From cfd257af9254f6f2d59826ab4180a9b202c4473c Mon Sep 17 00:00:00 2001 From: su Date: Tue, 20 Oct 2020 17:38:03 +0800 Subject: [PATCH] [Feature] MultiModality: Audio (#205) * First commit. Minor. Minor. Minor. Minor. * Refactor data pipeline and audio backbone. * Add audio melspec extracting tool. * Enable split parts and use multi-task multi-processes. * Add audio feature loader and selector. Minor. Minor. * Add basic tools and config and minor fix. * Add tutorial. * Add unittest. * Fix unnitest bugs. Minor. Minor. Minor. Minor. Minor. Minor. Minor. Minor. * Revise unittest. * Add soundfile lib. Minor. * Revise according to review. Minor. Minor fix. Fix. Minor. * Improve coverage. Minor. Minor. Minor. Minor. Minor. Minor. Minor. * Update aliyun link. Minor. * Fix typos and add docstrings. Minor. * Fix typo. Fix typo. * Fix cases when audio file not found; change pad into constant padding to avoid try-catch when array is empty. Minor fix default value. * Modify config structure and fix bug. * Fix random input and fix typo. * Decrease the sample rate of test.wav so it's smaller. * Better padding strategy. * Add average-clips to default config. --- .github/workflows/build.yml | 8 + configs/recognition_audio/resnet/README.md | 63 ++++ ...8_64x1x1_100e_kinetics400_audio_feature.py | 96 ++++++ .../tsn_r50_64x1x1_100e_kinetics400_audio.py | 102 ++++++ ...0_64x1x1_100e_kinetics400_audio_feature.py | 96 ++++++ docs/changelog.md | 3 + docs/data_preparation.md | 31 ++ mmaction/datasets/__init__.py | 5 +- mmaction/datasets/audio_dataset.py | 135 ++++++++ mmaction/datasets/audio_feature_dataset.py | 136 ++++++++ mmaction/datasets/base.py | 2 +- mmaction/datasets/pipelines/__init__.py | 26 +- mmaction/datasets/pipelines/augmentations.py | 111 +++++++ mmaction/datasets/pipelines/formating.py | 38 +++ mmaction/datasets/pipelines/loading.py | 216 +++++++++++- mmaction/models/__init__.py | 8 +- mmaction/models/heads/__init__.py | 3 +- mmaction/models/heads/audio_tsn_head.py | 74 +++++ mmaction/models/recognizers/__init__.py | 3 +- .../models/recognizers/audio_recognizer.py | 98 ++++++ tests/data/audio_feature_test_list.txt | 2 + tests/data/audio_test_list.txt | 2 + tests/data/test.wav | Bin 0 -> 419710 bytes tests/test_data/test_augmentations.py | 46 ++- tests/test_data/test_dataset.py | 156 ++++++++- tests/test_data/test_formating.py | 16 +- tests/test_data/test_loading.py | 78 ++++- tests/test_models/test_head.py | 34 +- tests/test_models/test_recognizers.py | 41 +++ tools/data/build_audio_features.py | 307 ++++++++++++++++++ tools/data/extract_audio.py | 61 ++++ 31 files changed, 1966 insertions(+), 31 deletions(-) create mode 100644 configs/recognition_audio/resnet/README.md create mode 100644 configs/recognition_audio/resnet/tsn_r18_64x1x1_100e_kinetics400_audio_feature.py create mode 100644 configs/recognition_audio/resnet/tsn_r50_64x1x1_100e_kinetics400_audio.py create mode 100644 configs/recognition_audio/resnet/tsn_r50_64x1x1_100e_kinetics400_audio_feature.py create mode 100644 mmaction/datasets/audio_dataset.py create mode 100644 mmaction/datasets/audio_feature_dataset.py create mode 100644 mmaction/models/heads/audio_tsn_head.py create mode 100644 mmaction/models/recognizers/audio_recognizer.py create mode 100644 tests/data/audio_feature_test_list.txt create mode 100644 tests/data/audio_test_list.txt create mode 100644 tests/data/test.wav create mode 100644 tools/data/build_audio_features.py create mode 100644 tools/data/extract_audio.py diff --git a/.github/workflows/build.yml b/.github/workflows/build.yml index e922a7fdc2..3947e5298d 100644 --- a/.github/workflows/build.yml +++ b/.github/workflows/build.yml @@ -45,8 +45,12 @@ jobs: - name: Install Pillow run: pip install Pillow==6.2.2 if: ${{matrix.torchvision == '0.4.2'}} + - name: Install soundfile lib + run: sudo apt-get install -y libsndfile1 - name: Install onnx run: pip install onnx + - name: Install librosa and soundfile + run: pip install librosa soundfile - name: Install TurboJpeg lib run: sudo apt-get install -y libturbojpeg - name: Install PyTorch @@ -117,6 +121,10 @@ jobs: if: ${{matrix.torchvision < 0.5}} - name: Install TurboJpeg lib run: sudo apt-get install -y libturbojpeg + - name: Install soundfile lib + run: sudo apt-get install -y libsndfile1 + - name: Install librosa and soundfile + run: pip install librosa soundfile - name: Install PyTorch run: pip install torch==${{matrix.torch}} torchvision==${{matrix.torchvision}} -f https://download.pytorch.org/whl/torch_stable.html - name: Install mmaction dependencies diff --git a/configs/recognition_audio/resnet/README.md b/configs/recognition_audio/resnet/README.md new file mode 100644 index 0000000000..76f5f81b7d --- /dev/null +++ b/configs/recognition_audio/resnet/README.md @@ -0,0 +1,63 @@ +# Resnet for Audio + +## Introduction +``` +@article{xiao2020audiovisual, + title={Audiovisual SlowFast Networks for Video Recognition}, + author={Xiao, Fanyi and Lee, Yong Jae and Grauman, Kristen and Malik, Jitendra and Feichtenhofer, Christoph}, + journal={arXiv preprint arXiv:2001.08740}, + year={2020} +} +``` + +## Model Zoo + +### Kinetics-400 + +|config | n_fft | gpus | backbone |pretrain| top1 acc| top5 acc | inference_time(video/s) | gpu_mem(M)| ckpt | log| json| +|:--|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:|:--:| +|[tsn_r18_64x1x1_100e_kinetics400_audio_feature](/configs/recognition_audio/resnet/tsn_r18_64x1x1_100e_kinetics400_audio_feature.py)|1024|8| ResNet18 | None |19.7|35.75|x|1897|[ckpt](https://download.openmmlab.com/mmaction/recognition/audio_recognition/tsn_r18_64x1x1_100e_kinetics400_audio_feature/tsn_r18_64x1x1_100e_kinetics400_audio_feature_20201012-bf34df6c.pth)|[log](https://download.openmmlab.com/mmaction/recognition/audio_recognition/tsn_r18_64x1x1_100e_kinetics400_audio_feature/20201010_144630.log)|[json](https://download.openmmlab.com/mmaction/recognition/audio_recognition/tsn_r18_64x1x1_100e_kinetics400_audio_feature/20201010_144630.log.json)| +|[tsn_r18_64x1x1_100e_kinetics400_audio_feature](/configs/recognition_audio/resnet/tsn_r18_64x1x1_100e_kinetics400_audio_feature.py) + [tsn_r50_1x1x3_100e_kinetics400_rgb](/configs/recognition/tsn/tsn_r50_1x1x3_100e_kinetics400_rgb.py)|1024|8| ResNet(18+50) | None |70.01|88.71|x|x|x|x|x| + +Notes: + +1. The **gpus** indicates the number of gpus we used to get the checkpoint. It is noteworthy that the configs we provide are used for 8 gpus as default. +According to the [Linear Scaling Rule](https://arxiv.org/abs/1706.02677), you may set the learning rate proportional to the batch size if you use different GPUs or videos per GPU, +e.g., lr=0.01 for 4 GPUs * 2 video/gpu and lr=0.08 for 16 GPUs * 4 video/gpu. +2. The **inference_time** is got by this [benchmark script](/tools/analysis/benchmark.py), where we use the sampling frames strategy of the test setting and only care about the model inference time, +not including the IO time and pre-processing time. For each setting, we use 1 gpu and set batch size (videos per gpu) to 1 to calculate the inference time. +3. The values in columns named after "reference" are the results got by training on the original repo, using the same model settings. + +For more details on data preparation, you can refer to Kinetics400 in [Data Preparation](/docs/data_preparation.md). + +## Train + +You can use the following command to train a model. +```shell +python tools/train.py ${CONFIG_FILE} [optional arguments] +``` + +Example: train ResNet model on Kinetics-400 audio dataset in a deterministic option with periodic validation. +```shell +python tools/train.py configs/audio_recognition/tsn_r50_64x1x1_100e_kinetics400_audio_feature.py \ + --work-dir work_dirs/tsn_r50_64x1x1_100e_kinetics400_audio_feature \ + --validate --seed 0 --deterministic +``` + +For more details, you can refer to **Training setting** part in [getting_started](/docs/getting_started.md#training-setting). + +## Test + +You can use the following command to test a model. +```shell +python tools/test.py ${CONFIG_FILE} ${CHECKPOINT_FILE} [optional arguments] +``` + +Example: test ResNet model on Kinetics-400 audio dataset and dump the result to a json file. +```shell +python tools/test.py configs/audio_recognition/tsn_r50_64x1x1_100e_kinetics400_audio_feature.py \ + checkpoints/SOME_CHECKPOINT.pth --eval top_k_accuracy mean_class_accuracy \ + --out result.json +``` + +For more details, you can refer to **Test a dataset** part in [getting_started](/docs/getting_started.md#test-a-dataset). diff --git a/configs/recognition_audio/resnet/tsn_r18_64x1x1_100e_kinetics400_audio_feature.py b/configs/recognition_audio/resnet/tsn_r18_64x1x1_100e_kinetics400_audio_feature.py new file mode 100644 index 0000000000..b4eec60da6 --- /dev/null +++ b/configs/recognition_audio/resnet/tsn_r18_64x1x1_100e_kinetics400_audio_feature.py @@ -0,0 +1,96 @@ +# model settings +model = dict( + type='AudioRecognizer', + backbone=dict(type='ResNet', depth=18, in_channels=1, norm_eval=False), + cls_head=dict( + type='AudioTSNHead', + num_classes=400, + in_channels=512, + dropout_ratio=0.5, + init_std=0.01)) +# model training and testing settings +train_cfg = None +test_cfg = dict(average_clips='prob') +# dataset settings +dataset_type = 'AudioFeatureDataset' +data_root = 'data/kinetics400/audio_feature_train' +data_root_val = 'data/kinetics400/audio_feature_val' +ann_file_train = 'data/kinetics400/kinetics400_train_list_audio_feature.txt' +ann_file_val = 'data/kinetics400/kinetics400_val_list_audio_feature.txt' +ann_file_test = 'data/kinetics400/kinetics400_val_list_audio_feature.txt' +train_pipeline = [ + dict(type='LoadAudioFeature'), + dict(type='SampleFrames', clip_len=64, frame_interval=1, num_clips=1), + dict(type='AudioFeatureSelector'), + dict(type='FormatAudioShape', input_format='NCTF'), + dict(type='Collect', keys=['audios', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['audios']) +] +val_pipeline = [ + dict(type='LoadAudioFeature'), + dict( + type='SampleFrames', + clip_len=64, + frame_interval=1, + num_clips=1, + test_mode=True), + dict(type='AudioFeatureSelector'), + dict(type='FormatAudioShape', input_format='NCTF'), + dict(type='Collect', keys=['audios', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['audios']) +] +test_pipeline = [ + dict(type='LoadAudioFeature'), + dict( + type='SampleFrames', + clip_len=64, + frame_interval=1, + num_clips=1, + test_mode=True), + dict(type='AudioFeatureSelector'), + dict(type='FormatAudioShape', input_format='NCTF'), + dict(type='Collect', keys=['audios', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['audios']) +] +data = dict( + videos_per_gpu=320, + workers_per_gpu=4, + train=dict( + type=dataset_type, + ann_file=ann_file_train, + data_prefix=data_root, + pipeline=train_pipeline), + val=dict( + type=dataset_type, + ann_file=ann_file_val, + data_prefix=data_root_val, + pipeline=val_pipeline), + test=dict( + type=dataset_type, + ann_file=ann_file_test, + data_prefix=data_root_val, + pipeline=test_pipeline)) +# optimizer +optimizer = dict( + type='SGD', lr=0.1, momentum=0.9, + weight_decay=0.0001) # this lr is used for 8 gpus +optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) +# learning policy +lr_config = dict(policy='CosineAnnealing', min_lr=0) +total_epochs = 100 +checkpoint_config = dict(interval=5) +evaluation = dict( + interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) +log_config = dict( + interval=20, + hooks=[ + dict(type='TextLoggerHook'), + # dict(type='TensorboardLoggerHook'), + ]) +# runtime settings +dist_params = dict(backend='nccl') +log_level = 'INFO' +work_dir = './work_dirs/tsn_r18_64x1x1_100e_kinetics400_audio_feature/' +load_from = None +resume_from = None +workflow = [('train', 1)] diff --git a/configs/recognition_audio/resnet/tsn_r50_64x1x1_100e_kinetics400_audio.py b/configs/recognition_audio/resnet/tsn_r50_64x1x1_100e_kinetics400_audio.py new file mode 100644 index 0000000000..b72ffd5ef0 --- /dev/null +++ b/configs/recognition_audio/resnet/tsn_r50_64x1x1_100e_kinetics400_audio.py @@ -0,0 +1,102 @@ +# model settings +model = dict( + type='AudioRecognizer', + backbone=dict(type='ResNet', depth=50, in_channels=1, norm_eval=False), + cls_head=dict( + type='AudioTSNHead', + num_classes=400, + in_channels=2048, + dropout_ratio=0.5, + init_std=0.01)) +# model training and testing settings +train_cfg = None +test_cfg = dict(average_clips='prob') +# dataset settings +dataset_type = 'AudioDataset' +data_root = 'data/kinetics400/audios' +data_root_val = 'data/kinetics400/audios' +ann_file_train = 'data/kinetics400/kinetics400_train_list_audio.txt' +ann_file_val = 'data/kinetics400/kinetics400_val_list_audio.txt' +ann_file_test = 'data/kinetics400/kinetics400_val_list_audio.txt' +train_pipeline = [ + dict(type='AudioDecodeInit'), + dict(type='SampleFrames', clip_len=64, frame_interval=1, num_clips=1), + dict(type='AudioDecode'), + dict(type='AudioAmplify', ratio=1.5), + dict(type='MelLogSpectrogram'), + dict(type='FormatAudioShape', input_format='NCTF'), + dict(type='Collect', keys=['audios', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['audios']) +] +val_pipeline = [ + dict(type='AudioDecodeInit'), + dict( + type='SampleFrames', + clip_len=64, + frame_interval=1, + num_clips=1, + test_mode=True), + dict(type='AudioDecode'), + dict(type='AudioAmplify', ratio=1.5), + dict(type='MelLogSpectrogram'), + dict(type='FormatAudioShape', input_format='NCTF'), + dict(type='Collect', keys=['audios', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['audios']) +] +test_pipeline = [ + dict(type='AudioDecodeInit'), + dict( + type='SampleFrames', + clip_len=64, + frame_interval=1, + num_clips=1, + test_mode=True), + dict(type='AudioDecodeInit'), + dict(type='AudioAmplify', ratio=1.5), + dict(type='MelLogSpectrogram'), + dict(type='FormatAudioShape', input_format='NCTF'), + dict(type='Collect', keys=['audios', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['audios']) +] +data = dict( + videos_per_gpu=320, + workers_per_gpu=4, + train=dict( + type=dataset_type, + ann_file=ann_file_train, + data_prefix=data_root, + pipeline=train_pipeline), + val=dict( + type=dataset_type, + ann_file=ann_file_val, + data_prefix=data_root_val, + pipeline=val_pipeline), + test=dict( + type=dataset_type, + ann_file=ann_file_test, + data_prefix=data_root_val, + pipeline=test_pipeline)) +# optimizer +optimizer = dict( + type='SGD', lr=0.1, momentum=0.9, + weight_decay=0.0001) # this lr is used for 8 gpus +optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) +# learning policy +lr_config = dict(policy='CosineAnnealing', min_lr=0) +total_epochs = 100 +checkpoint_config = dict(interval=5) +evaluation = dict( + interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) +log_config = dict( + interval=20, + hooks=[ + dict(type='TextLoggerHook'), + # dict(type='TensorboardLoggerHook'), + ]) +# runtime settings +dist_params = dict(backend='nccl') +log_level = 'INFO' +work_dir = './work_dirs/tsn_r50_64x1x1_100e_kinetics400_audio/' +load_from = None +resume_from = None +workflow = [('train', 1)] diff --git a/configs/recognition_audio/resnet/tsn_r50_64x1x1_100e_kinetics400_audio_feature.py b/configs/recognition_audio/resnet/tsn_r50_64x1x1_100e_kinetics400_audio_feature.py new file mode 100644 index 0000000000..f5d0bec3da --- /dev/null +++ b/configs/recognition_audio/resnet/tsn_r50_64x1x1_100e_kinetics400_audio_feature.py @@ -0,0 +1,96 @@ +# model settings +model = dict( + type='AudioRecognizer', + backbone=dict(type='ResNet', depth=50, in_channels=1, norm_eval=False), + cls_head=dict( + type='AudioTSNHead', + num_classes=400, + in_channels=2048, + dropout_ratio=0.5, + init_std=0.01)) +# model training and testing settings +train_cfg = None +test_cfg = dict(average_clips='prob') +# dataset settings +dataset_type = 'AudioFeatureDataset' +data_root = 'data/kinetics400/audio_feature_train' +data_root_val = 'data/kinetics400/audio_feature_val' +ann_file_train = 'data/kinetics400/kinetics400_train_list_audio_feature.txt' +ann_file_val = 'data/kinetics400/kinetics400_val_list_audio_feature.txt' +ann_file_test = 'data/kinetics400/kinetics400_val_list_audio_feature.txt' +train_pipeline = [ + dict(type='LoadAudioFeature'), + dict(type='SampleFrames', clip_len=64, frame_interval=1, num_clips=1), + dict(type='AudioFeatureSelector'), + dict(type='FormatAudioShape', input_format='NCTF'), + dict(type='Collect', keys=['audios', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['audios']) +] +val_pipeline = [ + dict(type='LoadAudioFeature'), + dict( + type='SampleFrames', + clip_len=64, + frame_interval=1, + num_clips=1, + test_mode=True), + dict(type='AudioFeatureSelector'), + dict(type='FormatAudioShape', input_format='NCTF'), + dict(type='Collect', keys=['audios', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['audios']) +] +test_pipeline = [ + dict(type='LoadAudioFeature'), + dict( + type='SampleFrames', + clip_len=64, + frame_interval=1, + num_clips=1, + test_mode=True), + dict(type='AudioFeatureSelector'), + dict(type='FormatAudioShape', input_format='NCTF'), + dict(type='Collect', keys=['audios', 'label'], meta_keys=[]), + dict(type='ToTensor', keys=['audios']) +] +data = dict( + videos_per_gpu=320, + workers_per_gpu=4, + train=dict( + type=dataset_type, + ann_file=ann_file_train, + data_prefix=data_root, + pipeline=train_pipeline), + val=dict( + type=dataset_type, + ann_file=ann_file_val, + data_prefix=data_root_val, + pipeline=val_pipeline), + test=dict( + type=dataset_type, + ann_file=ann_file_test, + data_prefix=data_root_val, + pipeline=test_pipeline)) +# optimizer +optimizer = dict( + type='SGD', lr=0.1, momentum=0.9, + weight_decay=0.0001) # this lr is used for 8 gpus +optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) +# learning policy +lr_config = dict(policy='CosineAnnealing', min_lr=0) +total_epochs = 100 +checkpoint_config = dict(interval=5) +evaluation = dict( + interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) +log_config = dict( + interval=20, + hooks=[ + dict(type='TextLoggerHook'), + # dict(type='TensorboardLoggerHook'), + ]) +# runtime settings +dist_params = dict(backend='nccl') +log_level = 'INFO' +work_dir = './work_dirs/tsn_r50_64x1x1_100e_kinetics400_audio_feature/' +load_from = None +resume_from = None +workflow = [('train', 1)] diff --git a/docs/changelog.md b/docs/changelog.md index a6b296ca9b..efbc266ab9 100644 --- a/docs/changelog.md +++ b/docs/changelog.md @@ -2,6 +2,9 @@ ### v0.8.0 (master) +**Highlights** +- Support video recognition with audio modality + **Improvements** - Set default values of 'average_clips' in each config file so that there is no need to set it explicitly during testing in most cases ([#232](https://github.com/open-mmlab/mmaction2/pull/232)) - Support data preparation for Kinetics-600 and Kinetics-700 ([#254](https://github.com/open-mmlab/mmaction2/pull/254)) diff --git a/docs/data_preparation.md b/docs/data_preparation.md index c6b926efc0..e9b5981d90 100644 --- a/docs/data_preparation.md +++ b/docs/data_preparation.md @@ -104,3 +104,34 @@ python tools/data/build_file_list.py ${DATASET} ${SRC_FOLDER} [--rgb-prefix ${RG - `--shuffle`: Whether to shuffle the file list. Now, you can go to [getting_started.md](getting_started.md) to train and test the model. + +### Audio Preparation + +We also provide a simple script for audio waveform extraction and mel-spectrogram generation. + +```shell +cd $MMACTION2 +python tools/data/extract_audio.py ${ROOT} ${DST_ROOT} [--ext ${EXT}] [--num-workers ${N_WORKERS}] \ + [--level ${LEVEL}] +``` + +- `ROOT`: The root directory of the videos. +- `DST_ROOT`: The destination root directory of the audios. +- `EXT`: Extention of the video files. e.g., `.mp4`. +- `N_WORKERS`: Number of processes to be used. + +After extracting audios, you are free to decode and generate the spectrogram on-the-fly such as [this](/configs/audio_recognition/tsn_r50_64x1x1_kinetics400_audio.py). As for the annotations, you can directly use those of the rawframes as long as you keep the relative position of audio files same as the rawframes directory. However, extracting spectrogram on-the-fly is slow and bad for prototype iteration. Therefore, we also provide a script (and many useful tools to play with) for you to generation spectrogram off-line. + +```shell +cd $MMACTION2 +python tools/data/build_audio_features.py ${AUDIO_HOME_PATH} ${SPECTROGRAM_SAVE_PATH} [--level ${LEVEL}] \ + [--ext $EXT] [--num-workers $N_WORKERS] [--part $PART] +``` + +- `AUDIO_HOME_PATH`: The root directory of the audio files. +- `SPECTROGRAM_SAVE_PATH`: The destination root directory of the audio features. +- `EXT`: Extention of the audio files. e.g., `.m4a`. +- `N_WORKERS`: Number of processes to be used. +- `PART`: Determines how many parts to be splited and which part to run. e.g., `2/5` means splitting all files into 5-fold and executing the 2nd part. This is useful if you have several machines. + +The annotations for audio spectrogram features are identical to those of rawframes. You can simply make a copy of `dataset_[train/val]_list_rawframes.txt` and rename it as `dataset_[train/val]_list_audio_feature.txt` diff --git a/mmaction/datasets/__init__.py b/mmaction/datasets/__init__.py index 6a6411be20..d5542f7523 100644 --- a/mmaction/datasets/__init__.py +++ b/mmaction/datasets/__init__.py @@ -1,4 +1,6 @@ from .activitynet_dataset import ActivityNetDataset +from .audio_dataset import AudioDataset +from .audio_feature_dataset import AudioFeatureDataset from .base import BaseDataset from .builder import build_dataloader, build_dataset from .dataset_wrappers import RepeatDataset @@ -8,5 +10,6 @@ __all__ = [ 'VideoDataset', 'build_dataloader', 'build_dataset', 'RepeatDataset', - 'RawframeDataset', 'BaseDataset', 'ActivityNetDataset', 'SSNDataset' + 'RawframeDataset', 'BaseDataset', 'ActivityNetDataset', 'SSNDataset', + 'AudioDataset', 'AudioFeatureDataset' ] diff --git a/mmaction/datasets/audio_dataset.py b/mmaction/datasets/audio_dataset.py new file mode 100644 index 0000000000..8e23a8c0b6 --- /dev/null +++ b/mmaction/datasets/audio_dataset.py @@ -0,0 +1,135 @@ +import os.path as osp + +import torch +from mmcv.utils import print_log + +from ..core import mean_class_accuracy, top_k_accuracy +from .base import BaseDataset +from .registry import DATASETS + + +@DATASETS.register_module() +class AudioDataset(BaseDataset): + """Audio dataset for video recognition. Extracts the audio feature on-the- + fly. Annotation file can be that of the rawframe dataset, or: + + .. code-block:: txt + + some/directory-1.wav 163 1 + some/directory-2.wav 122 1 + some/directory-3.wav 258 2 + some/directory-4.wav 234 2 + some/directory-5.wav 295 3 + some/directory-6.wav 121 3 + + Args: + ann_file (str): Path to the annotation file. + pipeline (list[dict | callable]): A sequence of data transforms. + suffix (str): The suffix of the audio file. Default: '.wav'. + kwargs (dict): Other keyword args for `BaseDataset`. + """ + + def __init__(self, ann_file, pipeline, suffix='.wav', **kwargs): + self.suffix = suffix + super().__init__(ann_file, pipeline, modality='Audio', **kwargs) + + def load_annotations(self): + """Load annotation file to get video information.""" + if self.ann_file.endswith('.json'): + return self.load_json_annotations() + video_infos = [] + with open(self.ann_file, 'r') as fin: + for line in fin: + line_split = line.strip().split() + video_info = {} + idx = 0 + filename = line_split[idx] + if self.data_prefix is not None: + if not filename.endswith(self.suffix): + filename = osp.join(self.data_prefix, + filename + self.suffix) + else: + filename = osp.join(self.data_prefix, filename) + video_info['audio_path'] = filename + idx += 1 + # idx for total_frames + video_info['total_frames'] = int(line_split[idx]) + idx += 1 + # idx for label[s] + label = [int(x) for x in line_split[idx:]] + assert len(label), f'missing label in line: {line}' + if self.multi_class: + assert self.num_classes is not None + onehot = torch.zeros(self.num_classes) + onehot[label] = 1.0 + video_info['label'] = onehot + else: + assert len(label) == 1 + video_info['label'] = label[0] + video_infos.append(video_info) + + return video_infos + + def evaluate(self, + results, + metrics='top_k_accuracy', + topk=(1, 5), + logger=None): + """Evaluation in rawframe dataset. + + Args: + results (list): Output results. + metrics (str | sequence[str]): Metrics to be performed. + Defaults: 'top_k_accuracy'. + logger (obj): Training logger. Defaults: None. + topk (tuple[int]): K value for top_k_accuracy metric. + Defaults: (1, 5). + logger (logging.Logger | None): Logger for recording. + Default: None. + + Return: + dict: Evaluation results dict. + """ + if not isinstance(results, list): + raise TypeError(f'results must be a list, but got {type(results)}') + assert len(results) == len(self), ( + f'The length of results is not equal to the dataset len: ' + f'{len(results)} != {len(self)}') + + if not isinstance(topk, (int, tuple)): + raise TypeError( + f'topk must be int or tuple of int, but got {type(topk)}') + + metrics = metrics if isinstance(metrics, (list, tuple)) else [metrics] + allowed_metrics = ['top_k_accuracy', 'mean_class_accuracy'] + for metric in metrics: + if metric not in allowed_metrics: + raise KeyError(f'metric {metric} is not supported') + + eval_results = {} + gt_labels = [ann['label'] for ann in self.video_infos] + + for metric in metrics: + msg = f'Evaluating {metric}...' + if logger is None: + msg = '\n' + msg + print_log(msg, logger=logger) + + if metric == 'top_k_accuracy': + top_k_acc = top_k_accuracy(results, gt_labels, topk) + log_msg = [] + for k, acc in zip(topk, top_k_acc): + eval_results[f'top{k}_acc'] = acc + log_msg.append(f'\ntop{k}_acc\t{acc:.4f}') + log_msg = ''.join(log_msg) + print_log(log_msg, logger=logger) + continue + + if metric == 'mean_class_accuracy': + mean_acc = mean_class_accuracy(results, gt_labels) + eval_results['mean_class_accuracy'] = mean_acc + log_msg = f'\nmean_acc\t{mean_acc:.4f}' + print_log(log_msg, logger=logger) + continue + + return eval_results diff --git a/mmaction/datasets/audio_feature_dataset.py b/mmaction/datasets/audio_feature_dataset.py new file mode 100644 index 0000000000..5f17967fa1 --- /dev/null +++ b/mmaction/datasets/audio_feature_dataset.py @@ -0,0 +1,136 @@ +import os.path as osp + +import torch +from mmcv.utils import print_log + +from ..core import mean_class_accuracy, top_k_accuracy +from .base import BaseDataset +from .registry import DATASETS + + +@DATASETS.register_module() +class AudioFeatureDataset(BaseDataset): + """Audio feature dataset for video recognition. Reads the features + extracted off-line. Annotation file can be that of the rawframe dataset, + or: + + .. code-block:: txt + + some/directory-1.npy 163 1 + some/directory-2.npy 122 1 + some/directory-3.npy 258 2 + some/directory-4.npy 234 2 + some/directory-5.npy 295 3 + some/directory-6.npy 121 3 + + Args: + ann_file (str): Path to the annotation file. + pipeline (list[dict | callable]): A sequence of data transforms. + suffix (str): The suffix of the audio feature file. Default: '.npy'. + kwargs (dict): Other keyword args for `BaseDataset`. + """ + + def __init__(self, ann_file, pipeline, suffix='.npy', **kwargs): + self.suffix = suffix + super().__init__(ann_file, pipeline, modality='Audio', **kwargs) + + def load_annotations(self): + """Load annotation file to get video information.""" + if self.ann_file.endswith('.json'): + return self.load_json_annotations() + video_infos = [] + with open(self.ann_file, 'r') as fin: + for line in fin: + line_split = line.strip().split() + video_info = {} + idx = 0 + filename = line_split[idx] + if self.data_prefix is not None: + if not filename.endswith(self.suffix): + filename = osp.join(self.data_prefix, + filename) + self.suffix + else: + filename = osp.join(self.data_prefix, filename) + video_info['audio_path'] = filename + idx += 1 + # idx for total_frames + video_info['total_frames'] = int(line_split[idx]) + idx += 1 + # idx for label[s] + label = [int(x) for x in line_split[idx:]] + assert len(label), f'missing label in line: {line}' + if self.multi_class: + assert self.num_classes is not None + onehot = torch.zeros(self.num_classes) + onehot[label] = 1.0 + video_info['label'] = onehot + else: + assert len(label) == 1 + video_info['label'] = label[0] + video_infos.append(video_info) + + return video_infos + + def evaluate(self, + results, + metrics='top_k_accuracy', + topk=(1, 5), + logger=None): + """Evaluation in rawframe dataset. + + Args: + results (list): Output results. + metrics (str | sequence[str]): Metrics to be performed. + Defaults: 'top_k_accuracy'. + logger (obj): Training logger. Defaults: None. + topk (tuple[int]): K value for top_k_accuracy metric. + Defaults: (1, 5). + logger (logging.Logger | None): Logger for recording. + Default: None. + + Return: + dict: Evaluation results dict. + """ + if not isinstance(results, list): + raise TypeError(f'results must be a list, but got {type(results)}') + assert len(results) == len(self), ( + f'The length of results is not equal to the dataset len: ' + f'{len(results)} != {len(self)}') + + if not isinstance(topk, (int, tuple)): + raise TypeError( + f'topk must be int or tuple of int, but got {type(topk)}') + + metrics = metrics if isinstance(metrics, (list, tuple)) else [metrics] + allowed_metrics = ['top_k_accuracy', 'mean_class_accuracy'] + for metric in metrics: + if metric not in allowed_metrics: + raise KeyError(f'metric {metric} is not supported') + + eval_results = {} + gt_labels = [ann['label'] for ann in self.video_infos] + + for metric in metrics: + msg = f'Evaluating {metric}...' + if logger is None: + msg = '\n' + msg + print_log(msg, logger=logger) + + if metric == 'top_k_accuracy': + top_k_acc = top_k_accuracy(results, gt_labels, topk) + log_msg = [] + for k, acc in zip(topk, top_k_acc): + eval_results[f'top{k}_acc'] = acc + log_msg.append(f'\ntop{k}_acc\t{acc:.4f}') + log_msg = ''.join(log_msg) + print_log(log_msg, logger=logger) + continue + + if metric == 'mean_class_accuracy': + mean_acc = mean_class_accuracy(results, gt_labels) + eval_results['mean_class_accuracy'] = mean_acc + log_msg = f'\nmean_acc\t{mean_acc:.4f}' + print_log(log_msg, logger=logger) + continue + + return eval_results diff --git a/mmaction/datasets/base.py b/mmaction/datasets/base.py index b12bd78f47..ba805acfac 100644 --- a/mmaction/datasets/base.py +++ b/mmaction/datasets/base.py @@ -35,7 +35,7 @@ class BaseDataset(Dataset, metaclass=ABCMeta): different filename format. However, when taking videos as input, it should be set to 0, since frames loaded from videos count from 0. Default: 1. - modality (str): Modality of data. Support 'RGB', 'Flow'. + modality (str): Modality of data. Support 'RGB', 'Flow', 'Audio'. Default: 'RGB'. """ diff --git a/mmaction/datasets/pipelines/__init__.py b/mmaction/datasets/pipelines/__init__.py index dbaf4b3a60..280433e7b1 100644 --- a/mmaction/datasets/pipelines/__init__.py +++ b/mmaction/datasets/pipelines/__init__.py @@ -1,15 +1,16 @@ -from .augmentations import (CenterCrop, ColorJitter, Flip, Fuse, - MultiGroupCrop, MultiScaleCrop, Normalize, - RandomCrop, RandomResizedCrop, Resize, TenCrop, - ThreeCrop) +from .augmentations import (AudioAmplify, CenterCrop, ColorJitter, Flip, Fuse, + MelSpectrogram, MultiGroupCrop, MultiScaleCrop, + Normalize, RandomCrop, RandomResizedCrop, Resize, + TenCrop, ThreeCrop) from .compose import Compose -from .formating import (Collect, FormatShape, ImageToTensor, ToDataContainer, - ToTensor, Transpose) -from .loading import (DecordDecode, DecordInit, DenseSampleFrames, +from .formating import (Collect, FormatAudioShape, FormatShape, ImageToTensor, + ToDataContainer, ToTensor, Transpose) +from .loading import (AudioDecode, AudioDecodeInit, AudioFeatureSelector, + DecordDecode, DecordInit, DenseSampleFrames, FrameSelector, GenerateLocalizationLabels, - LoadLocalizationFeature, LoadProposals, OpenCVDecode, - OpenCVInit, PyAVDecode, PyAVInit, RawFrameDecode, - SampleFrames, SampleProposalFrames, + LoadAudioFeature, LoadLocalizationFeature, LoadProposals, + OpenCVDecode, OpenCVInit, PyAVDecode, PyAVInit, + RawFrameDecode, SampleFrames, SampleProposalFrames, UntrimmedSampleFrames) __all__ = [ @@ -20,6 +21,7 @@ 'Collect', 'FormatShape', 'Compose', 'ToTensor', 'ToDataContainer', 'GenerateLocalizationLabels', 'LoadLocalizationFeature', 'LoadProposals', 'DecordInit', 'OpenCVInit', 'PyAVInit', 'SampleProposalFrames', - 'UntrimmedSampleFrames', 'RawFrameDecode', 'DecordInit', 'OpenCVInit', - 'PyAVInit', 'SampleProposalFrames', 'ColorJitter' + 'UntrimmedSampleFrames', 'RawFrameDecode', 'AudioAmplify', + 'MelSpectrogram', 'AudioDecode', 'FormatAudioShape', 'ColorJitter', + 'LoadAudioFeature', 'AudioFeatureSelector', 'AudioDecodeInit' ] diff --git a/mmaction/datasets/pipelines/augmentations.py b/mmaction/datasets/pipelines/augmentations.py index 87aec457b0..b2a896b178 100644 --- a/mmaction/datasets/pipelines/augmentations.py +++ b/mmaction/datasets/pipelines/augmentations.py @@ -1153,3 +1153,114 @@ def __repr__(self): f'(crop_size={self.crop_size}, ' f'groups={self.groups})') return repr_str + + +@PIPELINES.register_module() +class AudioAmplify(object): + """Amplify the waveform. + + Args: + ratio (float): The ratio used to amplify the audio waveform. + + Required keys are "audios", added or modified keys are "audios", + "amplify_ratio". + """ + + def __init__(self, ratio): + if isinstance(ratio, float): + self.ratio = ratio + else: + raise TypeError('Amplification ratio should be float.') + + def __call__(self, results): + """Perfrom the audio amplification. + + Args: + results (dict): The resulting dict to be modified and passed + to the next transform in pipeline. + """ + + assert 'audios' in results + results['audios'] *= self.ratio + results['amplify_ratio'] = self.ratio + + return results + + def __repr__(self): + repr_str = f'{self.__class__.__name__}(ratio={self.ratio})' + return repr_str + + +@PIPELINES.register_module() +class MelSpectrogram(object): + """MelSpectrogram. Transfer an audio wave into a melspectogram figure. + + Args: + window_size (int): The window size in milisecond. Default: 32. + step_size (int): The step size in milisecond. Default: 16. + n_mels (int): Number of mels. Default: 80. + fixed_length (int): The sample length of melspectrogram maybe not + exactly as wished due to different fps, fix the length for batch + collation by truncating or padding. Default: 128. + """ + + def __init__(self, + window_size=32, + step_size=16, + n_mels=80, + fixed_length=128): + if all( + isinstance(x, int) + for x in [window_size, step_size, n_mels, fixed_length]): + self.window_size = window_size + self.step_size = step_size + self.n_mels = n_mels + self.fixed_length = fixed_length + else: + raise TypeError('All arguments should be int.') + + def __call__(self, results): + """Perfrom MelSpectrogram transformation. + + Args: + results (dict): The resulting dict to be modified and passed + to the next transform in pipeline. + + Required keys are "audios", "sample_rate", "num_clips", + added or modified keys are "audios". + """ + try: + import librosa + except ImportError: + raise ImportError('Install librosa first.') + signals = results['audios'] + sample_rate = results['sample_rate'] + n_fft = int(round(sample_rate * self.window_size / 1000)) + hop_length = int(round(sample_rate * self.step_size / 1000)) + melspectrograms = list() + for clip_idx in range(results['num_clips']): + clip_signal = signals[clip_idx] + mel = librosa.feature.melspectrogram( + y=clip_signal, + sr=sample_rate, + n_fft=n_fft, + hop_length=hop_length, + n_mels=self.n_mels) + if mel.shape[0] >= self.fixed_length: + mel = mel[:self.fixed_length, :] + else: + mel = np.pad( + mel, ((0, mel.shape[-1] - self.fixed_length), (0, 0)), + mode='edge') + melspectrograms.append(mel) + + results['audios'] = np.array(melspectrograms) + return results + + def __repr__(self): + repr_str = (f'{self.__class__.__name__}' + f'(window_size={self.window_size}), ' + f'step_size={self.step_size}, ' + f'n_mels={self.n_mels}, ' + f'fixed_length={self.fixed_length})') + return repr_str diff --git a/mmaction/datasets/pipelines/formating.py b/mmaction/datasets/pipelines/formating.py index 24901a4a07..905f5fc5bc 100644 --- a/mmaction/datasets/pipelines/formating.py +++ b/mmaction/datasets/pipelines/formating.py @@ -282,3 +282,41 @@ def __repr__(self): repr_str = self.__class__.__name__ repr_str += f"(input_format='{self.input_format}')" return repr_str + + +@PIPELINES.register_module() +class FormatAudioShape(object): + """Format final audio shape to the given input_format. + + Required keys are "imgs", "num_clips" and "clip_len", added or modified + keys are "imgs" and "input_shape". + + Args: + input_format (str): Define the final imgs format. + """ + + def __init__(self, input_format): + self.input_format = input_format + if self.input_format not in ['NCTF']: + raise ValueError( + f'The input format {self.input_format} is invalid.') + + def __call__(self, results): + """Performs the FormatShape formating. + + Args: + results (dict): The resulting dict to be modified and passed + to the next transform in pipeline. + """ + audios = results['audios'] + # clip x sample x freq -> clip x channel x sample x freq + clip, sample, freq = audios.shape + audios = audios.reshape(clip, 1, sample, freq) + results['audios'] = audios + results['input_shape'] = audios.shape + return results + + def __repr__(self): + repr_str = self.__class__.