKB%Tf zBz`Z(<<_^QZ3Va)$e-r(gf-C>;5|mU1&Axpe=DBT=LP_ z&qi#v;jfSP15bB{y=fg8^xxNmP?BW=Z!x;FvFbh}rqzQ%NqXBfeAk>*G=%E_oMd>1 zOf;_9a_i5QYh z5gB$9-xo>lMY9X92JS=X=q~BWZUoA*-uJAq^zYIN4ey>i{~GRWd;_D;_d=Nx;DKzg zjnfx;wk>IogJUHU9~v4ZG16u52C+qD5A|A1628RY_2g>+oj+a(D1vloOx=6jk3**0 zY|DmvvhdtQb2N{c9YEDl>rE3JtE&L-a8fOoBO(^i>9HXq+7suBlHOk3E!uKFr(Ak{xPLwVDULyq zai&UGyC|f9TK=)4!6AjLKk)2&x8<%Lnjpj#YrXN#Lx}p|Hjm4myRzPESYNc5mfyr_ zU5Byypu#gsq?GzGS&J4eWQe@-7z?fxW8|mO$e%TAvDg#b`vxx7khhubd<491_{CtX zIzW|ypq*;o{Ci+Lpk!=2y}Z_jbUdj$JDBSnqpT;}!eDjD|94%bt5~`+9(f$D{2~o4 zVJhQm#OT~dFB?VES9Gx!Aqo51*~-bMs=&);bgkMS>o$+Oe>Iy;T4%~U4L8Qx;u2on zwwU1A!U3+BjJr`8{>5ZNv>S$(zB7&(1C)0)qrG9OIM`Whd9sj>w7#8QnXm2UW&gSc zXxgu2m6GuY0!gMTdtsEpdymZI)OQu?JIjk|sTIR>=lvhKzLew8vo`OPef9*-X`n}I zhjo_rA&;hRe` z|DnmnSu8K$EBoP|9~Ct02~Gyj-PZ~n4JPR&LE{H#y&8_x7sr=}D6mr91b54qR;1k5 z@6^anKZOr8*xfQw3a_y2z8WHS6iE3eo@>P{Z0jy0FE8y07^+xaNvw5B2#Jl={(juD zeL@-Ur@dPjMA1!$M#~yhQ9+Vf^@)zzFz5|6uqaN;@!QUb$7jKeF#9Y(rc9wtBOm?o z8$`l&AK&6#1)`_;pM#Fp`b|Rzob3bD_IFfKY}6~-Ra%9qDn{~B=2qG%?4w=xGyWby zROj{GbHgJ1!`WMgkaa|aHs5OSm}H)D100T+zRkRUC-x4-Xp@&fr5n)yuh&ajV#V!S zue-X~uiLcB1c6Nc@^Gf0C~I3Pdx*SOzx-y`>&EF{gT?}fgRn7^MjH06v&MXIo^=YU zn#y}yaC7g~ylD`}hOzj3Ru5rmjTu_L+WH|3holUTE4?RM0lnh|=z0VZN)^gmLuhSU zaB6dQZ5wOo4^!?vt5P;masI=+sB69!=)VB)gEHW4rzXK3_E+(B`im-AgDIzhxRdRi zF;u39?B4Es5Mo2i?sX#xv;D8eVyT5jydk?OD>)W;Vy#WfM zZ#C-si;V&F?Ccl(RQi{@uE|b~#@l8+=r-q7^-)0*N9A=XWdza&3=Xe_N}t_4C>xYp z0NJ4JQdlfRgFc;zb^@>X9)k(TD@8!^gKX*?;*{mw*GBXS;4SG$@nERuDOi|J89HA| zak0B?nv5gR$=lIrXY@;iiUO`N%F#|_xUzKDNC;=PA?;^$uTKJZ-cxjDcfZeO%y#(s zCS~_k=hDsLo|1{&zbPm$gO_)pg|T>cWGB<>OiC5e3owvY>nYn`{*}{XnX7`z+x0ZwpDylLA<$e+#qPy5?U`n zV=Tju55}HqF`>0PTfChTn6us1HIMBhl|6k=%Y1*vqbJ6cFgCj-pM)|1Tl4;h2DV6n zZDd`)%V+dTzO;DI1>(ip6_nGN8kNW0C8K2 zP`P|aykC$|{j?#>+(=COZ%b}^!r%S-wu))HQz`&asz~?3>VU}2iMampmjt}kTPtd| z-*$m(R6HXB>fge~WdsH^mgbt{Xb>`I$937-7n{w@VK5oY2XH9d(-~!#m|9(AW({YM z4yFpCC?TWYx$LSEYM`o@EmcVUKr;%OY1k8yAPjST(-1mt%~R$-S^X76eZ7S&`47z& z_G$o#Y>~fwkhclD&HehxnKj_4d{*r3fxdD1*_tXvOT|4nC4gZN`+lmT<~KnwA^Om6 z^BVE(=F+zrM@uF)4fW`}csDm0Za>2Ae{nWrK#JkC&4y*9t_T3=XFCZ}50AR; zF3-7yp_m%BYcCpTU+cCl4Y*T`zG_VW_E9i1Q1$l~SVkQ8W-aud3;CQvr7sra%=RBz zW*DJs{q<3Rv>OU^>5)MBNHHrDR;eG5EGhsheXZ24=fX&Jg!%ON{ADMyO<8vyb}*!| zn|tH~jybFCHJbXhTllxTSRAE)`x+~WXL|O6nlM;fA zXIe~Rc=eHi`z;N4Oq@G^{`m56{xUKa;r)e(;1Bw^4h2y{*U_8S#_F$gl0-|(p zqM6;L=)LwvHDaz6^zhge$kOGO$QeQFi1v5z-;Y?6^_E$yj-K1mK@brYXzpb1$CoM$ zL8P)*6@cN%Iaz63wOt5H%|7xL*kz2-fdSs_LJ~Wt)9USLvo-r7};8&t5O?5v7&6 zEpmQlGFf79mpmp`;Ycm#7^&$9HFbR^Iqay9ui4-reiT0&&pw+|q*l?9MX~i7-Cr$g zYLHI;&~?GMCb_`+d4|xxZAG&932XHO%BPf3pXYLt&* zn&Iwuh_kXlqFa@Gd)il375-8Ij;`gruuSWAr@2^ST2-7q3@_dT)n&>?8x_B5YjbZqJa|eD`SlWD4|X@HOk;rRYlmi5zrAJFI?wz;?-l|ka!Q+TFC}d)S<>UpiUG>$ zG3M%|v0|;R$Pfk2W~;WBtFfd2Wqdih51XGq*e24i7U+=j9esef{E64tJx;li_H4(y z%|LYmpXKPIXRr98@O2~^Mn2%`IMYPzn{e%AJ;6gBEx77he@P~DUi>mehf!_2Pqk17 zZ7H3e@^Xf+;=PmWpAeri5cc*sP4t5k=)X<5AyOoYiZz4r>}8MO1!x~Ej(u=^D{2~m z>Z{@cZ1R4ATe(bl1L2D#^{7xXyC(;cUC_d!#2ty0u=~(~{Ih3Ab>I{YBeFR3IA*>S zNS40lVd?y)n$DE&q`wJBM78Xbv9Y8G!Y|oHcsOhY^IdKS*q>dNO=a+K_9^GuE)e@O zp6w=;+rzzSSkBoj+G;_L40^aHP3mPaLu!Krhtq`)w~DGtHhn4cqRlM^g88}yn2BXB z%0Vi_&13v>6P`)e zS!`$5A15f-I8c3H+-@zjk1EI2zNh=I77bn=1ESG3tL!-#}Z* zb~=n|ST01$PaTDz#zL_U-UoYkQorn|5t+8X=q(a%HRKY7Jvt&N&{(8Gk8#RxaH*$Anj5#jA% zZmiP`NC7|LwsRv%Ai*N!et!6<6lH6xhSNuXf?*kN{EOMI)tT(4eSPrpVi04DO{E{l zu@N$mh*ZMrudbbvO|e}8SyAE}hPdhvcgaN0%&w++dS9x3I5*-X})?Dn$8FA*7@ zB+(Cl)OTW84_jH3JXYV`dZMCdV(}NB1tfBN1gKGdju-(m&EXQMnu%L538 z=yRrLgO@7Rl^&}?a8o2{wrBBza#XQN9-pG+qJ$u};Nc^EhyBK79^pRHNIAiq-U{-g z7n$sX@^pm;z8u-A1gN%7^HNtj{2oRd`Zl=7a{$~tP%_DK6PGK*%pbwYHo*yeV`uZ- zQHH0X9x?uiaK;E37oIDip?vP0S~AWQo7ntL2EyOMyreyu5yOl|DAmiEH{qFfG-nRd z3VSXG;d@sI$HXbG>9mGxW$jMVGkS%@FUJzO8~RUW&+hrYvmgUp@%)Fj@u7B>V>Wr7 zUWIOS;c%P_PO}!~rIX&sc^gO|Ke-lk5;}QKKQIClK#}iti1SzNvKZjxvUXxeoUh$< zFTl-*$Ez)(7MkgZPM5`kAnUjha&*B9biq#8*7RJ?RNG_&Ht@jS)~kg*xzVl!mf;Jyw$_vwZwf#%gaRi)^rC}*LWG}iVjsFKk#yb(!Sx^>v+7c=EViC~?lA`~Vn zR03@-tx)WcP)CO3l~Tc9I+iIFq45Wv1uRo(R6nY?yW&QC7dUW7CDPP2S)W!CD0ru} z4;<}{=}{!45Vhok`wzk%^sZayeX0*$zZk{$4)O(uEY^?}KF^bWO{ExOm&o-18QX6= z-ZCHtt$ui&7vor^quX_%qlJri?vrPr0j4xVFPM!*ggeNiesVgL#gUJ^%0du19JAB6Ftp~8WS-as9wOI!{F5^ z6=o}?f;UOA397(99q~6kI*veuliJ13k2@6;72lpI5eb50ST^2pod<4d4qRt5*9C<^ zn;iWh4dzIyb#aA>ik1(TGVOq9pl?G3)pGqnB8!qLukM%0S-4@j!EKuG7W3 zY}K1YW)y~=pd+HXegp-1zGs?ca}x0S>KlmW3s=t)ZHt2@?>C;$?+0@#Ch9W7z9;)x zwD~f^!#3i~Y7$wb$pLBG2(stY4E=zjAH|9;R?@-?w77~Y*9-{0DGe!)TUTy2vGf?8mlez#vHHRL1HqvJp$V4-1+$OjZiYjg;K{L^Df zod=4p3!B;`{GxeIi&%G#TBSr{We0hBbJaD}+*RKEd`|p2J|R!@#52_pd(gD{IZCyd zT;E|^L~6aMUIlAuRl@O$BE6X+M(Q?lu4(@2wOJ-($~NNFz&Pj;SaBP&MJ=^ic-1T9 zIKyoB;x6jN%V!dr5E0Y?z0Gg5&mw&sf+N?zUXXKtSru(p2y!xAcG{wjmolztn%YkH z*-AN@@*g{Y>JEDHG?7Bm^JO#E?^uN!>l9Oqceeq$7r$rx8@+C<_Ha!nX4YJEzoNp2 zzu6LxxM?A{fZ+=#pMjFX)FmwuC@$PoIq5O|c)9XlU;B8bAOcblU*{lC7u`7v!0~fg zP^q2CZw!&yF~_R07Uy`6BrI~TH;39#L6lJ4{y&_?l*`@*Bg|Q;U`?|2}nG~7X z6ILcUcE)p(@y_3bsITK45B)ZG?1-rm^*sQNjkZ455Ba^niU(&qt}a@0PaK0y#6O2> z%f@?n)HPkqN_M%S$HD&5Zt3;^O>L0AW4x{x%ho1}pxBEhw?Bbf!67a?tFV;J)T% zZ?@u$wr8{;W-MRM)zfD;6^}PcAi`i7p!>Vm_3sI>$PmSW4c36e0K&B)b_#8B2b!mY z%d9x47i$6r+j8i7EHXt`d|rL2KE==!AK}WI<0(uN#oeDGT6t96!iS^s9d(2s7EG>= zSy(d~p^l!ErFcMkO-q9=V^=?s{>quA0`muXL+r^Dq&T$G@2YH+`?aIW4N}+kksRRA$HmpFAn2E2HF_2k{ zI2IRMd>Wh0YcM&JHVE;2AYE#Pjg>GXAom2h0j?%2D2oR*>+w;C#fYop=QNr-!=(9a zfU*#LR_jb)Z3{MYRr-kYe|$m6yd~L$rs~zs>K;&FUu7;0?bZe`#_n8K`9}CL4H*=^k}z{7yge&*`Yz&wyXEwiR}>C zAOo!l%FxqeIMZ-SWAE*&opc??ZMk+{Tg5#pAvl0~45>u$p4wU#lWDrPO)^!VA+!}^ zB0cnyH^((H@trU@8kZ6Os+>@K*;x*M-V!4d0aDVppqf_M(O<^D4zNF+R~`0TKzahS zjf_tpBv(I*^v4xiP!jih{e+=@f;ErMTe-s0XA^Z`rt|9m(7ZM^8F6#Af5@P3HWq>B znzVBT2lS{odK@XAi2>y8LqPsK+gCpZi{IWH$W~JyRwI?##@50s96W`|;Ob$P%%9P6 zEMM~^d?#!ex>ej-INOb6tE~L+rhB^=x%7tKO_>|ZH*3D(sqo9bKbN~Zs943jTwzl{ zYvx}G8I=t6U z_c+$fBEml@eyk~ewNqO?l^#%O`B|g%^PwNDpnV5sRefYf-B{|P<2q&4w;zuoO9C)V zkBYo^J~TwQx&{?xACrEXotqAY+{2+hkb#z!n<%y`M|b(~O=>0{sx3FtHua@vi*aRv zZJM-~@pbDkO1&Y^O#m&+g%W{iZj;hd=ZJ&D2QmTUhL&DUwVSk2o1ekHPX1|I4;@?| zrAFN>2_gjO$@W#wlnTL_`C}fIx~KW$%Q-H~C@EL$OotU7Dkkl_)!SlVAZ4FS$|p@+ zPFzp;m72)@%sHk5@6;c!Iv{xyKE(5PtO0fV;3T`kyRTNQP`e#6a{(|bR#^o~7DW|F zd-G>O6clrJByDyNRP+z)0e~RlgTKJR#|~z%WSx#X-oaada?_;YaAV;X)r)x)uKeo+ zl(*8J5Awc8InltNml4|qE&1!v)uEPlPNn5wPZJ}Ep1-G^s-+bv7v?NBh8X<7l{$cp z4VIFpSjx%iNkL^a!Ep7m?poEr2(g< z37utaCm0uM=c^O9idEk7JbX9&>0Hz&vico~vn7|a@!o6z%~xBtuR2WQFzEFW6as-5 zq%E(fJ^Y6zOmz;3dy0n=`9J_J>%8;MEJR;|xq^kko$xk)=UYM0#vmQoFC+cgwb@wk z=Tgo+as1N*JWnQ#LLdUCK3lkKu3SCXO$XJ|yrun)tjaDC8jigW7)nbd=&YKh{0gJr z9rNN3dWo2ZzPAI?m_JVi97!It23qy=XrZ!D=p12%7tR(OyvyNC+NP8Lx^t2Sk4+>F zd_8;p1fM;-V#@Zlc2uO6yQj52%j6s6&}5S)6y6eUa@oE3 z7HQ#QKy|jzFRKA_x*C6m2{pzP+(u|7Igt9qB(RaA>@5$?T~)=KB7rm++5w#7X3ejM z_%mJ$n~))X#-0nqb8o%+O^6QE7x&KZGTyT_s4~C2vFX5QGZHLIEdpn7RyEtR8zr3t zy$Ph&A5H?M^AiyCUjLPF9-qQ}kzXwUD|Bh6oEV5>J+6N!M{R8oJoq;FF8tmDXcX7f zluE$r7j}6|Y8Bp%jU(h*T>_e_?y=V-yJAG}X<6i0Z}%w3byeBa6k2BX;~1QVSVu5x zquC)q&)o#fgvssu(Nv&nPpdbMp>>?DzGJRGN<5x0#Za@!8-{s7fKy$*5pV?AL zriISQdb}&BoG@4MtCHXSH6s0GuupbH5=$&?*6y{e4Tvfa_=c>1CQ4_AVXIo;P~|Kk z)cW7F_t=LQU-iskGT8A~rDhwtSS6<-z#3P`575VEF5V5s;TFt05G$(B0qE$N5@GWvZ6smr$$$bG!1Kj}9`E4qG(J|e_6R+(#`xy?04Y&=eOAB{7px2i}q z>5Qz3PBHvzOTOA%_LhrF6hhrQRQlxz8$Gb=2_OEsxC>=Jfruo0f6phhd+0SElM^!O z3;%QLw}pRAs-s%c8vFm#w zXc{iH%#@3gm)8r)r8E{FsY{C^85J!d;ftQzU_#Iy7Iw*FdFynw_`eE=xFg^$Hdkg! z+>e?g(Y6O2m@y7=WAb#pJx75&`?DKJ?AIe;P2?2`itMmLQf#YAY8EO$PZggR1|mC9 z5WB3G%@50VmMREv+wF3!vS>^C-5dWN^9A}n+;crIlIxI59ARzJsoI~ z9tf-0#3z+I{>zxJD*Qvqbp)wIKTDsC2QrHpJ})p#Bs(4`^l9K!>z#%YDQgtJJk66B z+XMj1U)eOgX=N5E#V&NyZvQyLkZ?TqC0vlwp6*kz$)T~{dUd3C$^qQhGiB(V8<)3@ zx#U}wVIkLkaf-`wYTV}m#Z{YVgUGMqHrg*`oih8(MBer&CR?fZs`*h+c*lmmXU}NO zZn{7paMnLPa+(AB_jmORQ*1jva*Id-o!K6}&gz2DmcUmAePyfowaMpes_9?eP|1)t zB1%N4ysCxj?Plxk)_!?fQRc$0gJrQZZ^B*sxZ(QYd;T3k0!zkrzx|yORH1%+TxMGf zZ*bjrUvuU4&J|Wx?iLnT+y~4Z{@QukBbXq)f1rq3XH??Vk;`E`0cxoy2W!M@x)iu?WA{XeEC>r3VW|lW`9M@?(tFRR%r~MZk|Az&N{?;jZn5B)HvDU4oQfKS zKjp%#7M5vjum z{>vlWlb&Kn3jTg#`6d>dK1KhPPi^CSeBnf2Ej{PB(csrPG(7uS^`f{&A5Uy}pplPd zHT%=6r4R6wWdi?GwCMN~tUM<|P6@F~eT6Zn)(nDW&Fl-kp9;IZOL_tjO8Fsi{rJ&3 zgZ@t&k!G+!z&BGD6{cpBsCI@tiRmQAb?zZ1$zuWfLOX?=GIWXJ;_SgVGlWI$9uAQM)-Rq=f!^=BKpn1Ii!m^5ZYQkl@&K3` z(|gah)3>-{@F9zaWPzJ(JE+dY?q|O;s)WbkG>{V6-8YU*OCUu3n*BP6?D>%643Nf$ z;|_s-*JX`%0MwWs8DgYIa=w8JOW35;ZtW?yTcw8=M+0#fAOt`5%Fkm7U86Sx>G$8* zLZ&G#(?44oGNb*R-Z!okI`d?&_YwqZl>DhGX0DRI9_(voYf4C=ZYyVjNw-fkaO2tS zu=THmA`hopPs34cwSj1lo2J%Z`Dm755#k;>|Dk(_~ZO>9L18+ogh_4B_yib zG*QTU-lnJ6JJE8%09w`AKeai=cHP3R3G6bF7_nzU0pdbiBJL#(y$3KyR!LdWajrX^ zb{|Ep>`m(s8#@p|Zav@N;8cm>_}~u&JURcO3b0unK_5hD&y8ovMD`|aQpSArho$%R z)?5>bftVhBv)Nq+x3@su-=gS7)Oh}ZtiW)H&XAQl$V-Ke1|3H2s}po~-+w4GDb|Y| z)>iaNO0~LaJR&M4(b*6ywJ}>)9E=MUie8q@E-92=jyr!oBcGU*=;Q)g?#*k zUc^Z!+SX-NnBr~t&?yB#_XN6DZ~F17e_1ORdp);5Gk^I&dDXuAuM?G(1f9pY-)yc; z&l|k~$^`{vM@G2DmAH!iNM7b5hlZ6>3*7MwHfJZCo%N1tBL z8?yBbAB^91i3*7L%@KKHdOnni>}@{EpPiyCtZyCZ^t4y>r35HnfSaDU=AcDWv~_KZ z70}bq@2e9tH%)YL>-;+w^G&^>F&XDNpSbxaWrB+S(H9~n;CsnvcCTPEKW&0mSyb@MB=s*MI`3=V zVAQsa*^H;yRnFgqdd86&b0bl)g%*{xm}EI#)<)}B7nDvi=Dw3`+m1F3I-^0_BGc40 zb~rR<0e7ZE64Ar*4xX~IJ~4j&hn9|0tfbF$EQ$o8mPy~kV&dflD~UJ_dMixX0}lMi zQHn6$cX$r(l3*Bf|J;F69Sck+5q3H+ceJ&-PjF?o3`!D6{%vo0c|G%{l^yWi^EM79 zeShfZ6rzZpR)e~a|Iq5d37!