__name__ + repr_str += f"(input_format='{self.input_format}')" + return repr_str diff --git a/mmaction/datasets/pipelines/loading.py b/mmaction/datasets/pipelines/loading.py index 75c6ee0e54..ff56e96358 100644 --- a/mmaction/datasets/pipelines/loading.py +++ b/mmaction/datasets/pipelines/loading.py @@ -579,7 +579,7 @@ def __init__(self, io_backend='disk', **kwargs): self.file_client = None def __call__(self, results): - """Perform the PyAV initiation. + """Perform the PyAV initialization. Args: results (dict): The resulting dict to be modified and passed @@ -679,7 +679,7 @@ def __init__(self, io_backend='disk', num_threads=1, **kwargs): self.file_client = None def __call__(self, results): - """Perform the Decord initiation. + """Perform the Decord initialization. Args: results (dict): The resulting dict to be modified and passed @@ -764,7 +764,7 @@ def __init__(self, io_backend='disk', **kwargs): os.mkdir(self.tmp_folder) def __call__(self, results): - """Perform the OpenCV initiation. + """Perform the OpenCV initialization. Args: results (dict): The resulting dict to be modified and passed @@ -910,6 +910,160 @@ def __call__(self, results): @PIPELINES.register_module() +class AudioDecodeInit(object): + """Using librosa to initialize the audio reader. + + Args: + io_backend (str): io backend where frames are store. + Default: 'disk'. + sample_rate (int): Audio sampling times per second. Default: 16000. + + Required keys are "audio_path", added or modified keys are "length", + "sample_rate", "audios". + """ + + def __init__(self, + io_backend='disk', + sample_rate=16000, + pad_method='zero', + **kwargs): + self.io_backend = io_backend + self.sample_rate = sample_rate + if pad_method in ['random', 'zero']: + self.pad_method = pad_method + else: + raise NotImplementedError + self.kwargs = kwargs + self.file_client = None + + def _zero_pad(self, shape): + return np.zeros(shape, dtype=np.float32) + + def _random_pad(self, shape): + # librosa load raw audio file into a distribution of -1~+1 + return np.random.rand(shape).astype(np.float32) * 2 - 1 + + def __call__(self, results): + """Perform the librosa initialization. + + Args: + results (dict): The resulting dict to be modified and passed + to the next transform in pipeline. + """ + try: + import librosa + except ImportError: + raise ImportError('Please install librosa first.') + + if self.file_client is None: + self.file_client = FileClient(self.io_backend, **self.kwargs) + if osp.exists(results['audio_path']): + file_obj = io.BytesIO(self.file_client.get(results['audio_path'])) + y, sr = librosa.load(file_obj, sr=self.sample_rate) + else: + # Generate a random dummy 10s input + pad_func = getattr(self, f'_{self.pad_method}_pad') + y = pad_func(int(round(10.0 * self.sample_rate))) + sr = self.sample_rate + + results['length'] = y.shape[0] + results['sample_rate'] = sr + results['audios'] = y + return results + + +@PIPELINES.register_module() +class LoadAudioFeature(object): + """Load offline extracted audio features. + + Required keys are "audio_path", added or modified keys are "length", + audios". + """ + + def __init__(self, pad_method='zero'): + if pad_method not in ['zero', 'random']: + raise NotImplementedError + self.pad_method = pad_method + + def _zero_pad(self, shape): + return np.zeros(shape, dtype=np.float32) + + def _random_pad(self, shape): + # spectrogram is normalized into a distribution of 0~1 + return np.random.rand(shape).astype(np.float32) + + def __call__(self, results): + """Perform the numpy loading. + + Args: + results (dict): The resulting dict to be modified and passed + to the next transform in pipeline. + """ + if osp.exists(results['audio_path']): + feature_map = np.load(results['audio_path']) + else: + # Generate a random dummy 10s input + # Some videos do not have audio stream + pad_func = getattr(self, f'_{self.pad_method}_pad') + feature_map = pad_func((640, 80)) + + results['length'] = feature_map.shape[0] + results['audios'] = feature_map + return results + + +@PIPELINES.register_module() +class AudioDecode(object): + """Sample the audio w.r.t. the frames selected. + + Args: + fixed_length (int): As the audio clip selected by frames sampled may + not be extactly the same, `fixed_length` will truncate or pad them + into the same size. Default: 32000. + + Required keys are "frame_inds", "num_clips", "total_frames", "length", + added or modified keys are "audios", "audios_shape". + """ + + def __init__(self, fixed_length=32000): + self.fixed_length = fixed_length + + def __call__(self, results): + """Perform the ``AudioDecode`` to pick audio clips.""" + audio = results['audios'] + frame_inds = results['frame_inds'] + num_clips = results['num_clips'] + resampled_clips = list() + frame_inds = frame_inds.reshape(num_clips, -1) + for clip_idx in range(num_clips): + clip_frame_inds = frame_inds[clip_idx] + start_idx = max( + 0, + int( + round((clip_frame_inds[0] + 1) / results['total_frames'] * + results['length']))) + end_idx = min( + results['length'], + int( + round((clip_frame_inds[-1] + 1) / results['total_frames'] * + results['length']))) + cropped_audio = audio[start_idx:end_idx] + if cropped_audio.shape[0] >= self.fixed_length: + truncated_audio = cropped_audio[:self.fixed_length] + else: + truncated_audio = np.pad( + cropped_audio, + ((0, self.fixed_length - cropped_audio.shape[0])), + mode='constant') + + resampled_clips.append(truncated_audio) + + results['audios'] = np.array(resampled_clips) + results['audios_shape'] = results['audios'].shape + + return results + + class FrameSelector(RawFrameDecode): """Deprecated class for ``RawFrameDecode``.""" @@ -919,6 +1073,62 @@ def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) +@PIPELINES.register_module() +class AudioFeatureSelector(object): + """Sample the audio feature w.r.t. the frames selected. + + Args: + fixed_length (int): As the features selected by frames sampled may + not be extactly the same, `fixed_length` will truncate or pad them + into the same size. Default: 128. + + Required keys are "audios", "frame_inds", "num_clips", "length", + "total_frames", added or modified keys are "audios", "audios_shape". + """ + + def __init__(self, fixed_length=128): + self.fixed_length = fixed_length + + def __call__(self, results): + """Perform the ``AudioFeatureSelector`` to pick audio feature clips. + + Args: + results (dict): The resulting dict to be modified and passed + to the next transform in pipeline. + """ + audio = results['audios'] + frame_inds = results['frame_inds'] + num_clips = results['num_clips'] + resampled_clips = list() + + frame_inds = frame_inds.reshape(num_clips, -1) + for clip_idx in range(num_clips): + clip_frame_inds = frame_inds[clip_idx] + start_idx = max( + 0, + int( + round((clip_frame_inds[0] + 1) / results['total_frames'] * + results['length']))) + end_idx = min( + results['length'], + int( + round((clip_frame_inds[-1] + 1) / results['total_frames'] * + results['length']))) + cropped_audio = audio[start_idx:end_idx, :] + if cropped_audio.shape[0] >= self.fixed_length: + truncated_audio = cropped_audio[:self.fixed_length, :] + else: + truncated_audio = np.pad( + cropped_audio, + ((0, self.fixed_length - cropped_audio.shape[0]), (0, 0)), + mode='constant') + + resampled_clips.append(truncated_audio) + results['audios'] = np.array(resampled_clips) + results['audios_shape'] = results['audios'].shape + return results + + @PIPELINES.register_module() class LoadLocalizationFeature(object): """Load Video features for localizer with given video_name list. diff --git a/mmaction/models/__init__.py b/mmaction/models/__init__.py index 32569c542b..a9d8e3e7a3 100644 --- a/mmaction/models/__init__.py +++ b/mmaction/models/__init__.py @@ -4,12 +4,14 @@ from .builder import (build_backbone, build_head, build_localizer, build_loss, build_model, build_neck, build_recognizer) from .common import Conv2plus1d -from .heads import BaseHead, I3DHead, SlowFastHead, TPNHead, TSMHead, TSNHead +from .heads import (AudioTSNHead, BaseHead, I3DHead, SlowFastHead, TPNHead, + TSMHead, TSNHead) from .localizers import BMN, PEM, TEM from .losses import (BCELossWithLogits, BinaryLogisticRegressionLoss, BMNLoss, CrossEntropyLoss, NLLLoss, OHEMHingeLoss, SSNLoss) from .necks import TPN -from .recognizers import BaseRecognizer, recognizer2d, recognizer3d +from .recognizers import (AudioRecognizer, BaseRecognizer, recognizer2d, + recognizer3d) from .registry import BACKBONES, HEADS, LOCALIZERS, LOSSES, RECOGNIZERS __all__ = [ @@ -21,5 +23,5 @@ 'BCELossWithLogits', 'LOCALIZERS', 'build_localizer', 'PEM', 'TEM', 'BinaryLogisticRegressionLoss', 'BMN', 'BMNLoss', 'build_model', 'OHEMHingeLoss', 'SSNLoss', 'ResNet3dCSN', 'ResNetTIN', 'TPN', 'TPNHead', - 'build_loss', 'build_neck' + 'build_loss', 'build_neck', 'AudioRecognizer', 'AudioTSNHead' ] diff --git a/mmaction/models/heads/__init__.py b/mmaction/models/heads/__init__.py index 36805983bc..58ac5ea75c 100644 --- a/mmaction/models/heads/__init__.py +++ b/mmaction/models/heads/__init__.py @@ -1,3 +1,4 @@ +from .audio_tsn_head import AudioTSNHead from .base import BaseHead from .i3d_head import I3DHead from .slowfast_head import SlowFastHead @@ -8,5 +9,5 @@ __all__ = [ 'TSNHead', 'I3DHead', 'BaseHead', 'TSMHead', 'SlowFastHead', 'SSNHead', - 'TPNHead' + 'TPNHead', 'AudioTSNHead' ] diff --git a/mmaction/models/heads/audio_tsn_head.py b/mmaction/models/heads/audio_tsn_head.py new file mode 100644 index 0000000000..08491cbd65 --- /dev/null +++ b/mmaction/models/heads/audio_tsn_head.py @@ -0,0 +1,74 @@ +import torch.nn as nn +from mmcv.cnn import normal_init + +from ..registry import HEADS +from .base import BaseHead + + +@HEADS.register_module() +class AudioTSNHead(BaseHead): + """Classification head for TSN on audio. + + Args: + num_classes (int): Number of classes to be classified. + in_channels (int): Number of channels in input feature. + loss_cls (dict): Config for building loss. + Default: dict(type='CrossEntropyLoss'). + spatial_type (str): Pooling type in spatial dimension. Default: 'avg'. + dropout_ratio (float): Probability of dropout layer. Default: 0.4. + init_std (float): Std value for Initiation. Default: 0.01. + kwargs (dict, optional): Any keyword argument to be used to initialize + the head. + """ + + def __init__(self, + num_classes, + in_channels, + loss_cls=dict(type='CrossEntropyLoss'), + spatial_type='avg', + dropout_ratio=0.4, + init_std=0.01, + **kwargs): + super().__init__(num_classes, in_channels, loss_cls=loss_cls, **kwargs) + + self.spatial_type = spatial_type + self.dropout_ratio = dropout_ratio + self.init_std = init_std + + if self.spatial_type == 'avg': + # use `nn.AdaptiveAvgPool2d` to adaptively match the in_channels. + self.avg_pool = nn.AdaptiveAvgPool2d((1, 1)) + else: + self.avg_pool = None + + if self.dropout_ratio != 0: + self.dropout = nn.Dropout(p=self.dropout_ratio) + else: + self.dropout = None + self.fc_cls = nn.Linear(self.in_channels, self.num_classes) + + def init_weights(self): + """Initiate the parameters from scratch.""" + normal_init(self.fc_cls, std=self.init_std) + + def forward(self, x): + """Defines the computation performed at every call. + + Args: + x (torch.Tensor): The input data. + num_segs (int): Number of segments into which a video + is divided. + Returns: + torch.Tensor: The classification scores for input samples. + """ + # [N * num_segs, in_channels, h, w] + x = self.avg_pool(x) + # [N, in_channels, 1, 1] + x = x.view(x.size(0), -1) + # [N, in_channels] + if self.dropout is not None: + x = self.dropout(x) + # [N, in_channels] + cls_score = self.fc_cls(x) + # [N, num_classes] + return cls_score diff --git a/mmaction/models/recognizers/__init__.py b/mmaction/models/recognizers/__init__.py index a0303116bb..9d0bccd56f 100644 --- a/mmaction/models/recognizers/__init__.py +++ b/mmaction/models/recognizers/__init__.py @@ -1,5 +1,6 @@ +from .audio_recognizer import AudioRecognizer from .base import BaseRecognizer from .recognizer2d import Recognizer2D from .recognizer3d import Recognizer3D -__all__ = ['BaseRecognizer', 'Recognizer2D', 'Recognizer3D'] +__all__ = ['BaseRecognizer', 'Recognizer2D', 'Recognizer3D', 'AudioRecognizer'] diff --git a/mmaction/models/recognizers/audio_recognizer.py b/mmaction/models/recognizers/audio_recognizer.py new file mode 100644 index 0000000000..3383a90d65 --- /dev/null +++ b/mmaction/models/recognizers/audio_recognizer.py @@ -0,0 +1,98 @@ +from ..registry import RECOGNIZERS +from .base import BaseRecognizer + + +@RECOGNIZERS.register_module() +class AudioRecognizer(BaseRecognizer): + """Audio recognizer model framework.""" + + def forward(self, audios, label=None, return_loss=True): + """Define the computation performed at every call.""" + if return_loss: + if label is None: + raise ValueError('Label should not be None.') + return self.forward_train(audios, label) + else: + return self.forward_test(audios) + + def forward_train(self, audios, labels): + """Defines the computation performed at every call when training.""" + audios = audios.reshape((-1, ) + audios.shape[2:]) + x = self.extract_feat(audios) + cls_score = self.cls_head(x) + gt_labels = labels.squeeze() + loss = self.cls_head.loss(cls_score, gt_labels) + + return loss + + def forward_test(self, audios): + """Defines the computation performed at every call when evaluation and + testing.""" + num_segs = audios.shape[1] + audios = audios.reshape((-1, ) + audios.shape[2:]) + x = self.extract_feat(audios) + cls_score = self.cls_head(x) + cls_score = self.average_clip(cls_score, num_segs) + + return cls_score.cpu().numpy() + + def train_step(self, data_batch, optimizer, **kwargs): + """The iteration step during training. + + This method defines an iteration step during training, except for the + back propagation and optimizer updating, which are done in an optimizer + hook. Note that in some complicated cases or models, the whole process + including back propagation and optimizer updating is also defined in + this method, such as GAN. + + Args: + data_batch (dict): The output of dataloader. + optimizer (:obj:`torch.optim.Optimizer` | dict): The optimizer of + runner is passed to ``train_step()``. This argument is unused + and reserved. + + Returns: + dict: It should contain at least 3 keys: ``loss``, ``log_vars``, + ``num_samples``. + ``loss`` is a tensor for back propagation, which can be a + weighted sum of multiple losses. + ``log_vars`` contains all the variables to be sent to the + logger. + ``num_samples`` indicates the batch size (when the model is + DDP, it means the batch size on each GPU), which is used for + averaging the logs. + """ + audios = data_batch['audios'] + label = data_batch['label'] + + losses = self(audios, label) + + loss, log_vars = self._parse_losses(losses) + + outputs = dict( + loss=loss, + log_vars=log_vars, + num_samples=len(next(iter(data_batch.values())))) + + return outputs + + def val_step(self, data_batch, optimizer, **kwargs): + """The iteration step during validation. + + This method shares the same signature as :func:`train_step`, but used + during val epochs. Note that the evaluation after training epochs is + not implemented with this method, but an evaluation hook. + """ + audios = data_batch['audios'] + label = data_batch['label'] + + losses = self(audios, label) + + loss, log_vars = self._parse_losses(losses) + + outputs = dict( + loss=loss, + log_vars=log_vars, + num_samples=len(next(iter(data_batch.values())))) + + return outputs diff --git a/tests/data/audio_feature_test_list.txt b/tests/data/audio_feature_test_list.txt new file mode 100644 index 0000000000..98a4ea9ccc --- /dev/null +++ b/tests/data/audio_feature_test_list.txt @@ -0,0 +1,2 @@ +test 100 127 +test 100 127 diff --git a/tests/data/audio_test_list.txt b/tests/data/audio_test_list.txt new file mode 100644 index 0000000000..57935b0877 --- /dev/null +++ b/tests/data/audio_test_list.txt @@ -0,0 +1,2 @@ +test.wav 100 127 +test.wav 100 127 diff --git a/tests/data/test.wav b/tests/data/test.wav new file mode 100644 index 0000000000000000000000000000000000000000..c66741b24bd3d02a37adc261a5f222a02b9f73c5 GIT binary patch literal 419710 zcmeFZ1$Pun)Gl1rHXc_r0TLWSaCg_>4hcE9ySux)yK``NcSwj365=))*Vd|A=l$;e z5#L&GW-Yp>Gnww%we{K0rhoS?UFJ{Vz>xNXJCC0>H^L79009M7wjn1X01WU0y}Az= zSdP5y-lt37?gP3E^daZH;^&WV+^k+~^Lho)8l?;N-kTgW>%wv(d~TglNxu6l4W&c!+8w@z~Q27f32 z=Hn#%4L`sy$mfdi6Z{Cj$6v^`B%Fg)#)t50d;uROSC8R4I169L z^YJ-+i(L7Rzv2ma7Osq=$#)#VzY&99petxQo`Iv#ax@n^Q4$)6qwpKl3QxffWJQ&+ z0WU?{Q8D_B8lhh302+smDrRLCs*JXv8>o`fOBskW5T_haTHtgPiK0*pT8$c@mr5Y| z2em@gQC$>_#(_299eRLXffryEUW04G+He$@23~^|pdPpZuE1c}6W)Ly$rIG3A5t4( zIMo!DDPP$`Y%TZ-X24Fc2|I?}0eBF`4P_6(*3=*BGABQuO|d2nbcT~OwN=$s9W|rCI=oT!j$1<4W24~>Jc0Sle5a={ zGpI-KF}H!ci2OinW*DVqs^`SV-agud)hLnxy*RQS48eGp(5vIdh$Wuqo4u(7A!+6_zr@|e&b}k8np&ZA)qN* zr{16{hil+}=$T9S-`^pw|uBNqqu&z6DDD%`Ug{8a zFLnpBPIW>(iW|?CsZOe6wYxN<)H;n>H%!-4JzZVR_oVMfwM#Wb_gmM7yTSd?3{hX8 zSF)`%Vd`F75nG*(WX-Br_635ljMcEc!7E~MZDB9a2#4Vl2Bhpoo&0ya-Hdq^acS`N(NBE&5!9{`VxC?)UAEg-NgYMei1TYR{ zSTC7^@i^8lFLCd(E%m%m)nwngZLT@gZZ=F5+>MoUuqU`ECEBrj9{m`fw>NOkrOnJT zVYj=2ut7O)uxX3!7wi>j3%iY351z?KKq9jXDtG`KtIyKE^@h0z>Ery{fWyKxS)qLV z%(~&WI9sr9kH97L7kPl(gZBC~)7+6?gZ7#f&Vat7E6i7R9vpz`g11aN`U*-zvtf~X zyM_^Wdpgr|Rn66V*jRTbcPm|ILj%-K`m5Xl)igOA&mR@7dP!GX)QU?qlXS)Kl>+c} zriuOqx7`hehWZ7%k%HOVippjNQuT3}+z7<6EvZK04H=_N$}#j7rSO@8FTScAa0<@V zAec(x54*d$pYn~kOd301yH>Lrj*~747Udm&0^XyeLU&0^2_PG>#6Ps8%E?7S66j5j z1rFrvIpw~9Ps4WN18;)o2;Y^>rej^*U4VP1DwSgd6aQ10#r(qi+%5SwDp?gI%yZ?T z4%|ykORAHlyYr4uU&98cVz0@@sVgfn0>eyFPgFbU!%_#F6VS%LSQyOb>NtNLb4soz zz60$8ulQAVk8v#4VgFt9d^weWq+HfF)5SY3+REr7su;|RrQ!oroikE;;i+_mt;L*| z(!?cPnPwUFTd7NJWQXWu^cdZcQnVfXW;5+^5sHVR>V!r^=P4h&VW_fSjIOG4xErXC zs4q%~_)TCf%OM~BiqI8@(N(dJd4k2H&-U4Cs#4q^cG8Ta;zhH$nX|p2r~a~awy8W7 ztiGoxp0%F4(lq^L?NUoKQ*gjPq2>7%_DHamtL)=c*EUtN?g(2N_TC&)_Eyu;CjrLD ze+3U}tl(+UfY!&&i|5XYNn{S;^t^SmCMWllJb!W zP}NmfNrk7u7nB*#^@zNSZb#>d5BU-JIX#4afD8cAe#}g|8Kb4cC>LFu&VqHR2#SVP zsOnTp7>^mOhcl>M>_#S@FY~@oeb79SzX}`BHfY9&l*954<-A-)Q7OsNV6+Smlc{|zBEM4lBYlx)RKQl1+1@HFOKt^WAiit)Mqr0A1AET*3id@?>u=-8%+^T5!VvA zzNEG*m&6|EkY<*;o_n%Wr^?iIgBo#xryat6Ep)RTJ6ub&lCF{BD|AHFm=HRV$h88f z#~p!cX|8fh6|cJK`RGbw_1e`aoqr`1qi1RxyFjQXd}GS1RdfZVlXRcj<@Z99VmBhLkIsh8X!wx(QO8Ki2$O;KWT zD*TD_kQ0ZZS7;;Li`Pj9lv~V18uB&y7x)!;j?D5AI1PimFYTz<)1=e8)7DwV!4poeQDw3sl$XDHID6fr|EH6|_nYp?=a!&>Ga0nhf@$2JkI-Me?LScnRRZ zR?q|{qu0tXa1y5COK6=`U!KV9U^p~dsZUR&Pf(la-poTy%LcQ7jGbBrHdE)- z{kTpz5T~I2MP}~XA@~ux1}ecLcooV+&y{s3kYp?I z%02W9?NY7^#o|NQ6x{MG;nz_gK#)*QtU3E~^OP-HgP8)(B=~*X01^Il70k@kTsEDORq+rtlRyjx@L`XhRJFF-jkt#)@=p z`Kgl5ETJKAf-QIqE@E0RvK)z~G5zSxB=;Bw<^m1fiaLZB0tLFEhpgHk2g5_~4X!0M zmV-!^=^s#;$@BuwhTFYCNUEn6(A}^O2QmHu67Ns$|feX=Q<&$E-&6QHAhw=fg#O>`dzk*ApkT7n14 zZe>6C4lGKh5|4Wmi{6YlV8Va!N9Q>QT95!r!7|VRkHRJ}7=8v{NF}xzGITI( z30*`xZosqfE1XBC(Ir$3ssQ@ZqnY2-SgMfzP929oslBuh^P0X5$H9x_ybDG0eDZWT zpa_g6`wlS$HiKa}5pM%$@n`fGcLjq%bKsPVHX zW^#N6(n%e74Lk>v!5CmAwbd}}2Wn6{n4tvyr)glAa#B&@{WwB#NuQNqQZueby_7=5 zg3b~DMdJx*2>ON!5F)kcGg8aV_@7#M48BM1+z6}(J-`8c2K0hUa8rB^#DiNX5r@JK zU=aD-XCl{dFoWE+Ik*fOK?Ys~7r|k$75Y<$z#Ag#kFW=P27G}EG$nhP4fLQh$s~>= zuOcYx(GcagoQDSC56Un_qfAwLf=a+DJ&|I-budG5$zIeDzX$KYMYIoHga5+0Wc{l^ z82E~Zk+p6DWARL)QS;Cf_?TomCTS9Q4}PIzNQ1O!1v~-OI2+A@yWtWzAI9MhcqGw} z3OF8TfPa7s_XqVs1F#%wU^(y$d;}FhHLw^Il3G8P_y!w}0~^S?n&X|g9?Ablk(e|9 z+#~XOk0ijtZ@3d~0LsDZ;3IAgZh?t#DI84p?-bFaQE&q62HJqGR1`G=oC6Q3>C`~H z0Jo>&srI0NXvbMl0@Gm~`~mfZGRy^yzy*av@2M;*4t-Y;yg|Jo&t@gwT1Vx;e{lxx z0-}H#c(4Vv!_~l5`~)?@1A!IqK|fFddEzkaC6XLLEF=t+;yL&vrhyt3lJCd@FJLBY z2phxdl#1#~ERLfL#5R`Vw`ZbIU~f7rxl0g6I&1}R<4pV%c*!^XLDfNB z(2Dr(ZdixQNFH;RU@8IlJGzSl$o_xEgYh8Z2i6cx$|5+)9Xy@HlFtNFSqRR6hhPi& zjDp7!A7un@!8II9bgw1xN_K+F6cY*EBbwP8{6HOX512tJ=x^u?{!5UV2jqS;@iY7Z zZw0*w{&9fVK_R$>+h8Nu35{S52!;nY3&0mJle$kGhDoGmsX_&Vv0yWdfOCm| zEFxIlOT3Nbx?fOR@EGjJLvSWp#Z{ms@uCbR5`W?gx`BD*9s)rzvcYXI0$(LaU?fN< zYurt|P#@xRzrvj`28;$F^aqjyWMB=f4EGRQZB8QnD`K^s@Bn}3u77THN`w&K17O^n4;iB-%3 zktANl<7na^PZC@v7z`mhdMSL5bKB?rQyK@5$H&=3KwpShmyDyL}VOB@{yCo%OxY3 zJWmf|Q$fVu8xp_p0+fe#f`hgP5|Mx}_&_wzM&#TBugAN9KiEd>v>aYU(9r5cBQKDZ zK0tMFI9Nb@To|YWo+=D75ug8#=uZT}omjHgDPR=11RS6i914ekGQ0xc1+PGNu!(5; zQ~hgBU&q55Oak1BQ@&a*)`hr4A5{D+bMBD6vTes$nzYH(FCWs5x*gh=)B0u6hb? zg#ADVk`b)Odx(xk5v%%2mBk9f9AV~AtEpxL3+_$ZXkThEgwPEBrJFL72*!C+X@JA& zwNyR%tu&Ej4Ug~{<&nG_S5RrWN5TbOB=zQO*dIQYmWgT*170Y-P%z#{aN&b!H1RO~ zz$N^dn!qqzUnU%F!)e?bHba0yIQ|X3k?7sdv(;OfdJ3oTdVZ96LE1$!o94=6d99M5 zv_NIZE(goua(j6b*^wkANiLE1A`d(c`il*v^}rV{!=*|jI)=AVDR36?#YIG(mq<() z4BCTb1VbM|b)>!!*-^xsFQ8hJYVHlG43p_Zb}x;U-Y8o+fEs{`U>LzTPs&}Dd~_AD zO1j*FbbO5eoS#p6kQJn@KJm%uz^}m_l2KjA7uyHMDW?kw2SHm)1*yu9=lZ4maR%H z=bMX@)sdRqXD1xh1|Ar;V0I3H`!Gg9SE zq&6@l;waC(`-BYU5IY2XAzh7E1c|(=Y+?eKEP0<8q$p@1eUtL%gN0({6}lzoi8ZCY zsFPZ&rg0T{Aex0+(MPCB9If)B`k_R3U++immIf&aQl2S?W!hm?!E))q7AGmxtfzJkozTCDoJSNOYesJ`qNu8oW zg;3I+5W#tcT1PTLa__3D9< z${y4PCxG|zBxMh{01hh^&`WwWbxc|y-V=X_rKD<^fsdh+@_kv6y2(wDAD#{@ARg5~ zok)I>NWA|k<`R`9*HqS%JnIkaLo&EhJdRF+&lO+N-|K(}3r(fTCz|n*v6bB{vjD`C%va_U;{ou`e$)$ zHnW><%gkeonXgn&rXiI4>68DxKNS&3sO0m>W;n5@9jvzMENiOz?M6Nti_au=R7EfaGaT5K)sZzLs zd&(VU4l*yOzSL>bN1H`gX977h`<0GnPO`h$bhaN?lUYhfYig=Rm7nUEYLcp==ApVh z2e|9(X@W=&Q%zB?(FCZjs_d%qstnGL^JACNFDU@)P+Q;wilb`~$qgp;*EpzR9^yBo zQ?s4wN#brzd7ac!QA@vt-FzeOJZvD`36oqN*AC|y*Inmm*J08p*=Rj$ zDKyVE?=~frSNwre2`VR=s1! z)6MW-)Cf;d63|$(3)hrrWirX|s>3|=6IVjD(F?_`3>9Y!VZu+ZO=vIJJkVRw6XZ5} z#(Lsh72J$vpS6kUl8G<=TO3(5wkWgkSHZsg=z_J`sX48)XJog}=$4W7YjE5C_I(Hkvc%ALhgN zYNHzHC+Skvl4>!j#aHr_aKY1?-zsKHl?hhymN~&3XExDQH8)g=`r*1sx_#Q}Tp_!c zpsE$5N%D9hQob*(QBEmq(Fr&g#*?f~EzcAZJjY#=?Kkc3%>69Qj3>(sC67za<*m$L zoJ;2=74QZ3N*kBwK%tI?wXilw8)(+0&^d zd0ubb4gJ3n*2t5wWwAajzqDB0;a7WeyV!P@T8?ayUMHf?qA;JZ-CP*w6}n14yqASY zkH=H!+~ex)uI;|zoa3nNI_OOG^!A)1yYoc6DX64-VoQ0ae3xK%jkrj4Rh^H1jJBPw zh5CVtqjgjnTn;g=O{z*8J_fX)Iem%xN!6m8vbhYc8l@hko~nKVwN#pNL}@Ed5Nk++ z^hZfj4B!YD4r-B_Qb0e&#-iKR$F;(S?X^rDO##JCio2C^rT2;+6j_S$idPgIDNyA` z=GDrXk{y*(`1fTV%%w}+#o?~UuKAiVnof~PRTj4JZUwA!-YcGD5)*x;z>vOC|}E?QOQM`_B{7QdDgkc zx;i?yJ1;xFIa=6{+Sgm!TQ3`{mklj~T76Y<%;{Bci-t&Z(%>E4p-c^&d! zQHHZ(dRUrIw^hkZ(B}4K_62WYjf8T zHxT`$Ey_r_Hen=~g&W?7(p2#_Gmp{v=lQKIx3+xaD!r@vRm-UMGWvY=%hh1i+={T0 zF}Oo;N8c|#6ZO^f15_`$1#}Opyp$&_^Ir7c@b=+9dd7KgJ3X#A`#wh(XO6SXlkb-J zL3~x|n7BvoAs@n>@pgjueIj+wRZ>e&lV8clc@sa(rE=MyxnkyyG1WLbJtw1EO8azMM)=>kr9;bNc!3{4YLyj! zW%{K73w-ZrD`*N-Hq{i>Y;|YVI!(AHSvStG$mfvn4d1x|=lyH@E%80Cud55wyjD%o zyikAQ461h2FN&~hz%S{Q>?Aw?&e7drv)!=OwjQ+9v?W+6&n~x*cv_4nHG+v5!)jFZ zR9{qQ)dN|YO(b~P5?<$>Ylrq~midG{)URxD={jR*S%PVvrGk~RG_%|^Rx`&;PRWo zLfogF{n9U_Rrt{G!}3p0Kd(-CpQbA5Zsf%(vR*w^m8}iZURT{^ds7~;g87H8p{=aV z@~iG28=M_HuHvmq538nEYZf&(YF33U6}kr&1l-fC(M+c&Pz}T%LQ6+w$1&4f(_~Au z<(akEdf7JDzQ*3eG04-`<1cm-LzV4vCaLSvNbMa-YN@&;+Ysfc%3Dz-?GYb~H|4tW z4%sWI6dyTWijjc0R?xT)xMy4U+SZg%#_hyUwKPsJ2AD6J{H;36O#2q=VQWW=qpVKZ z^ul|E4U29R>FnDb-_&8cuhegT(X zmVc#iT+uV*H{%9Nie;=@cGcm(dyn#Gy^CCG*Hdd_Yjxu}nQ5{=#Yh~%tu7`hbUGK{s^4qVk{xJG5)06&_Ysxi$z4z_QC*`wmYH_Ng@MDo( zTq2F|spyjyK0j<;XzLK2ub!L3sd$#{6OXM*BufuBDFkxOJX;sJpq)QScYHi!DX3Sf-p;h7p8i4a!r7 z$_oi{UnD(}UP?CQmjX#YVhxEYv*kVVM*fSprQKT*>#6 zcIIbh#&O@CPomQ$doR1y+}^U*c-PprSXG>7G#MugI`LY_u+V}gcbnAh_pMhvXHDx^cm4Q;aaHL1h5czbzUIode( zICeV@xNCX#3bTX-QjwS{G!kliuX#^-e|S}1$)guH2rrc7XcrYuCvg987gSEJH3zw= z)II8m{9T^lE%o@={w47(!&q2wy>LVRvivuBv-4&b3@_+Y@~Q-qd=^=jSdeXv?U6%p zY;*;e73mpT60f4GWVo2f|pOPEi%r+%mUJv;vGFuCu!zUDsD`|8^o+jNiAL?Wce z`wJQuZu))ncgpX!zh@NvDU9If^C9ZV>LSB8!w8K@-3;%-`NCB39U(dPlW$2wNT=x@ zCvwyD-}Klg#V1`mLED{Vami>ZKB;U{9CDmIO4iC=xr0)bV4$(2=XnM%#%4KKfyyg_ z;?7n?Ww6qS^fy|8eWbgeLk;A7xxL(2?loJ1`$2kQJqWHDD2(C-`z!l&W0J9M@$BNp zg=q!f3uhGWEb=K!=+j)iRDw>{c%)>dlk?}~DDk$#9!MX5A_%L1+C{L42FPY(O$f5LyP{*(To zI!!&5t;g=78c`gq0oT&Ww2>01!^EFu@Q?WM?pN+iX9w2}M}J46Bg~QPV%>4Vzrr=r zUy5e3>1rw~*HLp>(@Hf;HAfk(6xx>A78X4(s+qGW=TO#)EK_D;=HZ;PIU7r}O26Aw z_6PRG_Ehr?^GMTb(^T_&^C|l*`+S*^6@RP$-#Q)Y4(Yt0^SA+(1`HU~ZBX^@3Eg|g z%#9HYZw)ui|Cr0ti_&wGVv?(+k4vWtZsk{T_&C1GjB=Hrg(t-!qQB$0y_aR2rAi@vR81HI{JIsd)7$bq`9Qu5=^pS7j>8V7yg9_@-g|R zGvC>%G^n&vPE<}-T1dM7SNUIlDK~z#%_yJoDc72Nsq|N=zYSY8PSNqpmE?NP^Sp)$ zV*<;ShA(g0tm)GM(tz3%+E3Usb@$Yq(FaKTqeg2#|9bw3C9_IKeXIYi`G=Yx9({lL z{cmoSJdZoYeUsiwAED3DKX@Pnmg&mG+|=AFxd(G`S-9yj=~df_EE6NTMdVb=t+uM- z)r#+Z|M-rkW9VVRK%ttagXgjMMBK~FVcz-P^_?EPD0pSi&LAJ33O-{9Yc$DibYC%E zH;yY>UsT^Hl^(M0w61gSacc?wcAeP7e$v09M2}#w#9E%`KFNKMelLA<^0H(qNteX` z(xfcP8lCmBTl1#9qh68Y19$ z=dNq6+xFA;EThZ#B_}=BYFAZ-s8$$P7&rg9 z^d~DLHKSf}<>D#=Ei7klklftNoDfzEdyHF*)<5`9ZgOF=oT^Skg})2Ok-BQX&nchW zit0*VtDUR%vht(K=L4?=25~L9`AUB!S$<3KOp5Mnm~NoLaoCZFlMz)Tm57a@r$Yl& z%~j7`r(C!wyC@-hV)mu%kJ;}Ez7>2ipES!(#wEIGPlm0I`a33ULAXM+*WyC<<{az(UzT?-7U3!sy8z!bC3D6nV}@uQr}MhO1)J*%Cp)N zpEEzF*UxT0qknk6@Az~1PfuH4+e+15m8C*jh1eRAHOiu$(YwptDR)PEMLUD=L`0qw z+DXGDD`lsW^)K}1;MCyvVb-vAp$$V%``z`6RcTbqlU`Gx&Zym^J+5t_bW<7?)+;>oWB-q}pB8;O^y})cipE;TbodcA z4XGaTv1&@yGtpP0_g6Yl>9OBUKfoH9foLwW$`1JeVGQ49Pq1}-y84U{85#0V_>%C< z(7U0mzn}j*b*eg*bezr$Cxl(@)$V1kHLj)3qt4d0Xj}D?@RHGgr~D01shHC2XZxR0 zk~2xk$jL}6kPF(F8k;JbYnxpqpG#in<>WQVshzWlc$KiSTw@&R8nmrgzv7fO>)SLQ z5-}tsK0JQbsL`WbJ<9joSAT8&U4HBQzKBWUS@#+DMsx^eXufG?`o{a7(cRbe!0mA^ z$z@W0eg5VDR{eJUo1Je?CEZGzUEHtODQYDbsjqhio(fDP>zEiYAz*}Ikl~2-k~UUf zL!V*DHw^RX;UoE|eE;}m`UM4)4=DEi>}%5Mb?wx()aBTk>`x-E$Am|Bh~LNm@whz4 zJWD-xr@!l@WtnAf(VZgm-@Ly+Qop5kNN$$=JIS7;O)E=1^ylrLLphUjKz>AiEwb0+ zvKM8a$l9E>E&oXV1L2Y|wcPS@TwC1c+OVs`oQdYd;L(wzgS#+YYE|t}^(;*=AA5{_ z8p%sXD?^nSLw&=|;3vTc1C|851vb#SD5Plbmn&cPz1aF9>rLhxK21qmYu#Y&OIUL& z{SW#t4NMH|sg2i8A$*a_u6nNBu9dD1q?fx(KVSbPEH7+P#H5JGDs`*8tN6I$*r2&V zdbLUQPPWKrJS#kXy%W7nrJ542NCf{Jhb)pL1$x~cOIeUtT!^_1%2>L%*$p86g=;pFwBJJRC=CI$2=->LlN;8(#;_zj*Z z{91VR>+-L|U#@t$@%{Ywo(w7DhV!Cx57EsSLnXs(?KW+9!eM+aqzYAC;jX%#7>^a$ z!F$6q!^yCVVN?XF{JPqQYAd4_Mdek=uaa1Pa(RD$&i^d;FXtdV&k(7+w3J`NFZ0ay z7~BEw^Q0EEnsQ8Wg_8>7vRh_H{E7P0GQDT|oYX<7J=3PAHT@m_J3ezpW_V6S&gA@o z`Ok{}6xl34Ekp4Wa@KjvsS?U~ zj<3O=cCL21%sNZ|vd(3!MQ!Ql?(P1MiKA$2n%%x@@zO#JGkrdBZ244?YLfyVRoy=g3#$#Z<+m z#H-t?yM&An;UlsmE=4_vx*2gP!Z$E5FpKaVdYcEDZ;<@A?%x)Fx8yC(`&()$y=T2@ z%_OgPrQb_^^W@wMnNKt8Wcz1tFTGJ}5K9G}E><@#tVLLEMW0I5D|#x(p$)sP2!VQ#>(fHk_6y3^cIt`9wio<^7q zqr_F>DpI??u$gV;%x2S#l0PMv@>l1-%PP*IewU;-PV15OG~;SUtGw=c?@Uik1+FsJ zb>X6LKs-jOT$?ywS*qmIIdp^}($FrrBgv)z4Zj?AH!LOaLtrI+ZT)I`5gnw2D2$|& zO2u?hFGtBg2+t+~twq6veRPO0tYpF}nX9Z(?nsxV6h4dh@o=8+uHUX;a!eIV#EW1r z7{krxT50QOA@qn;-2B0?W7#gvA{OV*4EP3(%;zBc%|@5p^%rB*CKa# z?%KQwd2(S;5h^2|(;4oJ5^IRN30vqL`<|_)jnXdBFVc6@_tan4UD939{;R#Oxvr_I zuCA`j)@R33!>BP}Ja|s}^0Ns~Xa`V@^>=s5OMM6id~j5W}*kH77MweJA^V3Hln87g`*8 zKIBA*&EM(&ME6QJh8xUPr|Z%i2m|IOnK|1;t*0*2SLtWeOX?xIjz;i_{3}v#HZ#>X zJuQA;>|bOkauz#_Pnu4enmSrIYItgUjtM)28ge`NnQ~Ea64qKNF2p0~(X_~UxQg2H zTH0VRXnhpJY{Nps4edRxP9<`qNVjbjnZ~QDG*?hw!p8R2eEiKfT}g zkk28p<+_%e5Z*C7BB*Q7SHpF~8P#LeJZ3brnLbS)X1B02RkKw->L7I{lfkgSi@OM8 zg_9(19ktxG^f5OycObQ1n(e;rzT=alpRbGRMzor|0=Nj_Ra@Yb)&d!-rd z3i~jz%r*8iyPBKME#_8oL8<`NQ|=9y#r@(2a6>sGYhu?i>zQCi!|;?Z9Z#nFrlCcM zm7$!%XYkX#iC%*@$oq-^!XFZMicLs8^FVo_%vBPVh4OkiS^g{^CB5SRI5&N$@zhRk z88=I_OtU~gUBAWWh|fEs!?8qX;{*Bxr1%#2`Wv8Oyk@CpCO3jRNS~#bQj4jR@FdKj zQmH7i*E))$rYTdDEIylm;dtw)VDYm|FI!ZWU>;?DWP4)sx~=XD!ULhN+(Ldz>e5b{!LAj|u){LK>!`2PQZ%AYY$~)CF7YRMmdsNv5SNK{B24rQ^0@n97*+~!l}ws zJmGiLW6Cp+RcWfN+F4rY6Xer{V2BlbBYkJ-=jz93252HkucUGgQYL>TPQuVNbMlw7fMJn`_zi_8#uB?pxwXaRXsqpC)|k+oW$@ zTc|6v^R)8#di*@SynVb~rOwhBk$O$g&C%3F>Hw7qZEz+S0iFHCkA#mr2*$x8!X?yG8mcB0 zL)h(sgk5osYR*(;637IJhI6sim`2Pq!hEqScBLD^j!L8q=@xp4PEmUaE;O7wMqVeF zLrf^B0{Y9H&kWF=CL!_qs)1R5JxD9lBuI)F0~3BM(ddn zCXpLMY$H(BN!3$zfZ5E*zz<%Ncgqij-@+WeKVO&3g4V(n@Ga^Fl}OK}|HAk1zVb!c zNf4Do?$hp?t}3o4u8*!W-mTu7Qj*k;@ELuz;>RdL3tw`6TcMt}6 z0pUe1ApYqWm&8ret*_B zw~g3CJV~&~#sq6xsv4r2r9Q0oQgwh*6L$TwJfllwx-kDRuc&iWL)eS3&*NYk<)-d)8@a1mlXectHQs5|+EFA1 zH^hDLd~u@qgy1^RX?1*bWI3F!0@pLo8&6}RUnls(JVoZSvMf24t|gsIcI9o(i_e*t z(<(PI*IQsH{9N*`B-#>caS_a!mb0ZEgby4WlWhHqK{=&ugC-J`)X-4bj?4 z+BXFMoucWbsiE(sKj<^hr>cK@|Iq>M0-E{{^{?&=d`D{6X?Ln-s9G_7mBEtIFBhQhq%D#lpxJG%RoReqEk;GnZ65J)hvcq!6xZSwF z_G;N|bMVqRvs%xN|K-NTS zqBS1X4^<+!o;${_XFIa}**C;Teq#&RK4dMO=}~lFGS@j4P9*HcouE9fN*K_!$%=x> zoKIz(A-$0vdb7Ou9fuqr%_-((M)E3NTnvh-;%mh>i`$enESqFqU{%~6cQMIh&k=rA zN5Yq0MtInt$vnd|!f)pZ7orQ@oQ~vbb00LfG|%)!`V9RgeSub|(`nr56180&t81)V zXqaT^=sU#M;gjie%aCknq64~V#P2m{C8icNg8D$1@vF!j);DH96HRi4797ouqYsh( zeGKePcD$3+RZ8~0^ZI&gc_;84`H>`QH0!w}p!(v%x+6;{1~Q z-}ra(?dm%~H(7U)TgxRf^O;xNM~+vU)XjBGb-b3*jnekgt|c?VSw!})=!^6@GCObp z4I=!~d_0*NNZn>K83U6<=Thb93xuJ*2Yo<3a*i}r*hKy}fnVZD!X%hSW;f#q6S;uQ zA02ibad}K-rrHG&1ut{Ta-L@&%Jvp8g}<#|t)rCr$~<-)dxyx%&Y3s^>0$JfTgl(N z&%Hb!B22-fv6ghWWBsw;(U5`=Yw+XX)_w_o!^yQ7%zLIT=Vq&FYH2Kn62ox6C4K_~ zng>+#t?3(P&>Lo`wx}>evu4uMN@VshU+E+|h~xw12_IY$T8m|#ubzkQdnD?ea5wWd z^1c;}LY!Dryzaf^eL@%#Hk;Ny(Clj-Shl8Yk}=-++h{cowp6sl5xl@x62uO~e%7;X z*m0zT)Q20wMU(8aAr(TcCO%*g;bw0mIR9J{!<*=P=mnqhzBcV+Z4VNcSvr#bL={p) zI1RU2dqfsyTsQ*aFraLRrga>qS{Fxrn{58&I|!{ir8#VRb|z8)n`=+*=JvR zBppR&NWz3B!VdQ;_aSGhGsCsfb(KWAh2BZt^R8d6M~+pFXXX#)tWrm*GoLHioHry7 z7P5tcCDvL&bP4sC+Duz*18s&r#PCOVM;E4M)!EPl^<>}jNtJSxJIuY*f7QSB%k{hL zx7#mLCu?VtURw~E%vea~4K!3b?5;YkdSp0Yc;bJ@KQ5qgz!8GkchtsequKIo3&O`8 zPCumUb21yusko|KDE9y&*pzUwrjx!xsJpIPcGPe_a&2-|a_iltF0K2WJ>Ncs^d%~m zRw=Dl*t;+>e^P!{!H0s+r58(wyNrkwr>9bf zsq$o&aW1I^T4+aTcNk6?jD|wP11MpGxMl)N~j6nfjV~ur5aD(IdT}jnMs7Wvc?=C-6YBO5^zd!_iql zM{&Jvd}r3(VjCd|kPwmpfk1%Z?i6<`P@LlK?(Po7i@Up1+%>klS$E%=+5MjXcY0`Z zC?q>Gci#KT^Zf3-;EX`eKnu)jKO%1!?wjk2xWBkPwjZ`6V<%(tvOmhE6*Vh*RrIE) zwxO?~z}>|Cjy^ztVwbXK3s(w@HG+1&*5>y3Lk1)?a zr`)9cAoWR`it3C0H}_r!UF~Gm!`XqH;y7zGi(#rnICLdwXawOl!G^(kf!Tra-s9df=Y8iv^ttC6 zcNz2bbM$%I7iBlKue6u2+Fjr%e5DRjN607SO2Kr&HL*oJLQ+psT`0$XUyVPEx1Lv- ze}?y3z!NT!oRC-soc*}FOIIm>vnc>jun;ui93`F`xH7oic0mj`5@#9zgm#OuTw zu|m9DyhofSsVmV)UW(6%ibZ8YiRd~0UN*NCH;3JbeHzZqsq8=5Ex3PheVk967o1e? zKvD(=F&*t5IT5)AExLsMN!_Bo^bcsL&xRL-F9v*p?|45I<^kr~`fB=RWdqCdwMkkI zW<`s=b`PIwK(W{w_Hy1#UQMowD}kTtGrgPM7bpp2goL5Bn8R#|evTsBpSuu5=F zunaTY@7#a557@uh?YMQg7m&j>lD3k16fYE&RMk{HRclpz#YeeA{7w8)C>KrSH|NLm zv-now2Vp&NFR?>ZBwB$SbT_X)?*f_0e!<$#`cA)~^H7;KgJxnIV$D$hF2C1X>aFc) z;FyNFS4E@TSYrHO{M&NGG6H(W<)QAO;}Kuv8*z{LNL(kLV6M9n>wXR17eP=F>=LRU zI!WE9uCV@N-9xSZH}d5R+*{lWoPRlCvJ{Td8pK27Z|lk1xb?JEXTgWEz2LN}=AaLhNL3#klhad1_z zman>RqvszF;W4|#=mfn*O|%f#KPuD&dz_m3M8Bd(QG=;pAtV0wtWb||yKqP9FX~Wa zYh(`b7jcDK!o7<4m?Gk1&G1EE@!38I?+IHVUna#|u}b0;cNWhV?-$P!e;1XCLISoh z4|UEN+>@2;OITTH?4j(@Y&XZpX$ZCaGUzrt!&~zR{hP&LC*6l%Z9QiA3?dpA)&Ec8 zD$C!CS$K!8XC^fyn`vx5)e2^Uf1-rMe3| zm=!`}FfFh&a1nKPH)x@%LSt`$<}Cs@dEICeOpKSK&fNsZKql&+fqX_7CmJdqEWU|8 zQx8#l(K5tPfzT;%^0|U{g1drB!W>~^VJqQN{yly(UOiqZJH&nkzuH##*mT(Uc0x=2 z8~ut8Q1t6rKj53nL7q@XyTTvCtHUS44XH*{eL58?j(*HZ^aREseigw1>42ALIXr6V z_*9|@85zd3hFkl8PFo+-A9K^C%qDcY3c%$!O%J5nQ`f@J!#%0a)GBHtRgcMK>P8zx zFCxabCOQ*wxM%Iq`>2I_RKbpg$NCmI6!q{N_7XOOPgxB)-+XdD*$iEVW8@Na><*I> z@DViV?M%eZRug|y1Ey3P%*UQV-@Xwwb|?BTbT1y$+u$ph6j>GVMEr0T20^?!8>xZ* z+rRXEdMJEDI?7FDFd59X$i2vm=#ywZE0Og9Jg(BH4IP|^aO}W;8EuNr>5eV@IUy@t&~AN(iu&2dC!`2D@n_mL}+VbM9!L(%imNvy7{$3 z47E#hrXbQ6&io~jAl&=&i6u}pipkx`mp9{g@8X>pA6^pHg};Qy(Bo)XB+Sf#kG%@P zC4?kNZX^!DSz6B8hHh!k$XKkrxsl8GS<8vl#A@6X4O__m488m;+^LbQ`K-&484ue=Qg{e*Vq8Cs@pjw?9E`g8ZLD(FgLe-@PqOP1r zjiydg7bq94LzgH*uSQ4m308F&Zsbd#v9*G0S^=*lhy9BT;j36OnT#R$#9Y=yRs^oo z284*H0>*?EJ+TyaUG^6CGWZytk}S;SPr?;H33HB*@SY8a4_HiO6aC5dWGAu%`e)BU zwrEQVNIkKhbq4R&S2!lyv2MdFewOu^HJRuK51@#(4E~M5^hA0K>XFi*B2+6B31)}7 zg|;Eie8)QOK-ZzCQ46S1)OgAV4@A>&W2lGkg^QU>%q#dyGr8-ztvK17b;N0KBwoRf9gY^Ut|CVK!wRvitlQ`g4UG(lw8#Cg z5{?VE3=RkuK%e_5;15Wkfw}p=-W=t^j&vIx*lVDZ)Wd{hF?E8vL3x=VlZ@UMpI{N~ zhykc-ZxG`Udra`cYEb8%h4yGJBF=kw-v>nd!f!Z@=t_12t>G7YBzmN4k&~{$j9@F= zl8=Z7#7J^DzS>K+E-ht4aNTc0}_J*7G5mw#v9Vi&SoA@lr$y^Nd+s>~^} zCRrbZlr*9-=AWq%Ju{a+LjS@i-5=fqnGj6Lk!| z?E3K2kA>f{Su{P`2yXD<;0>g}>-m%Q8gA`l@OjrG=aMVQShj@yjcs7B;7s7WXWP+* zyvH7Zno&SycLi_gQV$tOCI9T5lrAz$KcY)CdGSHQ=cg*$_*CSI}15XFD|Z&znk zCu$SR5L@=bhm`}rc?4`apT!Nqirw1E;~46cL)PsvW^6r$xRytj|2Pn4C`B0DOf zB@rbuy%umfu7WZ@FS46i!Hl7|qC?+>o==^p(wGQ6ommLa+h{n%5?C9E6U1lqd&c43 z4s?s7)Fnf5+++s%3^JpLS74Pdz>I-#`I)?SKn_f-lGqss! zh(mMXYySx@q8c2$USJ&5Aevyh{tT7z8hGO$f&)+(CEyE}pzajoJ0E7YGfyIqK)kTR z@0A^W0|#+B=tv3R9kxdFuLa+7Q+R17;QgpYWDuuVr&v``7q=(=1f@(!_99o46WATu z$MMc5vjZS0G$BtD%TU?eV^t%Xf#T7TSdQmo!;aMe^ZVPx9by=3B0lgWN?w+C5 zsDyoUDgM+GJhkH>p5ze~5N8rtQ?OFnMy5pO!08net$=;{60-K+AeU4k{>Qtlg_-kb z+_8@M$`p}B|HZo)OEe{(lP8f)>?ALPQ7|6yYZ*9`E+}|EBKMvEX2%D_cNr@LFL^$^ z(1md2F9NCMX+#s1ft11E`}Ib(ek_=l7etO3h~%|d`>|uZ{~vdPxJDd+R?vgD zv5PE%U$_sxua+rgf;7qG(D^hM zeaa`O9WT>oQ4#!2cW35dCYOhq+%qOjD{zNbGO1u1Tw``1`g@s%cyF#mk4DAdK^(zn z_zPaQ>Es;Jin~1*Zy(7n0j@p^STV>7I*{E-Bk>e>)Z4u+L5I3^fRS>_svu~5H z5J`68Njr#r#5?Rn9wMHkiI#W@%P~WKg5T>;%!0>y7HcR}l{|cw#fWa(z$lH!zOewa z`*pat63_)EgN)D=^Mmnt!`CzC@Yaoj5_u>yCNexS6urhXU{i>oZJv$KdKdSrCUUSF zOc}b%6EUH@im#twRV-p?Is?C+(^fi;nTc6-53KOtAemG^{(K33`{U7Jh%$+YHTifx z-SFMcgROFt)q&t)2htPkupceQ>bZiLX(uX>&oIyZgq}<;p22Ez47mz9O)KzXDqv+* zLlm2VK4J|pUC!gP{2A#K85!weUhcx=XwKag%6D$f3aT|GHU(8siV`kJIysXynnrgrW-2oY<2-#;ou5mdjW!FYTRIuG(-%Li1C&v>U48KEtJpZp?=t%LM zpW(k{=EF@ycyCmAKKDTL$%4!B4)_>4{J#~*F!o~| zKS9s=9PW({RfC?1iS&#rqfhbPU4!3TKuT~0xC&ws;tbeZ=v2>*UWhIO$>x0YtlAI*2XW*hlZu^%it<6k@U!v}A#Wm^+d*6P!|DfleQkkNawlIvo^JBK|J znfY6GANE(Q1_QYe6~tL`0XYNzZiSrLO5P>w5xt2^;7a)LHa7t&DhoV@craVLfZgLo zZ<_{xNWi*}&Up)vVZ3;&K1FuoN!>@?^aA%ez>0v_u$5&6MQsDJaa;5PvgU=Xf8f(* zpdonx@9b#KOgP0?kuM_y!Nh7yw2J)0P}E@hJtaWhXQ%$74pFn|&vdnjmYE0Y%2lib z1ye--fjG7uZ~r~oLZ1YKV+HXWPo)d13~T%%?!h;#xIL&-RK#9Z23Bf3uIv^kp2Hyz z6K--Q+ltxee&#K+2@#+d<~d8jncIok)nGUvDk3L&jDAkzhzmOE&|FVpzn99r*;b2>akwT?!xY1SXBiqswVKKGSKC zY*IKqF+mv1`NF=yF2KC@5o(ZHsNv4yNsNFm`2-^RDnz4IxDE$$#PbXbj{6wejF={6 zhSHO;hGwGQFc&%B9wr^C%KFS=x-Z?0Q85+h4V0T1g!r6}dCo6n-Qyxpa2<(=KkLD6 ztAKZ_C;neY5QO>hu7c)Hi|Yw)(=2|2J5+#w!z!%0}* z$G~rz297QTGRIR?qhP=iyK#^6Q2R6kSEn{|jK-**W<*a#uc4NTA@;Eb6JzjJ{6%Qk zo5@mixz3Zlk*RM(&N&7<|7pTbF2Z~|3zgbE;wyB%XNWxniAq2X&w-GjP>t1M@v*K> zVW&UN>_gw8kU5LYcYNf}NWaKR#PUv2KEuGlznkHKi&&BQ1L~VPk-CVBV?oK;gWP%- zBKkd0by(0NJEB>vo!GUp>ms|ainnSlh*Jw#K6Hc*A|FgaF1njoOcbL(l!J))i(HDC zf|7iPe#QZ^IpWC?avhmOF2z3982R*B5Nk>?o8Lxg2rJ%*-K-w0Sggcxxa(TvReI(C zIxT-Nv*}TE3SE&dLa(KilF;3#KGag==XL2aDkZ!%{09Amq10rm19Ik8;X&cYR0J-h z(r}mXF_18~gd|itx;!=TRt%zRqb4{8ww4|)^lRW=%|XQJk6d0&77_cA-LVnRbGgqs zqqzIHEBS+FjE!zonEQ}Ta+ zp#2u4?vor6J)iy{+U!Ce(h0lrOyr1Fz-zu9U8!GFeD3Zsj#wh2h52%l*>#5JH zBPv=cRy~$;Q`IUBbRXBkvKf13Q&{h4q1@iUb&K_XMfug+ke(xwmFyw6)2}8dG_PBHn#gV zjk|{DD0rzXe`o*Y;PBA1(7MnestJ9Cu`{LEh4Y}9xq^Du$L$La%Mf8PI>m9KkHQJk zzoctqEo4^tGI?87Kb0`1NJXd<)d_JcV~47DsSK)@swDM0)dpp{VvziA`6wAjHdgXg z%oFVtKIA$%a}hJT;8{!ur>z4;hYvyvRV8#Q=#i>c^j?dPfarv<|W`$SX3cFf|6YW#<|mvO$h&T&Ixi_{g>@hYdXNSUiFlzaeJpt9g8zZ<_6XA1ixa<~-c z0L=;?4-G(np@CoEOY`*f?8Ka6tLwAVV0~rnX{&3iYEfC<88VC`%Nv*bbyi(By;kql zv&x%mD`;yQUzrw|^(M7to~55N&vn(4?rrHO1MR6@R1z2ri-|9!o7dD=Gdrdrer5c2T+7DzQwiNu5>t94{EBa;H{wYD0;0_dQ<=CI1)GTTVRM8RdRPRXd-=1O6jC677 zormooZ8t2ZEK5x_O$`n6%NuGtYxQN}GOvEP{*AVZu1DGI(#6`zx&lL2!)ZecLvQnE z^L1OAy&qg>75py$!qCQ088X(-;Q03DOytDz_52>vRV`3WVmR?B z38issWfS#O`nZ3jnk|LtQDP2otIsoU0Lv6B_l?( zrLWK`)I>LsCr#n( zN&k{)aW!}~bBqTJA5Cja-K^PGr@fnFy-Vw~dAfT4=LD`DniC4qdb$(3Eqlp9Y%{-u zAVnk+1;qU%sqz|%H%eN$MSV}*F)k(kzl6pbYf}H@o)u11c$w0-qKg6Ujs531nFWy^3mw4&uhZAAv=_ zuilRCN3L`y;p}KNSfu9arn2&-<&EGO_iImT&y?9pSCrH(sbBJ_SX_3Yv`+aay{r6c z`Bvi)<1Nbs%Mg34y{2ois~y}8icorJHMN2&WY#cO(cfypxrU@RMnI$Wd z6)VOlPpY$HietHPEKRXyUefcV&xsS0gem<~7AI9q?v*$q@mAveq`JxdlB*`HOPCe6 zFYc{6sD7nzE8-Lj6| zdeJ)Avd{dzylwe8-8o%r-9+us5=qJNl7=P2N`IDgD>au4()ZRkF)cE>4SGXei{Cs4 zEP?y3Pp(^mD*;<*N$6BKhk6p-9DT~-5PEhUP7C4R!UN*N;$M=T(%Q;N%8N=uH9N)? zb1hC8uSwXSFg`JuI9anxQ&ICcCTf;<(P4h zagm{q!G)RpNv%rzuIygfCU|ciY8z?yYkO;l>s#wD8S)KQ<9TBx3*W+q_w0jnkMpf( zx#x!8?Ee_59Igej@<;Fy&q57!ihq;8M|e}XPn0AcE+s&A+-$Igml z;u7QOIBERwgiKAZqz_5*q@u)2i7k`i^w*_dzquiRRmSNtpZ5 zlA58K8A*GSdL&Ls)M^qFbsARU-Gus@H<|^Sz| zl)%;K60RnE#Lm+tVMW63gboRj_`=vxu^!bJ^>JA%*+a=a$yUiV$!lSekjHt$9tL*Z zE6iRu!?$(NKh(d_Bletj5YF@PGroa7Yl~&4CC}8{v<{4!d-^N-wb(n`>HpB5(Cya! zs~@Gely5GdYfLwtv8t>SZOv>o9J3vNy1TfGz3063{KNfsLz_Z>;(H5dH9a0g!UpI8 z%>oPKJU5^FjFZBx3~jAJbWoHHU0OfcMA;$5Lxo$}K-DcKHzpOFC0qRbgcXUS5|<=4 zPb4+_G?NqmNR(YOVJUHeXk(F;m zz2gi~p^RYN;A-DcAJ5}-e|6k(oVCxkKd^i4H>`uLwCR=Uy-{UqYb-EcGG-Ya#txCT%&~63CWsD za3HSM)JUkFFj&(`6OHQ=zc+SdY`>VEG0Rj>RCVP7`Ekh_$so}#(RKb#ej`q6PLxHn z^yvB2f-ZVNaA9yVVxZQ|_S|>gb56r^Xklw)%d_TLdzy32S|elJfxNA%A;+-UFvqan zu*g6d%M7n^rAJH)O ze%Z}g%jwJ?%>N78e4X%%aH?dYq=RgVtfnGe@k;qw8Lw`scB>ug2{Dsm2F6Z|-5mFC zoF<`40!O3N^oj2j|2{SpJ3V$o?1Y#uxVFQpas{b;BfTL#B-$vND>yIs&3n(Ai#{t4 z{n2aiy{!$*4Uqnj?FN(Ly<`1gp^U@3$Wq0rdaJjn=d1guhbTKMm&n%1?nv~Ki=xeCWlPY0FK9j-v&1s6Tm?;SV{&pUS_8d@w2;CF(8VNmff*OB|v)AY*-%ESGhb zRgzVgQSvH^nyM-)mhz**CVMHnDvd}h$ePH`Bld?yMo}Jr5x*{9406(X?nd-(XQIpW z1pVJL!3Dts(0TvxN&F*l8q87mX!lCTWyfc`-agq;=osK=>PT|Tb$rA#Ds&2++w2qV z1+H1HJ>DzcrM^}^zORb!FW)lX+TiG*Cv-XVDx5?;r9JdO^g?H#$2uZG z?qR+;zNh{-{+aKO%cUG z_mU@3g5L37GE6pJwnKVF`c?9uWRSR#_=os`SS6N<-v~bnNAVZ)jhvUz`U|1!n?ZKQ z+(rS9nlF?Vz7yOPr2Jp~UEuA102aeQ&tQ+wRofl!E_PjZZF6mMuW@g49dk|dtn%D< ziT_{UV)8uqyQrf;bC)D=wrR>7lj1-;h?m?57f z{~|}gU$u|D2}(=@yD_INXEwS^)o~V7eSSrLZN7kik$Z#Ngtvv)mEVTHKvW2y*(c#4 z(E^cFQdLq-T3Jd->PUyk3+0Vv&154ajU*$)lf~a9h0+_){p3P#nF#IZVa_(rKlmxP zz>=K=-E~FgF19+yJvDq! zyx-l|-5l>L&kWyl-*Wh;7yDQHoB9X%+XOg)X5lKB#?OEb<}ft_J?%%(RIJ6kdLZc1 zGocZ@$(_$V!wW#CXW&-gMYxRxxq_Sg75rVo+rn<*zs28$--N&Tclk$!7lh5>s@p1Q zA>oR9ioFs-+D=|y-clx!Es^e)PLhq2?ZN&xOfp;2QdC{k7yXKV`3LydIJY_5(R-~4 z&FUF&w->^H@-g%gJEAYN600uLH`w>nbI0TL-15wGwsStj9#G&)bJcXMay53gaHcvK zdpl=kXM&sKR=b+HhPzg~3OoZnue_VQ_u%>b=)3RR5ttH43l0ii3TZ>vFk5X02IUl- zjq$%<+o7>M&V9i(LNop^{1+x%XLY`aZ{t@K+(XWmD#k`Aej;)Tvqh`KE5s|M)1(Sn zO_@g)FAphhz`4I$;gLU*Uz2~5|D*VzXrySV*edNJbzwD65=<35g$|(~cPBRw%ApFZ z;%Epp^gx_x^9Hp$?PvV`z1zLx+?Cw1;80z$AFyZGZMMIVvpsgYokEAuF~`x#QQ0YR z)&|#r=ZZQGL&OlN9GOk#?T}nvO%E+9tJ~Jve%d<1I@eaqrn9=O zt8Ee6bo*rcD#uQ65Dz;RI&V5RI;%KGxN5sPcqVze25f;%(7?Bdd|-UwQV)ZkcL#bz z)A`%^d~px)QpssaqV$sFf_$XBCw?X4bLPg%V?V`=jH#|(r%uDyF>!Cu&Edx`j;j;D z8M){AxVfmUPpZ1Brl|&~cdD-_Mkz9-cFBHd_U&vh`wJ$DesD(9sH@b<(A<#NyUk;> z`|O0RkL{$@Z=Gio&T**jNS3GH`_NDeaPlunNNX^sF1sm+eYXYn0RA(eS|X6 zC8<|BT;5PVP4!rL2)%(p>N@I0aR=k-YAS0EB`i)TNem?JPPA**B@9Y1CQQ%_PR>cO zC2mc88>5QdsQ9eNRCQ5JmkpAA6efvA@pJe?p^-VnG-M`+`h+I>r}@p$=?`@ua_KD# zEFVCmyJM1=zv=4gM`;;tzHzki4&GeCPPT;wQ#y;zz`f(Wo^k3A%WFLZ5^&nqwM2 zGVCdFtK+(-#*TN@`J>s(`8VqRkIWM67O?r=LMIj1?lc>c0Fq8RZ?`0J%O)8Za9P1+z8Oz{bPgI#M~%Nz+#j^i(T z56ch>ZTe!WZ+>s8Z@q3QGhZ+tvA?np^5l9ZBhedyeY-B$p5uciI5e9FJ;BPMN#XCI z*TKa>i?4$3xAV30jBAj)g)7t5#d+Sj+1bQtx39Cmw5D3u*;x)bvYOpcm!Bg#kgee< z86n6Mq#>KSEa@!SB0n#uVjsm0O5T<1NZX&5nLZ@_cKWaMPZb(ec%1Y;>1oovq`c%0 z$!8MRCd%V-ZW*Y?Y@ z()t73&*#=w);}$AmMfNxmZi24wj!{;_}I6;`;UP$cO;Yt?K&U*GKOBoa4>IMAE_LT zFsYFO_#1zQ9pP!dY2KEeUY<3`RwH%`R`Q?rYnG#yQO4tjBl_REgXr(0gX8T*hv|># zw{8=?6jhdbB^IekS`6>Wg!qB+vr^}zw#uB4IiqSIYjxJ0tS(iKWsXSymDV+dmC`-Y ziC!x=@wNJgTCKdIEEOZ_vg6q)I5(yaCRnw@Bf?(a1b+A;$+^K><>4H==dus-M{)V_uM+zwK1=zO(j&b?dfUvWnJ03#XqTj zNX;&<>Z!V->dDHPl^><;Po0y<*L0R`m$u~+-0|!u?5-eE> zyJ!1mALFd)JPeobM0a2B7EgC4#~F+1Oh3;r_k5oc{MI?)y~G99LNLsS!Jnnzy~Eq$ z=e$GJc}Cz9l!#1XsqmYqDX%@B%c;flcP9KRo0k6X`9j)Wme1Fo1x0+ni`SLH^PZla8Y&XTxhYW{{H2%KXUN_h zKBqr-I%f%YF?S`eKmWcUOIT5G4s6^-LXsQeb|>7##%LmoN1vl|LmPuz;jQWJ9O&Sn zv$jAtS9=6(wB4oZ(kG?vlB=b>(qknjN{$r2C<^Ktl$UtB`eV6M`P1WTXckviW%kQ{ zSG8r;oT>-23admbeNXRO@gAZ}-?V+;^4tbf>Ft2s>)w%gq##By8`%qzN^82KX3C$AZF^^&}AL8BPpTm3jF>)q)lln|G3B`pX zfj+*P2{TZh!JV}mAaK`OX`V^-mN2NANV_8jpDgQfN zfjR5m=mr54x$-Sz1@mglYu7~gLoi9UGaBY5<_jM|e>no3?g{83l*|w6D3}{1)UWUd z=sR&1OSBU?n2bPAxHY0ys|aG2*&A`mCr9vu(B~{qRlOxWv)rA zqvSXFLe;9&&*|mWj@DRR(5m2l?XUUAYpu*vS9w#3m-HmznzC4K1eahSJDJ1blySLG zfE*3A3MaU~xq6_>KGtk8tE{JNBFt+{;WWwwCFwh;sM>-D&ZVV|)4F?FQAu9$*rFG|jU_WnUg}fy(+md<->ti?H>^VI zAostXdqgq&s46!0QN{HcvubwEmlv`N!v!Df45_ms|7X>Unaz@qXb#IyN&n{U=9V#Y zaq8!N))e|1vn~)DOmzKrF1H@G_BUTMf3bIVp2ztlV(=AWIUm?E-VLr?lqD(^UKchM zG#88^rNjoRV|aQnJ@6Qv6mNJ0^^M7lOpLaUo`D8^1-wMV!<)jZ!Y8SPcM*#mjw@bYWPB!pdA#S>VPwsIl$h7K|2(`Ev!k;UeixjSBbmvAvz_^Q=$J9#b8|%<_M9CEAZ=#?ogv z3*fnBxaF(;zMb&c+%iu;_YM$W?CgKJhhlccx5;RcwYZkM_R#vx3Xj+J=NDD)TkT85 zN@ z_89En9Q+yFOI4&xnG=yEte?bg_6+U-ZZjwv97FY{ z@31#;7V`xHwRncOj--p!kLw$w{6~2dJ*j{B65cQBLujr0mb0@}YnkJSI*Q#ckJ5kH z-!tIEnFZDSW^i0qg=>cI;cUwiW>%yHISwb%9OBO5ZNYr}wdg$0$ot=kdY(W%e?xnc zwXfm1UZ`uQ-K=e2Hc+S1eKWl<-Eh5i_3$_Hj|G$RV8H0#5d0$~C3cZg#X!}l^v{)k zR3BWEsn@&kbwQtk{Jg3)`ls)xz*DHC6eS3GaTdm7y+QW~)1LN@$}T~`9&m&oQlF7m zwZQp6?}^r=g}0DT3nGFR;_u>pl2OvN^6iRi%2d@%`M>gf{$y@x_+xO9tA=Bf@n6FX z%Q4F`M;)ifd(M{?7!f!UN<#MH3*UkJYbL7@zMptvEL7a}xK8x>bRdA75kBG7{`h`#qQz_MQZKjvKn}+2Z+q7(lmZz_2dtv|L z&GA2_meYN}xPFh?`aD^W9TntaI$cM!QzR2_6&(`Kl&q0*CC?<^#IX_~uOsI}XmQ|` zBhU8LFuuGldNa?hO>Di~9Xv}x5^59J6ZD4NRCDMRW4I4F|6}G%7giINLyxdtI9AkB z*haLGOYqt=qnWPWvz}UJ%J{UjsHAam|Ds07+J=^_DSm;O=_T7<+e+^|?~72AZ~+)Z ztEnTjlwHWFBOjvNnpRlR0tnxo1{)hrXxOl!sP3;isa2WGzVWwW_TnTM()p)-vhI%d za_RlDd{eQxiEFugP_Sp{GTjkpBMxSn*j&yX;Z@-bacf*(k*Gc9yO#w|Fr)h@x+1JA zD&d~yWYXipT<>I8HOpaBrulEv9h{9a9Q?77o^D>spB+r27Si>IspJ#>96>Abcyuru zN-B#Vit<20VxaL`hniyqs>tTPb6&Y^vQ=Gf*SFICENf7Dq@-Qhp3;W;l{%T_so8=# zz=z;Vyw{_sFW8GJqpQ(XPAZctDAIOTn_7cgzfa-F2K)x4bt~7snL9f>Hc^$J39i`SJj)SoKfhFty+Pap5%a5iOu&vqu~FlQiok>@21B&|e^MN2^cn9NTW zxX@8p&fCUc!mY>c&0L@+`8s)=_8-=T<~b&oWuf`DowhG zU16+d3_!hi)sy0_7o-EWVB^r?Xe#TRsJf(S;;AIE>WAz)bzj!o)iAB$>-ul&U9Tz1 zn^$pET3^{P$uz1<_%F+G^T`rr>AaE-Wvj~x<1MS#CiF61lI}-mLKl4*XUQ)R?+{fL z_7b$?UF44Egg9Ms-g!RfKKC}9R5Uy#Tq-d%(7VblbX{^Ra6Gc>!Pu|k9PDiFJmbvs zp7eop713}%^1ez+rAL*&l-HD1mHp)-WKnQo7xO>z9^x#eMImia>Hg%(HUDegP~OGR zO2^XA*Jf%zLyNW7P|dL1TFE*c^ST$%Vtx%Q50H$Knf*UHRvZ;SIWsG3X6;S|rUuG} z&cZ>3?`zk|kEzl-V|eU7brx|Yn&A-G8<(~&-COjq_-SdrcCfL;w8+`pRR$OOF1S?g z@wf12N=}IPiT8qaa)rO0JBK@(-GZ^sei(ot;a1zWz)1H zb%*r*jPFbtPL`_^7z)RsPOr+1a;ji%D3Wdyw-KEe^yfJ^r{K%2hYavB(>;2H*&DHi z2T}uq6`)c01D)#=;C;REfmVln;=6k$CK>a*7rehiJt$B=IE}<(B(cg<%5AFSs<)Vz z{3932W5r*DTJ8Xjn(t~4H`X%y zK)cns%rPin^UsH;@{MYjny8pwX>H!bn#pzb1(CWp>vqb&QfpS`jEs44L~JFzS)=_a zzFWo_#zW=n3>SFC{#kx)|-vs>c1wT_$`lXeao^dw|L4FP0B%g|RqU z&=>YlYv|Ij3zI%NR4w>9@FPG6nnQ>B6SHr1pr?PQ=bO9G!}rj>Dghl%Lgny|@cFWR z@``G4j7|Mpovu2mjFW{WGX)@mv6#qf|3Tjtxu9s{LIvj%GupHBLyO;s45Cy@hI+V z;tXpOqo|2p)5rm-(@CP4QzI%PnGqgmss4zIDc#)?`! zYHg_=uJ%{vw2avayW>jvzqmxm>i^Rwu}(7fGhR1NGD+>z9LqePz2ieesEHuwEaFCZ z^DrAJ7nBI};Bf7an!#q7LODWHLZ3p@Fp;i`6Am&$*}=tuIYCEYNU$j23f2w|40QI7 z_bv90^)B@u3XBV;z|sF7_bvaYq=|g4Ql)OI+=A@6iy{KOxI`f5A7mv)LxGC^p7#D$ zefd=VKy6nj_wvdL^_%n-(`@q<`x3`L?rg9vlpqHc`%=KlIz|(bxqOb$6q6NaN{gwe z%WjmjB=2Zmn_8?|ld5gaZB+Su#hNhzCDiz&(7(X*r?tSsHWnK$msbH z5QhJajA0GrwBbz=R2PQ$?F7p?qdA3e7EEB?(g&#~ApU#9ZK;{zp5acR{=sPhO)v}U zkrDo`fj0h!zEPmq&i1~BjypAcnQB0cWM3Cl5F2Felyj6R>P?Er%G)x%Y_K>`~4SBam~B4s@^;XU#iI z?MzCm$$HVjab5GS@!LWlslCxCQJ+^!a8YR`I7yUy)V6bPaS_E$cYQQk9;S6?*c1=eCBOrBKr=vnkYu|)oHt(8wre3(?2k(^nUU6`{V_gbzZXG`|!%Izwd68}sHNk)l4 zN1^w--a01XJb+lJenPfk_B>YwH{Z9$e>HeId?QkoNC$;VA!s1n$`kUxaNL~zL`(F! z-@vihFH%H*rs{>)1qTG?`X>0aXsr%*XM2Zxa{LW2-|&0;1quR#!+%f}qn}wlIH!0w zMN_5iWJeWc@;S-{iY>~QvWRSvP$?|n#IpBeY8mjncA0E*F;&PlEioAkca2hGwn=Of zLWeZX^2zeu*4F;iu5%>2S9vCc=2OMo%lzl6#xeP+&C@n!#Z)!r)~_b3(V#}(YMXMm zWu|7NC7;s#lCBd^idJM+xmG)?S}$6h<|pQ1wv)D6&fm^QI16l^e`v5Cy*<)^sD>$H zE6xUZBu9gFwG%F#BqobtpfC2*KS1g`5^5S69GDY0=+pZ~c)9-FK2D&!{|PFtqL4mh zq618GP!Ht%6+)|IG)UynF{LO~{Z!0W+Hn?2Iv7^N$;ZUNaLZ7>cZj=!gRqrYtR{!C zsiBSGba{2dkMd^5Y~xyJ%NE&w+WvG*aQ@?|;~PdjV#)=#MT)pB@vAHLt+YH_m%XR@ znd&=h9IRo>t)Kh0a-T|_H97GwMb`ya>2u+pt_99@=m_k!&9*t65$B(tXP#v~_&odt z!Aar0w3Ggc(1pd zTd;VW`HuT?p!w<(D8$*WW5ObO6No({!o4X@xKdabObLyrw&FU4%>Kv~unDGvtH23Q z3Y`c9&}-fk;)m4XXQ5BwOX1DnLga#n@|{z}tuJ~f&X#%P{S~K`?-e_gH{`hrfy^zP zCtM*^;4IWh;Lw~2jt_Kq(T+~mN9GhmKwqf4pc1GBswWaE>Qd- zaMAAZ02a%db@+QOYrh^-KR`6)R;Bq_9*_KP3BWKGJ5RCZRFSYcx9)EI;C zvtT3v;tg%5ZqRe+%kVK)g)i>^IJyexsLn3FA|xIGA}YV zH}25C(nsq$>pqu+gBkymf1Lj_?NjYKRclo*s9~g2268+0 zck}rta3;Qk8mk{v$um3zl)HAi54fwj$Ge}p1lK0)$E}9q)mz{rm849mFE$SQV;}h( zc6xh**COF}E6D?3Uk)bi(CL9uwY&m4+*M_pq=9E}eP|YJAy1OkfRD%XRrvSryY4V} zU@+J@dguM*_2p|rfh(T>%^9HUKMx342O$!BknP1$;%s3*?rAP|3@ZywC10s6_BBU< z3;A6AM%@x>fUqQj^|s0(|K8FgB|w`P=pUBl2Khhmi5p=Sd3lZS=iqXCIXhS!OltGtFHH4^bF?b@+ZOReo6E6ICW$7 zpMK;0Y(eXTE{9GHeHT6={5JR{!Pr~t315ngp!PxieEa)8RpqHtpeaK`r?wQ{z4T6fH-| z??qW`FRT^b@V($FTuadLLGV~RAv_oV6IVl<>$H3un@~fbt1$w4ci*wS`xKj@IZ#4N z;6K5mOX;vGcBTq+_0=0L(VMWt{birMH!~cD4rDhuU*ova1-nHmkt9?4anb zaB4nkc)!bjCj#3C1_aLwG6Zc4x)*dPs7YX0;Aj8${%Sv`?`!Q{Z4UT*6`_fKhOQ1y z^9HI3_=RV&MS28IZ*#?s*upOpLu7wUt3J!Mq1{N4Yr*)^WBWc3e_AXZgWky(;imAG ze+8AW!TfM;FQ>-N>M6dea1p!b*JPc%p4vsxjGHcFTufCagDIpgL1(%QyX(~mEwKTc z(jDdhpqKGjd?Auh`8dv92>WdNPcZt9+FsbMIKDVed$xG02vvk$ zM0a8W_@#}oo%&IEL>Z#_M=faHX%fM`Xynt>r!(}`qSZ0#8;YxncG$5#0L7*QWIovm z8uQc1Q{+_WyBvTfmQ#JFtOol!1L_=` zy?eY+x^|{JnmX!08+(d-pF04x_!?=0lm~;k|LA96dkkVOLFZ}&nL(b!Z07}bpRY=!ot0@9-2|;T_<;fcyQ>d8~X>*Etn2JOi5Cx4mz? zm7viu7`xC-iMGUR=%KWRJ{QRp()F0eP^)aq44^yE_o-saMwH;)e1!hab7CE|kG+UE z)4*4bht7Qp)H}+xX|B)*puieR2QdLmSGphVrh}PqXh~)&n=2cutErEIgHGbp`v<(Q zH{d)gq+n?;JnXCS;h3~i0*&0aNLVOTh6?#Q=q>q4EFxK%lmI=VG^!)^Fb*+l>{~Zf z)mBBR%*r?HLv}npl5UL?YK8j47(Dw}E|DAU8Raoj2hK{)%r)wI$h^~NrdmpGe)FN`gT(2ZogICr){Ty$a72ceZPTYX*31BV9IEAJ09{LoSiGBj&ti<}(GV{wjrLFVt<{ ztMV1m%J)nyHVLo#DOHVL1s$c;_*}NJHQ4K_NYx2-S9OTSPxF`ZiE<_F2fu>DghQ+f zWs+;s8{~l%6hmEv-tT?PUq32z(Bgfin9clPnvxGm9vIp!XfS_){(?VL{zkxaq7(K* z_F;GZqTG~t423H*7sCJR-2$|B1azrCdjAp9gpP6t*+?{jisLNm8QGs|MNTI3{18qY>$cEW(#k5XsT`=Zt7{;Y;JGPaGba6z)K&5efE2r-Y?gywM|_^)lcOMU2zUK z_9`?LFY&#hd^V3C1NE6v;JKGVad0v`R$epj5xukMu2c#6P#%C!kx6t8)dcz*ZJ=&6 zU+9a8#(u6NW^86h59eXqH`{CTH*=ZsfsrdaSXR?uDVuIiH!I*BUaqB=qiUn>7&s&F zCU%gngslwQ7qT!UIpB%^NzF>lR`}W~p)Glxu`&ywg?-7l%y+l{3je{roqR_sLzOc2 zfbV#Bc^^36!wqPivx|GaJAv=RHzk@7tq~tCK;5i~B1YjyV^3UC%MVb;CGfNOe&TrX zGG2cRrV{pxDky%i$JiJ|%YCTPwt>T7M1A1pBZV7$9^VPiEml;CXQ3|CN{W@{VP?1; z8ulJ{qNh6M#G@@6ERBsdjob7q^*N<`OXEwuB>}pUQh!6Lp~Ontet09fo#2XJ_kH4f zAZ$Kjv3-vDwW5OL#8PPi< z9!I1G)(-5isHoU4j1m5Z$D|c|zXz=st<4-W9mhPr-rrDx+$MdM>WgoMaA1G=_6hcA zD`UN6y=ndJsNihv`OlLC-Pt|j2QeL*Qw7lb_y~=UE2sxXLX|Wc-X=XGVi0n-BaMfQwJ zj@=TQ932>aC9rNFr>LgL=6LTj+j!e^Q=qw?#bj|i9ykZ{6@~rir~Qdr@+;vpzshyn znQC2Rp-mycbHG{7T}YJQF%S8z>8PlljQTsshw$ zYK10Sm8GhQ4Vn$|V9DmOx=%SN=RVtg+eh08`)=z!n*jdR2BX!uUDs205BvUx!h!-{ zeY~!fqqbuz_`qudZw7sgJrU>Bwl;*ig3?Moq4Fj;0>{?f_1+GQnWd#ulG^S~QQhQibmg@yeSm7)#` z9o=lJtSzCtQK9U2SwGWNb8}}+ms*@C4x!&t)fH+~3j3KkaFe{8W6bx-Jqbk?j^e^XRr%j9d)RPRa8a@#N47&G>(4J}O?<80Fqd~KV4t6pC+y|_;4 zo8siM*SZ=G$}s`j@lX9*1$v_g#lBA}PHvXeBgqiu8|CMJ!#9pT5AWOCd)GzD2H&e}cnXYR z=P*^|4$?jB5Z^Zz8QbVC=tO;G!wc(d+gNzVTxV)C<2AF??X~qZZB&btB9#d))F@)V z}o^R4hczgafXShcuf>EfbG#rKNN7iEG^ z`bK}YR5CdXhaAK0Q-s?>Ci_A$-%lT~F>GH15nUnXWK`p*E+KP+hHH{luZUgJXWqv3 zm%d3m*;&e0{^3D$A|^*oj!BH|6?rY9UEl=&k*LnbdJehPn_^65h9kx)7RL6|`--RG zYp_o#Dnk{i>{K~Is^?U&AF%U=3paS_K?tBKFO?P4cOv;0*(AB&=crD6_WE%(akVUGL{qt7xVcW;26KT zutjM?>3LHbxCcM&UC~9Zrb?+c(7KoyR1~}?dS6Vxgi48d$rFX}58vp@mUp8Ed=Y z+UxBh-hu~=o}4L9lVZFc*GcO{(?9ywrF}~)l$_J;)6cf-vEA`3*NT)NAiYiJ!^;ku!vL2e__$7qDF=*#<@XiU%JA1#WPJ~EEfGCJ-$Or{|7 zOY;RwXGcTlcJ3?xL7Fa~B@)Qv!YY24bE89HOf9n)S1uk@w4iWENkHie(|U7;yQcRJ zQI|TWxUZbA4pNu0ub50~JaJzza0dPccNmp8)Y!-wOp@ZaI^E}trbxS5=~PaT*Gfa3 z=juHT*1^Nn%T!&Zhth9X zJ9iGYQFM+Q&IE4;cLI1|0aXAeBm+4d2-XoW?w%VO7%b5KuoZPIzNtH*Z)oXcP3O}2 z_3$Gfi8{^-&UOaXgRCgB!U)fP_fK&BD#9DCBeso)v8xpgG=sGBpyPjBxloxbr%Ux6 zarOw^trFYs%D=njHpq?1f196*_@ehT8N&8bJXI>yLwrv8t`C|WJU%=-yh-Hyi0JSqq16J}fM4qMs$EcYy#tfI@8+>frhOWzR5oLtDCax3QuzUf)UIPG6;LxADDcwcX*k#`WV} zatcuys*D$@&13}mL4L&F=W^gx(%pI9X?2%*(#5TaCm&ghdW}Y<M3&{ay@i?^^Eb>hkjp`M2GqAO4u<|JM=hV_6F$tP+99fmRz@Af7R~}Wy zvOL=hsMRWT-xsY}mPzoQ7j5YE4&QW-u|pQeKGb#dogCuBm35DN)}`H@b9E zX+Gwq_ngCA_n@5G-G}qp5b|HhvCt=>%AhNO_rQ1ZrN)sO%pr34bNnIb9y-aV z9l3>^;&prO!S`&A&Q|)lXjhS?xU{&Dez<<3rO>j{mEcwht%ZAH0VWG4#kE{IJb)&- z{;*T_?$|H(+M^u-Kd@6H`1@WZ#Ca=^%>P3T1!`jM%xYex7LRPK{wo#GR5D@H-2h= zIiyqQkBH|HYr=fY)Z z(5l|YHQ`R7o_<(1scZ%q?u|=3mX?%NGPJSYxBh|sv0_h@cP#$SV$T@QA@ETfI?ax% z(2UA(SAp+zKYkMQ++-**FJ_;!!OH5&F+i%4pn}p8>bo-3L$_hZSzTx*41*6u5;v2p z0^i7)@L-$*ZQ^A>I%}hU8bN7+vGLdl>rSvzxHKL6)>FkS@jlcTgXng&O+hP~0Z-CL@Xu6hBed_;Tk)xgs@m#K>dR_c^HrnJCTLq~!!>60Ld6KhHsEnjpmke| zEAaMmPrx?H8?dj>xtgHI`xDrMhYRF;@~xn~y_L`4HGCId#h>Qa^FPEVVm)xPJCf_j z3vhNB0(XXKP%57cpMhS`be%&sgd$2T`IuZq)`NCw0I<5=P{tiEt&{c(Uw~xPLhpMW zN^vyY8IA~Rr6y4DyDQO90`p-mlf5=C#l>MC_#|J- zZ$%%s3py$>n5Be4jc}(l1d6I-rJ4BN{mQjgsWHH-{(}1@!7y|i`Uz^MR?zSr4n62N zAei0Y5p@mq_%U)WCTDP`0}g)&*!()-HQrHMAW)ly(*o668b?hycfQz(L*da8%}do>^F&VK*~d* zkT?-o-Wq71J_5Ge2zr}ypjX)on8Zd>2W917l2%y+8ILbfhOo-qBWFRYZGDQQD_R+AqUaD=t=N-S^&L_`q-@1^nqs0=j3lPblQaUt6p8-WaMg~G@^f7T7pY1OoOvz9h?SRwL zoz#Qre4h%Y8_+y3$mtXh-TY3(U1$k+2evu@s?f3EbA`d1_aQ$(DB)W|F+3bGSS>jC zoqQWHTOg#B;v48z4j>1S*>o|T!8~HFvkepmc8Y?B6Vo-t1w}esaZ?n>*pBQ?oR`y7 zL!9?4;I<7h6KRas93)H?D)CF8c(IM&!e!!}J@DqikL$Fji)Veb{LHt<$+-c?^Pbqy=mjO%HsS)wD=vfp`n` z0&}Aqbt&HG4D6`y69x#OaE4h0-z}*6VtRQ*C=erX&$mgp5if1TB(fXbjUEHv z%qie8US(P_R`}28$rI2(zd;Ozs&hParu{L8{F}H9rQ&XgyMu_s(ky8UxUfgL&fH0F zM{IMKddhhX-GDhagC6%3IJ^vE#xOJJ`9MI&(23-EOfS#N{?a4yu5?J+g#E%$%=ZqV z&%KJsQhq8k5KUS_+x;a}x~qZvAqZEIDJuvKz#3rSACrK)S|7D+7x<3!0BWknCzc4O zliARW&A=?}wv-M1^Bqv;{{xw%B2=UwV>@Fi=Dm$62e7ukp+Vf2umCmI$_=C-=-<8& zUyCZ~H}K^WC}jsjA$>IVWe4IubVc5rgqiPlRA$flTl{zI6rIELp#rALdl(b8GY2Yq zD5t{#xsLC6ZV7~LuYsjG>89y zwr*{B$)!-;G18mhTsLj6sayFe?g!ed~zl2%&LO9EGhJt&2 zeCp{?70-gN(OB!HmXZr`H%Mr0okm`HOztPE;>Ncj zjBry~DF2D+3r@HgEOr*JVY#&x=60cQhFF65IS2UM6U+)v;x0A7>?Iz$?~(Ak*a)5d zsW@|ufyY{?L~PYOr@sL^OkytMv^S(jKqE>ZZ7KP*QmV^|{8(5BNq6h8K4m zctBi`dx7P*8~3UvKHGc3GGvxtVjZwUcEf!@CHI7ibPDn(CU#nu1- zdHIhr51{Z`7sF%0HjA}mc?7G<1TZO!-fydG+cq_aI$KpNi ziyqp~aX6c=p@}#aKHP`Idzj5#7dFC^B_3M!XW>6}nAk$3BO7&v&-FE^^$W;qi^bV^ z1!u&D;5LL4{fRc1!S#pF-F|rWETsm*gK9C^5WPeIvRqSSxNZ1;M<^ZTz_fBPeG+Ov zbLj*sfC?uI2!nhBipzb_g)hWSkAZIl2TzE>@?yk{2&uiqz?s)Lg;9wMfr4%)i5E5nVIxV z)OddrEs2VVMLcxiDSXZ^@JT*IKH5z0q~9a9_@ag|!<^BUl*T*C`-_UeU55z zFDjEQ#3lG3;Gv->c0fnFKYsK?yz;|mF&k%Z529QjlN9d4_xncc?eKZtIIZ;HO|h>`TU^b+r@InEMw=l;&0+){d z$TA94cH=PPpFyvt3or|EQ)QGt=AQ}R;`qn}Jm%*iW(<)cQ1yL8trv~@c|G_5!_hY+ z!NX=dwA{=6j<(?SWa5)ZfsVciY#@;E!Sj3xp3E<3#!n(>@-v(QZpm(ByKnGu6Ho(2 zqjs^OVjhCHa||8BdDJnV2p(snGkS*|m@_)$?$A*$|FsAXVWaT%)A5=nW9I)^`UqEs zSmZ(j7%Y&-z`XDq=BWzg*UN}YqY?k^NX59X2T_%GM*bGzSy2Hu;sp6GW|+NjUjLRB zOXdDC-@x1~=fIf6K#7-wP?s8rQgBB$kULSq*C+eo_0)sgMiIW}CDctD9j~h| zTqmlbYkGro^%VI(nP`YpRvY*9F+S@j@;!V;li*q53%q0iX1cfWryZeIKLPi6IR5T7 zXd}(QJE;ZsMkwhZ2E$(^h7#djQVOTQJLGs&_~**`M$!!FZ&VxEaQPX68oJ!mFNUHq z@h>KO;nshL=h95Pm(%b*$U@&b0-Z()KFJMuy=izw>yhhcLK|!yGFnq21kb}Iug2Gj zB8ucCs3%+Cl}{oX;~i>{l}F&oHwXVEo=n0CyHA$klwCzeNkUxtMktXxF5*2Mm6zgE z910(po5&9N@Xh%y?LxL~g0uYv88-l46Vu=b69^8%WO5m~4?W{2>Jj{^PEe=e%Tkfb zC&QrNKO5g`BsgVf@LbA${hq+9?iJ!)dwg##G6zSv@H(sDRaPaoBJW(o4&@?oAv&$; zVlX_bPT~J=K+A3`d~$X{Z>J?Zk*?xNjfd~gTxq$~0;eob$QLS03TYSeX;aj%FXeps zC?=$xQ3YJaX<3KLb|5@O{zNU~!2Lc9U+fe_@wxCd8jIeFAWPw)*ow@DU*Rj<^WQjU zEz5gW)WMr@hdYv!$TQIInu8nK9?v5W5zY@g(Lwl3=D<(R7d_}4%q`1(03YIpMgTYH z4*!k@_;(e+LF)#`p*!%3`44r|cDRciMc#OWp1l&D)h*&Us*CpcwUk(aGgk*^ZXM!6 z2(oZ>u{ow$k>W7Syw76)X)8Ljjqt&_gPfiM7lSHk&69p&Q_U(+!1o$`*JKj6|)iLFQNl2Z;KJm>rQXMxpZ_PH%^D-U|HfR_K-AkmWja zAMnHmAYUXAL5RC$#8l*;a*xQV(DvJbdZq?k)B2I?$z(VX6@hbc1<&pf{DPk2OfH7= zLNlDBozNHT2REb$#I|hIT^(_e8&7*UYMdyzax{fv;RZbK z71CSq9{P!c#1ld`IC^QQ7(^ixF}W{JA&E}eLU@Qn@Tb^=dY~;yk#|tX79%SA$zP?e za-=LGB86d6{uPyd49@5!=)0CeJKtZ@8HK&%h`=3*XFI@&m~XM~DrQKXTzcaHxi!!eig;bvFlJ%=ImU{v#TdV$2wpacEx5x=hOZpY=)M;s?sN*NY3p9j#=y7`5z#(zC z*Owar%_w+iNuS_EqXuW~5d04MK&yYcHVylNuhpHvyZoVOspyNn+t=tp8wpyWKCteQ zu3N5rN1D^mdD3Zc&36y=zW44DJVG_Oy*vlp?Q6_bCWZaX+=iZObFgZvvEP{h`ZZ3W zNOFk&BXJi8!7DHpES%ZUxH=9k6dtZN-+)m>q9>RJ7law`A>5>#pe$AtDgINOQq*N@ zv5mpk^M?cJC*le*2Qj#XTmih=UO;dPklXKxwa_{C$6a57%4rYkfmlSq_UOHu;4^rK zzE#G}+=1*h5pn1Wu$K$)*Ex#HaSdwZN5H*@f?q6=AuvBmhjl^B3GjAY^zJ?yj zam3yPrXDi}=+RAj4?TiT2I^FYu1!55Ymp@IItSQgYo)`&L7|7xL{Nj@G!iqvVE%9Z zCOYhn@NQg)xY-SNaWA~;HB25I!Q7)&^fhV>=_U-)W$8B%Q3L1VY+MOf=B>dk7Cs6N zah!CDNF^!!yP3>u<_?<+XYFxd(H1fqb}2Ipb>UjfZDPUu?TH;W9(dLl)J1>c9oV7i zGD$2%cl}N}hi+^IybiOO3(RZ98bzk6k;jE`Uo?DA&np~?YwF=p$RDWws`{#&2`u0jaDgshsHS57eJD0s za=~1;da8P7d1JWMaKs#mD&0rgnG=`~%>l1CjP1y%=rz=7f*|%HgPa8;aTnZ9 zN$6=;K(}C&ftx~W$iO^cmn+UFTCkg;N4t_)4;*40CR%;GPdvWv39dbkdX5dyo^59v zV%y=o=!}PMkrCaKS#e4E$-jTVsgRgZ|ENk)bt6;}VyH3nnxDs4i}~Fp?zi`w^{zEV zcd&G0-od;Hzqb8~%sZE7EF4}`QZ~WR7dt9L(Thyf%+S;cR0O7m8^glG)`jK;j|jf) zYw(%MPGu6_dGBhgXX+;^WU^*buCQDPKC}8j}y;Hah?{;r}@X2)8ojnNN`CDPAa0Q=F zDZ2mF$N@a&e`DF>%ueW>-BxZ@E@X>Xk;!Dg(x;iFw2QV;T6z`o{#js@anvdFQx%Z` zS3ue3H8_`g^m%DQJ5(Xl(YwbZe`Y}k{sDQ8@?rjFx-$zI2XLFp5cdjXDJ;V*hnAik~fJA-~k(PKO~Oly74KPuS5$g5M_EI-}OdM+>uyIGzZ?$jYvV2+MdWm?N=V3 z4B{PlOvg$!(B+Oo4K@RLx*@oPGx#0+0&D|(7aYQARO>s@x8+h>s4sLZvm4kJ2Mw}d z_9L@|+)ZkLB{Tu%cL)E*C;nOx1+J))h32sEy2622jOez)aLI?33 zX5u6&ufKq8>_IP(iP%>N%+Zf7qK?wx%qP?%p{S;6<1=!I1Msg`fVu2M@9&f@5(m+f znaP^eH!=fWsRzJap9=p;7yK`?p*`S3eMNO}hdct0I|}usjDC?s&2AGEVsl}LFaoGl z9uVah;Hu2Q(?~<@aRt7h!*F(gGdCFv{Q)jx z2z3q>$A<4++& zKmeYI7D@3Z7r}=hg8vEc^5@uX@rM_02D<5Rc$UkQ8mRgZuzuHLqv1WBkBQPobde9x z|K3C|`W;xuez+#C1>bHawm}S11{lLTf%TB+FxO$XV>^1TpO{N2$>qRHH%q6bWzg>B zIUha({?`ef$sRA}#78}6Jz3l}ZaHw5`RI*!>OJLQ>ndcpkvWx5!Ek-3{H-vfI?Ght zq9@Tk5dY1DKYSbiLQTICdHEmUU`x;;z69R5TKtB4bQivf1Hi#G^Db;G`iXYr{l4h< zv%p`yM}=eBQUgz9DyHC8`V0Jhzu-I{$NmBdze%$+3jOR|`7=H{$JEpnMMa-3^2H`zD-EoCe zbz>?p@$mZ|f_kqycmyrstCx-)lbx8;gyKDq66y;b`2Bn>(Jk17V6mRa3GK0`_#fsE zCW0kH5%WG_x8);yjSYpTz)j4R2hs!Z+<#H$h*`u+#J0yc&Hn+b*@DfiOM*rCfY&fs zYK|#up_m4w=M45wYQQ&oH98$9@b7Yrx-U4xYk`@`sM>y!zEl)kVcWoIxFYSL4#P{i zGG-cA5jig)uGIyqu^i`f09;Rv{n}|i_j^bzFDc%kfi&`}NSg}jDY{d}Oe zJyAUmM2))|IB`qNYIjCB=zk9ahs^=f7m8Z&D?yT#fVme?uc$Wgyc~%b zUIU+VPf|}Dgj4n#oYUpNF@B2|prm$Hd?N9vwPT<_dP_6HkY;Ej^yXqR| zDf0jrS1GnvuHoJp5NiivUN;2T$#bd~HeagI=a3Qd(ZhWuCG3(dCTmHBq9nGEwu+lE z`MU-V#13gYa?TcTsEl}B!|``^Ge?kcB0 zm3#0yfQIKlH!BCR+6=ih;{HhCFX1D+Bqs_Tg(aA6)duEu8=onMji_jf zp!UNYU7f+RN%hq9 z{Pf<3&(Lh|a^a#-Pbw1|0}UF1&#)YkxQW*k%b1W+Gnol&9d-}AUi>g?_<_&UAHBs! z)KvG7l}w1+x4|v=#L3trs>KKLqxteW<_u2GRLtIdP-RvCo>m>$V?!`Mj!>6@JOofp z5tmNj9<+d7=tS%~y+D8BhaJbx@OhmBG3Z zA3ctqOf8^_;6A(!4x?qVmiPpmtO9P~5&YPSD4#Be%6oxX^+cbzM7)U85`a198nL_7 zP6|K{{S0nQcd{Efh?;<`6iv&>yN$7TRz`oLhm$LSeDy(G&B83;wme#FD*i?k`Hq}_ z1dh0|;5bBJ=i4r1fZwo5ZU!aL7dRhk+@~IFJ+>>;lo>+*iEXxM`Zu1f8R%a+Cdn`1 z+1moI%wO`8ZX!pI#DA}m*AL>nyhJ6u4!!np)Q(+&P;+t&5dC?;?cW1?nuM75iabW! z>AO%u%0OMP5?=K);qkf=IQmLddPZz4=b@%tEFOe^yPMw%kJihW3Fe~4OhWFDE z2M7O8!pz^H~?XhR_ z7!J!Zs4SJVm#RazrSs`a&{8fY+hOl61@6j&F!x`M3>=4=s24i-9=KoM;2WNRoyv!@ z6&3kYOdg`;2=s1ua2`&AOZpQtj_b(3u>>c3B^H0G$7CS~l}I08;?0Oi)TkcRDHg=t zorntU!81_c3|N8m&ch7)YI!`Bs)6nQ8NWL$wZkmGE7=ryZBKMfUMiN3r4_6%JCEth zRL8F7Y5E3z1?b!hOr7Qflh&Z-N<+_6fpdD>dduB(2EtWP>pci9!0Nb(q7Wdy144Na z^~}7uo9RsY-l#5-PCmC)K|n#LL)Z-1AUk&#bfLOU6(s{6!$;88Rn4q`sC z3D0F0?#<=@d+kgC!oL%fv!~K>c{S!}`9R_&*+Clc-3OD4@%7swmK;E@*Pa}T?sOkf z3`hC-U{5T>RCK*C1JQdQP!lV#jHciY4M0}xjqiU0^Xe)#NByWd!xe1eyee^E+A7&EM5pg*aERQenu&#;O z&so&JA2Da>j7cjiRupSsro0WG!UFW$S@@n zKBE{+UgjdUzs3EnhBM(0B)kN^M_SrNlc&89EdSd?3 z7Bvi}pr{u=AiwM+8ev{P2!C%1FyA9mIAYK)xg~g2nC8k3xNzrz1-2XcpeuT|S(rZl zB)@@Q`5V&_2kuV@{&Wnv5_fAgX8rl7EZe~ES&x&H4UF_0o&_a(g?HfFy%Nqto%;@I zwM*h<;0igo`(vO^P!ZMn7I-bb#C+yHrXItAsXW3BY=>WG;Ju6h7fZ%#8Hv5+!FVo5 z!4%nxSiJ*huLWvWZ+X5T{V|FA1ypdRJPD_{x|k}~MWngF8Sx{Vd*Q9bz2UBM=ez;j z3TR2Z=9R*F%+Y%T7k-AX&=7a*7?aC1hGxKDijj(jid~AOie-vWb~M`_J{gm6=bvGN z{0sFBv&vAq5VOxXY6LY1)77V7`ZU1zO$3kgqEreUkOo8r#Q9$Em0Cj1AYTHX38j7L z1HioMV-GA6`%&%Lq2LLwWGApoS+!yxn~7cOt_;nb2TpMc^Rivwui8-W?ZY{0BvFzH zedZ`=4M@T>V6?}@WtedFgKPX>!a(6DyjOd3wYh1)Lfd$&dDFZZ-gcfpJT?#K=?ZUK z*<<#EdOLfgy``RRo&%ow-qzka=-YFlz|j^w)l?`r-S*^oI)k5G6FBm5@ZGPA(Nbs3 zXuD%x*^AtTo+A~kmsg1PldxNP3LX4WI-AjKyvWs$(@*m|I)ix;X zN2*QgyXuF~KRx8r+$Y+nnoqIsB;O|R0-NL;>nmwrX^(0bYtz&w)hp$DT=h-f&3awadh5np%OZyRDlC-I|%ho3v4mJgEmL3 z#DOQ23NPBP=p!HUo46dVJMhgF-k08K@DB63UGDGBd(NfK0nV#XiSdUo%24}Edp&68 z6x$lw8#S8sfs!mxhwJ)T&40tvO?|#oD1N6m-?2fKB=~| zHQ889;I3honkmE!N}%?s&?WB6P3B^~O}&e_J=`3A1s??rw3AR1j+T1iJ8;V(;%UtL zf`uvn?A}n>Sce?2qji z9POQD*mpb%p4&D=s5*)r3SXbuJ~4p<16`phVe6u@qYSYRV{_xBcxU4I#AXR$2@~TY z<6Kb(qfUfP4bucZ3^=K6rS&qUj4!fK7rr}x#l7F1*pW8gQot4iurMJ8DiLXaj5hhJGXN&b@}Li>Hg0()m6>G*<0B2Z4)ge z=0oO8^FX-4k1+mW9AF%1d}ZJbeT-*}uZ;aoBP}{hu5GLRx$CSu6)0|RGL&LfTUGvk z7yT~d{dbH$5Zyf?BVk6$s+8>1%+$RVn^z1;omb&pQl+HgxSDY_BezEs1T_dEwO2G& z`XYTB{aU_L4?i2pGSB$IxV7wi*>`=tvT??2qt)Ef($wC-{st;)rQUbmAn6~G1OH(Y zd6CG%RQ@?_!ThcU)D6;*mqNgZY)9G11L!LzkS-z;lbLAXm;&mVVsy>b$v?nXKZH{; zQ3`>7_H~iq7x5LnBfU*rnXYtu6MG#iXL)JbZaQvgWZ0+gsDGgwuRB&+zf`F!DkXG< zrK@y5bUubZ4RuXtO^t1J?9W_>+{1;xL|tnsfREfJQ$W`Pl!&+4k!0hx9Cbu4iEcosoV zYNCC)y`oiN4KRH(7M8szn^#t`tUz~IH%b?%v+M5an&|848N;GG z5HG=PlMc)A;6wlA+uzR_@-8$eW<<=8#AAumQhTIMtCW*QR?euDkXEUpIps<6=J>^N zZ6X^+ybq)U?`i63Ow=0a&fgO1xKFuv+EX0Qt-EbE&8y&i*UP%W*2R9_(aYJwJ;GfH z`>$WXhfkL0OVfy@xZz@Cm|X zupt(LuT~RSlM-_cJGioclO?Ey^NAC{PL5(8{*T+{j&!zjmcYYqq}j(DYp7$Gr8nyq zmuO0EmZX-{DcMu}0)E%eOFNYgDhnm@sS1rVFg~p)b!Jj<;`Ep=QTCwIfxk3r%@^QL<@!JSY$|&f zbAV-u;R2lI7Mfx#8?A&R-ucn}!c)Xg5PYPbQa#{|w@E*AsULxBc7&hxTfv20@@t;M zZrQoP>Fa#&NOJf&0(>*mMN9Arf0n1;+8FYsS&$m2mf%3h%`xX1n#M zHOlqMdDZ*f`w~i6x0(Iy7N2>(*}?yX42c>S9TVR^VP*27lpiVmE1XT)k#ZzyVNz5) zoZ=(5MwA8*3d;70(+*Qm>@#_r6v?G{GvUR#+g@yMZ{uw#_NI>gj%1g|vxUoogZn|S zXoJDeILkz`8&P-4;IDV5dXxL)Wzux)13vbwbJulFboe^f*oVQ%)DEvb+PT-c+S{9Z zCY%zxql-SswpXl!kIy!hk9vtJQ#FyD#<~z6+l#M+%HB(!&GsaFs->#MVsIN4>yPR? z>Q3oOb#3%9`f+-{G8%WGRatf8NyA8EmLbQKWU6oOW_n^BV6EbM>ioc+;sp5&;ZUql z8hvZ~J3@_NAEL`*v`JyfJu48YwJP?lSXe<<;bF2Oxq957*q#x&VL$!%`*p(BLMt+Y z_{u-x-a8vOZ#k@Rm`!zla{YGeJpDO;@d6Z6J5UQ53wwbrP~28#sX~-WO>Im^%(u*v z^`Z5FEz8!@vD~h9B-n>I_S=olX3jmHik`L5pST80&ky{Q{XQ>z7X=xEvm)z8UyJLP z&@H)X%J<}!Df^O_BwtSOO;{h@G3rN1_2AmRQQAUwIuk}Tlk&WjcbD7hss;7BEAGC~ zedD;ZB9wT@9D0z#t^8AERrk^~)T%VEG(qY}^);pzQ;}>zEaPdejhk_~Z8fY{%o|Ln zOb?A|=HsSVYbEPA_yFGaobcWi74iqFfR0ntRvuIhQxDdh*67tSnxjg!au@hoyX8ev z1gfOw?n$ol_xBgrEhVPL=Csse(&9I-c3RIKQFZj~-ua>vSe_$fL?Bs(yZ3{A-8K2pbc1IeJC>ssv@?tHiDedlLSN zb;sO^{237tyeRNH+?<=RL+RCEwjSeqacABA+}kikD)64=`iP69RdRiD6I(;sSM{Iz zPoFcs8?^&`CTrhoPbfo_W9c1KD=;4JyKXrt>r(T4!?>~xeG}bwU1MEd*~7A8bC~6) z6Rz-rQy2gp^GNk$HRq%A_4B{rpXC?pzXm!od8)Ijd5jOU0-fV*F3UUDNjSsd7f{9O zYn5!l_AfT0t;BHz>iRy;AI?^;4UV0TTw9Rc$Kp2kGXF5yjQ&QctY4Xc{lkN%`X-P4 zxVGn-{wR9{h1iy5Ir@|4Tyu%NisK5`gzpQ4P3`qM`Au}9>^Vt_b`8^$TTIZ(8G;m(CR>Ns#5hCrQb zIQBbt*{0g=KvR95p@QL8=`}bGZ7=pMn4jOOAUofdzdnCzal7KXH=8~NG zP;{(spKpKceChgtt(2qEH@S$p$x<30Z3n-veo21Y{i^yl^&Ogz{LPR zzi7XungyE2@L0}+o>T`+)6Vma`JYe}t?0^d4TIlxH+Va>1=r(Wb8E{lbFAftG12ta z;4xIzE!5={Uny1>Uh&=({{^5 z>t@GT=il7Fe0^*+D3yIwSG5g&s`(xCyX!a1ua8#Nti?3>BiKyaJbT=Eh|B#>tKgNs2%3hcP=_tn=4ySz7KF7+Jd@bI^1;e0 zYu>Fnw$8#j&YFcazoqX<-x=AFt9F6daiwD^{Ox4w$$l<}ucX&dkT*JA@_TmaASPGOzHn8XQ*Q!D?d+@_|j z=AK%r+E=PKsqshUVUeuSontRaXQesBx;YjYHWv#h$iBOcBTQR5bOO-F)_m=lh-*tZ<__6<|`rnuT zsGqkc|3&F$U1jqt^Ipdo$9&IE_e8MYlH~8=b7n4mUdw3bg|rH}9Md{>V#UAG*y=rM zJgQTn-itb=bpvbusA)=jl2#lO7t_%1xepX5rKk2mwwwC%x_^p1P)i2rTc@$W5yp&FyDRS;lr{%b*OjQ9suF*nGk@%^inH zV+Ir^XM|P{OOMHl*&e?p{!(1)xSr8HqMikB3rf_Q)u@}PFzK{-g}=;q2VV4*$R`V# z@roSfP;~?KYRyUIc-0onbnhWkbMbXIu#m@oX(>}fYQ1dpV~0@ot-obkC#<>DS^{X)`%b^{?rrnT**Jb0Hxq@ny>Bl&48-;;8ui*!2;*@SUbK z;{jv_kVG5h8Emb$z$MX0c3A#Zv5>ey6shdWA>>w>Up`MNlQO{7tYxoVmRoqZpu?9X zpK84S=WV(7kKYdY_~e6>&*z^gNiS{T>Fj-j4&Q{S{)u4AkSCZHx{LjSUJ$td(USL- z_kt(UH^qBWI4*P{!pN-fc@dseXL|oCe^ry!`%#~0nA0e#Ue|hSbDm@mPP&m`*Pqqy z5Yjl(wxc-zOY-LrAM)N$`gH5l*Kh9%I@{9hd+8o*R3IuuD`SupzFYM-IfS$*cFP+D zCI1cnA*bP5Lxp#c{U%frYwV zrPfnl6jN!@5o zv06d?O7xSDls!g|RKx#G3WK8Ii+r6zR8>|N={<&PmK|YFBBCPmz~4P!ofG!M@QePS z`k3mT{7mQ~YSZJ~pX^O`2dm@v^XJ8e{$9u*$%2ErqP&x`Ba{^}LHxb6QaZ-8U>P+=E)!I}$SovD!h@_l$3eP-O^`d^?U*{+0Z~8XqTVzR0snb2$dqe^+SFwaBqDE;3tIKK9sb8rn zU;)ezorLDBgZ}{dI@1Hg1Aoic$a_A zv$R%t%f6t;`_6jY$XGeY3}#+{!o47PDRfrxfGAdWR?Q}hsV2%S@{_EKqM`J!w2W=U zHuKbXzjE}o*C`tVQq!xF);531?~a4^hHj<1sqdWc35e$3(Ixi4TrU!Clb?@a)Jd2ipe-|5tIKUyw*lTGl9g5gn0rF<@3>%S~MhYS3UFq+Td#xv3M zZC`Vwn{V>G@{IIc_l>0+u**0`>KPoT%q8PYA1vGBRwhv8n^n+d>$Bfyzs&kl;c~gl z@%b^I^)}5a|3yLRb~=WYwkt7~)GR4NMpS#c5qs4i2!;`(R3JxTqE)7)z$mUw{zoFe6Hod&X~TbQOz3@Ji+`VZ8t2w5-o`ZK zwXC0C!b#X!IFQ%VQ&v||Px&9&jOarBs$|HU^7h2k&<-wcU#mKyS|F!+g?<@%G4CQ5 zP;O!@xLiXWJM6D*8D$$BZ=5}tsoc4sT)vBZL4DFJ)D>vXYCBRbDFM6frT$h@3(n5m zr=R*VndfvVKUe4ktvM}Ur4)#*DkGVux}m71?0~KNM`?igf#1kZ;!Bt*LXd6l?<3w0 z{THlHG$vZA>Qf2o4DAlJUN@8KsI{p6Qg2kQ!h1DH*#&#eH`u~t%ln0%K;5X4b3t8b zRN%7|5EDUGf8j+QoNKY$Vm-akmCejgn2CEmUbD!|_Na%WJx^B1% z%KAI5mc=@+IA*$8Hea|$$fy^Q!=vk$UtfMejhof4)+?@Ks(ZOsc6QCo?Q!<#FH{H8 z!AzjLlx?+T6`w7RDH~(Ady^O@&{h^rq^a(xCa51HrMCyzoO^^Rd?ro$=6P(cogSzA zIx?x(^Am(waPe>;TJ#~`tJ1LjzgdTDp4ADDU}`8<$} zA0h+y7RbL{$-Y!4VvkBtekDtk9Y`Z?If^VJzLQ@t0lA@ENIX}xlz$A349xZq=Slu= zBq8l~OmJq}mY1z69cG(V7H&W4Qo8EU;l5McAtp;S^OyJoNT_N_SM$7eXFJ+D@0FcL z#`zxCa^EWUTj-dghGnj`OWKh12G#pi&uI`ymXe$Tz20*%DYNj;U^SHgjIEdiYDrjrO1G7AZ`}sAOq%wd!MVmr?GpY@2U3{ zKS-DptPqM+E+N8Hv#9~9O;m_jOrC}ZX(=3gtNa16o4=`86fpV!mU)8=w*FzN&*U_4 zPWq|-q27@HqaG3WRUN=aoJ{f{ELK&|p>9ycU?&Zv=74k8OX&u=z8z@iyXa+fp)=Ao z&epZ8Zb?Pl&{a$2Wq*{lb7#26vSXM$v5nvY)%>#mBz83OI4%9F@2gXAYRbCU$0F(d zfUB?fA8}ydU$E9T$Bju?n%SrFtlBBH8r!PSw_m6g$UaB*lE?XT>dLOL>MO4?2=t&^hi7tn^nzEmK}TE%a3JoBS@(O?eD6&(-8q@;7BR z7$_=YoFaiZO^A3Rq`I|E)IHW0>FtKChIP6pm<7~VIYSjfy@UY2+Pl}g$su!Aw%x(a z!<2^E&f6mG3+&C^zqtRQNqPc5fO{_16CR;%ea(|xbH?M-ds}-dpzpfq+y_eEdGB#P zU1~s3|@u@|E2s`E*^5W$~x?{IB&(%?=$ zcAsKraY_D`f&Fj{UkchnQ~V&p@MU}jwl8af&N>NmpL<}pdZ4Xai9P9aJdKr5;&hQe zls^jo5*iHVb}INHO+YN@5K@F{Dq6_@Al4}ltLBnxKqPuZ{!U(0%83ck&ks?|Rc^&Q zbwD+NdZUfioza~_>RGOCx~4!qh&)Bq#cpvuzl^`{so?GH^g7*Ot~D>Sm*v^!mrb@m zvNv*eb`JA&_54lC=_RN`!bCss5&i(Jb`Cp`(a@zHlc$24b$xdobT?%_vvIQFijL-^ zVM)o;Q-@~1%z0O1OifRXku?rv_Nmk>VMJULT_eqD<8g5aUw|0x>E=gF1_O9QFk zex`se-AX7Dnj1;}Ja--PJu~usdwx{_6hMGY?NpPMOQ?y)1-BiwgPQ&Mn)tLSOIYTkg?g*5PMo{j8W?h({U0sSD;sJMv<#TBT` zu2qaxA66->@}{CtAv^J4{4-+}!*j(%`Crmr@gDMOe}iU>2!z2c9~t}z^+-IJFYo9Q zIt0FLGt7=of(G3}8th*iS|jTUom@RoWMYuCqZ2jgc{|NWbq%B`aw-nKX6I5S3Veg{^y#%HJSP-JQb&=4t1OK zKt(ZEY9m$W-f?x9F6>HdAG$&X`5(KG8-!l_5j~Y|>3!?zjBL2tu6{0yJJH?1v)9v^ zPDc7cJKD@LbQyNg4cI(-2(yK5!Z+s|f&Hk_p4Ej%X=9G0PbfF0a>J~h*>|!(S4gVR zFwvTjZ<=b%ff{BU_QqYL@zOm1YJYn;nrUo>cEgF*OFSm5WAw~$&kT>#bH;m{UdXDX zXPB8>lkZgy1}Qy}n5OKbm>aqtI3*PcHhvMeNGRodpzbUS-U@9{^hD;k3inAqxq%o? zY=&m77WT|F!5XVCCE|HJ3{;hklCLA;$T{k2>T+6(=8cA>#;P_F+Z43yYM>gDl8zz& zn-`afl>dsr;gm3lwb`C*CEpLP#Wm7d*I~Ec1PgDiGse}@WAXmn#2;sxF&9u5ET(^W z>(fWP7k&TpzGQkaF8{eeQ|giWK=|uOGNmXrzd|M^sTV7~%lJLxxA@l@9?mMMox+{}Jnnqu3YyPwFjRrCq+DbE|WaOYOeotH5ZG>-JbNhqz7I)iU(O zpHw+2M$u7zK4=W6{L97l{ufd|=%232r~S+vAQ&h@ej}%m>)}*-0XIE&Rt5b1;b zkCUK+yqEV-jsjcqn??=m&Tws}W)Gzydgh5zv? zo59uhe)a_HbCHhJ+ji9U)fVC0>~y#Vu&p;UB@D$bVg5yC#$(Ta*v=pG>OA9^@$>}z zyT6ggRFRf9VN2upCXP(MnIV>2R-RA0krtlNI6f@ABy5asi1t1?ne@T4)eUaSa$sP; z#;NxNzQI4l`9h2@-n+pOuwSrWvlqGz-nQ5|jFtCPR-*n=C##RDLBdm=myeUhpib{8 zzTtDBo~a&;3!VZ$(XBj0EF%c=3REz;P*T75H}-#mlC!!PFU|*}D>F1t)=lX{-p*q6 zAx)BYnWhWoXJ5%5P(YRoES1U$H<8G=n>!;!i(UP513g0%v6rqC$^eU~5B3bpT!J&Q z?2@fDsF`E&j=XT6^qfY%v6B0po5C8{?Y=eMMQ#!^_*;&C?o`)0dJsJ&P$hUm9i#mb zaV#o2d1cDba_aI!%5^ArFeNO7hzUkn%*{++)T7mes;lY$;iH}# z^dP6Q2h!u4amV>+{-c;JwS?FEKd6Oh`A&r!bUC7>GP>w-1RwuSGbI@JO9p`NB zoax@@`HxNEBhZg@RCXZzWQ^(rT-IYS2YLbm;J4sQ@D^Ty!?QJXPToafQ;tSj1yB5@ zG%15nA?ydw=NcH_(?ET?33}IL#S!I1I5X?1YEkDfZw@04DC^2CGU(T!JpC?x2J5OS z_(g9)rf7v)XCd~Oe?z0_5xxpn=>GI%H-in#HD{44!u^*w+ZSS9vrD<|{NL;~wzcn# zcfa$jqlG;RH}%Z2k*;S>iGE8jl>DN!jz%HiZI2~i2J zB2P!gndRoXnp>LjsMMPxapO3gDzl-r*rB*0ABqHkC~=*jW4!bqzA*ZNZx8*I)53?| zB`^b;6C?3j`4H;Y@yh**T%4IzLQmnAlL8~5e!LsVfa7>Mm{TtU>jU*bjA|N~15d>? z(3V~*8xdz!gOLi^R?}R=YyPDY)%%eL6HlyyUU7&bMLq%Et9{@D42KGxkVSx$5C+{- z6L`I{_$0nIYO#MjIUb`c=qz!$kj6N~6Ho7@-!n7VaIQPImYKnv_Lld4a%MV*+E)cNN9qa=m zlK)I@9XmbtyOp-q(f88tqz+Qc$v??0 zs^8&QUxn&fq54UVY!pfleHBdNVrDi|0op2;*Xv!%?m-`$;;#sgi&0qsy?Bx`T~5kR zfkyTUsxHgDw#K1E0s)=0CZY4{!Mk=GNFd*yS%5F9}aA|8-$$#2NMZA%TO7N~zy z%d{!j=x)}!wQ}7d&34TJ)k)Rg&?E1LCuf?pKxzqfeYj{9YlCeVf=h2IGU6#l#XRy} z_jdHQ_l7(+&+p!q-f`H`?Dbyqrg^J)RW6gOtD~dCR^}{=a#$T3JsUi4kV{rA*eRGv zDXBi@dFGn2*4Sf7x09-*YEs`PxswLPwvN3Q_9g7JZolq6=_D5uV~CUFchaI^)uoz{ zrky%R9Se`rIccX1xmN6%UlfqA(vH_mPT12y-lqy1n9o0toJPY817)5j>DCED4)(zMFX`F7P zkX3wBe@8Dr+4xvcpY@hUx^RICTb5=1zN#2p?aY&oQ=ESJ?tIe9^)o_tal~u z(1vix)dC~t9{eS0?7uq8JIU*V0jo*UlHta*i4f!X7NET$WKb-|?5jf!xpn<}0&CTqNENJ`Vm3t^8~7DO&3L=$nQ8 zFKk%UgeX(2CH9Z#Y0*u>>xHj3t~Vam?AHub4OGpcrctLfcd?_-*B2UiL%2?fyZGn6>HJdu4OGxWLPJ9L6%Q2q$bU$$me46p zPGi%s=3%j68DV=(TTP#|1=@;KHnkhfhM}r)s!^J5nuEp%##xr`mhI;A=3dBC9FD9s z77o;0{ye`3TG8%suEeTps1~ZHs0XQrsd~$L%4Ufx#CTT5wxEBb8-PEun!CyI!gXQ4 zkS~-87lmdZoM!V0d?wug6R>CK4eek>DuGJVR?)h2Uv%e@zZR(tYQ|Gjsa_z)HdIws zy(3FV8{W%2`2K%pn6-l!!2-Xj1-gMaF%tP!llhnI4R!;wmr=1H=-1kDG&U+q&csz= ztDxH{rrkaTeb0B<*BKd&mAEACF8pJC;owQfUCv4Eqi<+$YwK!iX!em?$fMA(n?oE3;*H_bcm&_UZdpA=CBy)w$R_;lNgXcrj&}s-}wc6JQsmpvm5IJQzi`g<{{|XP4Fa-@o(~* z;K<+MKj4o+k8&2j^H{+kSi~@K6}+XL;BDCpk5{^~0Td7Wpi0*(Pb)6N=bnK&XR~4{ zTrI1Jy~GLCT2)O=Yt0|JDLO`vOcG;5<2vKN#`lKXhCBL)`X;C!e`wsAKQ-etmDRP> z(Nq%ESXE7RoIF83SAKr-9 zaE-;r;vM83euqZkCz)*nNK*g8w|HK91}^XkNdpGuF1W0I=E#Z4Vr4m1ZB?PV1PRFWdl8g@w`wWkD&vnDJ)HLEoR`&-Po;(^r#HrPuhW8{_S$7-$)IkDtva$@~?t+v&mQ zAoqL%*A)8wRY zy^p{TTpK)!>ByA*-QUCS7R^#qp_VY1?ZS4XyJI44M3t1|V|@-^EL)SkfM=A(r}Hhj zp4>2YFfv$sBZc)2bAmm|Ru&S4d*UOpDL96QL3x~s?_mYbtwyR$RB7R=CsZzVL~~Pf zUAJ0y-%w)6vZN#X`J83EWsIf0d6@aCahvh8u26Ru?4|qA#lNCXQ65zkrAO*RP#I8O zQe0822B+&MGp!4}L0jR;Hpu<5Fz|SWf)y|s?63XecJYvK7|!_;VLeFH-N2u_2Y>A) zctXzM-(3mMjSDqadw*wt$gf7V`Y|vVK9`p8-lWO3^7U}L2yk9kgNOD#@{M2ZZB?9~C3*vq;8aan9_8aS9te8RO(V|D^?SQ|oxv#t5xjtfZTi?xjyq=og zL~jh3QF=awA1<~NSAb7+4L=D3SM)aG0FuH<(t{f5IJJTDX|=iqa6?=-UovM~yI60B zp9x25cerE~tOqTpEtH8dDh)}7dAPHy=~8udb(M5SG>GJs7q z3AcV%_yDV+xA-JINAli#u_nB|caU#-85~SE{DkjNTaChVB*FN8?0@DDNGAU%Ofd%d zhx!-6e^V(`KGY5K)Mjv<9fXg5TX1`@x4*4_GR~vlLD$(J>=7yp>B2MqA}G=vm%~MK z4e8-@HE)tv zv^=w1H{UnsnqHftO-j>#!%o9O!xBSzeY*ZJvh%W$4ck+drMisy#3$&JBY!eyz<%?A z-%FN{&p{T{zzwz>DS^?TM7{(aqAZjFTJ1bgW$Y5^UnGtYU-Je0 zN`5vHzejO}xRZ+TGWvVCHj%=^&hpMTjG7pJ6V(AH0=`cvniHktzy(3iXnggSRmRSJ@T#C#S)qIzChe?!Z=% z@dtpIk^nY(E1cnRASQf+M|UQirPaaJ{so>at7yb#wwjQ|XYmP~o$bm@X42@Y=#fi3 zYu)qRYaK@%hsvgx)wT_?9kxBTHMXVN6b|05aYwiv-t*r7nD5LGWXi_F4ZaK_Y^*!&`Mndq_JwS7x-Z}Sq%K8rpqD(o7bLs!dkiz?i2&9gqU zKDN57XD!Dq!{EKrXew(Ss$Q#Bg56sP_5d%BK=RcTc*q;UO&cl8#c%iw&WlX2i&}xn z(GQNwCGbJJ@&7*?`3tudFVJyyR9N9E^@0&|7##2j)K* zN;67Zm2S1|vE8!YwbyXRxVw3KdMD$KIwCw2Cc}wd4_uLDioX<1(D&V@j#I40sBNR~ zqW|4E(Ae9YV{UF4YgrSvAS}k3Vyzh7G2CH&V?AbFXqBVZKW#m0&9qju_Aw7NUoqS< zr0Ja6Q>y!_mBdM+6Kacga7m6pU)nfWE?5bkyYpbSb%v)l3e1Ia(4Ksf-byRrHGK*X z#Upt1SP+1lVW+zqzDXlon04X(tB={BTJDxjh6ivdI5G+_H5Z~XoD0^;F}!C_k?;G2 zf67;YLobPs2f4*TkZq79qn>1#f{<^M-y0&@+W)6AK z8OF(z!N&O_TZ;aLgRi7xa5Y%VC*kWI=)VslP77p*^ujDy2DjoE?O;XQ8^#ogc(EXIrx;e0zLv-MQ{)XM%H;eTw}Vas&(PDUL*EvU96zt?Qb1mv=q# zBWH2lxb@;WF&+KDO7Lgom=`^ziYdLeK=VddqFZKIY6v%a4WEn`jdM+VOkMG8V$DhB z+UDWrO6GWTA7iHRq~WE(V`PmPMicH~!q7}#SD&Gw)q~-oXhEzYy2Gd38D6_FKlvb- z@J+y-wiE1t1E|%zfhu?m#FHzSS^R^)F9kI~gRGd9nExn26DIK_x(i(s zp1CRL&p$ffI{$L4LN`9h(Z>FdeV>DObVJ5$C3ncR&wI=(Fe?~6a@Vs_H)Vj;J%^Y? zT!SZKyJm~#uI`*JRiC4;WoT)*h3s@ruP{_JwKSbEtu{S2g-o@~{mqMz33k!&pTTKN zHZ?U>H*GS`ML$qt_!H-lQT>BjjU7WnI72&vdN3Q_@1OqpeAGV^k!$f9JK1lbN6m-- ztQ=;aGR(;DK%cJ+Ru8raN$_wz5B3Lju`UuGcB9YpgST22Ox4$5!q$Kvy$y8w)!_RK z$J~9Wzn$MGT@n|I>){Nnj^qcExSLlC-Gx7dUR*r)8?&By<@@G4wGE#8y5c;k0~2fG$*<6H13?Sc<|I>_dWQGc!$cZ!{) z+7j)L2{gd|_BhUpt$3r_;QKj(lj!Fh`4`;7g@O0*zK+22eTlvQQBYB6km_#*7^y&N zjJZijEEOY=uiODXzq|Y=)bBO8o9rw0CUcWH=BulqLzJdq4q*&EgO!Z31HON{Ui#lUG`~z-%9KMo^2F_3( zGdG>7&~Vw{F}yWwG8{6jHjFZ48rm9C%-zj{ErTtOEqg2}=3mUq^{wd`ZQOZZJsiF?JCJj1O(rcwj! zr5kXu@B?ev5%6|=#tvJD?90QY|CY8Wsa*13@$ur4(!$ai_FwH^Juf|O#>-?OlY9i2 zB(rr#bU(~m_+Gz8jELwJaogJ0I@!|RGRN54_&@z%{WpWvm}5L^+=O{fXVYxcWJ7Jk ze9Tr7$PdJNa6z)cyXi;WpTEl9qVT)06MjOOc91sSnreL>OT-b2)&9`tnQNm{>}3fWGfjszT{YvC9~I{@!8?Y!eIxDzUYdznN>e1swD#wUesK{z z9(^zm@nafNjdyU{#b%-x^MbCjfwE(YFN)D1zU+e%AO-~07huu+%&eJ*Ge;d76to5s zku4DKPZdv!qj;KkvHiGm*sD#!ylOCimfM1k=NRV2P&6ass7YXg_+31~$#~iu?hA7k zJ8qUNF4F0(YnssWb$?JasT|yr*7YfVI?0EJx z^ee^UWcbQ50$*gGWLuS9Whv2<%q7>VNcgx3k|7=u!|;r9F*~R!`wpLMHRNgE;wuSj z;6*wF|C5~Q!i>Z2U^nhyt+0@vEB-3BLB_#=0Ed%#O5jhyBTQhYu?e0cx6MAoKB3fD zx~5cCddoJ|RuTKlwchdGQ(PXG4GKm%c#%GZ*Na#YpPeuvsb|t}@%eGB!tYxP^o#ZL z2uAq~```}XNz7HAP#&eeQ9HE5wK8=gHBIqZUK>P}XfV}!fZn6l#pw5jEwO%zXcjpT zvv$U`#vS!Xrp5y#F_e@Uz2!lE`M z7mCM}C6s;f?C|JtU-d$!$7{XK;Ec+R-jeih@|-j>{hy>ANy*Uzqb3@E7!Dzy@c<~I zhmmHJhpEud43Ftx=nW(uDc>O9Vl3+PeEc2`%Ci-tGzYb*VJEFgU=bumy@}$jPAewL z+B(S4d@L!Ya3KdB$tDh8i0~M71tFQG2V%bH2Opyx)YNuvB6twvgseo~?5Gd!ugIF~f6ZnW7(*TeqW`p7Tg3I(-ctA067n)n{|*6?6fV69s|6!PPiFdaLTF zo}dq&kLlu9Bm#2SI`kpiQ2osrVUMGv=*6+OVz)-VjtJK;&{mU84!-8BY>xLS=6ov8 z8|Do2SO^!F`P+j(bR3{_T6A(n{78N>Hou$18-dNijf9+pmqN3|u*fjdU@`2{4bbjY zC6E^sVR8amm_Lz@x`FM3cdv}Cz?SD2t}hhG_4wV)zicGkhB?68WDDWr?HV{2=m<__ z3{e2K)dBevP|x1elYG6)+S_Ip&Ma(~KQ#YaVe{`|DP6i4y06RP8L^(SEAhKQX8K=b zjp%I&XOq&BN2RPzYL!$oW?j@AQ&9h2SzEqByu_z60v*ro=M?@@eBoK3_%8O7~>+ z^WWgB62;BnJBgTPfALp>C*v2fm9z~+lO$9i8qmzsHN7=a#w=s1d8Mg?siQFs&-c12 zjhrnj2<{R$2$$fk9_uwirPR=O%e#m^MF)@s-VE;kdTfCG%4H&tvljSs7R4ob7W9tS zl*1JbL0&!$U3-pG>DW_Lqv%=w%lt*(-hRt1k`=dbPH}!^Gr11(>554GMS~dWjh>z` zIVm+|L~4hmP-3r`jZrf5EW;%7Z$(3KHQyBTU4nhXCQBNBe{>=3$;PCe=tlH`QnI6b zki0FP$!w*Ke50FfOb`DSQ4-Z8x<_Q~h`&rS1BV3Bu~Mq=h@RrUc$$48b4=Aso=N{m30W! z6=L}Eu0GD|KTJP_yqftl^6usxDeUmwWbbGH%A8~4P(f!JN1Ae@Kg3)~OiF&1IzKHv zxkK{AIBjef^WVnFs;a~c@fANEC)zcpE_}+5q%)y~vKr(rs6o_Z9C1YXi+qDDC&&f~ z`EQCW>bxdkx{7%m7d|$kID8|z#>UiRqFx|VI>hX!4W8ZZS)RYVK4^B12nWQ${%sXx&-x~D6NN}?>)IF6%EF$#C1BpR~+O&{EwhbXB z3-#BGVb(+86C!U!4z^Ye%hr1}f61x`T})MafUCCij^mDla}V@vX2RGj;M3!zmxkhg z9s)MfENQtvJ{T6-u0R^BCQ>`Y6lu=0p0F;rwz57pL-C+pqp?GYl`rt{StR%xxHdRP zVg6jvy$L;k8GW0z@QZ{m&=l_yR|<8-AIPIU0eyYT;92Y?qLKUOlnn`J0&aRVomb|! zJua{oRLxuTbw_??{_K)&B~?-Hl`8dQLD-Yl&M_qG*Qm0{MxlX$PTUPB7Un^@so48!_KxZ*mvW~E>jGP~S zJ5pyJXO7lK)&vK|67*vU03MLyYaR1 zxBun;QS|Xgz&+kGLl&=SXK`CcBzsfY3N15xXEv|wOD{^F6rUPrGX2mGBW}xkiXrYL zyBfEBfH8`|2AxAHQHT6ZovdB2>uP*zSsXqpY-+g2@-A$c z{!jGL0`Y4w53>y|cm*oA!~N7X-&?`kg=x%g;&%!f)ZZ_lKCX{h{2u=l@c32*9*5@0 zHxp5+PntOWC1YQ>!C#wq8Rdr68VA)yIaO9eN*AUw-F!3MKG!u&%&I#(xK_G*dyjie zz7Ehnc47*d6y#BFLpnBv^vC|F?B9X^T#8v$6)8qa@b&dZ+Ul1ME38y-DDUpq``@_y zHO2Red3qvyNp)WRA*Mlm-SQPH_RZN_B{R!knM&`LCW{J%_g0TrU6withv=`qQnzI(BX%h2D>uV4^j7(RSVB$H%+@b6ezA^?^hb7!{wL~Ebfxea)|I+2 z?Ks7bP=e5oec^rJI_Z3Gp8|SAZ+a-*No*!1V&B7nFf$I6`04(C198YC|5dX2pM;8K zN6E!hfBgVMl4+=^Dzx@(b!#;L5x*-=1S(78*@<+vH`_DBeZWn*BRwrV4(~}%ZQn26 z3BCs2pm!^Cf+4sAY(>l_=LW_HUL*Id0TQ}uV=J&3{M5PLMV?iqV@mkK`h__KeZK_@ zdw*Z!47p|nC&?b-o6ksfq|K>(C~H$@<;?nNvr^AQ?6Qtm{YCr>#fJmhrXo(xEf)KW zM=>LN0Mhn5uyrqBN_a7_Fqjbt3oeGv__HQe-zw}y_?W0;(Ph!aF;aN>@QXN$mXX^O zbNqV*H(Q0adRw{=L9H~+_pi^4-9dMunV2HA@gD-kd<1&ehvH=Eyp$f89Kzm<=&5R` z`=7oym=k}RmKqQ1XiXRD6tN~qOEjluM|iiu!M4!-#xcN^;Y#&fb`9`&T*dBT?lbNv z`if7%>DcPhA@Ln}%9SxQFCrR~L*dJqfSu!VHjR1c7;hg|VlCcVm|D2%yYzi{*#XBm z$rRKWHk*bdbxOHcX<=r!?CDv2xw;wkjE`GzS*$F@e@n(J!kVO*m<`A**T7SyCNhu`ttwa%5{-QdaK zKX7v}(Hnvs<$7wlx*gK1T7-rMqfzB{vNb4eTbN%k=G)$H=f5xfF~;?$r$cC{e7w0o zV!V=*+!;&Dy~qfr&q=JFFvq&W(vaFiUP0PZU12`2kY>R%dN?4LA4fs}gN(-9&|LAU zxKubS#v!$PJqX;hwd3>;BF;uFjPIC`laP?$ic&|NGTQX-u+6yS-z65n1MftgmdAhP zSBc@$ZE3#0KwKg9VpFNFyKYi{?oD<>5pdEQ0tEUIwm!pv)6iwbE ze5x2~35eilG36gkFY!GGi|l35jG}*0#~-&paCG6?2$R$bU7x6`F?>q1w5)Os%8g1L zo-!)Be`IxCl;)i5QP3(}=PE*3?*?l+3Nyb3q(Jl{wh$-5#=k4XiB-7&IJxjqJcI9L zlF@C>jolW1E0Ia+6JHqDFwAXkOr?=w(gJ=BJrQ?7U(YVq%8rp1NyFsjp=b&z+)!lq zgyy(C_;oMXEUqON&ZnZ5KO##~TvZv>55X#Wr8|zFW-RqynWG2~*7on@dvWd9_smMB zA>2XNF`fD@$gs0$1wCOU&o=ixyQ{1KYRYpCqoaYZf-eI5h!5b(?;`JzCzKh=Q~q2j z-FME@(6+6VEV}VyT+xx@ZO+>6H`3ss&X|DzhF0XZsIl4FMz3NriYd+#k{7CN`?UQMc- z5xHD-6Kcv=R7cG2dLoVEzSv7R$4}roq0;!oMe@0*MZ=M$H5WRRwcBTn}9n{naqD^(^+E7pT3e zWJwTGkaIQ5H;9f8u)%!Y8sn1K-1vSef2Dp&?3*~lDi7;O&Q`o)yU-1s=j`X~?d%P_ zGT#ibR0=3k2tAca&7uye&MDf+M+VMFC2Tf!{xg}jOe(iooC3Y6nut|j&~(rx>Ry7C zkgJ?4UnM0AeSDq0v91Adkv??S_F0)9d}Fa*FbX=zGGsN|g^O$xdb#_Kb8lIceT%)9 z^A}GdeUtAm#mmmhr-F%pIiwCY5)!$`-U!cZcZyrf9pjf$@!DrmqhcFp2<4h)(v=F* zpQj!PYiT+dcrFIY-j{wZ@D*4}ZkFy~6NSmtJdM-(E<8HAa#Vz=K)*qr8Ct@m(v`iv zya)LQ;w^PEeMU^H_>E~FGVZ2dN-vJhi0P>@srsU1DT|$gF5F@}&7sBS&6PcJrT=-twyiQ=n~V9W`BB z$9g;B@3=Yf8{@>-+SVzSeMD`=9{Q|zZb?MR{lb3VR~H#d^4!zCf1pOWq7G9R8ygsA z7$@pSswb<;ppobLRq4)k_t1%;81*70M>7CSDkt2Uge1M9lBoq+F@%!95_kz*|wv>|RrQ^$Jy8=r3anRn}3l;<( zhS0l!BfJUzqeqGeVvMet;b!>8$WMu9lUAqvk+L+tLR@>}SbfFdYX1($EBmj-TZ_X= z^Glm~kNJv2m1G45hoM@yJxm++!@R{XK!21xLjHl;Ym=fpVb?CxuQoroJde^v*N=J- z`4Gyq2vSCj!almd$vP>U*H*c#u|n(C}qa<-(R{U1j=<_FtZE?0EbYPJ6}Bbs$oXN69_5xblH-ud)ESBd9er_ST_e(*KM8Jr~U;GPTlY!1JJc|ljB>-w6} zD?O34#kUY{+McX~JHws8bpN4PiLW8rxbN6!r^@=tmumXxCs=n!7RU66FNxb4&qd9R zd~1-j?PXm8?|pe5yL}(DX-D1H**3y78Kq3nGTJxB^2Y6kT?v6TZ`IBmY|0cC( z>v5|+J?ZVnc7 zaR#QN&+onNp6Yqvy5gPYoy(2q7t60IZTdx~ev#_v9WkcZ%F*djf+^KFm{cfh3v!m1+${mW)P~k%||&>}!DUmhUaRUtN41yf)t>Zw$TG=V5*@TljTC zrhj2zzU+fMQ_ZPIndX?TTJ_e0)(v5~rn|=S>T8%c)CxUdM{--dgM13`dsZNe?>D#r zx@&r<-5R~7keW@vp0+-5p5Px#(oX7>`0Ku2Ijaz-ZHs4k&~ zND6oOXZ&J*I&wWy0tNnTuu{&V7f$wX^tWNZvSqFu_sG)ur3odjVy<*qX^N-Ry+s@< z-Xuj*XKrY|9hDh4jKfOAY<(^(Ucsf+Mqh6 zbSW!`-UfA&Op4+cb9dMf+ZdjV)ucl8tLeI_e)!h#>(yilA_ z6hWW#G_W-=30$b2n3EZi3T3ARYPasD?zG{fVUB*KzNxmYHc$0dwHeOoSzr&>gD)}% zWWAw*VS!b`8o>w-d#N|{e;l22lpN{b#miOg?qOyob~d(c+qQqPu}L=8MjPA4Mibkb z*iOc1m#f~p@5$Le_H0fz(_QsEU)*~?{y1+&PUq|?*^i)OyNFEmG0^OcQFbd=wawa2 z@PYmZ*T`w;$?9=`a6h5RIv#f@E-p`0o(c(t5(tmWa}U(Rv;JNFA8Bm*8fX%V4QLS12n z>xyen)S{?LF^ywRcuskC!{;>|KkG4g>yD<~OvHkFPY!za7baSMN*-x0=aYMtc>d4^o5OjBxw>cQzL29v{~@H#L> z;?0ug5PUb8f}U*u>~gR`^@C?!vzf4>GU#s7@1$jQ*PHQI8`20lV(Xnj|L zNf8IO$y>~ePfGWsvY20vgbpqg@`M}X{fI%v!9_X|)wF|dVsG`vrz zy^Eo&tF2g+22fNlw9mCKbI)>bbnkN)wimMZU`vpmv=)Mg6e8v;GbJvNIy!S%VGOakzee!8dg;H01Z-#qTb*60i90`6-|2MdY+ESJ)PQsJvIoq7u0Y!i5Wr*(v07avSJQ|Cl@A zy4qkahkyMIrm$8xjw*v2h8RHNB)pOj^apyH_5+)mk7^+>jjUi5VnYLJSpt+wLybr9 zRK5Ty=M_ksOQ_XInOR2nWSTNEV`DEeXBaG8L3O!A-uX{w4vuvPIK@RUsc#wYjM`wg zTn3+PC*G?g&~dGUUMa<}nA?zTAJ!-k%|yLCp6jvHXzCzygqgrk=P4L_m%~%|2Q=;< zp!iDC(zQRdcx?q#aEZ_j&I5C35;+A*br(4lY_zw~{ZEE3Y8$-RcR`h?WArc@f!)^$ z-``Jo@=M|w+5tb^3Fx@DL2sR^Mr)_l#p)9^P2B|6SyQ8fu>-V;1JL&-ViwRDiit+h z9#w)4cmUXo3cNPkK@D7O9x(&Z@qd8Vv@1MyW#CbI%lu@D!ze*Aba4Lzf1?3BJF(at_`p}f-Ak? zvQEmIjm_p@6c5HUq%Sv#d(S=Q2HNTH*&yE(GVGs5%|0O!b~U{ zK9@2!k1Ydt&2D-peM`BiTnJnY49OXm^S5uYFHyWJ9){lhr$w^_9Pb?)>?iHTEpE#K zY6G&*n;UDiMaT^-inOUU$W5V%b=cJv)d+2Yv{j0OcBQv8Na~<8R{ryfIY3uv3*~Ba zvxC`+Xa+v&Oe&Su=ppb`bccrc6z<6^Bi-l)4(1>bW{Sh7c2jyNWhx()4e(;d{T8vu^fW8xa2t_}))|68sQ9R~5Oo zY{7@|QT?EvfquL#n2>37D(>I_-3b{0Q}8_=f@UWc+WQw!)b>S|07@g)-~!0|IM0>B zSy2I}=@IC$lEt55U9rCCl zR-rc^2>$p|WD)S#CBF{d59Z4(nK>nORBHFMA!!G5Hs?f(`Ni?zYQLf$Q;m@`@>}>I zYyy9KyYrYc-bJ~3*(cf4;fL;F_BX%5ome1{KQIUS+gzcj&{epAy6f$A(U72cZ380L zBV#DeosmozCPl~+?m3@2Rd<&Amg}kOfOVgB5ZjmSjG8eIbYI7yaUUlQgx0N|SP3lk zCGsY@8+KnC;Efn1%n~weziiL#5A0>ZUTI+Y!%~%Rjx@^_{3LEBcOUoBHgNDd;yaDS z&c*@fWK7r{{()Lh5^a)O3CP9NM(SPETR-&-y*b{!wai-P75|KHW@%?>E;JCn;$60b zM0yP0RblW?$Eu5v)U;C3G21LE78Wan%7qGq^M}2l@7%_pGlg7Arm^qYZTw-rzED}H z!ZqcRKyuB5vZWo>h$=>wByXE{%s;ic+C8wsYWD6CM|1$)>9$L##{h%M&6hTqIzBvb4PCk&)rs;k3 zAe3)Sm8QyMWDPU`D>o99!JgJ;$XOp^Utk+!yU9P{pHUAfB>(C))Dmg{KhHz?BG@^H ze9aQL@pgD$!Skxfv&FXN;RK&b9ubIz027jgn49^3g#f!8-pF=&`8*H-M+I4LT z*iz@EBT^NquGCp+r+m=9AqyiPv5!1QmZWpROYQO>#ng@MSG~eM`B)GeLU`gMd0>LBgc~)z*E;q8-CuR)DwIjf52CA zT;Hk>f&-xyehq^ky8`xckKo5_2_|D}K4ije+qX8C-VsI<;nawzK^w+wJS2e$6%uT4qUQ2@VazTtEo3o z)2Pta96`S{AAGku$k%wl-R1i5<5+lB&S3vIAD_zs_}r(%`@(^Tc^5U&d(=bS z)n3@h)dVBbuKx)?(sX7P^O^g>O@aRKH=RjeGq0MhwdUF>u)_a@#^ooxxj*nZ#G<}x z46l^mNHK1JaaI!jU>e@B8`?2#GU%n%>5}vgb}O3%2f{M&0KbC^KNNk!18Ds_!G9Qm zcl;%&Zacx2+iR{elW@blN8P58UeK?Hkh}k%nZ4H>VhlFk!6`wQKjEVoZ+-v`ygK#? zBT@Ht0|Pu4G%;4v`FWGV1<~;G!H3Zw_AxTn$tTHVv+WXWOQg(;k4Kw+(FZLQF{}7ku}>ksFW$ z8tVwW>+Rtpq9`Akj(&GL>OMF0tX;KUT0CkE42Yy0_?z2fM=_S}K|fYx%TF(k;7GbH=tE_3 z`iOF-ya~D14V03~GWE2&4fTFG@TTUWh8}}^t08KpGD=}Qy*fx^o0XbsDYdLtSF@lW z9g1hM3*VDJW;<>>0ROuN5BM@r^gb&el*+-n!A3bXa=hMb?;ogAb{JEPiQIl}imjz> zo%J~Kg-Oew$fQ_C{7rPx`{C_g2nF#FBOcGqPq4TWF?Z>Y8PZ#j3V(vyTLRjQiSS%6 z3e5@CgSI;fDO?j!PaDEZp`xXa<)*M(SjlcciwJj?(gHj_rrS{!0(=jinuboTz)-EF9F(aGx$SmK_j&l^B~;* z2UwUH&c7-cfwWoVM-RZVEBqm=>b zaP=~nx5wZa8-_fGo#0_?hQ_ivU7r4dzo9~!sG3*d^j%Cg#N99AZq&h|%0<}W$GwRE zo85efdaWR477@sncnG5K5X@HF;rBiRZFmoSg*G*}I!LZAuaquBu{;b33OnFKpN*sm zP3@=m&=&*R) zbQMXDH?E7T#b)q{+`*j47mxxbw8NLF8hj|~*$tj~5u7bEF~8Y>e3NQaLu@_V$Oq|66i44u)2wKYGL|8kq%R2a7E~JJ zpt!oNufdfiMU)KR0MOa2S_HD%dGaQkmyPcToJzme&45}!^THA)pFo9tJ?3B0IxI0IK= zjuFRYv1R!#{9b-O{|Y@*JLu<2fDm0T5E*EkGcV_?cdxfms7Yv-xzzl`XY$t^Cmk)F zDN0Zz0T->ZncC9Plbrm@mj#Y|9_vSM!UpSzC)wyFGjzOfV|gGB7&u z5_*lf@YQdl570M+A3`^4acdBKmMh!>jsbmp4*Y^c;l7VX9(Gf@9Q_y0wD(BbI7QAU zRq!f*%Zc(CcpryApU?+2$0qck>*(3^M(!K8kDJ5!F>}9*_sVbFz%0C;c3pj;cGPNX zukjh@!5pF<<{Ea@rv537l5U5dhkT*5(ADt0a7VS1nrV2A8DO&yU}iJLnZ`_Guylu^ zMs=!X)t#sri*xNc{EM@2M9{O!b{wI%=ccUtfM~_#KEx;B-zcvB+dspcV^hnGwkvxSH zat84L`A3V9`Spdo53cD4vw$A0pGP)KB0N@)v7b4I|7R=kygQ&qIF0WombYR;S5`>j z(z&K=QPx81)I8K^?EkZ>JHR^}WBxYo8V8W&)dKf8gRe{YBWsWW<`|K^+r;mvP|XZnBW5k_GD>w#0FyFN#Mf*HXwY6x|m zzsFy&f41A5ob$AGn{_H`)tBlcbq!cvyS-byqyF>9inYaa#!F)?bRDC>e0_rb?=}34 zh8CgU0lTq1H0Z4SRl2Ee0juhVagaPjRwVO~ov`1Yr7l;$guUTx?^`Y`otC-_VGp;rljanN|Bs?>jdPOY@)#_cfuF=Z)fEuMAYRhb- zQ%d9;GK|wY4ou-VMU`*L$L0L$VAY4`FNF+}^O>PY$#yUsK_owgYT&=V_b@UtUcisb zp+65{&fXDc^?1~%ji9s2WhCq4QJXx`9%+%9s2+yTHVIyLFM6p_$g0|<@6_{aMKlSy zRyX8(^54k$m<9rNJ+3%6(YfFGBx+~W)u`i9bC4sIh5bx@jfG&fOn5sIv{S@y;w|uJ zpWr49p&#vz`R-Z}jt`4_#CP&FL;X3`7Tf;SCYq70}IYdagt<(&S3thxsx(^Z*jUuHQo0Ad(|n_s z(Hirey+Jux-2c!w*MGo2UfLivG)c1*vWAwr3D3YNDYAm6iHCMXJ1oc-eTTe?A99vl z1ryK$l1rL`y<1OXh7l$%5Gp3eP2~P^c2Ezt50we!fi`{|rU-j2CoPjbt31aeuSNRY ztK2Q1C7TNmju*bLjV6R3}h6Fxhv?w>EGnkWYCa zXOOYfBHIF6Gx*4<$hgRKB;4fiiTpxza0j(%nuqIo{m~%n7CrTZ)aO-%@2z|JB1j_yhL6e*8W1qDD&9 zC4Bo=wKs|gmh3F~fOtlXl_I2iNZ{CrWQF{4eVLX7DKsVY)b9$6 zMkdQv|0VxA%&?sHy!OcjhZpQpc2U`VWmlCwTwqp#DcF4;lV8g3vae?k${3VkdS7@` zlv3(O+*>WN*M~ihjDYvt5jgI@?qz&zI1s9ixe4V=a-5A%i65T7ZT|n|KAd|`WaY?- z{A0cZ-0L612_Sg{!oTGQaw*K@Z!k64ChSv&LDpG7>@0mk?a>zO)&l-*{v>eG!-7|6 z89ga_S^V<&88O{r_FJ!8=NjXUUg3e^R^g`M7tjfO#vb!6_l0YMoS|@UQhJW{%4|ovLA0Truq%$fARD8t3E*rZD=cOyJ@*( zxrJ<`XEep!F;|#pbEPwtK2Bc=ehT&mLHWUt`#;Y8`1=P3 zCgLw}*BXYagv+AGzmL6&kItZP*gQGYAnVz=3e1;TFy=7j$nQ_20QyczLmbD ztRq*ywQC0UR$D# zLe+Crxv%^y9u|j%W`~-<)BPI#d|~Wf2g8g0LOY-xL>^(WP?1nV=v}ZowB;j_8P0j` zxs8}ov3cU-;?tsEN4IwLc3i+bbR7KGS%K_8n*WpkufVZDL*)5a2(=3>3a<>?kjvTt zXGbINDDQROPG1GFmiPhN;p4(-p+9sB{n&MEQPfTYL29iVXc`y*Pv&$nRxBvhfez+b zC^pBDqbEN|rhnG`*)_Rh@^!E*`iVuv7hIUz6~8{dMzQY2{w*=1#P$Lg3e1h3AKlwJ z!+Hbx1mjU--9Qe3!}-DS*>%Sifx7k#c14a%GPCNBx<69Ceg4)BTHKD_X5KzH8#ADF z$wE$iZk7U9p$oenyO{gd4c4RXweA{GU87PXg{XO++Ma-;xbq4=@4fiBJ7KQyTvb$B zf2)ndjAH`M(Ot-K9fFLlE$F}>Qs1dD_)eDc`*~f^goE~__TA3A&Kzh1Lg)_@EiWv) zkrh1>w{aWXuN9G5w+gI^Y9cQ_3T1|71*Qge`7a=!PYF&#c1}~wRd#m{<| z=t8`=Ot3DG+!&cZ*Pht3F&ARWMZSvs<{aoeY@J}eZK)2GaUt6s`$T(V$8^U!;iRy| z>}Kv0Ux;1(;+iYy@e3io+LWh+IwGc8p{wC@{U9-n*ge0Nb$k>_+4{DcUy>8kfXf zV~4ZGU#OE`KR13vnny$JZR>o&XH%p zTv}yYW&0ahPj9WX?Wm=sbs)E%ork&dWu-o5>kE~8$m>_cXVOdT&AKG&64x!|ut?ov27 z3UUQ6WKvgV*0bNB{a=Kc;`wZ+_jneUWuz8M zU6l1byIN2UoC*#KTn*NQvv_5wV~&{RME_C4Y(x~WwnPQq)RO3OduF&RxFW6FEsvd3 z-Fc&3QT^ST%N9XLUUtrP4!3Q#?r^Sib@Ej9?6KxpZVSCF{jp#0!6!HkyNqljw^hrdMhw=aFm3hr(R= zA^hI4$aHG1Y?EhT?#OG`v{>b({7;Y%76=>&oQAHsKz3~Q{*1;MH?z3xzXQ(#F7>1G z0sE;T!gt}B=dNd{r@7|^a#$ZaSm*GF(Gj;}-^SL8`<`oR%)FRgxvIsTjcpejaL#rP z!PzzqJKHl9OYO#-Wec$yee7&=W%w+VlXS3EU|nFmFVTC$Or*`r+FUC(2e#XgGJ z7PCK^iHUZ-b~fSv;Hw}7Vvf8=ZW6v9GK1Doap@Oszl~ya=od(s>jF!?OTDeKufi2^ zH}i*gq3;bc?B5|*`g*vBI8MqCr-he>>!TOV3ce1WLj8QyTg3O?7v-Phou1Rlm*B4! zS{)i5S|9ujf5XYpc6hRGDbG|<`2lTzFUvwp8<)@Fj4Br4H7i*6x13yp5_QcLO zp4qku8-#iG+)iIq|HuoriMGx*)}dK)S^U_IOja_~mzWh-0A+0svPpI_yI6%DPgN8D z6<^AKD(`|#f>nICy@60#xQOXD+=^4)BA-|8nI>4v&6U02z&)VXGj94kISM;6Ll|uR zpL>z3u4ABmyeA?uSJeDS-CfJw5M0Fr$hutVyy0lznB(Z+P#ptoJFF<)>ET2)c>~#z zJwh*ouL9tBiL5j#xFm4gYxk82#0C?5cXJk}e^2*kAI<6Ed+*(wt!Guu>FMq2v-o0t z9lfsL6P!-nL)UysP&ZXTukaQeg9E+-{@Xqwpaw$X7;z{398I-+`a)!0kLC|?0sCP` z>F7VBC&!G7eiu#7QGR(zb+#8(gQI3Jncn?!YD5aze!Oy|{YYn&=~XTLRPimFz2azh#$YHtvI?F}Y*c$0f$Sk4}iDJTr0D zop((XzyL?y?RsK7nZl$n>xq?S0n|EGk#hS9%D1HSe{t??