_nt!~PQ$KK5qn3H{Z z!%^YhxZFi4z&@~G;JGp|^}s>=AY+et_O9#T|20?r?|T}*2Ms&bLz5R!31^o#fBdYM ztGFvf34N+zBe1Zbv-0HUxm96#hw-td=R8*LT~mp6XtiEadkUTG>3C962{CA7I0hTShQzkB*9pEY!b_G6f zeTu;6i+dHv42jF1e$~D7kB1TpJOZPTLGgu1c%SgAN5R6o;lG}#vZ2F2I#{;x@v*RL zNDh0zs;x4fHZLR9VxY3OBO8y?K0_z|{2;1I&@Mq}n1>vUz+2C%~VIWuIKbh&bb1QGB`0aMk z6~&NEOs*+lS^Zw2V^}X`cFbUGmLY_;CGPcWK}uPAvOU3S(Y*cwpT7aZLs^@rDwxAN z=XLyAFpF5<*#V+Y72tkdXg|?P*b(g8q=-bhZkKb3KI?=XoN&XjR?lR3+jWVYx;$`e zAZwt14E@*>PY=<=YU((hgXeQLQDPY6L$USz-Un5Udpp@+z*}1r53-Q!w&aG4K+%_D zY0{2Rb~%SYDmx*@-HeYF_n~>5uE7@4I@nY+pwg`1w4Dwq7OryM6XVgl0nH~A7TRx1 zbUewu5ZDrv5vx#8&WvD;#PE`Gg-7>itXBl$O%%4aWI_*%&wF=3Ui6~wd!l|iQ?&0; z?vRvCt&2W_Snh=p|NFMequAEXD7a}PDP1TT0|y4H&u*#RD%+WJpOK`ZQqXrH?KqEB z$J#Qhjg*t%rtd%FR?y1h>|?a6qzxH)w_(3H=5!#ji;fSUrQYCtU4At*_-@1*AJ6Zw z6-9%Sq7w60=-f^<{CNrn>{DZ}8^F#n z_;wt44GD zJJ$EQD(`DUghoe%TvJ#<^!OJO-W2O~ES|huqDo(*j7~XTYIVK01H&6O=vuCjbdur? zj$onUxJPA=Lt&2PLGtZ9mQWTf7jy=XrTe+(IYPD~cfVKt1~e)qK59oI4mYIyG}3KF zmm+}BR$v8k zba%^H| zc|rsAiLrj=ZJy8y_-rK+@D2sLN;Q?IZICw|M?hK;FW);BU&ZIW8bZ!pOFRb-n*Kq1 za%m19`U84}5MJ#P_C;~*%1(F!JF1DpVdu~>5dG2JQ59xh87+$?* zw-|xVqA$mq5;$NU#o9Bwzsk|x(kkb4v7c*K_=Qf3_iM$YT+u%2gUpP63*|x6z~Z^O zNvCJ(LoZCc<3?0P<<>*u`I3vDDpO1{)3*aBK0bGF@X8gyIF&A$1ow(?jkh_7E}H$y zefc!xkKDE+Zm7wJu*p5kZx7Gg8&I8fWsCpe6u^8v7tpQTsn&yo-3LjNru!E}-dP`8 z79c#|TAG_)e9;wJA=M=JyK>kM;#D18rz?u!5;3KYHS2!sTa!ro`ZSc(4be~|XoA=) z42|Vd<(5FPkMwmXW--=1n%jW#1#>Pc0#E3N6m%r775MzuucO-KoY2|kDy5ZXeT0!C zE;*KZ`@K3w**I!C_YO)wX%rbz_v6K#b?gWScZXhl5H{BU@WgZS67qcyLJz*as!@P+ zLQs|!*EFq&Wt{sWX%9qz=nag%34-=j$vAhpJX5_mR%Yg`M|l4@a_V-coZH~ z3a;_cH;vLczR!wSYu9at1z~EkFLM-EAk1d!t*wdt+seT2!CpDNvp4Ux12Kv!@fq;+jVA~k05Y{J|4a2AOT#}$ zjE%87CTSth-aI^4c(m?a79g=@az~4PJo2ShTQO-@b!Rp}XDorrCV2f_LV*5uw)Lch zFQdLu1}Aeyk~kv0aFa1eZRr>+5FTaRxjhDM^PywySMW13L$&T3AFVPunVyl5c>1PQ zH|2kGC1M^AEmacU%1z5C!KiK$(az=CHcbbdHwpTP9@DvsWqZWuR65W0O)CvFD>eR| z*>N;FmYULhWb*TqB)L238y1LY!06EamAi%W#3(l3A_L#)qNcs_yC-vy)gES zrDj`_v)J>CnzT+n^(R$^#vGmJ#cw#5sRo~@5hM(Dj$p!2M>>u78D95hYH(APJkQF~ z$0O5D@wyS)xXIF6g+{OpKazzQ_XJ*r;aK9L!nnx@OGp!ARz@HhH?yyjzX!orAs2m&-Bry1wA9y2HB5IW;f3$%J&^5Dz2YXkwPb9 z)xOg7Fb;(yKp&Y0_>I?g&o;s|ZhElUVi@KEo2kn--08~{t(TNo;pNLCVr(<(VThTF z99fDDjrGXB7`mtuB2{zOBkq5n-10Mii~sdKpR<6X7PI7pf~wGkJsINBTajAIqIKKs zz18H~P3mL^hEG~#_0l<(8oF-RX7MoxCcSzcNpo9Il@X&>?Dr8rR(a;X)I#dhH_?ma z)ByfpFuLQ_l6mpUO06YF=hVTbcz{U2)t)6x>>?|MMEB z8iV7r4Y!x-^S^()Q7s4|(r|V*Ucslk-{1yu?<#?9Wi*9aig_DXBT0(w(*JQ)SKb%8 z$h%wA(ojCP`IxGR)$s~^`=wgy;w6;Pl2lvIwv)gta#@`sj{zUW1EWcPT z6zJxznfZfpV@YIqQ?}euWhf=U#~Z;F^14}?r6f&?8y)ULbQ_s#a#;7Lr9}v4_<886 zs`)a;LeV`@v$`QH_@Jm_7wU21I<2oyVCJ7*&6v`RE1}ZN5I;eZ+;-Q}9m4=kE33 zY+AP&>?TPE(rMpIy~Dz$j#p`cntsZ{|J8&%pLw+Nc@>&hyK7&Lg5iZV3x3g+efck zq!~zWj@znz@c@o!=~ys}h3mNxTC8B=9Zy8+q&Zm%rK{Hu5(A??*^XXw8cA#j5owh2 z>zlT9Zsn97S%~`yjJMzJ1ngz|1wm4Gvu3TQ`t(z+t9PbL%(9FZq~~)*LhUU<{O?{V z`lLnImns^=@U|98YUc#N0$fH>u|=O)0W;~NnvKu}@Jp)iFV$y0sQSv=o{OiwYqT{i zi`1JYvihm-u)e;5;RW!;ug1Qo`oANu1k>3w?q+eX`aTj@#S zKwu&~eXBR(5WQ;se7uQfS=ESs=5e4VxInNigu^J9q5(J7m$L|U`rl_ zo$wJuz_bRXt&+c;%sSTY4LbjrBv?!}G{zX)a`A7D;?6PUt@%oCeJDV`!X44gfqbdnz7)~!iHv&t? z#NUXI*0H9s^HNr+vx)f}8=J<$#dt)9-ZnU!UXujPj1HQDi-wDkTBT#}2R^Vl3M(#Q zNh4jfoeaiH2Q(fB=`QxpA1O6G?ku`l=C-0VDhrJI=I6`p61Z6H=Gl3?#5iQSEf>M# zN_|io5xzbfPPDpYg|AJ0Fz-A@1+{*s4wqbMC@u)*G6}*slfg@Xix9H#R%qxQ1yh{{ zmH5+hv$p(g9_La;h{54(Tr#mFOC!9|mK9atwb!DO@j9N-IIaE^XHUtXaMKdv3g__t z^;zAFh@ZnDEa~n=V7Q-4Pu@>iXp|>@Ef!d4#r~mw`Lj>+HI_3vPJFoszbkUU z|2FFP7H`3uXF9%H95ox3o)r+ig{i9-Z!esS%fqp2ZZ!+44RCtJ`OAEG<+;f*@ll$2 zgF682!`f#7>wU!!<~O71vi0TUq7DWaP4a7`pG_X>0fi9($dn9uD*a+caHzs z_X>w1BqRm%?DC$hAEDHT0mKMB^jQ;o$m<@s^EOXR58+}vx_N!(URlmCZGw|>1^k5o zKKqUP$8f#5w2b4jXKZ>F0HwY;EahQOC|Z$o{t_l?PoYt4?|zr8bC);t-9ISxC>Tk3 ztB)?J&t*$1ncW>lv}V{e-ZmrJw=k{NV5cPzO)w*f>r@R@heNWOOUrL-6D|Tcv%^(P)iNfN z9xRkUJ#+SS{)LZmlo#`Pd^^kKm?)_f?tt5)W7)K@9%eAwR19>R{4)%U|?`hHkW2fqT?+{{-+n2a5A1c&Ueq9 zh`_+g-pk?!)Lv9IyWSVC)C$se+l7wM+X0#&f@!$w>=)p-wnXuNktTHRk|#J!9!GZ) zdsY-d6pB%Jh{lXjj~&sWA((FuV=FcSUHXwBu*ESsMk}fpI=8_U?_2W{^fr`}wBD_m zDFqI;K$CXd7Ynqms@8B)yb|TXs~eQ*zN#?tE4lrSeyb-)^l6>7H^$7^#o1DAHB^<; z)t4DKry=1n&<4=+2QE67@Yl1x5~L#)F|eI2YK^)Y=chST)J-`Lg81DCc#h*`fjl_l z5>5Q#6)Htt$SwHocagB2QbtvoVmfH;%AXbu$12V+fE0FQA)m)ayccqFYoxIbHWc6* zwJ?h~PaWuz#{znbzu3z*cez{QsZ5S`Zx(1+B27hx#Um7Y(tKeK6UE}QEf5}Q2Y7)293SOPN+|1e)N93^cMEcE^VSYc zI{&G*gD=dOu9=M!3GOZb%$(bI<@Y17j7q;X{NGoj5nR`3<(Ay z($h%7ZjmVWLn*|Kp^b61?yl;m2gXNS+bkp5ra2l8j%4`Sn_6Yb3p`{Q-~Wn*Wjetl zmFi9`rM(3PqtWxrdz?3aSsnlIWq6DD*cyPNX(fdxTs$YR}y zA@ldwtfDX;?$MRGdnJZEP1FF=L9+g5tQ+I6A;!q-0sE5c#?A&EufuubdN z_+jt0UmLtLCC16kG6ZP{nOjBEVB2}88iBvzA=cZE`|Q01&axA+cAX#&yMIPuCwW25 zz0%e5?#R3`MnZ&I>A`^O8jB*=ffdzpBT|XjK8ECGj8qBxw78UK1 z%>Qt{(?!?no7d>9jO9fKlR1{wHqBoMd@|w$KG|Y~G6* zK%&vkajQk4MkdCI(?gH+Ckb|()8;Heth#Wp;;cvUihabu^qZ)`kHIXP9r4TAm(?+r znCs%ZxAOuucjX0&%#i32+YjA*-J#OwXJ_<(jnX`4M^cGYdgxbRAxCdx=%{zksZnw54ZMVK8{`r+F#yUaI&#)=!_Crs_nz4Q6tWIkHUq`0Ge>k0V zY>&Qs3=wpAX^~0b7wlmfVzE^_?iIdFEd;u)%=CR8Bw?oGn=U zok~}I;XeApcH5%cY3ojt^0uoL;=a&*m4LpLMxAAI2iZTChct{^(8e^UWu+ItL)g9t zuSm4#HL^zCS(OC$DhRY6+t|@ie;<2`@5~eeC6FG+9;3qLt-*)sK1p;W;P5K+c8x|e zcQ%Xqwow_tt=JgDdTYtC17I9rSf)m{M6t#HmgacAQrOxutntwqedr7S`G9w*zpPcc zwr?caG!Tu@X>rCd);=NNi$#xnNaYb$XByy%=4bFKQ8O9Ns^0rS-m_g~| z*xeG;&TkOMY!m%fy2>X_?@9RwiG9<^9%PQupttDKewBa(t+CDUYoo-{Tm`;wWMQ<3 zgcyOpp8hMMosH5MN?)4_)x}6?n zUUx;TQb(+9w3~MPowBePc&1|Gc!(SN+R(Y^!tvr*gS)$>QHaHK>Cli}TN2+_a8Z<= z5Qn8bB`kLkddEwpQ{S3Cs^X8a?n>r+o?T|ovHBd<$HvRNB4=p8D^uf^rQ4@TxtFI$ zhNtsONm=fSh_|SGM+?*m@<)H2s-)z2BaCBgzpK8`1UZYb) znW-SBb6?6yl0o_} zWS?ZOYJRtKulquRsW=7y!}$s&81p6;gR*%mUjDVD^=;QGy^rzCbY$@G)fUx&f*hfa zA3yf>lI4)5v%8zuSXaT7Y{639t29&m5*nWk=LJp!Qb?aSX>R1%?=cRFomzTf{aKMb zrK><%nsYO!X)GzSa=T2R&Hc%Qul%wzoDTwds`P_-O)W$FlM3V%JNX3L^*JGvL1^)U6o(a?mB$iYtw$$e?X z`z^_Bm(p)Nm)4nNQ6V z_UgSnKC-m0x_dLnjyC9t9y=tmebq#%>248)Y<^6tqpIQ*V2C*`n=Cf7&vX<;{>&FX z!8?u>jXlPtyB_$qv}6HNyOlbA!r1bS$iMy7AR00!JUq$W)d6ItZ7i>pC?%>k^%LBx zks!Lg{mfXJs3j%`qs?IB#_0S{mS(z&x-ag!!tdxc%|ja3zlI^<9a@EU zt$F={4yQ)%)CKbUq0jQwp2uo%EKN*Y~N-{?)e~0Akla5iSK~tKdB$p;@Xc% zRImO%oC!cMI%<8#a`4In(4Lhe42FOL4 zdsYWszqj~uqGf$$|H**Z+Q8u1n+dVC{7T7A_FKgSA8Q-z?W3uJFfFfa4-a>?*m~b| z?m?(Si_b#puVaf>Dmhq+UPc-ZrDXc?n9Dm3IP0SuBi=|NICHk}@HOXn%ubB%?Z>;m z_{U0-}5O%Y|mgEGW%){ z-SYt!1qZTxf$1|ECH6`_q6K(v@RQwgxwdx>* z#?4+I)2ejrU(WB;xfD0_Hu6P~Uh{;%-^V%q=%&B>h0(?1w$Os107(=vymg~>Zlk?* zdP`Mfr0@|H`CF#gElw(ozPuAxL<%@dx)CF^$>Hco{zT$d4DE(dHD{FE{pp}fN(;#8jaoRlxN71RFDx#9WefHIrS*NPUSlh871BnW9zo2kr- zWLx8Nw`5m0-)#`;q_<-wKczpe-caAL{7P}G5Qy@J7t*BHtA!Z`tR731V~sLY?Qc9P zLDBjmdZNM~-LO#E(x*?%@-(mVsDdV-6n0b3yFylUEPlUn^jPzmX};HAZ&Y;2L_lhh zb55*VR!-js_0q5<0VT2V`hfSq)&zU8Nsi{^)qgUnQYXfu>pn;0emYTZww22GQ;C5E zAH}0b8pWPIXB;$I7nJ+;FOam5V z>v=s2b!T_GJiThfRu4zH#(17P!?kozP( zfO~UXZ{p=S_i{37U+3|~-bKwP%;!xQ3NlwyzKC#89+v?3-Y1yh)I5=!M;+1{yI3nIUM@>caL+$0aAr_Z)KCQt#QcnOyz}q?SdYc7<$WE4-NrvmA2#xI; z9XX$BrC#r?w+nyLQ2?JS6FocXuf0*vL#6ka;H7qXWG^sKu_GTJcA{UubPQFF6WE3DAnli34hWc0Oj7FP!x8scybg#obX|UCc%aaW7 zJ=R25*O7eYO}wi4_K6IqTJPSz+IvuVn4|(}IKK$fxz#BZ z>G!D=WPl*Tz=;T+;+dz5ed}^tn5sEnKs>HMM3DFtVZpN zN;L;G(OGJhV8Kfa=XvJ?pFlAi_t!sMs3qil*{R5q5MqrN>nxFAzp5@u+FPAHY@sK9 zXh^s)VP&247pw$SfxZJapaWMRr9TDO+Z&s5=zY{$zE5ZjKWVd{FSi~BNA|UG{`GxX zSu|{262;M&byORhV40?M3(&WtdG$L@dcxmmibVp>FK;HUw1`k?GcH;D{kDQqnz{Qz zp@NL=PHN^WN^aR6;hAJUSU4$%>!c*;_v-o&-F&I&OAwFJ#>4^3n_>r}tEn3y_qUJI zY_^n=z=29{+S{AX(|Nv4>eZ$19lb{hVcUNj?DOIE>Al%GTlxPOu9<1O>p`^IE$Q?D z$oF3fIRt9a_xP&ZR6`eshKwY#bsZOKSs*4*^x%ar17EvC9~bz{-w*7$Mt;edn3o8fM5` zedkwvqhycoVt?JtsT~mZjeZ|%4?jL|j4LvNI2{y8GxYq6&p){&Pm!E!x-Y`y+Wc4` zD|b9~zgCCEn}i(444&oE`^6r2SGoK!qUof^Al;b9t6@L*(^1VNG;WC^u^t0{{Xv}C zKAX&|&@#cijaw&nu5@*Bp$zZmBDa-;I%~?;m3dS=R%wo28|$gQJ5x(mg!{5A8TZ8% zRlRg(iq=o`w%0w6mW{A2MC|i}G)EiEPeyzJ9dpQiZBD9dbXMwpeaU<~t0?t=jNBCJ z*S<2O^y2Y^h1wG;BZsVV)K4;g;T=|Jectm95l3U#T9(yF4g)Kp zkF&p>)(ym)qjV%&x`Airz*)pf!0f~p{_-AyG;>fW*c?<`GCebKL-|n|qW(E`FL$1< z<5o3XpmUnIR?=WLRDH7eTktocC9&Vs&)t`}Isdm!T(TD%XwM(*C32(lH|Y*i?U@UL z=>C8|>J=}`&w+8*_~j0ckO*#x@c2qza>T2scy0O?l2!ugKDaKEY71I;KACxEY7wR_ zExJ7Z%JRF&|Ng@O88DXr8J@Z9E5ZaF5B2jm;wS{ZHH&9chnKH=7((Pq5)7B?Wnn^e z^gU(SX5QZtv!ZvSkVkM~E6esjhS3XqPlOqfbV^BO;z)sh_4>xp<&(h^1)$*IuB37L zdyPg^-0U4+H7X8Lbs#b76iwh6`FE>);*CnA^au6qqJPzo&IM zgCS=iRf-bXJ>hhh_JtZZxu8Sl$jTl&A~hAXhG2L~=s$`FBXn)gC2m$qK?nTpT3p9t zjtdj$cZ5uAR;fNU)x!tSa3>#;vO=%1Kn)!aY_n z@WA^YK_B=D#@=XF!;78Y-AvN;_2<}te6QPr3>)WJq5meMWolI}+@R(c0Zo>{IYXfvU0fYQv8$4}T>f`cQol0u>vx7<8Tq`x=X*6^9x z{R4%xJ4|9k+xiJ(C_mXI9hmfOl+?MD1v^gS0a+?N>tL*mX1fSiG1!)6`Bzwm+bYgrQ*&$qev z_qGgqCyaVvi=L6WTjFLbvsd>0YMZ;Hl;gHWtVniXD)h6jsKm^l4xu%df^QHl%&4l= zf&Dnxx1v{kX@VKmy~V%y_ah0(J>uTX_NW01rlTGK37OA$4v)>&+FI8WL;Q;~@oX7FlKGxzFU8)&SDDP@-&sU{6WKbu6m z{P64we_(5wbp|8;?Y=HJH3Q-k=f^Lt3$vmaj-2mkG7!?8kj7h8a7n*){U;fY)35*G zbk~`5k;r4GM??Vabfih=tzu8DBWeuzt2*FDvAX#lzinSEAupXc#Kct`&O8lYf(Khl?J~sA>ZnJGIN>VI< z3ys%=kPi*iFt5p03Q>^rBDkoQgXKMf2tD7ow(zCVsP4&pN3cJRT*h|#o*wj^Lt4%; zBh*|ph2VH^G8$tbgB_$E%UetqEyAZeXXIepV~zmsr=TVKOiZ+SG+D^}R8J?91ib)nb$D!1*9%t>E=2Cug=6p|U>mL>DD-2M~seOh*z)x9GE6Yf zyZ=7>-AIj_Z~zZCK}f7e{QO`5&o5)lpKc&P{Ce>9*m~@{Kx}#}51*A)>H(55t{fQ2 z1~ecWb>-71ib#r-6cW%L=5%)|8-F(^m2o2i9^k?3HG?;#A*dOfHi(y#qWb3Y(;MJ8Q zzlGtjv9I3hGXozV9~W>L*HAVYMB;c#*C=BFwcm0yEu@Y!b1uhbvsE~?U)jW>+&lcU zy=p}6QwHX-(DTz82rvSPMYA^FRb#yW!