%AAq)Et5zeoYpJzXx106 zp0ghJ+=8r(?72BBva{1FrOnPNoHGS;zN2ZmQ-`Jc(iZ#j`EO(&$o!O1D64{W1}>f~ zadzl^=)T-a>7Z>=4`J?GMtCO7ag4RMjaU_-#FmS@5MLo~SHz=;k_=SRl{%Y5q=egR*ZJ-{qArkT(5I{JNVRVZwS20&-}RKJA{%U4a;Edi?7gVs6on4z;k6c5YHs>{4QF~>p#aa%THv)84?Pw3Z64`|( zFdH8y(Q*m#Qg|A&lIMC0_>7z@IY~JObMj@^%uM_)(JA6$ zyd|M@d}>_9n2*u7axIJ-7DvZfqqjv}jF}VbN%$6DD`sBwXZLkaNk@IhLw*z27K+4L zm?I{WlZZ$9Ii!_NH|MEElxv{|;ay5AH3>IWiQwBnEwR4TL0hd3#+>Soq?IeVxxq4853)ftU%r8n+bbuO>G-p4PDROy*>Yn=o8_JIN>Sp zS>X8sra>*waL-ET3g>Ib2uE*w$bMJ&OIS?xr#3*PrJz6U<1gc%>$~rJ1&yzf^(Lzc z`ofo4d$J~FWTw;UH`CvzolUc*98F%Gx(#&TV`)!PdZi?${++re)5!dic`0*vc8%-- zz5~8^|99Ub|2uzcahW(&FQAX2s!?5$#`DA0%{I+5(BqDs8QUS3kn3v9kC^tcRbw~C zE{%=L)jrqExY=?0VjIMEiTpdVGrr@O4%)HGLLhIyI-kMbVIR{!L9BU$35AFLMg)mC z^Qhs*PQMr?H6HBxb|Y(lDQ2z9LnlK^ptsH~@zQEh2^&&^QX1aRo!~g^Ra&aUFoUWO zt>tp$pzjv?3U}?Cqi#fbq%uv8T#D>X8VQrFTxDII+^l;NbUiKHG47*|dyXV<=$jxz zyCrl59&MWXr#xTYCzX-YLt8@6{OkOEeW!h^vIl3k%3P4SA+vqv{`9@+z0y~ve@NHT zKO_%H4t$UJvHzR<`PH*=2VYymfThW1<$?bK2_P9N>+%-HO+#Q`2Tzip+?MDyWl)gv*MN}kSB5$)L_P)6#N;(xD7A_Ka zfH|(bnf@YWe#)=k1(HksuJC)t?;^kdm;5t%CHhl7Eg{X8 z?oRKL)+de1NJ*dUUE_Tfd>@<*t z?$7vZ@skq9C3MQ&H}|F7YjdB>^*h(r*vYYdqMJnTh%h6Xdw#pSV;Z*v*@+jxr<{$R zsu%SeOoP6}SnMt{l+ubCel4DqdP&>l#qz~)GUgL}_!RE1U%uVG{ouwG2^I)G2}GiI z`6JvGNkbLY+UhTOd>7NtX@WUPzrY41EbO*89m~)c&3D#7?Gfj6J1L}jZiNQ@x~-&r zsb!O;9CwKw!R}=nVt-2;C$Z)Dphu}qR7PAAJ{>3@%okt+8^ILH_BHlf{ayWKbCzfS zlm0w?Me2jphv2V7i zCDk%|lwOeD?D8HkO%|Z2l%c32d_#bbb0LHg9&~8nmNFFw5Et zwo)s-lET2@KS8}MJC!lwxA0o=qu5BEB!87>$_?SFw4j&&0v%>0WJlH}dm=f#H<2Hk z)XH=WNKDO{^I+GMM}Bq%=m9%`{qP5!n_f&NlOu@s#82oyHo-3uX)@Ta?gg>9jgb$0 z#TFp_ri#_1{NXhr8am}R!QsIQ0o5PtZ-6OOYyW9qUVmOM<89_A{hhpnyyN^K|K@<{ z9~qbvxZ{rrTnnxO3nQ;M1Kb}SI@@FBTJsc}Ei7qP|L z0{m=#7!zU~%vZVx*?@eATOm{qfVx2*q*`J#*Z}ISSyUJ70x!_paEAJ@izxx0G!K`T1Jm-2 zxHAvxCA1th0(+9G$`g4scmna_QZX1>A9{wGH7(dR|{fcN*1_(oi!XEEow zi);sOI_D51A<=r$@&Kybj(jU29-Bi#m@aI#h?es9iMBtiyR4UyssBuvfuz^HLIU!I z{>42v4*BU9xD2)&`zb7<=aBHy)^v`Ks{ zhNU`cB)l!FrMc25xwP_I`i^h$4svtc+AQ^qI!V)@U7=I~9=Oub8GbZl@OSx)DZ?Bh z$t3i9S_bh6$uT>~CeTi<0C~krngogYLn>vbE#Sh1h(V|VYQw2PQ+vts)H>=R^k41B z8FYa1QiVZmxJ*w6ow+O5i|s*oW-_?ZTps2geVIMTEfX$adv=rG0S)*Gt^nVe$)r`r z2R-;ArWy@vd;zOZ%{dPhZbVFSps{&{K(L~hy1$t zNZMVf-BbRjYy}r1Y&Z-K9-zENDI-y>iLP!ovV~4+8Q|Hl>SOJdK2~!hJ8^?H74#Xu z#+szjN+aSdJUC_?u2`0 zEW4fAO%0}hvsSJwQ-eNC&tUG*=jaV&W%3Vf^o!E}Q0>W4|K2cB3&%SJ5@sroIuckTN5~ zZxMpt>_0u6m7cC=&B@p!T$RcQDvIa;lY!+RH zT&*uL?BLQVVtHs8WP3SpHC7On#qyo$G(G(5GS`;W7R`UhKwO@n%9JM`+hIg7}I`sovrsGA@Syo%Y={KlkmwTM6Uqi|MGOfi14u~oT= zl+HM^8lA0PlNQV8@$(I&R?FR__26qypuUpt#2KOE>SFU2Wg$093&Vp<2fdNFWT@~> z+$T0rR*Hb%>Mg#f+4L&*Che0)E1%gZJOfwT1nsM^e8vxilC>>^A2?uO;AyJJo7{@gGN3I(;2}~0!*p-QnVfGnHf>e}k0-{?9 zwnk{U80l>9DMC(CXlaDe$$i@KAXweM#oWUBxLM>df6-tXb&hF{uBWR)t3&k}#vLw> zTP$XWp5sY=!xv`n2POvQYPHPy!Yz&tnBLdgQBsBfeG)QjYw)#g_stCTs&qs?fegqw zWNzY=dR6&MFTzdYVMTJH$;q4Mr&oHN(q+~uJ=Y9(62#i*HV4I@K75~vb>1=`8GaACh)D}`s| z7&$idP!udl+$k|$uD~>5om6iqGLBIF@y09zo9JI|me7U$MAak{s7c&TVTZL8|4#cy zU&7igb)6}eM&M)qM-EA_JZ2|>O;?|9VW~*%A+|w(XyG;pFU>UdTIjjd-qFUnG1N1M z(l@Y|Y>U{RzJ`HRe!NwqB29mIg4_-+mLXhMs+9MY|DDz5>`Wb1Drc7WJ+WiTDRCn zv5P`A#FP92VK~W#pF5x{&2l%K)OY4K@iR0`Y zkkT)Mc_cy!ReX+nz{8W7n<%_N^6w||Z z6cN4VM)eD5R9{rZ>bJDhmdYcwYvy6=DQi!)KJJFv^uLzQe0tCkILdagjyLxs7ksql zg;rcp+bRlFR5{uxW213VI~Jrvb(l!*Z8#8krxr1;XmMa@mo!?7s`L~7Nsl%{Dj-(Y zlZ7L6m0;g+X*gzvOLl3eb-cA|Fgb9V{m37L(rd9)%XrV(yy3j$VX;->^5RKl0PTkm4et~KO^F4CWGcjY9TpO?QY!W^09;UC~Ye7jegH$ke!hm=w>c)kH{@Z zu5C*iLKHs?nvyk44zrkSPZURD`aps=h8YFSO3W%YiO7w=@kaF|eTe-?x`}u4IQbG) zpWOt-Oii_xx}N&Zjxt9nBgBsCQs-rd;-BelNxub?r42hM7%f^Y!!28x$y8(X6*jxi zS&jd-ZlUmvx4GRs2S}*hNtK-w56grSlJj zPwD^}@ioC{+h3L)p=rTM;S%yROLf5&q5>225#%4tEV6SjJ&xA>V4G~=53PTgUsDS7Ob{wrX0R)n?Ee(0TzjDa(~df& zUDDTMbMu#eNNuf7F#MJ{en+Tacp!NIZuO6ZC~icS@DqJ6dx!a-@4h!5QH`oboH6eE zQoT2s?+y;?S3Lv2tDE?Hj>>!&Qb{VDL=}-l;|wA3@^}Q9BZv5 zf(`xs>3ZB!eZJNoJF$|`g}pJp5F5<(8VyC1NpECpD&@j8@xd%R=i*<#wnVS;*pX_pq$-6%Ukh7K;$s&t~cHMfs+q zzRN~k)^3XN`WnYB+gxpj;@17qlP+{qY(8O{?{NSH13dRFr08=NYdCnii zA>2!`%2|J#&_`lDQB{eNHO%{DsIYIS@nDH{HnW&MR0KTfrp^$9k;QmO%8)LS6+yMG zPmtPpgQfbw6Q&?(`cE^jGSv9PmLe2KjeCx|&Fo_`sQu<{VuZ=zZTmu+$bGxfiyRo0)3hS(4ZSPiO`CnOL1^ zBh2PxA`n<9?sPtKy-*5>_xj$PY-YUTwK- zUqP^1*gQ#b%nT-7h~@qAQ@NU8w{H;UQ;!1K(pmQ1PDRcL=DsF+`e@`?4R+4KqWoAET@4fbW0@^y_t;!E|DJ_$~8R0?H20D(}LjMoi!13UK-#2#>3OAf90u4fE%Wlg{Wvaq5 z50GQhlFl!CmAQO*exx}Fys;sK%FJcD%4Ne#$cbEvxmT+V@9jF;&z2&38q=W{TdU60 zJWO*|)>6b4;h*{p;3FCa`S3W#;FFA=60K}9>sxB^!=$fa!rV^I7S{1zae25BoxvRC zesdj^%F-;{b?>Me%sfmPlhkP_75dq0`;L282~8c*!c6jXprssZ`@vsPD}!&hS^Ys? zr50l6QqDYUY(-v9S>v-_ojgu#A}rKK;+Qea6hLip!rgp^=!cQiAIw%FMzQN2idy^ATc&nTC?T^nc>`TXLk@IzYV zKN~8v8}*D#t`!|Xp85y67+;BOYphnnippklN6`n)AqVSiq~2PD?Yyn4TqF>wydno% zHZfbI*>Y#97HuI15Iev@b*RS_Cq04L2M0^GvROyh!U|%fv=g(Q9I#QQnuEzXM1JGE zIUaM9C2-A+hS&c+bqA>cYlvr5ckQE;SND=_=?2E9!0T|3UB#bO`-d8;PpK1JM=DZw z$+M}xOiy#9@r@WwoG{A~rJ>7wZ?@4D{XIFxQl6WF*_g>~u`yH$^{hBmvpH5cN+}P6 z0c9z9$dT9DFFY_*$z-UN&?AMA(mGK)LCv>y66(ke#ekWYeIcaKk*pjg2YWm_o*eRU{Oa1yL;QM;)ICJ-l7t2UdG zkOlISJSYuSfAb>+k?g9EHxt>X)ExbqTGm{N9Q-!H1O5tRX?7Fo&?_0ukj1%CIjmnJ z<1B-@CZYDBse)|P^ab)3V1!Vmsn@x^jeRKh_g4BqdLUV$H>3~$K2OyO` zFoznGH3jMai}kJKc6tkO6ngRH;NX4KP7)u;j>cI1fH+(_!4>6mt3!Yb{6LJRgT!%o zjJo}o-$D+73Vl9tBV1gHrpwYE_}xYsrQxDEXy)VY(s|T-+7>vSRBj!cAa0XC(MOO9 z9?P5%eZh0|NZ~h|O+4@(4ivZdwG|eJit+HpuT!r}PnZYReezpB&ukZ#!{Jv2d#HD8 z3GRvIPzF@_Fs&*@UZIiaVPT-Hq7ofn7;OnDm2H1ZsOLR}oLKxQ*@kQcZC0Mw66 z$Z}2@8TK>nxjR%zx)SotnlN5w8{LRJBsbA-5i9jCbWQFadEFcjqSXXXWOOcNjK96S zi+Jg3}gkC`DqQ0{HV{IW}hszviZzJIX4h|!k`_7jRj_@t9UU5EFBg9B`g=zCFbXLsq zWDVygIj-3AvZ)y(bGpJu^FKI0`;b4iV`?w+0?0Q-%mr!&QJ*crY%q(2uE^~@FPzhZ zs{@VA668QjqUE&mRyv2BQ)}ZH(S`X$zA?)XAK~bp&1lHrn95Gn4JDtxT8pqAax7DB zhQ|;+sli+c_JG(=*~3+#_K^d*wt6O51=DoJddYp*C=j|WUNIQkA=?i+!5Hm-9-7VP zvo5u&?D*i;U>CNS?W^#f*d+bdJJMa~`($Um6w!&TO0OpW0UfL*b&pp~uUY^VZXV(( zIm_6nelmMgy99%GguTJas1wK7Z@Rh%c4oe!uUL1}lgy@aZ)GiAiYcX@Q>K~!5rGd= z>D+umK-y#z>nfXO?o~@DjP4{S;OQD|v;hTlmsD8oX_?JclS``)u=#-J-S~_&0yn#q zegY*>Q|by)K}}a9K%7dou4J!fUdqX`sm@u1q}&U>3Ek66Q|~P^Id5>0@4GsL*(;17 zO9$tL5{-QHRNHDcGi`Imb^9*QMH)3muzskf95T`(>$x&>dS-1?-Vs~f)19S*8@x`+ z%N?M2yCwC77%8t2Q_MZong6fq z_8CRf5EJLx7~9X*N89sZ$#1PdTp@@0hqqmd85o#kC9Am2Mh`%F1DG)C%Z zM!DKLZ>To|AH@pfE!S~JZh3JaiFhjsdK7h*j%E9ESD=Dv#^&d%!&mq|FgGy68fzJ5(1Zs&%m5OO za&yJ;oyP~^EKf~;SJ8l%TG_%NO)Mwj1>lCQ4y9tZjq_Bf50FBUHp{})>anX2V zEo{k@@=K-IvqBs8Cbb3nLXkL0{mH)K#z_^R&3L5kbnbATl|K3Mc}GaLT-#$h1y*M? z*HgKh+#sed(I440)!^xdWW%ZStMtr#pU` zGn7BYrV>HVXB(Jpv=_RMaNzE|sn;NDTY3xk#d+ahbT4)()I_D7Pa}$F$-i_aud|{1 zrRB%ZYrn;aiqXZyGJ(xzC2A}DDxc(cQX6&@GXMz|6miS^K@diBq86xYhGh4XXg%^SB!CLO^t$UFwD;vYKgr=BZ-qt95X}DFK3twxhYh` z(B@E%)9N`Xt_u389o!NA6uhFfje*=4x}V;_*veM0sH);0X12C=w~b&#?+@P{+f+wc z-KjZ=IaGu>RE(s1xoEzScG_1n6dScR*YeQWtjoHSzA5w;D&aY&nMO=s(@U&nOLF&= zouRzcbHU3mVDbmc1pcz^bS89Ck3Pr!Zaln%V3;W90b1ho|v1t+&kUN|gDKI17K; zR7+K75A%h;Q?LseaPPJ6mG1{dEsgHRJ|Q!qX`aXq+R0NCY2j;4PJFtoPmzpMYwt2{v(qHLT-;$`uF$2kq(z48ee}U@{&rqg{W)05Q z_PJjAFJt@<2i&4$R*p>MxAA21fwha+mJ$D0Lf?bRf#0bkR_JMp@UuAaJRwzHT zWA+QS2Z2HUW@;VtU{rPYs`MQh7sxK$W#=+3F>`+4DA$WAW6m{bBT;{)*o<+O`79Tn z5iZ6rv(@9@kt2M|{EN7NrL^S$H&IlAjGAN~_Iz?pSA%kM`J>#|zR;P+T(6e{IdL;} zn=h+B7Z1@3gp=Z*BR-O%8wYKh;W;t?loe2X$YdsUOa?h~@4F>Pu0U^60y{ zZQNyMF8C!cwZ2R&J(#V>SNK1U&H^l|^zFkZr-zml5D`HE1G~EmySv-9ySux)*6!}k zRsR;Y(mlcC>GS>kuDQH)cUc+Eob$fV`^0^d^QC;p5^iUZDNy#zcBFVu$@P5Cm@e}@ zy^O>u6EQu!P;-VcxF$NglV{ml1~Yrb5@&CzUtm}-@8DCU0Ln>D5YM~M@q_#(2V_`g zqZs&*w2E{{goO^1u8P}K?v|<>qy^yL@PeZwN4E2Yi(TZ=<66wFVppx z`?$?Se;rAz6&}J~T#X%SawyZ>-R#kxq@Z0v-HN~DRn+z|?Pdfu*V9T$XKTpEmBYqL zrZr0YynM^Uh|DszUG}`W+;j4fp^83;tf?;J7jje7@6---hf@ebP)NGwpG1Gxo&*LMOH5x`}>piB@C^$*cSZ(To||WqOefb9D2Z z)qZ5_E7zq;@>KLhwt&O@4^@fUM7-n^`QOOkK0?xlZX zmbtO6A$y6xh5g|(@vkz6Sf!b-f9d{c>!59EoTfG;I&&eO4$NlCm+fc#;#_CZv0Jq| zb{pH-_QWFkjQ1adF8*82pPt!1&3*5whlG0EY5APis>ws8?HHdyxHT(jlQe>#Caogp zXdW{gmE~fg@Jep28)n?6js@-Z2{FR_TQ|i$+U2iXVf-o0;MbB`_A}K$QN)(y31&Jm zPFkp3P~R&PD2YBNcI8e{{j{}l?%XXGk*k=oYM7T&Y^D&+GwY&~TYlYxY|e_siPS6o zAMGA0*=^)meLc1xa^}~;5V}D;RSM-x#73H=MpH@TJGBNA!_HBgqaJfmWK{nf}V|2VmLjaB-OFowAlYF^*{bq$tEty!0Vq%sazmgmzfO*rG~ys zSB6cxxTvw^m~n-#-Z+gdu>EIGBQLWX%tglC&T7{GgmHA)QjGsL>!6}-l7ngx=<%iO z6)oKrl^NqB>Qmgw&d2Hx)u0t0}4>Cihu5tZiR(2=i6{9)$Po#jgWa;2V;()qdjxnm7i z%pp{k_{{y0-)es48^CvS%%q@aWuGzc-1)9<##e@so~vA__7Q9GB)Kaxi@+}_L)>(P za~b9XhAh~8Ymr;^Wf+prD>=kh2&fcrom*Z~ny*2<_8VusyS7lBAZ!E)^AfXzju#fWIp!ZzZDNw3<*x}I zEu$}%EK+BDo+;8iI?^XumzkHBd)9n6m}b6ntt=ZHJ$+jG?NYjnuY@JS6=ee1$Z$mW zuXmWIxjL5aVwlKG^7x3I*+f=L=POy_RAM>Pm%`+NH~^h(Cq$b}k?V;{Ae{H30*MJ+ zoTStL(nhKGq<7pbv6eB!xJ$kw9(RVgs{}R;>hE&dKPvCZcdUigNbmTLaALnB6%EUN zkoVb|IOdqf`VUre-E%xK66sst=bLA+`ysuT`HcRo#!{%{%M7M#dMbKJ_9HV7e7Xg2 zgzm?5^b=O5*Se3mM$q%vE~=k;QRv3)vcEP=i+W=qUICGmOE9C63zrNOXRgmS<<7PQ;w@Xng+}a@wU=Q)krPbZOGAH zB{q3$c@p&_3@^o@{9B?0`&fM{tWgh8#h|hn$XDtvakIo}_UKsA<_?tKP-eYB`;l+$ z-9wbnJ;3%jMTRPb+?D*onwZzzK~FlHWSjvjT?;Xic+LEe%7i&Fl&Zqmlqk6;Sc!JB z8%>k@6doi`4fBBxBp(nnJuTgm=Dpz=bx2<1JnK2_GsV}7_~Zww6ZiE;eBPj9H(#=Y z(mI0Rjpa2-o-FSH(B_&N-WqBl&wPgWh<8x)t%bOIoVTmv1LB&grA`M9v(K~^iQl9T zns$b9WCf`W*Fv}<^-%^JO7w*utD}>9rkL)#%b4Y<&&A4F=v>GpJL_6$pMXFAoH@xn zMy|&0UEm#~M9c4pJjTJskq?o>eL{4mbBzi5aqiL1x#Ci)liyxlH)nM&^l!%#pCk_T z|KqpNa;u=1?zUfB)-G0;W>WQ~5-yUhqFpY3VI^Su2kI1L8)wR=mR?|^CTz^9Q5@(VI!ZgVlu)%+@ zWoZ#XP1TUPN%RomD`xeV^ZilN)l!4V7oG#II)>k7kK70|cmd#A)IzrK9ea%4s|NH;Zc_eu9&{9{ZWup$XB}bxv?B)=ksrqwoF)F@u~U4dJ&b z%Rqv2f#lSN*d;?Ai*C9f=(lR5Nz`tVwhGVX`|2FsTh`kmG0H?nROS50~=mw^R&zuV?)CZ18;=4-}V1)uV^>!b~AY9N<<8apZ8r59U$HAXjt4byF{e z;7p)S4Ax%L^a0K4AZHR{NK^}1rve(W*Tsx7EZ4l3k2*?w@A)M8pXQt6ESZa1bW3uR z@LX7CTBFNx9QRhId(vHX)2V@o`mYfC@(dEiMn+ykR891)pSSbtx^Kg%>h(ndb37ke{m1oH;MnTZ49B>m*PzE zolsXA1&Ss~_L5e(8giqJ$BY8H`5GcBXn+~Y6zyiiX!^EXhszPy!C%l^tt0IurlKeB z8=XW9RrH`=Z2_nK6SyEo>3}p{ZX=o4UfPxKq2*~<`H`Ii4~Ja=~hw?(Fv~2MrtAbRah*X*Y44-z!@%yuCEcPB&9t+ zR&L7-qpK4?l~(c|X_y>H)z_XUUwIRR@=OHF$}dD09Z#R(&Iq@3HFYbz2G3+7mb^i= zV-`u@#G&F&Zx{N49+9JB;Pc%naz4%L7BV-%R=5c(?_1&s@sY`+t^5=3c5by|HI35l zfFE)@F_KxO^x+FhH@g-YaE-UT7-Sl)>kUG#5Bfs0r9t8VdIlRvHpbsON%FEiD7}=b zv?o<+8F5?)71xp5w2$end@0eyRH83~<8J&i|*@X(i6F+u8!`S=ceO0 zyTe>cKZ=~>2=VMiPT+tXD)%6}kVm9cc`xx)okKJwY{Yx2mvn(|3G-)??mspF6LIB1 zt$n9WWafF-a&clq<&DoELkppUG+YXjQ<;@?tmXv!!qwF6)G*p!WP7T<94Mv|Q6PH7 z&{t?TY2x+VD3F7ylm6;_p5^|hKBhB_-}RiWwPhMTS0@=>Xq&s5yJ4qhCa52&?ubs` z3(xs4L?fmxtrFL$Y4l~`gZG+xPP5ZIUenas*6mTF>1~D?+FhP#_hYqy`KmF{4dE$T zt+nb3h&|M9@}Zo?Efyk74SWiODc*Pd5{cH2*KpEXqPF~mzkUFDD(!;Aa7!tI+{!pFTo2{kFJK(`fO!3 zS&lr8?9x*)lF4NLg9~o1+)C;WHrx@$Q5eSG7Un8} zL_e*Ijq;>9Kgkv7qsEu$f0-+NM4iv3O*VGcU8YYv-Z>kvceRb+C5p#cZvpq^$DaJR15b6Av$F zHo2AViamIe`vw=NeWESF^%~^H*+t7=|mr_S+ z0?|_53irkfdKrkb^RPF@QLD&?N)>gGZUVau)0;2o^~^VNhB86cAhxSbRFutJq!~E52RyaGMP;mXn(Wmwg~G>@+~WA zZR{MmtL*iz_bk_)G!@cwi9zV^UZr-z4D}4dM0E-*ll{mz<|lQBSWET+rO;m|YkX8u zZspz2burcU8A8ug8+-h?-C&@-X7$=0N-yyPUnm$@e=VzdLZ9;t^w!p$)^-LR?!D4o zxh%~_$6XFg6cy03KVM!$y&;2f){7>V(z#$A&G3$M=a56_6g;<~^gazk(86o)a>)a) z=Vduxsm+c>ZM&~pLTj}#lGHNFBG>pL>MFav60LaFX#R)Jyz@L zhH7>yV=+NsR(gS!bQ_(z9FZfJ1$i-wxyY^*PxHZSXU%vigCE3YNvU+M@`1X^%CbiK z3WMKg%|&GXO6U%vMQ9|Fpu(1u7cnd7zTnn2gx9N;W)Rqcu@uG46MiW%N*bI6r->$n zA6Nicx@3I_^?>L`hR}7WkA$zTqHdLz*2l?X#0lVgGH@5nl2YX5OaQ$C&WSJ79<~}e z5&aI0$t6@AeM~$gHYZN0*sYWSLKb+ob;KodXJrDoaz4^AxDWO)OEAxoAdC?j(+m|U zev&Nci60_O6&eZ=(inmwMC7Jxpa!#mixc*NFun;S{|^!>s~`#QQYBT-RHnaRPId#V z4!v}rwadXE43Za1?ch%N$=qW~g!4i*av8ad${-(L`k=nHoVGJ;R^=5|m0-gOBC|1* z;isOFuc_l0H*J=4#mPh>*^8)*s$L=$CXEnhGdtLUAfzorA9*q;kdgE%+90|4-STs_ zNLxz#jBg;ECXcBG*eb$dC3q}Fi4!G*`d)1+~5b zn<{k>PfE*`{;ZSs1w((k$O)fmo-Hr;7HWa7yO&+8okVOf*^j$ZOWXko=?gKN*bA=dFsdch5hwBn#5v+VlgfPH9&!y)A8&vOFJ!KW zQA()%Uag19X-n!89JmE)c_NOvO54P-QV9A~XtFMh_uI*TmC9-lu;{YL7-}ndgG{4# zQ9I$>xJwYkL!t>ufl;1M9wzJKxw}nnqH@W2k_1=n?>yKRrC3>u&-M)by?-z-MYBU0 z7tRoeQE&Ml_?-*kUu;Duz_i&Dq_hWQN76$GR4=9hbBC%UZIb?F%CXT{vnoq@*Rj zAtS)&?N0SagwPHqU=I;ZXP|>?2o*r3L!D8c97E4RkFp;%2i#`@Ea^9>Mm|#~63f69 z`7F(p=BXnw0d-BSggS7jY?Eb$Q2nG%VrzILZh%_3SB{szDr?bU(SvM8Ws;fyPao_@ z48pZO0^d3q$3N-NR$|20)MS!c_ju--F_d4l~ zcuA-&OjG`-vxz-wdoXy%!UMaHoJNhu8r)JIsGLQ=Qd{w}uv987r-C>898B8-VjHmt z2JKmxHfkw-6uW|r{*5|{pY$Qo9S&)csz}cOk8(FUEjFutFzHm0YzX4_Rk9&ffi6OR z&_E1V8xghGNvsQ8!X|2{dY8CLo|ea=F1H_36Gr?rmk@2FswJ3E+fJ+_w}25pi{4Ak zQ@aq)s0YZK*wI-WiL=_39$xBr%Big?WqS>S-k&vv(a8RXz}a`;OAHegU^2Ty4r%g1?KQu5@$U`Kou!3xV?3eN4pEg z@Bg#x$+g65;sCjTd`C8-t5X$;k?02vrmlf&t-?=IMAf2isCjCHI#79myLuV18-K%p z>Tb-11%d%u45s8^u=D1SR`k>cQ+6%vWxucY!fHf&4+9BHL1p38Pwy_zDV@ zg}8-$$wuM<(HcIT^-LE=h0mcL-fbIdF*TGJpsrBLV1+C~@7ok&E8H^8l}$vJ{*ooib4FD1VUaz|%EFc`Mh#lWT-uY7uy+7pa9*BV5hX z%2VZ$EJ@AaiL6C1L~n4bV(~qy!Cz1Ue$_$D|1|}Vxf>kBd+=;OQpXThu#YpqChZJ9 z{ePJ8y$ZTjAH*02d@>~6m)Zs|v>US{$xH?vO5TBm;3F}EdWor)dgMFe4bdI<&v(t{>vhlAIL}1Irj@QsK4+WydrL6pY`JNIgH7~?#Mi@B9i{nqE&x_MIZPprLMAF z)+kM3Y;?)iSC>or0fg9Y|GnRSTy^0b#{=6mWF{i37w4vOJ7D z7jX5L6DF9f(3MWCCjNSaFHuEcTMJle4^Se#4B3T5OeAJdKAO6kmtcaoMo--$`YNVG ztJ1B>tGGHPpj-SVP7puT&Dftxl%Js5y3mo-3H|CK*!_!?HOQX0LDeTgaOg_hRCl3| zcbl?K*^jPU5w4iea;h>#sR{aVG+a1!`lSh*uLmtuLnw#bnJh zeFbg4=05t47lV_WjoIus6Z^fQMW5LRQ<0pzw#pmL3QOi5H3@}mV z^B4HxUd9{kZtjjjA8S2#iR+5%o+|}?xdg{>S?-XDe@&DDpkA2pN|mCKl5M4tAq1PG{7&)K@XqF#ZCsx5V_owAUxkXQ}^S|INPB zdX63=@Le&CQL+jl0ba&0qCt`a7EMniXJb)?o{o zIv@ilgNgo9d8G^iZ)z~Vnja4rzzolH&qmKqSQ@K&A9xRWAHq@n3v=gJL5e#C_uX9Y zC+}7+mAmJ??rr9+>kZ@PaT5g}VF|aCy9@@PLyE**v;YR45prvIBtpR-b|VIoBm#bs zCvudKBn%Md3rG2xFl-iilep=ijcU2^?)vUKpwM*yr#H!np;SuBL-h0q?9BFHek=j&xuR58Y9kMoqrs6~ z0h>vQ6e2H|`bgK{eyJyq#KcTpc^K}ti!!6M1%I5x?&ejkYMK9kR_Che@>2O2YB2wT zgMUnHDjK+CZZo%rI|#O$?EcSfamKqwgM#?hk>=>|IgI-ArwuX0glInfgt7MgLMi5q|dlKI44Wf^*ft zx0~-OzpZ|y{6G3N@Ez-W%P-CEqwf{pFFq%IT;}>d!9L+W-Hd+5A9_JwsPokig3oUx zX0ZogW}PH;p z`U^ZplBkncZ84YogGb=e_1V<2B&j%=v** z>k{$=N|c06U{$>lkKmv6;tX8dCb$;=6K~@R%mmB43%)W|ipN=XHhhi?rJl%S^WrL; z;djI7mI9Z|OJ0xFxweqa|K!&SYlOM{ZoW6xuqpf;z7J;cJ9Be6j{CyBz_Z>JzNy1t zGy38>I>Cf&1R@>Jh4OoalQ0~75wvoyR70LA=VI-+sUBDLR4J+vqVKM3FSfs?rzSw_ z(9pX2x?KHJ{SSSfe!8KL;g^9hUi<6(!0VD}hp81vq()P)>8bGoe)kxyx>D$XB=o7; zGRV<|up&CjKY%@Lg8iZwVw;WFv*ya1ab@btb-{d(mLoyYZ-A&b1LmUMvLN}x=28!T zhEGF&jOVaCdLn&6KDYs@^ECOndxG=DU~x(d2iy4yNYuQhbT zo>tvh%UIS}$N0o_$yCl<#=Oh4$u!Ws6|Y|A1aob?T9}8M#+g)Org5=xyRp8ZvVqfu z==Hjv+Ci`j)nOa6XXrgR-FKpcirDcd?-r%&e z0enIQ#+GWzGTeL5aMe-~1uT~Sk!Hv<FyD%^go&lkA=xOLvXFt-fy!Zz*g=IQ0B4Sw|s>?hs98~yEm0Lt}z z_Y%(`P;eQ~b+EC|gHQ7ib5FxS?I?{scs5wdH{j~_$Ry6VrByv?BjVu^X$@c3O0XP) zSR-o!CpMT$= z#=;u;QZ2wqjw04$GI~*1VWxPZ^AP9G7f7ws2 z36{xBycS3!r5x-X)5SaD1^knQIH)gtffKMMGGIFH0(E8s*2*&A?T^ErHwjF#2cC-_ z6=axK?w{^FcYvp?`;lv)>$uD5;Xsfd;OXM+gCN1MnfOnLftfQ_+M(?V)89aBQuHYRc0@72bKqa}#|gp*cU3q%Ag84((h)c|0^wX7sx(zXvF;s4U2rHequt=gxh3UG z<1uHz;oND$)l2w$`hc&*DJtSkFuO{LHlY$?v%MU;8+bQ20DLReZ2}85#IqCk)CSjP z*9P}~x5r6gy7{ro-__e?a(SFt&S%bpt{bj2m(?}H-NAhdep?S$8s?X>{4QMos_zcwKff^SG`ulp8HX4*z;HYl z9XWZ3KL;5n8zvfZ^;h&UnDrfoD|SM+OSe~dMki|nbW3%Eblu@ns;jA|>B5eOMIx8^ zO{tVZ$1%H5TRH{LUR_M_>?enzQdA4o$X4VQoDXZjgL(nJuuX7gdcgL23Ff^=HYzQV zYk7z$YZ}m~4f@I{r9c$UFE7Tt)65t~clQ zYPnpm9lV@d-aFhyE&}&jTdq8phy8ODH-n4d%E440g(fG73&D2zge(ba1j-IL0IZnh%>gei2~Mx&)ER0eJ(G@v=d>Twn`z6;V5+bdrZavw zXaY4KF{il{wy;&r%lwh*6sxlf1`G;Hd0etQ%M`GT?*f6D@`rU7Ir85 zhmk?W_)gDf4l;e|33MU4`A;L)Y=o_8B{2zgPM+XZ73Up~sv_Sy7AKny*xP+Dw-sc#lQQzmR-fF|1UDDNm!rvpssdDS}v87T7stYP>Mwio+YOLC3lIH!55p0 zv(0$KD4}rNW=q#`mj+_59wtkoL%b!WNu?!Td=J;`G<**2 z!sD>t?1N1@1*U*wI6?MTwyO)Vnuux;>Qlc|ml}aQdS$ry&Vt?h5U1PHa2(En?;;Ie z$d=#*m4bh4C%cQ4vGS>mlc|WgY!h3Ny}+(y`?Cu%8PHy{k3Gb$(5%;7W6!ho@q|Xg zff1mwvkoSTy^gQTqy1s`=*ysjflQg5YESh-=IswTpV)_PqrdALMI<4&Ln?7Nf!tH9 zh(m{?wzJ^>_l86AUq3a&bw$Z_gf&QtA!b_6WCSD;u$}M zYdi^G@fx1PI=E*(OV6cQ@*Me{oGmNzZ+Q%&l=+x}iGqXdz4Qq-mJQMvxu<*&&-!!h z&kN*>$e4{#-pl`iVpI#izmw}>-njt#!XkJ^hoC0b0~{$?PKJqMm9hxAx+D10SgavO z)svX&dWy_O80et?k;z~T{UJlCA#^QzE!L|RxGN3FC-(+V`W$lsRIBlrCSHe=)_qpO zT{lfzTRWLu%m$#|kfC|683%_`oTfQkO=UFo*x_s=?BN~gIW$EVPzR9zywfJEWFO(WSc6#O2kx#Z(g;LqW$@hgm6m{Rbsw`EX`%^t z=tbN`v!(txM_j=!l83*i53WTOFvNDky}JmWHJy@-9Xm+bEFXqB@U1Mu07ipdC5nl- zr#DOY;F9PqwiOk=6zm1{5Gn5#I*JWpp^wMva0*Vi7l;fU;#7Q}xA=a?@m+IqjUm;< zc{l?Zv59IIGKsW+!}JckpiX#}cY@8d36t7uHCr@CHET7;!5`nKyQr(LC-jNB_Mmmj zIdySH%j8WaU}pIR_Hc0?9qmBJwpF>8QWL3_vtLNAr}1QI37j25M8Zf|k)mA@Vq-|E{+gejDx@?tx@? z){tn7G|n)LH6-G-81r*`^?UR#@Y~z!JL|jYTA^AOu6v_N({zI4J04t-P*^=xOuQ7S zHuWj?fsUvLESHzzuHPr;;hc8{C(WJM5BB1I@j=JUcKnQEWC-XxP|2=^(Lj)t;>tS%-3i1y0PQ{r%1zCYT+$ES~9>SADVl6!>t(UNj z%Xj5ha#^f1)!`Z&i=6s-@*vp|EW?>_gI{Fd!B0ON#;gKulD;))QWpIXxE2a=mil0@ z8~!z(G1i91x6q(7h8SeMKVs-A+HmbF7{7Wm-4KgRq2|K#xD)xsWYmW8Q5k59{MM%b zzpI{MwHYs$$U&%-#=|AHOQ{Ec9Tr373hsObHkmBEx*%s+1761RL@-RUe#CX+7W_^X zu)m1vIOMIX5dp~JPEj8t@4ZVojtr6)HjVMhGjKmY;yD_Lc)}xwN!`)gMhZruDSDmV z;L^P2-f^wCdaw{Aa;vzBTwN}fYX2)f#&4$Qpx^&7eK(&1ZTN^O z$8^-R&-e^kqZlKvWAsaPi*!MM_YU~M7owI?2G+bd7}_Mv?VS~Vz;9Rt;(@@g7sd-u za8B%i&+P{sRy8D2I*5G7V8ms~IAdifM`1gCr#yt4APkkTpV(8H&=cw2Ojo?S4a{`5 z8>`2>_-+RFa;vF@5k7c!PN5g}F~ULyZ-NWKZ*WfgfV@&L1Ot+a^9E+OAG)Vm(} zwv%3qNAHdI*6`l-*kEJ6=jjBN{BumX55j-d2%lizJdAF!AutfX7OgnlJy!~pV)#XS zkaNhgjDX0hA@f7?TysWyR~xMN(Hjkw3`327JE&#D1k*&*bX=Q@rn9EgCaY<%sVU;R z62nM+Fa0q%B;#2V8wWbrJ4E}CP+K@oqRrbfotGt=vnSw=3ei*4w|b0HjA3> zc*IbWw*%J_42;#{J@E&ek^K>apeuK*m4CL+4WEm+QcDb{ z45|2k6?z4;n|?z-Ra+6yl~{Em;wP<`A|8bAJO+8ZKAx7IMeZ>71=m*BcUOJaIp+%J zRpj<|yJxy@AbV&)K4z3S2YKXlsUi0F4#>~v!soaSCbL{xphu#I;VbionMl#9T@dNdg`UQ2b&(cBUKvZEqvZy0GNuB`LZ|6G40LLWTOk030(zeEO zz`|NaTJ~EUmH=z2wG{jfQT9Qw?9?l{;RHS2)6`SM@8A!jW~|`6d{#3?BN#^-zxnR- z{TaA4a6|C4U`yD;Fe0LBgsF5$>F?pSBPvC#kLVHhEUZn)l#oV2SAseO3=1I5!RF8K z%nd+%pHHo&{4goK7x(2e z^1q@pMJI}z6(1?CU%bnzv-;Z)+1A3R(ghjBuA)}#jve6z`<#7@yv+r_VE;L#?v=V1 zPDSjG@1BGc4aN9q>+$6-QYv7AINGS$NAQ zOKt0N`(*o^lBXpTTwZ6C*W+0%(CEs#D4EIO#Aw<1F7Bd&V`e zr~bf&bf0WNWvaCa9?^b)&=WJG8@(@Z`kPwPr)03bw!NFhRlKcebkT=`Ed>b$H}V(e z|C8UQFuJg3QR$+y))UsBp#HW*{>xvgCgoyXi@|<;5EJW{|n$2r?Fw0AbkUUuwlDlit(z^W*Be0V2Cj;MpkL9_MUbp zeVZ;ML}H$lEOo?_xyL=%J+S1a{hQ^UCBJB6(TDsk`Hs9xd1G?t=DPFV=Vj#E^CuLq zF5U=^`)?QN&KAPNp)fJ$>YC{%_|Np87VQES4Z!hZ(t2#ohN`YzY4(tTpIY&>k>W8jrM>gnwLqSXZ6pzkr|n}KRYzLR<1KAq3~3}L(3D3 zzw@QTgRF-Exs^Kbzivm5>Rbb59OQEZIqWUITL0nxIX-DVWz39uul|mH9V;@e5tFYJ zLWS|p`p#;$H`bhjcLhsx`{ib4=46h}=#vqe-XuLOgU_&Kn{wJ03@$ii4Y6HDclb&4 zfK5R+_9XLe^IN!`qDxOKofON&c8Kp4Z%w?L7@cfS3QspzQr7yoMU`^v9(zt8_p&sd!CB%8~AR}fn`$M(Rs#I5(d7bi(0s25a( zZlbQp)X%&H&b3|vsR4fi(!tm+@!RV&2PDK@`icxk4^mnwTJD{Z&H|PG78<$Jue#|+Me<9yg{G*612`C9f)Y}d*q=gyE{x%IT?+T0$Vk2fnR4B8o zOpUm9asA@^#TzSZO^B?xutITsn|L`+7k4klQKoF<;nI6U%ZAnoObEQ`Q^vP19EROA z@!F--dit!om8c14YnsqsjOIFXKAsYH7v~d)%U;R;+~Nh9T`s&(@GZZ5-sRk`xt5$w z*_*Tb=e*Aul$Vy*0TP}{))MP*r|Rqj-`QRzQ)xukrpIYpY1bK23})j&LlvXdP*ML{ zw}BnP4u!XP2~Lt{ko%vAyw5V*cH5ug{Nj0qa|>@3EG}qQm|IX%c(yRyaK&GbtyM8c1O88 zu~gZ(n3>U!qD&Ff!yg8p3!WdaGoXg~p*dLpNzdYZE~z$RCr(&SZXQ41dDu^tY-8Y&<^_>YnhTwhm5mP=k(P#XS=d4^^ZD27$jsn3!KlaU#u4j78OL~mdj1Z zR84MaauKlp18p=whX=g=_3vzRX7bza_6!L4)6{kf*e z3zF1RoQK0<;%jIvv83e>&L5u{mznhESl)EbbSUsZ;KYau5vehQVj9Pnj-Qx#EU|s1mX+QlSFLn3 z@lxWj@(;`ZD)Xhxp|AsCg8vJDAKgCfH?^Od?p^7dY z=7)VBCcYo`UiV?vhZSk%zi{8L{0Pf%XOsu0zN~eL^@H=HvowF2D}s|i%Z4)1rvAo( zL3aWhmVO&?Jnn7W<3vYdV9M8&X*CRG!=9lx4tO22MuwCQ+Zmn}@jL86 z`1z2`kih|^13F?hnj&(PyY4cso(2B-+y0FFy(dlly#0O0_y2p_>fNaSMZW*^p~k0Y zUxUA&_}wJ^PWI!R>hQf*DAAPEabI*D2N@ib(swg`+A)pDdVb*s1RDgRywrwCZCSxKEyvt6UPyIdTy(nv%k0f z3i?s>z50(`KgRuj`lnoWQO@|Hm6idHB$tjm!gr9YQg1a?9j_ix8lxk1va|y9tzf>f z5YLSfy9yPQj&d5!(GT=r43Yku0}_J!haQV~8(BMwF0(ZHcbWepN|oLf%myDew=vbC zE0f#38{CtNXBM8%n4TW+efYO09}_-3e}Cyi-w&>jozr5zCj7|zStaw|tOI$g^LG`W zEzU;Fbluq+p0P&G)}Cgr$KbN1D#3ChJD-{3_s#D@>CchRD@;jjRAXGNutugPBb#Yj z1U64-(W>F7hE1zKt|rAjF88UFKIkizNxX1=EP0LkfcwYX@M zMPF2C%_u(M=uk3Ic*|d6Cuk~^8XN2=*El|^#`0Q?o6c&!x9#lq&URPZr?-CJdR)VQ z8kAHvSIUk25%Jr&P~Qh#8|ekp@(=z>|2gZ+jW4dx*=Yy94gRq^{c5IM(6soj zP$+&!_O<}I`77!+#U{oGCElCv15;lJaWN?|cVc!&Esweu@-6tO&o1+PCXMRPXM0KeL2H}5HM!AQ`I*)~8pOsiFR8}rJULlt z!F6{3>wH_X&EC)Mw%vlKG1!~oJ+6FFBejXTOy9Epa`26ixe;$8yb;9_t->CMRt_8! z@CiAaM6x}>dnb4~#52tc#~1F%iO)^T-jwqt=T`3d{Fw#s3Rf1TSpyJ-^0uA!{`Qa7 zkyaM=l0O9>5V?%XYo6<$(inTk{N=&?8;Zx~K z5fx1n4Of-*@^`1`XlBVOPA||G-Yy6&3@ZLo?6Q5ai_TxJt;lXhOXsEI=ty4;Z}>Dg zO0$tK9?o~<-+EShrr`W=-}B5fo?pOcAQyiZ{_}x`fAzd?U*Fq-j{@$L@&ug;qJob3 zweag==wc`X2Wpb|P2BFh;;LfpVXIlVt>|$6&4Q`q;Kl+k5YLKpBu?HP6{^aJe20+Z}#C zHazZ0^4iLMYoyiORp)BmoZ6n++fyP^w#N@GpBdIOG~XCusE<|Yuxq$8$#&5C%d*(A z-+I@Y?3m}+?;h?Mg3gH7(lfb~S`V3{-RP<7M;?K*Vj^-=^~GkQl`BAZR(WnVyoP}i z%<$-}`@!6y59tnT&zRO2eSE^r?R~fT1e$H8k^0U0Kd4YoLI3Iz&cgq8vhH2B-*&qt z$o7w=vNhY<*4Ee7&vw#Y%|5!MrMq`T*!`w+6$(ICTiMYXJ#?_|HUun7^7vGe1mBweiZsOrpWiPgSWdt7OM zrD^5)a<#+ygnTk>Gu%_B%S}C(UFAz$c#?Y9HraRD(_B43n)=Oa<>nwX-z5vE8R)hP zW2aJQ>1<*>8HVb~FdD;hDZyJV#!)%gOJzL(A|t|6{e*A!=(Bf=3@ za@j^&t674IQ;HfDh9GhpTNqPxps2HDt!1cftu4ZN!V&Em<_;4AK*^~k`?LAXdE;SI zqf&+tHhN5qEnz_7*GkW;3{2@*EvoXDN`K1#6IVSVJS^9zmWfBFa2(&k8{(23{axRk zAKihTbNozUhO$7NMP8*wV6sF6Lwz6h2fWgDbY(^M}u)a z-doB`quYxmR}ov;9ZZ^z(G?lK>o@A(=0{{2CWKre)*Hv=xpbZkC*!{D z{NtM9ZtrosuXy@-Z+M&FSv}wx;W_KN=L|1l?aPqy$SypAXr@ozgnUn)sZc05h3D|5 zy~yryy>#vNR`)&^>I=_t4x{J_^a=e&!?}R&L3yQHN4JlkP=T$)RZd7zQt~S=u55|l zS-w$ezwlSSCi7!zBB4R7QOn)Zwc1_QU6Z@XH9`N2FS_>U(Oa3#%zIccRXFW%DIMGii?4LFx&XbOXLBztm%OA1_&8FK@YD zWXVs>JCV~d`(gI&tP45Kau((H&u;_w*?Y%mrv|PhKQUMwimF)>ItJsZYSc_PQWAXn z`?e1W5364`qTGA9@$&oZar{ZXMip``}}%=(IYvMpAM z84>(5Fk3s6ohVM>n>dF!c9o1Ou{!oTXL3*Z^|GRjr4G<1n5S$%Hl6*28Q#A&*W>VM z2D*7yS9@oBy47q`tz~T8OInqLxvRN{Am2ZkNFs{a5o~9}34L2rxbeARi+-TCkERzr zfht06t+#kkY=#cr0peCvxJxNvFf@%Lx4~C4f$}Ae5kc}mxhuQ&((=|hCCZ%vyf)o0eUmIQ!Qp<2fdkLv4`2u*{<8h!P>q6U8Yf} z+Mhr_@KNOaml+xuB8;63Q}qXRJ2Vs6c;lLJTa?jKTuKIX)kIN%{V#&T=0u>9ABH$ zxqG|LAm2UK-p0P%?y|SST5R^d@#<0aCCJI-49#TC5B*3zWom}rvjY7#U8FXeG1EPX z?&?p>5dDW9@BZjU?0`OU1NoTZ>D{b@-p78!+L^5ssY``r!UR{S>!Wp-B{%x zs9GA15VQ83meuM(^j<^1RnEx2xe_mE`L5XxcgY?2!GAjXIRo4dcW1tyutXlBpr%b9 zK`vcyB#nx>jd=n*t7nZp4VU4LY{paonYo^N4;>@-rCRbs5@L1DGRX4VeYYR>DKzg@kfi}dr!nnu0!Q8_4icfFzXj8HNuWsO$Si(|U~`Rh-?i?rmM%;z2+O^l{US@s zNX}ZDu_`+_Dx*^q4hS@Eri134afj(=VEv%2kw+s> z#W#uHS(&J;uT~}HVwF>s!xG}-+l3Dg3p8xfR~7E_XYqGTf{CzsVXdOM_9G?lxIF$V z-b*}s4^C+AXe87VughztdEO*Xe#w6O<^SX8ETEjYzc!p?W|D~~>%Pk_>&D{lUbH}Q zcP;Lv6nB?GahKvQMT-}A)-~=rlS%Tu|L<@PJ*Pe8u$j!v{oQ-t=P{o(6`2>BciN8G zu;2vBkHTNg|9=AmT_W|$3YBA2Pt+gPMd~T)Mas*H+NfcsiBv)m82ASR$NfrfEc{>( ze4V+sT(SQ{pd_%4*FEquNF%Ek$#|I^js$0Wv)nvXH%05IT330mBC}jk*{ggY&d9a2 zbv649qYW{(m9`xBFP`-*JJ6}pO4Sl!HeH3dU*JLV*%geHFoYae!$`h{AIeQlHJPxETs zDAa)G4J#}Mt%a_C;ZwTK^$$*hHE(M06!*}#)w9Z7ZhvCiYUzL});^QQ+RdtT<+;}S zc-(Ph9KV1^RVWiHx~o>H`-fzNt_!INX{K(b-mcKeFT!p&R#-{K3H}D3X{>*mZ$De# zC-yOHcXZ@-VNPGdyconsE%59SduAnz|BQa+YR!m}R|!4{to(Lu^#t zQO}7w9(^u(OUm=C?b)jf9u;(`>nMoLv*om^U7kEA@>uwGx~C}2SIS(p9I*5@Ts7qB zHyGZV`&${u9@kX%wJ!#ApU2ozzKR|0v&;>z#mPAy+JCbxu>ESi>-cUT<+<-3<8S4k zgpIf{w1>`-#mj3c2djQlepB^UPEpN}x5IG1zBH2FCz?mKf$DVx?{lzKAc#$}y8emW zEzGAUa0D{*N>ou3u0;q;9_g zPv##Pui`Rd_sZ3>iRiuUwnf;yx*UCoHXI#>5aVfU1o|W^yw%)m|E6FlZwaqCZyOk) zJT{4G>dC-H?|9cQ?!m6x*ufmgC2-G?n!HQaqn^@>#f(HOyCnaj=nHn>GDTzMYZ)zX zEeVQSi6#kq5h;SSV3ptMt7c=F30{f!4Qlceod&Oy;|5jH{Jz3Ht~;yosBrTdsUDBJ9DCr1#D@}>6!83GGFo`!WxQ=_{8_NEVL~{q3g&Ce3 z?le!9=c1=J_VXJ$FM$I7$R;u8n}64@)GyKw(*CG1)}(72Yd`5FhK1(g<`YBZpi@NcKa?5&KCeFe6TyOv7K(Ao4U`3z_PDM=^rFWBiy{n&l zuFK(>>v8(d`53s{McB=rE!iyj9eFLEJV$X$9;aw4doNoiNsyL^w$d7Ej_@>5O6=ti z;cpI<`-gGMeGS;YOf@n>`*FU^hC925`<;8SOXuo_e*Xij(P}r!Onie*zfU_?yI1>A zJ4yFMx70|Q9$R`_pF0X29Xw4uF}_ahLuAcA;Ea2QIzjG0z91!RYnT9a=$_QB=__)Y z=Y7nJtCN`9AooP=vXsS9?;CDFh@0;$4rF$P7tKiA45HI!^u(X`1V@ zP+7d}op^xc5j|h*pxz2+VD2Rps0D6pyOsNDfk__2e8u0}1b6Zj*BMv3>%40&&U>>Q zWsXs{CAN{4I+j?|OQXneT7O>mFS;oob$9e94MnC?sF%;%nz`$^U$6{whSxK=QuvMh zj`Q96(8$muv2k(Ieg5{#EG}UZRj6?&;^E&9Np* z*IV~WTOYGJlPSfncVJJ+y9|A@{hZ#n-xten@d`bC+}ZfM5v~@Vr*Oe_SX&a?A5IIJoTOnMDoh1?xG{|35sMeC})TL8Tuq-soH>Arw{rFW9cQdkXlEL zC5Dn$!SOnZbheRqiMJs5E^wLSd^eC&5_`p?QX4*3H(NsPP1*Orz8A zLGRNy)8`m2>Teku8K0Q$n{zF9tgY+|935S+T&2i_E#Y!}Z~0}xaiUvPU8PbnG4fF4 zv!uA>j~QInwEVLLf`UVJXXdiGEmGzrp9*^yGL_5{WI21-n`_%?ey=F2=v(<$RkSY4 zV6k0wB(lwY$B?3-_|-^hzvABGX`^;sa(uHNvllzJxw^77J~w|iVH5Y1u2p5J^TYh1 zEy6~Ho>0$F^^i}J>5!cmKy9P;3Sx*2*z`_Ex_x4BB2xPCfgRY8Ue4V_w=ou3kman9 zxz9}ZWO<*uwz|7J&O3^%JFO+A9;Q}?b^4>aKKMq9^eqkV4P#A<%mubYdyH$7>lqSm z|M)v_UC_PUE&Pi-B3mF`7?v7V9QP!?X=;n~kvV7blIzr|`y$Vo-!Hvc`i__#(X>QX7^6dCTw|!3I<|(dMK}T;1IU}v$XyAPOn72 z=&<(^(<9&yKB2-yon>9*)hZH|b&PtvazTGRNorhXdOJ z1F*Ro9h?pZ!d}0JJIrNcK78NXgL&;b>aMZhcC@uJRv-3aiVZIfA^PXK1f3b(;?BCS zxYE(438w8C~>fDq% z|K-)H6PdX%vm#y=|47kGel75X>uJ4hu2a*ndTqtFiayo8>W9YfCeHcMr3DjZ5cb78 z3O4XRfhsZ*43>7DTkaw5eeU~k{fYu#kM2^~%~cbqF0D2ZL-WcheOtf^bYBSU}Ssg1IZ8UB@Y!`;P=EGVL%@K3T7npasEyS{Nry9_Q(@X;%|kW z|M6^3pV#YRqTI2bZH}oodzI=W<6s zW`jq^$?(kL0>2X@1t!q}Q4@KjqI+0$L`Cevggq%O)0$@9$X=fvnmaQim~k;NkkB&Z zgX(X=Io>(POB<&dQZpDo@2T>3Cf(P1WXT^TSO7%amjE9BXQ*KkPlZvJH;g0+!pwL4!W0EqJ`;V)@ z96yFDLbj`zd&v>V#p``HxN+<~Uw>vYyWRcV)72?;an=3!+m>RZBW44(Cm1fAlQ@QE-_wp6|#^jUafY|n&VDUH&u zWh~B~lv9;^G}D^-OLEs*^}-v5VirOe+&7%N_20GgDn^#;%l4JMtxBlgVGK8&bSAla z;TlKt8iKjd1TOL<{!HvQx5mEzTke2=1Q=bHiLs;_dFR)tIwIBa>INYWwN!OfIac;S zI#qO57)SIIF!(+X@;5~nt(Wf@_rtf0OW|C|x(z{2<2EMxPuP6!IrEEeIBdl|T}|C* z?42Cxwn?^PbG3P!sSBpF7Q;u>(^=*}On&Q2i^V?7*2mq%S;RznH~U|}lkqw@mRdkP zk#v`>2oZ*#i_ypbnQ|vBDeH4ir#v?Qd`?(yN~*ecx5$j}9MLlJFSpFuLzk?XSyomO zQ98S1SH*>jSNbJ}e(0rMXQ%rL0~>?4d6W461?TX-``ZQn^>yLi;bgA@^`w#Dg5Wdy z%8jLMrK=Uk6u+r@s7i1zyW~0YL6X13=Y+?o=0saTCQldeV^gEd7w1d%so~Cf?hElb zeY>&6-Voi9Hn`4{ykD8mn26E#qxKZb086>?t#Q90-C))?*0(nfG6YRJW0LK8GJkKfEq;Zyt@R9~S>vPz~=j}F@qy(6wia&+p`j5^s5bDQLc<}S(&%}}Nf zi5(o>Q1+X+vu~aElX0}ZNyV(Pvf|>R$0eUj9992T8;#A)39ec0j_j{K#vcPdPh;Nd zAj$g_C=L9CE&f^joqPdyqMp$V{jZdfsubDirq5JnDqkp$$vN3k=^v6+;y(07(FCCc zzKc$RMf}?^b~o_P#I=?9*MZ?Xg+1k)$0F&@@O?Wxh2G0Z(4Dj<+UA)SnT8rV88++f zx?1{ny2XZ(`em5qm09OnE;$<7pSWANwlT}SC;UABM3~ZA3;n`S>2cZVkjk*(vDWy% zYRl6@vU$0-yzDxkbEES1q(4o&8{>%@C#e)AVruYNzfJ2eOE2wK)T8jMPwS{ZH{;QKU>&T~Y5- zZ&5E(*Hh0{r6?lh>C$)NHKLz{zmPdZClEWvaxUKyWaE~3r!ouCW18n>7>#Emv&$2~ z^o4bobDVUNaF#AJrW^a{U+V&>@tbO!X{xn5G}H8Bbmz?TP1Eh;Y@gkSU6E`TJfB^G zIASO<1T4Yf^3RHCVY4EbxY>!D(n>QbaxUZ@s&l=dGS8JaAmd;<7gIYrLUKct>fPXK zqLXOGm!2qo^W)9;CWTRjd1bb;1kEDt9dk?T0OuLkW$%B?K5nx=6n%DZb_6sy)w@M| zMJJ`}q^yEg7OQWozlT(W^bPAARuO6ny%o|qWRK#hJWJxD|Hj-RL+}|K5D(YUw~PJP zYXhaij+1shcCxn?``L4dnc#_H2D<<8Ty^$#y|bRSb~CLvw$(S%*wZJuyfGo7{OVTq`C>yMM)Tm9(sV^~R#Qh(+0>N(gW z`pfFFCAb@SdV#$e3r>fM$^l8ZLi9zlMzUC*EI+Iqq)bz5R6W$csz0f%>h|hOYK`)M zG9X{m_%bs7EZ?4v!DCcD- zHqb2B3`M{P?5m+_PE<9iwpB)>KKNDlOiNi#nafdc6tKscxWE>F1+rcr$b%hOzpOQE_b0tuko{BE)VMP-btE6)BAnx@(w)~#EUPTh z7Y;6b^P_oTLP=(+p<;SfbNz9H-jZoUKH8%N`R$P)mN+lGCLAFq#f>Ge#Wv|U=`1{( z+={#Zdjo@5(Mokt`Bk|`v0CxFG+cUK964sf^hrBeGr!th8DAx-%&Hzxbx2!ZI|BRQe&l$Xo z^62_ei|F3MF(9AZ(7n~%LBH^qqDDoX3iXAri_1%HRq(5Z=$7f{VXI@Wdx^)$o$+7B zEV8q(pRg;gFHRivYe`edAX$x6q~E6*H;q3T6%{5VL$w+4X+UrnO(TMFs$%J;h>Us zrEMx3RUOsuH*B}{v`_NpG3x@ggT0BPLf#!E6KRmvu+4$-}1-ljyR7UUhtude^K!R3Z^8oeqQU!Y6VrUoNshPR`p z6N8;9hh5W2)1h=w>GnczVTZzyB4f#x(ic?=s~;HRjAqQG-g#80&oBB{@R#vl66c8D zDFH>%X3-1jZfUW?uSf!Cq=70`HCEYH8IDcIJ<`3>ed6O{8*QcQ(Tu2{h!ws?)@cHE zBQGO=t7pS}2YgLIKL$rS@EIqksl2mXYrhYBz7>`{%UsN!eya$U=a#-LaTLETURAoJ z^i8F?(xR`@m)WXpwU~dsX97I~e-cvSBG>_IBoPviVt_I(GCFEZtyjq-v#;f3)QzZ@ zRDX8;x%s*I{Zpsb7KN`5-A;5C>~=Wq-!vyRqf0NA>VI@ARQ@>lV?fFMlB-oQ)vVEM z{L8W2@sfSdF5s==O(koQF6t?D9oekm;#cAuvIu!+#dSqf1t;$%>nOW|jMh;wK?3v- z`kk;u7%q~Driyxsz9L~dmv}C?@IPuGa%nS=&TEXUR3hKcXL;}W4}<-A#lC9aX;-G} zqKPr4<5|_ag03hoxm_YFjw=4QIIUzfYWqgWH1KV0Y%{#AywSlIfg|K4*g=y-R%w)U zi~5avTkM3mmT7C#o%!N||LUJ?(5J!42FLQp<%?@8Q*0sss(>?s;i13 zi|>3-_|fc#{s&vOyF5xaMK{RS&c=FPdg=zt1FON%{+DV&B~j0i?xd($RIc!}Xc!WC zL+OFwYR{k>(5;XQ{ZqVDJWJeHd`0|Hd|dJl$vu-~E*(nGA|1pE@Z)Onn}Z%;0_kId zfG6k;1KLD>G?-^OAeDS~v~eUDUl|H(PS!jsKU*GE99{g+cfpT_g|`czm#!|0)n3vz zxBhOO;qBpl237^vw8PcQD{nGZ} zR!zWj`W3O9kP4)N2mCO>VL>h8FFp&((>!pfW(Ot6>-Tc!xp!OZTl4f!bg!ygS066x zSoT|ywCKiQ!1>wr}`p0YY+DceLKLv_#0{Gg`zje`yLa%7b)qzs3Z4C{+47(^x{|eIR{B% zLB?4jxh*~`UL+nS9t8VTfmkMn|5>=590i+4D}f3OjkciZo#KxGX}b*mm`%LNAbuHr z`CQPG;1xSJI}GMz^FiHGZSTq+6*o)%D^?eOD(Y4?xa@0H*J_Pnve9E7<(R>aVW(h5 zHiDw4U&LwREs8qI2@$&^hb0_M+?RSaO_W`oZODtw-(v4<6pW%q-F z1IKN9tgEV1tF=X&izPoM6rL*_RxGVpUsZdsVaSX!LlSiBtj1V5DPKu-=JLbvt z#P!5OBnu=vrGJ6!5H0nJH;VaUIr5WTXab+fQsnL9DJ3-@IsI6qzrEN2NCj8#Xs`lo zx7r{JF6HZkXLu`uqj)B`ca2;(e=qQgKD&CkR$JDX?b>3^zRFn@GfGF4SW9P>W>iL3 z4#6zql9{q>hs)E78BZ!EK^>|2)Duy6S||_7GeggZX<~WtOOxlN{E?NNJvnbs-u=7} zxw4GeX}`vIkG-LoFDnX$2KL!{S&vt*tkxAhDW39OT3D~phU@#GLZ{0!^vC8RjUAiC z$Yv_V2k7CFO7SA;K$t!v>y+jl*k_!#gIVy@8fcH)}vNl;8Y4@{& z>0qE{3Fh+m@mruaP$Fl0FBk>3W)x2o{F}EA>B~Fd?kxusbq&{#+vRb%PuLzW$dFTyObk$-IpGy{G*74&h-ye5?ARGa2UDx;h%NE?*<~u!d82sb(UTs0hztFWm74 z@dmmL{ax6H0@4p0OFv)FBl&H32HrE?EWr-Jf7s(zAnVWaUkKs^6@qghoPLE1<39fB z;qMXLBRY}+@&L#kR%$-^4|#`w7bdp$TqpNhR}0H{^D}J&O~=ZA%WY*pm2NHPmx-(V z72kEwb=|DXtOi$4Paf9?*<6~KLtYT3!-?q$nHp9Q6Np(>>sGDgj8^F%vg>4>&$*H{ zG{cs7^Ql-#CBAvuEW1o?s_QbEolFOYA^ zRn!EbSTu*?2|JLTs7is3SRxoe%oc1RG=d27Iyktg0<)kQIK{n?6K{zc;(_C`-EHb? zY@+Q`YxZ7#ZF{{3OA(;1OOJ`Xp(=K0F~#(r&Mp_u|YjT9=_6X8L4oU@x^xyd}&J z?n8j#SCILVpXG5O_rn%Mt&AC;$Ru@0>z~#mb7h7mvrmRPbyV_Caf_ovLdGe*!lvX{ zc9FNW?V$Cs?l;t`H>$c-Hmh!{8LDe(m}`1rYvH`>J<^g^%c-%5Um<;bS5j#Kk34B=1aVmywbY$ZV9UO#dzQ zQevn06%o_JR?DI!t$BX`Yu8%mGUIu}4CEZiipLf4sFyu8{j^p3QX^8aj)@+xx0ioK zfJP&-pG9I6%f!1smi&VKXW^2~M09XqYB%`wKq z`svy?H9M=DR`IKcR&~)3nydN>ebB;L&$_d{0pE20LShw_B~MjO4tp2gEM|Y~AGIbX z-%dZBzA!r?yDY0g*1ptdDZj^y;;w{yL)Xz;g!Q^R$6t3+qhOstq!v9cmq;j27Q zRa4VJJILfQ*LPlbl``9XS;3QF$zCH^>X|S@++5sIB7@=LJuMU861lLCwO9BawDo=D zLQx0QmeYiUs57Qy*F_!aakQKA2@|P1!Z^VUA}{!vx63~jcD=J)jkk>Xhv^B@hYm!6 zm)?(_x9+>HUe0LyCTnlYYm?NlQ^#sv*0`!g)w63F*BsGq(+)CTH-55(I4*&yUl7AY zk8AGfZt5K7J}^i%adu}Td@YH^WM}ze#oDlo;Tuq2%uQKc+ne=kc394>9BI~@%we@> zrwof<6ju;>T75ydgA8HMcn{k&7LjhN##;G%rMI%Q@_AL=>O&fpE@-}Pjdii^{mdKR zBWyU-1vU99xsEypp2s-hJt|Sil4{XjDj>|D+6xQFT+tQECHh3`;5OD7ubi`8-lm7mN%5oNM1=_g)9r57F`n4CHY*+ zos4yvjk05M>SZ6y-kp}3_9=0B;?1btkwavQB^QH(0&m@mT&GQLgSMt$jTkwZgH@NR zI@XNR1PrrHIktWF@6HSEFHAjjm|OdW;6axXUkMjc7bL#pg1Qt-OrSEzX2O5Sa_TlI zfL|j?{E2QXX(AaYk-}oPRoV{uzC1ckd<%VPSmTKY!G^s3U{Mu%dCWyz+W}z7?r<)5 zeu9(LX;(P3R<-TAdB0hM4EK2?B>vJWwRyUZ+IG4QT7j{Zq1-ywn&v+3ddWrjh4d%- zm~y1*MuaLVGf`U0nx@Q%&FYe^%D$JqB7JoF-^ufmi(^Y;(p9w;gGi$w$Zlb-SSgEI z-$Qo={ermaZq+Ahj%Xx?Rz|UPjg4`xbEkOgGk1Lda9?>-`8L5N!50|%5=oyRiflyG z1@B)(y(LDI$B2p4@6nJGA)uEk#v)6klYf_mi#T2NLtWc>3!sNvW0*U^g&Z~ z2iRo`m_AHxuy!sxKRCbJQyo_8J=-0;PdAzVGOaY+H0;&a(GSr7qno3b>F*o68Pd$t zOpomS?NdC5+=sxu`%73)RHDdGCWjx4h)&p_C`i4Vx-#Q)W>w~ptdD7r(>m4qrPlV? z^)X`gQRO%46WPrF#dq1U$KKIYWMp*xbhkC}+EKbV{bEy3^L3liKG!wf-GF(|%=1m+ zNM2KLU|R9A_(GgkNAtGuOJNFG1uw-rcnCn-BeKcW!rz67c%M?c4|!DQiO>N7kv_Z&9+5z_@zm2R_cEizBtP@g53IFr!6-X7|@ z<67(8>U{~)*+8(SDv=wPU}vRw@J`?taK`n4zrl`Pgtu{r;9LF@fu4Lx%0yR1Bfv7+ zgC2BG@P${(X2|R~@eUBbrOSm2g!PFcK}(SL?I08NWu7wI+#2^Yyg&Qc-`G9od`myD z29gXz4E+ty^fu&o$Ln%+tqooE7SkHj4qHRp7*`9|0nW$KR4;0i?2{}ZEGv9zLS$mk z+5>CH_W-=kdf4AC^$oyg;2CzlZAT;tUa(5}}$(OlBa)_pLB8BNyC)+Nr4&JoB*PeQgp zE9ym$RGv^ijMx^*!*gh1?VYuAk;68m@zYFd;s%LGs(=#;H$IyQcO}J)iPCrDtMB;^9a-@~h$( z1wnrht%T3E$i3hF(00=Hv$>u5sPV3GsqunwHZoEdt$f>AJTq#0Xip;37>R--%p&kt zhT;0Au@k}j?E_A($Cm|a+-Z0O{vnEp%ixj?kU69?uoIi7{!b+iX^0)!mMXvEjN%Y_ zbdyB~MP+!3ae>RhIqXE=S@(2LZM)Z=Ww~itV%TKpu1nP|(i%0-G=(*bHEU{i>xOI5 zrP80Z#921G>bUOvp87@zLqi@X!PO|hfU28>mg`KP&p z2?@y#VU@`$qqM&40G%dYgwNxNe_%ktyk=UtrnuHwpIZMl8BF&K-ElWw*6FqR+IhMq z+8272{;R>HACCR1@wNdrv8TOfBPiEz_%8(~(biOO%|P zv@mf_?AMr1k#!@UskSQB5-nXDJ=GxiiMPBvylucS(mDo#)tT!Wi*s=iW?eFOv}dNb z3pSoEfcl-`WxS8Qvyh;=?Hc6j;OgOQ>FnpY=IrAPfXki*dhu(RNheZus21Yi#H@Us zqDI{;WTRhu|H3N6|~^3r!Bs1P5qW{NDK0 ziNh1GCaMzEaa8OdkxL^kh743smHaC9koCwA*g9r2D`6%t^sI69bo-r|?q%46?Bw3) z+2j2OY)v~`;Z0$}z#;9+9QUqsZ+7i;9dOQYq}tosQ*EalHTIp(BF7R}57z+SBVPoJ z2?gl0u9rNJzEn(CR;%BJOb+W4-V2-+c}Rzl*@~Tte#ox)!JZ2bO!nV!KX;|rci4EQ zRYpRerW>T`sM(@vt9hxps=2E#z#FyLP}_RjdeXhclMa_i4(M-lMRVwX<(2ZFdS%F@ zs5w#FV+1k6_;+z#6XwV7i|!QV3m+6N4UG+%E@>r>rqZcj@je_5Kfr764d$_DyI16v zc^12KaNYKJ*Ls$C_pxA+GCpr>@Xh*ow}Jriz$J4!?D>xOwpR9V+dF$*d$nV*qZ4*c zw=>afJQ&6K{OtmZ&?iz$<7Mv^@v39Eo>?{wjj;VR3S)r8}4jTw-TN~rL;hyJ@3rHy&wF`{2v`}8? ztw>X(CpIE>K>U-q{P@9fm0(&7ja(C<3+Wd!PyV}Xz38kchKwamfz;pw?yUa{h-{ac z!|ZORm_5ggWzRDc*fi8FEf}}AyO;6`nTg&V?m?gq+;cb_*X^lxwXMJ7roF;Gz`oqk z+tJ8t@y7a=`sVpp1)dOL)F9CydMt8EH|4h!3qh%Gg!jrIRc+M{`F`03R1amMe}!c* ziR|}1VC%U@xh7j5TZD!XLx`rfW@@#g`djt;n(vy!+Iq&mrex%b<}n@E`otq*w&b?t zHfG-EqjpD)kDDHQEWsE*B4Kg-A2AD}S4N$Q{3ApV@=%s6`wh8GKKj{@f|+pQ3<#d_ zE#(e_BtD0o;k(X^1nIlL$1rJZx#u8Ekwd-nkp->e?Buv;57_>;t+Mt+_IsPD*;RWhBK(Sd7 z9(FqPWYmSIb8)TX!sD979*tcbJ0fa!X=2umYZsXWSzH zHEswfpt1fIoD``JL0}FyfSc+wfd;Jf?L?M!g=?@Y+S$`_(VA_|v|hC2Sr=IjSw>l2 z+6ryy&IgWe?m~Al+tydlzs^4Z-N6||3i*K~sPoh?VW_B)h^3xTgTVA^Nd}1_f))Jg zz-??ocH>TYKYOz9&g<#0*h7#$O0#^nJh$Bg*{sAi(7o1^2ZnzLc*e&?E9w8>6Id3q zJ7i-d6S*q-P*hHI_vj@tePjNKxDx(3l;k@YB>6qkG#5UvmbI^4(;& zxWBvpuwS#UvH7hdEwp8WwH>;w_w2`E^bqCx5 z-7@-E)P(3jbUpM4x`*x#S)%f*5|w`{u41~$7tIin)N-;)kV}li-rb+PE->dD=e+~1 zcC|kmcG@}Eu*&D+ye3a$crflbhdNu>o7vCW?%QTst1bI2D=bG)L+k9b?G{IFo<+qTS`R zf3h#M4n{J3hxLQaVau?;wM~V8qX0WVnV*|n^B{qMn)}*c@*<^N9=gs&q7_apYU*t57EA7GFoFdyF_Tq~R` z>L?0;H~bS^CZ{n|SOON`58poDEYDQWD8~th+!kufFvpwM7)~2XjO|RzEsHG`)~{A6 zxIq8lv%OF3BIZbjNu(;9(jCSRUmyK*beAY&{m|RLO!HnKY#F5ANBVk}{AoxTWh=;uX*j!EG{SNy0pIkeRW-Uxhj~qKQ3ZxPj zI#O(3QPqo(&ePc<>>is09K)cincD#Je=qD*Ci&a@r-1R=h(Cf~jXr@2%+W=dCAnbz z8jgJT1Ymm$MJ-ki0I^r^D0D{Orqn1TA53de;tUjd<;JX+t&63(^LR>-Jq5dS&$iw6- zGK}C6y#;ForDR*`XCeW!oi0eRX9yaBnK%o%<%Qr2wgk1t>@0Ii?T>7XrQ9+B`{o1i ztn6UhWBUTm=1o+l4VfX#ZtVJZhaW7THw;!}7jHi{q?7TiKZRX~8*oW=1KU=Go^m}l zlYI;G!4iDWciNZOTYx>7XCG$|+WBB1Y<0%}?=uPp174yY*;vv{@&$F5GAuvr=ZLI` z_y|MzvdF8E<0FzI9;%nCZ>T<~-oSN~A?YZ|6#M8+;4o97d{F{81Z}9=RJpJ#x`^$C z=fUM%fgO`;VDa0yAh!#a6rtPcI*;#8EgNAITE3YJER8KnT)Df}N7j62sMF(CdQ>dM z7Qi9$175OB818DpPcn*s9(?s`eqVSbz6ZVql3~smgEO+RBwr-^=;5@0o=?xBZK6@=A-onv(62>*inin4P*c6BW8fYRf)jfk zh{PUb5T3hgxhw3u?MjQnQed8KcAD;+4uK&t(Xz?X1Z+3XX>*3cxzq%F(jQ<#4}&){ zTu>lL#k*62U%wD7iC_3*`Hk=lzUF`K&tUCLV`PXbTzc0B>~#*Y{bAc~-)s+a*zLc& zj=ElWH+nOWQyUIDqep4P%8r2Kby+U7xjtp-U9ut-n_Aay}RHY74k5&At zI4rv-djuEmE>W@Q8(oF;%sSlRnW7`~MtV0`o&!X^@%uK>esUf89J!CVf#!jB|Kl>a z-@5;?jkAq69XDx=Jkw#EJHHx^8Zu4OOe3s)t&bf4I)3xC_Vh*1f(%*$_4wiZ;lya- zE~z6m@MrnSVloB3k;|CwO~<{w9M`uWdzek}D!dJG509|_Y9EPRpxyQjcA1lL+;=^6 zeTUs;3A}B^c#b@Ui{-20tAeMlP+bVU99j}42seb?3^Rm?LyxP^s=Fu~Du>9X$u^2t ziRU8UunZpdUGPAjgGb{U-mL4W=9CqgrI&<~vIJX$vw6FjM%|q6mbu&Dbkq|y;udVuhm!rt0mA;E+@}bK z3LgmP;ImW^4+L7|2ixI3o{5d9Y^1;1Ite_ZPGcjunX|h?<@oCQ<{HE7V=jV0-JF-j zOQGsfgFq_pAZst%iN4Mwm0l$b;nYvncX1`>s;kw0^={>6By=vLL*SCf$~(zt%LdC9 zO8ZDlB+=k(9+Onl-)W<;Limo-Q&obG$cB4^jbKfA2Or1(o+Zb@m>Gy(>^}1qbCg+c zdTc5;MOzXrQfrZ=t$mhV?&7=Vp$FK2?ah7!^Lz+Qb^Wj-@|;|aUU4-w2zwVFsjbv= z;yrO3cC-=TvXAC|;_YYhbBBq5d*}#rlF0+hJ{dL;GZ*cj3wrl)-b8ppQv@e4f6owB zP~U_xq6D#rzAgS&?2;s5<9WZd7-z^$vRkqo`E?jgX2?d!rpvZVx=PlAv;H@}v;FW) zX^YSN27eg8SzuTommAAi`uQ&TxB9b?!<@jMzz-wML?I;? zE~O{a<(CX@NGGk6+jzuw{w;(PQB7~|6DwbVYUDOo`NDOe#` z#oNOB67U8}xU<}5oc9%MIP3BlJwp7P2ho{`bfvjIIgQSIm(caqsdYARwZkS#xhut! z;+f)I;N8!xVJxr#O@UwGUhqM1C~C?j@D|U-_w_ZV=_knTWCOh4(}_r8IDZ!ZH{LW} zf9%{X05`rj*PXMlZ`lK2i8p7H**)wQJc*vNdwg@?EV=JX@ptjx3(SX8v@)<9HAn+N z7&fFP6Pu_p)LzUH{=iP`7SRIHI^lBMag6X4oFEL*g0v8Y#4WI!yYV-HLY~Z@iyjGs zxAHFJa5}&oIga0&FW@sUhwtNefLBEWR_6NP-e4zxeg7v;hfaExk7cV^54c4^_BB59 z#=bM)xQv4BVrk%PAPP*B`FM~0g)Ea%a6`~n&{D7yyAtQI2Qz`+hp*uk@K3?=_eeNE&oqGktgAaR8^N|Ft&8y4X!T*=qYYF2Bd~kumfs=5>y#qV^JJ^a($nWGO;R|68 zQMBkEp+$ICv|ZEy49+a74KBkdwY-ryiT1+;d^|4%9QNJ3 z?I5?m;_brpB9AweHwL-Vd|ohE1^&z^oFC*MwEz46TQ2RuzL>;=2bI4Y*YrGgxqb*3 z!Ec!POa*hgSU?aDK;>S_U&A-^yu9PV4Z)g#Kk#c{V&DxjF$#Z_KgK8ZU1YDaEAhR4 z<-O;fp9 z^^lrNpFvf3ht9?uv#GeLSST{V-IPV$r(9GE;tMLu&4MD-mQ1iFSj>+TfKJ2f9_$(n z@MiE=!y&d0*S-uqpf-FzZyz=XzQC{fSg;Uv=~6P9d`E;64nY}gNn21Gmp1eu+ z!a1Wgxs3cmJ|piDC*dgAOD=_fX1ZVyOrE#+t9WC0Ubvnzxl!CoW;7#0^7^ssv8%{Y zX#ev%Imeb5Fo7 z*6&EFcL1TLfIkzis=v`|pNyKIB{I#E$**MS|2{Lg=tk2g>Dl5QVzJnQ_rq>UF}C+! zi5ehvJ48%~USreX2e$5gWDd51?!r9KDNy5&Mo&E(y#x|-R|*~HpWThz@h&TTRA-%c z-J9LVT_-?=q+o#@?%fQxI@%8V;U5uobNhEP=VLd%zAaLx*5iung{m zZSYmF;N^GchH(4gt4ja}s*2UaD%unihGcY4#5nE0!L!f+b1_)_@TI=zi*SYr6V%3M z!lEZSni9j+vRbr@?nfV>H_#SI4yOxGw6Hdwck(QrSR;S~QJF4wJs&<_OE!;n=4Q`F|Thg6CKFCihR? z`Ys*aa!fR(Nc>M!CeLYQ?`pgjY2qy;OK-cNPy8^a*GqOH;6wa+sT12;_ zBT=>dO@~W9iFtGq{RHl*o8tE3o#HG>qU@oxucQOmM+3kJE|F%48^E1$P4Wxa$Qo)S zY*vSa&&VaDir5S{LJ@I={|Ef$?eG?M2}beOz}oFVisk`tbT9z7#b{6?>cDGJ7{~}b z_Fu$j@ed3!mGFT4is$B8ZVLA+NKpIWj8MXgV1lDk2#4E8cQ$6dp~ z{4aDqb^htv<+|YfyvAW$7YZN!Q?8`vwm{Z>lRb z5j*mBv0MCJ@>tSYHc7TdI$YXN(nc}>_2w6NqRvp1@C$VcL|cydK;~0Fa27WaV$w{u zpt6K}C=2f3JK%RKs4pPvcB0l&-6VcJRwEW~%d%-aN&&sB!=T<|n@?QxC4ci}KRY)V%{S0A_zvXBw^ z;JSVxpnjrS;``7Dv&LNlBPyTQf}bgp zx=3swnhEy_mGnK)FwtmHig|3Wo9e;SKSE_cYKaum;|o63)b>vqcQU^kMINSHpcvdtSR$ z9*uhkNSNPU0e7m0^ltFfMGvko*dVo7C)1BDV}+o=JqH8zAZCn}>?pQ^X$<4*X7(wb zk-wr3w*~Ikqj2fYV1KYDeIt>h)NvcJI~%~+V;%hJjqnU+(Q6S<{iy~Nm@+~;h-}TN z=b+f_BM*=*(TD6r5!40pA+{1fQzg_2yd?%wIN%C@#oqD^;T~b3@T1T!EE0~!cV!pO zSIb3$a7eiGId zJ;x5OUFa3|q4&^1(QZ@+#rS=%=pfaPx<#pl5wL;{5Y!jQ1bqaBU<=jdHQ`+eehf13 zc^mw(uz#HoY=^fj6VCM&sDZlRp9^@ak+yye=Th&$U3AcMeNn#CtP`eLn$?1nxd29% zfou%ynHSjINNaTG(l{@h>XX0~eVAFnn2~`ggA=H$=QnsogPz~KW3jcr%=Ku*U#`9Q(Xf{wUP8uF9)1L2RFhN@#GF_-9v zQ?8F}Lp8#_>uG8i)gO$gCPK0Bf8LB|Q!Khgl3l`%Za`Sz7-#!!c z!MWodznq_k>VXhA`4vPN5kcisYvEjLgwHCUQc<_D?ca&$Lac?SyfPTVn-1&P@9Y%z z8=C~b&!5a|Pa=MXe#|gD%WAy+@RJTkGN(1GM4xpb_IUp1J^H}a@sH*9ymmUK2cD$D*I_fYn$ks3mAF7zLw9D?tH&GJ2_Ld_MmJ ztVDfamGL5Bo*UHoqfr^w4K#(7$Hdiw*?YC$j!fhsuoUKC1Ib2iA}Qe_;WvEuVKJ$I{o#VE^ZdMPZL<4-j zEY~qGFR%u#xPZSqx-gEwufc&q5-zWs=rb2`asF?A1jqq>x%mI%=uY5us=6?MpYz^}6fzXaQ05^eQ<14uG80Op zl0+&)hKlf+8jvAPgosiqBx52Zl#&o4LsEvKgmB&WobP}9?hn_!?|a^J_Fn5*&wAF{ zduR8?86I%{dFyy_{D4!LjzvqNZqearrEDV~4$&w5MY^c{Bqj$-gS+*Rw9MT!ch5Y- z@)XDuQqsERIekgvJc};srmK2r&e3XBcRCI3PJ2>y$k{aK5_sAy*SuU?bKadZf5!dx z`Ag}!yD^???sujus#3lY)ugHH=c{>Br^8D#>SfGH%}=!o&j;_vmjoHX+W2TxKo|Tn zbM$Nao9NPbM|yPn3MXj2VJGbWPf4rG0T-FJ7IV5hj9-4wruy*CD{)5lcD|Ci2v z?z6Kidh8K*Me#cfmYb6<`M z&XV~yM@eJxWR7N;wzWxh${3&Vlxls6)NRhy`aAV6CI4m&`|s4t{=MBfTZiaXW5eEI zerFjqPjyXQYb=iIE50=2V5*pvA5Bw@REi!7FEu}-f_GTulfgi}^b3MHcGHnuL5}c15K!sYhb2gNp1Zq8`?$0?>K>{D0e+}~%roI7-GOIFFOj@dtD zr-SnF?S}AHHH%JA?DB-+2D!s7&JRq^i>@dy|0wI8tR}|1?YVj9PO3FDIDh^5)934F z|LZKi51pe}HY_6^4Npy^E%(j5IrFpBq|^dymlipv>Yr#;RMnY{rPQrjMw1*b<|v!%id=bct@o`8+v4Qjc{xYsw9ej{V8?@&^2)XGj(93e zSwg31o3SUOPR_kK>Z;H6%()=v=**#+D^s&l1%ryg<2Y%_Xe=%Ir|es01{3USy4M+; z=hCawQ=_HUXT0I;zY@;6%Z&HxO<5i7i8jNaC0T8e*L| zcPFDfR=}N(meAQFcJX!iZ}_?z%CXck=aQ}tTZUD11>O^06aEnNaPG~1`yKrmP7Qly zyqNK=-1BQ+ZJas$O{#OMtMl(3PW7`c>>WF`HcWk-@f9!4$ZW`CpU6?tegvbv?yJ;I^`i^vEXQg$JRn4TI6w=v!iF5uc#uvpkomls~y)CwcMMaIWscBZ@jG`MJus``N zG>rbv{i_&dL{pqo7iZ7PUY4~1R-baJ+tBkloGLpqJu6)(I+0!sSC^(IrkDB6ed<{c zI=gcyf4PL_F-xiWGc5M9U7CVK}>f=^ZUqU^fP`>mcX5><(Qp>GVycqd~$ z4f8H@{WKPLOGcNB>S41muhXX|IU^)9eLDNH=zMy06vh{abAl6L^Hk4_+cOHNT4rQc zvS$6P>dJL&W18CDj_hZg2l_r_oay_1vfSy;-+LJ5w9B|Tqa$5-6R&6uZ@M{;`K4$| zbo=>M_Q=YYwI{3C`P=n^|IbNr>GYoT4Nf?H$Zp^FhYiA$!FR#aw2k+i%hoD*E2yY8 zG|QUA@xh^BG=9-9u4E-RvPr_-&M zX3T>Sb5kc%B{GJqQ~mBV-46B!sxM{?&FNeIsG!wmFUQl(QB&tQ zeq#Q2*w=51vz4Dnzs(m*IC*w^_T#WJe^k&Zsa>Kj@gs3%n6}%#t3ASoVKu9``Z_~* zrnSGDFpSe-z0_!@^)7P;&bV-#EVwtNy7*gPx)0Z;Db&pZSN%UO6jfHIqlW;Gz=W#OwM*Ris!?-D87NyS1XAN8?3PDk&y$h z|BP1kmrS&S^CRjzQ*nQG?eseP0Ugs{{6f~Mtg%pe8b90XJ{Ra~xtx+(&l#d+R9iEH zt>VUY=?AiUsIpbe+Ud-~%{u?CKL4mb>__dw{A_mnXr2|o%vZj{5~ib-X31(IqwZCT3eML@?DhLXLZ#`XX_3R8mXX7 zWj!@`>s2^xheM8-!t*=#+hS>PJ^+7tY?4HCslxFY76J>U>W=8+ZR9SZ$w(v8f}e-BhlV z*zGlTznpKq-g!t-+*#83;tBR~Jdxch-Ppd6?`6%*YM9ku7fg+F8!7GWvdhsh&SuwU zXB)y%VRo3ZZmL!0OHQfoAAW<0o($fPWuC!r^~br@C62G9r}i}N$KuuTMEf?Z4AxOR*O;+2xZ+W#c+9XH)xs#*|Fo4;h(~9Ak+n)~ zw<#_DR{Xwr_Mf`k|I6N|-)CI#VQ_1Bzesgsn3-zgEa4g9UvaTuG-S9lsvX@!E2y8Y zk-j|pVtea+m)+L5-0PIyo-m{)Ov;ttROyj94A*_l)fsl`@-VHl_V_4+n>9;^o#P zu1Jr|{xQ3Ec3qi9>+Evw;dgxii#_wncyoMv*xmTtWtYTu@nR>HuBXK}!>2!@Syet) z=G^M@=k0E@KkJz6_H=f^^ncku+cUGZT&0O@<>KsCzCt#((D|2j=yZ<;*98yZa9iy` z@@mH9j4#Ei5A?8nObaa*6j9m88>G~<*T<9Mt$L)6g^!01VT_CDrti{c*U0LB&_%I6 zBTr^mm|ZyIEQ{*MIxk6$3|0hbyzpD6Vz*=~In@i3D*d@|Yk0Gsl3JOCF!UCg{hS54 zDcp!*JQmIs6ORXl^q6c8pJ$i5QbSUYrxx&)L8wUqFFVb!p-y>eEGF`d;I7m1C7V8JVJv;_@h4zAHGekmSDw{Jp^{>KWrQEE4P z;~(NG`0Lxz2RakJil#cdxKz4(x(Qs^?mXfrgU-P{Y7qm~C0av}!%p69XV16n`0IG7 zT6)V!jPIRNeFp}8oUXY`&r|#O>G+fM=jofH0?`_3Y5kyh@Bv=& z4;$E+aWLauHJ4v9&SmU_4<*7P;p_3zIFD0+i+Iw0&eqJ#K68Grb9-muxc$^Ip0o$l zNL*!vs{Yk5>Mx)3SXhUC{cbQ1Z|ZD(K9{H5pS~e|FYKI%M~}qis>YYacgo!g$ERfH zcVP+tq zH=Es$f}}1~B$YSyd1^%}KlP!O{JWrxwncnh+{tOgL*u6LE$S(yoJYQx7T8~1;RHSK zKKlZ+$#^8A1^#g#|NF>u{}XI=LQ7}XGU38Gb{Kl*h$}dUJgA#$JKXq^HIUCe)2lIEfPPguj41W?Ur;poy&>cot>v$ zz_aJZCyzt=i87&X;g{jB&a^!nl(p;1%wU7MW!^YX{JAmt&WYT4(|^lThNh?3$6=>4 zm0LQ~y?n;cl!wn#^PGP@D_m$#hyV0c{OsK8Yoi9)wX$cOUvj>Ax>mYCbVbzHd2fx4 zPH6q{a@=p1+EanlRjEew^7rCJaRrw5Gpm>g&mUEt859l=dr&rBVP84JICw649`@WD z4blbJQGed~?2_pPzTcU?IBI2_2l?6_oCqd}N)OUBURDn)5Fd*g$;FFD$J4#dY}u$# z)ZQ87Pq|JN(Qdgb^f5MV#hfGV^7W{*=vN^A*R%f)_jg-`IZ$l-K!1H(b6ht5)9KVR z?F2U*KhK-~#a<&H!{=w<`d88F=<={a_-E?d)IrErCr1O-c-`61?bnQH83SG8KYIm? zmdDP=Ul)pH{ozPSE0fElZcL2~d$P4A;R3xj)kT%6>}y3dJ^H}wmWS`@#yJ>{R-2p> zt_lAT`!7l7Oy8E>IXiuR7nNc6`O$FfPJH;Q;FsWKy!(;Vv#FPH({^m_Mb^8YU(R8}rc(5mGVIBMAXuE!&)lM01Oy}OGUT3W zumgiaY&HYimX>2e+osiOvN71WjncJ897~ z#pQ?0S2cX;dAqC4q)mSnZiip#a2E^xAKNLcdOKH+nPh_%=opKkXmR@}u9gQxqTeX{ z&9$ZDy(2?Bj9Y&d&G&qFM%(E=`_!37@yji00EOfkyI}Zn+QmYCJsGn&5TA%|4{lS{ z>w>GUR=aHxG!7aB3vrLm^5hn@hF%niIk<6SO^98l+P?{tB&xsF}oEx1#I2G43 zR=cTQjqPKZY4m!CCaF}cc(?G=a9a40diF9|e1rJGcncf78S>}0E5=^l`DwJ# zu5|08@5F?wqFhlA=cUhyw!)*_@g)?zYC#U4+E|n;85FX1{Rv~;6>l6Kd_b*;SYI7? z@^G*{ewWqX%f}|iJNeGk_)S*%Y~0z|*(bw&;Yw@XH_@r8*r%~{P(Qeiy|)sZ_oTlR z`xmFjhz$+H>fz^N=})+EdHX&Tq;Gt093D{Z>Y$HwnVI;Uoy@k!!KT!56`?n%9|N5f zkT!Cy)X|&9w;8dW(LZ)T-5DQ=3*hR12kXOg;UayYOM{>F7he<(wXe$&XU2c%o*xh+ z^V!?yDhz2)6i2_%EMNEMY;YjBgSYfIhBr`xn(IxvhqZ0BS7B}O_LBI7bLk7lCxWAL zjFK?$n$*SCTpW{grsGmUv!qUFW*0^;iOMtZo#hm#De-Bqzh2BQ66Uu{R!981Rd7*| zFX&=!uD8cu{`kD>7ITHbio~sPdrHNfqGCreygY0Sbxph&4~RdcsebASo{9R}y>%9k zcqSSl4{v0Dp6Au;mg2^H)V~)-%c5!`#pjfR)9Qrdtv_lIb&Y?Z8$>b{0_s-sY_|7ob4u2=X+73 zG!*R*Z~u!f5;eD}U|*?I;v3JFj$eo2RdCAssXIjbPoU6CskN-_A=mqdE-=j)Pw=d5 zgG#|W=D$0h_`R?5nD2V}?|FP?IX1ch2F#RE-DuC7Px1I+_F38OREj2gfqwDtL| zoOg`JpW=F9_4(??yHRjiuz+u$hKc?0j+}Pym_c`aIv5%hguU77?&G|-Vti$Maa_ig z-?#dstKZ(lTKenrm>8Z2a$tsa!m-wFe(K(?W-G$>P^uYD=(gB$D4P}=1sUsTirb4sIJS@E~+|f2fncp6Ejk6Jlq%C%0f?AZh z?%|Vo>sWq2Qtm$vj$Q0-Ub3fGLm2#)-1FJsZINe$xY!=5p#nMZr4xr zyPM(en)p|mVA0@WXRUq>M<0i&>t#Ma@r1JUmd)&;0f`45Wp1&)4W%tAT9=_B5IqSJYdwPQT-8^qrz!F^)ccC3LF{rPsszYoW|t zQG3>w5s!x&rQv*O)^nKcFJ^Twi^Lz|8Qb{cD|q4&(cw_~NIJ#Vx?>=%gWACqdC*@p z*h+G*9J-3?MV+F`u2VrYY8%`V9M-4s8g0G4bqz1+HT%&y689!L1YCADC;zX=E~d*V zhR6b|Valz{`wijEp64v?cWrR5(ReCY2h>v(#QZCr2u zwuG@vbVm5N`5i3_Ugxfhn~$PV1s*jj`Y>7)T@K&Nxc9bUec630^@fG)zGOHMmUR-N za_Sg6ZNL8?X^6SmOc^=uHe6$Su!;8#2{J_8LSd2}{wwxP3ueV5ea#ZHE7`5Idt6Lj zR5&cbx>tl>!_*C~Q<*loG#(EbddpEu$E)QPh2`OQ$M?jw%*Us4h7Rohjd*r^htX^* zE}f<~{T^A;!QUQ_N7y~%D^EMksO)yi-~<{`-gpkyRxv6j*V~pJ&a+oUo1@!;s^+_@ z3}s-@HST3LSI5n*75@Pa=7%Upjs5Sc09UbvsqXto{7ZZ_&EQ48^)GwrlH>?#9r@f} zW%p9sR}wpJH^*5~POBZBi$_MI@!S$|?dT>M=?9*#PKEJ`}Dj{V(kf;#$2=78WvRW{MQ7%+{b}ne=v)Ebf!_1OjSr7 zrA57jhwciFv!2P6wn9OKTYV|_A8hV1PwX-sbkl39jWno9hh1y_KA}tfBy#08w_nLw zTH2Fwy`14`2=)b!UE_C2@7`$E96-6^*!y3w<{3Pp3#L>RulOBv+fI|H$#?&U$MwPE z^RV#IdiOTbvb)QN=Rxy>?kxw+G5N$M;#qZh%|p1yFS46za;kFSrS!$0JzZxkEXxy= z2|iA8dE=AE(~O1lUwNLRu%%(#+~{2;(>oo#D9^7Tp7e81Re0zoKK>n)noswh2d|o% z-)rPX57VJ4$2EBVGI#k3du+^O>-uR^aqVdIBz`gt!UaBiIBj7a6x(K|Tlp&L>uO(5 z`RXldulKx<;e?MHgB4W05u#W#h?rLle3^az;2!t7iy!SP_74l_&BOMv$IsZ#bUywG z)^wP!oQp0umTmd|p|~`BI|mhifCDq#$GYfSt3R)f^TGQCk-aGK&Asxi_oxTWjq*eC zuV-lvkFe__KJRzqdmAeWRe#3HiB`!fuJDucaCS)i&IR0E>DsH!%B>jhG*_C$GNwb& z5y31dJrJt52%f-e`s>mBL#FXha4aY!_wB|OZ-OdI&E7`*peY@07R;z9yF3Y*8sd>H z#Fx_WA;b}L!L-CqKVgAAg7#MO)Mdk0L+;Bc&wGQX-2Wo|rzNrO6220a^d1f7Tl`{? z@AjJIu~6v4U{NrH4!M>}(nzlKtDjGY79W_y|BUVR^0tm*z#RUW#I8Bm{z4l0<7%@R zqE;#Md)Qo6cgL&g?ybb{&&BB5u;?0Wc~mq8g4{rHs2L4ox9jIy&cWbmm<)eUq*W<-+Mq~7q zHy2k{vEP<#=V2MeJlaf3m+Ud)yOmBb2-1ElI_--xS@p5#K^f~o@o7HAVk27~$0GN6 zlDo0#`#i-_R{AQNy2dltw&UNc^2fU2Ro0T!Qx*Az{~zF$F>5Lo%)rWDVR-}TPCam@ zvsPKHFlXPVR;Hd49X=2zYN|UHm5cl-3$5(F{<8b$7WIeXVo4+H%pmyv((S&}2h>gV7W^8T;OA5rsDnU+O_kfYx@7Xsy#kXLe#W6=#dFwV?P+9`#?)fbZQxmHR-=q%r2Om>zYNy5QZk z$g(uAyyATi%zV9`vsQBFFtycB+l8&INqQPz{VO~q`pni5Fr5z<4QqLKJ+?O9JkP=T zuJxR|X0y zPa)umsIZl=e~Xh};}@lauVMBO^D+#|e+#vnn&+3Ocz^4HY-<#z8j(4Cq$JOr2Pf8v z`X7r6zpE?kmODMerbg=(k|MuxGv`Hclkme_j9rQY`b}DB*t9l^LN7aD(vhoF*(DSIIh!oOa` zr7j9CSBF^YQ+|l6Lh4BFGZK%eMyo#KZjOkbf5o|i2YF^UvEWT#Q-armZR$Do-P23r zQcm1FFzRdgQ6FP|KkcOf9$G^@XsnL3gROom;$NYfRtjFf!Iq~O|9oQZ)!~)l2%O;& zYbXC?S0`E57p^{9o={LUIT-xtyBC6+X!&2emqZ_ZJD4rbKNvo*f4M&!{09Eq$u`UK zjQ6R%f8a4i*~tnhT*&7&P#5|ZdYp|5<2N5*t_87$j=1Co_}D`A;t~FI+&#S`e`>>q zpA63iTVQ2OefT2i4NtEWJ^mKAKZ8k_u+jPq(!GOG_QA0VVr574gS-;mL@)R}`aXJE z=G+VZtTzwez=x8e?Qpoz8j3D4JEzR}JFM$GHDD_4@T@0!*Ibstl?S`>d+L$hA;Us8 z(Sn7{kog?JIKP1xyN&bZ*xff`_ByfpNAaQ)k1mUMEWw@DLaBsroK)`}Pb;}Z@4*vM z|L6skj#}7BUYxaxEM^gQGS@w=#Y@ZKQ>)l*ZTaYP{NYX6!6jz(UU6!_dn}DZ?)CY< zU=pk0#zpX}rO)eNwv&AMtS7l$)U6APwuqlA%<*=yp&GO=D+m1r9~{i)a;VJaH1h{> z+K6Abgk`rw?90sF48Ht0oqlrg7AxK+lHZKqyvcg@i=rROVc({I_6;8u|MRk>qiiLI z_;HGsP)NQ!0cJi&k6sYY^Qu0Sudk`mU# zMKp~gd}N*3TIVa95B&jEzT^wP_+^EdA&%>ZgakppaSf$07BQU*zcy|RGY0i57 zfi%Z)jalmbGwEENqTA(hA4bo*#>;a1ob-kR@|u&;e^Cc9peWVsZvQ^#4r)?4XUH*U zxQA};w2nKP0aah&6VKpL2U*8rR$5kU`p-Be_WJ?2?A9OGSaCuD>Fnu(SCbEN-Y;hhU%!cMl)jb$fw%z<+0h2lpu@ueyc_{dY$#qJ-W zvJc?%#dOc~XJJP~rXI%O5wkwr|9=a1QMaG;-RR(RHnz#Cqg=+MH!oj>_xHu<%V1k$ zM7*99>RVxI9|)4sdiXBgv_#%l}=s!c`y*?j-ZQl0q}4RjA5vDx-G z!%(d4N4WPQcK)v?>F?(QjKXlZUsApEjPY-T2bJW4)#OEkj9mx5GD+T4-E-V#j;6@CGblMpEkCK>^rTxXG(tlmLrOeI*1esV z&9CKOkE$4ql)o0m9FtsNCiFjwCtSxrW{TVQ`J6-Ubtp7_NUUn^6V}T4TC$)|%})uo z^Qh}3{clxRYN9t4;F*u|uFH+{-`3hjI9Z~C)Rd=`V;`USjHkq-N7>#<`x|Vfca-QlNgZVz1>idv zlFVCM);U*A;3YZA_Vmx`nK0l_Ya>4ub(%o4Od0xC__1AH@C9DbO5LTXE4CBe6CV9F z+c|?hwDf#?%w{dWJriHWUk1u6*2fL`*2R#oE8DItLw}#|<~6rt=w376!Yjy%^vXGayru&tg8|1TM1)|%XNN(7S;LJ3HO-f7%k~x z?R?rD?0+E~S%iV)^vTb`j>6*F9C_w@X17$BJKPlf9V~Gs&(7dfFij8dTpB}Xn!|^3 z(n?t8K`K>mxKdSZew5nsbm(vrI@ICgCG-;q1t08^*Z6npel^|LpN7-{Tpx^|l@lA@gE681?-z$#i{eWX4#JN|8vA$fm&1In zIP`C1e#;x*31;*qvG{vW5yTw`9k1kaea7?Ufe8nj#9P*#j@8*Jl8<;}|o_cg-n z%ZT~8=#vd`&X2rs1I%>3vJ+EgKNrK~91kVbi4=R%(Nx~LXB-l86RkM#(*LH_zi{A=+ypBW#GF>dX(5(=y{&H_Kc>h_tV_(m3fSspg^G~a)Jb~RU!)GeG-cej@736He&l4@T9?Ng+ z{(HjjL9DVC+b-ub8;ikJjNW~IGl|`o<7e0V>Lo6{!k!QEmezPjZGDK3(XD4un_jq( zt9-}v*BjAX=B^i(mT6Sm!L~)}5o6^NJ;Ta$jkRJ&E7|20B1#>5nvYE zr);3+{|dfPMu+7xs_8dWi~M@kbBaB~G0cs0k&fzD9~+$p?qU{gqP$PruJ5KWy|Jae zp-NIB+rZW$tTq?)7zP!`@X9VMAbI*%J#RPIsM3pd6cROQSZ1pC0`Bv zdylcNA%0fzyYl?}J4o}gv6&7%m&pn{P#g33oLOw=btCk%8JHmEZZtQ=U3m_lo$1xx zd>y1^Cw;Ahbb_3b=VZ}_CPRrDP&Efn3!wfPDEuF$@QC}I1A%t1=kMj7-^!!L!R=Q) zN5i-cE9n8f?!^yB`5KPbmKB*k@SI~W(?!G}6>$xB7+HazfVO&=?Zx!7kM z$7gH7|I_xrI*zLj#FTr5cZM(EX+y$it+yykE&H0XK8E$R3h!Z~*R%JQFngaFt;wrz z!KAn9L|tq|lYB6lmG*Rik0JM6{Do33?(B(1u!B$JhGYD^qAXzxMlgfURM43IX0B`T zo@>of16t65D6g5E7jL8`9`;F{le_|-PihLW+^@a==YUc_<1YtjX7}p(%tH=|eim0JeJy8_hw5>%`87 z@rr3;Umj{m9-mv7ueWBe2QiTR3CF`Qo51Jxd?s7g@uyin;;u^TV;BM}3Wet=j0c1I z^oBoiztZB#kFv(gsFVX>cyIbv!neLO>!WEdOYtKcDzLFzWcUSHX`0>7j_0w#i+xg4 z9{)O4QdTu<7G6?FWO@Qu382P1xOsu_jO%`TQk65*AxyUq>pEqT1i9Ws$ zb8UwMkC8h*EGDhRa&F=qpL*{sTq&e)&Bb4zfre*g=i_bQ**?=Eym$m2RNg3v+ISu($cJq;VQcf-Xa8yLrIly>U!06s#PYuoM z09CL{ys|Tnc{i`E6i>%++nSdZ)&ty#%T$2{XIMi&^PR;P?h^ybT=3SK;@)Agq%q#s z#2WM!dXp{*A2()q%9*Dc+XEu*>$qfVSpJ8nd*3xOam1Ny{Sqj0g-Xx~{NWR0IG&C5 z#6Rco^&`CQ1Dt6;9#TjgsfVjv!omiM2bV$1n_)#P?$&^suNaMQjNRMtvVpv9v*`4U zJglA1xE@bQ_T+0zCmjwo%j*uB?RC>Jf@|H?65W)ydUZ88a1~_#S%kPpy(^W$SESwwHR+jF}St}I9MF03k6$?5&KxS z3{@7n>_TtQKJ~4pxJnM%R#&z5Vq!^ss%ny7*6_cVeaarMFApi#8pBM!-qyV)dzd8I z#B5&qHJ?fJhL3sVYTmZgxb9RRU4~0O0mB2`SoOq>y2AE%x^{c<|6gii3%bf&F`*(>J{Xf};axYwkMn+36cSAH8PBP)o{Ca> zZr*kNS64B_5e$6xaR`<4?>(v>ksEvIuiBQDD?DuFXTni_r9F*{hR9?l(&~4~Gpj@g zag$j(%U)5%crX1;`qDV9n%V#!4Z%VV(dp*+ZeDyZBpo55Eo3h_%=H>$)kAE*+4%KO zkeF&z3X>VczdD-Z@(F&(828|n8;xEM45uv4HpjR=Abt$P`wHO+1ydJW7dXZ0wB>ZD zf^?n{Ji3JHMj%Gqs2hJg{qsODHrX>x$L3dlQVVySK*6rd_LH8N%dmk~qTJKQIG0!V z#j^*?Og7*w|3Ij3tdW^YWBOiPNvtTzuaf%IWZFat+S)8xXrwZd$CbK@j(@=HB(L2n zTj(fumgL{ZjB;1jHNiZ8Z|uJ3BT1dTB3_(^j4hzaBe0`@dE3Ni8ybO+aPSs%!YSf= zP1rfm`)hjLY<}?)+--rUY%->~M3SS}z^i7roM&0WtCIeJ)7a_B=tR`nYa7dIt3!)n zeD_FH%%{(yFJxl63)p^1*-X+4-dc)@w>eGjE9n4Oh=Z^5?_A#A zUjDz7kA5louk=*^$sPZKn%6?X+t^UHKJv1j=pRbw^YVZPU8z0vpMduz+HQiU&*But zaE|68^!L$j70jXXkJdVB-={t=;-h1up+>8-n6ktu)Drcwq4DA zC#|X%Zuhci_!)HkLQlslVs}!vA4ON`;_Fu(zt8Gbsb!>+y!a;jGtQA$&UEc;`QR#C zv8Q`G%GMYAoLk}9E3S73>`ZdLc@VPO1s?mPr!N34$I<|k+%eP4ZNvxurlfT@OJjIf zZC+FYT6Dz0XX~H+1`5B0hs+aa+jyQs@%jt8K@Cjt6PeRu`9L<$KORhi1D|3TPr-yD zY@m_KcOEhM5jdYonP}|$@_zcG-nyQ8vr?&}kY~KUn9tQHE`lmgs>jaf|GOYaM>c#7 z1W)Q<#neUrjvwUN?_nv=QOyt1Lzk(yje=5_SqYb=JFANIaV`Ar#*_`PMU#Q5AN|

&V*NL9p z*-aV#SszABrh6rOVa7b99quyO%yr~b9c3pI_*?Gista|o@98e9C(=y!mFEzM*Nf3{&XQ`vO~ zHuyI-xUH*r-(Cb09ruuX7P5 z`URZ&7k7Bw%y*N)+z{U@c3%>or1Je2&GsBgp7@GOxcD!%Vii2R3*JoR-Q(fYTV`gV zUWxKD&e_o#QQ|AAMkjcXtYj$KxC-}iXa=;t-(97mK zQ6*lWuTRqV@v^x&99;qP{>S1viOgqx*BgS#1)yGiGygVS|A3Kx2%^k}E+I=83^S5A z@PN_369>Oq-KxB7?`L)Y&bq3q>%Y5ASJqBGx>`)XJWR`MOY-pdjeoMXXo5Vmod1t7 z?=8iV|5+2UDn4&+f0ut)(G3-pj}b5u~qxZ0C`I#yQEF4U1I_B0JkL#;C` zrn|f9>wd1L_x=yJ>Ca-yvYgzQ?lu`lci8s;jGM{&%6ipAPudcg#S;zim@o(7P{3r`%y_ax_ z3yN6iS^uU`e^0$#tMK9y<%} zdXMoRU>1{4-vgm);~wvLPiOqMJs(}k8Y;?f>PJoFn;Z4<-)hxIo@l?7-92b+m92|w ziDw+aQ`*oN3&V@WFujOcTU)b!NQc@g{N#ZCf-Ro!eSTdK+aG2O8c=LE^MEpR+q}5v z=OX$p*1N*kUdeagmpg34?`xXdhuzUT@bXK1Yl7M6LX%pqQ@1+1D4hD&ymf`k4dsg) z>DHHri7)Pi#G~257c{0{Ws`NN7{%duvD8nvr=6nh(9njq@GeEOfhy#D`+(<=&GzWT)HR|Nmf2CcD{f zZidOb5`F8eyy;?ja{*Ym20t$6`BuoP_UeCFq9TzoQgnFODcy(ljW zlD$Y0CFr7{9-euz9T2O@qc(Y8BlG@-ua;*0HFm1o4F{|%Px;1p4>l9SjQAM3&^`QV zL0|_U{UbGT!9fsz3cKzpzo`$Ozw+K`F;;4a!-h1oZ8}BPQd{;%x5KwVtZxrX$QDPM zVTeVrg=09^eRP(jS8)-$+#!w>r2B30-G^A}6*^Ft(!g@Crm+o)n&+1~`U1JlX^;K-Y=-)x0kW41w0|y zH(&x~J||C@VH9N5Ms+Ffmxi8)sX4WI?E^gfGFGr3&hDXf*Rto$!?dS6)zXGXcZ<1~ zvBNvOZh+_QX%63DA)|G{y+xVoW(*JNu^9s2KlRlfUWII;A&%STLN;<8Yq-ap%%cV* zmEQc=bsL-~hmp-I-e-#IH_+Sa%0{llHvWtTvApN$B0rkDy!iIL*vm{D?H<-O%_ zgG7TJ28p(KeO>RpOI-UEW&;R(!_u8>;zKc1KCqP!-=5 z^8dS|jxeaWH4mk%u&&H5Ug1TnqD$ovpX+Kz6}YkfNO;k@7HzEz|)U4{@45W77=f{7&cf|wG)TPhJ$&qlH{J& z-~+kXUZ~pA-OTO6G>(aLm2usqXFA0aSIb8_VI@hOsSsAY$Lfo}tZ28pSJT;x4mshl@Q;ZnJnFEx&>NwEq;9dh_dB zs2ls!VRV`J_N#hFH(1g^7W5OGo-K>p#0tKapN_J2rH1v_&-k~!ez2d+{xlwt?Df@< z=37!eztrvX**Jo--~bvb@B z9$U`AZl0!fZGc0=#PZFq_9R|(lb*ry7}iqk^IKk0gZ)N$RV~-NUVPXl4t=4jHp0HG zzhdQ!^Z*?Uvfc`%18{LSzn>|WfRO8hWWj#0^dD) zLI%+e^V|V%MzN(zqS-&HUJEh7s;+aB_imEs){r;0z$f;}KC1KkCty-vQTl}VmF)jB zSj;{o&&cGjg(w(}y?!ID>S`?XTI<=G;tJPT{aV3Y+=_3Wf#$Q!)KXgc<1lI(C99^r za5ss0`|$g1tl$XiDZ~R3gz6_^oOQh--amo;-NWkhQB>d36Vy;dQDuhOw?O#**6Q61 zgBH_$j+&9HtfRTw_1=-UKWH3d?^)>d+v#}ZrQTE72$%Hd0NehEhZoSd`VA$#7(dx; z9Cz@Fx%g8x_t6)Fdsz-%1yWVw?FxvGrs9L5u?yUt<# z;mh399_xaJgj2+ue)7s^WWN83MQbpYH`rxQ%=CR{GXEXsv)V7R%fZ{2PVKOqd}JkD zx(0_z>Slk+ZeL}q58Gp+JG`srlW!9Li@2|3jbapCj`2Sne?gHLo5XkZf>V%kfT~i_ z3w4Se(LDObLjHf1F(@f78;HkLmbs6T*A_7AXN|!s?`nMk!%wIa{lHsJ1=p$VHRQ`Z zMf7*Y_S3LBS)tHG?D|%$&60QDs;XFBbh{1ir4pqLA7~t1V@*jr%tOfy#*p05ra>Qh?cA$jUQeCKb<&s~(@oPO7ZU)J`gpL;GYjy%aL zKY_~^@q@DPuBg2EEuUYScmD{tD^O`ph#oJA2Ytkx&tb%aDr`xe^cWPsLtK9X7JR_B zUzPQp;ejEJm;KG%c+w z%O@kcBUL?B)m}68>E%fcHm^J=S<_*c4HnWwNBQS?M{bXjYHHr*L+eZ_KK zc7<(lt`JY&>wdB*j-^E5xvDcO<*Z#H)_t`0hO*hhm_z{-YnDss3Qrw^jK3(6vC3}A@_xBW|_^a{S=kE>tBk2v9 zEmj^Coj;;Q_r&)4@T>d%ndP;~THa^P$GsxqET5Q%wlM>T|A)3Q&R21Idq=N*PA-@1 z>5%mL_jhmkVbW22=|3t+LGMX=pNr!yb+G${@4aO%a~XpZ)Xbc4@NK+cy*n<76>Kyv zf8srB*zP?dXnsD`!FaSXHeJMor$qmU%%rk-_*^k{*~L*;_fQk^wD2Tv7^6;}t~}33)*}CglT7yD>XFB&2=0M!KKSXs(G-ogosp;<>dEFmy2Kj(A9K|xa-9*Y7&*@PpgRL=@PIa zR8G{=sQ%}Ew#xNeySIwsc(ND%J~N!?zkj&@i>OIk;Kw`REBHhaeDz-S?~ADmzhe_e z)Lq8OM{o7_i@Gefg{7>BuFAtZ<1X{q=5kgy#5nzDh2cQjnYqGZ4qT6W`j79o>#U)ss8?q*uC~Nb)d? z_>x|6ozLGy=X(g2ua*66^Rr}yBVF_#96uB0)Rej0g`>V_W-IuAJJBM=6PAkq z53|rYM&@$0f-k*uD9yeOOHB6JNa_jS(9~vI`&W^|@R1(r#-8(5K6w)BxJN9wOT4;+ zO_f)}YfXth6XXng@xMg%e%g3+5^Jl-m3m^}KR}YCU;iYgI0YKq21%2;={Gc^`*8G+ z-QQ#!ryNgiOJnMwepN$8Svz%w9Slm@DQlSh3Cfy{$HE_B%Q{(Vh(UfUzJ8Adwvb!q zg7;ZsNe_tKK#aJL{hftUb@82KABy4Z`#parm4l?-*Gulc#F!w@a`9()?3e$i2Verwd-=YK?3{an6~tV2k;=O=o)kKy-YbdOa0J5GBI zy|!W8nQJMjIoUim3}xSh(<1kasqh96*u)6Mb>ariKcEvW*K zU$ylo@#l=VbqG7zu1@;5I>g7~cYAr~R{XIlE^)c6S2z}`S%(T?>T7jqx{Ee zWR|y|I-x5MpYO-(+QHNo>}i60u1@%+Y_+I9jHE6f8ojj;{098w*L2P(>B{;^9cicM zI*%39Wh4K|9_;pDo!ATdo3FjF4)}fXZ2|ksFMBR7|6lK^-hxYoU9k~9em|}`R3`8a z?iTa2#BS~~XQz$WAimvPwy{Uu^mR4zAMI&!RL-gTiBDW&Mw+P0-t5Vmv4lPtV$Prv zmFy9_MQlsYOwX{7X+59%o;geQCG5azrc&nbGd>O2#!Pzn5Sl`9^}FZX+oiDLUf8(J z{EWoulGSCOK*|r<;Bsu^WONn8{0Q?rM#nzjN$0BvJY;W(Kdt+&7T)9&KI0!7aLi<9 zsbVtlK7N1N9GtS^Yl}Jl!H5rb?dtNt>oA13Wr;&vrqVt%|ID}PIlKZDI);T|UFx!7vQ#fqu@;XYUG0Z})q zSIp+Y!@cgX{Ck*tY$?K*!AEaaYusS>f$FMjecVkcnpAB+AL`TFvZeRUK~27S#FMwB z9W{bi1K>yx){<0xlf7}0ef}EzQ=Fg7W$zd9hDI1vUcP*s??3L7bA=~ao1SE-wFY;4 z4+E@V4$48}IpXmfeC=9VR!-Ha^HE8Dztz(%r!%*qhUMp`o}!?gXkx_ zN)M3DmY@bT<&W>e^P*VHRmN|kG5%A$I*5a>!yC^<-$fV8L4H>U{ZU`m^?1nR)-85q zgY#5YlD(L27BN@4uOx#__6(^g_f2*xm75M6E9p4o^e|@uaDaEio zJQ~4!-j;`N;c0iWcWzZT z9d0fkl-FIU^Rg1nc^nqeMTE%-JDz5{|4?&t^V-Qc=wga?L46m+=q2^xM&KTkwGtKi z-!gZ7>V4^af0E6^xxh?O3IgGug>;01fPz z_|=V_CVKqq)Z&(AF^7(<7gSAcV3+#C-aCD8i##GxqBmV*go@L=8vA}3bY3UpStLG{ zl{Y0mGoG$+NM3nb2kvEd^qowdEY1e*H}*Gp-^1+g4LF|@ns31VllA7^WV7AbVkz_b zpjRYo6;H}!p2tg*)f8{@$t@!KWQ^jV`5J8w56dBEi6aA4J*&w+BYWKC_gzbB#INcu z+u+Dj^IibEds7|uDLKU@QBgg?Ma)wJ*}`F{V;zv|-4Dli@qn(h$*M5t0ZgxxuaZzT zr+H}R?&cYtkkay|j^s%=d^u_Z&z~_3JfwMvRaFkIUimU!@^q0u> zGCglyyl*XpE~`$l?m|D+NNCl@o@9UUhEL*t#-)*L^$Ici0BnAdYFd)QeYcqYoEX>B z6Ax1}yw1u>o~<4`InFH~Y@)~i8!Jx_$={dDJibsd?aMwV`{V=c;B~RCD$P3CUudg+ zt~O#A--_A~vblQr)JYlEXXd_*DA?8fe`U1)5x)}Vvz#4Q#xTpkjbwd%4;*@syzd^> zrB(95m2#1()VY87%o+G~3@*OS&Z^5`+q(WLm7i%ciL~71YPm_$C;O16nI*oB_w&m9 zWdbB9s+zIgXSRX%6{GQ;zDZk;ga2@+Rqg zYA%)!mq-3c14_EL$K&aL$sTk|$j+L>g7CsRg&S!8ugl(&%5ecXQL^r#q&%}LuHTm* zd}sbP8q*=(e-({*tTCM<=erx0oDi3H``tOCJJY;B1fQI@X>_5UkGhMO0 znO=mQel3FCMFT2Lzj@7y!?<8g#9%XQ+H4e&zOm7*!k_^#LfJq1eUoP3T^WG$$TI$ zFG>2i+OYS3jK;(6Z!9|~L5G=4he-A__?k`K%O2mtvJQ#SNuS+4Y-5m7d|u4lLlMZN z_N;*;{nTBqrjMObS36)1pXak9SY`zZ)k9+YDewP6wfzMgejRMM7HW^;SL@))y<%}H z+z*AP1`qJjo%#$GdT%XQuwKL{CsO>VS7Djge#E-QiJH~rl;6r%9ySI^_5DLpx|Mq> zDO&vC4%Uca*Wrn~AjKy3`34Tz$$exRol*SqESp;A`6?KnS7C2sqg6k0{u<7_CVd>Q zDH!ip?SI32j-<4e3`ptbZjiVz7mzeap| z-1zk~;(MU=omfXZ@!@IxSL0GorViQXx~JXdo>bYY5T2)AT&yP2GwdjCU5zJCVfn4a zmQ8+hnx%#24tX1CQX^Y26kLanc4f^*%mtxqL1IraZ@{FJ=*M zv94dlnbN%PWxsnKb|(F=B}LS?Foa(E4O+@=uQN^;%L^*%k~tUUflSMx>lt>F^aPj0 zFm8ZTWn~#n<6UbLUzwxSOIsWT!SWMX}7!uKxtT4QnL718Q1QF8#q+<xoXcaZjd7F>>P3kXc|UBP;&l^^T3hw819ZQhctQxJ{>MYB z_|&iH3yajRPE+1zU8pN{W;eIV7e26i__S32)CuR5)v)LHAz90GD#fEly#%~Z_Nw_z zZt*nkR46=YtpI{1{A4GB!=7ZMG2JJBPxb>^3^%5;qO)SoUfzETZ(ZTjdSZpe zJlWkz6;%w$kX_CY^BdwKrSZl^aAl(k?qA+l!~Y+^O7i1FZ(;Lk9WF@~;dV&f)1O}E zaxaWeb|Lu|BHX~&k6`|GOO|0)#@41mu?pdFb>}u1#e44REGAMDXB=X#HW~NYDsSEF z{W8va!LQ^kcj2QIV8aMCis$TO;fQG!i{Y;H0o!ZlddC++?_9d55-Qn_oU}&u!{KtwSYvINY>r9!79qiQ9p9+ z1aGFp`DFjCC&htN;z3DVe=x=JT{VbYKKnIxGC;nQ2mUU@UtfbTCn$v*Vf-a#C#iMq z)+18}hZyE6y}Y^}?vsga?9#t5*E)@Q_BTvfm3B-Y-gG(ZdNy|u)(?gw$=c#uWLAHg z&*k!wWUv1FWLSSu8(O&1Kpbc?6(gyd=8;JamxIs5r<3~60Fmf^@wOoJSSphmkMWjs zy`;83U9NJc(MYtS_h3mk*K9-UXpj4pz_XVa<6H69WY4Ii7ycYgxdja?=>=$wW8bE( zc8S=M;3u|6VOU`PlD@Y8LD)BZ?v3h9*NA!xX=0D+cf1rr*`ZYDLz0IyP=!cVhvXM8 z#>f>wHk@Ap%-ty8hjXjXLWmh z8rZkI=OWg62c2vZ3r%#IxvpMbMEwj_Js^54#3cVPpM%W%-Qv>^cxfY=PtxC$;8R8X zcIpNDtZ7|oO>Assyjv!)j)#;oj`Pj$5o%^(_4_@%Y=QV(!g(`g`C23^?P_Ee%994E z*;F?_6Y%}TdQ+CjIWKXd%!?Q5R$oU`ME^xb`3Z5xN@!mBruxZ1p7@*V{2Og|kNZXJ zG2-DRnC#R1y|E{_-_x~$A`f8m*Xh@9VT>zMCNDBW<2>t1Rya{_#VQ=6DSLYuZv5{8 zvwTr!Rs+bhN8Ec;#`4dFj*oXKCZFl^TMlo^%HPM*IFo+&t+;m|dBhG^ENd=%@|#4L z9*@tBffaY)E4|=wMcKf!to|?@ISn1EVhb66-o&A$S-zvg+(_~ZfA zwa?|QdF8N4{@IXa95e5|{H!U&m}geLwzul%UiBtid5E@o4;{5DRr*Hzey$3C3+vhg zbUO_!AN}i5ajXX$Z4Zf){Zl50U9VFnhWa<@$GD!)w!1Lx7|QJ6YZLnXeV1O9`lx6_sNN|pQHv7ltX$z(lrC;7IvVN?Zt2LCLHNuew$y08Tr|p4f1!Y0W z9`Z+YPKRlYibx$@nj74`)u(Uj|^@JH&zB{H7VNxKgZ) zsbQmicEUwwQd4fis3$_hYxRaD>!@$>nh~&Z4Gz;r40_buv@&YnvAef1jC1-}*5Ui( z;B~S-vW{{4$-Tugi9dr}GUVZ^kZqxiS{Q3C;4YuyUwNsZC!)*aSH!@(-18xGyp%PU z4uAFkiNOt`&@}P-dAu{}>%QLq>tGr8=>ECg>u*v&A1_P0ny#=x{puvYN@|TQ!y71* z#li}D`~Jtu=IQrY3?;|%m1IA&MPlhs;`Aalk8b$ni>{S{dz@f7U&GRKl+H_FUJZZ$ zZWd3g4L-)xlQRU)Ms`4jw)fC{y2JVbG{KzM#E1N6o9KTsU0B!4aHsioHIA3d^yo)mtvKIsI4qR$A&?>2c|axXN^V=)BrY zF*vxzn5|?BPw?6Nu25C>n;~aej!!H%$J@>2V`jL!h;jycC;96<81_Gkby5i`AqQ=4 zCSH<TS0zTapCL}wV4WvMwml-xQd*6sDN9gsufs9j%N-9%Sh%d5Kc-~ryzM-RkGO42geo2*`* zD?hkW@62pj^f5KQd1BETc9CEH_9~An0|C2Zc9*M9|G`6ViZ^?%r}UH_w6k<}0b3vUTnt5_Mp8ekR{(q_FVi% z)XXiP7)g7aDem_0l`E;g;HK~R{eS8v|2cc(F1blw_1M#_ZI91N`oZezt!ZiQ?t^Oc zc$?mc8xZ4$LPkJE=#FR4;d&cc+?uVChViSuXWlz~H{@AQs1lP>$}VTo0yVH5KDp*_+}$ zd+YW}b#dNM1Lr}^49}R~72^H?ylo83C@05gAJ&&y4i10U&pm->yq)NE#(a=5tLvH0 zi<}>^mWN#PHo49N&ZVjAe5dx#k832l9D!HA20{3RST&N(B^8-4%%p@|oci0jBm?XR z{{_}EP5<9yxcCshP}4YV@pTSPPZ3)SsyZ~5r{%K;L2>$Vru=b~Zl{Ck9Ofk(GT%-w zuydt&{w$xXNL$|JgokHwg>KfACFhgT#PnN^%Hd8m?i?6u;X?77{ceOE& zq+XFzEPtA9Za1=jP+s1jV9o7-Md$f@aQ7{@tFP)0}P9+KKdkhP%bQ%V=4P=_!B2 z--$-`=)DP_shrgF>77+&zgfvDL$=X};{Ku69h6}YR7>dUSr$-*2aB+ss0pWheM&QE z&i}6SyFj<}H&JeR=fn1>n?rZJ%KIioHO+0ZcUdmEKo3tknZ@QYGV9FE7W4f8eIf^R z-NOHG#OziWhpXAy@#whKg>|FrW&1ge=x&<#Ur|9LRV(f#cbp9Yio=!(>RCBO{FmfY zjWL)ObmWgc|912HBNlkSJaj&_qYX86uCo9ucx``Hn`kEu+(!vqp(D#YEpp~y)Ag+> z`rTO|%XN_Np^ql}b|&jVZlcM|H}cmTo%ZZ!l`48J9=*kE)t3h}Rnh+4ZpWWtW*u?x zd{BC}s9Dwfdb`41eEu>TIQGT5d$Wn84`-OVz&A4YN90fEAY>a{We4lK#b`{#eSUEL zWFOfgo@buuwlkQkuDM)Qs~sinNA=bJlXMo~Q6x_r&(2ylo)9Aj1b6qt-R~5Nm6@H{e81*<_Tdha-PxJ$s<+;HtGfFDTyi3KQyI-~104M^ zi1Z3Y>NN=Q55GOk{k$h{ds;*(F{%XDo58rRW+luOV$VhLw9WXfotS+Fj#2}~ z-U0U+%pI;H?)=3aO(7y?!fEv6+bQJZqv5`Dz&LRx*%iLO482gI;_#YSD)#HX%Qqb) z8@i2>BK$Ur=vs)LEdv&pLf`&wdO7-WpAWd78oY`z%H`3yir^=wu)_wwveN0y;!p7X z9-7)G*bM8Dn3LwjrPc7J*_;K{3hp$5KR2m^k6|Xn8q_;z?fqH3Qq|R%?D7uw5lIAj zg}zwvfM5c}EgY|tn2o60eNeoPgD20iUeP}l3nQ-%Up@s_wSfO+7_(&Z zlhee7m!MAoyu*V3-v+0evbOm$Xwscn8Am4Z29Cyztbn`C_eB$rjqv(0)Z@i|nHK&ldblT`Gq2&Z&)~3q8QH4f zgb%q&1yEw1*pY@@SezI0kW4@ou@XL0h>E1xzhDm*agqPJqiF>bh0f6xI+E*W!2=`7 zp@uMrHn7B>u7;O**h8MC5BbVHtU|?3j`P|I4(Z9z-}0<}XmoY3)=qGlUF5)Z(JlRn zYmLcaiojw-z5hDumj*vwj9t`)i&cVgMUZ9qfOOU1<_E}K`*CmQcqS9RE&BGwz6DQ+ zeS7)Sp8WL>bX6}{bp~kCjGQ3}_0^?|)paF$S0p}FW;Tw(rBCCV9pQyOFrB8%?S5vV z7XSJk?l1ZW_LALQB>x`EZUJjx)xv*{z-umo|28~t2z=@_ST>v}I|+=^bM=vMrn)d4 ze{il7?B)v=wVn5l$6BnQ{eNhg^WgSN7`sjUOPmNH>R_9(fdKMQu{uTcp&9%bi>YwWaugRsQT=k!dwj{wnV@v zYrzxN!%hT`6FYvDVWc{MOJ(r;bjE4{vDE<{PXRS&gObm|MX`rSzh7*l5+0yOTi(NS z1aY+tvZGk$v4UGH`LM9xeN+ZlVciZ`a(Uup2)MKsp1%xK*hoIf3Ab2a1NiI!Q13ZW zdl}#K7kS)J>J@%yh#Bak<8@-aYcK9xbiBU99+L5o56sYC*q#HwzlptxEL8NsY(-D| zAG};>>NZ%;QF!WRJl=z9#|~bP7v}x=3+n7DIs)sEON-SbZ@Jne)=ZTrKgmN2 zc*LwGGj`vI7_1J4?-ZwRCLRv0xP1X@LeWGvqTkNNvgqD&8%+kWn9(|oj#C*H?@mQ6 z9~=D*Z+rz$8^`n2hcoU0=?CCThp<^YBP=}jHu>;q=3xo{9fBQy#EyQ4iwGXl?$->= z%8%2sIhis+3q$D;tY#rKwm+G%XtLvf;GsFLig1=)?B8FJ3Q1qrdnzaI$%OYYm!48C z%3N<)o{N11oqTe1{!3=25x#Pn?>|S5FS6%RyvK%mdY=dx2coRzE-u4QR}n`ib9a9d z319Q?D`4n5?o!m?CgPXLppua|poH#dZvFU6_zIOw|bmpwgC=u zgT7@Ew}gIGkGxf)U*kMj<;(sUHtMV5e3@l<|6;J@4RhL-yDlMYop=!l(#&8Uj$^}O zce&E!dVRns1wMEagqX^RtR%DDfZZ(se|m!)nZ(+?oI5lDU1AXYqzL{g;>$xURP6uE z=?VG&P@kAcgb&q9Yu7lzy9rs!a5&+9n9xZ0+Dm*P8oPUrg~~8BcRWn&Cd`KGciG|mlpd`j;xXSQp!m@%|exnt}cM&}F)oalHvXMKD_4vdmxDQx@*A(PgsB%^iPB-gz8kz zqng8~Zqo;P5uKqP^YMD%z6cC=i_+wgx#gVN`JygRdCA2e+x1<&(Sh2F+Z7LcqXq5@`>|kPR~KI zN?hqTu-cQ{b3JI-080zOX2klaI`ED96#gJA5i6|VKWXi zn7h>IGwIJ($>KNjIk8W?sQE7^5|3wo*K&n9#FFmJ{{>?EBXBSVFWCmy*amWoa~q3L zgZ+vBSBF8YpdMjjOgCX)@6gz@v`noBT{izC2Q`8TQ?ctP!H zdhHpQdlTIVyyy*MRugVsfT+8Se~X&vQE*J`~aH0TUGG8#HGxle2U^JaIKbRjNyzYsAk>kk1ZhwpU|UnIJ$(GCr@vTADfr4-u5%q<7ntWo zOx=f#Br*QKkxP7qAGq+{Ncwgo+57H0`#XAYx8nThsys_9cQc6j6X)~I0jq_o`GiyQ zPH^t~SkOr97kUU3{*y87$vj4o7gZqx-pY4eU``rQaT7fPp3Gh#ai~9Eac?;ed3A-FkwO4d09l)RGGuy>^ zeihB&1W0rerScBA^@;g=iB(pC_g&)&))6C6ji}M zXZJkn2jVQI3V4lpUxZjk!X6p7*vCbj##xT6Jpul90yeOod#FO*IfnQn`Z~;DYByM6 zF-EU2S%6IoWu6m>-T#6z_Zh`6^pWjH=@8njUU!50%jD;Fo~kMNWOHJ?*dH^746rnD zTI_r3jTRor94yE8#QB>q@VeuCrW{%9H{Mr+*p=%FWLBqQ$@BC5bt%kq2K!SLrr-Yu z4B$0AF;3Tem`OC2k;A`R;gcRbw>TRr5kJ01JbXs3a|9153*Ru2HHdu^HevG)5J9Z! ze1f)AADfhP8CcyG#`i8>oJ$?M20dKjOxViA3m1H^v2GZMI}YqhW4zMgrRTuV1Q^OO zl#g@}c?oEePwiUNdCFq9;@l*Jx9A0M)9P^NVPNB3 z5UCfoGKe}VCumUzGh-+BiHs+xl{O|eRDzAoh5y>%ZKHY8M%?8}@`XRpiDdluPjsQH z{9T+Gqt~@z=CZhhf#fkivEb?0X%0wP116V1l*pqS)}V{!^V6}ixx|3UAV)3c^#=W- zZ{T^C_}l~X%!!~=BpG%g?kbA=$xTERhsjpG69uo(} zIUZ*~nZIFA3wZu|pvG=uyqnI6>ZGS?zLw66T!!aw$G1fNHIn?$2_A$} zk1CI?i2CL?;$L~j(}B;f1iw$h;4i_@MEyeS3wehz*RZg;JmWOb=_s+_JlOpo%2J-@ zMMheL>x#7@FJOs}Ts!&BS|GgG->MNh!%0}pM`Cnk;^Yi|C!w-Vm|=_4!(=UoTdzG2)v&}+pxuRmSB_|+BqTy3rh;^Z-&vkXdfKkCS0N3{_C z)el^{%2>W4QuHNaiqi-_awm6CPKuB>ihYz_;P@Fv>jN`$jIkGen}dma^O=t%dTp!0 zbU#qHPG`OHN06m9@!5w_z5>oa0uz&6?nGKWT45BCX#@7R^4B_7(NEQkthpmk)RQ^P z(7aK!Do`aUMfI%;>zcjLO`5_P9=hhjGh5LiISIzvn^|?^8&41s+fs!cMT}WNzB!xf zTQKo)JlWu%WLYy{M658zda_wpQ65F(p<6LH>_#wa26G^4t|b{)vBR_v@ye6`t|iVs zLYWwgcJT`IABqOnh?)JHSo005&tz;i@?E`n{?o+rOrlL+zPCLX_mT1OfWxlDwoBuW zwa6*T@#)U!2To3axCFIeAM|X0V`uj9)L}g61AYWrzNdcJ zn}6@Y?*5{8O9y{lMwF4be;b_QB$}DfxEqlVi9JrYbJe-L1anV!_f+@J_J~zXtk0C($rQ{b9UA!1X3Xzw-21w#UbFV08|<`Nz{y zGsD#i>$w5~i1l+qH>*jc6n*ZU!C2A16v*{VzgBLUK&Bgv{VnF8JGsneUK@#YmDv+u zB`em8&`0Gxv%udOZ7dX7wYncPRC-8T7@~kQ%TrnVmIUshqI23MSExdB`P(&m_>?JFd*LiSxMh%-%Sj{X8>~0^+%YH>u!jJ-+EXzWE0;Qw)`-2OPi$)iw%_I1?N+ z>FjvQ6JpFozW+72nvZwiz$brmEkSe022aG^td;1$h{VRN@)+^r3C}Igj1aLPiug8%Olt<2at~rtF7e_gm{N*Wi{c#Q*Wk`5@?tx8mjFLl zK)&~w>)nOnRHVCQ3>I?_J#PT$AkKtH=Y67oVmH3|lz8AoK`4iUQHnV#%y~f}MC75& zq1eZK3zfygaEO*vrYh3^aEjX3T;^8nM{^6_SCd?_3wCi9jd~$A(~s!?nabJ-bdN2} zdwXi%f=?X;)h>hi->~#Qc&;F3xI5X6Kddkty~ zU_EESL7}FLb1NI8#fkF*i-E;`h|*KQ>N1S6ICsTBpMdD=Z3;gTJHPb;-EK3gTljnu z@w5id<{(boK=;wKl0wa-TjH^6HuL_8YW03by(aa?A>8F;`uKLiLA%h=w}`ooM+LqL zHktX}PvlCRNP~A}z_kX0F2y;Qs0-^&!m!L8XfYPu0rIF)x_GxK%=IA9>mofoq4aQM zsi~?ztBvY|TVr5ipYfd5mptCdcif&PIVmc?0ppFoq#Xp^Hk!@jdLlymI6Nv)WbrEojZfBT$#b27g5 z1n#_w*GP6Ec?<7o1&+wdiTw3sl&#>S;BGX@dzdM+D3cM8O&@}_g zi^3saf@z(|SgTOMtV3S32@dM5%O_V>(A_7K59z>^)ns%=u-6?vQj?5k5|}fc_4eb) z3xcW8t|1?J%U$ij=bJDRh3GfgOP^^W&WE^;?h^siZB9fu{3|y00oz(~hwaI80c_G)`ZiJ-BGPG_{=u?J+@H~Ywqd{>b#|Ue>n=ZN~E~yDh2ASC$e9{ zN8Y;(V9l*xS?C91RCVmqMvPpE?fzsH3f)2Mi70FJ(ZKGomU%3y>~P}d0{Vi6a;H{4 z-;(DNb)gx|-GAtnpBWn&4Nyl_@CLY+0D7%J?=|IT)1%RnJZlkAsvm6W97w&I^$cCe z^Go8VCT6A`tAuaD=sc(&P0;nh)&k+#;)KRo;L1a^xBAqiR>DEV{&|DIj@9r&PyAP$ zi`@o4QFIxwisS5ewoB@cM*Up6C|!lE_9QMn#b3mFHgB*-oGZ1B_%V+E--Bc9C1$-K z>J>qGXaqLx!^`5qv4-#&(F-|-^^LixW~Qarvs8mAq-a|-*M zwji#YLBHyRH!p@Q)BsyVFT`TlKsx$_omjJw8eB{4whr;>23HAy7l|{J!|9-~^WG}_ zybxWhhq)WEW792gupwjql_)g{n>mK|C3FrHaMvd8@+sMCMUQ4CLKolu)0$6Z_YD=G_|5%wiNz&^RrL*kLIFFv~)@UX@=mWis{S~C!a|WNg zOolDaV>FZH1TqJG!P$4jj3VI125?ENj~)tkh;>7oh>c=@^^LHH62$vB;sCT4yVZjs zg;8s}gHmI$vu$L*Magf@P-o~x9cCN#!cD~YGN=S%?~cVFS#7r^%u)?L@6TKsK&{f` zt6Ru7quKW$h8o68vX9f?xCN$oig`ZCeB1y(ys_3s;L9fLAdhGs3g&!=Dcm4xw!)7e z@V+WU!Tuo8Mz}y5@V!6J)c`F;?3J~gnoC>kbSzKS5JmL`voak29fM*JNlv5D=e=7y z&uZEu+HY{A*4T~c84~9-iJC$$G8a$2b0`t-D|;1JqBryk^_$vojzDZK4Xwr#JMv6&Z$? zq_K)M1zVej8c-vu%eB7=GbVVRGIP-PcuEI$XR3s@x|Hs#Om=eoj!wS`d;LPx zox(M4ft^d?d19~T3(Tv=ibzlf^q5ZsdPYR@*nekkFQXT)#<$Bw@=7b9Obf9WiEP>(ey|c-E6Le- zJ3yeWs3)Juj=s3U$fQS6H|g|?AFqXhgt|UxH#J4`hv|$WpEa_gtsMO{bzSeZ7g{Z{ z+yK@ywZ(gS@hS{PdXn4t^F4*JsB_%c8Aho;OkfUou^)acRFOgIhr1`V zWL{h0n}fOgCS+ovM2^O&?jynROE3}PyP}V31oq0RAJnb4q@9nVhzA_u@;=1=QKG( zI^R$T4QU~fWHt8D1ubPJ7&RTdiXpQ|fkBHLQ=D~Nj=L2-kbm<`b%{48nb#6T#lQHp zn8R@VKaU*t6Ff5uZ?cf1#L%O00n7hR4R<*G#ku5G1Bt=Csb`16y=P#_pRv37WKxA; z){odxx+T@VmGJ8f{KkR*mjJ`Xxi6w-QW@4Vi*GE+|0DVCqP(JraoRaOeyT(11q_j(Epu5Y*?ZlWyhrB?3;87 zhWZ3m*4y=2`vOKZh4ps8CaU83&(O}!Xu#3s9}hM5n$mj&Ah+dgxk!eBtQaebHbZb^cQ^EiKB2@IXe8)PNXKOU10Dg9yEORnf zy~j5+fWh5iei{>d0`bdOX0;AEa6zo4HnDRnt6~%2AvO8^Ht=>j9&?bVDhlq3y2cVP zz?*tVU1H)OvLcbseu9BJv6f@#Y8^lvBdF#@4EfAA79vK5>YR-AX}shSmB*rFbw1Ry zbj0Wv`RifUjp0jf=m0Kaz$E77H{MeT{Z8x)vkh$|hq&d(v$n%aMGtvr>?)Y6h<%?5 zg0Gjcq|?ONc#!-#jOP(|s$;JEqIB$oH&kIicPp&cN0$!E6Dy0VatC#&3M^;7Q`mPd z4Q4Q!nf}InbwJ5_01xa#tv?A>?j*WKAbnRE^l#kL&EiS!k)amEJIC^#{>1*DF@Ed0USXZeb9H>HV<```>e zdA1nFRH7TGC;z?%XZQlo+(u-KVY~`qN%!EC1F_1^=pt|6rk}KL+EuFZVxQg<us9n%%XdPe~TeY8>0j*wk1;cY*a!)6S5Bu?Z2R!T; zelP_a61uk7FHB;*1hYPZ&-}|>y`?U&3M>;RG_?WACgBU|pB3QAWoG*&Jy8+5zEdIL#4!8>yRH5$lmi_a}f)yIt<}-dbiyl~E$>SN9wVVJxG~jzjqIW(-v1mi2iPy#G zequ9b_@}7K-TYN|@Wm3F!RHRro$Ql8AOD+1ZuJeFG8KN4%q*mU?P7k%Vuk6jCvo1G zI3ZH3oA?awjAMkVV4W)5qB>EkIl77tMZXH1Zh@2G4#<-jWN>B*5jK!R9)H#{F4sG61b* zGWmKnxRThX-V5~WNE|vzWRKz7x?=OY$O;~SW8rXu)7W+>9w=7PPDBm;MDFq$&GssM z=pN5Kg*Y?|oD%0N?}y`@CqC3C^SZ~KWnr&%LB_kxb5;DjFzE9J?`;Y0)W!zfVIKdY z&e~jh&JP}dzeS@<)gaqwfgi`CBZUwvJkYU9g8mPjfa(sowqll40%&E+0Ocs zm*C7Rlr?x7^Dlb5=M$S}5nGCK4pdVjMQN<+$FFMbBl1i$*`7c9>~!HtPjXKQ{3HuD zx10Lf6>2~V>og}YbM1-A8qEIuFFi_B126I1hv5ZdL9qWAjo#Sv6h7(3Tr@;)PT|QT zQ9!N|fr^8t*&t#j<8>M|@BvFdz;`x)rE$!^*t4?>O3^d8#(3hzdTb|#nOFzc_SPA7 zyG?X>egWodZMVMi6hITA9GjUE3iUHm_oBR93`s+gI=EJc)PP?Sv^9BAX){d0} zbH#pmcfoYA^Se0Zyb*KN8p}Mu^CrP>WUkj4@!-J!_qbK$n>La8 zUBC(l!N_GZ}{P6~BDK^Hs%f4iM>AGa8@KN;-ovf5535@n;ns zU!t!64|6Sa^Aj+&4a|W!gH)VRFLsh%%)Cg{NW^N^s$_j)KQggT;yXHMF7bDLdHHR^*fKP-st+ zQPaVVZHc{LH{)ZiK%s@89`$81sMh#MZQ_ksfi)P^6#P!?j1m8 zeI&cv3*Q-yN+8Y+73Zw{&TL&lA!?34_kw$=Xv!lQ`v=4nJ=pjM{C+R7<}I0qKYJk^ zX5J?;@9VhUK<2y~F-WW<6me=A8Syrl>~LP2iBy7n?gEQG!j2U*^k&>sAW=)4Ri^&> zNpan6Mpx`+`W?g=Aikgc^e6~-3)}n*3-JX%w}Ns#@RRLW>kN=z>?an8bxp)-=EFJ9 z!Hdh_7e^VHF4)l~##x-FtWtIVANC~9zq|={USa%BVog(c?^~2hm3qo?_TQY!P9sC< z)b?@dsDAzi%Y4f^u$E+e@bDJQ#XvBzC-LVX=sS#e z9N{w=)VyYLy|!HAG}*)qy86DbqGt)8odQPv1L~i{ugk!2?lZe*v8#*xBo~FCC_GB+ z;r)*=%p#Srk5AiuIyPS@+nR2oOy*p$OT>F0$|ga10l6%K zGO$z|nL{yfC6Spf45R3TwTT#6ouB?r%&N{4uHuP);J4+#0YBJ~I1eUW2_INx2wcBJC=3}jvq?}?+do%&^%nV!TM#aPZZV@ z%e<#zm%YKT8`!P~&-j(Ob-4;MB0I6I=fuep^!dB!m)Jpe-hjD!2CG}d(+wr_vhbuu zuu0DM1b5F9(Fee4t`Lg{FcLqwha=3fIHv^_k^H|EHPq+)doeyb8y$}G^XtImA)r|RU3)Y_I@71tT z7h1Uw2-k--U}bnV#mx^bB%EC3ImmezKe@~Lh9+cEbzr0=_?tKlvL{^Ln|;Agk>PJ} zt<`pDiPVh7!Svf;LFXCWY;3@bIHT9aV*?G~B~Q?A+VJ;4Its%Wr|E8?%!3=cTX*d6 z2dwWU5w<6htqWYS4mO+#nnyG41+dSDFrz==M(^Q=&G1|*IN<1Ihf@xtegY)p)JeNE8wF|GF zN&X}D-yK6FH|RpBwXFdeb@-CVKg9WY2jN96$*+C!&Y}2CFK~VzUY>>hp9PP{g6nUX z)oY-QgIM<({LO?J{Ej{~2X*@t+>sLs$tp%shbRLhHBw)F#=4wgV7KO0ogRM=_Bh(W z{_ZN(_b|zUhB*8evL}oU+sA$q_%k`-Nm$NXTlHP*4-BDO0aX=5^~ zQN+91=<{LlsNa884oAaCJ;BWZ=qut3jPmSb@fBX0&wZ8S4hQ5nMB^0M=_f6V`f4~` zs2(VoHHb;WL6ObGl_})4c69et&Y$t%sx@KRGM*7iY%Qr9is!}?!7DH}lR)#k*lq|J zspz5k!uZBAu4S-e(c9jd&%PyJ{1=P0v&&IIW_>QN>ae+PT&)?k%L>%V;+egUTx%A0 z9zxXk9Sti9t=L6}O($yGm(Y%Wq8}vk{5GCG1%Fz{NOZ$04#FhGIaEuS`HJY`O+b!a zWc=RvkmxJzf$Du7W+HggEI7?4zy!wLwuVekua9*tNhy_<17Np5fsYY;0J#BLHk z-1P|le~)L}0sb}Px#na2MS0%Y;I$9+Jk4ccrt8u7@BvO1hsyuJRg5_}!uwm|&33Hx zA7&zjPl>+Rl_0&Sq1FOR^!S;J?8t{~b{k_SPVX3uKgE*0C-7Rrx6dOt&SehQGoB~l zfsOIt|6t@F(IMIpfAdfc`p_HF0b~+AUv@s-0!+I{e4I<3`!@>Vd8~R4%-|~bTokU6 zhyUMWr@cz3pIcacTnDaE9#mV+doN?NPM-HX(P9udQ;la9T)P1?R1*LH4hjiv^Z=;h ziJiQlzFrI-`W1WGOvJi~wTiQ&e}YFId@dZO9fUQuU@YnqHRqFC_6CK!aJ@F@KcWvl zfDsr<#1Jb`cQ8X+i4osGlX#S|*Sti9`ySfxD0GHyp!or+?GchidWgO#cH(Y_T^?m# zuVP0>__Ww-raQ4<0JbxN45K$(vM)L7Pk!!&uiX8`V#NvT&#>lyV68{cerD3ck%J=S z&Db4b9;Ptb7w~v@GP^Dy4*lQEf!GIc6i-kTY!+*oe2CeiUgn_lN>=1 zzu-FWnAZSiLexecF}m^0brjwrPUpVMT#(Fb@6ixQB$n_7JDH7g(9&9 z&u9ax{Y?ziu*+xUw!*d=^Mt#2iGBVy{Nj--nd5mpRa5R%loxj#7?c`G~;&6Z3%hl0rRs6nSe4_9xLfNHJ;6h?Pqh&Y3M7!kM$*ff(ov^@Eo3C8#W%X!W${7o-) zKlo)L*`7Z!M4UyRgI|jd{1|xbM>w1~PqY!-V*tNv$rUbe?RMlYeOMR%h%99-xyBnJ z(i)U^p?Rkg7iVCv^O&6{SjrGS*%iwVr4}ddVm-eRKdS>vct-Bn0$#j<8SsN!b_MS` zkkLNjj`GPreYw~2D0OMrusE0ZHrZ!G?xGv{%S?FcAP_Aa*1nLOWFxplR!*k9v~=!;0qGK`=8N@vSQ(Db7P#PwcG;`hS5Pc~ajH`%Q@2qu8%xBlF=zRc;H* z-3giwpk^h`4;E{{t`S#kpvgG;sj73rc^e|rB09By@@>D-pZSjN;miE{Z*tUd$%W-K z!=}3FP7@28P(MCO%z4VURD%Dy>Egh9SN?Ev znIL${Re0h;MxZAQvK`pHhbUK^`w{CD7lA+J@rLvT;g>vxc`5+|?_&eBUw5ozM&i^8Pe% z=rjn`1MNWU-H}Yp@P-lX;5v=z7#HzItZ|#gj3>MNu&0~(=UEZ54-_0imAo}QC>OOH zZ5CP59&MM_klbe^yv0ub*#x`3#QMY(&b5eR&!d_6jmSSMkzKJ;15YT;_kAWlaz+Nx zP*nZzbJywI+Z@m+0n18awnbg3KPtv^=DQT@fe%SB(q;WD{TTgP{a5{Ky;D-9&idy1 zH&T{#LRw0TLzpy6nkwz2=J*$}WI3AFcz8@9diXlC@69l2kNuz(8mcx?vNga0&}s@G1aYt%qzZRd06Dd#EWp7O)_-r3aI z%y~*Zqux*-tB=?N>k4=xcCWgn#lid@X(ibq%ZqHWFg?3}<2SwNLOG+Kq7O8-FwQlN zG*vX!F{K)w8Aj-L>KoEA+X^l+8|#|D_unJqOmv08?2hH%q5i%JOxVqSHq-FHXIMc5 z+Rjy!yJYE$lqb3APwDsQ-%D}Q3Tc59tc%u-AwRE9Ox+1m6{F{?m=>j#SEJOnY8SPH z+El%*E>Rz-c6FDwhTSw@Xu+V26YGy)r;}D7UqN_BcQURoyyj?sX+5c-oKj=eDr$yv zr}L$=5q~@B-0i%nepLN6cTG>_HdiZ7AK1UHh1lZ&^r)HG`!RgkKz*PWuc|0bC8~kg7e+`x%K}6m~eM0PSy%Q~OI93z}j}fO$o+KX?d+^O+=M#VW zg-5aHz%6u)`|#E%s-E45z)$dbC%9lHVswRf93x{bh5c*;R{|t2X}`2r+9RDN?-?)E zl156B^olqXNY8R{sW|KW%}=WJ(v=U!)`^Eb_`y>;d|>+{|!Y8};2Q`PEf zFV*UNh&2sxu5*rbZgM_y-d9(v|5M+o0icbj{a({=)h8LtnA*9U-7mT)y8Br)_ot@k zrssy|hUwB0sR+Hs5yZPb{3i)yL8}aOuK(HFr ztLL!O*eQB4+f(Q8BsvrXCEK&-lAW%NPFfqS7)&JwYnZ_vvu;`eEt$sh9nSgAV5hs& z2am~h-sO2WIxDCh)LrT-^_;p{JxTwmrajZ1tFKjA3u9lVyV@ymYCdbNOei^RwZ5!y z@OKT=hG^}m{qG0CtMkl1L7Dr~P3ea|S3la+-E`i3!+gwg&N9m~%(BmN!qVM+g8ML2 z5mPtAVM8;0uwH28w~2AdaMS@*$wp91)4-t9^#1kM_tvj5+%`NlOf-ZT#u-)^hZuwP zUivPEQ3lE2X((oJ=~1vq$8wP5 z9$X=WsIi+n&L!R#0bjG}@($PP(BZI6%TqnIT=fZF*;?J|oZ*aAN+}+SQOS@MIZ=Kj z%W^4YgECOrFW-`1D=~^J$H*__ck&MTp?pW4Ay<`$$c>byN`zvQRi%J)lDb%(Lv35^ zQWjt+WO!iQZ9HRsWbW!d)ZOGBZ`PT7O{&3U?8lB`x8Qh%V0OoeXKUfXLGV0L=P+aG z8VdIUbf*t6tv8adzPLftw=y;|{$n~}x@FpB+G5;ioMf10cr87ZL=F3_&~RZzm05!l z$^P|mnh)qX&{g+Woi&HGebdPUhqE)p5nUf?05kTVG+p|K%9fwB7M)@unL|J7f}e;Y zui&@8vnTO=blsiWVz4Q|wMgrsy;Z-c!?h_|b*&Os)>u=qw?wj^!Nflwa`et{#0s!r zu`d2FdC>{>4NT(vzinKhfc8|Kj7MfVYpBuAD@ros8tC+QE|$m3=j3~`-swQ8~$H4W_zTMfeuQ}EN;`bzq8`fB>2 z?7%ipS|bgYmJz8cNH(dxK1q5b)zCYnX#GrmCCG_pNHSy_OPETVJWN(&rg4w)gmHy& zld-$;H)F0rHC)iY(wEg6^|hpil2F>upv&z5BP+oJ+ra70GR_B3HKyWo8@2tK=;>Xp zP39yH6XzU;xSDHCwQo+lvz1a)0BbYr*t`vStMg{%&9;uSPP1*ZZM6Mu zdusb?%dmd7PPJ~Z&bJP=&anPtU1nQvn`fV9Pq2Too8=O+#hIbRt3TB?jIUx&F&Fm< z@o5w|B5+hl{g918r-LT@PxkNc*~YUG{?kEgp{2_otE0Jo_~7I@r?5LW;t#8VybQEYM91;B9-Cv z|G~U|YOl1D>S6V+GtW83SObsNh}EF`N9mNbO21gY#IVnB+j!Gh)f8;XHx)AHn&M3E<{5 zbFZUc)?y6ysmoNIGt9X{S*Hw?o6F_o`trYy{~U8110C1wPwjtUCy}{YPDpli_SVen znLjdjWxmMNGS6o|%WRaDlKCp9QtqL=d3ou1&-0qv$J^g3uapQ^n%0>Z)Xmbu;_avS z<_8&qJ;G{*-77e`pd3;^baG&az)@a{z2=(Rn)gcSQZ_hHkC+(`rwAjW%%Z#N9@)kW zaD0s+-EiBo%yQoIwdWb%{l4G)ll-p*+zhzk`#;}qUci4JZDLHcdC3vTU;?dpbNzc?ElEUM0MZK99W1TDn`7xi4^^Yn%?IHd(s#oPL$F@2UaclBY0w}!TccGy=J({NKuqhe@< z|1Q_3=^N=UNOy_;@o37=wFTNj=Okykvk!L`uI9-uxw5mLv#)c6a}pa!9+Jx|{!T?1 zEIS-?WmWDWca`1kD{OAonbvByQns0SCG&D}tK>DYjL_dtg=iwu5430(actvSDB0Y2l_{b z1cgLK)QwmgJ}+Ds{3&RZ&vu_;?j_vQs6&VzJE6|sCTGl$y6M-LmYV#{uT2J12~)nY ztf?iNEQg!Rn1^_5^vL&)^M2~H&`0xL;$!#TJju89fslR$OZ@K-=b9Y;_tTFbD z_B0PRgDJq2WE`hos9!8ik-kbU zxS@p|MCVCW4L*jcu;Nr=dYoj^$4ghGqtXZIo_@W4GFT-WV~l<#ACuh_U~Xe9Z@guA zV)!g&NH1BTHv^rgA00p;WL~X7%{kPT{qKBo}%uA@r_gKD4moz z`H8&5an$jz<8Ozjy}EsXy@~w~>qzT@yoGu1av$Y-T0^Y$tqrYp?1k-4TX}nN+fVC3 zYqGVkwUjj`SIezvEpFYNw=u7SwU4#GZICU~`oLPmHriIue%tol7HPkZ^-R=8Yq8{< z)6DzL{k+1ws`^dh23w8&F_4KB9uN4aF zXx(Aryr_WutG-bGQzj@^ZP~V0)@#?TPb%VZcS8nsC(4qXj%h)DPJ?#$7~1POO=XAEg-tAy$6Lq{QlYeI@xk?vjf9F^EyKGjz%2|#w@>EA3M=eKD zM|np($0Yj{`*Zsq`!L&HTN7K9%`Y!BFFZFqw^B}{oMqV)vJYgP&Z>}IA={d%%Q~C6 zI2d(*0>)lW00d!+|u1Z5n~+MKm7=Sofs#w^O-*j`w%%I}>H=Mm0z6)N9m z_}?7UCR1$>Uyl-At-M^`8QyDscl##!-|_EPU|oT^K?8!6psb*e{*J-m<|_M1`+WNgTZZkNeY1Uw)Qw= z5fv<%wX=EZSGApUvh$n#T>dFv=f9G2S-GHea~5}QSDq+6mCi~z#b3#n3o6B&rJRLS z9ZWDpi&2x*1=v%t8mQWwE@u(7wCbfQ&UwlbWs*EkzT?>MsAKPJ|HIzjzQjJsKGHVU z*55kTdMEd4ZnNwL*^@FSWUk8CpK&YwVEWaxM`;;p`DyOy326<|TckJ57@6@S^LXaG z>@C?X^4jNhur;@NI!ulQ$|~iydRILPbC0C1WupsJ1yA3ab?(qN_nJwNIoMUR?aA@5~tjAesvyE_p9F+=Tq8tZM?RLT&%SAm3%(H zS=Cum2~-X`4megi4mzsaBkcuk5w?2PI@W2qn{!9yG|4HFRW9pU#+kX;d7t{X>P{!$8vNf) zvgw)|IvV~n?J#|?Bw5~g#dul#@_h|~t^%e|_t2PvaRt-DlEP|4)QgxLK8S7Eq=+|> z36XzB4v%aV(L7>7*n}`OxJbzFfeiw?1au1M;XB&*i`N;iGnQADji!U9YsQVnAY&2Z zbHh8s4}GG(i_}J%2ai%%4f%l{kxSZZtv5N%L3NH=$Jxc1qZpi>m1;@}_OR@8S*Nm|WuD1gopB*!cgC)aF&V8hV$-DbuIUZahoz57Pe?are8@hLotfvz z>u(=!?KA7Zd5t{C(aW)uoUs`gR7f_--yJSTjw8)c zR1T2;gD(d-J)Os}_c`pp{0%+zclICH#G27)>L#^_gU6^XRi;m+9-8ld>KO^t-malQ zvm8r1N3Ld*@5?joi|yyE53MJ1HsvhIx{e#AY9D;r-jzD8o@#N8>YQ;KIa$as+RE~l6^E$^J|i*2)Grel?IKuJ{N z)dAG7x9d;n_nID<3?4r$!@PHRr}^*mUmAQexJh`Y@H-LzMy!rn5mh~^LDcoAqfspj zEiUAYIv?c-4~&Qo3k(|-JUX~z;E=#00UHDQ`Ze@h>HW(4n#U@Sp{8Y~u7-w&Ir_=^ z1f5x8m!kZCsRc`Fr21A_qa0B(lx5D*&LA?{QfOli*(rle&S>=ybvtU>Yx>uZqBq_~ z!}v}Wcs`Xv<=6VIFx?R7}_I6QE+e+&P! zo?kpWnCqA)!7q2gGmDUSXP{x8K}jD*mN5@BS>$NrC}D4JKS_QNX7jY&%ez2kxgzh1 z?WS!uu{{Z-f3AF0dOMpt*E%mbE1|AkXH~#q^euPJMW`+XNtLL`wn5RJkA`2{8R{&m zR8`)~JLR2@D~{fd0gh7kA$DI|lJ(!*$GPisX62O5XqhoQt!>)jlp86XlB*=INIaU@ zE2($V+{6Wm#gm+gwURp}Yw3yUopbu<6n6wWX5sw-PMgy0R|eDqMd_}5kIKOMpM1OnErAsa1{NF_zAk)6#K?%Z;W6R95nd5{!k>rB5eX56!o9<H+D}&>Mw4k3s`-0pGL=@=kJJi=W1u7OXu!dM27aCV_Iuy*o^QEoQH=hkZ$fp{ zVzuqgcg}d_lu}3jE7uG1gqBGN%{+_Mq1q-NY?WS)xS^GzeRvS6j$OfLOwIkhe(cva%I!cnm zu5(1lXKkD9!>ny>rSd-KS7;gvMdQE6RfxYGcRX%d+-=6H zZ0f*N&+PA6U&xUgDJ$fT&S>X*6yW)?T{bz-p`FL5W_B)%MM1n~@%NbId%$;K@ZO*a z1-FNmiUKd?SK8OyB;o2?LSG}urRQ`~wDX$#E;MV@|B8zi} zGe`cSbaE_~=Q-NR3*^PhLG`j)j}uxRQI|@kvKGsV!S9@z)mBOd&!_7)NCl;~bWjXs zm*f(zKec^oHT8ea)y{?TXxV5#YOiMXu?^1g%1h3!nY$vZbM}bLq|B8WJu;kWL20#9 zIwa3aG$u^_x$DQ?AI{h|v7WIDWA?|~{aWE$--I0rb+R{QcXL*8PNPl~Vr*iZ#imvz z-Q(P^o5#2x(whuDj9p9>Jz9DA`8@P?!lSAb{1h@iqD=VzBF2O-2%QwNH}J2({r=1S zulaiT5B5Fk*TFK}BiOUJ*GwuU^j3dU*Q0&B zrn)zW6EH66inuM5mg`PR2|V>G-CDZFa@@S6I;`}#t&Ickt#I}_j1A{}=#IJhO0#rF z=w6Q2DyWZ@3d%|4tvp*^F0XU8bADBJDa)xFc`IA6r$LTGwtKd(c?GO1a^C08&%U0s zE3-#-;mm;asmqn$A!0z7#ndRA~d{J`0~K-fpfjzdap4hm>N5gwO3?|8lPo93TUAf`Y-f#m_4 z{creH^}6j@%{|3D#PC`_L3fCrlBfBsE^s@7HgJxv!`W2at5FC4uJv<8W6k;Y+VW!S zPg}h8l6{Qw+_~8`JKtb9tWP(-Genrj8K%q(`nPsxwvg6Ph>T(jqLDLFjC$HlkSAC+rZC*{i=6hE6n(jHl z`?`0CUkyKxfUEwq3lt1=4^o461phBY4PIX$*Z-5(YR@UgF@{Z=MLR7gITqN@+Fqj@ zKGpVW$LWozZ)k03W9(`iuMaVVNQ0%nb-knvQk6)<2GoVt<{w6b*<@;Gx^6HTGIdql z!cxTP$0zEq>M`qZ4(P**dcOTB0J zvIklh*IQ?QwH#HY4YmQc0l8Cig3^Q2N+kA+fAXV#Y@P3QzfJuy>c^DCi;2h6Ju}u> z18ptxpSq>_6!PCv=)WRw%Wf_=qL6V@;Coxey#Lrx>$6aS6O?rT-l9s zZip&_v#2wd-oFK=p2i8L?#5wg|9|RF8@`*GTITo+_G=ZG8Kj0Jhu#XC65cq<7TGxB zX4t8qmjxPmezv5s?j%gb7J@wpu6uvUE2~wag$!#_@r1s9`&VBZ#_UPQ?oYk3$8FF%Ta@DxB z9|2zn#5Dgj;A62EeN0$vLTvG*V#%?Y9kOaT%(7xwV!9q&wqT!9eahUflwT>O!uSez zi;XFo95N=jpQW3*tvuV_E^R{U#l$m-6;kh~KFGP9TTz{@E;bG}`gweFKW>S(4E4C> zp?DqhX;_x6BsHbI*g`^L+aIO$5#AxZiR&>Q702`G2@%)={+A&(%kwD@W6VFiqb< zUx-~L%c?IFYu*KHX;f;rVDh(wZi8@pLc$)6*KI6_1KpQ6BBQt z9K6k0k`pBNmzS9uyKgAiHX^Kyf4P*3(<^-}9adV2oD`Aox5Q_zzMEU1eQ{o9h9yHz zznU>Er&iueM{}i#E?Qb`>SJ1H$~2mdHx1JbVa99jQ#@At4=YfuVC%3Q5s49fB5OoW zEmXfycI1hOI)M!WLQKO9E_BrDj&t^P@&d;m<%)cey|x}mlHr*7ti{*E%PYrx!%{=v z(=e4zoOt%H*(Gh#C7@rO@ayYW!1u9FPfLn>KD}$VmAcAo>+rle*$*;1rzt7l;m_An zN2QI**`HfdF6SIil|svZsk`8I7nYDfwls+T;V`!*t|%?s8LAwXTRTcvL-J;2R7szh zG%E2;tWRuQjOEMKPjf#%`r`gA=Eta?|4Sa6vLU-)w$*B|4bT>8X_k1;9+BS)Y306E z__xwumHL$NExn>pt;lfyNj?({7TqBGL~HvjOV;9yK3P9XvAaYhJxPOL$MQ9P(If_-~ z^=fRMYZ^iqZd0dAu~|o3=VndHypq}^^+-x=N@}_;Q_0J-eo>aHf3V}u7rlpZsWH#k z*x17uYcyFWhJp2qt||U|nUu1}OPwv1R%B1%ln`@pW3LmImfCW~ zGy8aEnbdcwThg*KZsk6;hAJhTVr^GHt)Vtq9jZR2^XvaOItM7Z(yj}4)va4L+tI|f zla430jgC37oiDZ~n%K5&+eWi^t?K@F|0}E4H{Yy@s_%W@bN1Q$Ifpbl@{Pq~`xrYh z?pSjFjFKwt9bF%7 zR98w{Nq3V>C%3B~U~|_h^;39$X6j_^B12_EL*ouZ39_x`4?MXakx3qo-k}wGE?eYj zcrEnDf5VzcRrY`E6|taXkblbGlylKFN=M|F>%udLyeiyp6;%&nE`w@SI=5lYWATCT ziQ*#1vW92w|JLD~_x=3$CEx6Rd*B28al*G9-&4|#r^WkA`Il0iBWL+;TpOfEw%T4h zj^uwwWJ`R}BZE&EzDiP9!tPhy1k2R*?qC&C!YG`OR9w z|J)reo+pvfWO_5|eU-kab^LILv{wSCfoXibn zODZ;bp1!N0Ny4}!e{pT8z9of{mkXyB?wT(#xwF^dsj9!F{Vi{hW-?V6noZ)5NnhoC z@*8=ER9b2+-4=IKj|_3Rh@ODKFQwDG0ZpI*VCKiz2i9T7+|+J+FHL_n&|)0 zE!Gqyvf8RW%vJMWPT zzmNYO`ow&C_F?6R9-rHPKK|?GuSHp9vOWiE2kTI`BZs-syqavTyB=FT;Z4C#h5Favgb|tIJ>DdC8z8#k5du z)-Kj{H~%ufwmr8sHP1FbF)lY9wmh;#t^Zk?ST>mcwLCW)tlg~*tZS{SO~p+YwWU!j zwjn=gMw8>o=b9VpMyeKyTDd4xkiH8u3)qC>@vjiaPn0Tm<@)K`E(JRDMOr=j6v!y)S%O z8KA;!QHse=*(c13Q0Gv~%p#fjepdXM|7++=-Otv~`@XICRyD0s+SaVMnbZA$vMYt# zg}?I~#q|cK`AOooWbUuQe@!irl>cS&^CW%Z*MuV8kVk8NV4ABdrL$>zYNioeh{W8c zIkm-~e1z^!hncFFjrQVM#gTJOwNzbH|DXP|Nn`G4+F}}~w-}xqx0s6Bc3K5YsPYEy^Qh8ex5y0* zrfL_n4c_)9s)@+$55T^^>NuIE#k5CnGYzUZnL9G)yX=x%NlV3sQWGgdIwjwg%44G3 zG1^P&kLqD1rgMaRS)3yE7F&ynQX%mb+nvcDS`;*7QJFvf*wQ-v=T23#GMg?NyXn((+q7r3TlE3`MSW#`mi7iY z3_kvd(g(9{O?0*tk;AfI&H(GF1n6}6a&P7Ag==Yeo-aGk?M0*z^^mU^314*vl!l>5 zP`-k9X$pMEVdV*Ko(jqq_}q4ii^R&pd7%dGz}n&!v4@Z#^yDV9o5G7jv$C6Hx6J61 z(eY37KWl!@{u%ot;m6t^{eN8kz5jQctQ(na1ONCh2A>6w(r$Kysy>nG+2;)8ru7Z>amGt*aZO`y1-RFhgNO3B8~z zr(dbBWhiOrtKX;NH5N@HIH$Wv7UiheU!D!)^8om0zrru|Mj57Dl=sM*oR!hbaN}pe z)mRB$sV#7KmIi^cy=po*-H{wMa%8`vmvRQd=_N^5@??{qgerc{lYiF#_1CZb>7UY8X8E#w*-Nq>`Tq-K zvHkfSn!;MqHNf2`_Mz{J`>ZR|#kj&A+H)7Pxx>zK&hMC*x3G1w&9|Jf%+nv&y~6iS ziQbI9$mxUp^2FQ$*gwi^63MM_Fonp@+8G*JvkqTAeQEtmQ<5oQ|pqFu*#WIoGMXO9aO4>{#{CDy#mywkPA_1jt8DcL{UH@gnISg+cb&-=rZ>k?eY-P_zH z-R<4oZMoJNx)0j5NW&;lea>RnYApN~E#ZAXPdp>$z&|)!yKsG6flf1)iU+N|BA$IA_lpZuh9iL9h8*lK&78j zNO>;LR+=bD;HBk@R*DL8X(cZD36;PHWjH(+YcaLD3r1f9q+)92{(ysaF!IY_iK7oZ z8@(O9j?X9;x8FOsCq@hVg)49)y%ugjfBKJmL(igHhUSDCWcSIAX8g%;r3L|fP?RZVM^b|_DO>rzLQ4CDpMuXH@n%f#a`R4wZF8@b{%jv^o{csj1_%) zUj-i*mk}q#>f>I!Zo4*MUcOdaLR(ieT+>P0SR1RYh_~#J_N?xX&aF4=o1k`Xf>Y!a zeErq6owVDu>$PLa6tWEZg?HL>+AjL#`lW{d8NL}08(H&B^G@>}v)y#pI9tC6zTZ^s zVf7nzE?mnrG*b=qC_S>k5oEj$D5r1(>M)TKl=^TcR~KdqZ!k072mO4y+*F=~GrA0X zxc`V}L|O7nUd+oQEXkE;JFuyO2OWO0*ix!0eG!5}5AGjs06mEQh?(8lOgeLV#-xm= z8HX~erI$z_|2y^fuix)~H~KT}&$^7c8AGX_R14e{PxMdlUK}&MHT^KnwREy*9ahH_ z&wrjRzRkXTagMlJakJt|`Lw?3_LBCJrUcVJ`mXv;x@Nj${UH5I!*&CKd);L&V5YUS z_8t0F70!m~U}h(i?MS~SN7I;SODs@NQyYoDi5T?Av1Da33H?Vm_ylX}>*_1%dh6=w zlk^9*FSR~0feflYse8lUnU~cxqIXMCQkAFDd+8gTk#4Dm1iuH`9jc#~h+>)5pWd z!%O|s{97|0WTs^4vleI0%*@Eh${3b0DnrElsRB2Y%R#Pb0=bHOYItEtHFq#iu(Y=n zur{yXsS+9*F>twfOnxCIH;}hUR*#8$)P`{wLV=%qtkdC z&(j~HWISoSkN@}Ea0$MZX}Z3;T#_amk*&!7L`PyK{N3B6kC^_(NzJ78(qw6lgfd+G zpD<8Z#$D!4z)dSM4mh^Dv&)%{Ol8_h*Q3T!_vsnvUS`7aRgO-H)W^iPeZ)xDqH8f0 zrU^BO8Wv6sm+=?$&(55d*&H*Kt-)czTH(IoB5V?yBZZ~)U?`SHA61306D4)cbzhBd zjFjn*X|#EYd9`JSrGYb_v#Pthd#rnyyO7i2ylwkz+h^WwZf+`XVhwR{<-9cXH1#l< zEgs8G!x6(v&0)4+G96;y?60nxw0ztq1Xv^JDUEA)P8s+13t8c!|-6?tK9QKC4p4W6tx zgQBlz7+@G_=wT>rC~ja)YBOWyt-RxnRbC* z_gNNMYGZa#OjlZ0gRDt**EG=lj&Z2M&zC+L$kF6U%{0w)?QZQS{d0XoLoLHj!w$pW`hNO4I;ZZN#!8-oe<+VX zb4j_N6jQ3;6fdRNP$3rP3-C|q>-5h^FtUl-K{aFwFe-QmCo(;l!So3F2z8NaNY$in zGUu37b|PCGev5ugAEsrbb0i}e2<{C1FElH(Ka?-5gv#T;%jQ_FsFWo2k-N#4q_?Ql zp3Al1w7-B{?jWRB^ZaP}P^bN;p00j^bXE^tf87{Uf72iPFMEbN$Gy@!)O*46#q-2- z!Smkz+db0N!$sRn_U@M2mi(rQriI2u#>@Ki`XRbh-5(-K6h=Npi5AIOtxQr*VItWn z+A(?u-u1S~iS{Cf6MZ$EH4Sk-ogfYnNt!yE*V&{>Y;^R%&v95>7B%X}U+{bjL^k1p z_hAh3br+(~qCM~gw2)Gz%3>^(%5B1N%&GHy*wdBi%67~Mt|9Y02KjJ(`|EezOe69+@-j|iTx6_ z$;M}#zj2Yo(|3~&Wg6Gwo;Z@OI>3}<8|F3-7i8Q@}ch> z7#$o{kcQbWY!^1;>oNa;zsTNVYcX}0AIxW_AfJp?12Iyv;!>6%YZD8muT~wa9tm&m z7m%7ew$BeRCTlK)%iSEwD;ozgHgox~Q$y=USVi(ABR@@KgL zsA43tDF1`+Y7bJ6#gQI5M_whrVm4XIQqof2UdO(}waL}l+t&Lk_H!&9$HXm*TOIew z_tkgUv))tN-O7CpzPFjqolcX3wYRelv7RygXR2nbVH}Ja;I!_nt|{4;tN<-;k}_7Y z3I<^S*Ndyg)@K_tEtwR$KAoQ~M1P^4Q(8vNEalhm-|(K~Wyy8miR5j~7=_Q|4f2yS z)w8for3$icH&l->Jvj&Wc?G4gQdj<4_QRiY9$BOD@EN%{7gvOhXZzDb=&6yZkt@OH z!F~Qc{@l!PW{LEQ>Cr#G|G3kOr8mxOp1H)o+}}RbG1Q8xMeTrV_cOjW&5#KhkPvX3!X-S0= zD<(dSI~#Wnew@YbjqWVx7v~bkZbw=BU-k#)r{)vJt;S-8a)uYWN4lHH$W64U>L|;SrEAxS+&;b+_ zJMt&fkwty4`lW((JZ6`&S-B>ilKLPglq&T^XWvaqMgD3!KbF7DUF2%8rP;!C1$t;? zaOB_6!O-u(*FZ-0`|S5w8CmXZI%{9{v+S#ZV}bplGodroVQM$KncWUQ#Tj_F8o<|j z6Pe$a$kolk@7fRF+bV|IhK`m2mMZoV_AIB)RRdnp1-^y8#c}_OYaib>es{vfgjop_ z5`oEYyN|P*Q)}1T|FNvFoHA}Re%1Zd{n5PB6ea#5IuJdPlQj{^c%O!V zty~!SrvhSOv4&7i2yiC8JJ*Rj!X9C(V$S)NIm?`cpSmmh%X`QuR8wlBx3K3NMLPKg zlGXdch8T|QAUnqd?F4O<{>5Xo&U{#VZSo3m|xU;YDHvQ zq#FDW&4L|+_xzXq$#DOb&n}!