~h9!a~ zYYxn%^PHZg$K@o!RkMN0YF`~OLRa=Ny*m%n9&QR<#&B0I0L$v{$~9D#mk`M?-y0d* zl${Xc|8Od2!xPL}_vz6oqm^)Ss$85}{)gwNPx^%q@_dt;q=v%!kSn51f z*A9$rY_D-d!~8Ckn2r`?ZE7+^eKV4Kk8vsB@sIA*Yv}SeA5tno6O7}pCBDxfN6kRp ztad?FU)Y~;em6PZ{HB$Mb47B@SH6)os`PY(TW{FqLl;x~St3Zt)4s|7Aa%L<#l zE@Dme)(_NM@uh3$m943UtEAK0x#N@?0u%E_OzB6*=75MhqsoI-`Z?+nT}}^HPLG_f zmr7t42h*?wvg0KAvoqfafPN@nXz{b`hr8CoS?9viFB557gcnC~|59!uK>>oUrBJY^ zX?iW3!Sm1J$!`=g0TmmpIW{G3w-Zfh9ZAt29N1Rrk+)+=1+bHlAM90+A=$=ay{=i) zJdCb%{OqPbzOXq}P!|uT_O*Zc+k;VJxd;dF;yhPvR$@C3!u=h>N*3c&tLP}jDqjIu z;f(8dR{-vNH8g4*pZt7mm-<7opX>qR+QoQMb(+uWV2EU(eQ%xn>kh?R->wzU<1g;I zSxC?AvCT?nXT-t?i5XgB22Y++pHC;~!fL5Qd~kggol&d02x$eS;Tk)%!DUT!I~SFC zm}A7jv_9tbv!~2A)q+lvy-t*ea^6q0|HFB8d2npyqEiXkPGBy%UlgP5``@ObGs@z8 zo8*8+dcyAkayj|8ujr?E8x{ocC7(y0w1aP(Pl;s3)LcXUo$rV+S*hmL!Jc`+Z3Ri{=*RpV9jaf_91X)QaH8^H97aJVs3HSRnf4t@0-J2X#WHkI?V7{kK z!_Lou=iGE}!jcu^QfY^7-{z-S&S`O0H@FE|zXq>GxUNW+mRk}EdKZlqdZ3{@-S@x+ z2_Z6A<-x5p)tAA5{Jz`DSccub>2D}m2P&cgf9{(!cM#Y23zqp6rg6g%>4>-6b*!c&#LRc}%QA&(mR%AZuV+l}g)IexyVt z|HcQbLOmFj0C_#m*qYPk@!dacRst3vgAS@J07_jMxodcd{A$!OPi#@}`-f|?`h4z~ zyD1vMSf1ZDw;hlj*CxAH;zwl(UQhVp-N_iry?RZ$CgQHf7cciLIzEDojF;NF6X9@o z;tJJ+7|8ky{xE%r@!cAYiShOoVByi^EBvhaU9l5F5atO-K?nGL30f>`v1SnM?JR3j z+{L-5RapUzM9oyA?DCz@MXtN_&1hQ9mbDqpKgR~k)*iL}hcgH42eqi?H6%}i+kA7w z8SFK$#k(5YD|;T{C5yG)-8+l{cDa-Z?a4hNF0YD{|HF;B;8jdBHy@SPI~HiDEY(*hR#BC!d6Rp5hP_AJc$lKY5o;2) zJ=jWvZP*RG1+*$wX6&#qwbEL#5o&v1ht;~HnWcKM9k`@7_A$v~7$d~?Tno=Iv`zlK zb^D*hQ+#coVh#DufTUwR^)IgX($x+9oxF{6jT}J#=lbv2?In5d=jktpPCo`XlfXmc zhuT}nZI(%w7q0Kv(y`R@nx?nCn?|v9Nv*NY>nH^!&6CQ%bA@9N$4rmpRx_s3@BpI{ z*v3^ugOaV8x7;vO?H7%GIiu_VPqaA;Pv@<;Ufjmxl(3->B6pR+hBNH5;(M7of}C8x zjs9Q@MwR1c@ACQ?E>Nb%j8Wh460XoGxgD)DY50UKSA0h)o@sJqD4!?@85!V9?eeHZ zYh%G1>ruxZ)=26D7P5I~dHX%Hh!G8kN_Ux?pIDk&C*L@~JYR5ugUC(a@H21O+@#!y z4$U@t2ke!VDtL+HK0__48AMpAF%g5E}YnoteemJMHQ>s2XKaO`=1}yao-& z4$b=$fKK5;GYQ8A^K~3Q(q#U`hM(P@&UyF)*_&+mbPzX&8qd(B;(f%)*{+qu9%n## ztZn`Y-{_ssrbd8FFkbr6ZTxf9uKxC9z@~`#M?O_ky|wZ+LnVi%6=H1LjwEg+d?v>8 zSxn-y*o&i?DsyAyd|{}NAl+cacl2GykxNf71I_ zQ!b9A3Tu2DG0uZQd1ho_Il}qcPd!XIGprrqAoq*Ld5y-gc zwq~4ry=wg8>(XkGn=F6(6=gjHJThp5$=XnL`p+hpS=kt~p#`k%mQ#V&~ zKJ@cA#LNEjRWtOR$d1_4PuJ__VP(5G0L%-ls`dpuL^Qg5u(!j)D|{RuAl|FvUm+_} z#A?*j6*4U{@xdBRK*D$(yf8e&>@!ZuTS~=Jr8r$Qeo|vP4ar$Ua5!ydp=m`8tIxj= z=A03$%MvYyH>tM_9Yrh4F;i}ds)P!ayjX-3@z?E(hcu+!)xz!w&7v!**;y6uzDq>T zo^!7*4;$r1(iX(H+ z^_A^OLkOtGTP}XKU9ns!&-L&4i{asMEicCz8RM@=`1D8SfCxJXcGnALd zAHsF-J{B3s75y3)Qp@3&3a%(?*Y=?_=JY;!-*?K8(BCN%qdA+oWZak|$`_qyB6+pZ z=j6h09 zS6Jnj8tvJF{(qjq?KLPnc9c;MjqR@*i3GT6Ue=7k(eHz3(LHsur6NeP3JX;uj^kGa zKDe`(U-5x_7ll{19f5LJYUoDv)>sU{+x%iYNKc2exfPPmb?$jDI%tqgb)791>EdGg z&pcVGSkhY8VkviR<1|!lur>TnRjfjd|7sfPY$HUTE3K|90FmvL`|~ZkSI^`B!&#}W z(zZqu^t-`$Q_*o{#FT0{3iCFA;5Jkb>U|Ge%pLkiFFzM zIPtoD-9+OyAeowLG3_>82l<8lRTNL^?-bBPA7|Mj6zIF>#dmHgRj~yhVe|93&_2|G z0WCE%g>zPFweJe7FC29m;T1Ek^uE5Mo*~RM#3y#;m*Q7FR-Gq+ZJ__g#Z@pR$zYam`Hie) zh69|oP=2-9hS87W+Nx7l4-_Tv0U#9n$Ng#zA5#AC)PbSM5W89`v*_EIP^aW{Napw} zGqmGjt`z=&bKsr(sy1OF3Bot}tLPWyGja94pdia)0NC$(U@huO&(5%u<<{VG@K;Yd zd$`B*fJj_vmO})Fk1U;DtPEOp!p|lUF$Nw@7xi{)0mV*BlTv3CONO1fG$Ld zt6G}*Uq2;^sw>5*plvq>N_(92LCsoC%|C}7Dm-@LMOO&qx^iqWwtceD1n>!@?I3YQ zqlsEMm-Jcbeqo2VR=Tc!-8Qd#?2YcKu>;~|l05?!|EnReoIWV?0ryO{nnLkZl`}y{ z&d4kubU4$u0f|pziMa|UUz<2$s(X%4?l{RY?}IxIDrzcx-$qNW+OjNQ=zS`+%y!RG zFeP*ez&YYk7&!W^y_{U+=y5wBm*>K)WN!E@``ce9&Mn4^4I~h3asQMp{ z#23ndhQ~oikKlK}@Hwwa0PUfau+`FJ@qxDymk{UB>KM*_@0Nlncq%%hzw5aKfC|%l z{sB$gpyOo*ZH9*UJvD)HTPf$>S1w?UK>y*WVCvQ@zr0M#-O}fAlT_Wy8yQY1y>{i( zK#)q?Ckco#&4}1R1@{HMw?JyiD*k?1{=8ncD@U|8?&DU|@`D9%=z(g#m32@q zq9ej+Y-*Tf`HUZ+cYNXKuYd^%vBG2q|iPM&swHo_HIuV8|jVPQ$k2SEnUTXQl@?rn03C&UKN=yc7 zt#9=y>LH3W%lW9xtO_cX>ph#MYN+2EdxDpH51fRMkpO}VCd*d=SAf66BxA1cTpQFx zM$nUNLPsA0xH{3agI3X|Cg^uXOX^3q{E_+Z_{h0yR7@8!MUKc#-5E#vCn>i4>7iDx z-nIux2L|Kzf==(Z@TDQl5@e(p8#XP*`Aie>dsVKsERU}dUMmfyU(_6?ZVhryf0khB ztkFvR3XL*1T-kNR#@1LTOX}z=>uEvu+K1_QEjnD@CcxOOy7X4*^(!Fh3F7m1d4ZLNfywkkTJMkp@>D_wO@$lP=rCG3A{nKdMu+3seP>1%X z00op}M&-e^npHN^sWJUO9Gx^Zeu~gzXEM2{iv!CYFZ`N2woJ~Z z>28jY`N*L=zOjJdibc%1-fTN}<&WtMfD%H=NY|}Zf-9g_=j6|8Kkp+0Rk6%=ED%OR zO|1p8DMW?sId{woo}SP{6oj-Ig$jS44NdNxdVX?s|B6Q%#vBNY4(rdQ!=Q^stIN!k zDEn;P&&}}qHNOB>u%Dr}w`*yh529#%_+T(aPr)z4zMg-;zMbAJ64wx;u?a$^9L&LW z<+vgbMqdkM6lL2oD~M<6E7HS2HI|f@?luc`0ej8%Ra%;=Z>M=T##dglPu<~y4{GiU z%loX$7cCGl@gQURMjt&j`~*Ft{Ns;zG8>~>+TSjPbn%R(7~=Y>j|(~f#Ckl`K3c2U z(%Mik6e2w|?KkxrOSDh0YY=hSl(Q(rWr>R}ULU;;N7-DQYcP)?w$Jta=I-2fADs|D9s)e0`H9k}TzHeH=f(j7iyi z$S6BZ0dfcYn<#up;x|?_6}|~*r?+cxVp>fsSAuV+pv zV}z5g!CT^%UR zY(fjoJckR1d@|XFNsxl^NdT*t0HXhEixvBV%H-Jd=ilz0KHndgOeL`nJ0z4srBhKprdRLQ>Zu$%kYvhS){Kf;AMz%g^(zSj? znz_a{@#Y!NTRJd%rr7rkJ>t+kJS=H2SvK&n4=Zvlv2%T&Vm`nb`E!f@=6n#?GNEy< z;q2=EIY6dG3cF4#oC; z+WjpBf_oL_2WJk-!!*lP-=6AoeAAd%4)PiW<@M2~E7BzMtz9_jYd2fevIO)yP0oGw zM6Pw%BQd47Vtq&TKJ78bF&ye0Z=UtJNLL_M+sc8$FoPe7sN!C_`H7(R_E)1_k~ z?WhdyQ54Nk7x?Viz)9kS-NRTDjNx4?ZnoT7kz3lyHa9~%&#p$A-{-BqQW91QC;Bak zc-DC~wb0noiY_2uHD96sdHyy-+CV;Rawc7Yr?DmT>T{P)vIx^`u6l|L2fSo;<)~;T zK)v;<%S-M?n`xgbE|GPU^O*iG{?~ymGcl~+#AfufBppklWZ+(Y#vmkeh(jJa+yOs_{V55Za_N0%?zBwsnRm4^u_r*~_=->o>kPg;#hMJf%wiHA zFZWMx-#GsG4+oT{c)4w=7D1Y&(4Rqm?)rZK5kc<0vH4^0KjJIa%Uo&DmDcR}tlyfx zCOodzL{DpVEZ%H$oUlShc+PpRTJYw$EaKB%NW*z>sA30Gf-BCf^rL_mhunCtPWV^h zd9{5N{?)>)g?|7ARe48~LreuZbLw;hP;1+ax~K$k#Z*rZS?apbNe1K8@&5qUt$8%k z_L+$Z+tc2m(KO=?+;zoHhv_yjCrCJEb=m633;>cXSzW6K~D=Q+!L|VK$QsTM{n7 zzyptzW1r_#^sRbqv}?`^uj^Vj{vno0*xi8%wofTY?!2h1TB!7B*6@^l<2%B)5^90g zNn31gLvA@Efx)gb_^)CQV zt9Xum>zj9O3H&Q;H5fu%(mcxb=NNlBW=W3c?5yLIkmR;&it(2Dp9QVw849O)utBO5}{yD>Qj$WQka@02R*z70_6# zO>X}HF#Dw9uQK7h%CPBh(J4YDpU9Oe; zO5Ex`7mH8SqPMxVw?UoA#q;=_ewF4LrLEjo8?He!8cT~I9-jn?IJka(n9XMB!R~0P zPCFji@N338J6&Fj2>!-n2H-g!n?^Vu_1$>qO4Un|)UcG6iTH3wM?2@QiKpROUV0!lz$t)yqd+d5tvk9tv zscv7s@padOb*ZMaEY|SKuHYUSM<*PQdhI?Kd}GvnSE*aYXwpF|yXD5=y<4|mOpnI6 zO>@Jy+D*e+OJ-8y83L960A%&=>5BC~hqrNfbHTr7o@*#)a;*VS+t-|t>FG|Yi>Gy{ z=t^;^W_4Q4<)^|+S+zZ2`Bxw7;Z)?wyyLcgYlPDL7k&FiU0rK;cQe6Z=QJ@w@4_hg zfdJ?G*so#IegXdg!f)Y5*RKBn;&S37!a2!KoOB&C>)N?}e^I#6JU%wsfdz|UB8+nF zz&XkE{#C&T74F00>Uwfd;;HbXAH#nEygY91w5Xyt9(eiYnL#Kx>GF?3`PW2zIi`Fs z)1+9Zk{DxwlqzxNbDqMg{5kmBZ{sU(GBk{8HotH``1OQ>q6r}`xX6^Uu;z& z2nPc>_xGrio08^ckc~TD184C~l%5!pI3bivaT9HJBjw zTx5dS&tGcjbln2p^TVwSw=-JX7~P98AA6i*gU4FT5!&bzBG^03(_`q{dir|Q!CoyO z<#tV+_leESLv6Lpw$sMNfmS2U-Pbt(06f+vm!MvFgxp%(1xXZnq2uFtC%-4sx~~w~ z!F0`Ybm9;<6Cd-g8Gbt0Xwu82>AHOF^D%3d1LYmZ-W`XhdgzLCc8^0T#Yb5i8srw< z0`TRfmY%v61^&EO)wdGNE=G4v$pI%)IFB0e) zpM|VG$1}}$r;b)vY`N>-@ja_k{t(Ma{v2HDQCwW=2Js5Z49%Y>Xk`bGI%2lYvv;U! z1N&}w5QWMJzmKP{<68QDh`O$vwwC*?tgbS$pW&h7fOv8L0M@5PeRJoe7bvQ>qYPAFfsA_lSG;Lo3p8H|>ozits`i?6VL36Jg>(0CT!8+%_eSj&YAjQ6Z( z6r*-@)10}~7Kc-}`%c<8{Nl4*C?R>qdYY-NX({m9*!j;4*B2uy6lZAv03g+W5qQO5 zvimixDmQXuBkucku6EWtNS`-SIW5naNUt4Il;q{m>X#&5zZY?A=AXp+kiFF;*=rX& zQ$0UlT3vHcH^7TT+X)z4a7}FK7us_Vu)IIJn~yuc`TQzMia|@c#h8*SDw6;v6nFAM@>3JWpY7qi8n^b3B(9M4gJqDnC!9Ue!ET z55t`~TIO*z!=c#-=uheG-n_$7*Biv|ad&ZW8baj9A7uodKb2()ZOZH>>C=xab!;?? zNyYct?itO#{A~w?{{T4^-S}e8^TvAoFj#Ezp_)9q9-lb(6~$0cl(57#Fgei|`k$Mz)KpH6GDuZNcG`&jIPiYTNoqKYU0qKYU0qKYU0qKYU3FUEyO zgmo?1+xBP9K8C*${CTL__)o_+iKpJpvskfKEzS~h?n?9=?NQIYe%*M$k>O287|+?H z#(&*4_-*1*_PJZ^=Q@lx&3`0g?zv>yf#2Vn_p)84y+1N1P002C00ewGgW`RS-n)4_ zUPk&;-9u|52H$WbRS}GgWUk}+^IdkA@GHU}3p{&k6#AX+i+pcw+85oCZ7B-MPQ*M6 z=Zg9BLh*0eHEkiZD~Gk8!^`%l;v4`~k0<{7^{+*>_@bW?=G0`>Jlm_QTNy5O7i@o} z>;M8e>JtmjE83s5Zc*m4VwEKqbc^4#2ghx5!_welQ^B0$@ve=xT^~n{ z!D5~|*S^ISq!&76y2o`4hzdQyXGul}zI*y|YYq>EdWVg*9U9JC6tP_@)m^^NwLG-L zD98WDwe>U~)SMnwEiIXxe6GL{SmUSTUia}U#+o0)-vA3u2J-ge3wQHX0bC>CjPxAh zylTcxFIBlS!!_TNBA+tl%I|-v#y?KgjX6$Np4ToEpucx(omH~;qK4rDI`$Qo1XNW60pZFIQbQZ11 zF%+j8Yh+UJ+~ZHv#$=KWJ8W=Eu>7#U-Es$PpKjHq<6no?7QP>gQ;{XqAc9hsP%|kG zI0e`d-A;RSuFt`~7q-;2ol+acRFhbk8R8uvWpc;|)s8##tW8%+ySMnAr|5V7ZI+h= zOaxixOe=tUj;cQ@l`d&J9S$l~_Pz8u%U>GX{5|n5m*O1?-YYbK`Ey27?oYM15*Hk8 zDmeV>veLh3LmmGBhv(L`->_js>Zy&FA2SWu1f2C8`c=<~e*~cTKc(q@CR>>AqrE{l z+1Qh{n|IBO4^LY2%^ykBJ~Mcp8{4vlE$zxir#~X^2adhTt6a4e*~uzyoW0ZA>^>rR zM#_6zsr5$kBa}4As@aJ%mXLhCN8{GLL-uO%7L(ww5BQtJx~;5o>DPA=M`*2sB&pTJ_nOe+K_b916aBU}gm=_T>ou@!pPM)3`pd%OKYc;IALdrjXUAb#%y z9dYm8rdViASxUtFS;JXI==%fWx9qX0_{voAE}weZZH34eLv*SR8x6OP-H#nB#C{|A zlIy`&@#)KLBwEa6w%(FFm4xtJKsg)GFzei8R{`Tc+8@P!F4U~Xqp92`m1l02ut5>w z!XlvuIqS4nsm0h6!6phV)3LJSD2}($3EF(mzb^L1Md&` z5yxKrE7coE*Zv!LCd=$MB1rAq5hR4}187r>U}F`*>Ao%S&7_*F@Xah5#LQ4cF`I?? zPVdj(wQWsFa~W3m`D3x_I*;t{;co%>1MHiw?lmjB)rmC;T@LulHgWO;_kjGXpYZ3w z+wTxt-@`56+3f@^b#1WWrSirKx4AjT0=PXh$G$7^rmv)FdX2==*=aK>+eS~^B$nsf z=5C&~?O(J9i0t$OrRiE)#Td6KHTA-SmN*PBeS>;-teU8`dW9&)ZN(gqh5i#wt9U;5 z#1_qUGAB}a|7l`h@ z8TfJ=b=2+6zlne2<#O9p4ixkp;zR3DXnr4i2(RSQg}uxJe9}yFo#%01PW>whROWA( z^yt#|aOHt#;t#`h@!qXvCESZ|4b8kVMG55>UxWOQ;IJR_(l(~ zX!d7$xtL%~c^iIGdoVpaS3$05nii3zF@j+fw(zuZMn3G4o_hDF ztYCswP+*=9t#Q5;@b#{_s9efycw_5O$Tspx9*rXpIjX#U){(Dr` zRO6#34+`zMscG2C)xIYW1#8W%eVE+o7cvxu7p=I)dHlN$^{w$sP`&Z*h5rDyqJdUc zfW(*>`7%k*KBBw71b)xA@9+A)6f%lo$c{qvF6<;Q-t(fI34i@?4bcxG`X zfoB6p=KlZ_$VqLzhB3RhYKnDvpDayrxOS&`Y|-;i!9NY&Y91fHzO%QI?)E5T1)PjT z0XaP5rU!bb{{RTQ+Qz)1>rnFA;jwVM;csyE<^X||A z<|CZrJG~#%wQ-t>7FxS`&K@bVAYs(EUVjr^Dl$*rJnN?