@)nCDXC-5_{JG3q2iWG>Hz?s{Ct;sHehk{TFDn+o@ zy&0S;iO4CgM{andcAi#mh&9YNFEQ`5owj8=vz^V{Rot7s%e)QaTE~5le-m$kn{8p- zxVXdK;jWDWTHE`xM-33=K#$c@#&dpjuF zE!sw|Dj$S4SXxSvrojVh5dVT_)-Q|{#tJs^hj2uCCk;VQbrX42J$NhS@vOWf&JcCT z4&-pM6S;+WPgEt6h+=q-Y@j!ti(ZRXLvHN{bkMzUr8)(Tu$r68jbu~V-b{U_9O}Nm z!_~v}0{sIPe^&OV%nzAGQ6FE;{+2x%bN*+ctdJb}6KO;@p<~%U%ok42|3VJ%lKf5n zp7S-Q31$MaIzzpk+(sTVoH3LzH#c{&wYN2QbacFNZF8OQJo40tONc9$&^>{I0a}Ha z&@JCC-yZiqcLA5iH4Wa{`qui^vZjWn-}*axA6$@okueu<%O(C3e;fXyJLn0_;#{sVlXcQCaW113Qphincq2FH;p zAc%ZK570tZA!A%ES~qG(WaS@ef%FI-?o?rtFcEI`sq8#V*jh95s1?+k2o)I=ni;wl zSQnU{y&CV+-mL4H&ojGckInAsALTcPh|rnHiO5=JJd@1%xMj$5O@SA(89wnr$Pv;= z4L>G654}$up!A-`#hrr>Z-+PtJj%IzSn$#L5vVzZfrG z7e2tXwi{`ndcrjLu~!Rigv!WJ^^{x71CXm4k~13HLdBfEs(N^HPC}t-1C4))=9A`+ zW()Cxc%xo{d)*Mz0lc7V@IEd_+VcoL=gr(?ctIZFX8O!*pqJ81sf`pHt`)f!S`x}e z?@dBO-I28@t5kLho*JkBh<~$R6R-rfgl304sAzKF7wsTy5md@InT{rdJM<^F4Jg&C zG)pxT^t<%$%umecZ9i?*oQ0hC@XSm@y;m%@Rcwib;(IL?+`McatY9*b8 zCzRn8em{E*IgVEBa&`z?g)7QU;CJz~m?`b3VYs@D&>47wNWiUGR!lf#W-|joE5U5oQTJnZ8L~qGC|H4UCM5^bEBKJqnx+ zq-SSlFU@X|y*69Sz7aSPC=x6lECxSv>&Rb`PIM)DAM=e_#c$!&NZ+?yv3-`{Uu~ZxR?E=o8o%JQkb~E(Q-rGIfx7%GBf#ssgzIsW;u3s?eZ{;^?=1Iv zx7JnICD@Yf$(B#%pN4cyug>dAXsc-b8Z)_uI7_TVmXiR>XcRb(|3gBYMr!vlvdvSZ z9`KztLjG_&Uz;z_*GKO)K|G9nYE*g&f8PMiWjceISQaUypX%a70Cn{-;xy8Nx#}>e z5A#97@F3m3Tiz@Opt@V(_}c~LVm8;Ed(32`v#Q6;p>|WvBNZbzf`@|TgSOzbz>+}8 zV9j8OP-^H>Xhp~nP7Jq*xKTZ?ixglQGt0T7Tr%p4-Qo?g5AM@a(bCZi$lnh@qIW0q zdU2K%%M5!>dtGM<=XB3v&n4tO`o>R-Hz!n2I2=DBeipp^ZG5$SQ#>m@A6*ewSH~R3 z4eK`RQqv?;dCd2&kT2jyFG{v2mcfhuw|X(yK(D}=utp2OzrS6X2)}C_d<{#)!D1(& zuCSZm$(I$}Q0@%k5$PII1{0(lIZHkr-4l(&_Li&Q!L37zw5qzSx)f5L;q-6G{8Ln7@WtKeh5${@IIjST;Uw#f{`59_}Uhs4_0dML%vX`;BA+SX2JUnG7;T+g@;v9)5i_*VO-dDnY8c@}z>x)!-QKx-{!AuO$pjf~kk zBlMRqq(qoBdqIBnq2HmAZLTA?m21GyeMw9c+lsx#IN=k24)fsM(0l)qN=k*~cJgFo zQ!7TbmuecLx(7U9%M^oK_oVu9vUB<61))D6WA7f8>}1d9(F|1!qJEY-PKd79<-lI z$fQr>=kphYyTU2>bT=T=H4fj)p4j%&A5+V>xOc0Y+n7&TCtGXaIq*A^T=5>-J;nRb z%ljDLR^Jd`miLEuw709bn`fM7lzY3|=`y>j*bCdwShiU@p{_|bfo6yBlM$lZO12lyiW zfgV6DqpC!_5l#40sBoxy=xlI(uy&|ts83`~qy<%k@>3Biul6a$<}xR^OfEsJCr-rK zX9gwWdUSQv34QBtbZsMWk5tmv(w{MXG`+O0v2Jiob*yxsau4u!_BQlQ^^J?275m+{ z-S^)6-rL^W1{zlhPhUho|-SwpV55q{Z^8?OXr~d70=TV*wL(kF)?LO(>9NEikt{N3zZF4 z2ww9q@{h@$p1nSMSaxxLSO3P~g`frArXS(=;h|Iw>KMI^p1~ePPx*~+BaRYhOQWQH z@;bRXya-14m8xn$SiyoMLZuFb%7cpm-^Bz(mjf0thjt>q{CjXjEbFPSNZ^JOSi6u#4Qp`D=^ zr10j3kA!zp$EYF9EM_}AFyrw1FXD&uyM)hz8eZ*?R2sFy63pYTN9*A2{S6XDIXL|$ z>96P;nyZ_qTf13P9K{`nTsK`GJy$%Rygr{gmW*}B#vpt5+IQ7=!bf>uc-MG7dj559 zaDQ^7J675H+FqL9n*TCcO$YT4^`tIY*A*IGUyxw7gVpg;*`(;?zvLm(Lg@f}@FjUK z?}DD&kEy{_Vp5>)9%kCHt=S@|(H|n8xCQylA?U59fDIE1M#3iLB$T9K_^PFB09UAo zoGPzGLgu~rQse{^yuTd(i%a9?!S`!r6WDRgVn(2hbWzGky$U}FHw~9SQuA#%ff6F6 zpexs83$R))%D%+s*#-AwDsBUZ(oXpYEEzNIidpDCN~r6oGd1s_J(9Yf#umoW=HBL| zw)M7A&LPgFp3xq?ubOXN?7UcYY%J=!L%zR!$-a@^zTP^Xex4Y&;93hkZ>nvmEyiN8 zTrnLntuw4QbOmc=ExCzoN3=x$S4Q;>e3jv-^J*g#`53+NQDnRuW6m*|ZO%SqGMII! zf@`o9*_K>qt_I(Q|B8HANwK}Cmqn?r+#F8%>gkNeprM|*hq;=qluhGwIklb) z_k7PO&pO{2WLP8KmA>`9X1)f#4&H&@LY`8d%dWMqx{j`ny~qYr7OVA&dB1s$affj~ z?(KiH{j`lxv3>!Ex&l};kE1a;S;|#qAl~6a!djsb@~A^l|5nCx(ur%&HREdFzO2Z{ z3k8J!Vr8*1QYm#5k0Qt_<*WP@b>Rc49vl@*gu}uZVUXbDjr@JgqfWB>+1t!shNTPQ zgo)Bc=sNTX@ z6)FlR=(9J#I(r3<%VW(?_?BO4m+E)w2bpS`LgpNE8|1x4JC`|UyJxz`dRBNi?>+BK z?Az#2rKb=COA*wyg2;f7AcB(9#WFli$9KnEWI zO=UTFSx)rKndo!8a{A3iM7SMQb3xh z{G$YrW!sNh?~-x|YViogf?Q^Ge2ozoi+`gxKZkVie((b}vbRBKm<>;LBJ-BIOTCP| zh!n#4vNd!*bUu7JoD?Y@xk5jt8#2Y=q@T;q1{3Ck@Lnj3*}*|&Ikcd1IeB|p-hdz4 zU(-XANpfVGUS%j^^csIbkGo+#Z*AnL=xFa+>GHcDyEj79d*oS*RN)oR3;g)kz1PjS zW%n-U73U+z2}em=e%nM#Ukg&JrZa{^20>R!{|M}&S71~nseS44Hf5JJk?s z30I+MJLQ^kzNn}e!CuJgozp<}{e)R>l!$|auqW9EUmc*8n&Dq92VJHN_NuN0bEgpY zf^LFW=oZe-V&Ds$MlQ}tB~W_Y!wDgMXhmREppak0Eqy(k&VHVq6lfKw95RJ~q>J2S zPBL%#-~4~klhM)eZH|R6W~FJ7DaGct-FHgPlb+?C=DuaV+Of9SHn9U^ulSbxQoJ3# zlfARN3*5`xjon?`!<}87YwUCFFRU-E%gl?+tBhxjF3=WM!Joel+h6~Jrzjo%y`|y_ zu@(}`$+!=;(CcX`@+R^=><`b1Op0`&MpJ9S=sAn;Da)Fy_ZvrX zI{F8-5VN(jft!K0*{!lSW^T`{m|@9yoAx_xQ`+*ht7%`;24SYXDQjNVs=$AN)NrkE zMY;vOh+oE+!TmNJHPSkG@0Vawz1lX_HrKV&Rn?c`I~;d7E;V6bLi5DZiLpsZNkmdi z(yv5SQvbvriPz(w#2<-W72DU-(Uaw*oc(a`v%ucD{W z55N_Gx&hCWrF&sfS>1>S@c=56K==0E6UTbO5I{<%WGTHlClNfrYW{}}e2?Sr=O z<|(co-Il%n3nk})%5cE!Xq!LFZ z%}aWocr)=t!rO!iaV_H}dgpl0;@R@sSX)=@(RDvi_IFWTs_K&RU$sWNZCfgUf;i!I>J%3}%vr zIAOPZO#UBot6PYbM4B#Bciyzm^uzkuy2bgQv!`dQ=a28ZZ&Lik_yq}b6Jn7QbtV=} zoRly-VPgE`_<^ybVhvu&^U`_8xzx7G*55qHd`16QUydwC9>*M#~1l{mx3y`ja(2dv5l7|2O~H;Hlt^@Xhd0)LKos9^49XrMOsG ztn`8(js^{|f~KP8BF?MbAfBXy->5ehFb+hG`N8nT&`MulzZ@FTL}Cds9A4iI$i#=G z8`n>-{U`HSZERKa#RcbnWjZF~W z2}i&}*@#^&6Nov42*0`3^u>6{`rNw9@sFdgYq9GEYLRiVePV0H_lWPEPz*Zvz=TqX zhQzaACCG7K;$mY<#(uyJJrGQUzioqTv&=)yH}pUCZIG!{utTgJxQjWMk{00xa$o7A zv?tO$Qa@x3{TH}`H(B&o!Jn@RG$Aah3r5kQw4<6(vzbxM-~0f+2$*Q+lsC$9WY;^w z-|yAM2hj5(BO_JA?ZY)g?$F%e#$Zj%sF#IKg?dIBMp(*A=jSxsPRz|;%3tIgpzvP> z2h&Wt$xpgVx+g};INQ?HVzQ;!S~*KOo4Llgo_o%Ds(7n-r~794tg*cBy6>lNif^P3 zHZM5Xf4I*%XF5yR2ib30=2_Yq|1}=eP1Ic^eh_iE?7l0Mavp>Ok(F72ve7rf`@@w( zwV{y}z#H=+@Hn6gnu0F^_mNYf!{@@^BWg-yelmaYrTCGkW!EX=l&fI)mI8%z1~HH5 z1zuYMR*JDKr)gPX-qe#-_UpHCEQldDrO0lpd)X`XL}3#ffi`iY8355 z?GD3FXqC6jl(m_yvQu;%a=vp;@eBr?CDqf+JHY#wSMbdB-ta#4Z1FU84|msbS9Xtf z{O$N?D`4+oQCq6PclB5|K{tjtL|n%_&8*m!H)6Ip6B>4aDnYjm+ry25V}kbrM*>g% zSNzihmjh$)8Ks0ag(gAs_(q!<3+mY&(4v+j!G0Jz#{*ceZW}0jGdAtqxqwMp$EMwUKHyIe+#F$>(DP#*^b~I zZl?Rv1F5ytS$Yj^rHj%J(OY*w4|b8i10A8VxI#W6C+6ftTY^j54=l8*WD?myKUc3e zT`|4}Z>^R+$5zqN-@&@Rx=y=Jx;A;Xp*w!;N$^(me)Bx@v~~A%&vMOnc`>iQXO*mF z%wbbD(it1k^E3g^D38`WPF^Hm1o7$(^yUFnZz>WBh9+XZR~m0olR)#pW#8hNGZpts^lkg}s6^0APxdq%J_A9`VoF?kF>S3D3nkP789vG(?)6F$3>uoJ; zc4(CoTy0(d;O{@%Gt)B(no7{)1XAa@yQzDeTjfe~-iEj8sO_#TV7_8*Wn5+a4u(rF z;$Pw>_?CN>C(1r)xwMR1&ZWRFSB_Fqf5M3obNF?rU1(}Z4uwJ~s2AQx;A{pvE)y00 z1Aa9>97&tA=tlxkUCu-BrX%1-RRzIrqGpKZtmdNTCRn+{G@U^1$|P2RdFFs8M&0`f|6p-ACAtbp#=0=8HWx&fVq-){ib2Fa-bkzH`1wFEb6 zIjZeM)`UJWi~lTM6?-e=mG{_Rv7K_)mhX%-~H4z$@LJ62A(=^ITzXo+rzf%_8OKa<}$d;5)Bvi5lsoQH_?i?2wr!( z;zIpm6`%8oLN%6SX41##UC2*Pk4%W9pvJuv85;RT)uN9w{h7t=bv9kNFSL_7O7>{6 z=nD8fe#aQGGx8tRI^sC-8(PO#JSPveQ83J=fe^VKbUc>)gUs7=&23FBH zCvTS0D%v617OcC!@#}?!H-ZJ{)L-%pXSpI@Y(#Jeo~X+Yn(!lrjJ8k7{oQ_ z-eAr*P;Mn3g`ep*W>rD8gP4y@S3T5Dn@w{}A5kIHv9+_ww%<0VqmZMeGsW4{InY_c zRmL?9%o&TbtW$8jb$Fm_H?TQv|Co1}+n8#YcIme27LoswL)E?2tD(VO1|x3+?%f6O zcRS&78h}4jAF4K$FVZUVIkGp>EHXAyn=VOzqQBAsmS!`-Y0MA(q_h&R+>Ty_=i*~- zJKQy=!HC;T^Z;?}2cc+AYt9mXh|(G_xGf977|&3LRF9Ehj#quhmWbY9bLR*5Xn{Oc zP6lP|j&M-e&Yk6Evt!xa^cngsb%8n`c^|1t<)i+l`cv=V^(e@6U<_OqvTDQmzF^Mw zhPP&W^cJ)^d(1I-DCQt{@>};&R|A?rJ5!3Okfouem$ia575Rim_A_>!Bi6CTG0*YR z{=z=b{;z$XZMn^8bz8mgaP~G0Hl-M<8m?(iYtt|ff#X0`0ox2V$iw8{LafN~Px(FY zb$o!<)QG9be4#`1DP{vx7&FrdI5;bWmBLHR7w^iqom+dkhu$zIpK8~U!=ao+B>_p!@h(M__B zx29T`SWkfB&9we#2%Qv*#9#Z>f$v~CzTLx^H13Fa4}Qt8Yl=8 z;G-WeYKFnH$t% zsswy^4{PD*h#tEz)t28W{4qgkNWmH|8P7L+C{=B#JgDNv#daU6S)y~(+F z3A*D@kUv%zA0r%XT$~KZ1BTUk>)(a-eA3~g&jh-qYvWkZAjbb z^K=G%n_0!oWzVq5V5?e?+G~e-)syJb=wwj6rw|1RJDA-g^wsnY49yH*!Mv<(HkuVn zb8AnKK6_hFTkZC5woGfpy4H5g)(-Da8|w*cmSvh{g*n}P5$xF`#%rLS<3wCL2g|~`{W}{nm zM5`z@l>_j6J`)2VM7$MLAYhJw^1Y3j&TNGi)0Ikuhx1cp5LJhY2Ulk!y_F8qujty) z#y9eH`BZ2>yV0XH1vB>pyjorGyQ$Gb&Oz3Ho1WK?g--X}SkTnXQq)q{T-!`pN?31M zhFB(8zgY9zPFderQ*7n%S)H^zwOj_bsG(UhwKJbHmoT0+Y}c9fQ?-?~O`*f&#FSJ` z1qJ_wTv=%&{t|Q`1eE}NFhARuUCoW*iovrE#Y(6wyy2gV<)n~&KrW3W&kfLr+hW&T z4{+Cc_-UsTS(sMt0&RT|;nln(D&W_CtNy9J2%bu9?1PyBX2^a#XXCNC!jEj$S^2g6 zKX7$Ri(SR%@L^Bn_CVFnVQ{)rXuW35w79Kt=1kLa!wExbLn74AEh@#yE}n7h(JiM7XLWXbwKE+>PoS#HZvL9PX8X&DQ8oN#M zk}H41pPjeIEe3P$>Gm-=ScB_rqiyAFEpbm>wO6p0!VQ&S z?}UFMZRKo@ElHMo#x6z)l#OkItq( zQ~Q{EObO1wmEvpi1Hd56^C@O3#^@UCCy}txeJL2Tg~1VDsUEK03I7y_A6-Cy@1p9V zx`@4PerVE@ahAQn^U@u@!Gk$#a_V4~d|TP29D)b7f=GxzIE7md=D7vl-G8Zl=(a0U z2I@=11y133q%&fnCobgwnY%UN`CYf~Mdx-ZQQ= zJ~0(B2XKB=w=A|avlXx%vYoQ+vG21NaTIjqb5?ZrbRZh-7zKL3C;M|NVe5w;)MC^d zt3mw_LHAF?cI}-=UJOUpFq3*-4xP6oW@qIk zwRBl#mxb2k1-Gdh_QP~VjzfoO{YCJGmV*&DTD4fU1Dlj)V-w&B_~%QiN~>C6 zXW3Bfo;et0qF?Yn?8p3|1^niZF<7mgIlo+3tv3 zZz}c|uu87tm!3%}U=N+)Pw}_G&W*wsUJIUSANr?g%uo`KFtu(iXq@qgiixYkO%cX?NJ`!mHWI z*$SO^(Afud@HpsM@8EMT;t1N;;S4Sc{WVutSU-*IMb1Fav>2O5UgDge&u`+tFeezE zs!6Nqt9X)oQtPRuRCVNwelbx-M4b`9WO^0qJWlu~43q{)%fRd$6D=5hgPj3&v3Y6{ zNKM1Ag`pNaMkmyppfns;&&Q^VonW_aMUB%NyP*byUL1sPu^YJ8qHI@=fL}OPm@i!5 zu5eG8n@n*!AKf!DGZKn?fChg%{9oi*WGQ^DJLp~XILtV^VlJ^trpwZJm{1Ft|y{QiB>JJrGl zgr1lSKV)Pk1Ap!`E{6*U3}`7;Bo(|46Tw_;lG8WmAoRt?xO0kv9@vklLloEa*K8sC zBKtLr^g^Hcs>y}|@l|tLeF?XEqPjY^rwoDD^f`8U%$6t0$ME;ukJ;Q{^t18o7p5k? zn65_si6lq*ME-}w*M{(huphow1`e1n%pWGozGIsTGlUk%{p`W)t{!#`PQ>?Pq-M58 zt^Gh&NB*ykv70f+^x9P3(%MqiTF#2M#da3&QxQi6$1eL4`$%*MckH|D18x0nvbDUe zq9tNZGv*lc=_}~VX!B|RgRk^o_&Q!A?|Bd&8};e$8Phsy6Xa=~4}8ySbs<`(YlY%sY~;Gyo18t*ok=(Uk)Y6MMh67o4^sp?eA zNWI7{JU3@>OC5!e^EeoT_h=6@kSojOWjwxvVw|Y_l<(zGIqg*SRsG=07^hvMeW$yx za~fletkD4~*-cPk@0;gYmRX7;H+U5FUC2_*I?PhSvefbd3Fd_sgGFcY;#_)Sx@Y=? z6MUq8g8qW`gZ3rhS7SgfqB7if0c>>o4Zrvl zY`*RV8sHB2aatj5vXz*Cieex!P%}mIFO&yTQv~U{?V1%}d;GvBv`T#hsklGtHOOX; z$4R4AJ&frDhRk@7@ovjOxu?`pN)XG7ANX6S3KrsT+=3UmXWS^vYFn{&LGv)NuTbat z&`C9*R#HRYvAT-8-Nz(h?m3gG$~WfisI>~Cmr~^4G8t8)KK~c{9hSwECn^#W@~{i= zCz?zSB4e?EqzriOcfhAi*ZxEbH=lL|(ziWyEp@vv+cD_BA%QgoIoy&+ZeP;1(T>%A zB~OqIG!r$Kh^^R5v0wc}#jCbqTU$qL;G2QnOXIMUF$)xzPGG)=R1Q2R!_<@EH>B~T zq+$2aVGW7R7Wv3Ic&`7_HqlzhsOFI7xW=IQh2HxG(Nj|&eZx57i&{-=RBr~CzLh$F zojpqK5bTZIkxNB6Y({9A^Hf=?ypugjntWBx5Wk33#YxB<6cTQ5A2A)j&t<@CwGKMX z2&NrV9bUAX^fk=*m*e(`(tE*1ZNyGxe=-voo?C$Va5q5%#$^olisXP7eFeLSBz%>` zCYx`$YHTmw8}mp-VqZ-`^(~?@HjBh)C`|#9&;_;Sbq#fwK_wxK2Mq?(UQ-&XM!{6w z{2%(PA?AtZ#papjd!}7bZkg;dNe$X zmt#t)z95rY6?Oik0ZdD(C{>CcM;oAG+>S&eX;dcFB0|6?eT}B6%~XD-C-aWk4p*?AUCejm zCvn@jU&1lW*R`Ts`HVN^k9;kf6K#s*z#5Q!2dhV`&tuO-MY1Vr)+yR~(9a7QyBcZZ zAtP-nVSZ%ZXFhKEVo9;)U}E0HTG^ImWi8FD2J2qS9Qdv~fj7U-cokE@Z{W$>4G*vl zs}L99C9)o$k9{!{g@O)mwu7X*3 z#yHU>ec=~i3co>UA^hUk!e^2Ru0GFD%n;N~`>@r*#WZC`<1D?wEM>+pSDC|@TWrFd zMr5zD#o;mUD4qj-ppwv4{v}O^hh+ygB~{5u$$1IAdpGW`i!t3n{JV~QceB-FadyOO z)5uiqGOb^~M_=8r$DlV|HJ&mqF|N0ivlg|?Hm|YJmKrvl?S>`I;sjg$rFp*jm6^0m zGi@+6H^v!9F2y6R_{*Z`CU7XPmCy zs2&C-;{~344>oA-#*Vxr=ttsFQJYa$x5f^&7TDK3E#_`aBkU_Jia-6^=-p_V@)K_D z>qvOz$`hs4l2!TyrTGaGbt9o&uH=7k&G~*j%iUx-_BQu{+Yhbf2Fv4A6PXLBb=QF7 zSe97?x6TAqx@mALt)wgCRJ+2h<34~tTSBZUS`@4D85yjoJVI#~-LJ69qG*+vZ`fE@ zH}{+RGMtMs>IpdC{7`-`gI)7Z`&HXPm#F)y%ZEAkN`uLyHJvb?H_ikTdx&Yg={;s~ zmyCCf)!>0_s-LERraOmDMW-L7o2Aq0vN3zPM^c(NvK@AVd4aT0-jW`jj<75wjQ&$b2wv#xl{t60FD&F9RVAhmGBC#d5 z!{%)!?S%StdvqO0KPk!^WM%W`T#fqS;;8`dUbUzt>J#(Q_8CHPv7IRL&#~F!IJX}E zW;#ENPXkvQbYDza-r`LjDUKI1_@h!^`IOQL&WQ8M{iql7kORtlWq9-vYQ+~gGcUV-->Ry@KXh3Ol_vlkwX2#4q(hoZJdHW(SZJ z+<~6U58bOLIBiBKqD`PFpGSY1j2fT{c^{{{pxKGLqdsyRc+Me)vpPh_#mUTM=s|q?#WwV>MkTY6GK&>Ra1y$q7wT5s+v-olGudR0~wHg z*iZK|cPO@Kp2@9&ImWV_Tln)I$XS9dn7)|Rxf8+s8jmfNN1>anmh&lL=t7^6L8^x& zdlisnZYxn`20Vt1p)W3xOUi$gmeD72Ie7vcfk%|C%6()u$0Ix2LM|n*#%a(ET;Eji zGB+b5y#RdK?U;S8!F=d~d{~}<-=in=!2ZajZo@8|&q~v18oY}Am8Z%nZ0oI>dnk7Y zHV;0*kGkl{7C}26i>-%`uoGrG?#P$e-Tnag+Y&gY$=FHPO8gg3=v-`_I4EE*kk|>^*Op+mQXiSRe?X|-2TJ!ja9BDaKU_ej zrCe-X%fQ~mwsID>M=VDY=5MJ6{>!o054c^vCs)KwuMjx%ZQ-FEo6{(#9qzPMm`gmw z`=ZSib4GwQ^dKiTSB3X#G%AnV(C%N5GWmv_OTN@(X=H7VwjO4a-*jtr3o(!Hg`8*` z-A3I(Fnu|FykU^OKeGCL_4l+Db!Bw9+WGLb%0#N>FLI$~nYs+I9lQ|-QJ*MCiW))n zT6L1>qWPvWNF1ThSIRUYybvhvG$xTXAV|iWewav`BF%9^&pU%ThQkI(LKi{V`}JjZE(MGcNM-Mjr56oJ~QXubY5HI&w%>QZefpPKMP0{9uBh!=<4W)gv#wCH}r&oww0e zuX45Gyv~E2|10?m1L$Kkgc)zPHDwLPqcy*5U2FHZ|7jE3E8w|2vc0F9AlUZXf^06^ zSN8VKq0T7Rf6jf5LPv~H0b%br?^X~>mHVDqB=i&rCLtVdj8a@ne2PC?Lv7obe7`Sc zL9$HQdphx*v8m$x`;Wzh&=aFU5bdtHFbo7D^t98jDxa*C?l+ z{7veRE|6r4JvjNBOTF;-^pk9&A3B(H?2~lPkIHAro4}5khd!b{+K6Y$eM&*_a)j1E1i&+Ka|>evv-49|WD&q;>|PQw^hj&L_X~C0T*BJ$b@z^1Hi{+?t&&j6vw z-5pZEGU1#M#Tp+^-tHv!cl+nL0Y1AB@eVTK`$O`r5^01aIukR6x}pzEY-);Pq%ko3 zKJwka=gHhJdm(-dgK0`@6+mvb~mNJzswbg z63XIg;u4(S;VY_%s=uq_iT#A5B}un~oonq!$rfnsXlUDNt&c{|;yCXZ=9uod#tGvh zF?BIsy$tl3Be~Ud6+1};IUq`rWJ_9*&t@axdmUMbKS})K$;D&OI8<>2);!oa(lYHI}JmU{|FWZU-i;ptvxW<}Y%b#xM-n^TB4Sd zit8pMy-vard=N_4LRWM5UFO>+yBLB>vOU6a0sq=r^3%3CYLFjTk37`V?jPKTd9F_h z3-BYY7n?=%sih`Bx||71O~<^pJ5=57FlGiTrYg3Rt>{!WR%zaSmzYyP*)e%b?%`b$(kGnVN^wK>u3G;9mfmDTk56L zj(d(xteZTS+}%y+A1NPedxmkv+8Gw2GKJQLy0$!OzIB2!(WNMX00`ZYw(6M><<2=cfx(4AHC0LQrUHa zSZL$!<*tO1^pHJoJy~E^$;zHATw%J=jMGjh4Dsy3IdD<$MrMAB#% z^2l$I(s&52`fGO@ez}9LBhIzXFh_gGcJvA%j;@Y_WSX5PH&O4@I}bWeJ4V5th;j9V zbXVUUPUb?g>jCSfhPy5Vpi}M)_cqTGI{QaG1Mp`(K}D>3~L5D!U@B zA@3poQqfnjh;!78Ke8d2&?6Mn6gqjSEDqlOTxyIVCP|R<*qNu#JWKbY$xZ-Jx-cj zk(lJaSG*%N#awdtGwh?| zKZns7g1frNQDN6O9?%C#ux4BToQ?0HCkL)dcn-!Wf znnKMx%|+E!?%)fQ4Iu*Fg^ZvggYX49&KS<14LoH!*2FVz3X|+x?OSpFe6(a+LahNTDrg@g^fri$vty^qUP;&IQjYg}J&D>%er}Q0CsH%7-b2&@4laC&OW^5@v z{%L3mN6GuhS1}b5_`GgeUHNug61QPl{>8g>R2nZ`%MLSw*KiH}+lkyrO&+7DTFB>S z(t(_&H1}Tar;l9D&lM#un0o4%?j#e zAIV$H75A9MMJUHBTWg&fslK^B)}S!N=v(R&v5`!*l?v)!WqL)lXFh^##R9 zg@I>wAZKwWZu0e*XDp-7lxNMdwzqV&#F-<^2dZyWFRL6}dAFjXVmjKr3srC75v@1R zv@W-5scoN-(OluQI8|<^E6r2jxhwfc(u32Xklw{|^*nWddbL4nZ*`=mw&q7Z@xWok`{kizY3S&h~VD3ix6W6*Qlw_LFFvG=#{cO7tb<>~uKKAO!_<+&^RAex36 zU@2$&0y4#Fqln#1TEukaAsnkkiZ>{$??7Aqg^5Qiz2Rj3qw6j{7({kXsN z=PtjTUixZbs}K!q;Tif=sY~TLinp}^S(>TjhJoL=%b?C(fv0SCWI0-)W3oB_c3!1t z(Vg1oA$I_|;6r8C36j9?!gajSH<>@Hn9Vyyu@KxwP?J}SPcuiE%SV6CX|1F}EQrG; z|Iu4LBU+0i#$Q}deAIM5N#D-5HEun_dWOOHj-YFQ=IqTF^9Q`PF5#RmwhYWA-}+n zm$LgZ70mF5^aJ|xJT_4_Rd!G`Qn+N^@*?hF!_gIwqNmZD`<9XV???A|cd;|cITerL zW%AhilQkcR=l2|Q`Rg$HXR{CACNKOSG|#uukX?nD(FiuqW^%V?(3KOIDSyL!`6ii* zh4KgTDpH%jG|x5N3_}cC@M*jt*SiThgnf)%jrYAyqQvRzHN>lf*JAxF{e0~{ zSQ);mXjubUPju1uJ=Z;NsmV^`9sU^()d2V>*I`IrsJKy4U7kut`GfKx*d|vhwpBz| zcBq_DHLt3u@@eIND5&aKqpkV$`YyxMD-p_to1$Z)ZIVAEM_K2C6_-4;G%6|;>b zNtL9P+*f{$S!K9NrMjhhsQO7gMSWcTK%Jz%qK?4db3yf|YCGB2&6y~zAzybDjKvuG zV$H=-;uu)EpE(}~>3VjfPqYrUP#kQlX6)IC=-~Turr)sbA{A|oZ9N(1k@Nz-#6KEF zFRrB^5;ih}do4~SfgnjT66c^!(OR*ZJB5X0?Om#^s(tvMqTwurs++6-=D(Em-goh} zlyaIrqc1N=LrGF@B1@J$CD~Ugoz5L>-{+e@ zP`-@M*M~i)8~tRtRKhvGRMtv1Om>tr{2ac%F3dAFL6SbnjOcH-%N>sseHVP-P`4K( zc-={lRaU&YBZ}ZUFB3ItNOrI%|Or6L9<9RLDO8*O4&hq zTbZD&gl~P135<~%^LuVsljt1O^~88S*Yep;m1_ciykYj%cEQ@gwu~(E)#xN@S=ytg zY-X-RvvQ4EVIf)Y-EBYE@;Rfwb^MHGyB6K5uiXRidbmX%Q7LP%TvkiIMA2UHKvAe@ zuBs1{_9@v(ch&hSljj5NDU8RkNB7qss+=_~4-QfEhewVyZ_mykbE zE_xu^Bt9&5p;x1WJSr$|Gmgu}p%vai@yjUl9$bIB1SmnRUOo~Y5eR$&I6<_fxg(_d8VG)=v zd_i`|QN?*hfAqTJ(OK@sXE=!a=n*pR55Rx^#TiE`=@I8ryWai)zTrNbxBXjc?7!F@ z8d5uSbLBYu(-$eBAA6H$_Z!hR(LiRs^`%!OPh~OkI?C^qe#%RVcB(LypXz&6LzO}m zLHfK}(O1{*oyX{(fYl}X2Bj{hb*RdHU<%E7CCCYwxOb))5v6 zXQ@Hv(1TIJ0LY<+n~%2X8}hhUINmxIqYI93*LHtRkFLU@b(S!r>Bao2vrFzOboF+3 zgAW?$e9dS0!y)26|1TNY6R0^-JQpCw5A=MJ)RwNI570+i!X0}zEc;N|D#a_scG76t zQk8nE?kk(97pmvzdg=yh#%pX!AJqe8x$;}|B&CX2QeIlB-ZP&qm4uRPzD$}!&n(Qd zjdaMf!Z$GTUNU2P;yUHp3QNyv8)@&z%AdoG=_Qk+T8>=Q9%=Ts&Tvv8N-<2aPw^`?U>)?~2k_Vpkv*f5X)4== zFC`W({64%{`S_c{m|cfDW8j|pLop0>zGPl-2vv8ot&Tkm2K*pPU&~y}OiLi-06Fvj zIxwZaVhX#I9$kR*5=6RFjx3=_Nadborvoz){mU}+E)Nx@inVZCKdE!njq$(i)(+FY z*WS~%!s}tsR%+z1B<`wTkq#wSH&uP9Do6WVLiLvocft#QQ9AyNa`Sg)UsO^*RQy-5 zs)9cv;`sE zL&o|a_HPcWzl*oUSl=t&kgTquDUv*p>?aZX8|KzI%u`xG8IG;cRQQ$_mE11TmI}os z#aV?Jg`3Is_7pk_Q%bIuG%Nd-Eb9|xs;ZpIJo6> zZ>*iEZ3zSTDM>AJjBSiPyn1*|GOjR|cwhJKXq;sn>$TCVj{c)AKvP#E(?n^yv%llL!;tH{qE)cJy_&MgO+|eUD(h4I^-bxgiP{xjDhK+I-erV)2In(V82^ zVe3kp$F`O|eJP5Wzl1E|1?S;T;RoRZUdAGEYe_8i(=F6Yy(E4T8~WmGR3@Jp%tM)@ zgn7a|FWl4I3xt!xMpqabUX8smteVHxBcT1s#FaizXd&wKLVSFZ-t;?vqoAJGc!67=ze%4U?o7Tsxx7RIwfv%Re zDRhE8+UNRWeWCumUZwk6`=xrmdMsz|J?57tg+jR&Jwz>@rGH~;%r4Y{Ce6-%?&Nl)?CXiJp5AbqYW*0EsbEQtb`P1p=WZPeWVz@)eia^ z>13Mkq>mj&Jz|$Mla}G}aC1kU0T+I|;*sJp^Tc}Gr!Fa1DNo`R7^YaGcrRZo--UiG zf_>JDIsXPpwWOT+%4+U2f6>GHmmXVp{0@(;_pMvZf#xPKQO}?`jw)|jeyw~_`4jRa z-&Hp-ZL{pNbT{QxKdQP{^}rHitpiKGf)2|G81tL?J~yBpE8@KSq*iKX=o55nye4^_ z@Q(Az@eB7?1-$aV@7LFFiQjL2J^_aV{`H^dKhviroQV`XMEi{{vRgjdu^H_S)P_sAAKQDLv>U*S`cQM$Wyeetm3t;Nks9+$i-d0V!;EDtaE zy{h+BuS^+efw$YvyPLTqsJh=u&C;6O)z@oRYnynD^$PP&H2&;!+h?Hv7yi@yNBjGc zOS=kg*J?bandBaiH70ny)s^YaqC{yUT_hdsc`XFu$MLg#ZTYcsZsqLK(WSi$Hx=r0 zkLLW5bvNt3%;L;X8L1gl(`KZ7o!m5ed-B3$N9v5Uj+qZL+U2y!S%qi)dBuy0pJ8G? zMQ>lrWAxltL@P_w&(u%!xAd!hhx%%RgM$l0^uE&apYi}sra=b zr8K0>Q1EyD=FFp+Gc!kL#^&_SnU}pYTc55=mt_8y@mo$(&e?(!1-|fZV=DeEw^oK# zJ+u|szDAS&JN1!Hy+mE#_{8fN@7l-^MaXElcYVnczZ01fnG<<6az@1Sh=7P0HTs2} z3A+Us!#}WDV3N;XpLH;Sdor_bE&ffM?Eckl7;{ zGQC;)<)ojIT7TN~>2Cbk_%Gr+$HyejO}vu0HE~(m&uMeBW@c6A9m`Xet)%s?v42Hs zNMk%5|8Q=3j19bh30@OCI6RPC>Q)gcQDspLVq3(nh+7>uqFzkB19czP&5JFHy&Cf% zra^S$=wXqbh|r)BL3jLh0bTs_{1)k!=*rMzeD9v&4xx^kVe&Tlm6nt^^1mqPlG8nB zP}b+oglXkQ_t5e>jyi29=rGBWG{ZU(ePZq=| zMT(-PAz%LujQKx;j|9iTT2HF+tj74rKO(2qd>(nJmO3iBR*zbl5xEhj&>Nu>0_FvL z@Hybq!0^EEMma<2OAjsr9%4A!tC#RnV%yt(l<`|aI#>)(y|wCL0LRAFW%t6Bykf zx<;5K)aYmO9ZjZ1QwW&r@G|s7?O6+ElbhuFn>kN&o@f7+9hcTLO`mY*)0p^Y@rRRs zOX`!Z{08JWf8reB%&fEx%~LyZ%=H zr9nRi*+av^Ea3~nCx_e&=@B|HbV}H_VeLZHAv64!`|t4j$*UMwP@wX@!V56zKKE94 zXVWTEL1{v1)52DTMG#*aX3xofp7u0tbn@EdM=3v~tVrLLzA5K;&YAq@`L9?>*lk_XSepaHb7P;T~A$CY!$4lQI_8=s3>@o zw=6G-{h&+gOxDkg)LltylLmh3{ONkquB72<=hJRyozD6yr)kc{f|&(xOG`>0nhVVF z?s)f9X7NjvTa~@gm!H7HGb^Bdz>1(DK?8z+2v&zR4x1S=C&Uz39{40^dQgA=J^pr_ zEnTRn>yXp4hkjWQeS#!&9n1NO=@nJQAB+Faxsr1>{bPDjns0i&6l?NW-^BCVE|T`x^FePf$@%y1&_fj?ZeJ4)kt& zq8NV6xjzN++$5L?^NUv$|CO^jCnaM~#=wj#8MV{>(ubrjNWGXoIsHK9ubHCU`nk;t zrx&g)ZC$Fb4zIqAPj{uq>I2IuHz^8PV;K()lKu4W|X{xTn*#woPDG{7{=wz(&|!2fnVYCoaH%(Q~pXx zO87G&=~MTFaS1&VlHxDMyFTQ9IGlJtaYoL%oODtc(hGkoTt+?D3I^Ik*z~>S?d1#c zKo7wqvL~=0&=6S}ajo{7+RnJ+ae4Kf^;sRW)5ve?fg^y~?;cv0GzP zBkx5n3mY2d3VI)u>7_INM@CnB_Sq==6I(2~AUBF$7QN01&Fz+5EBhrYW_7~BgkFi; z5`Wh>;Y!Dg7`z-dchYSgwAGJ5?WX!}EuecL+*T()Ado@l{ zuWy5i4Gz}tQ9m~Jam?#lZKG7RM${S<-Z;FOZ-vh>uVG$h%~#qv^oDcsa9qV-lvwt- zY(eph;+Oex1;6F>%Nv!MoFPl;kkT=2W7^#8f3m}KPvls#PiHU8Ka)R)J-Ki757kd> z-`ZB=FaJl$oC=6&@-WRLp}w^1qKA_{QLR;<=-jb zxL*yw`}*bj@v5&?A!u7(Gb7H0#hYguYWi5-v7)TVSX?uAd#)s7RQjf*Zb@4ck`lg5 zc$iT3>Cq>zPbu-K2|W|;CXY^em=lsax1?*y%d*KNxZWw(!;aJ7?|F#=xPk7qwmppI zzXP>F10pIST1QWg8W-Ck_CuZGIz8%Mse3r?QQV_?E9-rXRma++-bUAot{bh1>=;=V zFfw4e@k`@A*mb`so2VX%28c4P7p-ws4=bZ#;q)(_Tzoh0*Sw0%?U|m`tki+24^#8f zCuKZJm!{uL-XKE`#y)e8muO2cr&Nw4)@Nxpr3zw^)a zzZ@DEW)Dvf&kPyDyVyOnRnUQ;6#+>B^#W4@y7)?cQ}i44gOxU=TQ*vLL}c@XIjZf6 z@FcHMFXk1DE)34vl6gKgC^ai_b<(wj?1W443Gor{Prgfizv}&n50^izNvxT)C#`GR z^xTl#;bpGUrd2srlg$Ushw#q5R}WEtG`=t%@d@(H4w?{rB(gZ-ZS8Hf`_-LQcY0iM zTzI{2>%FSqtG>R`j)n{BSJod8b3JBy)Xbg|?n;%DKu;nj7jJc(@x=x0VMr4z`Ag!be9ut8pr9Qdq6<)bRKa zztF0ng+ZU0xU2DGp3sJnOlZ@dg9Xx5cqOV76SubRu(8DDLP#w zF6vfvF1KUuob1x9QP~%><+;mq<#~a5j+}X%t3&g{NH=`d39yg%8Ex7FN@k056K;#+b{E4hIeveQf}feN#RKYlZNrc zZTc|k!@v*j_onzopNf*Fr|e6vOxl&&IrVa`CeNodqBO#G)Yd|FT^b`lBAbp%Tx8f{ zXckf(yp}pvOvZUwjiWW*MMXrfs=K4^p*lse$74^#u8fV3{kC>i?FF^%(LJMUM#qQ! z9M(FZIN*h!)<4^OruRaXL8TY>7rz#a9uarSug#ZDXG(jQeqZpRz_(}=S>%$!%qIG^(Tyy@KII_e%$t-GXY|QF!bQ6h9HYK?gEVeOukrc+=>H zy(bD-?|&*FJD`2Y>5w&Hr^7acdxuAcW`%SPm=o}|{}ulR+!cQC`pbBXIG2dGP)|Q(o%Y)ta66LHtzIIuik~%Bv&aB%!=BJnyvG&-0wXa8KMsADT6Jd#18uE8Y zCfQzJ`sw}Nap(F)ZCCGr6=V>6@pNUmn%nBxPM4LJ)rHS@u<)xwzrwPDfqC-0?O6@7 zOL7#s=W{3J*3Zw(lNHAl2hnReTdAm8YAH9rpa=E4{6D!!(OuC-J3w3DyV|$d|EPaX zz?i_X!Ha^&gbfed645ha6tA0a*p9F;>d5HeTS5E%*7%+C-r}9BZKB($Dp1ACX2^aQ z^%Zqvp4gm>vo{syian(rN-yR8lJ|E;3R%LvQg$TmPP!G}H~!T7t?z^1Eq%B9!=4Yq z2fvSwkLN$;Chkn^lA4y zY-sd1{-}Sax2fxBCZg|g+3Pt*lh)j|>T*?JS?jVPx$c}68LsrYnQJoVyo`^ouh2cxSTFW+rj8~aD`L$M1=(Nb-1?FeIk{V6ZOn0Pc%lXN37D$$jo zOQMx=QGUs~X#=?lwtdi-KM=ICQD;*>1Dl(DlQH0z7VBn*`_F-MZ?uC|w zde=A}{;AgMS{GyL#{Lt#Gxk9As^}HbJEF%&1wUKFul5 zYwB++bCeI62fX(z^n7&p6mD2gTASf(+*>}P{1HsB$dcfaMFn>Y0t?FXUlg1x7*p7} zaD2hDf|eyhalMKT6-}#r$p+eB&a_3^ec{)S^H_zaazXx91h=zs$pDo1^C zoJwJg)GV!4dL}XICAQb22j{bA9@(^p|N@(o(WMWX;aqpDW~L=PC0# z|s2iJFQy^e__3Juk^YoT@>mr zc1@)pWU^=4|Fo>Nh%38S-s0?>rq%#Dxu9Q4We%kp#jiv#KgdIv5J z`aMV+EWgK8oe&O)r0+c3m$z2881eDPkJy=r*R z^A7eG{Koh<<9>6)XP|eCcb?(3VU7NSevl!;&={V_YF__l3V(%?8E2YU0xNEXXB&6b zY9Y$=8qM4gW?M#B^1tzYG-vkqD_-1@Xg~byDdc&Mx4pLSvCl@s5bsQLE@X}v!z5}Q zK7kF;79NPQMAJFNs^QV)D&H!-neVP7i|hyZmoMOB^zjvZ z4e9+?D$kTA{Ss+*87b;Trx;?vUd z%6is161{N)cVBm)sL1n5<|DsIKII$b1*Sqvl|R7e-mRTVLTr*|o^FE9TPM?f)R}ev z>T~q%AbG4aoHl%Am}vM}|DC?4aWuW=@m{qx3F-%`Q1wgoV|68-!^=z?iEt)I%KQpM|`#E{QGhGXcSLP^j&nVbia}VvWxr}r`K(-x`ro9Jkv%@eKHC0(G^PR8pRGsnaQ;{RuKYAT_n+X(NlTq2=SuFE zG%XetJM+B@<`k|eoKY~hz)+N5c&#|O_)ziuVtZ)>scwm7z02dur&W)xP9+a`KeM5Q z!ePN%CY9yFeg6rKm{S|8yQ^QSzv}hD%iCA(+ry`qPeb1}zFYkE`yC;7bd>K(-x43Q z&jX*UJ|ak7E9i4vg#YkBo2@NE!?jU4Svd-3Z4}z=9q7sbWTt<`dCA$$9%cX2{NB71 z-bD;t?&q)`q}6^@W9d}HQ>%KTD-l@)b3<#4buT#rq#V1l(cb0bve_ixBX6mUQ|4<$ zx+idt>_(SyfbUperLV@ftzS*Q!TwYId--(msWz4{Rp@Q}(J;kuNV`t^pQ1>yPPSS$ zO58&{g#^XF948&iaK$%(A@-*1CH&9)l0n7Gi|-X&DtMXqSDqoiX@2*-PI*Ie8s@ZO z@6615nWrwO%zsi)S+J&PVNt76pVGT!ma+*jGCig|(`w5l%O&*g>*3A!g(ox_ozYL4 zQJN6%9^Nv4v)>KxeXv2sc~A81=xg%J_1o-w(|3)}Pd>Y$>23FZ?S0m`+?Zp?GW?+3 ztPN00)lC#$Xqb%3b!1SkLL(~m_eahIQ;!x4LHKV$zMooRDVEfij6&p6RIRJu>__g)f@N6%4&&oe_^ zqCTYBrn;lNk7wOW6{u>YDke9ii?X#+uc(2(%b>U^KO^se$6PAc%O|2=5s_CpALe=k zNn4b#(?^M62V)36{SN@{RU^X&A zJwpApy1Tj@?OY!Eim%Yfh06NK{=x~=%JYS%FIw6XGTywMd5#S@Zzi&Tdn`GY-sWlM z)6B41TY@cHO_w3&oHy0C)PcM=(-LAanXQ&;@)cg#&M~{#=2+mk#*DWJUg%uM7?dkj zjw$?FZA-H)gmLo-J>5HVnz^fGg5?kNn_bPl%;R8%Z0Bz+#gp+3nt)T}z+L8h8_cY} z3gu2DXW~@(2Dwq0rO@#GtYJ^Mi_hHwf#I&!s;$k8YM0>;!+ql$BQSgKk;d-E3WMJ3 zli{wRN~_g1*TiU+Gq0+WixsQU=sjl6U4{qXgzKtnfpdcMPv)qx^q3~u#@XIjUsCP) zksIbjoAl7u-rmrD6qWdW*E`oIG_J47P0SSKiCRm$N@wAl9L}p)q$pQBMu&1i^}A|> zW*}q;Uv}{%^*q&Bl|>;@E|C2UaUfIL72W2~d)G2udb(lqk65{N{>;g zi`JdtxtdLO>LufOqsBYVyTs>>&qtqEK3bm$p8?(@yt9n|8i#p*=lzEK;(3NShTGcf z+Wwk;ny=M^)!P(D6|-dhWiql?vfN@J)?suEg9rAdWuB!2q@{S%BU7>22H~>R4eW4rx z#r|96U$WEa={88m;PIIOb7~bllr(mv&#VQ5GZ+1=4;9^0_-{^pEFmVRoyn9jc)}9LJ!6g*hwW zIwryv$--A&!ySX0*Xaro`k!vBFT{plgk5C7cMsk?QDTpAA=NrgbDN zR)PN5AF#h?R&=k}Rk6FGuq>}Eq`Yf+yDBZT<>=}c)UsOGD0e;EJ%6APIf~zL3iJ53 z%mqZGr_Z1tHUoZgZSpTXKK{N_d>7N9nd>{*f2hCHPY1dEj(@1H%_oXnr#gm?hAr?3 zb(&1IT;-!`rx<|OtyHoYQp09)+wQ<1U1Xg`E?FgHx%w~`GEIkJ$S;LJdJ#UwJoMF@ zt>3~xsb$;c*zG8BtA#$)*RiPlOkf@J(Sz(!4N>i-j`>@CNnJrM-zanh9W)F0n4swo zmm*1ZMdgjwvleH=PVo-$d9-U!+)j6AzQ;27e;U$2*VFs#0G%bq5)N(J*WxnknJ~S! zd`F7JLX@2KAW8<=#N^HPC!yu7wJx>y`_DOXt;xqu~%~;np2fj)g@Z3lX!> zE8Q#3IKtSOJkOzi)BIZaxA1S{H^T3b?|9#APVfkyT66@IJ}Zm^jh%I4$s}~Eo8m29 z$n&}i{mec*G#l{CCpaED`dVjLXOYQu44%bMvZxM_4^Uyr=i`&5%1T?Ao5WrG@H1hu zrE@o!1lw(`@_S`#Rby3#x>zmMh3U3ZLuVU`4UfEDd-c?h&>z<>(RQG>-I%PuEj*Dq z;>+SqctIUbkMl>{4BJW)s^hEGrXi-DrsI6nC%NTHResfI7=FF0dsUC(WST)P*BI_B zXIa}b(Io6e|7nFyF;_fGoX5E|6L&@g8oaG=w<_>|&W6j=6HZD#p5u5la^7Uvc6G(N z{w8OviM6Y>lG#^H^js6kGj3e*MMeM8cBKPLdzR*wxJq7>y(-gHx+>a{54i;G`7k_8 zLq#1$z47Uul0TEHanS9hCL3>R068A$_wAAm={+FT=UhP=v*lXWq*E($WYP-Ra zWKYEP-I&Cm7Ch4*9Q9yeG<7v}Sz+Ns!Mz9}f7U6ILvbjF7WiEBGmQ29tl2nGQ&CSe z?AgK{+;V#b6+WR}xUn9iu-UVU^VQ# zL1=H9z(w1Oj;}d{#s#J=pDEK2(~g+@O~us*s?JwAFdt=Cl~;8mkNL0a>}nhD$#C09 z+bq|&uD$r_5+%3=7vi`3cb=jw*kf*)|aRO4;^lI+$r)=VIp8=asKuHc+Wbrw3!IL_)g z^bTUi?Voc%osbFQsgz$kZ#m!b+*do~&Qs29sOoAso47`~=CSr&o@&o#$TFoKI}XQN z9)rjWM{*r;D7n84@qE37@7W8T|6#n&NASTLU4FP9@3|U60q8>CL?%+B<^9oy3Vc=dwIlPR2e;hu~+BMI08e&BszTyeaan3K%bpAzVO9e?Sb z-U;U5267Egqf$JtxPwDxf#PSyY{e7k_8QLr$FirW*6YdYOGELkd*MgvA#&hZ zdrzjNKh%u7_CxkQw&Awd@T~V*)>}GThFA{av3O*D3&ZUft$P2AJh=dad++~OZy+`ONbzG?B3I46FIZ{$%p*^uJQ#O`I@qZvcK`3$t6_~ z9-_rvc%R?$+=O`4o@V4^4{-Nzr*a;J;w!q$9^>}tMg7=8{NX-?!OQ4J?R7(OOkr30 zs=BDZP@hsCK^3}QU5##BqV{F#@J!uK6Q)_C*`m3rPE-FzHsc<0LN38AFpG2Xy)+VO zVJ>fgNj#1f`U6h#VK4@g?P5nI9K-eWRLX3{wu=8Jdw!z7asVx6SG&p)h%5g~=M|o_ z-SoeX2!9Ce@Iem6V{$-p4Aw#?C|!& z(K2?xHKOtG3vQ6{JODl5e6s(V!+-0-b5q0Ri?eSk&(knhq&p6_Ms03N*GVBb0YRXN zr>*|{v)%~mH!**N)pR0a#L;9V&E!Qnd$6Na*=RN0fJnK)$4BJ9I z=gSVX2X93v?%k)bw|>XJa)Ooi1XcX+yyEM1mvzncD)_B!4G~5!;}x$5Ub~IUj9EsR zcU>Na5&A`BAdb9n6&Mw|32#lNPY3d;X*V+&4@$i{t+*7ApNfgXg{5B zYzCpX_28=7hY$EXKVQQOCdQw?;xqS)ukACZ|3}=hKZt(e>n`)`6#m8K`_6q9E&X!p z-))Ya5crxpcG@1;Jl6NtY3R;N%vq#~#h71{u{8xI_g_%G`c^N7SNmi2EZ&dMD(|Xi z5K?DV^{R@j?p}Ssybf(?g(b=!V^4NuINIUHl;hHl7vB+oEgd6$gwH-fk)XJ#x~-b8 zUZnn)e#?37BW**y7W&yVgTpJ)>#FgUv9(XM&qkl)FjBL9R?%sHGPstlK)_DbcaXu945jn z=%PQal9DIYs!|>#sC8wd- zKX{o;>-jL{2Uxzh>@hDfU#@;uU5ox;T{4?nkms!|_bICXMG6c*TQ-LJYA^j$xCDU2@fMDH~| zyL@zhS~R1}{T}#TAjx8fUm2Me4bVR(cqe)L8GVd>=*=2Ya(_~vR7Wa%Cvzs^?cf;68B)4`nuty)E21 zdW)us_OND(aLu$t@4TEldA$CP{*fWwP~sJjig%`0U1O~A5&0qe=p`$>1HGGjhj0G7fqJVIwAp6BBy#~#N*yj8gtk@Xpz{M_oQ>Os^*vv^;2kuzYeQdaLm zqZt4j*i)5RRZ;0vHRv-ZxLRgf$ul*~KG}YQy703{P$a7Mw8Bq$7!C55@;UN#^v+7v zI+81&YGSl4wCzavI;p#*Yp;*c52p{j$uP>$$1wl@TAt4Ez}I@M^8zknc&~e?b7&&8 zXUPbgtolvWQR%Jxj_j-LvYE1Cu}0Ee)IhWgCw!ieK}FsMAL~+K4nKDjY6_u3U!1)< z!G~2IB2>U-o9_OddOgYY*0lwq(N2Efk(`q%mmlY{9v;LicbMRI|4MGkDC*Ryc&i?W zPQh56?g=H!S|{8*@IlHq(l;m*^VUFU1uv3248x+ONrR4RfX ze4M*ELkCeeEJK|iF40J)L(~31jWCx!?PV&dM)V#%XxiVvSjb{#b{KD>9&U*SU;a?2 zb5YLL&LNI&ju*C1RAy@1dVB!GsM)sTnePgDH`>$+uK(uhrsNyHsC-p9o{a2EWO1gK zXO!2ktXcW8Dx>PI`44kH+hm)z>ACk6pTSc6B{Cb3Hz$?MB+EB{gYQCGRu4z-^q zTysFP75CFN=c&~?tEuiuutQ62mh$*?usYrAS6!mXd8T%wFqge&gI?#P@{ zxvUrDjE3~SpNgJ|{($Il9?s8m+%{=Kh2YIiLnN|rV=1EZdfqb}R(5ahC)>H-+!Edj zb{GhKpy%!3EFa_^>DCM0FeR=+ei_VEt~Kh53Rjdn3Z71hD+Xf0br?Hez|kAe-uR3C zXM11Vp8av3H=@?I2_-^XGMyiY-;0YmE3#y6*>{Q|ip$Cy%D&_^Zc?pLeXAa)Zm4Ob znW~wl(a@1h#EV;{DT9!?R&!B(N9|A*;g(;e@+fSIzVwE_;+z^oPDc}Jw9$Nh^(~|tyAys3mKJXshsJvOZ zfamH;)wQY=61Hq+x7lg4*@nQt*~fQ30I!rBj-s2JS`*ezm8?`YO)(Y<&l-i3yru$l zhJMVY3+1`;$^2;#Whdo!JhS7}Bh@vTsZ7_-(|)fVslBTCSMvvTSh>osng|E_qVf*( z`CpYkD;Fz$l@ZF%o;sb}fZs1dK9ySbCLG<4uuoRvd95jq6kqjR_Pj&idkaQi6C9tT z@u(eue-Qn-FAQVTL7!iBg^H6Zjqgm9+NJiR`@8&!C$WQ)EAlvetJhsf?Lu_`Md`!V6pK9;w^W*@H zfw{eq9?!qLS0yHw>9+Nnbw11kky8uHEYjsfU)z;64B1V5m-Avao!J)nZ)(7^pQW0v zI)uZzLS3%@8)mIhS4Y>t5Nhxk1j7;I4dZF=4c@nn?~IXNVP0#|Zywg3(n1&2bW!(J zkLMg(q+Cn3danEk2~_nYT_tVAapHftHy;umW%968w8-<5r#AO>lS|@03+->FV+kjR z%l_eW@7rF3+}=+1Z^(nb1@BYp5IIuNM0AFD+z1}(VCK#9$x)ccS?mMPB7v-s9`syl zvCB-g{bWn$EV@L;af)j?e!2QEcshBU@FkAWk2ppaKt7r%A9_&pU`F&%^i;H^ep!Rw zaJF)T@|}y_%ugKJ0hBbtYYrt}UGO%Z6u$#=JK(z246bx_zkyTH-xg ziZ49@Zk`Ih;5&MXIkpU20Cm4F9DCDS`FK{4=cuHNwZ{_OU$pJwzMG$X}WnEso3{$JKQC2*l4OxZI@74TxqB* zs;H{?oFdYzau8?M6W9qMJlO6_ayINeg+ZrxfG8IyEt^ego(^xgGC=dpq z_!|4jJblReIft^TF8L)#tv9TvtjDak@MXK$_nN`GDJAP=uz56ThyBd!P1j5z=485K zn@ry@M>u6VW7eY$xqTd>NslSqi)HX-2Z>F+eTMM=FUw-fuiH| zADcpo8qbYC7^e0%xKw@M+sCm}`@;AA4qv@isZkay%_wWuDtF`m^Ti8rmm2Rb`jm#6 zI-1s+!5XpVKlKyxPrp+QP%TybruatDLs21f$@1xOt%8!jlAgT+^2tXg`hoOBi{Px) zcYlu?ewF(zv+pxx=kC$|2rr=Lv#X-p}^d?(j7ky^xo`;IIhs<_giBu9n z|NH>+(?A%Zc50{X@LluiJdA)>v6c1Zf;D7ux;VeyIr1H8jzrF|L}qrG%q@G6ZTl;; z?)UJuuEPczZ2iW1A8vR}Ydz>3^{jjOI8M&}UHf@^PseQd6Z3I)7dfpEoDPYlZMPPEBZ>o5!!9pPlx>k+gp=NcePI>6;7{m1LYO`l$mX8s6a96NG4wR48^&cCBEC=}8~C2c+xKuD4FHYZ1L3qq_xE9kshJyI&QI z<&|i{*3h4hccr-&!j_s32X817jB}z?(QW?C_GHXWqPsJPxy}nTg3HLvxy_G{_@oCz zFk8h=c?fpfW4h9xXBG-_y+6@AZz$;t;dUGES2c>bQW%yKM0W1wU18LXqH3MY`_e{; z78+A))}+6zclCDNWDPy0vl$2z@-^(wv!311Kz%*kV5uhZ=cn8UU|fF7-=aQsHA3MT zEzE~TlFz+78~V-*vaOiTdiIF6LXWvA8Yb>Tx9lAAlI!$Qdx@XG0@)62WGXz!pF~?k zW|0*lXC1m!S)zUHSM@{=(m#IoJj89kUbrVrr`P%`T+B=K5%$oZ$s()gD|*>y?faNS zHnKmn?X_*kOKstGyzIW`{>-Jk&ALlQZ`V%L7@pyD=FXi(e)MHspLx9``7M&I;rYvi zMB9?{K`!e+x8^C#zaiW@ugXrzT9CCmK+##Tn11X6C=$21|IZ-b@&#XOn)odAj5vsv zizNT!=q$jaIQK3-GdnZuz8i&*;I75piaRAiio3f*3lw+P65Or0JHcIp#z?Z8^_`Vj znYoAi@br6b@9js)?#%oC<(%J%1zYtiexAYbvvmXKasYmw{$wNaG^p`OL?YM)t?*M_ zAR0p{lS6p0{q9WcKswW0e5UpAiJn4FaS-3dO|a{_fG1iR-^@=;H=JOo^g<8u9y7$I z(Zr|$Torf3in)6oa7CwpX&{DgAeX6bq$wDq=E#lkQ#?OwBBLLnJ7Vw1Ak9}CrAO#qLD0yE^sBu;@rQ9N!UnuqNgGUuN(GmGjaCB z6D;u``lD8uiJ!(ys}eY*VR(V%Og{a9cF-VZF|XK-;$B%j6H!4I;L^kCT&=by~BK*b9dW9XyX1s%a;fHsl_f*iYP=ORk;@EcVB2@cJ zz%MYfYBq-w{y#?_54L7?uw}mD9jprqd`Ym5j}SMAKhQY}LKxj4AH9Yd*PF-#95pcmxp^um5qn7r=@)ZAIl2a-!2==-lkf}hw||4KS&BW& zLHxHBzzRKr@7zabg2>E+S-%&grx)1LZ-tuu0LU`mFbAGXhQXm4h1qNp_QrMblkAF4 zjBY~GmLA=GYkYTQ1PU9kTX@4(;07`Yqrr)NfIDhhq*EjZ{OCwHAu=>P|5qAjcuc5X z$N?r+pWvq8FYkXGn1Na7;aa0By@kJ51rvh{!Gj?JPyNk;#qg~56gElUN>4)v`vv;3 zdYGSAmd}$j(n6M!TtO0pwLth6KQ?7wi{90hat6J|XF zv0JpuO!7pTM|uyHnhEpIGhitXl9UI9X^(`F{szU*pVCCeK`+J~6b6CqG2Z8qn8N;x zJ?Ic{nU`XY*A_eYB;;Xi5H<)8!NX|=Elq8lcq_n?vEs9=2K}@QJgOX`06T{Y;5TLy zOOb|I7w4o2JK`)tLk5v0#Dkn&7k8jFqJnD09wmu<@iykRU2(FO#CLN8TZgA%Jf{FTgEe{s z^R^fGH59zjEKo9b;@?pbZ+B;+4h`9-J)8d@W4-p`0MZX&?%k+V@6%B=JBG|aSfak`d9B_}|=c??xR6z2{>-67kc ze(Qm)P+!!yGjU?f1b21;7+wpZqw0?NVhwEGhU4d;k!w){r?{LT2^>(uTXY8ZBL$H^ z(HrDq=6f`}FI)|T#0|(QhzUtUv$2nU0eafk;AL!F3xl082R6Zz$bt>SB3Gys_7%IZ zt-J%4l_jJPFQ?zoPt`}%owRCgqPnX(s!%E=vMf-#x-yVFsR@yL1W00x#`ac};mE>`tGv*=!4BmTzVDGlQkGP?z74 zhA@ClhNkQ|ZfFl^pye?^{S3OaV;{J8Bjmc*>3Oo-#P^ zZ-v)@WtI-d{`>Gb)VEE+tZa^1-MsLhVKx4V`H>CaZ_O7nP$|6 zi!Idz)LMhV;4MTVqz~s@0DjtE6+kiEH|??eNki7o8%&*#qYhDJa9dPiOJj2RCu;+{Pr)X$3y{atgPp^6V@fewk*8(FxjIwa z2>Mhtu?E=sJ#d<~!)Fl-&B$7?B-aRk3XW(AY@&ZDZC0Y*Ed2i-XgKbQ>Co=fqMA@% z>_w~N`F$T%2??Oh=0dl!D|jTxg6YzlkLSk(mqHcn!SgsG$b*^N8vC$o;F8vc+N=i% zTQ9&Sy#>ycMb=n;0{Ny3kqNsR9=ti2sVoFfFc;+YIhY}Q15fl0(UiP~I-r1BNSzj{ zi+90Wyc8G^7!|o0xq|oZ7BZO1Bgra5b5`?*(xXU{&5)gv-ImpszCq?#0y|kgT23iG z%GF>-b;2Cy1oV`#xI?;N6WkX&l{oCwPhfUg9>h#*)F|wZPDUU6I6M{li{Zi~VKZj& zKTvtB0=L(V{w9ptv>$Z5{lV-T5#1i04o&5pwD&U6ng_=^F^cxEI}RQ2bWe(%aGxdB5@G6i3d@M;EY_4WJ4P? z2xq_(%zl1`o?&jikFOaj1`_DbP-Zv_JJjsRCOls@u@(`*4tgM-|F7^hea17>3>nDH zQG0eEIuU1Jfh z_4}n-0M9K$mMQxp-!Bi!lH`l!$K|WQnj63lXBR+6vI;eQDf~OGqW_eNexV(zkg1>= zF`!19g^Gepl;H-qi0i>5t&R6oPOgFuEQa_bis0V7jK-m^{*LpeBp(g_fjMyrWPRoO zpZaV1L~a2x#CvcauifQ#t%6r)yQ`gRw!5!;0J7;GAxn_)U-pg1O~uP;#W>Y#22q{zb+ATO<>kt=f^TI0I8K$9V-U%~$Aiui=~dRnM$LO_n3JCWhg&8iDD<3+$4Z z=$pv2=*8$W)Ym`IQKJ&4{eV0)F%-ql znWa9EgRr|DW*lSeYcv~MLcj30zNvn-Vxgi4X?g7=#lhT9^^Ow8G#;YXTCS3tv zbr*2$XP{Pq1P{bSedss{or_SXaH5>(fb-xys8wIWzY>Zrptjf-&W(PGoK zku;>^;AQxVd3Yu|iXD*~ku=QzCgA)ShF$v@aUm+RrD8MGvK26|NDcoUjzPvpH|Y1v zka@&v=(!G{3ur@krawY2mL(BDyi9}+LZGtfD|9<%9EiH(n6H>P66_MMa3?t@()k`^`ghP*&9@(WU;Ia1jZNr&Cp z?kvHMVP9f)_yn1JJnFKQ_(|)cE`En@`zdB2G1v=E!`_{RC#eaa%qN9=hdbi4zQ7OT z2SAT9AJ0T@Y<}vaV!MM~&1dv*zj76(;)Y!ay(@=&nG!+;;ZIC(2Vj?Y3S70Nm>{%- zPIhm!IA#n@QC}aA90UQmCK8P9OX^EDNYiCC6#M0;G5NdBtYRxL>*&!?231A&PG3nn zW_feSmgws$k!Oi{;6e7oyFVN6)@$@5o&5FvZvGf5oqu>w;C>*$li~9`X8*oi?v?Mc z{}}hg``k@wFxT}ii ztUDb$`lxiTms^5)~#}Nr~r&3YFRu85H%Y;US_Jx|mHJTnO zfm{chmJm#);^a*d!2cO4{^i&Lj!Ch7OFM2ZiJMvN1 zqMIF!^D&dJ9I6+f1GBy3yeB+i&v9pW=Pt)qhuX8zLvypeS@7Sy^-cEA^u_r`Ase*? z98wKEDW0LOB-c*+UHihKJw^G}m)0|uZIvdZnJ!FM__$8V8p`6}>*~#>vq~gqJOg7p4cQrO;VUa4 zi<1RZFI3H-ORlJ`s6CE4{~x79H3+V>QP{D4l=ekV_HfxH=<$5AE%LH#Q)VhsqPn5W zz9jsJo{f}@^0Je`TLFzYbaXTO@XJ^EXx|Sn5QBq`;?ZXXN z6}j6sMQO!8SxtEW>dN8lEXGG1C+mS7UKFk#wnOE020e@ob%qW}B{FC?-$kEb3*HJ@ zP-X5UecQgh^?SS z=!1Ep4dnK#q52@*yF$P8(UItIxFH`!UC=%IqUA7mZHd`bMd2^ZF0YYt>Id_MS%W-^ zl}sY&4^`MGcDJR`57iR0gyA>|hG4ew37Wfczx+tSv%v-aB)``Chj)~(jc*q|rDo9O zoQ4i0C;FFA23n+tnAlx{T6hSr=WBBRcpq^0kPT4Bul8T@sj$}xBKz_<&Wbaxkn6m& zvva>A+fmC|&M9}X$ksmXz79>5+P&D_0_wzh*wTFrT?}7lhp;i~C8}Gd?dH~rk%Uk2 zL*ujKmc&0Y&o|#iHuO48re>WcRr4zwITe~6zw(B17V?uDQ?02Yu}G|j?sF}*l%lbp zw<1Nk1~}*WNM>!SYN~1>x5>7{|J(>E18?vREyB)6AuTWM39isdc)a5<4gQGk`7~xL zQt=}+umg}vvtKL?&CO)Yntq~Bn}Lj_7U1%=jX1(fp_sZJsTln(oEAok5n%xOpE2ZY zawYn>Cg?#|;GBPkNqY`<%4MM`?Sif4=I|lpk#vF&s7>&NPvc(!zLyVLn%?-tGs2~? zO>GhRf{w0cbYE1C+}o`o3%>+p-a~#SuspacaK%^K|J>gyP#I6_V7J>{(LKTa!y$M0 zijLYQ+9%n&I1btmJK8zBxca!(yGi#kFU6^RjeW7fAAv!r83$1X)MRKcPwUjWV}>fm zLQ{2fX+vB657i2Fj?$uRAU_Pn!*B9a%Du`Cs?$ol>Z*D%bZIX63V9vrS?OowBE(DA zfK|Oh_CT4hl&C+e_NqpxF3U?R_8@2P0=<_0g#5BRYzsc)UadtfqKYvVC?kGi>Ue_A zfF>^+JF|QwXBL+PsfA=`av|=(a^yH{i|ddN(O(S3XWbl=60P`MC=e?kPfbTEF^Qjp zY4<0g2xsY)=wW=0|APNrnjZj-nuT8u@46j(>hsvwGng0G=UQ{I-jAL{ZZwyROyy&N zVS$avYC45E$f0PH=LE$ zWl^=F?nSDiwzk2x#_*5jfJ52Nd)ZqMNC?J;mhm(2KAw?i>EESC*@g0t^7qIB?x3lq z=?e|n6zwK05`i^#RZvw4TC&ApbSiYmv`2Lo-5&iZ{Xy^}1Wjq}Zna0~EpZ)bs28cr$Vj?P=8ACy zBVI!eE+dQ=CnMSElK3YW>ecX>|A0;{Ka>zQVq5dl|Ipt7c?4tO5xeQ%;WvZ8njA8~ zJ+L5j9w{6b1K$GG{1yH8yl1^-Jf%HB;W_}%aFRpXkh`45PrQ;ZLS@Z9vQl^kT#xTV&)Nt8&-B{05 z$#lc?-PGSy(^OO6PybnSUGo&4S`F^;2dIOuk=u|^lY|V;b|4z)@FtHUn_*tr5IVk- z@NO=~95NAXc{%hV7f>sYL*11KmqQiWNaOYdEv=$tIG*?3m}Kw5WGM$;rb4Lmu0pf9 zAH3W>$aF0Q1?@4gzoo(A!Gp+QUhY2#w{sqnh9rIyJ@%8DRtF$>YT?N*B#}ZWt^q$745_9J?&%d zYweR9T^y^NTb*6J9lg0ex9>EZ)HkAe(Vg%FG{vmtE;QFI(d(UL7qCsBNf-E@w)g34GjR&V$aME{Xdh91C~6_mJki77oo<-m#c9 z<@jX&_27^w;K%!kSxa5ift@gK&%`!*GrJYZELB*M{lSh?Y*(y;cW?pxb<2(Gj6qY_ zw8A{pe9-*FeAv7eG?cpLl(>|*ckz6@D)CFggv8Z}TNCCbERNY6lVQ4QTBtvyAEK?V z4XRC=3F`jp399j`%BpzPWtm_0ANx0I&O=}pOeZE`1~>rf(Raq7E1-Az3wdRJIPBl^HvSa+ zC}nU@bqLf541j~f&3)p^d#ibA=$@*&JGtG?=T5s_<;b?Zuwlq<^;kYzURgwotcbI| zDf&><2hZVF`@i;2cs7sQpV-@h4>iTU$Ueh4!THqn#MR&1!kd9yAsX|UFYxSg*pSMR zkX8-fv<0~aWiZuArG`=+;b#)1F|xVJ;mRCTNfUIVbkFsL`UChprTMTY2L%)X9a zU;L|mr+ov!E6DQ(z1uvSJWiL)Epz>F_6Lu-tRvUn#f$cuOir%fT_{|8sh%w%SU22y%ZC| z6Sy<#N{dU^%J;~3t2e4YX>+vm3|$OA4Gj9TeWq)s^QJ|pwPxY-ycu^XZa{qh_z4LU z61aF(!sqz+@onNd#zjq^Ob3ns88wFDhQr9Rd8EnEm{m!tIAx-e2SeYC-@gm=hZdZP zt%)>ZB(l1%V+XMZTBDE9Al<-O`WPKnRWSXd(4qg*k2S*nVh8G~Q+PHTW80Yyw&Gvd z$+_{*ZNzNpm##1~^c9^hA*Th5`b2NUGsSnvHvmewZ1^iXz|B)#Oc6Jswo8OhvOo5j6eDHIK~1<-xj6+)&FHYrJc;8TY`S{48coOx5_|@pBS~gZY0x@pB?otZITRp?z$p*otP2`H|tZ z;f*e&YohC<+oD;hxuUwQ+OFKFJdXS^4-?0BL3ZRl?4PH@j}?Hz;uQ9TT*QDrvOc!G zOQN-f=Ga!0781l5Y)lV`3})Vqpo4jZ%(uJP9o2-=q5*P4mm#~s{iZm6fPXOH`^ z`<3&ZlehcrlkGR`uWg5HzuPL=%GfH{9@tLXrhrAq*<#@AZfd`0e{Y}e=;g5D40U^z z+^xWiz;fg}#zadXS7-$EA*-R{DULetFQOeXoL?amwV3o9drWank)!^hE~8WE{?xD4 z4>1fhq#O1d+8W#8?zR{o#e9wV5a*6-kWe2)wz~<*2}ubL;*P{kHK&;u8kQNZYj0_v zsIBV3%KFNh@``c|Qj#7^uSwUl*VtjuKM#SgV;lDKzZ{08;r!_gJ^T`WF)Fzv(9G`h z8E~4qLXJ=fJK8DWWoE$Ta~z+47W%4|s5MpavyI38=o6BJW$+#ta1PW0mz{{@hQEW` zUn&v^cS5&YI@BOE6PbwD{qOvhz>N9oqx`3!(H-XR2j*Mv=+DBTQCP#fAK9rfr zNBE#fP^Kw%g5i)P_eyKaX0n^vvC#EpA`{dNPiZU}M;=4Jv;yDl@3PZDvRX!ykOy}QpJy(%#0jHIL1WS!8NtQW=*Udh1Gqi&a7sr*bNP0}Z1)@=D5q_4!&h zP~HRkJ0m-ay@#3TFsc#M#0gX{_$bbj8!)MsKrd2_Y!B^iIynTjr-GaZGC&+0=@SSE zRA9Y9sh^D$?GxCl&nHfzdVa-~Pdo)NzJzBKq=U;ko*d8&ARdal5G*#*?mVjjZX$DQUHevkPYTQYajUROrbU!qEHGipoQ}OaF`4CwMUX(ky;}=L-X$xsOI{HVb z!yV{2H=+Kl0qxSi&_0dCE+!5={CmMJ%*7mKp121(oug39b$|wbC9w#)AStGWsnCOM zgm$PtX0dYU8fs%+M}%*NviJr3PPhtd2YrFK;Ko1^w!CA(bIJ21_-pwl`i5dhpyt|f zr@hZ{Lp}BOgEH(ac$&vNA5ojub8mDNx>8-8UF{sD9iQ#1@vdt@FuVxz<5k;k-298| zQ|;Fr?;I_i^PKxVZM~2DM*}qc@8eOwox*%!JDj{vai;5|8Ih*QNZaq*7tVK1y&@ICSLhqg2ruN#p}E1#U<&l_jPDWG#WMw&f~2RK z`*(LqcQyAi*Fz9=?z=vKceDp*Wopqu>j3L%%UO%g!dX%+yhUqmRy4S%gYCU-uCukP zrne4f<4=dUXkTdaZW2TBjBv=}Zi*ABJt;*exRy*uLR@R;oZRxM^0%1Pz1MZt5&D^+ zSFhFOYe;Q#bp`c7WfxHEIaLF7jApbh3V(M${VM%NeOUWbJ4o|HT|)6eJ_R|Ze=$9f z7S@m+iJEK^l|kK?XlNIhgaJCAF2}s1i%H&48Bl>$geUkJRIZ<+jWHpvB|e1u=N5cA z$Kh@6CHaJWX(KXnVyIN`)PBPmu>vZ>Ao8N3)L>8{+>&(6Uve-ZD8%=YiOjGCkrGe` z=Y~^p*R{udG%a{Lc;7!VFcMR`CV@)DobqWyvXQvy;{I`m|# z=m6cFDFMpXDd{u$5e2FIsH~?spqYq7u>$l%+Z7@Fj)!F_(&g-CmQX@6Nc3e;6Q7OJ!cj~(>p&%wPc4&-f>v9=?7KG2LoqsB zat|u!?UD+T<4}X9z^fBs_ek@l47Uy4;SceZ`MjV4 z={}$m1>D?0-&=2Aj`WQ2FzyUjU(}z?Toee`?_J}(jlA=~DI4ZH;~T?W&5XSdVS==ui0zYd$)cMPU=HN->&qci>xD8xOUq4Sn z?_h6zZlPDlB_k{1hNr)$JI8|r*T&0p2e|?8UKDt5cuBBKo$$&0VJ~fOYIRxOojD^L;e2o7^kUR?N}m>Q0ynO*2eij56b4!$sX}?I1;C zd1q;B)G{h;%|AWs=$SCOa2tAg1+%eaZH)6j?wNi zPBzWNu^~s=J`+s(!Bcj4b89v5UHoXW79HV2ZJWkPtWunzG`^!j?c2dRy2k zh|pC3;<)9bx6Boai?fK*t%Mcxy%G63;YlQTbTt=BhCi@ z#mbzLm}w2wkBUKJ^=Wdceh`kJ`;++C2bzIktZ z$AewEiJQkIf&-Taok1P`Oz?o4Wg`9^tbdK=lh*ehF&*5&z%{K0u?c~pVEAlV;&d_XV%ip5D8bnqFgGP-%6Ai7ySnQdS zLf7E^o6TFNo4BrdX zR*Qobz#DjoXFA>A8GgHL#}H?}wPVp{i`Mcve_a0J{3H2)Syk4FcA34jySn>L;8ftT z_?W1t`JjChKQ&>0QZQ+Gi9;pMBsNGqX%O`B@*1-H;y$5PaBJWRSI9L%uIDo7wr@f= z+C}IL&Rj*zFba`xeLA`eH%LEddNSp$l^yg441V*(*b(uoP~l4wrkPKf-s#e{Llsup zSLklnKx>!+Qr(Wo2<+twB7?(;k>Sy9(GTIDp>a^KrbK=VuY+c`8<9yc;5am9+emjP zhNud_Zq8N&6^rGhye5+?Sw&sIRt1`N@C)7xayTIS5WkBAXr-xSQ=%;VD&xee@T=g7 zkLE!?dmD4J!`KNZD79n`F`4)TN5O?~&B$@&;=cFS1OaV#V7u=x&IayqUw=#g3{J&0 z1LH8w_nAA58tS!suZPA~zqH+Ke~Ed0cS}Lx*Fu@)@1pb88jgJXRh+YB!12nGB4s@G zL)?Mn;mP|`nw5M|a!<)n!r}Pc;IfGHL&^5g4t^}>=l=1}3LN3Lgo+}YqFvE9mqWFu zh&~Iq2=@uS2A`mdcwV?7eJC>;GfgWK+9#e&YLPrI!SYdz@6c&u2{F$)z4*dc6B~?eRSDSi#ni#_>4JJ z3GOF)sE_U=j_=rfK6Pf}K5t`9vzD}23oVwCma;`Y>r{89D;*S&DxoT&kxT~bFsWl4 z#pflRO8K5L5k~6eiNh1RY2Rzom=1JPzGv{LD;b-;9-a)J$3Hc^G}0RCUbOHbK7}UuY z@d&&~7Wf*>vifqySlo0dVPE3a64jF5B%e!uS^RdfcBbpbzm%zp(QqKugy!p5U{LV3 z|7_r9kO{o466Uj>C^rmB;&-t|hy}N;Xq@$dpby20FMb;74L$<$dbL@%sj-bUH!}hK< zl66;MS3eOvvq7HLo@=gv%ZIGMb(rB_w6C(Sv(L4wJT`Y@une-u1pXU!gH7B#M|u0|fwlMzR^AKmUNO-#diN8bqO4+`q(_@3qOSY~>L3f`?e5F4oFedE`U<|U@nHW> z0k!G@_QcN}KO86QsrFk%Gm943y4zx%an9}D!`@E;dC&zdw+Z=+#f)`~1CaHWknleK zkSW3RN;5$78tgV7HnVBqGw%bJdrGvOKtcnRf^6UYm=AT6{glpyGd&U7Z##VKnNg*1 zk*G~>lTMKB(Z1HoO{D2}bCyYJn5OTdIjZg>ttqUKYA7ln)Bf`k)3cVp)02b zgV_BVj?`C3?=6OG*j0GKstYHDPS6Yd8yON^B|a1D!gKouyrLMkfcXb%TQ7JlC81&I ziCU>2G$6l6zDA~iU$Pa`sH0%&EW+&S4YV#kXt_<;fu4i&X&`Fn55#QnbcVtU5i8z` zW=G4x;V}t5>o@*am_4=hwZ!vS9e@4sCU630;l}#c`wv3nqrq%e7otO{;N=z%Is&>t zp8t1n|NHoxfx}Jv+hA_B37qcn{(b(*$gw^RZp97oljcE35Jy~q^CC{{i^=yJxPn_j zznc{q27cQHu{zy@UL|iM|4+40#p;%8=YUn;4NQY%N$NvcM&_i_akLLPtlRWJ`laR6c z0NiK+4C2X-1&-Uui;0e4{Ybp?#$0wmbqlO2%x zRK?YP{WrbGlxcDsLr7#BVmzeZuHS%cg4>!mnk0QG%%2V#>KK1F_BC}eEi&#i#^{~8 zCty>KSFBL{1;0jF_yNXZI<%VFNu5EydLy<8>z3+eJ!DWMGaHy|O~A8Zi2RxjqhkW&J_e;Mk#Ejr-Ok#23+BL_<5WA+xRQ^D*B3Zolue1{68Ch z9CA}mBm1oYIm91=hk{YCLB@je!ue|Xt3WNW$~z0Zp|zfpo{pX<@^yVKugeKu)N|h$ z-*0}M|BPSouLeuf&$+lpzEeIGHW91fd3Y~aghR-Xe*f-TGaNU3(N@-#1b_IeR4cnkKc#h44jF() zVJW)Tjbv%~yt`2kBn-U-^Veh|m3S6yEi4W1M!rTPz9QTRJKz~C7ugUlkF)bO^fyzG z`Fm1Q4}^*OOf4i5N5~Rj0MgVKc<{2|<7$g%|0l5rF5WG~GE^dW#AMFb*8N_8i=MdT{VeFwSOfjC4#-^rg2DNdPj@QbxCpF3X z%{s4PwBd?jkYT+s+qm6Gn{Mk`=y8f_$|zbWEDQ$<&;dFMK4Tl|5!n%wf&i1r^pc*D zHkCz@4Rf2-K%Ksd_&`M9jcyp;1hwuaC=g@70-hdejTv(l?C#^h72)W+V3U4jS!Ovs z26Vppn3bM~du0M##}hH@I{&32N3M6*wJUAjH&^z9wl#*7+tbZ@LMaviqX!0YN_3*77 zgL6MYh=X>$EnEhd!FAEV#e6n8o9IWj!>9QSxpFq-Q!bKimbzIQ#8*2r8TVNV{D@NW z3276b5o?9T;>+ltLUrg;AHuc1K)4*OFBXG0q%o*w6_DHgENtO#gdPQXen@}}ru!fG zSNP<cpMLJi@1_|AGVyhA|KAL+_-EAXR3maQO>MI!}`dj!cv$UjUr~0O1 zi+ljvgjpiFNZmkoT}gO|+fpOI!xB(Av}6ad-`JbXWJW_LONx^cqP(aT#=uM1JA5$w z5H!A16T{$L@D z3BQK3;XD6FScPXiHrzY%0Gs7;;g6xhuqIR?>+iP!G5D3%Dolc+YYa zchu{L>PyEJcQ^5zcl~fno&P#D4u`$CeTHpM(P(QatI{&0Xp?oX{l0x2*oQB}iP3yU zV5_J^)mJU4o2KE_W0aK@$C*9!Eb?#SE;KF9aHB}q=yBnJ7VFeNO#eJqcL@ zjg((O#(K*>1B*lsCvrY>8Fczvs#oB(ozbk(#~HE>Ck-=or?j0_W~EH_oi$Q@NtIYv zEP@hgxo}kEh|W|JdzpQN$@YH=r+kTY3_FG?NB;{a`Z2hMZwbAj(3g=RvY{lKz6x~- z&wOSZvnIA2(~F6rkD=0RNdDq9YysiC9$4aWa2zeCJ4;?kjzF_tmz;;J_D;gZ=ytg8 zPKKB82SGTT6v_(Hp|?R6`_G~LHL&a#ftGrJo9fkhT&{D@_l^r-aSnHVawWR^dggjo zBKu)I?wo0!tIm4P8g{*{tEGD3)`I2v<1Mu;BkX7FV?7(alW-HPS6xuIF&{T~h!bM# z#56ZgR@YNCVN;lSBtyQ0&Z&Q>LwK=xjM$1QzQ5v?!T?RzA^8*8T&gQPl)pSbOyo-F zP-s@9RdhVHSaMk=Rn*sg)18BU?54?M+@;;7A!Ik$Bg9it9(@QuIvI&ZWuk#fm3&|? zOG|+3K3`R!{2+5ke^5)w$#4r_3AGGu4h2KthC&-!K)sga!GrgMy#lSdnr*;bmh_}% z5>v$4;tk<7JXd3o=rw@e!*r0%lRs9>Q?6DlS9Fu^V5d{bTSMQ%nUQzlV7PkZAQZZDLN$XP|0CZ`PUigqLe_fF8|!kPe7rx?rwy3=ugl&_{cxWRh|CHbLpOO1f0#cK zSrv`Y*js3^w~H+qx3O4av6YFL36)|`nn&UHn+y`w4lyG3L1pVClBi4cd8P>)V)sEG zzL5Dq_oG;{4(4?){mK5y{+|9%{KU|D;g~p>nT1TTC$fAQ2YQ4kZOlmNu9#+z5ocij zEJS)>K6^%dO@t+h%yf1V*j%&V^-rf1giCme+)tK|1ls!v|3BChR}3biKKKk~&>e6= z=0@rxW8p?X68P-9!$rA(_a3Spt2^jk=%E=mn zrS+M+;|sd;J+lIBf|XIjrBbCRBUy`(3U4BvgMEKB9Vjj}T`&g6>9($TCPUib-AS*i?lxwpitaAON( z7tUKgM$|P;v)p^yIo@^Dch~<3 z&s-_EFGHbTp}zxT{6oA)J$nMx0)=2USB3uenf9!XOmHQvNbFr~Ny3KjRi#*{ci$N>V9bB0~;I~x^&jx+A32K#2!JW`)7DC%zn<_22 z%U+V=#!@_2xD=0&5kkUYPs*Fg>alg1lgMCUh~mUY@f0{V{mIp0T~y~ULCdND!p1o; zUz&opdr}xAK81I1K6u~xVjs#Z=>nEZ0=0u`03XwAe;L2US<2}uidwr`pIds_hT3i- z180Kgh3AHE2UuRm{SB~_-|gt{_)u7_aC+YM+*P@z+-CW7z8fmLD#4n;HS{3nOU$j< zon^!_US#g}PkEhOC2n+VQ%zX?8+I~@;fi6N>+ehQ?e|^b|3hj-=Wsp#XD|_Yv1i;m zx5d5FJ&?~0&IJ>wq3XP9r+H?KH(^0yQT*V95pg}@Y9dEit39WAjck+~Y%{hl*jbC9 zI+!fZB(_Ft31#84yBjVDm&d$#CgwU_$TjGsGsG3(kt*O?_<>E3MY>9sFK?_!lW&lp zlE08o2O~LFu^Kr+B2y90ze~}Q!g(a+oDJuO$0Lm_0e+^h(JI1S5H)hpQscjFx4o<5X`jU*>W#+&J6*qRWNd3wvA2Sc>ddaeuV-?1RRkOCUS& zHz)PAcdmBsDcn@JB`=UG%ifW7BX>cr+WO7X&dYn=gze#Ye8(dbOB6d?>S!r{(ubsp z326zBO=+fw>T&AENC6lRZRIfJBgI15cQr6AXz-=_IQKU90L=5+y96i6ZTD^!GNb3& z8SFhx2kjA4F>|&_i;PB>;gsQ;VW6(RZkA?