$N2Z5GYkQ?ycz;>86GEyONdoHP1JTSzlr( zgL9NrKgKhHYTOzR_7%XnNyWXT%XyPXdPc{ePf`V6*$CY~bo8GVF0*1Td?L~}mM&WH z%0I}&;WLc?0I(}3!ha5~1UIX$2=vPd?G4S0@naInxF}Kv2a<{TvsCbd^i}NTL{X5hC8+=ob z!~QDMuV#v6vP*;$6~){`-Y*_=p<{{ZVFAPzX=laopgN>1jr z)MpfD>Ru<+TUkp>-A7Rjjpd@Orx-W~^5U7N=(_aU#-Zg;J=U9S5$Aa%<|QQU>PK95 z9jmqQmy2zDbK)2p@J8uv7T3V}i){lxn687x+Wwv3O+IMa!f9-EGZDBb23bP_pyZEQ zPOQ@RMH*Dv{o_1eN$`cIioPVvCB&;Oza<7ZBj!BhdR5;T{{Up_w=!CIY%PG)w+@cy51Z>K=G@>D3o7a$YQp&ylUw!aS9B9h|HL$Wv8K|Cwq zdwLOFQG}$f*~MD4TTrI7>)iARwQGA%4bA3St>Ji%*+?AzeAmo=D!TsA*Crc$sP}!` z*R5M>8titHL3J!(LlGMnKQB*Tt$6OCCUprN&Q9*N^!Wu2S2=kf2gW#$YYKGy%1p}^ z7trv1E2yy6e6I^Z3{WhOZz+|e$NNBm`d1}-%n^%plYxrw{s-Dktj_vs$Cz#c;GWDk zWA(2~H%VdK`yL+-H!NbO9;oym2YA}XUk9+XYnd-6L^B~LY$V{2I3DAvuD8K=`aY|y z=;OsYYhT$|ro@lsK5FeCec(q^nx&`c8lQ$A>~CVcl|t#(MMIxoZ`PpK^!at45L{lO z&mERbWdR?#!6yUr75V)~2eJCiI7%AH9=Cg<_(uN#!?VP1rLc|%+i9nu;zY+&ge#nq zJ9Msc%fwc#EP{6XO9U#iMhGLPtyl1_v!i%>!WPrXWj)TZy9p*23YhwX*EMff@NK_^ zJUW;5^8-6dK2<%iPp7c187^J+J(@DQO(USN_+NGL4lB#87^Sq9R_!rDKm}EDNa@cX zt#;o8{sj1j=fnD(vR$Mzh>Jt#9IU4g$6u%CUTxw(if`~*(|w8!R%@vFgBdZgT!Ynp zeQO)yf9;v$zZK~^Hk~E4zLBR|BeKX9gB{xm{xj+6NkbO&g_0(%OfNRKx#}9`o2Yny zPklQ1A$zN%w6MqSi0W6KKl;_=pC11JXzT9>_(i-QrJG>^jS}uatR!|;9Zo>NZ_%pRkf>^wW+*YJIyS$6rPZYn=7>0CYg zHleOb{*UsY&rhelbkmnKxt7N+B{vfiiQ_Mf+J1xKo6S7D7ctCs$iW*R@ze4Z z^Nr1jw}E!AlEZ`bt5!Gh%#qu9UUQxf2SZpqBwOaW+ez%ijwM=O{QGJtBF4I4uEv;?OoT1d_?xT4a_%i zK=yYE1YtqQ83)(eiPW9#CUet;DP6%B-W~Cj5W$o)GTa<6Cx`m}RhjU^!#8QG>bFgX zZ2s+3{J>y)*8c#3JU4B2u^%wnq=)y9pOqKXaBEA$R(fZG;J&+p?e3W$YRQmE<35A9 ztUaPhuI199IZ1PDa{85`N8L}y>dP&_`j$8JMkabZ0w%(qFf0O3<5ysl0V3& z2)V9UtxKOQB;8l;m#?%)ejn+#(@huK?__WygCLQX$9_Bd_OCp;@Ri?)^?Bb~FAGic zK@zaUYn+c?dg=6=i(eXF&8XSlNe;0dWpL+#yC(w!Ki=`(r$jAO!;~)KcORETO>;$Uh%mx?_;yuk&)l^<;*HFf+1QN20{{R>S@RJL8(Csp%14k@i>JgO?Q~ z7f&9Yv3qr?Zu*x=az06HJ)IiehBlBsTo0Q+TF~(2)#cUPQ9_}vf%z1Dd-L?H`xaZ6 zENY`X4~*#uSt~nAf+Lek;^Go7dR_jHpxFoO;%rY>8yH zmVk_pz23F-O%m5lkV~`9-nhx_TAG%J28p61(Xf&34*-7;`Ne4}kiRM-oF~i9&TGS- z8=CfG@@z^ty2wTx-Xth|erXw!x7sWUX%-lkeCh$CQGLBwDT-W-ogu?Cg>k#HUs+YD?&k=%cr*G+3baU9fU*Syc% z-}ob?yq3SR1aZn&dg>s2y}!_{E9$!WC;kYyU~kygHn(PFlTr-C{{VQ{+1J+9`Q|ZN zyqB5oLEb5a6j5Bo1r$+0A1i;sSiBK8jQ#`Kd1VB4SE)Rtlbx%$oN?$Y^5exe`j($@ z_GM7f$bI?_ho`-MsQ&=LQS}Kdeht{HQX(1eqeHmhFgXNQ=atuoq`t+(h+5fLk2O~y zHh3B7*NXd0hNmVT^4jdetuB2NvpBB?T54LBr46{p`Y{ff&NKOYSGN2-)%7hi#J)x4 z+zIyM^D-VI9G>IaxJ?&J`zEC<%evW|6=@xCpa6Y%s@J|E`(5mIaNk99L?F!x^_&;~2 zLFC&$n|o+?m^U|@mu^Nt{^_qX@F&I@ybG-*q&M<;_Xo@JPSd@5;OCLZ{VTiipT;dm z#y%d0R@9}pjyq=i95&-)6$f+YkPoltTomxrr8~Ew9@QtY$@p)?ZQ)UxTKNn;yDV+Jv{ zMjL}3ox$s#w9kkBB-OQl1#7?QO$Dam=FDPUg+6?)NWkMGBbwI9vS(J#>#0}9H+Mf3 zd|5r!!~LEx6?PGg;d_5EzXp+i;W<{q{>}@n zpvdni!F-JHNgt(C9vHOo6}7a{ZMnUY*D|y&SO(mB0CDNsnuJ;=q~#}K)|KHcUig1+ zU&_#3%>!G-6l48KBoVj~{?2>#tlfIb`acut=G>>)%Ls#<=HRhi-Lb*Q;d(oK)OYl*)5G2}he5b_wOu0p7Hehl<&q`| zBNabBP6y0L$8LD3l;tf;r%7Lw9$C*R8%H=~~UIUBPIYBxX%ASsQAG+qj17{A_)CS36@Bt?kv`kEYxWTJG*M1*{N| z_>_=G-O1^n&bUt>{4LkM49BM~w<_COYSM<9FvS@Z5~MajBaHX0V-9u6Cuu!V$zD9M zygn1Y(7X_l-D=TGBitq2E+k*!G8G|6J$ssi#=2s7JHWP<7L2x6*=@zYj5%JtduO+L z<7|9Ks%iQdn%?E^Ci_HUEr_fr07sB}=VF4Y5Zb-DgpdI8Z+5 z1Gm7Y;|G?nU4Os_3?mrsZ)lT<4>7JaJyVbKzOOEG502)V6Tg!aSg3 zcJn;YGEYon81ML3n*25J4yo}IUew@$h7ocK6=zCWVI;>-9McJES`6;eR#_6M+w*8hT@P~s9t+nhjyu8Ru zwn+B*eT8Rf{{R!M`~`lJ2&TD;ZUSIrx2WWL8pr*u{xM(pPW~+uOuX{1g8*4}upfJ- zLG<*mHq&q5@fU^dE@9U#e%lP7g$|6!K5yar{B3#O(Gl`pf2Up=}Po;%DtW z2Z($-DU?i-`I}(@S0jQk_q}Vyzqe)9C-dCP^RX(}A1^i29|c|9T1Pk84duG;k{3|K zi31!HfsVPS%i-&*sBELPu_|YMlD5_$5_l^RjBIv#YWR;f0s>2m|a*RmZ! zH?tL42`~8ZUbj5A3*n@W)da71vPW~@ki#F9bN(CnIBhQO*8KSrp-B=mkYvdu?anjB zdbfx4>kV?qT4}P!73hLE5-AAWtsgFMN&XOP8u;ivdL0xn5{pVq?muV!Lifedt*!T# zUIFG89ryzk(|l5y{5|$|g+ig2asAF4pVGXWPx#Mw@SDc6+6YbTFCO9{K-*5@IUs+t zU7o-3n#;ucFk72RVZXVDYL*yP3kk*-gl zDQ(fLV141h2d7$+FN!Or+lzaPM~%Y`fDgP$&pi9rBjBGL*}(+bOWoT?sN12HWGuT` zx~mVS;5t>G7+gtV7uzM;&fqFHWRQ=S^E}ilRQ;zc;&g8n%FjsfuZqs468)+NiDcd7 zl07>2`d1zC8%|#t>UYp@DE6rli2ne17XJVNRlGa#KXNU#{q2Ls(G8?XgUMwaslXhu zz!~(YG)s*WS=KJ@<-BOF*Lja~02^pyx9@ZLR#fRql;u$-ta9Sx2OG08e}O+~gZ(Li zhU=0taGk*E*NWQsG4LdKcTp1DT1NKA?wq!JeJY%v7A@Yw3&)Zu4%|xwvIR2n&}W>2 zbH}B6U%{^&LF11IEyP#>4$`3K90UDpTy{4Z8ZvUxGlG^Lg}vR%-ZSt%kELk$gxe`N zGJ%uH0~qUGRd3-_scRONP{SOs-MDSYNh+bRN9$hy0ITUy>$-a@F6^I|Cl#8$0=3gE z77KW`DEXABEL8RCPpPjv4Vb!g++^ElN3)5=+Ub^l9PrZlODU8)Cd_gOVl&sJb-oUm z+vyhItFul^9FM!}Pt$xQ_5{p>&5$tzkMA1Kxz#4H*1xlsMTw+WD#Q#9GwE5?sqK@B z*QwDb7OakkRK1qxO_gl`^CE44H-11h!}x~cElb3(>6gc3X5DG~ZnSL$ z9?_BRBS2;7eAd9uI6mgQTg6`y^@Y_9^y?WUZW}s=Xc7IM2sHA=jS%=FDe z!Ldhe@=DJ;AGGuR-@E+l88ueXbjM)Dtz`Z4NZocX3_UB5y7;v}h;;Wdyo+-Tdq`Co zWY0`-+}AbnN8)6+8d7O-%oP<(Y*%knlh^UDa|xGKsMIQT{0b#iSJt%2c25dD zghoLVDEWesh4dbk>>mX`Xvj57MAP+kyI2+^h&m$VGUL^UrFdV%zZgTV#RPJNWh{1% zJvgtR{uFp~OO{2JNMn1S_lN_Id;Mz+*A0c19rMN9Fx7D?t)kOR`Vvhz>mm;%r`a>S z5P9!fwvqWoi0;`Lu6MwiLut@NE$+O_b%X#9I63v^wlvhg5+S&CBfbFt01EuRv~4FF zpIuJY=1SKjn$keGe^oL^X3H1eDnP*KYahb)7tJ-t z+ax7UHZC!azSN+!=ee@(N2o^@jH2b8LnLIBQ_16}HB-ahExYk9p=;&ZJXV`n7jc94 z4m+P}v8i}o_UBoSRAl=)ADJ7t{Ht;eF=AEz3=%?tTFy|6b=AMXo5|{6>KfqirL)9$ z9sH{vg#Q4MS^Ce#J1BH_dBmP@8-7qf#;E*9(KWqmTegbaV$DAOSL@#&PW5L>_-L1! zwbXYzUeVJVGIN}d#=6xUH?vc!^?ityYx}WUoiBuKe7Nom^7xMK?@@;kEG&3#H}m-V z*OK_F#c2c^sfo==8^rG;^;2* z83cCnLIjG#A2#OtSKj3la;5L+cv#r-%iTHq9~@q5#^M>}Re?~DJx?FwT_wi7s?BJ! zHM{+iRt&%|P@`%7wUgjGF9}?0@M*$-HJVV;xR-*x2;u&f^fkYZ{5cJ-p{KzVS1{@J ztjijZPe5_kJ?in8mrBu4xbW0HuC3VlvtQQ!-FTyE1%ZDr9FVyAex|!Q^s(??;a%pl zbQkT~-`UzEPFmhPoa7vJSqHC5e~G+#;5j^Ox6x@g4|8P6F$&MLI)xw~pB=p`&U{tk zdHhqV+}>VF?;NiojuHS189yrV=rLC1I{dMeIbyYbWWtTmD_kFb)m~BRCP6XJ&z4})Rto%3eUCqgY!6!mbmeP4=Vz*vS-%M2vH&)gB z4XBG*nrAUKBakP`!>&4d{{SlT{e)cH>9f^UY?LPxe#XQ?*OwCQvoMu_#@rv7dj6lS zX~C-t`zR)YNJ&Vhhi-W}<3FWx9wO53zA|c8m!e@}FoHmSUBnn=1|UiR4+1ctZBkUM6%DB-@g@~p2`MRy)rp-dG6pG@O}&37LUd?RTVopbiM9q&xObW$@ir z^~YX%RY^%ll@U%?If~nbCdM#T3QEy4ySDm%7V=ls!2v~n z6+42S+2*;6%jsaf-yvs@umZHY-5m1fi?oefd$DPNwbbbzB4oDhg!|d_t}!)hB#1jO z1-dTof1PUSXwp9ZL@mM1Wl>*NYerVs>+f#vFKq<7qZa*#`4vfK{pyz`V=-zGuqVGi{d(YJv=%|$;y@ja&PYr*$^KK+<{TclX5Pj`J{@x-zc6qD63ZL|KX3lVa_itML zZT+`(N727!?-yLfFOwuzF3S1F(_fZyL#Ru0c_be-#kp3S%Nv9-?F6~wpyMR^*VANj zYLx6|(sHqz;!QEMjXEnFWNJW1AYb7>clw&>ygRAt-Urkybs49&c#s-|0T}NGkjCT&UlAu$wg$;tteYnpx7Q3h}mv8oXwFqvmZl#cz(bbwT4;*&u z`d6zq*|cM2t3Idj?x_{O!#i}fZ|zNU#CHJUd03T7JLecbbiZTLxxbHEM~FTWXttV< zhyKI%R@CO*C}v}{pc@a%jl&}&->rBzhx}~*0E*u8?Xtmf8zAEhP`(kqR^yzJ(!G5A zO4K}aqTJZYJ*~Etp#K1-6)vo9q;exCBxg9n(1yU~E+s(e53UZtvhQNN2zm&y&MNFpHvt*P@P!<>RJ zJ^gE0Lz_m0I;pOBT(RSi8Q*+M*KD-)^6f>WZ2>L7CCDIms^8h#M~AGWvv{U!>&Rpt zXamblg9j%$=R9%Rux=(xeNGmJ<|j$+)>#}l{mQFh%X)K@UFL~-YvIW)+}r;EYUz5o zXGx;V{`M{cul4=wuu_6q5w-OgU>#-R$mp*rP}JP zWD+YUy^-UY{{Yr3C5FHUBh&M(tv^uHF0Ss~yt_?7%;*){0ThB1V4va7JXH-JPPNv& zF=G~?HLdmiz2x@lVV8pnqJ_v@4_@DmR8(!LRccAQN2#IU?H^R}v{qMl@)&J2$(rIc zjC}Ku!34HC_N?EDR@#y9#kIw}sIIbxx}CG~O@{s7Ok-{jt#q0ejjvv4lh|5A zsQ%#vrL56fZwV6MhdtNFa}uxEu^| zQyVVE6K&~t*xuFt7wY2myhjnW5m?$ZswQR_m2g6R-lqihs&n{jSFqFW&B=;O$AP7d z;UtA}xk7RWOpe{FTgTd*8kdJs!%UT?woO74aUT9kY;2Q)NXBv2we%as&?C_Aue7WA z?1+#}awC0`ZIA^Z=WY}N57U~>)ReWpg~E?4xjLAi2>c}$tE%c!e(~T~B07Xp3==lj z^4)RUcH(kJZVhH${4tvD_B&bL87|uL@@rOBIP%k#=3Whu4M_L>M)6Q z2@s9(%a#O=*ut+`<~3g(=sq6tCA-+__P5AXxrP~0{?LpWRk$a<4<41~pAvob9OkhjWm0Z+S({vwFOpGuC+>~ht7uzt^Ork0y@d^7Q-uWqkC*XAzE zm|??3Bw12GCkL?ftSIj7JR#vtQM{kATwhFQww1d4p@(zRIINpp4Wl~c?Va+x5Lr7| z1z{lbK};cTbNolWYiZ{9#M;%BmaS{GEUnq$E~PfULkN!pCGtqmK9$or%IZnp+oBXw zi&E>eD0o^uPRl`iwY*o7Cfek5B0^5l$5J|0rl;ZNz3|n(m*iWF%5HB9GjBd?28@1r z^!#d+_t%qnnoD~ankbewGR9MnF+lR$kWU=_YHcsXlIa&WS2r;Rxp+)cv$oujtPta; z1mtm5$yQp%#8Y%BCCzuC7lytWHjA!F6|mhs)3U@Eov@yA4}O^)>qgT;J`&a@-yF9S z*+^1#kYXn7fJZ$~wJpcQqiyi=D|L;ZR%Jm1=rT8aySH`+8SUP`caqa0` z7OCd7lgkc+A-at1`2&|;I6HkhS4{;7TaoNxTAb%APfL}x?+x8uJPjnqXhi9>4#Pi6 z=)6yG_TCJ|8lJAi@~aZaL39=hCX{UkkN69dZd|yo%n+TUMDIx9+!q zxcP|ebCK+6`hDG{%IO+iyuMzhe$#01NwmRUwlzpAdzX^Dz=TN`7idj6{8~FUFl>pqT2w)H8>S@pM zOH0yXn(I{4F75u+CiRRc-WwPSL2p1!T=*N~jW5Dh{{Y$goYtT5JGg6uz12z~MH>fB za+%}Sm&d*zzVQ}`WvJdHdY#RrqEjWh{_W!dzH_huIXLNx$?__kt~xVFPEH)rmZ-+G zxSz%TA-FNcGHJ3)98rQfSy@KY^!wT8@UEG3@3zTlqv`~IW~H6eLg4(thB8NP38Ue} zlIX}SH7V?EkCwpst`J+HIWm$!`?>GOHE+Xq{uJ>)#RwwRrjXcMI@-kX%0hXvmD)oG z83c^={3}Wo5|=7Q7^w47ZSKr{AK^P_$o7#E%c?TURQ~`JQJvX5bt>JfFJ1U;{g=R)@`#6r^yA0=ie3T78m+Xp`dD3_HnkIt7uw_MHS`Sl#Sps6$$eazd9xd8RvtV zKwC z{f!`THOQ!*DJfdN5RD0e8S=6}_w#eB30E910 z@NSo>+h0LFwy7J0APvMf1v|AT- z{{RU?qw1g8?|&4xqSw!e#@R*Qfz?kL&meT{Ym4z#qb`RAlce52Ah|M2D>wJm!kqK% z?OlJ4G&?;D!&)uAg{oU$_>)z-mN}#nhXss^B3`E$-HZX-y?H;xt#8HgU)@~lu%zaA-WpSqR2xKFa2{{SIfji-aw^TXFS zP+SkT{h--xbHbv9ed7Z?NfqS23HXB_inSYidB4%_SeapW!sL}C{dfoStKYP*#H+uD z9uu|FtY-2*wJj3%bHS1sS(!*6L zHr_z9O?l_YS?~gRdv=TtxxxOm#rTiowwvLd3fEFMm|ICda~kd82I9-f>R4vJRlo7B zu5}3_Tgm0O&dj0U9=YPVKN0w{>e~r(J370MmyN4mLr){J_vLfsWyOk3s&Hu|+de6N z(RThQ)jx9#uvl*ls8ntQ<2m_{Qwk%H>v#KhzwX!fc>~ky>??rK=8s!}<8)~x zQM|hJAbmZns_<`uS5vtX#T2cMfk8O0PH>|}nvW^rQ?H7|)pCrFRq({(OB-gF21|@* z{hWc1=U%1Z8>svylUZH9^_c+-zru6)dRLtMF7O4?YB3wg*{v|mk_gxWlE1Dy*P+AV zHPuT@vZ&YraLwyqGmVsQ%MFjY%hg_0DeiX~Uy1EC2%-{(iYsw|ILm&%^^p#O_xCeP zwS}~N1_PnvkFQ#!npx8Bn6rY?eZ!sy`Ndv?#1m*T&V1#T8?%N*0PSoJbMzmrdH1%* zvlQO4H7-2O62tA8SnZ_go~{Q6ACaySFNrbTUM-!X?)~{JPy63rt!n&C*Kf5?1ErmT z%sYr>AZ`He&NwH%dG?Lq>#KXgG)VEB4CEe7ToiX^6|2jgC9&yI+*{h}f?4;dl?HbI z0DByMrn9_DtfkGnrtz}SvrbQ;;C`aK)5o6?b$<)orMb+R>4Y6dG1|F!wQYCB7qj_- zP%ls`{Fny>unL zKMl1VFHLD)Cz-+9fE(M|v^+QBWs(MkPx@3#<#|W0cs)AO_EB$|EZ|k9rSBZ}wP^RY zvP#3}&ria$wJUap-V&f^720dQ9+X?jawB4deZUTDhqcy(x5hbOmOY`dy+{?=2Boo# zr4;?*t^A`+weyJij|Q{lm2NV?6~GU;cPFh$u1ulJIm}FO26|N5CxizsRvNFc5kP(X+@yk>)Kme!EVyQVmzYC4^jUB>lM`K zJ{RzgopB|c`iytWIU8CTLGroJIDcyTYrxlD2-0+YCq>dy7D-|aaT$|zuKa>|VtNJd zUS=~D>{7D1=-{w^+49a-J`&dy>DIymuF?hap97&eIj^9?dFeB+Pw4QKgVc1 zd*Yjj^sh3{M}ZY=Eyx4P!YDcJa@&t2^{bU?wW+H{%c$w$VM3#vrFOPQCGi8}2Cb^y zT-(VUXp%_VoPFR4{HvRXO?NvEc8A z7rNHDXK&=pu}w0GepbS+MsxUPx+%&rjpL!oTAbZo?tA|L>|^l;N4T`Ny@}+uG46go z_UO(#j`*)$@kX7a-s{U_qgl;ubtZn%ETi{NCp)lr6WDgI3%vME;w>^6G_4XRmf0VC zGD3yEQgAXtp2OC&ZoEn2--Ei!Sl(R=%W^!)Fsqnc^h$H<aRP z2}xY_Jww9}YvO33+izyDrqJw25*(gKALkVeelF8vic4R$z{?23IDfp|f311DK4}=R#b*XuU9A`3+vK(iwYU539H>s^!uIt$? z4^)R$9w^Y<`O2m?+Y=MUInV1)u)EX#7g}J#ad$SbCWc+V=ywuj0ALP4835$%rB0i7wt+g& zO;1ws-Zi5OUL*eiVzy*ujC|vvC)3ltahgt};p@*5O%{&ZB8g5~}rRl>X_Yfk7dUVpoy(d)B|ge*|breR}s+w-@qAf#GC#3Z&;G?P1!NCn<}l zo3lnA#62F;*}t_kxzTQCIGP1)o!pW@{J$#dz8?H|YoTwZ>V8_@Tdu`d;7BvyocHvs z?N3ZLS64sT_USXn^RZShvz%@3&-m3le+PfUbEo~X?jQ8sxkf-&1JLcqHNPs7_sEp2 z?Gx30B>43&1Q!v*61a?=v2p<&I-2rf@ddmSq-qn!+pjeOLX*-EHxKGRD%aG!0R{Gw zutTVSXWb`JBWEL@?-S}Pg7FW+{ZmBKW|n)zZg@uk7VC_0-}=>3j2p9h6Dp75wx-3u z#Cv^DOxSIwp6+lr-0c_y{yzSd&UmB2QtDbI#q3inylhpW2a<9IagTq}t!Vmf{-LBZ zOC(n1KuEU$p^r~brAejgQTSd(wVX3vNhV~MtYl}OZ(h|((3Rp$;-^oSx#bCAdj-LZ z1$O-1Kl;?$$r}3k47-NG%K^c!qjkMU!S^w=HgE}b7K~+;@&jj{H+_3nH-fBmtB9L6 z@Lb%U3<$-To;w4Y=#F5LzbWSb0Ax*jv6^V|Z9i8_xr8X2A&q`q{p0og>99p~CNoA8 zVzxjztaB@nyts-tmultP2d@>;_*Yf)E&k33^B4xf>FR4f%KJ&Xu()S$A%c90?SkhAr(B(7 zSd(wqhe1>n3F!_=5drB26)6#r?k-_;Hv-ZFq@_hVMvw09(Sy+=Mh!-f{J(p@y~q1? zpLXon@jTak-M`;?N_S0`p>4#9ySSe^9kfVvZxH$~kf<8wkQsz2`{xW~w^o5@AI%oJ1T;zkQaKExd44@$SO?c7G5Q{_40DeH`V2jXtaX*5PHsU z8$b^q^4L(IT>TWH&0a?_rR?q)GH8kCruQKIuZ*k8wj~C*e>V(<8*(WNM^2Ck0$UKM z>tdgvK`sfU>L(mnaA6Kscbx_m4xN^|JI|fMdc!wk0`ebYtBr`99#ak0;LC>4Z=RF(@J8kL(Nm9XIbLxoubIt(FOa&O*DLO_hO~@Q*&* zrTPK&c}Z4+v4CDh(&MPfPYmGN%{&T2H2c}|=u21Dx_+{Jd`pP|n}u|F$r;4g;;6@T zY3$`!ykREv(SB^1A-7OdBhw?K#LE3^)L7R#fQ%ynwuoBA16Hfv1J6xc z);?e^*)-LWk3fVBiqtg5gvb9dm~6!HM?#=y*;4GG`D=dVH?~~$blaORj{$4LkDPc{ ze%aQYag09&yQIf{vh8_Y{m)_U zHfzJA+PN&?1Ju*-F4p%FuzklC_s7XH=@WA`9fRt+!6bSXrC=~6O$({m)46gnmZKwC zVG+1V9Cp!5YygtBk)O*%2q`s8$iM26)~*AyZ)2_deUV6wtRnQ;H`&~T#N7UeH9)}i zNZcm%nM-ia{LXlFXRv3tkZV`|&%2LXE?d+Pzikg#8HAL&WMVwwRl_{EiyUwpQRK_Q z+UoKp6H6>5lBtGjPi>|{winiQ&;6iwZD6Dm3L6!Au@eS)YoQmCy!e zUo=eZn!{bHb|!ZVcN}q#UqL$cm6p?ZN3+gI3;E~}&|8b!H)L7Jt+KAS{>Hx)+jGsG zpB5RfoDpz~HJa+U&0!qGoZMDNFk%_D%8Be2O4e|=z&Y6C*csb~vEZ1FYe zN}Z&T!zDUu*kk!rO);WmiHQHM*U9F>eHUZ{I%bZ`BZE0oLjk|+eJppS1Nz(vyC@HSIZoP`Q zW3k_VkhPz59PjcS89ZX(OHN3SL12J?)#N@Rs!3e2#-FKW8mvQC#+*i2f0r5YX-Mx= z_aHcgvc;S%H4axCv$#-W+GuFukIZoJd`+ADvcR_^me_3$-`>3RT^!LvJ=q@doDR6j zT43I23@@h+^N`D=&oIMf0bIpT1*fOUOWaV<+1Ry=1VU&k6zOBPUA23t7ZRsbX%I{GD{mW5IAP*G4_3`)H8YPHz-GuKG43@< zlPw%`Bh4D`NN?7ZemAO{dL5lYp9X2qp=AdWP)9xV<=y*%Zc`@B2x2}w8RF&zg&0h5 za7meQ(esegra`ZcrCH%zFJzafV=-Z&9G%|X+7#a|CEZcXapjfp)R2cY5GT-uHTDyI?P z@<8B2<{AH+;A4{RQ-~4H4Kz#X-@(grm{^CmTX?nQ-8d)=osh+l>fHnD1iz<9qnW+& zbKIF^@%~sK5rlHU2jZ-g!#1{Fl?C^R?iaD2(2rLW9A-9TqTBBb#?xxkVt>$mFb`b` z1k5x%ywgPq^%}p|Fa{*-vXBIO#Zc4A{JE?&CErtr0oaF>wMq1w`NMBgiutv2T~smm zp4k4#VAJ|A6|iAT!{Yb}sV$rAb4e^UzfsVa`Gtr@$#=k(qB6*jJY1W$&M*x_TP+1S zzD5_c=&SYSZgvG+f@b2xDOVHa4Li>h`T)7+x&`o_1GjZk&Zbg(bBHGGpII;L;cj~0 z%CZ)%1^+kN*_>l(w7GrN_n+Id6zl4uRdQ;=i<`}4ydx5T3~K846+1Go0av*!J`G*q z)fHKQixvKp9jMa^zW0goTAcTmGv0`IQ9Xf@C4Ox_FyQJws{0MUD-cn3SxFRmOIKsx zWT`zPS?f%3=t+B>z8arx3%rG@;PHhzad7KT78ZESSotC2)~~)S)EKR>l^di)P+*DY zER8()LyPa}<}i{la@2e=M%T4Z>8HnU*uCx@!5wij!U&SBL@R5yp>`9h53Wvgq^uaM z(zk;^t;Ec1)c{H9#?)UhMpfDK z%EQA4-5wLV+Bv6cxM!=^`g2OJ8N{pEDsiprJYok&=YYEoTn!a|J@S8Q+uQg6P*F^bPLP3>~0@-uxpA?aURLpfQn z+Dg_Bhi}^EiJshRPd5bGAKYG=D;~SmRu*zLF^U-F3N#Z2aw(`UKnHF;ps!b9rj^`{ zFsepUx&X6)_UtEq^IB<{{h8eBtBKLxr%t}r%n6_BTF#IO*}d8a?Ny>2o$q+*(DfRT z>a)yq$M~(1B1){MKlx1w&Mp{x)%=!FYt_zAU55l0C}uN+mp`Aq%b=t`hg4U89Yp^Y z^j|gb7p+P{j7N2%v&FeQRum;YAMDhVG*$ZsOul>D>X)Dg`@YwMwPU@hV~2oWIfw*xlzjX^~q2t(%XwFHBI znVoW}Jq`YC3W2jN;@xDa7++|H%$ExR+HRfh!_maYPX-HpRn(q`T|Ccj+~ z!GHaN2@%ulc3qXxS_lV!ktRpQrRX$z-$HW8Csvq!fM$+*!&_oQf%DP%K3YEOrX9`J zX|H_D`M>CyXVg6>QlG+f(v&xi)!^Log{|xrcEw9V{fL-5wVOxoc-$g4-HKRU)f6lR&^oyExX)_QI=O9|@@QYwRiFjbsHp|I z`^ z`^@ihi+bOLxA)sbA{*rs4jB}ZogI;wS-?QGpHS)#AM#O(IkA<6xgT=0W)orQcFXL{i4y70*-Kjtt^<30)5TlH@E3;6OcQyRv#G!78ZOx~(N}9qynL(l~J* zyiqXxYf556UrKc&%BRHPo=*3=&6s9BLCHWDsnNfK8YP#g#O20qBeT~&CK7lzRZJkU z=GoY5zdXBMQQc3Ih0yk^AO+3p0MnVOb`i(IhdRCL{5Jo8-5hIfZOPS+g&rr`0Sd(` zRg=km_;t!IPlsRIQa@gA8eJxYRtv^13;KYL8J)IVfO>q(bEgTIw9t=z6Cr58GkDXy zSt<`6N&T17N;10mAkBD{fc_-YKItoxJPvLZhzI&5D*2H@E#mlOOHTtfYH24qBY;&G zt~-Qv8bQ9pNRDZPcD)J^Lx;H+?_W_;5<{??xPE#KFDp8C&Ej0{Yx6!b9fzX^VK;_Mmafkw>!ZMoBE|5za{t(MMudilVW zfG&}_fA@;2!CxaiaYI10{b#=uQ?Bo`sCzEpxsb7@dPCd8#Rrv?c;h@44}1Zju4(O6 zY+nA*`%yvXXSBn|Y;zu~G|Z^AdSjeOYU4^ZTt<++9kd1=sbHP@AJ#0=Wh!wxWh40g zRh7o_rX;jx;@A6`D%6tmpG(ooK#_h*aX@39#EsjsSTvobo8#6~%jGT*aREigYzBO1 zyhzBhw5_wTS@(}%;&_40U^mkx0Zv z;9Nixsw&xA5-!R;F@~jA_vACmZ!U;-Hh_C`H~!4=>#Go^W#-BPx2wnNmg<5>@&Gxs z;|617uax-NG}!oKg@f;WMtwtK==QZ!XzieG${Qc9^pIZ6{wOCQLkJ}9uO`J7UXU`Z z-$U<>CNok*$8SGxUFOO6Qf8%Z*Ps6r!DYTyOSq$@N`9E9 zOnL`f_-^!uDZVtQ%s#Oau2N&j#e1Uq@+9H-O6qV#Qf4cQmvE7uM*9>gg_MB=b{i!R) zGAf^7p1*Ix)D**(VQWK>@qvu=aKf$L*q(-`;A%`hSA||4f6c^lh|Z~pdLzE0!nO~J zxwW~BW!{$>{kkqZj*txYn7`xEKCb6=oSaQ`hl9W!m-kuh(LBf${szah8i?93!yF_6 zb3Eq}JoNEsJExKLST0C8ZTgA%(K>?-pr?`HbAa!CcDTd>7!S7=DimsOU%QziLF7pOrGpf>*dVF6aVFlq&cgq3d#L$8yk7Pi&H=bYixt^a> zs)wPOL@K}R77(#-_(<8D@G13ijsXsL{bfz9eTepEO!d60^$y9A7!icf&pB2*fQzFo zTv>)Ughda(bpaw%KDqF5lrkb_I+OT+kQy2k4b*ikymG=Vc0Dng?ATo8y!2(!=MI2$ zwj|eb#DiPMNw1B(#29p?lUB}*rBBn|;F*&JZmnf`u;u=T^}zU??o7oi?{zy70jN^f z<+GVdTyw79EtF(R$O6YHYf>rUHZC zU7v)tazi6$2)jG0c{23^x%A$AR9BHSdw!5Ecg?s!0@B>sm5EwwtGKdz*CYkpQ)K<%24 zb$h4X;kCmwV?d6Vh}e<6PEZ@Hxj2lj>>PUs4DYvA z>gIr+mnSP*h-m>AFZC=*{)CK2VO?m({C!_Ir?{r%xHM!B>q3qD$@P9}R(kp7EK-aG zmocNHXwJ(<-s=mji7a_|RP|TRY><83VvGsS{?b_5Al5`_7(0=5TPbv!Oak zW+RqVN#@8DXXM@>6!YrzSX_d4HdRAvp||}fE7zO>cs+7tx^MnstQy$oYWHNb9~+^a z#QNM5b6)w*-zy}rA)?1z=ZMeKydH;HIbuTO?X@wUIW<4Gow%VKMS+;=^fUicJfGkV zr$1-dU@%pLniCl19n!7|sOUX69It8UYBfKc^Vfx0HEg4@S9$)!!U?VBXaHXdd8&L~ zQ*kVb-Nl$Nby=-lUT*W@o>md*hOWz>(vN3q*JdF}`0xtv3pg;=XnSe8L0Qo`I`>hMV?|89rCu z8{KRqre@r39?cjh>>^X+EIn;|m727mxalc+C(80H5?566svJg9w7WOGOdU`5OCn@+ z`;t6n9@ZneHjz>6I9w*qt)-h1n#M|=Q$)X*xT;$g?EuSnLzFEO-&2V67O|tUs zId_KT*c-M4l|nZKgUPJH4`@F_S}xHoK-6NxwdjE;lgA0f&%1xQnrPie2cZ$V2@>M} z8fKkBMIn?5qxu9Yy?(eTzvbfNsp~vG1}8v z+h7oWb?eN-IZYl=*eyoyUv@0MK;8m6LY5WbO}p+oTqeXYf~$W8NLdI1Seu&SITt1Z z3Uz;{YuvTkVitk>CL*US3Ue31QPo8X*v;U^XkONo_!m}6A18@yFOep`TaJc`r_Rw0 z>$U$3R+gJZ>f8O(tJn6#2|5mS4!4G2k`8Rm8P)&dh0Zg@@S@epWUOa$CPhz$I-iYiw9+Sm#p>#)ILAYiM+HocpS$0=q`1nnqj~ zV);J5^CaOWljaj+DtkK(jq(#2mdWyU{*)kwVwP?60!6Cb&Z@y6g|npS^6T$Z zWd{-%F-94h&E50#)gZ<9{cD@av)w(o+)cWjlh207gs<*EHO@`z%doyC4WqAn;&s=Xo_RD11{ zbtOGlG%vX9UPW04|G zR8Lh?zbQCAZ&L=($nH^KN>kk{ng*s+b8`NgUs|3;(z}YNyQ_gRj4-lnMd|OSqP5S$ zhHBK<)kBv9YfR5}xNU$PCl zP?E#!qMRJ`oP)ol(sI~K6GmdHalKAF8%Y}%Z5D-SBG*|tOOHE*| z0;nFECB=Q|pQGDf=KSQvQJO1x$M(c^&7xC5;%t}S98E`cc+k5F6?c*b=Xb-SpCjHF zSz#~ceZ8@ng;$mMTStLk{ca7IA&V}bw+#2(YO6&Im$wMM`rJ(Mbbgg=Qmhcp-r0vrrsXMPqM!ds8 zL_blHNojKu>)CWNn(z~ZQS%1Mead+CCu^XUA+hwwRh=GBZmdl{J5zfMbpk407*n*9 z>6LkH0d9{!&}RYO80MN^16%G&y1u@VuPE^aJrRw%Gvu^~e5#+~ZV>yMJiF{l_R?7u0e5@I?B~AgbD>pGW_CLh6!JMN@Y15 zu9i4eNt_nk*ZR!i{Z7_#1L%%kSbW>lWv7|1U-&S9XAeEnp7Jc?mGGtDOqojHzyLbEE5i8clAh(v>= z0G($&Jwwbbrcu)Pb#o1O(b-Y-R}BeG5~0~!H<&8phvb;@?2ry3-VSuFwRiPENnk!4 zoW`6FdCFhL8YGHS?FW}s^S>(HiWXchl>0M4EfM|pxdIg^kI@Kb&nLOyXGB{GN$nK+ zuEjaH6*9Nrm49k?bT8sSF-jXP9PwVuS#!2Zz|>SefxGBgwdI7TZ&k5tCr5%tmMO_T zN_ji6HZ=bdQZmz$5I2b7E=MDhy_djbL@$OuW0~#}__KEfJHsJQZ!(S42>SWqy1$St z31(7qn0*@(`|p8mA2G!1(Xj*63zHM@q@B-$Vpes2&G?3%Thw+_TN5s-xeR;fv8&%F zN*a_!{>)Z9!(<)Y2wWLhP+xxc$FoBI^k)<1NIe|*cQ{@cLZd(Z=6RB5!EgVVRS^u3 zjppZ@#msdM4F-&~G?^gP!>b^a^+4)FeS?VyPl3~BNShr*2J>QW@MuC=|4EYFU6aP^ zjr>iB>pawCkE#x9?G+AZ%2c}u6pR=ZUKqQtfSCN%E&P#QZ+f6}Ryhdx`IpQ+={b=* z8ale=yQ4mE6c~@YSpHRgs01i2C5?G2v-Ke7f@ZzJuqt?+5bt zuNYmVxROy?t^m>(CAz%t4b>)o>xw;k!uE1;5|lFK<88Ep$jP#K)q?HO0l~Ez0Wg8} z5^}1u9M*62K^84VF0~hr@3x)6ukv1*B1nw~S3;79)Ii2F0ltK#c&#^@Z&_J9AGHz6 z1cEIE&q@t1AF)ER{?OQX2v+a&lDMK!j#c4WPtd}?? z_8NV2UyfPM7xvIYsQ00x3nproALnG~VjXqqkYL#f24cVtLL)xd* z7}9BYE+3b57M)||Gt>o*POYmy&68R4?+HfO_X9?A;9@4MMX1 zj+6(nEWoEhRV8YxdnN^z*-Gp+tmVxzBVa z%-!4MGR-3$FD`rZ7QY<$B=1OxQo%dzPZ8nAi~|#%EY5e5#llj5&QDHEHIoO8K-x2_ z;<-+o(mATHlz=`G1I)Vb>#(zlCBZ@YTdgpV>szNS$^I8}#4 zUZ-0}kmiIFEScL&`>`R+(Al~Mv*tG#)goX0DefN#SS~yH)W215EaY7;(yqT@2*J;) z$Y*YDCgS}@=ccd+z+2Z)j@9~vA15YHHF8mvw?zc}*U?lDGY%N@W3)?Xn_Ay0JuP$>;lafvV)boF6H3%s<82_f4|c*)YlJ<+*+s}*y=;U0pU&2 zRx4q48+1;GQw#GYk%V#2dUVfWw&x<{mR#Alx$|LgOY6YxaPWA7fS5#m)bNJK<%GL( zY6oGiPI|_Y59t;^K=}Ign*3)YF;BV8LI>=I*ZiUvRi=ZF^!