{rh#gMa=AP~{slaR1<aTFgJIFX` zNqVECGc@&kKu7ouews(2pU9|K6|My)^lmWacf)CO35vY)V1Fz^M{cCm^j=WC^4J3Q zIX#Xk3y0m|z=ptNS4S6bU1R-j30lTL1K-H!;Z}kYeiOS<~X=i!gn>O?h1GeX*x;TwFI~kj{n%p%e3v zeup>kbufXy%g2CCbSkLk%5&8`wV;PAa@X>{_r!;vh3ZLOP>Z19n4!zijWTXEKGJX2 zH_*+}E!CdWepTx=51@&!t2(D#gPp{F>KJtblh86mRj}PBVz>52*ejO6rluQF3mec$ zLT>aI3;RnrF7h;bCOQnv-q!4T_K5tFe1_7gtgRB^dt4(og1=gYj3<|YnLm|WL)Idn z5$mGou-OPi&*2%%2%SQ=c^jVU)gc#Dw)ep=&xa;x1LlNH;LF}4hQx-@E?GR!J*%LE zn`oV2?dQDU>Gw?GuOGT=wuOPy=pn0zan3o*D0^+&oMu#qC3_>o;jXE z|89RezJIl%zM^7$hxn2uz9k(mwzXK__)+oIVsFGgg%7d5EKAxR8m}kVf6WF5@9*HK z;9y?^-+!J5o)5^#nGZi+B`|a6f@hS-mSIXKKG_%4kb# zveY}l%$bMW?ejz~(F{th?YLpu;hmicg5(xSrsO$#?-*2o>d2DtA?R60f=M15?HXN% zSz9K!a4fuyl|b{mC7&$MWgoHI!3Udy>FE#nAH&pWNn`dK`l3G6zaZbOhrYWVy0vET z|Ir|#48uIG8s=}iQ2EybhwdHx43luKFz{`~2JHSS&Rd;Q>n2RMlJuSGg&& zT<$Rq*s!DxeGNL<>PYMB1m9vQ?hyCT-zV@685!@Xt(1+eC7rGqpcnIVyR}4 z#;Tp9`>d<0S7;NpgmS%NJ?mnsV8(ca(n^X`S>y}!8+vI!sgs$?E`=(~4RT;9up|Z{ zYp)ER`8AP*XbMQ%RoKexEqWh)8h61Ry!8(-fyjhDX&^m|83;b@V7UzH+T*h7OjTwz z(VfWRrJ=+A`CuET`Dw7Fy7Q;`{!tdB{PEFIkr!bnsQWZnKy0XQsO~S;6bJ_ueO-K| zg7*WB!rMc+yo;A2ckq>eUZ5{hXZ7|hTYmnO{JflpIW6<}+=&G%3Ou$#TY=Z-?E|*K zQ(bHQxR}G{4yK1jFJ_H-$o1T9_-Z(W`RqJ(x|&ziS6&0JV=LW`zAx4nZ-RihA4>9C z{%rqVK9AptneZ9RR_94hN!~M~nC?g}`U<+{8AWB~HC2+D(R9-|RJ~MX!PdMZ8!g+7 ztiF!SI&j*quvtprV!Q1%XE3BJDAOhP(_&-p5BPxd9b8|q#AgPWVCv82o!KzBJr3^T#k$b z{bp}uVx$8+1)x=OhkSZV8|{GIts!M6N=kx5%%y<*ik8#_ya z^-z!$@U+B&=k14X@G5v1W3iKAK+Zb_ zR%8&YOh37tYL0Z)gJ1%zkX4qA0F(X_csC!h`&tOi>jJRw8c~m_!_k>S*KjBBA&T)W zf;R(S0)GXHf+~I>?kheZ4G!dvb2j%pPolffCGm7~*YjTU?7$A8ANQK;={0f|C*>M# z>tyR>8D?2zO|dStNo`K&4d-CbFwbbbgI~$FR2hvC`K48KsX9ux9=UpH+ITICJF7X5;hD$EMYCrZTBs41u}9S?MwCx5}|^n67jwdb6aPq&Ijd%OnAp2#XV3WC^3NoPEF&B0uo z0_|Wk^e*R-(^UrPU3SoYkAl)y396hD*rvIW$6X?*gtO#E@RLvLpNQG_GEc;F8GZ3% z_<-JU1Gr@Wb6=6)9EgM8H{addv%$W=-pSh6+QQ0Pt`(Im>gA~ENcO~fMuW!Qlrl;( zl)Q3}I#zvH+f6$Z*@Ip53VjXu{L5(n)E?1%)y&dpwPnCYsGuIJ`W@c#(xCD3AcXA{ zN<(G(3B8n6%tG(98u!7k_k0QV$@8F_S}Dnplx99N9O&#;c&4{XyGpa!i|kb-SWN{PxS%_&D$mA$!X+wu!C52V)Q~rzdYKU5)S*cF>#lcp|)e=>G)db|M zXDD(N)s=gp;_W7%i#_QIIJg>< z*D)FRNgW1D_PS(&M2;C*0{Xx1*vTx%2CxctsyZYp{{sr!QTSCiKo!@9`b5@8&0GWj z-4*Bv4}s599vb&^;4Xa;Cy5o2h-C!>bXWLY_-(Kee*)~3iSF(0(~bfE4_J8ehj&k;0_6^Li4VGlfFmny_0dskCtnHL_p=+V5L10>78oBK|c`Jog^G(xL zpP_f@H|zh_wbIQ&lP14rrlt+<7)vxJO?7Q=Z5zEvpWk={CqaW@fwsN2B}!T@8DsKj9hD2Ctn~czSPv2bW)2TUkm` zL6J&MJrV85?bITVVesV*{Rox?KUXD^7ZsE%u&dTZj)bm+-k_A&8~*QCVHJ8*Q~afU z2BrhK{l5wug?+vpUuSn;ye%uD5;55^-&qKk)H%+cj`rZKdf08YeD=Dwp|(=isHLd& zyTxHWX&vI6>Fnfb=JEQv`O{&&TEbN#Ovpv~z?~1KpHdEmmX8uSoqVxWNB*8$-bLO_ z9Z@~e-qm(Cg!P-?NKA`u8QT{A*eduu?zrUmys_%oD$KBk8*>{k>EF`H&7;c)r=+oV ztX7A=MN73_-33jRk7xqwMIo4MC8F+dJroH~)7yT?Z#pLO9Ij|(uw;+nf&YOnlL6Lk z8T2C`VF`E{#+JQ1%{Dz~6mxQKXqNxB0suz1loR64t}%aYL3yd^5f)0@lw zD2}$uneeA@UVPj{uuoR_8~QJyy?qxwpSAQ49Nyx-p)jH5g5j-ZuWAo*KRmPk%M{?d zB_}7%EHP)8&*VtVz08%&&4bsdm2xb)idC;HSWBy+I$T zs}!;6VRfpiQY(<^Hr5u`)kzSJ?tZWG$R^B2W=-g^ced6Ct*NI zP%RxF-41$hM`SeG2VG%LHQ?U{^E)g-&$uSl^2NwAJQ3T3bDlGi*1_8_XL_d$}hHnet|r%08C0g05EQthZTrvfh~FIVy|Ke9dyfGR5B6 z{@oRJ4TD3mQus?~4a4FB`k+auuAh*8mrlTw;UXSgDaNQl9G?+iBq=p%Zt|hzan#IZ z(psj~O)r%GDlI#0Oj^UV?y2ii&!zm4awXA~Xo6cm2wrHqF=BY3^XblOmut1^VrsQ2 ztbC@(#)o8%ycax>&D^1Of2Hbeg939p#KD+O-`?kBfqqL)yy{~61y4^U{=MO3PVe z9%MdYd20D&duf|zA8+rC=0n&ibM*q_)&-yMhC)%{RPcWAAz1hl;*R1OvNp1pN|&;p zuDUJ*kL79!RTKV6zL7j4wO#7Ql#?mi)JRI9lu9XoCv8jGmT)=YOZ@ftjJWb~BjWnR z{fPY%dn{&uOm1Tp<0<_HJOP(!o6x6VyaCQsM0XGWN1_W)E=3N-)T+G?ogs&P4wBW!&+{Pe%@AY{n7uer&;ue zc%gU>S`Zr~yFsn=vCxqSrYsA_ z_sN|5ITv&G76IdtzE*v|zL%YTgxi{)KQ1SK{MWonH8D{hyTU+>c2c1iu*WEepTfXDI1i>f-n0vnfx5o05!Wotqj zulkw#oaze>I^|T)(6&9MII1`%J1M(?-@+TT1^$K+KQp)pUyRFvZ8+!2gdBV!ZuyG% zjs6sr7n%iX1Ws@cR{ZDP5fd(s!|oqwVJrvdmjrgU0T{cr^j$uqK<7rCKoJqb-tB2!-!Rz7-Ca{$^NDlEYnF*wuf=|4Wk zPcbhw>J~IEm%wFxV!URY7QZ6ipZqC#B`7>0-j!gdBR#cZ?5=9q{+cR6EeM&aGOdn4|arS3@RMkgukQXGd2=-?2Zu!4JW9 zFxe0K*TJnm<*VbX<{LwQjP|w@~diEf-MMBukJaaZ$AB}J_viQFGCVS_3 z+j&}hW->1th9^@WxJX;f+s%he`%KH26AjNEmYrcrFx4}+HfLJDSohgC+jl!pJ9p9p z@^F`xN1J4{FitoWSQ%K3rk@*+FcsBlfB6LYZn&CvboX=zjk}HO;AUS;{5$cFlsPF~ z(+8y=%h;dsB;!HG&GftJ-qc{~Iqr^5^akt2{~CWU=5)+JJOm9osZK;b^Ohd@a@jOl zU-G?vaIfyc|J@YbAFWDF*8{)TYv2oV!&|KuEP@-G7TvE`!9mocgW-|(#T&RfT)|%G zHY^~X^#;TA4n6qW@Z`>lcZ;*}Fggk@bT_k-E1dsZ@RaPV?Rxw{y5qy#f$uX9<>My! zh=u9sTLde9ke+3kU8bk- z2=z9Jt-G_2bD#UHdlze-%U{OdLg*kg4wM7+Fg|z^&4YpXfnNjZYCTN0|qRfuyN z9Y#0WYdmmL2k^(<>3ivxaQGc@mffSr!if04U9(&XZRU0#(+1+ZhRD% zaj%X6-(Zfo$OxBF180V(Fb|Cnr-w&|ehckJ;q3yt+$pH4opfDyjpM8?!H@Er)dWx2 zVkyMh%|{#Hea`Egg687po0j{QG30Sw9D^Ju=<^L^-qYFJ*Sp<+z`snGD(nrM4BSM2 z;{rJDttjh+q%pEe8aDhoQJGpKdlD$P3g{)c2IHl+)SAY0?zwDBQtvp_H;B zv?VkyI4XEkxFnpVzp=zO+4sfk^;Y+lM-TjfgUbM_>|fhn*ylb05VwIkJEOi9ZP+bnw)A(ZIoO$xqV`*#J}TS#)XadjLmhEbgk$w z`(XiW!lx!T%0a2JFme67crwVzgXo;2DiPj}^YDkjl|Tt%(0%_YT;u-nKc^r1PH+hC z12+Q3Q1Q?)u$N_V2QAKOoX3Z&pQt+Bf?lF(D3wkS4`NQT8-JOHD8yH%hFcBeW)nAt z2;^I}NS<&Z{0wcO&cR{9*TQ|FKl%!L=o!}bHuBC#Q{kxV22=Bojv6pBTES7fV|j0h zu}Z9EEWcPLgVP>wn`!%MziIF6oaY?suH_!)S>);JZ{weaF2yGNe6Hdx;~;JnfOWr4 zK2P38*;`o#kH;0deY(lUuEy@M(_*~|?-Jz6@yW;{pqElN?P%KZw2P_#re>!+OnH{% zPl``6C1xZvO1KrbCoTXl?zaA_em!+?oJyv;A^#+A&)p+o7IB#UkqgzHyST+?1`NT< zftbKN|5g;YV*EvYrF{x;E7QnJ`r=-zPzz0^se$u@pL7hEJAG+LH+Q6b&GYXWdUfRZ5D+!mvskRl~;Bf{gnyM(dbca0C9cC z`^kG3ucXH4IxY^)3f+c{u0?sE8+slO@PzHInx;CV+oL;gxMZjuS1S&@e?o`kdda_{ zF>yA1WBR^~8yVj+?q(!s6wj!cULk!;%9a#6YdDSk?|$s#*q%7jDsijtqaKg;eo5s_ z`Y4Mf<0X60Eb~&c-ayIdFe2VQ_`~J#YDZ`$-`0xrBq67mg-A+nbI`5Uvkx?B1yq` zb;5(#^RZjeKoJ>U=^tranuqvbA3~eNW^b+&MIcm3r# z9Z4sri${m8out3yIyq|zWi_Q$ouzK1ZK7RZm}S@)b1Y^^e3SSi3C|PiC*@7*oir_} zZE}s|>q#$?_9ksgnw>Z|@nFKqgg@gJ$5o207Tb^R$!RoB4{EP#&uMmP2B^lX+T+#L zQQlYnhCZGLeNvoz#Nwy|)M$ESKxjzla_~63`Vp*B`#@`a(~g3@-yxh99tHjiJPz0b zx9CwD(Azl{It+WXW5|yqUT@U6M)0)*@SZ-2=h{2`$-1I(z5%q~CVszScuv0XKl7KT zo~!Du&Me}+JLqz`O1Mh7TJz>~1RQ0ZY0hNk7kBLkShbRNuia#?W3O+|nT<<6FfQipyYDyVW?uSO^cnPli!q@*qVuo;T`8#qh@;mNRGIHN= zFc7R9EK04_B5(}MnSRPp`dt4&S(o_u7#^B?CI$8*OC`#JkV`)zxU&BJ8EYnx$T zV4q5ETmntKH7MuxLZ3_OedWpHYw8n&+c}13+#|FnHsNE~jGXitz23?6&&J>!Em0`{ z(`J3DzNBuc9ilCdo=YBMexoNQ6f-t5AeMl8f=J)k(B*bjp|}y zXijK8nM-_VH45#I@T;#Ov=SPSudep)^@=?Kchu>3_C~8U%l6UM)7r(l)^gag$~@A1 z0-d~R=Dy}PW|LWE3t00yN;&qrcDwe{?>fvHJ%x9nhhsB^d0l7vuv=ssnGnyAe*@d@ zRt3?-o2boWC~SBhdn@*A{GIsc3HKBBChka_n)Cq)RZl?IAc(Hm3CUi`U2^+eQBm|J9IpH*1JwwW2+R~#tFX`of$IeJUmd~}&8y69a_Zz%H}x?2vTtVJ0{624eY`fPysWgZvNt6E*zZ5; z|B9afY+N-f;q_VowUze9ZpI~X)8mFDj7#_>xoYyMdErc6y~meLut#qY@v z6CWmKB<4;$62C7#E7lh~B&L1Le#1q>8QlThZ`1}il{b`6nBCl?f4B~1un!>R6@j!s zQ>LHk@TRbtZGz7WlbJBqB+5*vY_D zLAFl*&-b~Wzlz`MmHNhd26;-jD!TrM*Ym&B^N%ebEZ=h;cB74Ds{>%)pJ!G*!_cOX4Pf(kw>f4F2HO0 zr0S&VEYr!h==O`zb-0fMg^vFJzc_x+q9eZ^z0gbK%`g3r{P(@Dy@gO{`R4rQ++g2g z?*(pgiFvs>%k<5(7fptg>~h(IvKz3^zGZjMX_fPhv%0~y#a5JA;Xcnb&kkX^P&8a5 z+#Iiq7R&)ws^_YE(sMh5Ur1_fp;!f4Uz5;M`i#aOCWZ+!62>RAj&H_C3&m^Wp2y~o zZ5>-WHa<2bCSOb)V`Jkh{Vn}l?H8?76RX*%oT1dnQ{~$w`z6iklQqV-H8<|OLr^~4 z4bSwR^E0=3oU^2}v-6U3x$_7beKleFmB3Ho2>z;jxi#HEbI?YfUrZD$y3b6;B@Icl zWH0dyxGb-tXn;=nPxRkB^f>k_ilLjGM^QjA4$p@j%)tl4)Vu<&XFFPXxudaBB^{BD z!HPkjKUL_0%IdG4sh&5~NfVq)oSz-99H;G*;bg(gFQ4nh{-XtCY6X6X? zahpV|(Y>F7pOO`Ai&uEyssoh+yM*z=FyCt5ZtoiJ2Q(Isqa}SDerrLe+W7^Z@HzW2 zdu!CI#@mN+i>|Z}aCC4S0-yKTz1O|hd)+$ew9cZ}QEFs64*{n)axaqPz~an10?C>^&UZc&^hE_d9ovE^dT z29IH}e!1SHv1ziD&y;&)|A1*)B~e84MBl^9uM=n+*hkK}5mmF2zBneuZ}3(x>x<=% zD=A2X$ATy@jE>Lz;HF?BJS*Cfi`2mXNKQXjgcn>RW)tJ-g2rt=S6Qt@6phx z4yL<+BrkK;h2s3wZi`T>9xU!Du14)UlsI>fuf751q99rs=K{L}pZ!*UPk(p+NZ(lB zOz#jlL`QH3PV}sCA7Oe>4h5Tn?u|UnA?|tZ+3*X-_~!T)2y=vnIB#@Azoj1jg?Zr1 zpT(si1KpR2%Js_i#NI}lW}2zmIod>BE?o(|R$o)!TR+~=!!UwecY$$`@rO~zAp#t`zQym+_y(sNX}oacI?( ziB$@hpl37;wrT<9Hnmx~nYef6fI5-jN4A6Nsw&>23vh?b3EG1l0>1_3d~PSfnT$P zUxXKe3V(*q@l`n8?_^J9U*%5uDxB6A&~sa@UWUeA6(aClO)u?uZEX~aBia<*I{p9j z&viMvt@_nyOF4Bj;RSR<#s%#!xEWvBRI}|@JKu0p22F*gr!1LlxhkIIZ4Gp8?}I;nAMr&BC3t7A79~mal7Gc##aHm!y-6HB&+pJ0UcXiB6qlhkJkPGI%M7D1XDS)bsQ6$^ zaJ8@w_OwcXGWA;;AA-E|Y5|CGc`{ zGZ%RtZb@G^F(?Th2%HJr!NXjP76qm;0^->qdT!7&orYhJ99GF#R`z44COyWMXxeVW zr`in9{WWf*m1NS{jrbkzAC-N=4FH;OW>%-+?)LjqmLxnOaI497Vy(bFvr>EPD zd+r)u-*bt-@0kI_2Ldoa-vovRTL%@eC3-N)>jmz08QK%&MAc9UJRq9F`m9HTbI(t& zDTz|j0~P*F%reztGuWMXM4|a`cCSSC;AvKu`(+DGpJj0T?1-Pt7-50n^}nOn(%e79 z*TxqMUZ5^#a~RH2ZP3<#h91j5tlK7>r8aW+=6EgM+(H4W+I2z&p7$$inGrZ&U&Ie# zJs7OP;8sVIf7MavRbSF%Yu2H?J`v6ABz!N=8IK!d&>HQ6X577)PcfBa3h}q{F|P~{ z4XK7)2Dx6Y-=o=%JJUgRE@g^xiTn@wY-Y_5(2(hi4(m>Ouam+P!nvp#H`8f69k`8~ z$PhXS8v{S+N7@7r&Skj+ZRq;^4Ebk-U{$`8Fj-aXd1j@CfqOFIlLPe?l^Q;bC}Ec`6*Um7>XXI)ENU0l8KCDOaCsG5y&753l&;Z=Eqz6$<@LSG?` zzWBg!w{R?VY5{S&xV5CSB#2+wUd0hb4OJ!8HuWL(3+**+M61_Lqwh9>v+C7Xrb0Qu!5OTNhV5P4Uo-H4orap_xZoeba;&SG*!z}V?dizo$SLqj9z43O(J(rsa^?mL zK|FOA4ZWlsXuhEX119^Z^WU)0@ofzCo3p&OaWYTp{PN`H78<12TBJN2748$E}M+`MN|g&gWz@7s(* ziO<(Zm?4A$9|G5ibC<&x!fEs(9x#_|j@HFKJmL0`k7p_Msu=Yb)kRbnr-RqOk26v& zI7nl(eYC^0ziZoSYir+X-fDVjMrsOc(li^?Yt>$rUfly$Vff2R%~B%dn3i;vr4 zw8KvjxgF%Gv%v8bkLG1woEkYA-VQ@yEn4-1h-AjbajYMmB2ppEjxJI@`akwY>Z*DjP z`O(mS^iy*f#joRdh3r9V^k;uN#TV}@j;6z4Z)JQilD+Sl)pWr3ts*(xFPh(upY$${UKK-~SITQ!(K57NgxXn|a_MVqS4& zQ)OROEmY}!s&ZL29`lvWQZ?^62}j zbEpWlQ;$|PRn=5=R1H-OQ}m)%dMi_-P%u*VQlgMnl*UWSrcO$VK5@*2dX#4k*dl^lipS&q}A_W%yRAg*A0wwp_MCrcz`muE@8` zw<-QnEKp8W4#0DIigKB9xT>paoN}Ualk%YQC>~9zib{CJR)+&WPd)^MTR<9>7LgW~ zF6Wjk54QD?cn#|6K9p`I62lsR(7eOhY$$$CEOUqo<1E-r{E*3?1XgD}=&l#c01ced zSzt)M;YMzR)p&(DYFV6v>Y&ZKIkG0wg!_37zQvcVbN7B85^7w zyn=(Cgthw@&!u;GAhl$L>Uu|eFHk=R+?71L&|gV|TbGadt{o+p`@ZU+H1hh3`WN{1 z!h5D-uYIG?8~+opmbu`C8u-rQ;+xkuUeF6g{KNhG0>Ll zG>|#k1Ye2N9G zsgNbi_IL9S6b^$zY#@{d>+wILMgq?4A=KYrhMPswxC2u_z+40onO8DRya&D2lhPRJ zW?5Z%MBYK(Om3AYs~4&MC4#=v?A9pRkpnedVQy+QQtfk1cg-?QZB1@!5wq&J>R;6z z&iE$zAy@$_+%sp%ze@wsT(TmdfD6jHN=~69@Ln=Nyh|*Rs3pCbV?Gc~7f%6^atg(q zr`!{Dajl-j-aWz1ks*;tO!!mnAeT9de)uQy^H*ViI4vTLjKvisDV!EA8q$XL!MoiN zY!h^lu^$bL4wMQur=zG2rUdoO6I%p#65C>eg@Pfx2a@3@br0MW`UZ?JHA@6mk&WhI z2Ny#RXAHfKZs2iJ0`fpbp^@+ioWgfO5W3?PIX7@HaF%)`fZu5wa{gM(d1f&!DNXH( z(_kb9t@XV0DI8IEbctw?Xf$}N)si}rf6$-S$sfs%C>|>M;xPAE`2n?KJ!%XYs?%ux z%~W0Doaa_wRYg?SG}APn)KxTb+Wnepn!QXXCuzE?H>kU78fq?q%jm5htJbO|>Z!`% z%1`izizzWN9$K?nB)+_%v|V-$ba2_d@+Z13aP6 zFoCN_Eg2Su2Brr7fzP*u+1hvZS21BM+6(E-=Y|kH9}B~n4Cf(!F7{hs8~xx+9~Bz< zkNTE_*F6CLtS>R(PvNqV0^9dRAYbqXoV8cMZ}?5$2hDSiUPpbhp?x?PzX{imG>Md; zzPuh4ld+V?Dfpmx6u(;sX?@(J=1A|M92}Av})2HC>rbok8~@OA}hYG?L!;r>vYEVstyV*5)NgSbeU)uAIwWH zsBdU0>%EN0a0~oe`r>-~jJcBqPQkkDGH-3)>ttW?dpo;PBq}+4VBks;=4lrP5ywdN|yJQEg(je z!#{f?S=%t_AW2KfFkaJQFrwe1ccNECnW7qzT#*Z4rmSf3UO>yaJ6=HrsQ$Kx=7w^Z z`f8cG?F6@$8Y~v<8yE`Hd0=1}v2?6ZM_7->-8=s`zfrLHPy1f_v_i>IJ%~Tan;)ueSjZ&B~cJ{ilw0A{($>Fmb~zt!~tJrkE9_xHZN-E*QJxBlVw@5 z&A7&Wm6nyI$wRVDcz~}Vc4|~brtC#^R+`^N%O@s)@1T^pq$g0XJ!J#Tm zw%(UKpsrYtUtle~!pleN5y!4`;*N!vG6`)I-Ua{lQ^<~L>2Dxk=EEc}iR*e_Ty7Rd z+OW6tMWS>BwQ#S3@ENkhDP;G`@JH4pCv+~j9K_}Cpb9Gno8p~vI`A^+dU?H{Q4y(%hufoqfRmuE1OL!yriR4Sc zCQS+M46b5wT_D^%d?d0w@`h+O3fGv<)F`##j+X^z-2lw`B(lbGl1J1ieNc!Ri`&l- z=`z_i*-Y7BCa61QjhRCZmDfa}xs-ev`*N=Ag3Q65oFV&Nwv}g51nv9A+=GwhFJK-W zfYDchr*l=dM0!rTnEc-fKK`ckp7b9yOn*qMlCF}Tcn73Po}<#Nm%ISGbsCkDf5p8; z^F)Wpuv)`&noz$uJ<^ZbyZa9MtV6&S7vyaPXt58XcwS$5 z@gcECe2Ge?I676Or5W%hmPo3QcWs1EHj-6cCp|B%EmO-zF~7OZtf+!?p!AFM8jRIx z(v{4Q=Fxi^i3Ws;tf@E|e>Lf3Sc0+Ag_6sXl2Wbo9(Pn}Nf{L18t`6IQczMGAH{g- z0A@}d$VXmDl3}gg`gx;CW^s0=Q%9|nE|VUR+>mUOj+CyEyns>Hg}K2kR<|=4oI&Ig zl|^aHEm}q!f=iV}A4Cp;kJv|bGna_$WF01lK69EIhH8_~jzk5-#GaiN>_z?%7V?0$ znMx*5Do`e1415;6LT>i#e(o_fn(x_EO?s5KI+3HU1G6+2Pxe1UBSFq-!hJa%4I}MQ zV7H?xw+7$fw3rUYMgIL1-|aiW&Q0N%nPddkn)jfTlJ=3zbY zJ&1~)<8oVDBo_amo^_+WTOT!^j?qJ4gyXqmI`H0%Ub~OJOhr(eTc|bL5S7nR=eFg~ zhS6W>joyxkMGkhG6pz=-(IwHtFiygJeI5{aU87l%U}O_c*Km@M_soVC#{ zC?@Jp#GA_AD9B87m}q%)W3(T*aTRRcB$%8oKD&@eCc4L5W-!0)%;@51GIc-~PDn?z zz*o`JyZB#^tr=Lsw$X4T4yW`MXs`w&&%v0V$0O_$9=1D~sum!I;%Epnq&!{EVz`bU z$B|`~I3DH9QJkdhXg8D+R~5g+Lv$)WGnru3xAN-RaX(CAPWAxLv6-yeWprv+(Zik| zos388Vdh64BfF{F){(;%j5I(A{t?~2$q{MP3L>opesFEc`D>t->WIpa}J>eQW=4UlTVfh02_)GMs zYw&EoM{ly`wWG)3IN#<~o?~CkWri$9{qq!c`FHkVGdd#Eh{qH8&6d*}AHZF%q&NPQ zJgETpii5m#+fVK)x6DiS*C6pYdN{cx<5`zP_UlUeRh1;MR9FSj<0^#CW-q#(3dwIo z&r^J_uke>+BqkixGuOhREYArk!MewYH}V=P6S1;zBibc; zMu$c$?f_SI6}*7);IudMe=(v0^bIv)jVOf*WGDN(plBPr?>If_N6|geJ$M`a&5Wl- zq!X@hkw~dX3e&uq|9Jw+qMk@;IL%|Co$%nU8>z!RHJ_(b1J3Px5Vt$vt2bpW1CY7? z1_!qUoaqg2vT5W4mEiG?z-uZJNkoUt#WVSUlH4X-(#){4i?hzvK^i(D-y;E-GXjcu z-J)yRvyFLM0Ry-Pr)4@m06*_!g(xpOwv*^8XX!mofKPedzwo*SMaM_KkeO~mGeH*3 z;baVmG>Ep3szl!Z;z}C*(kxELJ)+AUp3gycVO!C!oa(NejIx}I(wrAR=&8-o3^acX zqMse=Y|i62ke4daEq1*rYKvA7p=Ab=`v4OXC2B2S`CfXy_YdxnY*B!lT1(eGueckr zsTI%TH)iU&sP$6mYxgG~n!y=JVSOZI{FXLud3QO=XQ{4^G1~}FYrT_F8HpzZI-})bpBDZKKE53yDpM%~`ZJy^{ zVnj`z@dx5u7tV#3ol%!`}2Ugh}jj(%85>p$XzO;fp)-!rJawHN@Enk*r zc@_M86MQOKM=KBw7qc@~f|y?$oyU$yAfDdjH(W*C*P1(|24C|lyI~j4aR)ol3OeKj zJ&XUbkM8lAli3sfn3tK*1aR?_8;M$>3RZzGc@Or)K5E-ROutGp6>0-QM=g2}qvjp> z#D9q2X8IuS;ffvP7U&n94GXwC>$-`by&}3OI+K&pmyZvH-MXHc_s@?XAkuoHE!j`k z*)g@y5+8=Py+I}lx+=8=UU0&T7 zTy$!(`%181yNJ&63@dPcpM!fF9i7Ws`gld_qB7!pF1oK}=;Krr<>$Q&pWlYBEY4R} zC+e0LRYkq{B0J?OzC^FU#$=0fU?jbRmtBf|oGnV@&+o+ditzVeat~JL=U-rN&E&~E zAX=n|-xB#B^0Z3v{Y~tX1uJgo5pzVsD9_3VI7WD>i`FJth2Y7SrOe{}V)@xG5-xd-3nI(y~{uQ-EDY#w)7Dm%9q z($QO5HX`S8G|Q64#a8oMJjW8)F$t{=WvFy)^nJ5(`tSaC8!`W-}sFP$sd2d-7~|!T9*jewxATUQV7r zi`ej(r~QOmVi$K`A$GizOj*Gbs6vFlNyO4b-{N#`#ObywT{i<&>mvF?b8t(m1835Sj zejF#lbz$$mCl8xQWdF=7*iUX(QXFD8q=V4EC_V~@`FC#pm&ES@+&JTy&ex#sYQ$cs zO)P22ZdHpdB4_j$oXZl#O}RODvg`VBlZ@lv`ib^3DSJkCFp+z4JikFHQF*3k3eLbP zKG)1Hj3;9|#VxUrOvcS?yvf~D>A%<#C5|uTuB4MV{Xn-msI5e;=`a1sRxyo23{;x(MkT6U-DkOnjG~PiApkyJ0_NFXB%_h2S2-D)B)|e z(|+bJtI52laVn=1+s<-Y%5yW+CKGx?&p(l$aD{!onOs6HKFxhNi#VfUM*Wv)IlsvO zV!~bGTQ-{a4T*-$xCu^h-^<}ytmV8 zG)>f;8+0^(D?(ImPV~JDyYOe;xSgtF0DJKqzmJWG+m$-3DKYRaue-7+Lo}MWeT~<@ zj$E%3p3kx5N^i(r_wer!fkcUP85W?RT9D_JpHq4t?cnL`-W5E@ah%CS`fHWRW{$8k zrm$-~^j{;y@O6Cj5jRZ-GKgW(1oEG5^b0zZYxE~0{0&8}!T1hkh`&XD=3+{5f1Yp$ zqCzj8iwxhUeVijF8QB(Y{JJn8ZDc}?`8o5rkHYu|HUZ1ujOc%x)3{v}CoaxiI*v7+ z%xyXfpPN(s?J$_jjp91uA^)Lk9K?Mw=k4e0zAfi_hPV#;H|g;7mq`XoF2Mes$Bvvu zRV5H=3tvlA^b~j-r zxdX)BAm2M*Vg*H7te_o6Q=QBFYZZ?QZN8t%(wBKb;bepv_9obpKB(z23mlA9n|V{vB>P&bUl zpXgt*!35BS<;jB{z>U8z-XX3i35Y?mp`74@S=>>)9N(^Tl1}24k|W|j@qU>niILtB zmyoE?DqD}va=%E2XlEwcmheHC>E(!1X_0lIqHvMrp>0f1&M~zb%lx&B?}9hc+r{$- ztcm_G=f1mN;NEz}IosLIvDTi1((5_fE^FBOz}nB&4Teq=c!=%nmmDu0^+Dbj0ZFFt z&h>eGTqc3BJljs{q3XJEZ)4Y{G*3C0t5>dSd5+}1miu9@(z(iHXi_#NZI9~|`_fpz z*x3+cXl3YXxNkJXelb3X$~@-X8m-%)sWA)8T9R8!*D}s%_#L) zs+hIzNAB+vz8Cp6^T*3?hU~zPJ2_QMn=RMPKk%*Zg~yP@ zHp^Da>bI0LpEu93jGP^(a==)_{jiw-DSDgUf|xzenu zL*sYF_0d((ZdGkj)zBtulMPGsmkqIov&Kh;8=BXurIF%c!5Qz|lhZQiOlGdE7g?=L zJ*|J(vK#^DU|(NF;;6Yh&!O7p94s+$@Y8uP`^ zk2{c1Fg`B6er$DvTh~~fU)2u%X|eK+^13FUHr=okFPNIKqhga|`|AtqYAJtH6qlw; z&ciX^$c(Ry5EoeIR|Z}RpMz_HMZzb9iGj-Kh;#<+Ro1cC@yT}FmLC*)erH{0jH{|^ zpYwr3;W)}JdTtqHop0W3K5KfFy*9ICR_DzA*`e%1I{g+SyK6OQTWJ z(qZ*H^qrNaDz+pvOHRmNq(GgbUyB?mp1=6DBEJ`Ym~Ua;{%LhnOT}G^tzmp)Xk@4k zUcIcLYivsFU$JLm;&eqdRmCl$|GF=^#-dHTID4WgCHtyLY_4VDGIQMIbiW0uTnSyi zC^|rG!EhY#Hu28%mGM6hpN_6pH`We_D;(cGj4JM=4ZFe@@#wHQ3rYP0j`G1MUDASGBLSx0r7fYR+3hG5v{S zUyA*Wy}130!{?~$7~tq?dusci<&32`zIDyB9ocg&d2G7SsYvrUebSD?^NZanmsS2k zg~7i(E8V_yi$bFd2q`;~-s^L;gH?LvGSyvGbA35|8>8P)EoP&!f%<{6ZJ?ijuBlk| z-=ESx75^~h!;jC4zv^-Znngsw8jfbX^DAUsRqS1v6#=AP-LlWpwT<8~4SO zPOF$6%GD!Jkv#SDv`CwoS}uNP%v;qG#bj~y=wGmb^Mu`KL1l$Kk&WDPDQCRtqFHKQYCfN%$_{7c&x*-P{NnsH z?`@s8pWhvNzv9Q`A4U9Q0~?cWr~O&pSy53pwqBX~b?W!3UZPt4qOQVuQmP~?wB6K| zP%iHR&gixF58XGT-T2aQ$goDWK$(S_N6D;iKMHy( z-~!iHz?a+C#xqp#`SsBok=yi3A`cME#dmoezMuB z&1n72QJ-b@*F^k3Q4}8TI#1YL))BU+I*P#@eCrtK8Q`hv%ja9{{l$CT@vlRHo?Lya zV3}!IZGLB+YCUOB$EnwEFXgD`XlIMFKF?a6S@P@cFQ-1#`LO&=?zdAvYroF0ov^Qr zCX3anGc!6@d|G);9ZB6;wPx3PRq^pJfr5wfrzCES*XT-V`^lStF!Ia#Dl-+cl&ut7 zsMH$x8hIV)nxucu{5bLLskduCCwy&ZSz>D=cXw_=wBNw>ZIU&Ry%jA6cNiz0 z92piV6%M|CS@J!gqEVz4E6Uq)u4?Oh_^xi`Eu|JyX7CfNW=e#uyH$}3?{jhwm z_hkj@>c>AmeRuHf&^OCpUwZfSo%GwqZzfYy^8sH#_$KKn8x;F8Zfvn|@fWoY*ZyC_ z8V$?W$yX;*p>2hXeA+yD(cMZ2Oy19$y9eXqT_Jri7C?4|8~`~j|hPa-zy3Vfi#^#SxqZ4~Q{(k(qgcb?6k{%|lND?Q#j-4Kx zr7vlSHI6afFws@c(XZ2wj5o*cLEpUx8d=AUTVtN8ZmXBmZP?3vyMkwvyQia< z-DIt1{b2po+6HCw7oKc)W6xGk8P`3h6b-}9IYV;x=lq?MZA-J=aGr8Lb@g-2vb40^ z%$}ItEVESRvdrF@KeA1x=eBf5jB9}VhOdE;&QzlTI)%A&pU+*pLaqwg)qbm1q+;n` z4i!x;+9UN%a#i&y)o(nxtNwKV30F7gI>!}zQ&$z|V0%ydJG0)h@yE5yo1ce$x$}AI z*Cyr%7BxyCo3*2Klaenc-%K5zYD*ZA&?dfqye4j7>=m@-(qrx$AL_g5`>I>2^Pxs~ z3*DtfR70mg{nhZz_HMz0?SW&6VoVx#?qhq3ep|YU!@bJ^62MCJ1}u~oMUlH zIOVG1dF|=!&nNsXoDEF(eel^_=iOC2@t$dcg~Do08O^=Cz4AUUn^CrCg@@$}mz0%U zm0?c53V-G`Y87UO+A+~=G!L~luwHN>1tru93=iB3HWAVS*InD(E9^}jm0<@K0ik~f z4d%bmyy=wqAz>3bB$E>AC%la77MCA=uo-y9Op;|um(c%vPS;={Rhknl@G)E_L|&Jt zwJQ%9rP|fhQ^hk-m@h1WJ+c_JxQ4X%quNF~xiQAr8;;|Ngd+)04FiluZ6j?j=ItYy zP?yG&{it=lRhpHP`Q+P{Z-p~={3ww1J@bUAiRq-Hmt&5vrSA?L5)bp?-_>W-2eb*g zfL=gZ^^&f=`giqa`7U{q__64X@Mqwn=bWdvkoTiWjxhF7RrJEQi!>MN^{Em^N*sl)+^z0r*C3r>3p ze%&>k$DIP80+#BQ!?vlm_CjT0sv=#n7Y&G&DXmi$B@av9 zoNyq)XfPTAs%xqT@&)qpAbsc3r!z5|ZG_)obMpKQ>c;{g{OY4Cc+YjjwF$)IPtNp2 zGJONOkqH3S>MB=&njNK_r*5U5g|_xzhW&=#nmL-avPrT9A#u1mIOu|S;VPW(9AcQ2 z_3ioWyUEcexQ^rN*2B{gtWa%Ob7$liwefFE zFIuZ;`|6FVJL*-fud4a1#_Yni3oq60(`SN>E9$82*ny8>#OAV<%{%d zQ**=|=bPZ`ita?IfGSWOZ=Q7P63dXRgsgsQVyfc(%UcPZmg%W^Q->7t6x>s2OrdUhisi}1k8mxX1{))_qjLg30y?3#&<4kc z17O4U1s4Wpp{4mhyeNYGPx9BI`m%Wm$MW0uuKcm~Hmm03>y69V= zX{uMRQ%HL zEG)W8hQ__ewKOSq44UL8bWd~_HJi1Gnl-ov1Yr#2(Wa;x zEA^5eqDDdwe|~p2_W;K+M^W1fY5>1e?@9IS2F2eZJSwyvm%eiHRkA!FxJ1e`g#) z)wI30)Utdte>DxrDU)5-RMN82GAL3hnwEQYZg2I0)&0#y%|A4*+&EOOXSr=LAB+V& z)xEtke`NLiI^vu8hxf-3TYp=?Gtynav(~lKHrSSAx@F3pSu?AnrM0yh`YO$-H)`Zv zmM5pMx^RR1>+?;HSI2h%!I$ITC!F;BfXP=F*Ofm0)k2z3)qm1k)xC{7y{5zI`tHsZ zK($eHTD)G-QdvcNP;=VQNS|pOXv~fo60-@1$h^9px*Do@b#FyQIsG1YuTzUot!QkB*m(tJ~XRUMQq zk?)rFl63^LnI0G>?6i%re*3oKYxI5n_qjhz|1c!0rm3mh<;e)XgBef@C&`IINALgK zewgdstq-l^Eu*asa?;H$@OLk&EUDU7q->EdwF=d$)uei3dF`gP>J$|6Uy>A(D(w3m zTQgf{m&@{J^}+YigU{wce{XL;R|V%^IWgv`nH#gV{jg+KvCXzSMPtS76UQX%&U+_M zi2{Z44^E$)7BCDoB+4Gh>PTjgul=GhDI&_P@@?`M@z`jLkm_^W|FrdTEOIm#dIc_` zjy_v$(%eFOTrk-6U$tj7B3G8-Mu&@A+qj!@4j!}%a2z|Np|<#b7tnu{KdFOcTw9L?D|9DU$9yG#LdDM zvA?Q69*-x~qI!V%2Vq&ix+ zQCnG`sn4gMq#vtprun3-C(flOEa3neW9w?2{$<4HKi=*7&-gmyRn?CxKV7n(vL6b3 z3re79S_w6j!@?t^!=V1FIqNwm*@ru3gwe{Kp2z{2B9KNlyu9?MAgjb(`01 zQ8B*4^2GTGi-P5(Cpl-WnVEUB>Sf)}`p$9M-oTsfYUYY@?8wQDO)~2n;v%aGH zSAS7I)^JRBTfbf3Mwh1S8$Rjj?>>w-dbymXIc>8C-TKdI|@>y@Prn=X;PfMS1Yh2`S?ONo#kUQEsFYAx& zKR7pk%b*!7-(u1WbS^Ng#Kz)%3ym%~E3ReiOYymQ1x=S3{`-MtiuQP(U&7a=w$R1@ z#e2?{o;x!uJ@a+WkGZpbAN`G0-_(7g#zy~>ke$#dxlGcFgfsC~EZbu8n*?Kqcu#zy z*rYrr+rbK@gcr*OCJ!b>C8=r9=1y{Tv<I}<(ILsz9H;8DI;A5<;U zebdy^E>QOYDcBXvwSLz2>}!r6oI61NbqsCuckmo=wR9vnw&ea` zRolBc8vE^m7|kD=mT~cM{Q;;h&$l%1-o#l6(dI6uRD9}g5o=q9E#MH}DSODDG@Uuscf$> zzkH|s7xHCjcBuEct)AP~8TR3}?;I`s;{v~d56DuahVT0?c$+zkIW)QVa^B?TTJ5eb zp3dTY)zsJmac@#TrFKZ2o+l;YUfdSleyszZ|M!8(f$yXxa`A9BNNSt%J=3dCffN3@ zjtjPW_E?+AmEgJ?m>R6C-m3XCYIF2HJZYxHrND$8Ws|#lO zrt+cCRMN_W!O8xMV#Gn`630zvhNFP%d)F%0O!o<%`z&do{E?aGPvR)yZ_OgL55LC^ znn{{VJc<5t<#0S0@M#{w`_}cwRn~RQxy8BP@fCHj3OOCJcV<+}?4Q0r;{nPrkLeL! zq#iMPR=J{FbsQ&Le>z)x7JKpso(AeFy9kS-Vq@$DW*1B-n_H$t6Xea7RY96SMfe@U>&E!DfS8(Z*d|#v& z@+r=zPxUocKF-qws%e*!^eKm+kopkr`&AaAf*pnfnd zu)}}ex7Rz*Q^HfwZF0{+bK{JEQQ!!upp)<`l5x?^)L=A5J>Uc>(^9%4HG*GwDtIcG z9!LrP=}A;}(V*{;@hpA&w~ARind=Nef31)Gp8dS@S7$3T3v4OWsnDymE@_W&`}@~a!{kssP>q0_ehwD$tMCVf zP96@%G#=+qUvM8R)5+f5o(1R+jKP`yNoc=h)@Zcfp;a-_Jj1-qRKe6u{ky8AVsLno z6fNZg>u?mMi?7;(`eCRIXwdmf6LW<=@=|F-V2OV-8WqjJ7bFwm&KM_~vSR+U%#VE# z`+ZFLm@-jCqMqqn=~oNylmRf6j!+29doi+Sa%d4u-!9%s-U6_KKiiMk51|M4&^o|6 z!nxKt%hT7RLaTBwJdwWegv!FNwbTC^4~l)dR92c6_%84Zo~;L+bDY^WjlE9p*xalv zUsgg^*{sc(mogh?FCe3r%l*P^EXuXUS;rUUyGWn5pR`9ZgK?RwF=%6=heel4{5jE? zdNQ?szUz6%<}v5#nD9CNfMt^97xP}T&bY$3T_@FU+5#+D3PZdKy*V^xhPr?%5(v5D$Zue8guy z<*n$g=N{umMaw0*rnn89;xDlGi@B5C#n54%=*Y5va@2QpM$K3m$n{s3$I1CXiQN*W ziB_SsH~?IM41RhxN{WrWJ3Y(LQ7C}NogMecpK>c%59O4~&1UM;j2_8)o0<7WO5N&+tSD~IOc40VRMRkxT%Es zvaz7)AHBt((O=aMLNh(DdX4HMJmeSX_ACnA!3S6J&I_pEs!fy@g*z&8Ra4a$HS;vl zszqWV{!X7Ie@ODL_D_e`unJzRO_x_+)D&+{G>$fI5<82NrRGxM(AnS(ycIVHU4*8F zRfYnl>ZZx2C=|z)Q439{ODA-8>w9XaqXS+k0Ak?1)Z~CgBM7-C# zha1v*&jKpRhwl2G`|#ZjowDrI3Uc+X>Y!?vE=B*Fak0^+ z+o=DEJ9!6v3wK_y&EhEWILMrC;cfCzskLNbZ@E`(N@Xev7_`z9pK1E3~iF zzp0A~8=w}>~<}mv|CMV$tz8+7?CrU|q zKybr5yR6I*4vE(_|7t$!t@;gkjyD; zPsDHNSZe6qD#1{d3jY!w1h&5*nvcoS<7)&m{!0z^r2 zcpF|YL3l(riO4JY*-g=ddn&z<%EKL79Lj;QR2uDwX!#g8z}-Su5M%w7-<187M?pg< zVKv-QlvH*^zqG7olO|E8)Tx;nT~W7J2gL0-wXG1Zz^Ur2sjXS2wQDEqU+VY4k5y~) zYpdc@cSZg~-V#a zVbbpcDLEeG>t`@QK`Bk{K%Lt&SUWhGzgrQ$>qRhWkL1Q+mu|^jh+V&<0B=Ltb}Q;v zE$QRsfvr?EREM?BE5*UYkmQbF)0TmkTM6=LjUtb50vu0MWqyz-EyZ~81Z>T&?BO5L zHoFBEGZ|b!Baq-xpdl}!*Q4cJ_JWVL42^&r$||^8g_WsrrtX1%G6@ZZtMFfIY3jg= zb!b9pHs(_$t9F3?TL$X08#uoFV9VZcYEn=&S`Qzrs>&tCs{AM%IE68AV`mDRgb2^z z1^NeTh1EhQB?dHLW=F!F=tnfX8@w6J3m3K??4H`v40wE3=-PDvUyMVf}c^jYAy|jLDW#Hie`~NWCXSQN!ki>bP%|+8Q@xX!F;%Y zw!m-brMyGmVyEh(>Kc5uo1BIsvPS+E)P-`;nmI(hn;?5&KUzQ@wt<;m4y5sY`6bb{ zA$!%vXTK-@C8iP=mWngPyPSfn;Mhbks2{eiRuuN?Al% z9OUR4@Z2_#Vo{>m_JH+FpFP+qw5N~yB|#ABk0St z5vt(dqIf-BBzjbnB-9b>pg;UO zE)pN*6=0q#bN8qLu5c?1#0N03GT_5C1&{X%)L9kyor{#~m7T=y;yLlLxEVj%UAX?f z=J(goCs{5o5m z`Ho2bT3HY5?rC@gE8)Lo2R{b;!b~f}C#->|h=rZw;#SfTpP_{)e)mMr?lU}F8J*gH zr2A4cP@P6NQoo@+^hV4Qy{cFEstwn~XnmTQXgp3rKPH05j`)hr;SBsIrL*&Mq+Ag0 z9hqas!^~~Unzs8t2eA+wfXbjOzk`3%9u{9;WkL2 zIET(vWs82+?wr-+K_%pcDTZ)n}b8P6_CWI1s0@p$Zq)qJg>3qiC@@JUGxvW_n|Lup+K-8-bp)-F4 zZhK#L&N;a%`1+Q_h%e-FlPXQMLcIGf468VfJi?`%&Wm zoSJiBeCvQPKM>iU@(j3%Z9!yj0$-g2!ulCn87VMto`YAdL>Aczj#vT*z7X!l&2T?f zVit(mEA(Ls@Y+_8;EVXL55W3HVw@B7^?MMrt*BF5fzVZhFdh$}61TLEV zz1$UFXAc?!A^g&-N@b`Du7ZVe%THJdKL~vb_~u{W{`?DrZ8(gjmf(5cu`kB4vUfr4 zFGAtr0nbSbMmeIl8ex!y$nT#NU-=u;h%&|bTT5B#>aa>`f?C-RN2PGMAk4=(Amg>N zA%awwPr>m26=q``+?TuT((3G%hUm(ru=_M<2Nj`SI0^RkfN)lrDh@~I>L>A6_Tgti z6rTvk&?5OBXZ1gYHSl1&po7?kd)L3pf0Pq=rwEF`Xl=xVJb(BnaNG@e?N{i!^#jMe zm7Tkdlk`Y<1%`NlxRY0?F4Pcq!Q*@nHbKkZsTWQP=R>!1H+;c#R=y2BCcne+zC=!O zgcMY!YO1TY(rWU`W>`1xK$+KoqcWEh(-+Q9IruD@3b!IgSqQ{?NuJA7_^Ap-6xfX4 zU};>UUVH-Hwmy|_9=NZ=!Ie)6Ph*F!59fgHZ^845qk`_jvoI11rc*~m_@ow|lLcgd zXK>OH&e{yvXhZlu6}+(xVCtvx9-{axpM{IU9HOxj6}3%pzYi-95vd!);OkAr`Vh`f zUBwl6O%i+mEp_+@;zu_y@3=LG3&?3?nGKxd-trF6??Yf8p5?U`uo~y!do&~ujTD9n zJ~5i=ESm|%9ByQPD48k7_8v<%DS=kOJ8C=)%%2pc6{LR>HPZs7@jp<37Eq3*=P{G7JG}2I?5wA7 zP0qt~dO)s>V;x&j1v2u$$vxDICrS^z z$v5$t7qT`D$-ya{$szFh64C9A)U*Mm6CQX5%mQ2Z8O)Ta{JlxAr}FZ8HgYMF`r*QS zj*YBEW>|nj8?Bhba~?qKh=Lo{o7Ff+^}ZbTf<=*}Nav*1W2bb3FEAUPp!@&Ihj+r; z6@&PG3)SCYB5vf@33hek@I%%#FUr+gFzHSHuUqmPuN(`%_&4Pj(CIP6!csipXk~F& zKy8(GVLFWm>E8ov%@^*Z%h+{?*f;%P!OVx3R|sCY0&d_;F(pTZlPK)j7`tLDNss0)v(1Qo-2BKBo8 z@^+#S_Y}5wN4WIAfSLbU=q7C7Pv*d5+l;nqSzbSz``&%>&?5N4U#Oxx@XpfURNbNG zUB%fR%AW_Q7ho!c<6z51V*DC*TTQqhCiqj|p^cIOW3dgqv^^1?1z&?$+rMGmbYYzv z^RxetKGW}YCkLQ;3-wwC)V&R&%Y6T zk&?WxRP>8~A-e8Eov184n5o2;tN7k3I2nTACq90rGDN9}Q*ITCPy>Hcl!G4%Q!??P~z0WG7iPcd+l|)$_#(9tI-0#T6H&6n}WyhA` zd6eSMB|cXdIC8Z(vlrp^O~I2@2sI(9eF&vfQ`{p;4GkSY-#8Tf5~zer$@Sop&`~-` zu8=vDH}sy{@F32~DDI;DHGRSG9M_aY4Qrmdr@E-Bj7p_)idkq3o+O8sM*pBNHFF6# z=!c0*JILJ;1<^`U8r7;!Qgb&Pg@@of?(ie%h+ILP^)6Mk8;)Tr)W)9Rb*E}AazhPqNy48o(j89i;SDp55IH`OF!QG3qk zPuy@Xz!>w1)8zM3#KUPlVml3fA&B$;A#*ggx>n`hHI(HQkUm@?1J3-@`a9L%*U8 z5w2k57DILSD|e^$)cgXUbs)9yQ~J-Fs4>&2`_>Vyx^Zsfh;A~>yMz4Ob3RWIV)1HL z;~_W1T=?Lt;9o0*naawn%1eHZnKL~FzUMhOa#mRB1-a`f6(6Y6-C+YO4qCY2c z$jXCYqbi_mwHjybkl0>TPIZju_m61CUtK~4yE1;bDs&ZR!8dG)uEJMT5*~7{WO8a3 z^xg%|!XNZz7NB%gOTJF0CbAm8hBkm_&Op0(J)Tr1`5r8S3_5s4$*(`58P|v^Wg>U& zQlSMXBaMM`bPnD7+QGGC=w5>+rZBzIkav#n zXdsn--34hsm0c2j@|X0rFQ9X_N&Q@HqS0{(&#Mr#fsawQqMAfsh;rd0)83NT(mU>H zY=hW6mhzV4F=L|>qc4~{nNONam{W|IhK9OWT?O@HRR^(w=u-xiUO0&DxrZd7pBY3Q z_!svD_W-o08@TSf9=h7NtKtz?2`%|y-dJBAG_cNqQuN}ea4(d`X{jPF=Xr01qg|YM zs1Z}eIMo-i3;K!`RA0q0UabVq(|0L{7t&p%=W!_V-)cH>x+so zc$xRLFf2FhVBXX+W>n0h*y3>?6B;BgOFowTI{8hqGC4WwM6fE929=c;M)Vfm3_i&7SAtKv{c+pX_!2%2X`jko-4al~A+ z?6ue}L5nJOr6qu)$}CG_Od$HRQDrI(K6$-ng{HE2N4Sel$XXP`2ctXO%yY`U(K*l= z<>+UhZ>wl~i5F?1oVD4{vnOZo$X%ZM94{u1-RP+5@Y}E3ZrNh(uWi$uFP#ys>_d26 zzqJ>0C>;+S+0Fybkb9qJtG`#^DA?_6cbca{U_$T$dUknrJ9Jx2ZOj>lT*G$V0bOg8 z-Sow>+EOI8S?reB)v-Bn+v=LHm{QI8&4!q5(bb~vm_vpIhGEQ1e?gJ68cMqxv_rM4 zHFkArlrrj~7e5g#(f+|^!LQUDqe6{CbMV86!s{|BXbR58CvrAgNA;*_rw4b#FNv4_ zBkTW%Dt9w(XJyq18jG$bI>%w{QR6~W;i&piHB321i}{_oXH>nYe+}&nH}&}p7j>6( zSJVmWTzW*2d*3kTe@kH)UUOY?J+Zg4|Cu9Ym&-}XDU$sG-q(?DEAVSwno~IEIG9Tz zw_R?UgynPW##lr2?@@mncQ9`qqbrKa zdR60d!%X8GV`p#+l{g!1RV`F=)qd4R^%C_;o_!a%oldC?q zLMoKM(&)jR)T_;=qHkBBXp0kuTW^QLBjCINjoi>8X^ zC*9Aw4TkQhcCNr_te2sUE>+h|<54%$7Dr8Xs`kEW0ouRS#8|W%T8E0jd7Kkmi67l< zJm}o063U*Xo`%DV|GYq~l&3VRIiCN$)*ErB?9$eNW=Lg$#+dgYGo6^3@ zUe$iuHZbRD&e7bW)(P27vKwZ1%x+>mZ{2EZ26DKCE!CCm%J5$HwuX@4<5@V0{ChSV+kkU1!VX`$TfBd(&u3(T(pj*GjT+sYne_!8&p5qwu;(yEv zw&GCoJ4%X+yh}g;?C~6hm0&`R`xZEtB-d(JBTs$inZrGa-hj85^dfYDyT@8(dBM+} z^CXI6&ozg&Kbk%pE1651Cr7=GIvg{S$?w_dgy>P=KBvUQMJuCcntw3AH$5@^Zfb1$ ztUISWq}!xhf$C%kD zt=5V5OjE zx(~bGxm$9kjjku)*y~ukTYt5FZ=GzbYHNva?F6v-aZ!iNCE?rk0rRlURM@18)<;)L z+LE*(#hB71Zc1GB==srKz(SNabTwE^?M*@BE~7(LS3OEOn3}?^u<-1MbLVVMXJLCp zOVYp7Uxu7>2vvY$bQQZ(GYp^_Ebspv9NQmK39+o$Q`|4i6g8?>8lR?A zXRgR7nfb_?VO?btZTnmX_aHnd{)|0hX&-Yrrc1)(gp+Zu*a7SXDfvOlnA9zKj#@TY zx?058yXINuqWZ;5@L%(FL||EqR|TgBcX@T*ukIT*IBeSrhYN2+J4N=$5K(1{v>CT1hW zhVT&SN2vxmWU=s^PS+e|WZETgThuWzE1?txt*Ws2Mfe~z2l?4cyGZj5?UV<~bHXQX zgl$5*gH4%u4&{EWLE)ngS`dS{EoKH)K{ft5mjk;&23!gp_VxEo^!LLjySneFr>n>3 zyW&61+~rGXPAHr1L>@3q3*0()W$SKhdvH_DvbSZe`L^%djf~luh2U_t%6y$MK4Vel z&$)5Al^sp(-K4Q{tGHfq&GME?EtvXW>hyeyw0+4NlRhNWNj#O-Ie*E#Q&L-5YFdh# zo|{f;YH9jWfhW@^-M}=nI5maae%`SaJVUIfx%-x9mIXV9x}zlAQddG- z(sK|6 zRY${k6e_GSfzkef-aB56r-kR8vx0M%HJ@#L?#XStnlKe0rfxhXT^ zE%Ak7KE&KIpEX;>F5=rjtKefQg&4;{`;y!}xyxKvTz~t!`^)3ixtAH#EjpMIOtrya zGD=%|#B795v_7s|e4VH?^D1(7cl8j>W#c=;IejPnDg6^ePkogB8uRE8QgOL1wZ2ZM zq#P|TmM4Zg5>U|E~oLU8_-EyuSivnRR5#it5InZ(9o=|o~%BIuf|pI z3McS*h|ILK@&)iw2g#Gi{3G#VoQUsD26u|JfgyorzCpf!J?lLAeHLFG`cCIiMzyJq ztE!97L|tA zZces6=Ur~W+}+tlvft-i%zbV%*uUg{&e7&H&FO^m+Apy;Exij~DbTN2r{cdAzg;{l z@AlMLF)5b8u|?w)(WRma>feBGx}nZQ%SIcR=NCNPJwxn&*i-CY+emv6`#RT0S9@-v zx#}nC8TbwC)9AF9wC}V7bQawmFkDMw3&j;mFeFqpOx3T&q30-FZC$t#+CeA6+fc@x zOO5@UoHmH*Zj!8%n@UU2ShWS0&=YaU^<=G(N0^|oXy2eP9qAn~$x#+!s=Ek477r`;_qA!9N@6vkYF`lqbU9NTS5u3 zomx;=W4^OL9HmGiR`)~4d8zM|Pr?Cs8$RE?oRgf_b2ZlWxifN`TaDI+&Oe;R{Z4Ao zMBg>{Gxr)i0bMSm`;)u4$LPh8fSZVvyVLq-c6|1W%!QdVZN==vsV5)jxs|e`*x=%W z%H1oMRHAP2sfnW!ui`?LqfgZb@fV9%htO}%ui4FfD=y#;Y{xllmrZM12ZsD-e46{q zi={`Jo!UBo3=hlKA`W3_*1YQT8yhf;s0Zk{e)Gg@sF)v(`h zDT@i?@X$H{A7QZazu>JvG_Kv_@Ej`Qzvq33iufvVhw2YalzJ&DkR`>bsy%4&91jHj zd;K+nqrqiVmnwt|;Ku$_S_CUw;qg<$QB}vjeSzEki#AMelQ1$h|!w zZ(Z*Wyfa3Fz}QHy>l^rpAJHu78`vB;Q*ShMO>?EVzqu~iXWM(Bxv@5PNbad` zFTQ=uK9GIRao=$SkGV^!>r(F*n^r7uv8BaU7QR(@W&F9gN$`oAp<}R)4&`QicLJzG z-wyN)4Dmhp20h!nsqTjEe_Sc9HF${kWmbGlTSftdNxkE6%nd({t2pw4{V z^vX2ZeB9W@m?|C=sxwRLhqm_s=~o=I?4d+-cYN^o&xB5fo=X48ZN!gg6h|;3?}XRP z=YLRD2J^B*Owj!U<1kg%j~PfYsgj&usthiz7D@n1{d;izuEWi{x4p6B6Ik%P(&11Q zx>hrpQM5txMK4Sh^61CuhsXYDd7IQQ`JcGh_@hzfqDE=jYPwRfjbm1uNLTYzumw_) z_qZ=V@mzq(xBy;X#0`7`dgNu{$^VICeHh%5TdFP3Wl#U=dhPN%3Oj4tt+vu|Mwi;_ zI@Hb;j_%Gh=RZ#zj;f!weA6pd9IPZ zwZ7uy`zvxw`t;-FkE*5W3;HSGLC8|K);rZ2F#Iw}v@c!c6>#2wPVu8TLKyTr+vJ-a=U&6w~ zyD3vrswUXtk4IOES)?1L`yQXEPfXLJq!`JFGu8&Ybxz=|lZLaT*;UY0)X~jx)7HyY z6ZSw8dYR);ycTt(ba%8S-6lF-^XS*_rWfX9o_89B%y4*(VitWLC7qc1Jhk0;9AChr zBNLVR7xbil^cO?xJl-FTJLF#OEj?Y;TwNXQ9jokb>}uO{R9Mzpi{gzG5NoJTB#cSe zR_M1vt&8t1{N6 zVV$*doz-2|Jk@NXUmGQvq^JHAs=XhBQOuoh)0caqd7v4hYOT5lcJnS1nor71 zG*31K)a+&Z>^y2>klh+R2Y1ywvy?YPNbRz?`{0aW4fp&oo^lB?Im)%6S zvpD+WOX;Z_1slrF>zK^-rt`U1F^=~YhpWf}|4n~i`1&e13>7@ZJy|HzD}tW`ui?*) z=N{BGv<^qGj9?Y`z)R7*ZiQxKedQfRNZm{GJoZJbKJVkyMfvCF*X3)SFMmQXekxdl zzuZ~w13BAr&S(Cfxj*xA<~>`EZ8UwH0(2qXs(tGA#@5DF`nkA&OwzwGyf>_h`ZKD3 z{15TYgwF{^OI6Ep!x}?7?)ZOsfA`+93yway#@rt>*Jc{B#HwY~=E$tm75w3I3~1!ujci?4d8cQkXA1M*Xcfck{b}n}LDB8NqI$DxnO? zDt%!Nb)PBmkYKIgPwekaI0&u?G!4)w2_=A`XwE#Wx{#@?p`J}ArXuXIA9y!YRTEL! zI>cnRJ$>XEI2t%4m3)ZFSQaYSt*L7Y&}}ZxUHo3~VQ>aBqp~RN`I+>cK|%QwJ@m5F z6K!y^Obks3-NBh)HA?SgxYyMWPGNR)5G3=OkcsZ|cR>%V?<+8vd*fhoBxr%1P(d0Z zxkGKGkGS9-#1E<`-T?<=7RQuBt0A>OtpYXD=BC|F7@83A#W{uhU>j=_YgWefjK!HN zGC$bk9d~i~ap9qUO?O9^tJfMT>J!kr8mN7&^=SVvtmpn($XH+BPVZ8yH2F|%R?-W% z1&ZT&@nfJRUP|l1p!;2U-34*L*%(oagfmdxSl+k)T>LLlN}nEZYO$N2{R zN2~Ch`R!04otfaY(ELyyu!cr_t<(HP@l8D!RDtrk&W>3KBH;`!RLRVh{Gn1(#OL)b zYTK>Q;rIbe;T}~NCRV@U(^5%Q5?8RR%;RPMcY(9){ZeqE+Yw<)f#&KCVx}AZ+`n<3 z{ReIK>F5FFDr*b#n0Yin-?=`sMWec@y16Dva{$knPMRs25}>K(v4<<+zZMsa3Lf&W z!4Wpmzn2_hkzLYaaC)b3JE*8Jfj2&_{u6(Rv#J{^C3QkM^iO+$tmuTd&@j(9F#fAu zEu4*wBp!q8ov)OJ%iET?NK#4YW-v=wfuUQ0Qxm z=T>viD9^Gv3{%S1U%N6-~vvw#}`G=1>n^!__$Q@4#Xk#hPPXwd*A{1jc8_tM)3l!a|4JX zPUTW!egRwzuPGCSDtPoN#Fw~#O%Qs~`<^dXkSpMvaU~!H7BIuD5PTNc5=al+4qAh? zBzwpsXUV(Jx%rA?T_1GUW6)IG#;klPcbc#Cj@F>V9>K#qn4!N_CJS%rcRU0OR!KC8 z|A9#B%~ZWBzpgTsD+4YnMtG|nBJ>3>)sV*y0_a5+;bPcvTaK?oXlv4Crv76ElF9;dkiS4+IHZ1C91^Oee<@ z1Ktr~yTcu5OYGhQVtqBw_9@N{Zu*%OiLHzH`@_Id8i=_{`VQ0l8~s(7xjzDT-52fN zx2PEVz)knXpKBI(<%0N|7??DR=E~-b_`~selByjK zNv*IE%=#XBC#}&1S1{Y6U32q(DsIy5}Fy8#uMLKxgJKd*#Jwq>iJ%dLF!IlwxN%6a4BX=DX{_k&XaY zdWt?mOY~s|s~W2YqHuXaouaA3RQ(+&rJdmZwV@KB>&ym~UbDo+#qM zTirz6Wt?)pFbI9g8r%tnhL50?lMoCAD&h{M4SnUarOCg-vp5Ov`8~U)HuX#a@H*we z77hiM^OY&`VzAAnIZr*nW;6wJkVQ_<$Jc56)pz0-m!pM5zUl z)eW5fIBt6TaX_wz$H9LfL1J;Q+z9JpzxqCN(plhZ)haE!vjO{}1^H7$25rr&m15={ z(NH-7;^VP=6%;5qGiJM9xd1G~dx}}q$zJ^R8iGm5K!dd!2+{|f@1MZJ90m954Mj01-gRE^5hKyae-^IGJ)t_9rzxOK3MgOW4Otf6-zOr#Bw-I{=`NU# zh~Mo&v_CK4FLW?q4NNBXde92n2vV^b7y}Q!DLz$-x-Ijur=TdyfPQ=(5IN_mOrqjL zSHSxjg{Js;G!W;4J6D3!Iw0M|MX#bPgV-*QPs$EzqRF_dloUD$tYuKo+)P%Hzsb1J`r7uO0O>+SdTr!E@UNUWoF*UY?eDJH^%$f zGY;Nhj6Pjg7O&q5(RrdpbBuX|VX48aDyeF~Uj0b@T!Y^IKHmqQpFIDRIGK!F&2`mF z)lje?&B2e~Kn=_8)#Ae0+V|XV2$TW8(N!}_Q_obylo@S^xe~J{rj)6wDVh8$)4krn z9jXDEWM3S&9Ni-NUd$HPp)`7cI_E1f-YmG4%|T-BrJg8;-bYOk=2Osc-vqj8IXr`R z%IhFbPbtd?@p#{~5Z27q{S(d6K} zyMS5bQq?L|DbQ2{IbTWm1nu@;^uNIKO&3Z5Us#rT&pmk*s6;ES6=)4>RDMq^h4 z2K64@oIW7lf?&((AxNF5VUOZ9o{NJ`9Xt}+6U31 zdIQFB3;MUY^p1;xAlw1QB_3>UOOT!8xl4M;tt;@r>PdX~pwtP)K@k_@Jg$)^$*bso z$AE}h2af(U*c&(5={^|V)_m5ZtZEXNvRC|E4anVVoSkk`FIZz&VCEN*hk@vx4!+JR zJQePuov{#?t|DNt=fRJu1xKqXtOi?1BU$M`hk}XtS51~WgTbl6r}~@k`;3oWJ!;U$ z;NIrYC(Mse*1FKDP&_#HE5x+LN)S9uAdJk0mJ$<6gWanErmGIx9ml{)@8Eo%Am;9Z z70{J+?n9lC$xq!xr>7h-l5;lYNs~7&08tfjQ_?`4fDvPiEQGDZ+ocW{Vv~^%XdxzVHCxac! zLMKxO7c&&5L~APKF<>XRgO>@xe;EzxY!W;NwWODJQo|U*lJ*0P47@ol} zP?^Pu5mmym;pg;RKk?ocq1+q-ZGV^9$_&=4BHRN#Xw%BnDFbnWh~`u3gm2sjBi#=- zE}Rv?!VhNR_!8vyUZUwMK|mY&E1$nDh-w}2X#@D0L@;w@sf}(C*E5)_o9U*zMX%Th z)~H|WqZ4^eldk%vYDZjM4%S>BHh~&*$qH2PcM<1C@El)*ao-;LJ7mX)YzBAcdElAa zNZ(5VSfAbK?alPg#=ZEXr-8SYw>~{ZT_7&-g4*gC+~}L8E2i8SU(Bx9^|2#kCdZ60 zk1%)FchTozHZnOdGvIPrU0K5oO8IKyD z8Q&SN>W=Ap!V_62j20q}Jok9UeS(97LvXd{XsrGZj&Fv@A%F;0WcehoUjUuYO{ zQ-=d7Zlj^r@WJxRbHF|q#9QlUO@EC$;>E3RsNcYBVxDTD>Il1aB{h=BEW5408;s0P ze7*6l4D1UWS4-gw)|dzo;aW{4 zJ|yBv_7b*S8otV&ll=2_b_wl%EBUFiq$#^aYa~3o5$_Cvp{^w+z_uu>1+vfVb$?SA<*Z3O@lM z{8*8!+=JfwL{$5~hoiNYKU;<`z%+PXFVV`jqVbX^^aWMa-oazwf9FvjZU>7w5d{1) z6xvTPe|-Tqx+Hw0J=~7gz;9ABv+WCp@H9^^6TIF>>a9xP=9_WrNfP4tGW{Q4ybUZ~ z4)gp=xR?xt@79VlT@>z4A@~YRFq9LiJA1R&n!)?{1I*@V;^Q#(z-_Wn2lh=Ne9RZ~ z>@N$aaFwbk{KkyI1Pc2ExUsxo_jACl^&;~8h#p@7KJ&leOxqB9i?idhnIE;rL1G^m z&V$qpGjKwf%Cl_3GyjC9{a$K8C#)$2f46A_he&?D4kNH7YxJ4k(Mo1$XQ`}odB!F_gHcurMcLz&3ogKD_TH-Ac_8bV;kiO279zT8EYQ6NFCj^g*>hC@{h2}j^Liu zi%&O<&ss>SV&;BP`MWTLXR?<3dtb2|1Zf#g)huo%Z&}|$D-ixEH)b zgJ~2eeH>BiCJqYAVLbh+7!CIJ2;71L#Jk~~vl*!H{{hzbxN<9#Iu*BgoFmlI;X_SJkk`)?4d<(-Y2uL2X zSU<@T{4e;Gx>|!5?QdY;T<9j&q03bc&CZB+WD)cyw^I#Fp${G5_!gp8xX(VS1vm5{ zQ>gpg=ErfbyQF%ny01H}t8J)b_?a2V1k-v`wBeb4z50&&5_dK)DACW{8Dep*{DjYH zhTjsnM-@~DH?>^6-s=cI3FE|0Vlz1TfAhQx!1?9T{~Q6=EM4WD%>KU`kDIo6mnp^90e8qC-q+&c#QF~nL2hOET?sF5DMYXaVR_v zKJ*xB;I&{;4zQ2M!S^d5eFxIxER5dLbhl2?#rO|K>UnO@QLq=r%KNC@kJFp#ihfQM zJd{C1%fn!=BcAZj*lF9S&Bv3uH^LX)!2P-|Jk8&geU<&;pF}AI;g$W) zPAtlMGZQ685WkkNi|@kWh>hGHsVZlII8Ov~@*94*V^9+~P2Y4B{m(LzLTU>CvI0HV zio`;Ju51>o^^$JFZsKBRyr*`+voAwm;yJ$R6R3I5{XZX-#22VHTq6}I@mQ+r1UT#e z;6}3!rbSIWg?f_1F4HaAAZJMeNVXB&=JSOs5bM?w*Cv1yImVfNglAACo>as)t}-Xs zqWlI1Jx-Ywh!Yt?rv(xUdlpOd172rPj2f6J5XmlgooQP+gU6Dtb29IeWe321w!sc+h z+J>&gL;4w&#Y$ow80u-9+m>*6#_)Q-a8IiPzPu^?g*;LS#f*ueYI0@yDR+~d++@<_ zuks6geFpPR`oJx2N8hp|+(T7Zmamg>lKI_pY9uE-nV;!NlqBE%OiiOF^Zfv?=?gw{ zequ@^cx`uZWIDhN>^%Jc+1$@VWVQN4|EjF656nU$Y@x{!9t;@e{+y6{yv|xGVymQ) zf0UY{`*DX!^g+5S`Ow*T7MdZAg55fSj^941F>{;cFi)(!o9k2)1>j~>phj#n@ELLq%-Blk^XW$f@f=0|~^+|OlRe8K&lf?)}d=Ph;tK@hG z{M&=LM(rlMwkNXoBesr!x6=~-V{LZKc6R=JQ29MVy{R;#VAp(x_2vyW0;4~S{CJOh z+f{mkC%G%7a6-Gmi+oP6;~SjkudL1@xJ)yNf9>ER-X)ti0Easd_HSdj6N6aA$Q^PN z9k746j}^wh`e%B!CD9r1;Y~b}JvW{Btz>SuTlgEiMeKgP0`>fua&fu2hRFsqe`5kc*ZA+{xQ?pClzyzGtZoYlju$QAC<w?il#;cV;Ai>a zV@HPtB1|>7D|cX!His*7iyL)Exf?q@hp!L(c^uKF9cz$Hjr5ZDU6=j*2hlc@*r%gKp7naNG3cOlCm`4XQb%+&2) z`r^@OxGd%?m5Q_}{j0z5O8=f3@@FcM71ZZ;o=^z<>}Gm6w|U*pe5Utg;SW5sv&0t% zQ7XdqvQu$gXMO5%MxU_HzS3!IK<}|NaceT&j_-)ERbj09sk6`Xvt}}zj@)JH5=ZUq z!F6!PS`(M!sDVDx1L;rwQ=5C$Zsv*i(K5+L?UBve?t*Psg%vGIeY>5^ke|CjK_XED zdMpd6UwgAZW^o5xz&kF+9XlE?J2gB^8?nMi%qmI61UiX7i6KHn;nXN7j`KeJ%sk%1 zE58g+$_x{C4r?|PTv`^HHcBc<@52*{FGM+X1g!}JX&Y?S8f_V8IdwvIe+jgvF5vsKX zFq7`UQ+flR#Yhg5$XJv4&Ry`XHUE!C+3d=^+}moBSDQ1t`-Q4;BYNxkxS#!v&VFZ3 zNC$8L-QiOfQI_F0-Hc2-5a!nx_Dsb8aXVdvW$>YzE85flNP-_Y3;)~O{I`$v2PX3_ zZ0zZc=?FYh`*I$BVO=_LzS^?~4|9WA&7J2wzmCDtkEhFL zqGsO5ddVmdMEYToJ=uX=aF%+a4>9y8HOCm3n^wT!PNgXsF-{5s~`K|HI>mO zG}nM2m(njw5}+y_~Df)MusWB-MvuUKDowSompo z<%8T9T=H6!7kcr2b=-c3z%$!Oyvm@T9M8MI2qtqHr@lAeuf_+gDY5<(aV$To6UjW? ziky=G5o9ZzB__4UVJ?f@I)z-ih6-dfT<|JjT_2DSdhzQJPh7{7A4r{9n}}4G?-b~?KVjxl zoD(~T8vZIb;~+JQnV4RkJ3%>JCls}50%yFMuC*sMgCI4KcPkWGiO967wZF&zfaX<20 zZS)Q%aatuZ<4xi~M}Gf?TT6((e=Lr2i&^1T?ABb~=YLcXSE;$LQFGTM-{<4j8%JKa z!`WHOK6%Q1oy=)^O7HSFK3xZDs#r4g3V7NtqS=k=l%@4@@a z!ms)gPq!XZz5K+tYMk;!dYd=GKk(E?@h%>*|BG_}-$b2mpl-TNRy}}Ub9v%|2zPZp zHA*4A-^9&tCSR?Yy_X~(E~Wxq%$Zn84crqfVSoBkKd}EkP?c<>H`Rl_RD0slIqm~_ zsTEhV7f`1|>w)J@^%J@8bz(=1rdrrT{y#{qdW5X{nVeUib?m|SeqmiBOxlHf?`t|2 zugEJ0m zo5EYD6TZ^Fn#fb>M&;g~>8pUsiIx@IK-E;1=VC%x>>yR}C-ze|=Q@&gFL5&)L`_wS z`Wz(y-q~>Kt>>KfgXF|AiY{=B|7Jz|!#@{@Qe~M74k7!Gqlz@ZW{>ncQrLypx!1lV zb`0enY31yvbJHnLcPNv-LpeIR@vNVfxWAXKMI%<>3Q>9jy_MJ8`Py?UtVMin!MfHW zGxj5I9_2mOA`6zHqWMY<_<IvKo?2r7|72~*U6beT01^CsGw(eQ zF}gB;zb>m0%elNq6#0=3NB;1?#0V=cxp~3?ZvP>9HhZKv=kOPv;1nWkE1ujqs*bbd zo1cj#+2o78yv}MWmArH*Y;?XXR5n{VjS)}Wh*x_w&wL^Oy%l;LbJ=x^+0EyPI%B9d zzjAIj@h6dr;SoDRLA|h(^AHD0Hj5g301+adciDt$uNUv}HFKEh%m9qUrvvykH=~!b zkux8;zx>Tl*vY>?psJnB&+bE?cNb^p5%t?FYKYbN6IbF~kLA>V&x*_>hSX-o$5JUc zS^sC`ho}61Yo2XcZkm0G18LkMZgR^TMg25|d)73vsEa*OpIp9%Zp|NjEn|iE{MD1cNE4GRr z3Yg=ZN6w#$tL zE6@K&3dgV#j(}`Gu5I)y|Z0o)L%gBN?!V>l6x}j8q_96#A@kZ6bkby)M4kd%hWVQL} zczA$s)MM=FC9rN!_TwsA`-SVJa4mn~7m-g7JYP7gzXqM%!2}S0eBe#wts}7v)5CuC#Ck&q-!XS37IQp2(ej9i`CiyYTYX$RDW|IRN$n*7J7tUfUPmqE4NAkk4 zDNWFsvciAZG$Y=B3ZIaJnF#0b={dRTVXo1NPrCwIn1t4E1~;riHpY;*h$jL#j15R3 z_8y8H6=S|i5v-9$>~Iha5syuYV*c4cI6WJAiW=N4T`<^>a%8##k+mV&o+gHD;V}4# zv!tHVVX}uF;L?@IU!qC+RJk4jkLTJ^x7NBN-nti1+@XcW40nQ50M<1nJq1BqI!*HRD=+DoXX+_lV znK@Gh$ZgyMPh3GqP9kSdc~0FI>iGFGb3hXC)%Vr1$mTytW+wURS=_-0EP_6frx7-5 z6#H0&E8fD64rc0cL2)5gB$f$q`mB@T4KcT06(N_rLcMqyhEVcKJjrXY0H!9II&`n-+}cIy*Sc&c~c zq)Av68}@8C80RvcqcJkqAKN;SpX9|(o=5+iVOI`uT5}{TbxzN5vRZrb2O~feyNGu( z@crfa%vAPdIsJ3RS@rMeRWj1K8M~B|X!0Lq?+o(R03BJ1-;2VE)=H5> z1Bf@tpMf-6!{dk*N>UN^1zn_KpMHa-x*`WyL9D`+Y!*un>NhvYsMyJ}%*w8|=7n*W zAA691oJM0SGI{ndc<{1Vk%H(!0=9bz_B2m5E z8LX1Z-h3n)T1Kqaf-KB4@`;x~LzmFbz2MNCAc}WdZ=pQcI-hVIUo#eO@r(U_4T9;% zK3xU3I)s}<{&(@t%a{zbj3-?}6{8?~auaNNl<0MJb_8}sh+%HnD=|bmVaR73WqNJw z0Bcako1^e08_DiQ$I9cxR>EFKFUNFSD|@KY8NSX~bq>9`|IrIN z*U-!`SUf_6VHLfN)lC=Ve9}(WYv(U#4`ncMr&VjH?r;XXR5CU{n4oiCyQa7t&0VKB zhbPdmT=EdEFh^XL3o`E_oIdINN@L}#5GH+;uggER0cubB(AO}fcOC4o65>bgoN^I% zc943`c-dG+%co3*x!apgq4)5pHMJ|5$R*k=xtk$Y?V@af@iJK|Ee>;~xgHzV8H;Iy zsDH(&`;e=KoY%LI(*YjZhB>MjkDAWVrS?a8u633FNac}$w(4+Km}(Yl$+v{u)<(9G z#vLY`(ujI?6#UEi!bK)Vwo{TEg`A7kU#6FaJ)B{_*m%}W(Mr0`*@B&4-9FP#xmqaY zIAf31u1IanolQUJu50GVa$Gl5GJBa54I3PR6BrAg4LfLYd&saMlttDCv!3={?|;U9kC|E7%INfg*3p)h9)qoJ z>FqNkZRM5b&Jvj?twEd>)yaA=d}94JDS4bXj9c7W$w|tW_(jQ0 z3{T|m>F(+EVQ=rvET3Lb2s1o1Mu>i{by_KppKj~O?0#j+jbKzH7c|ccwhWSFGYr8f?{3DN)E@$numQtH*O^w~< zn$`kVgHl=Z5GQI+gdnkms~YDRE>~)riWqyiqFu{fwVkpME3Sa?f5zo*i^#g+Y)5BP zU*(;%BC|fzsCu4~n;Jc(vr2~Tw_~PuT-+fY5Z)S#8h&yC?qw#6 z=g1PKm?s%z>v!uYkDnF~YoK+lv54DK`^@zEQoQ>QV+nC5Y5S%vp(BZC+yi9K!=nSgU7_vlg%! zooCc~fz$n8Czp(WlK$G>#^YqmLXO=W4I*_v$sqdmDMuHH^?{RbfQ5lXKH0| zNj~->P9Lwg=0aJY?Ym9W+!_lToFVZ=>{-1{)eTD$HYBagY0Z8yHO6l85qu6aStKuYRPL?0a48v5T*=csI;@p}_Qo2^t)WqDF zvwOx{)_J5Dr-;GUC|8OctVO!O5WbNfp}&UzO!3+kl-n!RV6fhEw$eH{CmYIpHO^7n z)9qKSKYNW9&v5}RuVR@aGJ0fQ%8d4U5wK94^he!JspZYUDmG>5M; z)jHc|Az}5jV_!M6`LG^4REh(zyJ)_}yCy zaC?_?d_bOGYk&AUhbvwD?gV~ynKKW>k4j0)VG7Q$Mx^g!O2~q&h1RdWG+t z^*-TnVB?^*LL;?TnwmV<(M7G|ea`2<%wnnEtPX1(*K;k>^2lSV(mbm{R=ndYQPOVj z9KLNtqdhi3%$Q_xdQ>o1mmcxle^R$*cJ-X$6>CZm##+}o_A@PiiT5?{+eXf;Nokv9 zx4d)jrWw>O(rBr$^^x_Ncni)Qag1TR@n~AHv{!~HruklnJ*IK~ZYL&{H1S^O(@C4_ zsF!j#{Qwi^2D=?M4zxA5PD)G7Y{p52F;b|?X~~I2yw-YoxQ#S>SkGoK|4=>vGqeJj z<~5VDO8vO|y^_V@{WyFJ)>#%-fVTf;x%C+A9g(Tua!8D0tA z&rR129+~-4LLHaH*8#pk`!qjmu7ux7cYJE**lp=zzLuUG-#U|Oc#hw>>N?gWA4_ST zRl~iw2W$kPhgJY)zWcaGhrSkq@M+Eq}qN>vm$XMj{% zHk#`ir(|r*G7%+3$zkNzry4pa0P>t2L&EkCFErkqyVio@MLn|8R0D*-~P`odY(6=Qf~ z`XxS6uh>UAlc>D+7i*I{dMsx;t=3+S;_6&W3Acc(0@f_UXrmMaDjL{nk+ zZGuTPB%e>N8FV+-QlYnFc1op;Djt21k?!WbR=3RkoVeT3(%VN9433iNvoj0GJB&Nc zk(?_B51g4GPfUF+VjQGxFJ)b}3(hvm9;KUmocnEUs%rTI29!_)8#7R>HOER$)MJ8o zTh}3bH^)l*3w58C$1~VB#JM4(f7TXTQ*#kZXY&K&U8e1OCwEOf>)SRU%9JWT&g8UY zZJXNEV}WOR(-fm$+RBtmQcuHvQ$_Ou&b)Y(6_WW^I%H^Ke(tuz8DraF9Br&+JK&gN z8qVC%6!}`3Z^j|9qBOubkUq+f!u*t?8CBeyS{@oZ8#>x^*$$)|(*rFtecyZKG>8A% z_$yU@W$NRX=-GwtvSbt?sWsALm@Rq7Y45la41Jmxs!m-6~iHImTKy+6Fn=61kT2 zD(sU}x#K91ygRX|CB^%yrJLL5jG*+U_W6$TURmDFg$_u+U|*Z%%&O%!!gH8qxiK*D z-=sOFL8fT0;yxWXXQZ4npRKpp)!>Bny31A8WmI=Mzh*VHg{WJ^2;VuLsafSSw>onO zFWvjPZ*_ZW+Lyj3<)>|;_QH3vk6*^dq9xa=`3+L@eT&gD$u=pg zp-@IM8K#@cs=u@aazQvOhqN}vhi-eN%VJAIQ!&bQ1McZ2X^|i2LZ^&O`lNi7^7u6N z&M93IGSmM{nW+smEecra+a=>tO0~3)S&O|v)|`G?E`3AlTTUV|`MCS;u~oJ1qJBG( zx$WD<7gBX&C&Omzt;{%SzNx3VpfQNqGnuYj+7r6eHrkijHKvQ#p{u&6tGRQZsKLB7 z%QeKiYB`vDk&+*JIsc)SHj4Hjz%b5Q(Oqm79 z+b#Vu-gnD1736<~sd843PjX66gfy1(#ENQ@#3*y9u@5-PMepTtH1e)87S>3HcF?d_ z^yO3zA2m(*M_Q_Vg9(|e)fQ{Ql&V06Fdvgr&BjHBn)X2FK{DKdaucDjwV?e9U8IfO z78>pgZsH!>T*p)6FH?EXYHpP>y{v7N;##EVdrJVFd&6w2?Qg{+Qa|%)<3w#XIV|E} zPCo#}%RauBJPX*eY>{e|xGu1*-yCM(g=TEcyly;e`fk`Rmdl)KmFV{=AfFRTDj&4| z&NlWXu9?bcI*%NzTc)7)m7p1NwfH2XZ)OUr7DK^&`=&uVQQE;N(7 zx_>o>So2$N+iE!XnX8+uWQCt+Zpawqs-^aG%jZ_bKG*igQPweyNjAr`9$IrLPwYz^ zMO?`l!C66$!gd?n^vSaE&h}<*0oT*AZ-@c&>1qzy4&7^d%Zz_ z?JVZ6MsO-xQkKygXg**%FJ2Ym(${8g7jFokz4Cb9g;De<{Zi@%lfym3?SQ$sT>uG8 zu@^G!a%*DlEhnbGOCRPeroA#;m!jzWUYj~JeV^Qnvvc|x!yK*bzOFTjCw(qm%?XBw zu94~;a>h+8uPpJ>7*VxOwwEz>HMBFFHWZ`}G{#xjQP%j!{6HEl%ydq1%_i44iu3Ir z%Xtm^=>MBy+(*at8H3HWSIyGg)f+IX#uCZ@W~%i?7+s%;=>zF(8pSyc3U%XRFlu(n zL5AO^81q5XVPC8sn{Z0CIFx+ax1I%SvYrp!~TN=uFJwff2rs*KBo zQZj5!B&>tFR_bZ2CSBvSh)m5U^*1Ddoz`(S&OdS;Dbex9_04!*zD6f$6S%px=n~2= zr^yq@s72W3*u&*mX@c2mVwSxaLbp(iR#kYbK2uEAXzK@OC6^>daz@BlZ4DLZGM2v{ z8OAR13K+aGQkJ2ne3}e-noy5!lYv6C_>!)&3sm1qD-V<-u$IfoImCF!1p8`dvewD$ zFiw}hXtiB+wV(0@dRn(iFY(W#lzu{OCW3u(&2u_jGn7=}l;{B~B0sYplF4(qnC%y> zwT0JIM_guDE#6crt7pXxhH}Oxa+YhDvmUzi8lAYW6nAxFhD0=dqV=ePzNh**LcF8y zU{4#nQWTf`Tztmq6&o{`+OkYrO?BjU;&l6CdsDmQjE0p`N!zQuvbk(2)@_bB!(pid zQ$?p|4X|CNe)Gfahk2kao>Rxy+XhGz#3ZU@*KH4Mz0?L;CDTgdMdx{kpDR|~C2m&3 z$Qt+4ZcuHStaerEa;Dk8N*ZVXG<80vyXvK5AZI33kvjeN`4X zHz+p+clbCfg)q4Mi;?SAOgpGVSK2SbO2cEOA+^D8M8LP5ti`xAr$HM>KYqCMR=X{1 z5#8h?WZBGy?ndm*{Vk3vpqooTUgBIlkpv{!Uo zXM*)t;Q~3}@mhEFiZ;&p#&F-*(s0XFp3b0kY6CGhy?h2O+VR>s2VQ7FX(u&sP6@CV zba<~(;lj%-eC-oO$NvQt{y``GW)|#!|Q%X5+xOP*k z5~Qa>FM2MVoWUE-3Wva^UPIN5~O|v2v*POc?