#e}45ku@XTsI*#V&*> zvNlYS9PYNB+sqt)FoWjJ5H1VYYJF|Zz@B*dp+|vvcqD)dI9V|IM8t#^4biL6r4FT@~uX&|L z-Zuw5d;}RHHRQ9uQp46fId`qHNe6@R98GmD1%O+D1enBj0Do;uor<_V2;S64Jlev- znyVlNG1n2w3%jKsiY{ntZi`?~aATn}+hDxvILw^)@O4JY4HP}}bK@(5z*&gyLBE7E zK*YSKitDBJ&($$^DvOURpK#Cfr`_fi_pW02>J|Q>(|cj^8AT@c={lwksjPf`ZiV6M zL*_jP!Q!WFt4_C&?`aFXA9#?Ru2fo#W0%!G(1Ctui&Z%lZ+|fEK9L^{2?3TJ&XoCF zZ-%$b91rFRikutMMZtlbxKxM9`?qt`Sxsf$19m2iqPU0thW2s^wHd*-78xjy0>kh4AJ5&nnvi zk+T8n--^gCgaskLnuh)Ulu{z+68*FFxbVyjo3mZWeVsg3LcfmjN&hRu*q^=2Plq1v zF_;g6QlESS(&nSBr`P4;PPO>C28GLuJTEwemM?ueZt1%8Q@jp5w}w;*NfZ1YyvTc|&rin~&hlWjyVXu2UT z7I=Y~WU-Advn_5^D<#W?#@+K?dya7-9dpPY<{8m@Rm$2e(L-a|G|B37IA53Ow!}Du zAO|$CF;1W`p{wD5-Zn^x!)>Ck@7bJThiao5MP_w?`w@eEg}Bm&7OA*ch8`D7Bm6;tnvTjAn6` z7(b^h22flbul4$DB{5ZJM?egA-RzFM^}$wST`+dBrP^F<)6vR-_XfXe`};BoUj=*B zK>LTCGM~o!;(6trabZm1FQS2o;g(akp5@ugI?TeV<8yNtOM(xzVTjLRe0j&1MAX;8 z)>b{MwcrIWrV9{lw8~%xOI9v3!uh%$y`Wv30!32CHBtNaAjmVr6Q>TiU~k74JncM7 z&c0;@M+&V3jrr-#%KYehW}~uwQ0sXQNIWHq?5aH}me)kExQIJdom`1d+nf>&t>cX| zTP$D%(VKb4KLa2C)%K6hSwU^ya!ghQHOW4f1%>9Q#73p>an9fL9R2^K+yAEC7|idi z_PtsmN6YXE!2ZnIf+2@KtNYJ_bH>T8cb8I6PUO)cfrMF=vQqKYHq(hT6*+(8IOon> zFRSO&mdADk}_@~R5!?WF4h*0;|x8&8hCwQwoNGEclLM^Uu?;BHm4lvA)CkylTK zbV>nq&Ir^L--u*9Ef~iQUgs!1L}t2Y=jIUD%>sq2?|4a-@(=4wmgGp63WF_O4unZ_ z?y#8>WWP^rWjMTVSVq!JJ6a_pI@9=e`QKXLTf45~1rw%y_37$M_oe}cF6%`sJO7E?4S0jK;lYF* zmVK);>b?Xbq*-d&HiGI`03-|3@@)Po%h*8;vF{YYmiD|q}{B0lEOV8HM4Zrh` z`z#U7Z4++HY%!|5S^vP9hg01-yVdN-Q^nd`PeQjcuJp`z5tLUfCUjxaR5LoCXUF9QPVxgEwPV2mzPY#BTwmM_j}%Ur;Ns+XZx19{JH%7?O19P zbXs)2pG&m)$_qVpS`iNYh@h_+2x7I*Oq{*v3;tJ`S!u$foyLCF63TC7lo%Foxj$rp z2zq;HAlRyPD`5CCK*7$%DrTEt^wcF^jp~5z;rODH<#Zo4wkOUOerC*_`K!@KT8+~U z@s|UK_0e;8y6-DxiikM5Rry&*tO*;+$Zs%Q@;Co}dhxLYA5G)Apwq90ZY!6{Cy!Ec zo($Bdpq!>qM?r3-Z;ew5Tm=kxe=V$r+_MoN_gpq~SOI{6c>c12+Onx7X8v)+e#qU7 zS5%bV$j`gVUmM+Kz8OfWJR?2AP!b@&RJ02IOY(b&wQLwWk{W5CKwwZ_uOptzpCg`) zS~=m-R62DW%n%%o;;zyivH1@xT@JtP72zF9{MNhDG@g=1802;vnA7j}^^7lNfCJ*O z8DjRqE#E~6r*`P;IhTsvWt^M>}_X##)K|1sQVl`)M7m1f$ zTaEr9zpKfu82w+aYbZec&nuzn~BiLM#OnLPt~bJytoB=m>$qWA|(~DL`Z`;6E(FcM7a$s%GY{bSrQR zX@|t*Sy99cI8NxTe~FNTzgp^%mu>&)-fc?qFD1I6n)A8vA)&mogS&>ZVt3z7wHiCzvEWNF6l0>bOVMq66D{L`6@8fOX; zO#ZdfOAJ71JPYig%4E}D2j**Dj$9$8bYHqw8u{1`?gH9mR(p|{T-}$_rSIZ?=f+x? z)EH%R<@CA{8n~Z17UgKIzblbx^g4chP15pjmAJ%%(y~rx~GX-*d!_FqKVoc1!;O+%Vpfh(!9)7ZO_VY-AATPW5787i)=zOh(L z&X0!iHS)-VR_zEx;KW;L4j!00A6_<3(;@=v$66&p1{J>P3SsD^FJ(*6(2uLW_{rZE znh3mK<1y>qH!_)Rq~hY{7G##W78tju`)N1ki-(T+ck1x4TN`(~xegwARt`*d-DXtYg%(ycTeMvCCIT1udnak72;OdSs!jtmi%%OtjQt7Gw;n;RO@?+HO%a>3 z5B`=;kFIfxxMhcWCVau@Pxqf;PGCluWuqGdlUVk4sq;7vS}U`i01o<4oIzW%NH@kk zN?%Q(c-Fn=%N0++KlD|a2{knb=7NCN4UImulEj_8?cK0SQX5x0)V&PSwyw=vFie-a zyeHJvLW!nb9q)3v?N~Fvc=>L4C7}CqkWh-N0D5nAl}?cVL)VV2qt9g-=j}K52(c~E z6WxLo1H&sK9v+kfmdgZji3Cj{V}+LWRYk=&}sjN^&~*#?7|RG<_sM< z&tTPXam=ABS2Prpa8VO2L!MN(+rnw-pTMTrwz*^N3Z4kCP~bZG9Ithht?{FZt2dqT z^F#vM3|C(1Hky1p`#R*LDBbz@vg$^jMnCtx_Oed%e^}%{ydeLKkGhh!S8DoL!@a2z z);7+ww>70{_tZaGL3LUC=dGtsQvb)4QG5f2S=a+n*#q1*=r4wZu29l>}Z~{d?Rse5L&xA7?(K zO0`jfCzF6weeR9kPA>b|cn^k3Au1($LB43{W2rcYM;nVQTpla^`zdMWvr9#v_kUQ- z%>rAOzhnXU@(2=K#9yaCOcVbAI`VI+XazHHFL{+P802CKEw&n|YZ1Re|3C=MSRN~7U%ciIyw^W;e)q3EqV(%3jnZHlX=beIR6A8IAcmKweGu?IIfw_^|7 zG8+*5w6WDIjsUrkO4h{W@Lb_3rPq%88L|+y-k+S0{{GQnD`z)j&OlN|&`=S<8mu~} z&zj;bwvt`VX`di7CrRthUg6A>TX%ES=Vrk#yiKeV?4X8waCZN0>i&};o4x~cQ(I#C zi6ZslgER`>;oV1*Qw?kv@+vdG3RLptXFlSZ+WLEavev=~)G=7AKw*lEs&jf{C5HM% zv(bL}{7;Vq!#&Ju-QwA~#N!l(G2vp$E?6e2dE63Km=LW{$;0o zMGEr=IfUx^+c3{FF#f65a_SGhJ!mY*4{!6u8awI{x;_hl{J96{-KEVlY~D%Sv(6m1 z;}oyPTDK-`h^r;ZujiyZ@pm=JE5B!(y%#Flzpi2R!hiHW?pfVME>9(&+(Hu`hdU)( zvyFf7RC2RKpRl^D^H*9WmHU%6Lz{)tmoFwn#+#deb3xczzYbi5YHcK=gS5}63(9B~ zoMkWHCw{L8k5lCKdhesWnG1$Chx;q|vbnLf~a&dKj_i$nRP95cBy2)qpHBd)?ZW^t!# zp;pYA+DHQX0K43@y{YEz`*>7ByzYtBG-aS(XXU!=grwuf;w9*d;wk+|^6dSsj$#9i zLuna>aJDV^5y7TNdxZXujv60M$rw~<@X&N_iP?`T(WCmk3COVyZN*G2I{XVX@u6Joi%l(1N zP;nu1O_mHL!TI?7Kdeg~XA4Os>R2+2d|t2(a1R{SyC_gGEYB21*X~afUbC+5)ZS`)$a7rpCE1FDLlzdQ`uv zD)N|;qjLNYONMK?`T_*VV4lwNSm?EK&JJzH6Zg{*;$|D2?s%py?fp-<>jyW{BT4KD zTG32`WDi5ciF!=k@j7vpa8g{JYUJ9>ixw}=k_n+Oe8uNoB5|W$Y5AO4mhJ*l?Q{vR zTW8gQ;8P?W<5m&L6saBA&l_0f z=z)@8{J^lvv$7t?75vk^z{6kdXy?XB*fr82pqtiWFi3;%#6X%V`Pd3_D))`89S8Oc zWiM^MU{m|j?I=mTygv+k9BEJ1Tw<@~%w-#8HUG&m8!_OZyveofNO7VeqALI)dw={> z1QNd*7|w0lKU6;b%F)`n7`Ce5lxVQDV)fy7=%U!M@3H;FZmMmi!Q!%!io>(|h^HSm zNC?%Wd)v=ccy&&N3rmsyRL&dteKQ##9~OgY?r9{Lx=OA;mP-D!zN#xQ?YbD=*h1;G zcr~U*Xn1&P;tYO-&I*=d^S@bSVWkUPL8Q{(=|-T_2V1KW%O(JSmnO&rYS}**9%=X- zh+A~nZsvxAe4JIa=4_k6p-9s4Xsb7@RFCiJ7&;CRQIFI;rR%0jwytFAg7&q8wN_2z zuAxNaKss}Ykv+{{MYP;TdO7#S@*Z+I?G}dW3#y~ zzPFwrXU3TKCJ!xEampZo{H)NnrVlJ7Ij>dPxZ^qD%Th`Atvd*rQD>gx-#=^fk_$;X z?_Ov>CDd)Mbd(*a@GV@q31WyLCi@u(@`~iZEg8#$f?aMOhN6T35zR4I=gwGB+h)eD zKwIfBa(jsR(ty3a$-P2*n;DM-Xn{)}=2-CC*;(`V-z!Xyfh^$Ltk4e@?qcO17F#C* zq_dsR%=-L14qKd@$p0o|6J>gzhrTQ}STeM)zlVNZ16WzP-XE5e<%_NGLX$|A9j!Y4rmP;0=XD%>>zL86ir-RuN zZMC%5bT?wf&ks5yO^J53EJVNCHd)qdTQq!lh*B9DMnJo|z9I(i-VU%-aNYJ7v0q5` zT}7Pk#=^OIRbRepsBN|}`Yn@i4~T;Dc-(coA>r}}zoPr#IQS3Blyt6nek>gIXOj#F z#BkacR32*@y$u=1@WRBFVYxJM|C0RZ(Brz2E5$(nHmU`y_rM<7suzdGP6_2zu@*lK zsTRKD$_$*$uKjD6Wrlj#q>)&^WdO6;#=H$(`LWBhsvYTV(1i${a1&kwpOL#+y^rw^WELN=(QDHBp{=@R^ zf;8FZo_}tb<=NKfZpt=$gP^;GHw$*Pd!Bt&-&NC0%H2Gfw{DexHu;JnPOfA7$?@Cn zKU7p7ut-=j9@453gL#h!nl&;2uT-`xWr+#;s&bjOq`3=nWg$oF!9lH>JKxy$r+Gq3 ze{S!QeU2OX%|sXGaGXx`+Q?&Tb_L1}SJtygQrdn|N|lHuBl-yL%C}=iO#Fux-L;6G z{7OQ3Nj_pv;|;6kh*F(R`yIk5<)X%t%Z2N|;wcn*teG`%7VA#;y1{;(gTr-b3ON5D z(c1_!^0S7k?T)bZ%N1})@Q*?B{961`lfigPa=uJ}@U|%aq%LpZ<;Z1KdcmnQ}l}2!(83KS(a1{RRm6pqsU`NN_=nnwOTn|1mufYKIdd< zIWdCtBbgyOGlGD*{@Y5I5oecDnW*8fjktmNK0|){moJ>}jVt49y1^*Br=*71ZT$sRlX79`GEg{?#ddcqk9T!duE_04+DIBNR@G? zM!YwD(>#QUbmvmfnRT=_11e(4B3SR3u&Q>r^P!BGU@SsF$r~mNwV&(YI>%^bkPt>Xzzm{m`yA&tQ84`T#c~&$~_@gO} zDK_+gaAK^*FBe{9GLs9;KA@1mx}3%A?Hx@ zGxS0xDw8N3)aT4L&R1tJ64Ju&MoBfvuT<6L$h!&7M_9O=#$KCtpy?tLD%nrjt|KlT zWi=xnoRBuYW|2;N`mEY2%c?;Kr-?Jo>o0vi`5i z_n%_FHF>pybFZGTxdgjqU_)_hSs%48F_M>;_Y&mA8SajO1uA6Uv(iG|B)BW)>ude? zOHQ1rPgS#K(6Lpm$eO>DfP`QMJ>IY&iU7R&bail}IC4&-8|hKt$K6WM{z1l{mB`fZ z)HMD-tk=j+@qqXBr^O+5?`Mn77aQ2{Qn+>yJ45CiMqcHnj?q zW5H`6{^xB9&feU-w+CFKLX7b;sPab!13L?V?oOyr%XWy_-9e z2MRh96${$|?J&U~0EX9hP8nsxZ_b<>O21@fbZy;Shx3IThP44N_I0Fb?ekC(J|x#_ z*}h1BKDSA}2-tIhNl~)BAn6|rZ{ycqN<&H}iVaHn#a6FcJ~1VCBXB$YbkkQKXFi}Y ztV(v}AD*;Xi1S~PT=L7VXN|M*IURs1QGYqQhler6PXEoJQ0ug_YxNGLlO)?X5_!v(7f+o>Ms8eh zb-%gP7TI#zn@fH>lxyz4SpSuWeJ=#pT7>;=m`A1_lTKLZ?4(dwQ@co5{`8wi2E(~m z=O7!9hA;1r;n*{rSQHb4RwF}h-*JZb*P2gWq5aPL+=Wo{srM}=wEkY-#Hp2xmt)-* zFOWtNC8)`3U346VfN8i4$XY5QHF^(J-E4_}VcxUtxo77u?U#LN67eCsNG&O|p*7R5 zs;GDmujzjP2|@P0-!1&!V@D)$zs%d_In!$LPsAvqHs^n zPXzG9b5C!Cz8?5}V2;;P>RPlhi6>byvFy?G1IJ0R7L*kVJG7knHZ zdLK%6g#I0jYGPbJc8=!r!I0@%?5}R-_z6@>pkT@JgOYMjpst_8_XopJYWmf!xwp8A zJj7G@z)nX_nO!k8a}~q1q2*w_73Vn|=b)!)9~M@@QD%}Gn@hscy{iC> zidch!bNsv3Dx9SJjcQ_J%NRGRFnnvP`0L`Owxg+y67uQ~G5~H;7HI7@f&t+%&fK1# zcCxj7df&ymjL@aD`gPsCowNnnm>DLCNRftdjl^^vGhU6Vc(=sg1T+hH?KNvDbRB7C zxboRokf(Q+!*R*^$OMnVysKFFi3XwL1i5P@+U*?9W8e%O%s3tTS6pP$~YB~gIHS|p@pz_Aixq{;W9y@2PL8)q2mlv~1Z)J0JcvFdDRx1(DZ~-5m zt#+EN2U_&s82mQWG&!NuB-a98YAO5s(!1k{Nh1Mw;0%C% z^?9F)^$YzAU0(}^4ITRi`&?;{DSqiZbo<%sLQmm~CKILcOpI&!mlN!Q3xHVL#*KnTTcJ|89CWIL9kl2< z*Nk3ZnfG? zrVSfdo>sex?@qOs$wmWWs|G4K$?9=hv1m3L%3NRFi)9f?-fRICmP7b(IX<1M1ykO$ zI%Q5Wr*)$|mcq)@Uqe0PT^}vHu_BgL4cCST-nV=k@Ux*9t&0}w*TU*6-H`<}{(Q1I;!VObsMx__-#)#oRs1(4j+t?%+sJHQ`AG96Pcx_^E6DZrtzQX# z&YF*lViD?IBDc}rCGyN3P|eam@qerxfc5*;e9_)*6ACg-DoOKxXG7sxEiUvMM~XtAjJ( z3zgj4kEaCV8TIc}_4~o4>9ECgXVjxaNuqL2(x({DQO+yRv|UTbW7qbQjV@VyU3`o$ z_)RrG?S^CVHt3%=EiLSg4eRU7n<3g;U+By%J zdhPV*>E5<*N+~T4NYs?4c}nQzb&myqY-#b#u+I(7_9~AX4yL8?$A>lR--E|}q@Za| zcT1DPvm%d|80}uQ;U6B`>sMD6+Ln(Da!PkXa6fm~IQf2+&iJoN*Cnykt*m60ODoow zd@^(@gs{d>L0VyPQ-yf>GYoE73fM`>{iM&63batmpP0LDFVi1|Ql26|bl)&zkZVW8 z5Wb&%EM)B-V@AW!gH#!_kM??3>9DAp=I(wMT8}ICYffDcN%$}D zJr@J!{K)Ozw>(eqv4pZ0fLLt#0Ut1zBRzPoGvHT>Z#+HYwM%K5Ken%uery4jQ=ihk zJ5q_fLFTX9r}E1J14>&Bi~>31y?lmkI@If3JrC2e2w|&X5^?vA3Lk@4TFsPirb9i& z&z>L*+rCD2z{g)o^jN$L7sKs3+5@Gx_S#2@-*bGVfyv|RR{TE&-js?a`$R7jERmQc zC>*aKkiUmo>9t>my3dJH+g_7UYg-9^S>8w9&5Qw`m>*xxzIwhQQg&?md=?Eu-m$mv zJ5jKOoqS6UH%0!6-f6;}rzG_D>s%bVh3%({_4{jmJ?|{_DVbw@k$@X;DsXt?v8z5K z*0j9_;Vmt0E;Sh&A)GTPP(3>O8tHx%c*DcKIlqre)C`(R!w^NfP{p?nxxfeY?_7MG zmznC+aFSHlLyyru82F1wxBl9+zxxU=?g%l5Qa<-mf6gm^!#@*~!#Do`Y4aLu>6giv zpSl4c^yGgCuR-x-wx0()Q*Wgkh&8P$;XM74V+=_v)b0a?uO-#|8z!f&UrA^bL?bfo zRUa-eF;^PC+xVId(TrEQsNarSC7;B{^Q_t=TWzi&LKw>1K|GFngWJ7vx;Koc&^$K} zhiZs6dfiLoJt-QW)O^%HX81J z6@Jxv-H(R#H`BD(ejbu z2l_ppFmuD4WBe)lo`fTBC`cH}!=UNSY+Py4>AE_svF}KgP5|rDol5syyM-(>jpVd8 zJ|k&Ud`a-?Ymv*p?BF9qjFkL;;9iyI8f*=5FWoFha4Xm}&k{sFAEH{>$Fe{?#RO%z zUvH&(<=&wkrQ4)7g&EF31MYs6jSgiO6tp$QT5?r7y~%tgl0mN9OCcgK;4veh&3ccD zJ|k&5Q>0pbqBOt)+f4Ot)*$ni@P&N2*Bz@<;}co@Lbpv)*>?s* zn75Y4PDiKZUTY1uo#OuhnH6;TLtsKi{I9QW!#|BqAHxjtgAuF?we>-g7QsQ6k<7e=u-1fSP z$kwu5T*AEpE^>cb%+%jn@ZOs8+G1CixJ7-=BY+BGBM3Cr&vv)?KVhY5 z7TRr<)Oy{rt4SrQs8TR;a>1DQHR1mN5Vhl=c&*n%)85m|W{k!GZz-38c^)QgUfrp_DEP-}o)fmytuzDYNO+N? zIAim5%GUvZt21BWwAgMWjW+p*Zcu0G{&QJ+#l^;=F>iS$A?IKxEBgD?tSoMeRV0xn zwd0HHT|>zG6gJTkH{pY19B24xhvHSVR<94(Bv+4;`-#tgO6IP0HnP<*J3O0+$#&i8 z>s5`_z5b>{Tx|`;0prrU)fJ({@e+mYBWG0jzK=33s%@P{H#z?R5mz*?9DTmm&A74i zt~UT?MmPf_&|}uHF8mwjT&l(+ZR3a9GhP1x!_Nf&0B7jJIgA7|7A!*Xz&^CAI#7Y8 z9oMN+{R+N6@jMrrIEF&+&OrkhtStjThgGwZ@W=kBV;M23OeHpN+#1GG0^!=-#x;ZGC6uW3nS(ZnT-{#$Js9G-f6`q$i_ z@K2xGz8x39m);DQO1RfGUo|AM^KJ_%!I0rWMgt|(b?sdFjOsdeNUXh6RTF(je$)0= z-`WxCw=uu&Bg_i%e9&Ys%1=|!4t*=;PaJrXZx~AJ36o*{+rO89fF3LCO+!tO;_c?V zb%_4SBzc(HG2UWW_ZCspr~|j>UM1tZPY-x@IoC+jm+Y<@%N8bDg4+i76_3> zAO|_;9-jW4tCPIGxYU$ClB%+DM;upe-Hrzc-$qx`bVCVQqRcH4<&+M*)cT&NkfP2A zZM?ef`G!AQ-nNx&tXmPInFiL7vt6r&82Lxo?M6RJ`d+^}$7_h6sqa!&fpaKi5vWE${{X(L^7q2ph0d9&Y=%aT76I}}8wlr${Zjt`g2UOH-`V!X zMQtuTIi` zY3*mh`dGKqe3+mBD{TxI{{Z8|+Pxb1JHK$#1DM7t(>;^oFNU=L00n7{9I|;gXn=zf z;FiuYkUa%?b-t%_sxJ7hBz?om%dzAhbIob^Q{t>&67=$#qXn6Ueo%5x9=Z3eY5Wai zYj~bdnvvtV7(bGfeQ|wz<7T zy}D?`N?PEkBN*xHo-e1bsAvq)Zz{urGr{z$ad`6WY~o4xNVyAwc=>RBYpvm=m%4EMW}KhB zx!ibX;l<_c)RvLlGHIasv9N8dgQu^c9jkSGL1m@u_GL9m?h-MvqWQ+x=Yf%qmCtFv z5UxB^6mVIjP^^)Kb^wFx>-4Uh{t$>fFQ!iS$-7a!x8G)`1rfIZ2=Cdu*Pl}Hcc^r@ zsl(hy6M5o`pA+0&#R`irHMTAe42nlN$G@+oI^NZEizAG~7yP!Dc6WPm&pgyuR*+j< zPTM4D?Z{@%Hi3-s`ct(XZ%=(WA&DiCT~C>ue5C&X`s(kkqoN8FQm1;GhMnQn)vo2a zk5iT?opyyKu$&Q`SD@JZHqor~yLEwu)U5(Mxli?uS0wU1a%-5j@EY3LeWLr!fo6?b z-BgS?$2s8okIuaZ!g{8kquJ^9Uo4ZzfMi#t~{{Rj6c25J_ zLfT{@n(4%n#@GrsV;pcg{{Slb*3aTMi9Q>6V^6xjouah=09Ko3&iS#EkQkr4?fBQr z9whNI>RQZ9p%T?qWFay$l5yYZUc+Z?bMbdfu(y)>LLhCfsKf}sAA6khlZx|kH2L2( zMWNNs>C$kgsq`T`(o3y2Ao%#k7UC0;@0 ze}#o$cxU4Gg1!)Z47t{t4nq5ssYwo*wBfH8^2|p&0X3+~I$3eGkLhr-XjXrppiZ&6+Gy z6pIZJR#AX(JqX~}$2tdx^({&nbgSv-g5pFDtXz`Bo=!pIp{?yh&e#P?&|p7l45d~Y71;sw62^5VHg5#t99$^QT!TKb$VDwJTUx2?DHIjTAn z_nyUAKjAI?pYA7u!&SMsvXEezWoB0#az^3L$}0l%T${$%pXpAGsY=2{l!MMV!6)$V z+P(YX^g2I_J|D{7B|`GcFO_PLj%0nH^N@RP^sgG%J`(C$I7_?8)-cVvf)SMK_3SFJ z(~mQ4B+RjJwUiyva?j$gi2M!UsdU?a5o&e_?Y2lExRpi@@9vy;{cC}jSl0CoO((jV zd7zz-&hnON4tOV={&m@1XtK=$&nhIg`-6kr?c<-ywRE2i*<9Osl9m`CA}%}i?Om}@ zi*74(menM+V)%DWlkB!8e zweN>V!5%T58~Zk%=^_Re7{D8d=khh|e+T{#Y2O*z9Xi!!SfP{7otUoZ;~y!<9dg2* zd__7i=abOqr%G;C>Up<`WV|-ey^PX3I{6`1O}h!{+O7`=Yk5r0m z05OIIfF$wPuX^M9%xhM&S{u49l{@u1e+cP%e~O}4v4}@D_AiA1?%U5e6)oPMX&AH9 zUQa3{ZS5)Na&j_#d9ObI0EFJ_;m)k_*-5#b*^cbvCxg(BO49J>ieT|pv1cBn;wa&^ z5PYMsVtxH;YSF5vbo4P(T3q@Y!7QsdyRdIIz>nU7c}K|Y$6@K-yLsG;a`Ey=&(gk6 zu=us8d_C3YHf)kxKg_D&m2RDZ9+m3;1^u8J{?v#o8$L3u~mF+%Rm6bNF?ve;7Tr{fCnz+c$jJ!TEyVkzRe_Uy9m>z2aA~FvS!* zU89jfA1LL&i~3h}c`c0kYfB>`kU_OrjxtvjbB_5O9^UlJqIJUim4F0P}G?6+UOP^-vNPBHmc=om)|+9j>OBg&}{VAV$Y zoll8ABUpSW(RAwwg2r_#Pde)1P>(J5vfzL+cu`&%@w3I+_Oqg-H?z$ho7^qR#zNK2o$sMfnLFe8dX%>sEwgbH&5q0dXBsdaeuKC25APf2t>pSJj&qxfd_%`Kr; zw(@CH3A zuJHxI_;WP#K?(ajYvh9X$z$_#jCK|9c-k~)Q`ysZXVhVzH9lz`l(5Ar;gwwbilaA& zEZ+D|AdE<$@)UgE=M_`JekE@a=x|)7-OZiA1L{Zgtt7vUl7#If93SUiM3mtx6|X{^ zww5|=qqCw!j^L5Esn4*iUl90iJ$l+x3H|zw(2>U9@+)d|wecC)B;K$eoO_O)y+u~ z6w^Y#irU4^=azqbFxg(dzlBfYjTSq++uTEyoNi)q@*cc?RmthzD$@K7tzF47MJ$&K zyK^pkjz3EDVM-H^KPz_W&?>i6NVJ*XXdX7ve06a;2;!RJ&yAA8aylLf9`$oj(Nj!` zB!QVBg~ZJt@bS+B^Q_Cy3EJJcwCcz0WEYePnvQ_OZKz;xqYw0PG{v-nj{`tmU`x@4$q!vph zo=jI4C8ZzT`G5MtzKab)r^iuRU!lWNX)aXsGqn#B*o`*gR4M}u6NAs`T(jRDLs2ba{NaWsx4_E(sU|VfOZ{{{Ri^AHH4OpWyuK*Me5L=Tx2DqI!3S z@8p&%TUpU=-Z#nferzu6k(25x(fluA;md2cy0}Qx2(Ta#)j+Yb^?Z*d`MvKz6_y<;pdw0`c!(8Q>Gd!E~C@lMLcqk=0~Jdd6uxjF#29jgn) z32A$#M=h2hVe&I7;HV#f^{+3VSdw<$8=>O5?*mNUA&1MEzb~asu(6J!c(px_lft+6 zTE~W@(zNJfd%*dUQbMp?4&;vb?_PJ}tq%9Y`qWTKBeleg6rKM7*FV<18%5G0vbnr? zWq2lhvtae<^7O6?#x`?DuU;ccWDp_p+@5!ENA;+q6y;=1X{8j-pThqD3-!GhQJ3w= zs~f1!T}}Z2j*NR6BJs7xjd>=WG(qg*Sr9Sj4BbCk$<#hB>Isdn&T32-vEmfy)boE^W#>=KbHujE0nlOMjMJf(| zony)4Ek4q7EaXQdhvX^={zANE{7-d%f8;4s_aIIakop)r9S(8$qS(;hW`g}(i3cJ`0XVdYk8dt>Y{{Rl&*o$bk&A0|^_vgNT zm6PDv-gvF=B(_;1Pu)nMb>lw1;-T^WrEa?6OEZgTK3&b%*FUXrzF9s=BhZXnk2%>} z*y$e-ejsnYxcbK+?W5|KKgTvHRm z-|&jamnh}@w##qiDCwRtT(hYeDQELzd= zC=*ERsD}zk>sVTbwZk3T?s6B=L^^uCA6M}l<6?$E9FIhR; z=6&H$nAel7%a)p)dx&|PX9FDJjbEBq(e7>Mf>y+b!~Us$f}LNQpGXu@MF130MF130MF130MF130 zMF4pZ?cAIH0A)WI{{Yv6=iiF_q+2;e_A|sbZ3a1`&j&4?-uw#vTm8G|TVL5f#*(+) zi%)hS_piz=J68VGi%&OhBmL$WCqlcA*1oeKmn|1B?=Q&n@pSp-qHpMT*S;FImLE6m zLi85-n}CBMx}SR7&^4I#+X*z=6q5e?E9W~Lc?#Lu0c>%Mjt^?{-xpuYVfL$28*PS2 z(g|ZYCOHOQKc!ob;+Om@%Sfctz!S)e=HwmCv~kdnQ(oUIsT;t`hAC2fl06yx6=&gH zGE=Qau*4*S%Ho27+uJ8{Ire*Ag83Gw7QqexSC+<6cO_D+n>iZ+jv&i9bRbk%cVcR zZIZ}(nLWP>#PN2SV`B1>^4i|W;u}-lJq>OBn6`($aa8DTHX@9(=@LStg`K%d8YD}SaH0w1joNhiDD%5 zi`eQ|Sg(2YGp&3Sx>lPut7~o|y~~3Tz*kO24?)x4y?RcIrD`YPJbJywy``p=rz8)k zP6F?ZCMuC4fOiqN;NTns&INK_J@FK}j*DdlilkdEKf`#>uF`s#j>`b)ObkPpfJdC}E4ro$Vn+OcaF< zRr8MdBk-%_L_&7H1a5;vEIdew z`(oM7!1I@KLHv}_@UCMh(T&=fsj1t_`bDJQXO0L1GBm&fWnAE74o?EHENm{c-FcU}!DnAqEaeEuUJ^@n?>#wf!2&HZ8o?NxD2Q z1&Cj-psiq@kzGeSdwSBUxHsxhwKi z`g6`d#=T46cCBUN%{x$=#B762u(pHEWK+K^cBmQ8@onu~N5p@H`lhw1YFDXhmf8## zP4-f_60~_6bIv>Z3Rr52GjN{e;$syBDtj@SJ@WW(Le%7!QXg)F7YYMnSpHu9I{Wsn zTgDzdxz#0(YiI*Q_PE+;{{ZKj1t8=6_o;Os3*5`8#caV^!omK_bs~NC7%kt9&%wAmV*?lI;4pfj$Xu`sfmaLmj`PJP4V4h3HLTdpOp zov7K(2KzhM_DE0PJUDM|=e2Rye(mCRVA6FGsiLvUx5S4{LRPU~vRi65QYuFXDwiQ! zE0rCFax?2&R&rk4vv1QPwp)oDNiq~3bAgk%1D}3sTZnXzhCVU07xu#D##oHDN&xv4 zl>Y!izm;{GcD0~*hr-(5*-gUSc~P~jZbktz4acYVb4oK!b0axIahgo?Ul&1gd^=@( zYQV{9r=eJZ!!z$-dCy!L(9--%;%z^|FR6hXcCucG_IZPHorM1Yd!`4aQMd5Q+TY%> zy0|7eO2(|iXihQP*EM6s*H(7^8PV=-npR88)wh}!BZn&IJv|nMQzdxwyBunWfwa z-mjg+WG+4VuBkjZKZCWUy+ahsK&UhMzXMWv+Rm`sxU- zZ01roNTw~!gy8TuC>=Nzl(7+=RR&b3x^U+;w2u(U<6A{oAy~DGvl2y&ZX_R+hV8rS zT=&I`OWy-WaczCR8=JXAS2qQ>6r4ET2?Udd?mc?edo|y~9Ztgb-f14=%7#dkpOtc; zr%ZIuuWITwJE=Y+!=~Ho(H*hhOQ_z=yC-{{YMq(d=cu{R)Y``?9E_`~qp$KZFwLv5km zO{i(oz$9s>(sq|p--q;D zX(XCtiXf4k7TPioU#)7%rAH;L#4^aB&l!yieAp~F#c~4gQa&YHJ4p8nsg~X?zji{y zJoDFz((z$^2E!=QG`7w;bDXvb#~7<`o8dE*R9j4=qGYp zzBx9lI(Ds(+hgL*kBv3EeJ@DNdUc9`?t^ai1cf8(f!e%^*H&5KMG>dn;NzP5oU19J zPMVzK?;i!9@eU@fM@J7UK`VU8;=O%`%{*@T2|VZ1>DH{q4a1ht4!9ol$u#)HJMJ0A z21YBMCZBz;6!4;6XL@{KDJq zkVzaMjQPxR0&$+Fj(D#3!~Q1JHAa@)OO31^Kb!qX1fDtQc>Jr0@fU=yb;Yp0K4fs) zOdnzp6#_8NABAgO-Amy89^Uo{OASZNjJfJSz~iU)yVuEL>Z;P_XX&^qKUJgbVzfuC z_!q_YnruQU*;w)XL6;SSu!2*6S77>e+*Q%Zj9 zS@cTlJ13gkN`)^oSM|Lzn1Gv ziI6J!&4vs2x>Ihf4Ut<(7c+>;wtWfee@e8X)uhUtUG9Xj@dlr*YBHtct(?0zI;tE# z00TG#9x+-vKB1?!m2lT{poSnsDkC_Nx!cAMp#1BbzVO;!qL@GBurbC@Rws-f#?QM~;}G}?`=a_Ll>+?LZ{zLQ9~j_y>77>?+is?$LFbP3(Q4ipX!MDE*vq`F<(0_VLY!AM1o}UR<+_Sk2b!@cTqxQya4A7+ zdyf${Jspu-NxgzgSSFs*6-ksF>>X*h7PdB8!kdpQLg$6@^ZbQdlE!=M8(5YU1yB+@ z57xAGUjRuygZ8NBB%sO3<$j!3XEHq5)0K`RRhvWB{CK}%+R8B=&nT$f$Eu3+?;lyD zmvZ?+F^A)7`gX4SPVls{UY*Ly{$P|#835#Q-~91dw%-Zwr)irk`(_8{IV2KIZ_i`O zohptgByrv!)h_hawTVkCa?7-?ct1D)0A9L35O`+t`qt{|I8nr71aXi%_pZJ#f|AW| z9LEFf-@M};x%Bp|O+&;N{vMWew}mHS$13BEx#zg;n#xr=#B`|2FW%VVFG28rm#69> zQa?F1=hx--=e=NFYsXVYxVmKfIfNoaqaluS)1O-J^{)!(K0MJbE~mS^N3z4cv`hjn zSPTGE@z1Yn@~wJJH%QbcO9MB{`^eHl2*z>P3Mol9=5=B$tnZ=M_*dc;*M>AdDdLQa zkWwpV8BTwU4uJ4S;%lPQ^{py>e#x~9TWbYeG?6SohU9bdf;v|L;%iyvp3?EqMu;&U z-k8Zh<5(KMiZ5mHOiv?^EC4(Ed)50VFNCVK)FQc$TJe9yZ8pkAO)d*xEgS%?7YEm{ zqf*r^HJt@o7;RGLXmheGa&S#}jn<(p{-q&b^?Bpky+`2gjvfVhrDxvC0u#UoG@Twr za%tluQcXn>_*+xe2CZ>x7!qC1aR%nbI_CtQII15I{0*=8P7k%+-b{5O`52oe0rVk{ zzk2meSHb#px1qAoUMKptObmPU?kkJo)L~^W&N@@-&Aea^K-s2h7q(J|Z#p zZcNblN8qm)i>*IUog&1@qg|y(9h--B-h2Czc~?4aJKt=>ZvCoM(*w zn6EJKPsWLDtftdtBmE!cfMDPbIP3MR{uKE4d9Ca7*(5f^OA$f}wm>C++OBz0tIY0^ z(}$}|l|eJPzSd{C)~&TGSZ(5sK@Oon3&_SseX7Fvir(?0y)jz@AKg@sjosVx8Lun& ztKv;d!y%%$Z?jw8VWTnUoD3f4xvf1b`!mD$R{ln#b#ZHV0yE{g4#)`~bay7Q_EJlk zoi7lSoiuh{E%BY#iY{$!l6hf00b>9lH5y z?5rB)dgSyyc<0iod@IoPH_~Uf)Ev0ne3B0@!v6sE>yY@@;you*)?u`|g~Zko`9;tH zlahJQ)|_d#J47l}QKxwsmcBK4^dY6%#Rb+$X=P=>9eC&KTwbf=E6)wzs|bR1QxN;3 z-;O{1by==H*Qq_mn=8PPj4;pM>FHUXExW$)VONNt+w!*Dk8kN-g(`fqNuE_|_l42d z>5ypNKGCnm-UZZ%r2t&vzHIjTSC?xR^7u1XMP&Wda*(IgXBDBO$*p)!?OHUBNXhw_ zJzGBp=qK@J^p`;;lwV@6VL3yOmV+Jvi%K zbBl~_&n}eI=gM8swY2c^n9>BA76bxU?*9Os*G2GW#+E)F_<{C~Q6jmpc;!}#Xv~TW zBLT(_LPu`Z%wB0%G0gVD9kIaNG3!@v`~t~q9qclh84xj2dyq5QxvvQ=&q6L~=(I;k zsSO?v5?xPg{-WYWmN>*kM+jD{C)F&q-y9zV`$EbI;CoU;kO&Lbcu(~Oc&_*Sl|W^JHnvW;%! zkaAz0ymska^}rK;Q)3p=!+j4;vzF*16 zz#}>K>FH8@JG0jG?-j;$D~U3bq4VN%6Ef}tlaPP?b;;?IPX?h846=)l-7u4ogP->h{2RAhPlehXYs#gnfn7CzZ9j>hWVBWaD59hSiYTB0iYTB0iYTB0iYTBA z{{R+b_+wDV2ki25>GGQVH}Ty1)#kZ*r&xWb?H1D+qnYK$+DF~N$sF}O`d98Zi{H!e zwxHkLw{!UeUx%JI__2559b;5@mf2vly=ftyC1C8h1CmcpeJkiPK5u=;$l}Jg%91^M z!JY9dN=K*%^KDj+>YX1PkmcA|U_MfX?-Cs+p zPZOk37hfp+;e5W_0v9;1}X4LKe&uw*aY%GdlipR*A#xg+% z2eCb~P-~YdsM(uKDdveh+_)rw%BL#W*HG;S6sEz(dC9H=7;R6Fg%;-99 z`d2mL=;qt3K-Nr`5nN$eafVRm80Wa9((iM=5|Y@0JsSH<)?k{_`r#wGwFYO7Lc2&( zRCVmt&f3YWU20MbyV+jm?Y1Ks2{Jx%Njdb-TIswke%fN$E%1=Xa6om>5e5Jc)c%z} z#BD!F@Q$_R38sc9n6zz?x!;kyf!qO4RP;d_nme(4dEm=EBH{}Xb#T{@7>-!W9inWL z&lo%b&VL%>8pBx4>)6@>cNBsoD(a#BTO`F{ zb;eym$ET(%u+wxMFHzAiZsFe)wpeIYa5ANWjofl@dt$V8p&N3XxNIEdC+%I&HPyZt z4S!X%iq_^_ttNcs2lfw+UdO;iS@?R=*y@4t^`cu9Zc>e%a(flVS zpB|wty`}k*+Z&E$l15+?kKrVcc>HUcbgN1{(spC|)jnQY3v;y8Y;;XR?^2QmONnh3 z$L!H8driZf?-?Vp1Fx-QX|@)cABb)>ol@cLzki7BfG_1X&5nX|o|D{bQk3PJw>8o>K(8kd0Oywlb@&3{n2Gv0Z_F~aW3UvERf zFWmGMs!^#<(Rv;|I<+a*X{$)i_`MSNr&yBm$IXxJR}Z$@HuBau&mnohz|C-)mBb$l ztR8#KMp$nx+ZOifSc2ZaE=Nq%-aWn7=QoxT&Jfr}uCqW&mmBtur1Qt6dG@v8pAmTD zSc3OZi~S-t^CgWA6(Qtr3a#n^*1?7KL=}i=9L^8=Bs}pf<;>hOw7^9WH~%!frGcMI@fLR?@7`vJWsYr^+9vAQ?gKgtRd!2qo(PY!2 znhRJ`Pc39S$@xGaAG_PNa$YC+iF0v(cm0B*Az>ItW%+lgY;)5mky~Hzf!}ybNs`*q z2(7j7e90niklVQmFhT40$5Yd#Gfwz-qiG&0(e%r$L+oPcd7n2~muq303UW^0(z&l` zd)khjHCi0})?Q@a4L;xTCqR3al5687sfJNJxiB{1bA~+ej-IuD;trXkX+AF1ZXtMO zHyUfhX&XhjM(;{%X+?ru}Yl)BH}i@SWAbw~Z}f+pIT(-?3vN4(b{y7s#_bQo{{RT%()DMCOYJ&+ z&Ezg}^+ev=aYMekB5xkx@XCp11PdzbPRIkZP zo+$JFto^^ToAW+!zW7I|d`GvRPq(<2OKW*2ns|~>fuu~Z2apfUwdcMZ@PCiII}P7A z7iRTVNurwMGR8M#mCN8BKT7%s;zpIGPvc9g`)k{{?gY+aiY5XngE1Llw>=Jeis$t` zU2n84OBWNSqh+=~EgK6W?+czsx$oMFSgGx0W4g8yFW%;NJkI|BM${rHfA*QA(gY!4 z60vrVlgfGNA1?_}1sixli3rVpU<Wf;ba-}>%yHd0=A#&~S)Zl{hj z5ZMe&(TU|5-Jaif9G^UM5$L?kJ4n-XcC$$Qc>P>7MnhROI%Ms9#`T| zhT6Y`{6iJaoU);YP=EDmRtPXbr$Kz7md^fgl3$?}kyT+d!liaW)a2&o4M?Wn$i0L(RmW~y>+e>TY zGfDBzmt*0}-xCW+FQn0uAtkHDfc{`V-WcO;eEabi_O;ghNw40%o&JFYjKN@u*#t^S z`9=sGIQ%QC{i!}P_k^_m6qidAJVD!k}yZ`BXu#+7V_;oEg$h8vBT|cBH+&NfSE&ai#HRuUh4{@d>Ca$zEErP6+Maf=>yX7 zvyos@OfVwWc7`ir2(q%Q*vbb$t+!Z$3HB}D`2$rj=g^4H*~(vGbYUXir;lE(;Z)d! zH#4X7Frrp)_8=jGGE2+A%}y>Xu_gu-V^uqO zXx-eRj58Y&GZ+X+*yrNU`Bhm`_|M*R&H5sd$^ERT0^gJG)>FBL{As!i>T=bE_$j2y z@%sX*x%dasf%D5 zdD$yC&vgT5We;CDNNmy&A1H`qKE(5RTnmtg3wC$WB|IjgBuEM;it)jwUQ`PHM_u%aEw#Xp@_HBoW zapwJefRt}8Wdge9r&~vm-Ofvr=mauHQKJA^jSxBdDG2 zq1YYwjTE{B_XGE)he%P|tewkLjNLv#?YrSSPWD)+yBz8RdOQg{gF7C5R=?44Vw6aD zDGe49dDr)|4%U2+sSezy;>qUx^n0pTh4IiEDu+4CcKu0u6X4a4QvrGGOufv%aAKoa z3@wTVxh?au0yp~I|HGpKd;G#S*-i`opzzA{zGv-1GuE#2TWU>I7UqdPvFWhuOIGu2 z6B%OmS@S#6oEzfp7`u^8VrBE;#iPEOjgYA!JtH1^BGs|zkOwP z9+HRF?3&bJ9nha{Y=1IUm^N+%5IR{idmm*FAu zA$gQRd8}Ymy(&OhGEcKL}#mRTUDW?q}V82BD$b9MPnEs;Q z`vv;+;UO1w!FEYng_9-C*S6hCec{0lolKam_Us}D?rYBhso0O{mN)zV^Jm*HJ4#%< z8Ay4^2YhIskF0chO2h71f1msCC$!_5Uljw+4RT7v6}VdR`&z-}kC!>m z{dQL;TZiS?Ovca3NT)w7U%IKJrhf67yW@RYH#u@pOy^Wwd(Bd_7f6%X$16|O?IqIx z%lQ6;F6P3lO{Ji(% zPX5_;ChK*yQm+z}lxEyiJ4y568(tzxcmqqQxKQDLbCKc}d%eq;CO%2wK>CY5Iig%a z)zBL8el{y)W5@*&tMnCyi{mE|93%4oe42J&%lL9C3Q4DLOalXIHUP9Xp4+7SFs*2~iA=J2WV zCBHjOG{dHSh%_`Uzd7q^VHIap;=CZ1gLI(S=jQpMc;$)Q(IRMMmFt9ju1Z)WbyaSE z&*Tbr|HL?e1!rw6cj9pP-8gv#J-X0z&c4>@k{XbiO+5uDDsBmG_+Bo>+f^8Nf@l%5f>?;P6vwTW;$<-koOwO`_TQ6g=c5M}s=Rc>UvSL{|c_HhaC!bm`Hv~sEc-i|$`0*egR`G@07x`~N zDiO!rTGP6RlNT#NgW{A23S%cv9$G;}jHNT<*m1$Ph@-WzpUv4DPRf+eMrt$Y2lxLV zwlwlgk}r*^3e>A@#w6AUzGsVF+?2!=+VM6}LDLugqu@%{3oE?+`i)bl6Lz`3oB3w; z9J9%0*f0I;A}Yooc8I49ZbIo69FvP&#|m0_=Gc(GieC+#3YULkwjP8;40H#E;DnztK)QLR(mfB zpH4>N{T?tnHa1XKnGh=w2)Hq3Eid)2>(#^Dnt!?W8Xc8jA?^hIxr)V)$A zkPSw84c=Bvfi-VFV&fFB4(s(5L-bSUDJOh;WJ*uWO{F9eX2HB`EL7_Gy>#I#>NBWt z_k{bo0e@6m2k66$7&*z`7t`PybI~s^UW9y5bcTp5-TTngwK7j^sZfhBzn|J3KL7_G zha>s`e8Cu5DpMvMX~7MdqSNs#+;G>`I5MHUXu-G z2>I=V0jK=-lSx-m-^spU!9U__Ft(fQ8)=&yKJvMsKPUH{nSt`gb99ragFh-1^^ zfTuJ83;@e>NYF|oz1RPw2D7)fbPEhM3Qvc27083i^;Tl*EMpeH5AO;<>pUjIrHe&} zM>(lNSLqn3_d*+Cvn!3Vz+n4hX&JPV{fXNlJ5MZN-Sy305D2G9Wv87`r#s>{FLkTI z5peRuZb`jRHPVw(cq#PnGdAu6pD8R(m2;m}1}8{L7`y&WQ04kDf!Mnyz3Z5!BkR!E>wkD11*Yn4=3GoMvZW53#EdEOGs#J-V;!K2 zpjou6jQdYN8_2e0uDFyW8l8RAF2BY`;)tY8pecm&d;={3kC?uYuk2>8Amy!jYslS;RtU7+*V`kMtlc)X~7}>9b~*A$iCfbJadedZ&bA!0Us&jV6(SZZmgI zd|yaZljA_Do4_}Za!2XnX>!g38)f2W^m#?BLNXhtHP(bG)vPJ;*^cIPZv`Fb^k80j z9bMD3qoMV)e`D9kMMloG^Khl}@MGu6<-NM1Iu+j+DZ1pxo@#8-)r+e2=ASlnK+OgL z_@94rGYp`D?|2iAoANjt`^)_Q*bWkM(>s$nE%lU@{v88bPl#l7V3SK$J{yWRCv&N1 z+a+y0()dDX(ek)8fpu7Qx?TD@{a~bA7{y6H<}Z8Sn1ez@wvrXES-xa2@bNF@XG5Gs zoJ2sq;_VyVX)`XNOve1%p(1Xp@MU>z-nwkPNs<$($&eGdoVCnviHYs191o1vZg>t8 zwg#2(EfqpLEMO>LxCz@g{+G!|86xtdX|BZNWi^SnQm9KV)h%oYvy0c5-?*iR$Tbc`$L5me8r@22`wh+L#IWo*%`O?7&Je@h0d(7`TkAj%*xO*xtR4N_> zJ*_uXX*4x}3?`52*`w=tkYaRc#G87&J z%3qG(Rt$~dm^j}i<>FJ)ia}YdA&<-uWZ1*x=^Cv?4lO-XF)bq$s+VM?3>J=l9*?n09)%54 zHvQ}}=Vr_-^i()lWOvt`s}Vz|b8OvxpJgxFv=bncv%?GlSO%Vu0`9znU+R=KG!Zxs(xwLjK2msf@KqLl?u;H5#LURB5{MCR$FJ}2ob8RptdiM~LWsMu-%xua6g z_4X55*{#VjzI;HVl2{{PC=JJ z^Bie>1yZj{<+bO^+Zm2qG?w~FyJ5*3n(rE2nt9eXPg8N#vI--9xytmTW?56cEfbL? zZ_7njM0b`#VbRgVF~FK-Q9uu0Yen0LrqO;qf?)FF+LbVEU+`T`Rfe z{w2_IeAb}QU+r_?ZltdvoCgF0x&6kOE0{ukLm&)c(nUv+6dT1YLtfel3LBkDgMs`7RuA z)dusv&k500AQQpPXx3%kvqHq1e3NtT>?HSi)q-jUcQTJ8-iQ|2yG!q6@7{6;ahCjm zf()ek?fxOjtzQ^g7F2bS?mct36tJVG@$yqhZxR=)a=WqA51@P>(Cg2(?Dij?fk$R0 z)$gQ+*ng$Z$r>jeC6Fb1G~RYiJ~u;SQh;-~W8gPv9@Eu(KdQ8c7q@o~dW(up(8_Mc z{qBJ0JHp^f(oar|Q5Qal>`D~^tDx*@q*&NiKuUG!ay7U9jG=m5pSws3V`Ik%M~h*U zeF?U6;YiH^=dH6b(2xGHyO^6_Y`fy0c`&6!_;+zGAgc61b1h2QMVUIadxwRG)X$`K zrsk6oZaFt^o63#5UYr|hq8`0A*{Sf?+vr%0*gi$~s0+#S3T;dwt8r1Y2mWKP?83QX znhuiiFQd4pZ$Mv`ol=N=Q&ze0VjF+#&CV7&3#_KU|ECPF{wdiq>7avs!+d5IzNR8RTC6=z)9O8^9x>QIwAwiTRj#9*FD6kgnps~yWco=9_~-IB!V9k{7{g2p zXYnv*tO-B#-hBO%#>e@U9Ajq_<`ONl)&>(QjjBoLyOQ!h?(j$oMFvLbg9TAJ{jZqOOXh^#H*?E#fe_6*MJXsmK(I9iLb0gZvV~^vIXtypNA4Utnkj1W(?;4 zjx>nl&i#Ua7!QN~C*PIe&cLww~qPmes?Yw@GqQb@Yvuj>b*wpR>CqYl0H7e?Er z4m5wHIPQ2S?>Vs6?;2*HPW<0kZvPP2h3f@pF0U0<9k1NJ%s3&&D zqUuuPvx6&bOJLI7B;R`uiBr!j%GY!DzgG)#$475G^+&hKgvxrD3yni^N*_JDs^Qap z2hS^#DDC9622B=E|Da>EZib~072=5!o4i2f3#< zQ?9{Ee|BZhtMqBkcK@0}&1-YEJBXVgtSducYf@k>mT3?;E%5B!_}%eLuQu2|#9I%JvdMR?-Z?XY$+5TT6E2mm&dw`zc9b@)tUp|3 zLHqW%)Q@^X23N$EilZ)qHu2Gxkig)6oG^tu*Ib|&MdFQcydh&PKty>0(V^(loVeH){oO>@#+vm+{1q+t zOg(j)A)iwY1?^A7`)~%D)=qrn*)C0$i$uqPXW2^CHx+sWP^G5eXPTe=_aixH_du0= zIb2TV1W`+06WpP24LKio=zJdJqK#TOh+rBZ7Q9qBB;0=Oa&RchVz)pfKT#AzLfIaH zpQRr;;5C~Y>_lu<-z<@-`^z=KEd6cXn*C&}Es?r0gff@YJJ918r|FuX15&4`i+$~M zun;FB+UN>wS(m5w*WJGnmw(nB;N?I~@-iE*WqCW4R&D1|D=6YWJlEl;`Sq1aQIhVe zR~I#k*x-#(8Lf$sAyK|v$C7u+orkxWc|=P!W12|nCtwY3~{n|e{I2o9+ zC1l@bFFh?kOVC*Cy{;|~`nVYvG`Gd*Q=gx!hEGDYQ<1zhqgN%VGWyiJK%#K^)OI3d z)L)Pzg-?;shy-{nPVRUpwo2Jpk}bM#5aawj@5sj0Yg_Z1+a_;Xdw?sWj+fnvcU_EK z;zO@CuZ{D5Er$w+>u)zowZKn0hzuM0D*)Q)n8JSnaL!x1A zpLryN=hZLY(}@G{4ssFLC)0h$y(tYFj=i}L=E;va+e{(mC8fW*d?h|Oe9DTyACDXe zBOR@Y)S>gPpbpSWL?N&s(Va)c?7zr7%ggIACn)%P%;4{!TF!*da_R|osCiTEbL-^< z{o~wguEO<(#%b_$SM$ts@jBH+zK_v(sR$qR98#s=_~qieN$aLmU=I31H^#!e>xBi7 z`Fzv2`tgRP2sZh>Cdb9)8#R|9W>Xl07oK);mAMCEAIGFzI{@jYhOlFg zgQK63vv)qVkBx~Qs(}c%_NNG^s_gf&JG)RUtlM`REl$MqnopF#Uk(Ww2pBd&fy0}V zJNBtDh?KOvS7&ne@K9QBV01q5c_@jc=^*$=Qf8}}h^XT>o!0(ln25h zuFk41NF6{c#sB=Mt#m8);A6vdySa6Vvhz#R@0u~zo^MHn_V55{P!S9iK?bioT=pRj z@Y8Z@JNoh`c}gz9fpMuxSH#=a;3iIa+OIn_ZruL?(>~6ejH`Is7^Q%(fRwPmA-ZG- zw17O`DX{YK%h`*t8LON=CKs*N^k`FzdiOev>TYAQT~njM zQ?oQ)icLBC$IgtOTcv{=ry=`ZTn~D=rgBr0ky^3az2@5kr$1Or~pu`sWa;dM*$ zF>BS7^_QpYNjB-u8?0GC4O|65h+^ zRt_(yCQ$W0R=RNGzEEz7heIm&n1yy0&#O&!kvo%O`DkJn4Dm<|1Dvh>AK|u_d3saV zdJDe*{~@32?cj!?{l^GVTQ4qvD^QYc^2hO6wrZ@HmnU%#bxFk+geZfB-vaXZs$0cM^EtTFM;uRckriAJM%4A{ zp81l6XHlDO@2#hS40Bb-`FZ}gCWmBE{JCx!9N&(gA`S;wo1-z@=r!rA@cWdVma)BU zHsl-)yl!9*)w!&NEhLgTzS)ql`MuVmRz^@}AluiF7lg%Ax-a8?4yzC==IV8*bC=MS7K)4eA`)o6l$f!Tyc34CrvZ>v4X}!&qoyrtbwUq=tkw`I>g~(|icF6VnTpxv_ zTE|`8wq7!DS#o`fDpc&-O8QQ+>YH-KNXyg}Nk3#qJ@gJ5rxZMwj?i zGCon6{h}uChL(&&Nh1m9)?BF>TkFcQ)00tdC%RV>+6Nd!R48RBwq=7~8yDQ|^>}S5 zmiFvNAN{L6;I0MmxE{4#uudN9V*eDJ{VtBZM|GI}@lIy|FWOQ8`}WV!jmX}qe>l=9 zsEX%AAF4KN`$tLLBEP@+vL-j=_4kmMV9jH}7~LiKU4bW>8oUJxN|L@73%XLKA2S>J zoS24i(x#pfM{@;~_9ez%vONO>%N!|8tJ*K?+tKudHn!hu2~ymJJ&YEVi*~)Xp^8#8 zQ)bu@B9#5-1@X{!pkt!Sq)yS@bnGW!8^ZCLtHnGq_M&q^wwDuUCuieZv;V@o5Nd54 zGUZX-hvr($1DJm9*|>9}UI64d!5eisV!~m|d#aAtQEP0y^kBN;&nD>UWB$CeJ>yT# ztx20U5n&U+z|(riU-WMN=l+iIr3u@RiJ5E0>)9A*S&Fs&ecwi?I^Kh|X8# zm)&qbkFf0ZTdDOjFw0Me3lNUyW{IN&eAt@zXgE=2a6@(~<*7CA9skcgY^j5*YA9-bDn=G2DyjaQT zSr#VR@s)?u>~_^>#_<7I_c+BQUuFV3^*Fj0$;=~#q*!_`E1kSNPpc*-9%gU-3qbUm zPL(<#TQvpq{K}fLBiKve%j;M5%JOma7Iu{hKl}`LR*WvPICnkCzEXtHB}2&$+wmG9cSK z;OcJ*9$<&z&@tgZyvT;{>nHq-=E8f+@>48`>#=|V^>a(@v<+V6hH85;Q1$}VzfQ4+ zw%UN_>7N>#IJ20J0MZ+cA|}Uq9sPUo+D2?28YZe3M2lm26x1B6`!aCy7;R-@5QiIT@UYh6M!16keheS>3^)|1*)1!FoeehW~#XT|JQ_d zHhTW^`bwlksqdt=e#)w#g3Qxv^0!m`jasiv_bl|Agzhu+_N*k>ry8WubXrpoKXAj%61BXG*th7n z$$%2W8Ym0t7pQ~R+yNhOgnH>ZY4^Qx0sk6{oDb7{mY&KNPCnrVQdiOD?IB{_I6fG8 zBdMMR-|W8?_jT&C&HTgJ691q+X;7TY!kCyyz)8kjSI|>G)~Ip)g~Obm-F|$Sq6vPZ&Zuoad8h? zhwI~_2V8CW4A_Vp)9&B%4i|MIW_-5ubbe1Dow-y-e{%zBTt?RoOY7@{n6lmAHyvzx zvBaQQ)S{KGtKW$>JuPV7-90jz>F(Z3DBGcV-oi<>9~v1-vx&LSatLrKrDsxV_@KM) zUZR(7Pr-L>R2sjD`O)M}#yXBRQAeG4xU_rr;3QSoMnG^(qT_v_V@l(fgPu z@#K=p@nlic_cXN|^7D>@6j?qrP+lrrFm2yFI;Qy?4%;>AP08)pvGX(Vahf!%a6#lY zBs?`$_brOuy^MJ{`wRSZT(z%!>istoZBv{0TY`+|)(jO;k-MyFS<&aTUe%2^B?1@k z{ywu$aewsbR%{lu-cbh4(H`@RlXy zB4dJ~xY_V|{F=uZYvU$V1`Djh8uVpSw13Qtd4n5s_6H}ghc52-n7o=Q$XA-)%41g} zDWRD|e5pcY?W6UuH5UyNw_26NnwCU+@tjG&TAJ<_y-vNlrmjKBK)Se6UX8qo!`WV| z3YD`x&n~gh!K?f=KpW#*u3T`(q@spc@-v1riO`%r|?#8`zU&Mvf>>-A=6d#mB1E~Cd@24iVzRkE)Kikhg<}HYC$r3cWfU9 zx-msncH|o5dnKj9nxw~r7CMHi>r&C88GagI`7#l$e*UxKg zjxTC(BWheXIODfCsUo}Df|y5!TP8QI_PQX3T8M;|?gKa>YV{6|o@T5fv#Y!2LcdC? zQ&mYFDGFtzUcZFha%=Gnl9oHA4oY6B?&~c7%kGNhYz*MPSX>JK5AT({H%m!tv>^Yj zw01G=ytsO+aG((Ut+|H(2{|oRg*b?)R7=sIuw~)P*N3Ta?syus(R4+yS_0tUB&b7! zRPL*I?I`mPw1C2*d1=p41jViGWVI+7V54P40N5p?={fu)`S1+qv`jw+hBp%Pn+~Qk z>h766G|TlsADKWO&!8|>(|*L@rW6HtfEANp0pUuqenxIvmbuiz&+!!u>|np#)E}xP z{BLn_WIq0?IMSVo!vk%p6fzuIR|F*u>NCA@is49RR*CQ1@!Y|x7Tev*V~Q-9WTjZ{ zMsZyL6Yi{?dNe3rK!JWOmte6Y$nxML3Q_An8{D*51am1+9a-C8c-i71+0tCU*lo32 z6LcuAe@|&Dm)~p7`1lkl8xPBNR_bO%?D}frSray4BiPNrCxzI-Xe6n5k>|xn2;nTU;~+KQ7UKNw%K77HIehKz<@Ull zv)09gf17+O`ywQGzujDAX8^z&K6dS6&gI9nrQHD!k*2x=(Utgf8H+VK99p-)U}+|= z-llS?+}+_+$foQ0y;}B`td=X3?H7G25@wQ#`*a@Q^KM9OoN#G(O