`%)+($OpTL;D$jnWdp6U0T4{%;Nqb9;G z3Z*96huWd9cuVxtx~Wqf3+=Co4YmnB%#=uUwIECSf{I)jPCuFYpGqFQWDg%Fd`B-jia^FkgU5KJyBhhU-k<2*J@3%pw>*CNB-rR+FSeJ81K3O z!?PZG`pV@6C+v~7LcL9I~?k~5NcF8@AyXhtTC4SNr(I5{o?BXn| z6cLLjMVRiJ2bg*qbHhJ*M3?D7WtZ!ab%?De`Pc5w1jk?I1$Z$_rnyNrmyt_QVM~<0 zq01v#(wV27lR;1>&T2hVFnh1-?J3Mg?aV>&zAFowY6C8(}MNLyVRkx3Ev~Wb* zW!P;hWL8Y;wNhl=)(T%GL7r=MX4Tc5uGwqam+xt!WE&%F<-z<6SddHLM=C`P5Q!3z>BD1ZWHBA1g`c z#THn(2V6~DX-W-kf-;-49N)P9W3EVq)JNVzFTn=&ic8gIh*{3Lu4MIz@`H+Bx=>4c zVJu`iY}_m_R!fjYvru0=B(!BtKw0ZO>koGA2d7Rnvh}e4q$(Ln_rx1lBqwA3pkHOH zbGkZL@#i$boYGb5Nzq!W{M|4HlxS2QyN)r_u(T4W*3!nP`C!gpld8*e4EJS!SZ~#h zo<^0qpT5lcoB?a@k$g#}Cr3D}<`J$j5!bQSms>TVd1(`e0iAwwvo{n`kK2 zs^{Wd&TH1x-^_`BP32=My4arnSa&Zd5$akuIn#5Cc3;@3^MX|)=jQFE z%i}It^7C2?x<2waySrw?6WJyW!*ku0nvo}7X^b|mVX{I2X0U9K&WHv$+2=V)(MlCQ zN$E_DIlpk4s#`j1@3dz)s^Ehc!c?q8&)#+B)sA8wgui%E_@#75hJu9m^lR5pEHLeS zm@Hvd?bLd8K7Cafe2?K`1#*5^PQ~G}X&Z&JoRRZPX|HrAW@$(N%02b7QWm+L!1=Y? z=~rtbwAEzTI-RA3(p0#Pv*@`?SnL&{23b0_|B1-+98II}ZLkyNM7+JIx-n7;S?^`KS+W`8(6Vza=x&*}QRLobIn_1YT%2 za+CvY=b(!FAC`gthI^3chbi3c-GvO>ytKTnZ@an%S#o^NDrPAG34TgJv zRQM?l=2b^wMHhixZG;A)kB`+FGI`_+eOMMcFhXDtT%g9hn_Bm0&b@pu1h7Zlu#YpSdLBj>m$@1! zyQ#asCytJXRbSIpU)cqpu{jeLe!CVUVX^8OPT7it+i(yJvkyK%DcBbC;AF*Pe-6Z;Ypdbt_ZMW`n=uk)x~VcOQ7&Md-Mi0xR}9HS|4nmHzAc;PO-pDbHOk zl*P=vNn;lLRL;8nrL_~@(kJ|k*L;I<70CL`RaPnq)Q-zDQS33k*wZk_@P}E@?#7|~ z-PE|BJZ@PvhS$8(I=dFRCfhgI$8x^rUHG-<=u>V^Ep#SxOIlO^9#3zbO*ySr6}JjL z;%qA45n_4fP2@I25Q&sD#7aly?aX<}17q64ezl?R#-$un?ozRSO*dhCH0y)h&~Vzg z+qh3&BpW3QbN#N05pX7^a-UO~LH8c^fC2Wy3;3BSbhN~f|JcQR#HpMS_)%S>{)d13 zhx&PtT#Y^gE9Wo`r4xS~723B#5^~iLp4MBq1s8>m;(hu=N=RSv966=E@QgQd&Sx{% zR97Fa`A}^|6={}wf;#UOwd+_%v|~F@-4zbT0=T0=be&zMC$a!%lP%?>%OvW`dDU-9Z#YGf@@@GO zXP>VppSOhbj~3JEmxnV`^KjxsUdMDt7~G#z@R3Z?GqEooV-DO)u@F;K62(DWrvxnQSoq}zB=#URac`v%nTts0DG@k-nO@O1g3o2E#sZYa~8uAiS!DbT2K1 z)BRp_!5geDWQd+pQGDYbX@uk_mtw-s6FIk3N18%k*&{d{foN(Wm=~?E&N_$g2OSE% z;SjW?zup@k&|a<~FD8b*$QhI4U=7}9g1~OrLt)s)0&sg`PI12I32fL% zxGJacTh*lq=7cShrqk7IU~bK2B1Wq}t{A7NDLN;i%(2lu2wXnAix+}V)`)Aqj6zuUSm^=phY9BMpOz#m~ zMlaD@EY1>mAq!!#U4>^7iGB1!w_C!Y>;`Wpko7&xxlm1*RknkUzZ;TBEY(jM0?TV1 zeW?>cA~)$qDh$VGDmk6IuTW#^gj8V==(Z2D@(vb{-Rm5r?#*#HNP53)H)aZq;Ph>?^hHdC85p4VOb`zj;C;2> zD4oMXpQBU10CCX-y6>)mFBkJ&MeIOly4fuB&~oatZ~|V`5I8uUz#L`Rv$0AzSf!?t zhdG3um~}7+jNX{OvV7>+X&7N^VIp;gU)zwJ#4Y;mC75C5;1?caT0=72uBlj=T5!v& z^Gr)&(!J)%qUmpUgLnE6UY8v`j3rKf4%bp=PHn*!3H1CHreAxtYdn)vFSy>2tqi57 zZ7Y1OKFr7JM(^fauuomSy3oZT(@$)n)8iK$;8pMn!?^zk^u8vcOSxbk7K6pt1Fmcw zJ$H?Gx2}H@?4m}n!ym)GDh4k24o|2#eF?|Wb`R|LPx=fy@??2o#65tc8BXnFBRIE! zR8k6%RcVVppMc4cxwAjrAijf}XCx-N3a98QJgp#DbtB=^6~lA1V2#(nn~S6$p$}*M zRYfK;;eHz6HWy|cVn7aUzzZLkc{2q5Y&rI)AyH8S_?ENjs!rz~Pa_vsuqwe|fTD6v z`8^z?QG9)Yudo1i{qf+tk`g!dQ(Wk*g<=^SI zdqrPfLssV`b556lO=EbSzmx>3p2$q^?sRvJCa@exvqePuYgt$W6z4wAAA)li-H$f0M6|OICtZTh<3pN%|X0p zq3fnHd$5HbAgbW1owfW1D}Eq;GnuZK%kZh=ImL4q+~_!b^Fp|vN5OT4iEoF2doGjP zd4&$o#&WpBs2zi@bc9z|l2}@n{{h+mm7d}Yr(<{hV07+drh*8g0RBj#;n< zkMO&>F#TV%PYJLuH^7FKusvR|w(Eeq%)%3-U@6|~j&_HbYY%ba2>ROhFxPXuc!)E2 z--~_evp7S4*}tr7PV}TK`fH?fq6)rqJv*$=_^Cvn;%@p1Y7_G;AuqU(8GwmmmUxm` z|D~9NID$DpbLkzjfH;DP=d5JTRuaokgiF^J-5w9eG?i0j^?AE>(3jhM_I&XmdRUb1 zojgK$Vv$muL%SK@xrID-exf-y_~2`qVK|WU4&NY6-q>pu9`9k0=SXbt0QwP)%*o72 zwlIc%qvzO{LCC^0B}Gx`)2Id3>5e7t%f9yoA9|sKhmavV9oRRR!x02lD26spU=2sI zALGeetb_~fL67KK=DB$wVJG;`K+nJ(dYIyf!2^VEyrT-y%2c?K(_Jn&fy}Eaw;-7Rbvfi_C3;ug0xU2zcWwPoabYe+(kawIA?u$P^gC;Kqo!=0rAs=Va z!Bo0_@{3=Qr6$;g)^v~zrne`GD%)e`(apxI^`W0Q5-h)8Jc=LBuXA+imyE~0>}Nhe zc|3O>)+GWgycwG~lAeHYW>@s5KPd(&_z9bTFet0Z+`V8Fcjc~iI@Qz2q2Ty?Cypfor9I^Q;yxBGNDc@2rE? zt|GRQutY`G5Ol5}db*!nLLQjj4_N=-V2nb@OKY&>N@bm5qld_gUg78P_4Coe(u}^_ zQ^IxnEk4o*F&RdCEG*`Y_#t2X*cVRhoFZn?-9G}%wSc}SKk++q=EmyJ2MI4C0zQtd zIS1MpOK<;cq#;IIs%}#Yla236>>ffD;}UpiH@@sPIyVZxI39nf{~Luq7Q~|N1#=%I zW(lJwH&MJM>U}|}#ACJj$zo7>BnUY_eH}sQR}C^r5p*9c1v?~@WiIJtA5)oNmzz*yr9_7M%Rw#G(pa1H19) zFOban%mNB$)`1NPP7s_zH|{7ZI|hzIYHO2~9)urAA>VXHs!y)LUo3#1tcF!A&J2;^ z^Z~7<+Ta9T?}C^AgzRgOwi>?TEOMKl_`gFH(G(wT2fyD$S6XL$Xfo{g%VdK-vvQ|d zbA2|Xp=V>QcXGWF*vzBI(^x&9hU``4l@+nYrQyS;!ZokWmyKTjD7fk#*wkh0 zb|Yk|3$|u5SXuAl(tByDz^s3YMg`F^(gcjriF4f>(3@nTn{p~$?DyE?i#$~=ts`rd z11Y}CoxC8n86&KMH*uCZRTeQ5i~kWMR)X^gPvP;4V3}utrelZ%-qDlSUkk>EM1hm{ zV8`=Qv+aewh~YY0K~)ji{Zx~%!V|S*^z|80K%Aaqg_}QveyjZW=40U3Cg9$NJl_!g zv+<{4#M+$9o89Ly8a%Jh|JVrX(r0TGXJ3EOi*lDt(H4Go6fGUdvsFZ%qQF28Vet2d zL;o8Ic?n_)AmjIt?+kc+eNKvj-sMSHjD<+fcRau_V!QslqbX?o74g?R>|}H1dL1U( zO`}6^0k&;0{wW-LpwH^J5{VV2+kPk5vj|;XRglTYph3C~@ZbZqOXRc?v>PD6S@aY< zNA3mW)~TL{z)B+UkL;A^g<@XsX6MX;^zB+FYJ@K0 zVQ;aDIEVKq(a|=Kom$DCY23k8?4OmZokZU!5eq!SuQ>2)4|xA=uBvxCCz9b>M8BsO z``#PB7phLDzq67ia2B!=1T}%4!XseeFJv!w(MgsYeg4G0YIvbr)VCX8Co;kCUs>%Q z^g2~%CEMZatMm1gp4_#dx(&oE`SFlO`dmtL&r7m9XXnw!Cy5QQ@d;SNAmrXpOe7NQ zOe~WJly2iX<&m@sLO%S#N$%B;{Dm9wSs9S(Ql|FQrrRt592JKzFU`8>apnlRFjL5V zH$^r)k%^70+F#^vBIva}J~{$fTSaW3&$<2&kJK68XAqg010I?v_7huk@88+)ZS)3q zLj%qeyEMjD=yR04z(Z4b=3VGXTRKKxp?j(LrN3Z7y?=HMKD9pH%0f?AZLDbncGZAX z>T_|Lq0_gJq2l1$VaRAjUU!FGa1xP6V!wYhO4!QyT(asvkVE|9|2E^5i zI3$(bXo7qybkEnpcTB}^l_mf17>TlF``*>;;9t)0MAHDj6NrU8foJhVPiqsO4CdaBVQ=RV59Pp$on&QZ z5}R$rv()7E4ai?~B`#?~U)y13C0u0h!}z>OWUF*ERhd*WH6r6E^Ck(>Ku0VWb3N7MiMg!w9wdfn!^Sde7 z++4&vZRlhFD3oNn$`#f#uke6(`teD((Wh5rXfu%L3*fLx>_ZPUelC9PC~?(QJ|hrW zTY(JMBEH?r)qmla^?3(v@RPl?T*REMiFCg6_e?aUnYIRh7QxzX#j^Hio%-U%{js}` zn18&KHAqxzqHT}x>LILn5~%etYy??YM%*m2Yw7slPF$xY@qvp8H$PPmtbaXFQ$wQJ z(_CRFon%V3e{F>o*g(GTFM2bF80aedu6du7+ zn8@m_Mk5E4W!Q&4w7_28q(k^U^KOF0i=f6j;E~&)!RF-UqWIlntilCs%De2>w*g~> zkz?zQol0U3=X$U;*pc|-J(9S99Vy84xC-paIqpE8*S;KNeIMIk!fv$UTC3TqBUsJK z)WOaCL?d4Ajm*V?Cz*O9?8P4G^R8QhJqt6NGz{6%K+j=d*l$cS=t@Sk3wISRmJw@V z9gAQsYZEc(dFbx=4SoJ)b9Ctix+aj@o`a1#$vTVdmxX(cWG!~%H!{)Dw^%Ofi1?KR z?HSVZ4=dB1Xx2|ukfdblV#l)QJ8i_;?P8xcgJjy0=g5bh(B}l`UGRfg)!$re8($g- zZxuLkCi#G8APo(BmW(X)rw*t`BR2fbK9FTKba*jw-xzdgG5?Rq&NK{A`!G*+6}Z!l z9QqWnc2P1WNuaC6*u5px9%kT&a$@C+p?M~9DW5?In|Q*;_{2?oW-?M$9ZR$h%}WN| z%5-GbM(g$y#T-Hw^f?(HdCwbcY8&oh5SV-y2y-*%mSi4Wy$+fIQcciZ(wqy)zoz7grf3Xo4kVzLkoBD*dNa8pbQmjv=@f{B2o?fOBeKe1jv3l6^%kk|&s^B^6gIXzU%& zc7STcRCKy0xVZw?yN@rKl--}a1zQr#{uMyhN1;h+ z0!g09id-b(aKK6&f#)B`F18ewvwPQgYJJv6y82bE&KkWY20cU!yhYuLRhX7NXR;A_ zlwfwLJlRqO2CF+UsK}0VMC%Xp(9eR>vPlkVMG7L|J_2i+wz$Yz${g${-0y7 zJCpkyM2gk3SvZC(bPQJnhwYHa;>{7fILNKdRiqd|p-?EOp7)A@kAOki4T@?zxruTbwIx7v1S%@y&RSy z2l||wtim3i@gw#>2EXwXnW=yztV7RhlF2AfTpovYN(7H8biIzj!lZ+8{|I-GpovJ{ z9qi}{>dCppTp*hOywW#tdOK{uD)9SftVege>mE?LT`j~XoaWyg{Jj&qZo%@b!#cHO z-i?Z$T}CFdkWO#9!ed#@H(G7>?;<+69&8kW1-$`&Nx@sp!=^s~{rp0!rlD`I*|BS6 zIyPcC=7C9y6W#p)f0RLE`?5Pxto<$KBOOBz>yme+1MWk9C@0F~jg350R@A#E@n%=T0=MBfF@_QKPu8f~@3f-WNdptI62ZjYbY+^_OCs>rkUOju#t= z_4nkO)3FPjstq&tIPY64JRx@24sPCvzODud4<&yy6igoiKV}L#dmc|VhJ5K*<{9kg zeM^~6aRrqw2Mle9SW#8%3#L`AW^C zYEnrMaeFe?orxSg@M`(613u)LR)DTdSnu}CDZ7L|hM@UNs6P)<$AF+dQrWty4o3TL z;B|`PRmY;!g}A~qw5S1cxCr0yli$^4y~nT{`We4{$sxBO-n23&BAR&t;Y=TB2rB%E z1Xbl)`uR6E(C^=@RU2|nHgxGM(ZmeasV{a-&z5|}FLwmlF2su^V6j^vgR!851hq7X zfz$5DIV{7En8~2_Vft`6Y9q<&8zyW<;88}Cl{-LIt&f_ngz!}J)MLs+1~#0G3eIq*z4vCIe}4G*Hd^GLf&Y;=+PiDu9H5Z$~%4r*Xk zJ<$7{*w%33nV00#mSGpF6X6Hpo6eC@*n^A>WT$)J?K9z3>GQA4qnS&P2)gE(18yV2 z?n`ue4Bo^7&Nb=}GO0kl{}+?)_KFcwMJbK?zD0_I0smB}#oUr;w!QyTu=D5xTo0|A>53-scVW3@r;~Pa*C5gFr4lwIFqMV25yh5Gb8|$ynV=GO* z@jAbog_lWUPX0zD(T%KX6dC(c@LzWEuLlzPfqe8saw|SeA9;!=8G#KtK%CKtRrpKJ z1X48UZ50tsQ>11k&s+~Av$n-Cw z<1t{-$KakdJl}YJ)*1}=7HfMQJhz6tbv&4|5qaW7^3qP`ku3(_zXy$W$JYC?)2G$YwhQ0}Na%1O{uaOq%dss>*v-S@0z8ez9ESV+t}GR%+VDtAP>pSi)()WV ze~*gSSg`>$h??lgDspA@$*IymC+bM}D-wAIpQg`2*8P|#;=bz(C%p-&6QXeii- z&B$pq*4zufJcF#r8Y1y$MQiG8J^#9Mo0|sVqR`*vOV-AmLlESwAK&bbKg#Gr}n@*kpye%#?>^w7cH#PYsZ>T|4fEpnDq&~<$d`Xhe& zgR3th>n(!Jb<|d!XSst{PX?*%CTo#|W$MD&YwOj#WH~nCxiYzC75u+mPdS3#`h#w! zgIPLYyE|aj1`{<5Cu-VFR%JkTmaG*|8jLjB$!hMwS}Z^UYr|*AO{Yx@H0v;yF9*^% z4TSLwhF)&;?K}CoH(1EF;J#MkeAY9HJ*Y;WrVoDy5J|k?)f2IJ#X!KXxT_fUC78| zG#J%JuH^{X&LGg|HsrNFbG&S1=s)r#e#p%ud`&JSXaMgi#}oGl?_UBNv|>GX58 zAqIlh19{F}VE<^Ic^0cRl1L&Aw33V^X-hs~7}|aepH_>jM4%@F@rG}RSA)pQw#6@x zXNNmu6Efh6G!I357a{E_4!cmv9pWVy`{u6g+X_3$fvJBI+-L%{yi8^ zU6E?`Ty}E==cXmFldZ`Hbr(-l+scLa*vHyeB(FUi6w(1M$P+A5S#&v;tmbU$*g6mC zfw&Hit{L{!0r4UGlZ3UJ&8H~%i8@%UDd6O}`1}vZLoRGr73RE&SZEP%v>9t{;eHSE zK411Vgx@zHbGVD=7>E4|!#;R0e{C32|Bfq+#X_B7J>Kvco54H2)MTcBt7jk?1GvBP z=*Ch!W;%YaFrOnZ8*&pXFpk_#H=Z>Yw#c7Ir8&}}^B_F<#QEsdNHXJpk(Jrxkvxb^ zlgT26!*G~IzW5J*eF6E84%lc57NQ0D38ky$#N($|n{gmYvD(M)S)5$S}Z@LDD)Q z7fr}sEC!d3RU4~Sl|D)Ytb__o{4RyP`k{Ji|ACbR>dm8wd1ou@!9$Z^2)u=pR4O|U z+!a~ibT2e$HB*-o$jM*FD{Uv={TjLLaskhY8zl&c*2_BBVM}GYK9Ukr; z@><34F0%9yd~rq?&b~DvW;?>yBK+uQqP%k0r=V=E*8u7eTZzeAA~kb}{R$yd{e;sX z>)QBz{hYcj*zKd>vt4Llbu@Q8`tcRiupYduVt>N1#pS?gMX(Ki#3cq$#trOHf1Ym? zdomx()BwHe1nQoIzO^EoR)HPJO*SMFO^n0h>GIT%^=kv(Jq41#f#-OE4;YNT52C*R z54@}P#2`!2<$C0Y8K&rif2-68AhgBAQn7AizjL9I=}pNrKWoNH-S-;q^5 zuSWA(fyl*w>`7rV&lSnRjUcuN#+Q}i46Gg0L}fS>d*IJxF}L>%HLV_CUSHy?reyLf zvClV&H$sr2aFA0pe@f#6I01w_=xj2LR^)Lpa+!g5XiHRlgxu>w*zfnruMVbbYC9ex z6duB6)+`)7OT@O#0fA`PRu^{n8ZvQRm`l9+g`W*4v#8hl(nUKN$D-t&`@wB7!kGvp?hQ5WrP0x#kiT+$2>!VS2)=dj|p zsrmO~Zype_9>xA->N!@{GZ)jqH{oMSVs(B}6{>+W<;7OsMwWW;oWa@C*m5z2E|Xko zMKI1({6aD8W?w-+8D$%LTmsLQhKH{Y=4y{@C6Ie=hYa>Z4&w1e%h6UN_NXzw;uvyo zC6C^KYdKiGX?WnOSmZMNU!M=C=LPq(D<#N}pGV*9>NhH)m%xF+tbTEjOHGh!RrGo* z*lq=0{xBKo+r0AzImA6+hLs?Qc(n*}G@bphf;IHnookW%C)nR$p7#a!l+I49$AS*Q zyVmBO`+@1MffG()B{X(77VIS8>z|NA7z}2z|hWE;5p z7jiI?`r%FC8y0XkUfzqDuhia&f3NbcWk}0dEZGWdnF$6(5Yk)>3vigvv*A6>p!j&S zsQ@2*m&??J^a~n)^Q?hz8JYX zjMUBGxu)^IKgh){u)zfWKMDCeh32mSpL&xqy9|OYi>yTuX*}h6%gA{y#qTttMp}ZO zUqV)9;2S3L`;~Ywe`IYFkx&pmAPyPcjcgwyqoeD9C(lB~0e|RC-bkO$>mp0Dit5nt z?40!wYQ%5Z&qkoAuINiX>O$ARjz8h3bc36`kgw;|i2||9B9-|B@ccX0EfF?U8{+-( z;0YW1qVi`f-`@ctkHe0SP|3=t8 zm#}ZqutB;rt+fu_2$iur6IB|=vGIptQmjz}$V_Cy3uuWwuyN0mxVJrI(EdfDULf1| z`Ew0x_6L+$f_wFV8B`K$;~-ux!%rkKpg-_@{lM~@Sp$9A@MHGwGQ07Re9uI33*oT7 z&#}JV)Dzn9dmDQnPi6i*=&%`9c^bK)*XKp0> zq2Vc7AtAo_@ij=$A-JsFh&PY$?^$fceeORulGdK8u|(as93JHZ8Tb64aD~4s;`Nz` zNPZ(7yjdAsTwM%D0{4SdmQr1s#V)-h&+OoSd$Kd3#9BLfegT}?1wGu3^zLH^*Aji^ zrn0mK-F-!jag7zU67RQ1>ra#4+Q-*1dRxk3yF-;8obt1b)21Xm#c-^8f3*QN-+`_! zA>Q?%ZlO!Zd1TDQPbKy!4!s@={^*JX_Qv1!!ZS?c-G2D}UdYiozGh)rx)TY8p{tL< zE`>lX`ul2N=c?kpMuGn~6M4_&ZtLUUnu3lSl2`hLR(nz*2qP-h&!^JQqDVwHMj;7T zSc4fDlH4xHGxd%B<3rHfDv|Z4%$44VPKy?YJl--5NLV?wyhy(R6kEcKXc~snuDT^q@j*QI3hR)_*lE~lX02LUqVC#q~63FJhK{mG$z4gWqUSJQ8 z;bpHO6VY620^c_!>iMpElmClEV`?G=x}W77X;{+w8D!z;?+S3w9T3Yw(Ek&(>J#UW z*I`n3Bc+AXmK^kM}Neqz9xI=(H6cb0HEu z8voW8Z=u(*g2f+1_f3(PqT(XZQ8#Rv4fK?s)p-Dp4aFu8#;<&0MRYq8}sjiwgyFMgvQ{zpe2yOG_m zNNhO1Z7v?}I2nF_azyjd-I}atLp-L=!#U3Dt|8S=$)qs@1v!1s)aRVs?;9fgDzJ&( z@XWUCe4ZCvotk7dOS7k!v0ZlZS)RN$1#CDId59%v_?o+{h&ERuce|5)eostsl--+; zZ05k@kHm)dz&^y0Z)<`LyoSG93r1PZ9Y+&uAH}BVGxLjqE%Jl5S90BB{H888=rVhe zliX-E(0c>oyFAFlMI?S8c=Qz~43(1_NJ(^aO$9}kz;@{IhThk64}0H>)gFQ@bcG*R z0DrZX%1RXb;(;d_i0xPkkMBG-M?XKNC9zK|dK86?tHvkJL+6HbSHG~QkEleoAQGCy zZ@1%HTCf+>*l`uxn?ZE8hn(Rs)?d%r*2S{D2I&_jw=$X6{0D}ajpkP7H$m9l_IT7r zAoc3}zZZ6=Grs*IYx;(Lc}!;X3w4kK;C=mko($I20a|Ox{g=ev>y@2AynQRQ?-NhB zjL!{2*1qula3tY3a?+3*)f*y(!Dwm`a*;)`%z7T;3s-B*lYPZjmSzn*VT0nymaZpj zx|OWRCF)=L=>n~=WeM1{@ErkK+$h(Ys!F`5&N_3ar~dVBI;`pnu64d_pH*<`He&mhrU^UJVTiA$dnqymC>|YD){RVtzPtg52uJ8&S zpUJ)*1Y1~$(<+Ki&OJJ*T_cjbz&`0cn~#w}-DcgyXI$sI+~DAo)S;QnO#J$TzZZ~i z*+V|GHTBzRM4}EMFL}p7*a@<}oEzF23sPPCOnoas&lQ5#hLdB`&!%gD^(%wUO+}_Y z6Aes3cW$$9_t36PR;w#|JcDPwjm<5A&GiBW>UrZD#I%3$Dl@bF%MkKS`QTHZ0JFa# zQ<;HT>{Ow{Vmz!CGRIHlT>B_>Ft$rWq?&6E=f{er>=O6yrK8u@3dAlr?AeL;>*WTk2@%=-+EY zT)qpvXp3K3$}Z;T48+D*Kp*5{2s@{DQ!Pdo-+_tFf})SYnV3z_ZUPz7oAe0`ka|gL zup%?DBXzKS^^s3^Vul-7uy3jtR_GvmlY<;(6IP-Sb(!2^0q$=kK64JtmjHIVC7RNM z+U6hZ=@o3xcGfdDc=$VbWg)r#1!MV?P6+~^uKQ}~g6nFwpsZ&~6onHbcyrO6C+4Gn1Hg6NbjwI66)ot^ES97jvmVm1;LJJL>@)O)b9U3R?V# zovwjxe22U*V9ku$bNt~bJl#gT%`r^{1IJOls7YojKN+g#ZUC zk)^^qb5cSaKBSz`3|l~D2YXV3J$(#Pt*dqNaU4!!7qA- z{}TD}zWAe|=%arA$4}xKi}(dC8kLQD)`J=*V0R94uT4SdX+#A>c``lDaeLaWMUHo|rj^kCf3f4ch^_K~x!&>}?0#Z`*+jIJ$UQA4bKy^Pa2)KwSq37R zEzsRaY=wRz?lJ6^iC)7p;LbtBN&5L83s@r!O)EiWFfYEi7}t9V@@vK2T*k-TA^LlW zO#7hYUwFD^$Z~g{{|aYQHzU_ykc|I(azS6v*R@n4KC1;;%}BH~5G?zTcpmQ;OO&IZ z$#$3Bn#^;|0UL#|2a|Yx5%j4Twl|coI>_4qFzh4o4btj^b;&Pg^7&`+NAc{&CnW6_ zUSbf{FDB_?o&9+3K;B(}J9lJbtSk`SDv;U&R^=&3I!n|*(&fc}k>dZ?Ogn?+AEUD( zuiuZ%)L_r`(~2(PnSIc*ZQOSi?3LcLUzJGwJBa!NC_E<|naSw>Mb5D6Pd@cF(QJRL zjR%>_1z4G@bpF~gqW>}Ym009%60!0qY-m}Yw+OpI-fO=Tqk5GnWwIbR^rnl2^3kyH5Nj5_#5pB@c4~`a$CD8E{XEBJ28@fz?^D zG4QM|Bfsys-bnCAW9->RDp%#`W~_>ZsY2$f9kugttdawpU6@yVgg^0{{A4ap4*$Sx zvQosM<%u129z<9Cft~|CNff^Vd3=r*UBgFJ;<|yLg>Imhc;tQrdlwDP>YBZ8h3Wgw zjc?PVNi(azo=*c2%VdhvY8@GcMQUW54g8n(SZxv9P6q{2YiLD;61`2Kcylu&AfOYxg^(4MP!^`~5E zE4VKM{LqYDUnF&vY7oYZGsngKpv$jzrBS0?8v(pA;G$x$iOmH zr*85O@tS^)p{nM>k{(5>KQS4pCZ1_Jnh>QkZpf@P7M`f@u)H#Mqz+l>-s%zMt&)je zPr$O9Sm71aKe}+XN*`s0@|<%M<|dPFzR`A%?rVyL)kd z+#QM**HYZwt+*EVBBd0E;1XH)y({_O%d<}lB)fO-J!j6$H{X0`&QR7yRn~}$nV;p$ z^FHyuAfhZrwW0GS!FcA81^mbTKgDOS@_oiuT3{=FSc04E;WC_BBjVc{?3C)N?;9&9 z4g7KrTx9VD;6pHP z@Mn4KpbB1nEMDX}n(*beS{WDj^56VLaQ;H#R=--0dNdC__tN~rw`zu z(#**&EZPSik+RHW?z}Y`t$xy7!{1!zy&CL5dW!$>j5UaJBhXEC#6R3&Uk8kate9ZJ ziWY(`N5O@BrXIfWr)Fmm+{R3vXBB+>O4h`$}r97zkFDhhb;gbVcE#F}dHsIlp;is2#-yyKT zR$mg8m`spO34HJF!WNv59YM8bJ=N3$>}#d_6o_Xock;4u3wrq#AoKq*XDR3(^1);$ z@EVoLix%^)J>&=D$deU#(XqslICd9j<7tLdfgHp*_a%P4$1mLmhjhad`t$$W62ij5 zo{?7#g3sDVC6x|4vKn}KjZ6#6aSpFdl8OTh$YS?f(1gzJM82{WUb_ZbYcZ>-6f9HWKFk) zy=~+j?v0`^<6P_^hZxd``N$?mk@l7rLq9L^@&?9FI&fbb9mD2)M1X2o0jqRq%%$_Z@i~AU4RF{ zRu+Ll`#_F7gFLC4pB|(#i|qR%jM^S_Iy&&L29|m-wR$gh>B0&nefj~i%`o&<+v&F^ zWhFQ1t)?Ms+r@l00w;YT5C0Fu5zKrZgI^?Ln*a_YYtGLF!ALNsliO4Tm(ZS5&Vb;km^2IRn*stUc4l-3KpEAM| zJ;E1AejzE*?#APzmn@@vCO9K}w`k+Y=1 z+jN3ocnPkT&WfIfO=wv?5`Wc)O7upazYFiU!L=8Fn;P(U4VB0a?67G~9Job(`HuT; zKuo>Pcn@bjJAxaGUN;rAc|@6O-ddmpiF4QEO(mV;V|?la^z1`f6Q98LRmts(6Mxr( z!ARwGmj?HLnEC(@nxH5z-8&TgJfJPU?- zt;+A;p>oS6j~v1pO+kM(36AGqaN|X0u_8F44eMkgV^W^l^ZuQFWL#7(!d$Cehbvok9{$t$M zk*m4DztfqOJg)NLr{dwMZ#tIq3ek0&$2XO6OWVjZv z*>vX1N-R#pPfrs%(qG~#S=Mn_fd4T&1{4cNWC!W09?e{DB6cs9Z9&aFRkoZ6aS<+| zI;(#V5m3u0?!Y_b;ZLUXvw5sf19i$1SGHznyUC7NM!3AH5hP{~Q%iz)jBx(*RnlxdXTRj1VbGYwhHN3h(BzIjLg_YKZjx{=|iah%%B6 z4qTo;i;yACA&blfPaVcK>!Wk83C=x&Up8@tOzMxr;F><+C;x(5-^kb%!)sk+CJtkx zeeqLM;H$Ezf!BunoJ%Zk#COghH~JHAw*!8858wHboU}TMjMvjQoGt^%ioR3}WZ6_=eT^#w>8| z6IRSy=A<1n-JX3yeenYW=|3_@womqnXOrr*Kj;?ojefQd(4bDD_vm%j-$Z;tD1Etl zfg57Lm#bJCr{Eopb zVEF6u#0V96@d~19QM~r+pMEd_&)d;Y=aY6WzU5{1HAho6iCA_AA6m$BPXfzrV0LeS zH%Aj=qKS@5BBit+xB)qJI6U@QaO)mobrzT=4=lZ#eBvm!F_Rp46aMO7aO6;Mv<*}= zoT#6G51LFQkf=#$1>=zc0XP&?VNp^FNzb~Pu%Mami;i0svPq-*N7A*XCkdA%* z>FPU=_1=iAq6WC~4LoX^Oz$VhlT1gWa|Yb-9R56m8hJ0g=OUiqIjkQ0H?W>E>@{gF zloFc3vpl70_Llu11BlD{FgByP`*p<5#&8r4P~Q#1ptHXi9V>jmyr0)y z4jw7#w-yvt2X8QwyzM$;wih(u@fy6dy(_%q*&(LGV>BVlI1T0+27aiH4YpqD0OYuDi zMOOz{sUhfbE5TAtV6BfqciWb^rV~wJUGi!zdY1w)oEN3QPGZC%@88tA>ag3Wt2Z09 zZYeapZ@|J2@DhiymuPC3yK_v`xy#`c#dy3{@j&qCQm90 z6ZeMI`yO?ZzL0<(cn^tqItPidxexeB>JNP+NSr7j!a`93vB3GLUcf z#@~3!Xxs6P2gyF0vd(HThi9o9{p)+qct7@SU_OF~Aq%M;|#O+9DEKBoSfLG}b=KLKDeF5%fA@!x5 z_|;c1S|{j|>!knZR8S3FGVtG_TW?I_k+=n>270l{~!lx#@%P#WS`6xB2V>{JBU3I{w(!S<8Tyqe-=}oSb z&rSiU4x0nszK1QW0^eT2s-nr)qKQGTu%pv>)0zBS2m4q79%3B5>z?2#8VN1wfVGXC zgWtfK^FSCI!F>1WK)x3Ct2?KJRS`0TRPaJ`VuqyZZ7G{Yed!NI;sD&h1zwZEx^+Q7 zZBc`^0<%gzmqeJ^HH?DPsVza;mqIR*#OL$KJ(I{p2ZLA+fODsVW7@$xO4&;(W?4EP zyerQtokgBS)pQ5QWCPC|4Zd#7oJ`>Ti^x4CRlx=+K9J{^<(+pJhq3tnb*yly=h{ui ze<+so7Mm%9EqHt(h5z7-bA0d6a}NadzN0VbC%B@yv`L zdcytu?kOv54mhA6*NehGmw|gcMLsBpr7z9BR>g~4flC?*&oGnML{QjatmzRv=}GWq zJ^IZq@tpBAg5@to&(^xcoMq%A8SH}@0DH9zPH`m9@;_{|0)Ae{Sfqpf&X8x$02NdM z^+-BoJ+DY|;lII8@8K~Ed1o4aVkB#^Cu_4S`)Rg<)!PwY7U7@A5IZD4GLO7zJSdd2 z>V!3LRg3u7LwNZ%#O!$T@u#fg(&XHSi6vKw-uwBpDOXIOkI@LM;yD&E4~u9`?jX&w zm3*WY@0a=|-y=pPQ}31ZlOy?^)W@+n`*yNfuY$}2OYzcgH(YW(ETc7;Qp<>M;C^@V zx#`TO)W7Ehqg;h&tVw?Snf!Jw_xA$mxtb9_PMp{Xj}ZTJUsn(I-ZQdEwky^8V znGUIpS$neKp6IjAf&G%?;KM{Xj8g$%lw5G-)cB6ad=vg`PqJf2`asuKzS4rgt8;KGLR z-j1BU^8i#Zo*Y=h?uVIYX~(1$6!adxpc2_lGsgT+@<$t)_7k$N^3>;7vmuI8-q z&%7@ZUhXNYaU94$k9~jdS;cbp1HMIzR>#*4ydK1JlcmGAJi){Lz>9lOEo9+QXQFE` zGPdWLlNyY{f7s)CP*Yd-wN8XTQ<1aBfKJxpXG7t*ZV`QA$!#kzQW|hdG;6goIna9U zxhm19206d9e{2_?X%(nq6+Uh#>#hUVyc?W)5xk+MMl+O%oyI&#rv+4@8hsQ-{4_Cb z9Db!FelDFE3C7#hV~vg?zj%l(9KzT1f*ttAI85U2UBOW`@Gt$C&GlgX`pi}#I?V%I zdw`@R;9esN)5&gNb%`fU;brX9SvuqKYG5CMSXfu;o;KEoRG(7dWldP)F0!OS_)4ko zmxOO;<5T}6@0`ywM3WI+0AD}k{e5`$L^9?nMBR?qW(0S96x(dWh*392qc4^^b7XaGyQVV!E78LarJoEVHE`)2;_v*49`jJNu;98c#Tg1a1*zP0jY7Z8_ z7Au%ST+mZL=|wJ+f*n2rC&e+#-@JYxv*JD(v84sQoj-aDy}!YzeDDR(m%@d0-UUf- zp^~8>eoiSojvi_i_qvSSG!Zs8iRXMMvHP(3*Z8TVhmXZWUWQvyz~W>vhF##Gva#)* z@ECvote2edI{@}?1%mHPTwag0ij4CsV&5U+Z8bP%soo*u^NAqUXjq^(WJz~HICHog zFHhEj&q%#ZZV?;1f-yVen^$0~WTo)r)2N6olX-<4p@6RXZ>T#<{YE6c=l^(LChKT1 zc2X8B@!T&2^qMKF2miW@C|Qc{y9qKXK?EHJUOWYF)Dt@#g^gvQ@6fR?;4pFHcXIdb zc+w5j@1pTGQZH|bn^TYv4#S@oXT8NzwfTb2s7C%*j_b9;OARA;%OF2dvI4VFS$KU) zG*at8U}LGo<$|j+;3%eFiHK@qZq}t_^?GN+J=#lOalwf<@Jecu4g`rV?(pR z++C=3r(pXv83C#Hb2v4$A7GRkR9*&fJt=A!_zW%q@A=+Wmv#M~*~#Hbq3A{gd}uIn zstopR-Y*PQ&-yL6;Z@n`R~g&z5`( z^&P4A?NWT$Kls~|*t3JY<1&6_Ju$#d?hywDJV9oBKY{*=QzD+ZWGS5={9SpT84+bP|>R-*{aFzrLp?dk!pI z5p>|hBcEm+HUq=vkl)VWJqK9T9q}DnFq9wbO6ut!%=n$>UUguPXmaj3_`~M-qt@U_ zH(qoW$a4bUS&G~%7@Hb|$C-*RP9--UM+9w0OfAMWGRe*cN)CXD)sO0%;NMC*oD-S zXE9H_f!CIw)w=ie!nDIKUjUPCC-g;l|PX0YQ(#()XO-RUG@Phs)K)O$Gd*z*=nINllIT=0%wKbuO$6ZJz{ArI^#KD zCl{;22eOg+SOm#@VB}Ariw(?tNA%SV3s1uWDyUw!VwE>wMoNPkyTSF1;TbMcFHPj{ zXBhjZtco6BnLlCr!m+mDCE$Fy&{w-7z?@ul#Kk_`yb0EXxzM z*dC&pOq2 z^wO!gvy#~9Y5YPnI7pSOE#Q4C z!T|~k0XvTb+ipY&^npyMDTwqaoV1Auuo&NvgXX>?vwxNEI{{j#!?oKn3j@HJ^}x+a zu*D_z9j1V^yAg9N^eKN#FGwYEV;%hLV)EzP+hOxdU7^mHgoj zb9)1OEs6E|*xfUO*#8hd@DlTLnK+mO8j|vs%lN^A#Kd{bp``F1gx)D0OL;=RBK0u2 zNqt4yo0u(xv)}v@{b;VS8*nkzk86 z*4rt5H;meuq*tm5Hk9@w_JjA}3}x`)SlLQ}#G`YQ_6uBOES7Rl0yV&`_(?H*(lKaHO<;Hi9m;!2Rt7BUh3YhtW$WCLSc7&1A$b`=MImyb1%l z>=7`tmB2S6nX^Ioje7X=eyrQ)KY7`aSn&|z+7vkKieMq>9GC}K^m=&ACD>>)6guBn zA0vo80*GS;ym;}#;`mdC?+UY88b0GJ^E-)XC-wW80hczG=d6Owmt&R}g5C-lc@b5z zv>#(WYy1SrL3;inM4=+^S6>;=D6)+U_|^Huvfa#9RmLbAJx?GwAdifxFKaLamMM@q zsRtkN8}rbL-RR?_n8xfKAeK3pyFan1cythZ_?D3{TzYgDOR=Wa;M?8cPbHD&5%$%D zIlW26tqmIBq2PWeELK~x0ja~yW_-MZxHW=kXU3*cm zNyhpaHnISg=PI#mHD3KK7=JzJJHu!v6CA3VrlnpeKJ_79&w*F zF^tu}7pyf19DJQzZ34Nwq@z4THt5HC9mP*p^6&PH^fqR)8-9Hemga;{C_p23+_!<# zE+oG2zOO#&EvXOg7y9Fz;V1v{=X&y&`_yKafiUBUOrt@K)wvVNDklH*4Fkc4QkU?c z!lU58Le7mEg@&Uyny)9E*Ib3GP6Z3kfq%J(PdN&USx5{Gk+fxC1c|d*fj?+WTw05N zSjO}8<7WrC+Y{uWC&`U3;4zZGB+GeD6&zd<)=g17S#egAw3qudKJ`6usV|uJ58_t{ z@h}vxS%Dn=@0xyPnZCDEiyJ=S+%`+)h6=9V%L4Ky(sKF8}I5S=a$a?*@5RU;k_C&B7cF_ z>cGKegIIcVrTgs1%7q6w&l4Twu0N2oPvjmiG3J{YO&v%_>a#~Di$ZBX|5U895^GLR z43@EO?-Nz6ti*U?pM!guiaig)qrTv(6|vqp;*!))Tf$9sv7cI4;wvJjWP9iMhI`~0 zBTzMf=g@L#^f^%!ds=qb2=$SCXGU zWgPy+PjYrRqf?rE@*H`=09Ji5e9%sm58oNbF6bw+xn?}O0|((7YO`1H4LazxoHzIn zItv3zi<+vAd@mFuSqkf>VA;g#e$nxT-x9-C7dSY)G%*uQ+)R(+e!UCvOqaL-nRg6>Y%>0fjlz{H2)b-`Wtgzhj=LUKX?Z=9Rga6 zXP$NB>pJSr8yM$y;K|7#l?&L56|}4US$`P}KUfM3mX05ui-+6kS59Uka?kK9!8k^e z^Q^{plrRi-;+n*=yx>|&ko5&tz7AdcNHEe{ki<8zi9a>@KKS`R$aWj!4ST`awC66Z zM3Ju&mM6!~g?F6=hMGpk(GkD)89Nw)e+nk1uLsps0p-16b%n_aVBi+9pDKv?Sjqi_ z5KlG{Fa6<@zryFV1RwlO9WaQv_!m0op8VY5r(+&F6624u~f@g zp_^Gz?XZ(OKWhn2bO4#e)>?SEeeBS#|I;(q0xSOGUBEe;5^j7&WhoiYyNO!p9{l1l zs;0eJTaDmO_K~T4g;{8UUSShH`B%{E1@8}UF7>uwVWQ`u#hOdyIRqU=B~aWOiQ^<< z7iX1Tpu#Ao9sSnUW zEH{KdW$gY@GlP#>`(Zpg4B85sT=7&97$d z?7|n!A-+j5MyhWdV?5upmZkj`W%0>&?EW$SYaiooq3Rirzp8+L7>_Qv5UTKF(}HrZ@~+n)i%N`b6IQ8oUR^Bq7Qjo=@ogd6RiJw2 z^JbF$oTF}f&o_j4-V)n?#M+)llIG`s{A!ZgPk)Rj?ibb)N-BsU>-J3D`id-(F9arIHh5(WYbl(k=)k9okuAG?Ng#{>Dr;ZJ$lb7Y(!Q_0WU8&GiAmkP zCWF^+!b>zD?)}HQ8pHUx@IJd>l>Y;nt)c$l1P#m}A88N&qQM%wlYy{9f*4i~pAYh5 zcDv#ClVzpI0#O5F9ci5Na|NkD$4A7BY2ek*AW0kdR0%%fU%1Z}_!y}J&Pgn; z9dq^-9Qe>rAuB5AWM*(?0lFM%cStcILghZ0uc&0(v%N}wT ziI=X5eLMzdp1{ZCpiKCe80{d&+~n#H*_${R6uTTAHwoMC4emY8I|uUlSKy3+VBP6p z>*I{!Qf!s;=CQYW*xnRy!)0drAW^6{bEaZlah5B!>|FNq4n!A`MGb5`oyj)vTEVM1 zo@pv}^N7z~CBw-D51+wD7Ggzj$$l-M!fl|>)x`ec@R@7LBTD#^d~Wsu4(8tv@hZ~! zcLlJs(m6`fc`!QGPJbdzH{y3i*6anwt2h5H1y+>$11`l1E%>A?@UqlLJ_AIoCyo`x zhg?A)d=8yd9}q?_{Eu`NrI8$14fApj1zI#%WfVG(R%HBDxQ{`o$=-s9d%&knBCCm} zqs|MoKoXWYLEUu=dFx4VeY+3Z&4K^P}p}JGrvZ0wu*&PN`27KA^R_ z$LX-!i7l7mJ`Z6J#qlT2;A|v*@B#l;Vb@ybA)7k+0P1HjXdsAI;NT^&N-aT})nFt( z`{v{GhEm(C#_HP2s4n5}WkA%Ec-g4eNIT~r;D=MlnW`~^D(YEf_%j`xEag+fSrwh} z88XIAItxyNAGrb&I)k5h2okIha+?iS+W;=#2e-3?dy)1~NIk7qknyj>BlN|COZ%ZE z4B7f;ZD>7yBN^W5Ed0oKvcWm%?+<{IkNKqDp6yukuZaFW^NDRhBsJ`y#pe1mf;#;%tkbbzEiP1@9H_Z1zn`@p>t{TL%-96Ug?S z!y*@FWP`Y-bpG8*@@qk6r`EWNI%qdegYC@Oi(iFuoU!{txX!=&3VFh7L6k*N<+#7OoQB7##ljr`BnezRO0kmJ`51YW5&CrVf|NImnfS zP(g;Tx(jZtLnf3>4)l?1KAP8a&j%{sJv?*Wf4O5luieevzq(hr$GU$JM~Pd+MdE)h zt!ud0MV#cC={n*%>iWes(A8K>6Cb){VncTk_bB&5cRkLymU|Pu>saY4$qIkR=f(3p zOO?}7_G&6X}%@$$A>YdD8oZd#tJR zf|s6j@8o*7)~n)Or|o2BGx8ft8X)IgFwRXjl+lY67M zOpW>OKr=pi)y>hKGU74jkq1>;0pnT8I&nco64HW0( zGv$rp$Qv=s8Jy?bLukcSe-&QHugiaz@08b3R8Z`YALdl%e)9EbfNGH6tbkYRB9s?O z5^stMRwABWmM$oT+wl0Ci5mydDEx!}uIBB{*~2#XbC=CEL~J6KcXf5ubQN{IcIuq( zoVT1xN1Ef4QJcTLw0*j*xvhe|gS~*C3$ALe z6Q04I9unuH`b8BRP$8g7aA5GD;F-a%gFXaR4y+USLbXw~Qurd+K-POe(G6r?)@XO~ z(cA31U0&D-+&mDkkdN)G<(&2)^=tp_0Y3s#G*1HW1O{oW0apV2{mb~zQw~y|5FQ9a zQKI}HUwVO$^7GX2?05HccM-RWv2MLM+r7yh#ChwIn)wU)$2;tzGt9dUR^Tr@XcfFn zKk9td&^cd23*FNFi+iCsU;Nu?bC!3$aBQ*{*zY>FI0oBS+50%-oEx2wooB@JVkLK+ zdxK}C$LdL9|6FHZ1K5v0@a%LJBNJWqQ~&w~wDSlb8VHUaM#Mb3r&V>8N8bV?Ss8WZh|4(3lR}|97(6R@SNMVOd*Qn9Z((o393i(t+6Ar*oUZPx?ya1t zoFcC!uYf+SzEDPZ3PW{*wYx(+C)RYQxzD2qZ7nnr0+sb~$F>xpCCgRq7P?rxkF`;>Tn9^5S{s?2!$9@yM&v~`C$SuOnXA1JX_ zP$i0jolf*AeIq^NJ*&l2;#~J|cP+81INv?Vo#QFuwQ=Tn0Nh)+EEb&CoNR`;&9(Y- z&T|uCxKJp6DgRxuMo~r?uRJ4n$jd0a@}B%=Gyd`fdp%0v_q!AEB zyQzAEc&hp)fg&am4}b3FMya`rvuV$uuBn5K?%?PBz^m{5RA?xk`&}U)*Gs)<7^~Lq z@@~U;W#wDy#fd-|&Yg73JlFirl$J3`h~iII#Yq574y>z8fas+j|)y0 zd?`?A4{Kj)$7##+|4Z6^I+O0C?yhcwv6eB%{@mVNaawUc{9t%S^!cba(XME}*cq{( zBDY6=2^kYoUGs+~Kr=~mDyU9Se~rIpo;o;SgzAjyclN`*6)%Xtd&+wSAxzjKw+ap+ zLjFK8MtM#-TbV3hg!jHLJXCg6RaQUpAK>p)y-~DLj#1oJ>}CD0h5LJea_B1z;;({R zHk*!m6H)nA2GeC1Uh~!GT>CFXHXAuW9a#a{?IYfAC>-YP?7i<^?jG&g=dpMc-V30Z z9$>Tus8W}DmU~8c`g!`gE4jCdZ^SmLq-0nU-uy3$`ZY7wlsaxTeyHZ>lR~1(uM}0?Q zXEA3LS0~qX=MQJNnCt4o&(}KtcGhyXa5izpx~AC2+l$)k*s~pt9r5;;w&%7Vwr=)` zcF`uc&$73%zjx$2{G18S2hO)ni|eqfh}b~9!U`3=5x&NSKHq52>Pc|r57uEBs$QF5 z0M5xz$;~RC>Y93@x};{hrnaWE=CS6M=4#-kz>$H617B)xFk7QFI?W@^RgEU7ttLj( zJ79Rgy@2xp!2vY`LIb}9yitEwcM0ee&@Nz9Kze{teM4z#_W%mQ|pm^SO$JJ5nAhvh+XJkH#N>{ea&-Kw6 zX0KxRx8+z%SQ=Q)TMk*iS*(_=mc}-3w@kkrC*{ys{g1v zrF*aau6?OD=?irM`bCDO2Cuo2<+gZ5+#)|IuN9ada8ctIv>WTi7{f!Dacq>ZbmZb@m3wS+G>J1X&6!(bhzp*V@A})-uJ?*RsiS%F@h-MXG68D?=Lb&Htk>MbljR5b z1=Fx9WK;0&;MfpLaC%7FkeXr1VXebPg;fhvhy4@m489O_G{_lf3p^BXAfS(Wh`NKi zmHL(Ht7@fcf@+cSPte{p<#teAyedLAnD$HjQ6drpa~ z#oMkguJ_^{QR}k04!Tab)XqZ3J7RG!`xyId`~U3st$OQG%QVYz(+^XCDaW``e@y>b z_f}U^+fcitU}nLP{IU7X3hEXF=V#{+%rBMSvEcWD#`@y={e}yMU`A=L^@er5W3!`$ zvx3tC_U+BQ)Fxl)05-j@-lo187_8YDG9V-=JUM())RL$}u~%Y`CCp2(CkaJ67VBOt zB(+lNs?@rvJ5t`Kj7;vA{8!@b#NXn3#+Qld5OW~vSk&T(DG|Y;mXK1KVVa6+xw?^} zo5CPG6GEwYuSKQ%*8R?XSiB^5cJ*^DaP@WtJ4!ot*w@-G*#5QMwXU>gS^8LRn@^dY zW}De()mk^&uGxOKPqCl3pR*5l^mfd$|7mY&kF|%`Qf)h}o2*6570gx4YI8kPCsRXX z3!_!%)y3*9y208-+C*)XcBXErZjPaoVY}f!!ym?}#x}-o#>u8$rV*y)rmL2-mWlQe z_J_`!&UNA$aS`{ohD>;aFj*)I9bPbJNl>B5iEWe0CiP65lUO~mcw+bXj`5Y_8pOSh`4H15rgcpF$Uc$7!@Grd03&S; z_+LPXvWjvvx!Os1j1*6prw@77W%~_#mbHvE-Kw;%G~Y0%nQf+jO`@rXxvY7$@q$rq zG8$VOS{jNOG7S~=HTBI6|?ljB?H89*^_ZLd#!B$jk`cE&io_IFmVRb|OBhnSL0Ym7ULYYe{|W}3#D z;?3#i<>q;2kEMt;!DhCWv30ZkZ9icjOq|g>J`!cxIDRG%Bc9pwNbDmAX9bEuB_(#<1LQ%~)W3 zWZr3>Y1wGGYCmni=)C7F=_%?d4`*{!zC+$o^{c9NKtjOGp#4E5!VAONMb3^K7t?~4 zXqvba3C9y|Cq7G@p42btWuhf9D9MKRchVrua3 z!Q1dTTh)iub5#RX=jFNbH1tLHJa$h7cc6Q+Yp?5)bG`GZ{jxp5Uc_GA+RWP7TE#la zvfI+$nr&TeyJ|b&80_fn-0W;i?7854<}5G9iKWDb;x;hS2e;@pxc_x`b}x26a;9;brWz@?Yo_Q$p0rd!@oThPl|mULmcI;b*zU?*G#tz`wbU$7j!AQ3ObqA zR?uAAMB7cS)h@gB|7U73>RaBW*IP(^AwNXLcBr#^d^j`p?=Ntyi0?y{p@$8>XMBf1o$(OB-t& zCm1^!|1s?{?X~=A>0qB@pXgfV`p13Loey8K5;ml#a=LPH;JUz}p}j(NkUI`9E~uSf zF27q|$GnDl_42CaH^^^YP_1C1cDDA0{=7aGy#KfHfN{Qgjk!Bx=(C2~j({!d+FIDc zY%*IA7$V%Nw(hk&wD`;pv)<$}{bA~9x^8@BOfjSz>gs#zMg2Sd2xEU^4^wB8&sfZ4 zz-xauBbBk_Si0C|*eW?(3I^kwKAO)E_Wbsu%6B3ZEuPW+*`Nu0wxp2PE(GF3D^)i2kV(GJo!Dri~|n^!mQ zOYWT9DS5l{ba~(NzUL`_Y|AQ3mNm(G z&k}3hY8hmiVHsm-X{lprX`W`@WL{-Hz}OYVe|9xY#yZ@F@22ABe=X}QUoEdKVKzHH zd4O%F<4?yN*D%*(aiLh=)7TSQSQZUnW7$RdIC*FP>i(63R6#w%{tD|D)h8-H_DAfi zq(73z7MoaXbBXOGhGZViY@S^sdr|hh?A_UovpZ(~k@;KthV=5q2NoZi9G?6j{!x6d zm;o^}BaTLt4hahR6krIDslF@Qu{Y`z9AP!rVAmY*(p>XOa~(snVTg9Ac38off)RPW z^SsU2VwOsl zgXS0JB#X&B-!#}%(&#c=(PtYb=tt?R^O~to*MHL`f!*imyYe%c(PH>W4m#Le%KSge z5R2RvXsgP)xapYfIOjU!`qeYWa|DJtN+DD9@bB&aM)N@<3p0l5BfmwOW8>rYByC9= zmD(%yNQt>6;xhYZmdH-dZpv7c&h}*O$h?}lC*wlK)Do*oyi7fidbjAUqIKd^;+sY7 ziZX@Y3ikyEh4=;BRezADDaKQCSms{kuH|g#>~8(d8fp5^n66LNuhj0*%CU(J`AzaK z=3UJjn?Ex@Q(Iq~uf3`Lrqya+=so(=hE;}eqtmd)c*Xe6oNMlFZD>uiIxISK4NIaW z#u90En9@u#Q$6Ew<6*;DgA3f1t_#%J3w#CR@I9H@$y&M2q;=_J`Yhvrh6ko#^Cin2 z%Uf(v4!z zip6DA&uE=pCcAsd$|bW)HZ0kwRF6`XN;WDPk)_M5lHN3ZH8xQ*xpQ((f+kUn4vT4D z#1%0Rh_tO-bfdtH1SjMv zw@wy+7w3wd#AmM4uK(NxZYMeY@8n6F0-pyS3fd90FvJo3B3u=b6W2HXNAkPmVZ~mi zBo!-BtZDka^ws!WH*>GERkDeO_Qo_reZy#7JKdmsQ(mAdNKxvhDm(a%_iap-OFv;O0l z<_LG194@YNPmFQ*N7W&n2|Wv*&7*N>TwyQ5Iz$bK^2LS3yAm!W3``!E+%WBI+WV~6 zS+6qNXYNYxo_;yKNyfqS?2OprZ&L%3#}~a2KQI1Nbg7saxPh4=^+IN=Rcec{Td;UH z_~wc`#Y?sWwkqa_rniPfV*xxvL_t)+_}pr_wjY&qw-+2KD2{&^Ss>;QF6dDp>LT<# z40(ne(>>ENOM>O2b*c5TRbx9~4|B+zY0lr^3WvMWTqB*$oWtPD55w&&vQ4!0wdPrL zMy*k0j5BJ94~^_y>~$T}9Umk4U0nhhOCaTMhuG?7SlYwQGD&9t%_bx{hXSXaVmXZdb{)k>9sQ+rccah zSK@72#bUpv{FQVnseXcxI4x#gOr`Mh;TMAX1Re9A=igdhPTt#R^qq5C+;Ycudx2?! z>6*T@p_#s~UeJCnD4DO!Uy&bE5Tng67@Yql?|=Cn^UGiZ*R;vH1BTIt)#ke9M%GW3 zEK6t0Y4ZfjJ6n|ftW)OHxP~!vJzO)yV(yA!n0UcC)p^Tt+VKL6<*~fAJhm0L8^r1E zo*tL`fuo_LoF&9k#(K)y!MV%XN~|wNcrL>WkMvA}#~TCN(m)t3oKu!jZdUhG=WEIY zsl)1o)xf81inEU)Z!>@$ZsJ9seOWp=qpfud%VdsXkF# zQTrzUMgH0Rt@-=m5TdY$PW-)G!PtU9`m*|5!wf?gV;|#Dlf@)6cQmJ1UNHiFEKhA~ zZ4I5jI-62440Kd*{O0KAnC0l<_zN^u%wE=B*WK4$9@X12YS4?tHsVFcPRBIYC6^l( zayeRO0~Ok>oMBMeJJlORebuF?s#N;lSLOM?^0x-E%tFeCPKoFiv9-v|BG03~M%9g7 z8e1&xO{_KU@3=_`(-Q6^W+tspSe?*0Has>l${9JV$iO1)BF;pVj;IqcFr<1&VZe%j z&g8AD6&^(u&OZ(>JmIS#W{O)KPaV%~-)t2u3dVdxs8g;Vr{YhCdA-6xKGZ zSMcoMHJZViKLeixX240WR{yDPqAaH@O3h`0e2jb`dD#d2Y8+LeztLn>_muTqacy#C z!pv58mU1qGSCQGj+SbBKE;IKxYw+<2));Gda^!8sVa9uUl|gTKYA9uFYc#?e95nbD zUl>;!uj>O0%M2Y1y@`b*%|*?BnZKGx+NayEiSNa1_6bUTf!3i}m-?DT%HIj!6=BM< z>SXnrfDHjH0!jtk_W$IsLzE;B%F~Pp9u{09xK^+=NFUTFxO?!@kXa#h!@7nY3LPBU zJa}I4{NNeERyer!@C981X9p&#v(=jw>l8@}yS$HLfntq(mfVB7%0^yf^roU~7wHrF z#Cw7o^$q%8&fqMct)8`>v+V6&Mc~Vf~ma><$ z=fWbsGU-eira)5>V}P-Wsg22Pj4(wR^7TfYTNiE!HMB4eG`0W%ZD7t5T|utJ>@6>X zwj`3hG6%_d>dULiORCDKdIZc2cpZ2s@LQlOaJ*)qCQlO`bUkE6NW0K!q3gmYg`W$* z8NN7TQp8C7^qR;Ck&}xID3Tfx8Sy!!MCicKx}mqIsRRZ(0vaktD?U@xEse5tI+~#a z=xkPr)5Tu)-u5fD99v~a2}hzU685HrE86J~PjJY-!@kS@hx4p+j=PIH)D!5*fmf~W zYVZ0@>?s=Dc6TmSgXPr0AHoM_+Pm5p!ZFUbt+RE7i+W*-F#C+}V9VMV8}S;)+>81g zeN{u6p|z!(Mea;>ZWJer<=wU2W5Ba7sV^?2Ds55*t2U~4t4jwK4eY6D1M8j=^eXh9 z&^i&-BYG9-TjWlW+#*9GD@2ZpnjTd)rb^6)=xfpaqDn;FEb^pCNMu~((TMXAox>}K zuhksYd{cf`=F`7j(g7Ys5nUf`PaCnB*q1n>hv$v9Ijw7KOF<*kZPhK!EEBNVbhwaR zJo`e&3dbDBFOHVv`aV~#YqB_7{0keniv}RabJg=r{36a0Cy33((PDWqT%3TB)chO?>hv=`-=BOW0 zm7?Q$h!QcgqWeW}jo2MgC%9Db_<%hDt^5=HYbl#4|Pr#g@eL?L)8;7~z??hzk+D zqsv7u7DXe_UwX0Al&zs3uV<;Wfg0hV%(p9rSxpufV#2 z-TfE(KSKAg5Y5>$_Z@d7XAh^({>5I!R>t+W|hTUn{XBdKg zY7L>r$KaE(=F#S7maCR!mLryr#NHF;&E^f3J(jtQ+&J4HTU%Rw+eX_#+hE%So5qoE ze`U|L4|R-oT(DoVS92yg$C9gd@%Hl0_fBMg)Lq{%XtY!^(Jz;CWKPgo>7LvqPf=Nv z#mQfrt81$#flsOhX@WGtX~8+c?}KNB&J9h7C=CA*p(s+RNSPvyBN|1FF4Ch&_oz8h zouX<))sLtjQ93+3{8flCg7*hq44ND8TflwQdDS!FtsqC|+zS29aqkB2 zQr96@p~L3*Xn$}2!#>a6%R0?^-F)0!&Q#JAXG%2Li~*+UrhcZg#_Ps%#?rVHfF(@7UzA_`28;OIFl*QWHsyICmfc_*0$E`w!^kl_6zp!&JWH!mr^|IUg>Vi zv&W<1K7h(Uk6QCe`jd@7mvmo#SH4U6hjO%Xi84hMruv_1h^n-IvVT+6AXP8_`u;!s z_5RhVsRac@2doa97dQ<5|54EUp!ne6;LkxhL0XMj(@@hwqtLhl|EKA%=|zQZPvF+T zmFk7+&i+09-AX}KT2)-tPT5kal{@82QQ>joEV|=fh0V|qSMb#IOb~mBcc?FR1w++! zG;kv#-U@og^Jrx$d~n`27OO{RW3t$b40m9xlVOh^+Wkl*-tTC zQCtzM_)0x~xndDD4Wn>ewo8_d4p%?{+y(tg2lVJ}b}gMm9k`ns;aHTa@4z<+=$E8< z^;ZTd=kRKxtf8E#T&^sxN>Ww#ujzkQeMH?}JxF~dU~|AVJV-dBSWDepo#&t9Ka6qC zQGP-fR9aa^k*ctvms$v#>g?_2t>Ve{__+hzQ(ewPeoDJk-b9yu~%rX_nh~zceA&nr>p0t`=Z6Rr*T8pykMOCL)m7C^RLxb@l$DhT(BvN&OC95If!$yI=;!63_TAOf#Z#PD z7k67!KQ1bLb;Wc%`+3(f)Ld?tThvi?x-I??Ka2a|CQH%*F`j*GHmQ!zj=&SbpTacx z47pXVlQ&j0SCms!RLoY)Q>;}iRJ@eGk$)3h!Vq-3d1$jcpvV3LeeD?(+SgDSjzz0v zU_WI$^!mr?P_+;Fy@67nb!q=wLo}P!>46IHk|B|l9}|uW zGlT^~cX=0i9c2aONabYZ5ycV3Okt+5fW0yM&}H}IT6&a~mFb(~^_V@$?o_v*Tjp*+ zKAYoyiPq(-d#pG@Tm!aS;+p3=O08Jp{b#YJM|lQ$CU_Tm%bqk{1;QkuCAy9Y@&8?KA?Jdi(+S;u!S1Z1Yr*QZ0@o? zHqc#eAxfHED5yK3(T+xO`zw3%nxRY?Ec=Bub&fqnGP(}eM|;!G+sv!*#(K+p6rN16 zu{g{%+0~2skPl^=ksP$5Bh%5y-o);)Ic!x}1N|Mf$)~fNtDP&IuUtCUYie1`#r2}y zt@hmYyztbe>u`N~1;r4%t5f5?ipJbVx4-jP|9JUo*7t8HFjJZP$%-^Ih?^8g75}1L z=|WC69gW^`E5Qg3fXRzVhhj^2AGlbgJOLzenbG(x5JAFAC~>{a*+ z4Q&l{UcnRU*@{ny_SW+Hd*7kaJMVV7J?^IN9_}ul3Z5aJUY-kH5jA3CZwIfEcb!K+ z9?$N@adg%zhn{yQioKHTG~MI3kbN7mXy!YkDGNf|c#Zz1B_yB1e}%G&Xlbuu#jnt3 zJ*K0`7-Cqo>@T!4W_Ah%qN09{(t0!NcpSTV)}ws{UQ*Lyn_&FyaF$ zqAPypz3E+pUiL1kuX*0?-u9lMoy7EVU9GXTx`2=)Wj zM@JSW8_oHJ6$@T_!_ z_ZIZt1t^P45bJ)Ecaqn@)`utq(JvfS)>C#<4kQj9;JHf)QD~HYlij47O@DShjpSL4 zbPQO6pS!|7g4$>?r7n?g(bmPH3!lOm{6^+=-gC~g(cQ%D6MItCbc+?;>F&lJjmPXB z=ka*gdsDFZQD{P+<6k$Rn))gzU4zhO909c|W1ruS`FP zw`iiC5O)XQi$2IasBhn*jlM0bifzbHTfbv3$wBr=JVVvKf?klac#50xI$^nY`ipq*i zg;Ab@S1ymLc&Z{rF;?M{ms6Zo^i@og&zDzFv{StQKSyT))yBF-VUme^0tvyL;R=-HW?B!2%>iCo|z~-eUDt9=%N_Gv`0D_jj1Z%m_r{G)5rv zO0x$A5orWGR;zJtb%I;+KAxzjILUNy-95*@{T-(jX#LRo^nnZDO_M)j@IktsT0@ml zb}9slfag>(6;8j!^~=ChdX<_=FQOOH+0d4Mg@>4rSPc~%eT_=QDV0XOvMq(`vEKF> z&pVU4WLsxTv-wg6D0COvzJsCXM=t|E@hS4{J#@LIQvevAuau`*B3W zcZf<7?DOV0v_cJh0egJLfZ0@qjV27-gZL%Lc7GVbL@Q!D_@~j(&mG1yQw3#aJSffr zD58f#C+`C;|6Owqr1fEJ)xErmgif1DS z_^)Xi+$R%oRbAm#=m3X>2tI>Uc;_C$fprJ5q66Yw99-JIO(BSM>%eVTi`bWfd$lY4 zQhkvDB;l;cfHUMQyfdZXF-=3}Vt|)<34EVH$SM@rk#rh<{Q2->7Qyw94E|RX94Zw2 z_!fAnlz67|i7=e)-x1e1*o|j`qv;9!RwLjI65*bJs}p-RX23z$A71yX4s#h{%;7{h z!Dn=L*iWCK$G~f$h1+E^+@{H>jgmkl9No-MfxG%CvYTRuj__PfWfU=I5X;yn*yY3( zVlJF=K6EU02R?=>`9FHE?K(Np+LaXHxvPZx?=xb-O4|{tFJ-s&f%^CbxePh!W_moF z2pOnJj?tIwvvA!f*#?mUayB`Dv4iQuIl~@mpG>Q)t*w2VBMy9FJ3z8t3a61X)X?pa z9d5$w4&WqkHn3}1GG;!!S3=@Hj)1coGq;=2t*wV%zxf>dmsmnr5w|qZ?TvwBtre>i zYbIQm7i_O>Zg3g3fj@8+To+UEQ;bi-Z{`OM%3q7bRTM&AMGMmtL z&+^GKk9=q?vVEi`<5?XK3RZh$Ea%~P>;h%%bNHZCw)4p6-ca9>ap%D26o44^5YCrs zoX=+XmSb7B*$J%aEDoa&e9IAxal~JO!zgb$0+(ksNLmT-@*F|F@srt`=mcfjN!B~U z!k7d?mm9GI8Oud@v`*SXaL-S77|l#UHg*C}m=|LU=!3_w@43*9P9pkGT=rOY9Cs%- z9U0Lwb~5`j=N?B->?5?S1a>wjfU_C9@G7>V$MQnMvM7KV}~_9t!N0)W0~BHd}etjmVf-lF~!+ZmIQgRUT|naz}m2)K-s zp)bzC_ZEX7<%7@b6Y|*E$jZ$ip7lTuF_UrLp#XlkBslVfEIaW7RP|}J(msPoAQ;TH zj6H~yzj6JXi8IWrxH@gw@7Y{#U+xl?EAg4RkNCm4$Yl^}<{JBVI?--x>V@wi?4?u% zJk9NKT3x`F1~1x^o`F+wC~Bub`x*KjnL)ZD({1);xKXcdJK(|jKqsT$qHDTG3+P02 z+TP);y#^B58^qNn`%vUB!SKsJ#y+J@j4yA39q`sGkr9+2N4tVNpbl=DM~DS4a8@QG>*xxiW8m(td8qrQ!+Cdya--(KM;lE4qAb*B@Z0v$`8F+e5&n;I%#H-$exIil)F1n0 zR2FgeXLw%R!HAlHd)tKBPiHuUe-aBZcbG~%#`7G5{NfX~2V7)uac256({W~Ue;4(PGJmLrZ#+k^exp;rqaaPFSgq?tMq?W#J zZva_k67=ReYB=2PCi)(7q^VSs?I}GI?!PtmUUUGh#^+%~AK@7zl|ka9+k&kht(b2Z z|DYbL1Z!m}+&P^YR-7)u4!z)cFSR@4#H+QxrdjYJ#K5hX11Ge9({1S5_JU^1pnp;p zt2?=oK0&*Kt2WK%Z405MQq5eS-{_TBA`835NMtbZ#8~Mnx|sx6h{`1lby+#C)_Bx@ zKiS*Z{o(Pwf;%^X@MVSKIRzoqVKjW4RjAml@QBllZcH_i#Y{t<(1jVoB$^ap`nPcK z09)lIYX4ePbA|9QU4^T8Fh1Y!$m0j2&U8W@SBVq*5@Plrhe?df%=VzHPh>Xl78{B= z5d+Q!0lI!S7)LM>3Sm||jAe`^^h^dE&K|@J!VVw)6fou~^u>^2H+@GXKN#Ns3#e(L z>>hNZ-P+WL3BDq7fP3gXWg^ebW3*sSMZ{pjJ3ase;I42zF>uW$65WU#<_Kaiw%(0H z$Kx$=p16TbFp|hc?Nr7Dou1)Nd}KZ$J`y}IOhyoC%=_?z3vsWg&@1|ZXJ!IU{-ek% z(r})z;V4Rjt11#a&d$hri>Ki>2T{>Pu- zw4DX@b`0*DiKyj{H@&kj2IZh0aeWYUU2=3g9PEAJe3;Y3q9`)WwvaN?v+eKjj2uN* zx&Us30qBvs(0i!MbUQl>B}@thapB)!YAZw{|3KJKib(I$DGV;-j{R_4&Qy)tojnfyA{pM z1mq7(@ZV_8Ctnmgo ztOC#xT-x92)5pcLKXezh=2cJ$55kPFfnR*D>cRdlq zdc|Pk+%Y2Re7fs&ActN8(bgtMs8s?aeb zZ5^lv^bL=oZZ48h-5f8#jGO)%{;{J$T^33@Gqi{aabteLDy#8~1EYZ2=z>mW;t|HdSo?=rZ{*CGyGr<`%31=G$HhgxkpYUxQngo2w- zUNUpc5@=q<=#7=44_s;(X#B@`&G_B8%y`YP)9}(*WBh26n?p@i#uujUnEt&paV&2w z1y-&#gUlxVP?HEi2{?hgQid2X0KNXVJZFAeK?Z-KxP>@Seg&StTk^JYm3*seovOd{ zQ0JE_jY{NFt{&wQ;4;qjh3ixG9d)K^rs|JM=)6Ojp^TDq%)t-6{HPLc?e?1d3X1AKK8cMTU^QmHQ#hJ3&vY^t_rL78|7VIrpT`;BS zSkdC*1;t%U*d^184;2TL&L|zCan@|C98fvAYC+W$?Q!j{hC>aEoshPdn87W$m^Vfl~tAL!@hx6=2Z z?^56XzMuU*``z$=?a%Yh_R4Z^<-v0|x#`sV)uWZ)l!N8%ch_HqGVal(Rz{Kdp;`lr9OOh&+ zLQ-}ldnBup3sdK&b;xL!F)80E|7`Jv;+DnQqPVi?^7S=iYB=>T>sFal&5NMz9z^}J zWw3^`eZ{TBJsn3n4s&&J9pY|wtMm@>32AY>#pY0t(AvnrmYbvcM@6*CY`G)4AUdMW zu{Qrjjfkp^ejI%#G9q$Dh&Ci7_(U+n|GZy+pL*|m?k*m=PWPM)LW!s!U%@93YwIZn z&4x2TP=CGdef6XoAC0Y|Tj9XMgxqJjH#44Oh?8C?F8q7%ZTBhsOdBmP)F6BD*B}#`h7dWp!q)1m~iK zSzwmd^{-n|JH2*y)x;`$QDf2d?4CL8Gj$nrQYw=_#(#)E|Ht*OHokkpn}n4K^zUxJ zJN?@H>v>|=B!0R}x+dde#?Oq=8UJMu&wf(8pd?Q7O%qo=pgKjjQ!?pp`)r!#acqwVu~%a;wCaA0i!EzKm?s(j{t2 z)YaB2TK5j^5mN0xI)D?fKcFd~dtjXRa_?NFr_#f*NO4b`C27ZP&n<*j^$^sSj()3IuJC9`Z^+0>kGIZbJQ(+bi~q@76WmXw{aGI3C{SIUf(Ny)ua4ktfL z?wDdsKbzs3e=xsu!J7P;x$|;f6>KUj)GVy5(3Wdmpi}+aC~X`Hjl}h)l@8}Qah%rB z*3`kn^%pbfGj847!@MqfwSn;ztk`_P3IK>wGo9aYD#UR3Q_ zv9DrdQAy#m+|N0$vU+9*rKYF4Cx;}9GDVp?a{gpHq+d#NN_mpfDf>(Iw4#kgveLsP z+9FjEr+8!WvP!qA+Imy{;>Ny>`!VfE2D2d$dXqrzXzm5EToNz+D2;F&ujsBWaE|ks z;W^OfvQICccRsg*e1o2Z9}SxX{j`7Z>X4yflJL&qny~1wc_9J*U;QZWC%&=Xmwn1T za@;L0cJ&v<8O1L_oRH63%nOH?!=>W*K8S4^>&-@;o4Q5%qEXeViV!w-rYe(;O-eRABe0~N5 z1wL;vJn+8%Nx!-N{J_*8Zb(=d9eOn+GPs{tgU4sr*6vF@ZC(RCFL?O4JX2p%nB={A z$GOv4m)KG4R-AG0*gE2LyrA!<+f{o=JE(!7zXp$3c*XYeHwE_!y5;`PX`6E;=Y6JQ z*05Yvo~FdHba0o^SvuRY1H~e{a)i4LzOAU ze8LiMo@d=|$zk{t7llVfg^0t474PKp<$5qt?EPTqidd4wMc0#5@*2lcN`D-+zD;UOZU$hlJ%_8vAVzRXG1{k(dywPJByj+cPa|>FB&&kxt5Kj2>peMrqv)Pn5l7e zzTk`Sgz~5Im*afLJu)AuQt?4?!_DIU)zjcH+DqUy(O>6(%`eFBr~5+p&p11;`DXb2 z3Z5JC#CxCTNX2%!v!b`tMdxUBuxg=lu(X#XmOF;~ib=2{F!_tHx2B72ag@~Z*4zk% zLa+MTdUMT@+A-Ch)lG;!uZuaw+Y8(Z=jT1h%gEZ8Wi4G?_FJ2#HI*~KlMrVec@00{ZXECS}qNd zg*j>+mCz`ybUdrL1}ecYVj8Q8;mAA=>eB;s_Xbe~l*BaJ*b6?r{S9p0eRv2`wCA*b zRUwtq^7ZAhrEAN^6(tsqEBaNqzr;`yQ}w>;fHqniTV7Fiwy1w`L`_4@8&jOIS7U<0T>hiQyc=oyq@PLa;J#jO)hlw?X|5|;3@U;{Lg>*Rbz zqjD?a=@P{(r*x+i&OG%+#a_iZ+(U7yWR;&-=HC+D6qbrz#AZQ^ z@B^n0_cU}1y)g;Qu>Az-rGw32YfD92UYR`_TQt7WbLLz2g|i z0ghgddlY=fGR0lT?M@$5S5z0At~<_<)yY09wmRlG^>WIU&yW|0Y4K@(2SGfK!!P1h zaI09qS#oAH@f`e@4)hZ0DrqF!foGCrd}jOszgDxq^q2lT^+st88p;hecyvDN9_lvN$Je*iuF_7e<<+*WD+J%b7kQ3%O<3g! zO+@*`a$oIT?HofZ!|R4M4aS=4np1UG>uxqqF+8)#EFUfHEDCd}`LorT+(VzG5;2b% zjhRabI7KeR9cEt+%^o29B5WnODVZa=AYLUNA`X#Vm7P*FDV8fMoRrEqr%q14og!6F zRo7Hsl_wSZ6%~sA9H%&rcAV|VckF>&*+U#69tHn;op8MH3frB1gE@kH*n0m%c z%)B{dd-Auj%2)yaP$t})VTJ*QVQ?iS>1XPl>t*$=>-yAD+D>&!C{p{^%j?f07EY;u zRL^UOt#{Q9#=C7(w*y`+yV1$yVeDtT-q^8`2c}5_JP;2tZ8g~l_&3KlO~c$Q1YXNB z-fP|?!Eu33=qG9t`iss;hDc~dgW`zlr)s_Gs_L$CobsCTurk=?Ul)}+R4rBgP?}W^ z&OOyV)MJ$wl}yJH#ZsA2riJS7Bfq8K4>ycEnKguU5t|#E_hz=FN^M+_63!Y<8g4as z>PEsx(pCGdwiBM4QyN}nr?MNRCyM76M-^`?o?7;#EV?pNbFFfA<^HPgfCWve=~AcD zitst+)s)xN)Wp<|MSb+Z+!8wK8`i}T#Js`3Q3xuU4D-LW{N?gku3gkZ^$^D{j{T*_r2QoA zB^p73U^!W(ziITHa-uA8pE?qU6@`agA#g8M?^Y!+OP@%wES$;T8(M3eLh~FF?#QO0G%*p@DuN_fd>QJYFR~ zEw7gilh0IiR2*|$?6_TiTs}qGTPl_=myVN(WzTRO#`6#H&vVi^EjXp@2=pUXqn~88 z&7l4zqsR$nZ*!fYg>i^si9u@2G^FV%eGclz0S)^a?lj~#(Arq-`Kp6edo_~ELsdPh z7S~Lz8KfPg-Bov}Ze7FEh8Mcyx@g0X#<5_B9I#%qI#EfspWtH@gII24wj=)G4B_Ym z{|Hp#z2f!a$6|^2hiDz{uU_(L@+>)9kuOs~(|uDKEBPj&B(c&aa0WIDU4+N@4uT2% zDf}4TWFCY2m{ZF7%PM6~AP#{}`y2Gae=!5~1HVX%uE+-Ho~~fV_8v8K9QBx*Y0CtG z!y8fet#vANGBK8L%P_N>nQQKD4l(aFCzv{#vW$P=+*xYs4p(#^1IN(R=wsj;?S^k~ zLiRMe8cU3E#!7R5MQ`!LRBo8X(duQLhe=&4^pnPeyz>zp?s_I4>;xCKBR8E>%oX#R z_<4LvAQ0+BYH^bIzIZV--P1*%MNt5|CX4@wKZ;YtGvHZ#&;Jfp^jm&+emd_O_dEAE zxL+fnEg6VD>riMO#-V4=$36XmnnoRm=GLDa4jtETYm}wYd;%P%=f-#tHCn>;z00tq zad4wiKdJE|2oZb1e@KHnp@V*)-l`96JOe#zl$kL1w5$ZpYPj`+O=T0&6lDNia}Rc) zRiN*>o3(*8iFb&XCkztJfdah-TE!sAEQtd5kV5uRYLXU7e@e@x3nYIey(C%Uo1zV( zvEnCCtREL=3l<1^aYt~CTrUtG{^4!r_T!#}{^wuJ(XT_7Fb8ztP;hd`Va9ujdJ1ja z8k?H*g$rUK*$oPSJaQj-!TiX48rt3vJkLr?k-65yHcvCn!{;*IxXU;S3TMjTXl`d7 zXP$3nnr=et{McAwsy78%c$TB&PBIzXwm;-A@-Fp+nqzN|-3(F(1xSUXu@g9y5D?!% z(b)>VM^9cDl$L9FKcLfmA^0TNC>kpID0(9LEmVs-2nE8|IG>966?_}tMKF>-lrQFJ z*#*o*=qyCcWtbBrLroI{t=)9nC0o4hxUC1cCuhLe+J`fBi+QT~5&B8L!RR<_NHmnA z$K-638iSxC@7K7!@jv5mV=?r#LUW+m-7?*>6O^?XwqZ7=-QR8k^|cax(Hv}-@*;wW zA1n^Lh;x%u!g;f>@a^GQBK_)-ugj1V>m?ZU0X$8bAD2qOhv0ux^AK*18hJHaM_ z54;5n*!$TNSc_Q$*h+Q?s~yW7%8?Ubb#4V)v@>Uy*07b)jHCuvM#m8Suc_| z$Y<7A>qC6)v!1f*NRDkAHJdt#nN}=%kaJO+H}B0E0PW3j^t+2u8*YYvL&vG(SU6hF zB~C758+1v_l0awZ8a|g30up6Mko4^{u>I*Gm1!j5^(U;wXS(`8R zAKnJPvI(!>34K}GmI6gus_gS9ZsKw-mD+|8(*O}SdLi;gIUFR1s-7> zIAwjI@mmisQ7={x)>QUJ_7|w(bgV*jbKA1Uu==r5StTGjU10H9LY4&@sr#5MY)5UM z!7{O8*uB|TL9DBQe&;VU9z4X>#0Sv)}bF1%Nq3!K)_E59e+;We}Iq&?X`hd*r=$%5v9Lz}48;Jlv2OjnA&Xe#{3B&fM} zupROwrc%41Df@|upoZxV4U*>nJgzy=70d_Aa0fnrCBc9KP)vLW=_&#K(sl4PeTUxD z1v;C4OgH9K5N~JTX=|P(-NMxvhkY>LL0#R7-BNx{)zFFw&}BbvFQOUPo=QU{mxyhP zpXkZdR*)($Q?Ynw-!ZQc+U1~EHp0Vmgx-WX;3udQKZ04a)xOW3f=zWM%*1jV^PbYR$wRDh1}TCc>5F1GZu-b_mSblJR;`y_3hH?Bk ze0C5{p+fc~b~iQ`IqovVl9udH_6qiT_GR?o_d=@%Evh9!3ses4u%Rb4Z1Tf zd~1WDyD7yUt_;v-75EhgbG}XVVtO0+aYbYyoX4Kz6*7*D#Lse)4bG3o`VyqgR@MkB zK~`87!w)?VF?BA^*az@uW?1#s!DMgpBqB>F=}N{~OROHYS~7@=qJl6vH-o~Rf?4=O z%p}to*^FnP2;O2}VE2LND2m&KyNCOXdz3$#pUE@xPVqKEU%rW#%zMOp34fS@NAaek z<|+fb>^S=x2z|@gBUsB=dMMxhn61IETm+pn2Xnbjm}RD8lF|gO^GbBJQ}Hf$KpR2; ziqsAo);nO79|iICBm7p`&@t%g21<&F^($&L7?2*|O42qt6;6dx>0~|G)h4q|LGP+N zbo_PJd~2Z18E0TMIGf*X-Jn~oqCQbQz%PfkIfwly$5)vTG08-cX_+F@?2-^_6p#(;plF4eu-OF#JO=1zQEJ;hp*|dMw%p zUri-jDC$`mQ*sj@D!RI9d*|gE@XBh{d=4$W=_-3(L2`bxL_&_e;$2$09q{h}p4`f!u zkPkZ;s|@FiZ;flny~kLv}X8>S66?oo{`Cns^Dh zkz5BguYsZ{5uO48dKP`bz6gRAWh_2}t;8uJ0VjkzCyLXW=f^w8yT@z8SMp{2w)|K8 zSbkTW=evc2g@?h&h{gNtA{Z-p$G^(|%1cMgjpFs^4ChQ|564XG0H~({tZaO`rQl0l z1K+zN_TL6WL1%?(P5qidD zP*gDNV*3~DI^0R^#b>6azTv8rA|J3K|CvXQ#yt~AegzwABR+3uQb9g~pKz3Q2r?iq zIFrud)Qvzs)CKfd0eHG=n@M=&Z0NX_(5vWeVC1#Lyt^Ov%8moq@(ppFkh8*AQnmqk z%@Wo?b|-c(e3oZ9`=J3`UEBBbn{nJ2Iz!SO(QTd{Rn2o zRKs$^7G&RD;UKFq<{0Oi)|-;eFU{>O<1BfI&Q-!i(fR;a%ntm`M#6^by<@JQD;9y@dk=69gUtLa-iQ zAPxUBzlE%Qwa?M(=Ow7 z<1Xa!9q<(i@04GocjFQLInY0H^me@nWP@pq%NqY{9BCM6SYljmoMxJ68U`xxJb3in zk&oG})mDF7d)s~JnPZ{9ibY0q7jfJK8j87KJDOa;|${s0kLrn&yDZNKf^!9 z59dem8+p~d5Po|&fZBr1DC7U)CGz$oz7_CHym0(}D1Ra7(hK-&P)I9+!HVB@} zD4ciiZ~`2JpGu2oX$)3sUF_*lCgnhVftM!rTZEaSn`T3jEY8 zb{6|C=P~C5Hx~DSJ5J==yg+^c{}O62w!nhb7HKBRo-Dl0&{gk6@&=x3#xrxTV@$Wxip)W*!B0+66Gv_L=sWdYSs0985Zp zk-i#3z=*RM?Z!j!+#ZID(rDCz``p2#HuF)P?l5Oso?1FvCtFvLL&^I%_omTpQ3ZXW z1Dl+oL0jtZ93Cr(AP5n(nJd|c*kf_;9_BvgZa|K`m3ND`OfX!~#CH~K6D$*46g(7c zM*JtiBg_(f5q#w5@T1|3JA@1-2It0V?rH9BaKk|5yCtAH=W z8?0;zvlHq)7WU_k!X|*3_M!Gds*bt_A4(>=+&WvjO^h>aE&S2$@WeHsn)qcdG#>`R z;G8KAmAJ)p%lO(j1loxA##Fplg{h5knDK$}ig7>gfValm#x!u{_L>fvj+l>_XCZbx zw|usk;W2At8xN+#J*p!;5Bbb*djM2m;doWM5T_GaKUrUqZRX%PK8<_%0DmK21>SL; zAW@(cwikAUpY)b6RY;0*MQueRMPo(1MT13?L>f^79F-MF(}XV5Ojk zz*q2+SBOqgJKk;18_rzL7|sCpV)l5%*HPdY#-nz#V$abxI2ttA02PS*ct3PoJ)mEi zLajx{J%hS}S;-7?Fd1&`Y?VQKyWG6itb;eUBi{QByx;kT6^0##g$89~`^L46V;dLg zck3mM4viAM1Vo@{IF1)KMuQ2L*!ZpSs^OertZ|-kq^XB#BkIo}D};pLs*j{PQ|*y& zErOoi3?1%HF!A>yO5a01uod3Y_1xLq!_b7>1rt!q_Yw>f1_)o^DVQPZCvp{b6^;gX zx7kP9LgXpZ3QfXdVZN}hupfA@F9a?41NeL4Lteo<%$vyT&by53AmcQ#AHl~cW;e2C z;Vj5y7J;lWk9iLM(iALj+uC+-Nvv7-0-W#w0ba!FxV#cw}IhDvS)1z_cG+mu9|N zg*n%pZ>hKJAQwTIlS~?Izik{Ui28xgU<@`i{Df|{E%p`NhbHI}xVwYl=pc|Iu@DjBTjbaIrDyTQ@O9XPr0d_6ix%W56SGm>_ql2oW3L2_gD`>QsA>XvYc6?;cm)8 zJ=g5}CE<%01)sw^=-x*_iHAUiF{|pyMGEsqv z+yd4+oB}^^)uwYsaLPGM?thp$CUOcni@->G$aUa#;G1!piunXz%NxsIjc#QYe=F}_ z^u^+M6xYsOf$#gk{fpXZCbyi!MOX73XAAodyNR94j%Qim@Oz0Ktd<#x8t^gtN`+wR z&xFUf82fiGz&qEx2g43WOJ|xxbFpXOB=##Lp%2@N|_wzG;p+*lgaQ6d4X%b5?95a za)*lEXzK|7*imQ`|G`%+?xz4y=QsjEW;B&4}^MR zEhmya2Gy~eT~9Qj7t{e;3c9j#;prWO4$&mSmtdn0V1pwt9?p}$$Um+^$2b}Mw_DK2 zwu3Y77*wJ&=!tX)6#pY_t!<}~H*!!V-?eVDP6VT(uVtxaBYxzYE6tZIdo6P;$1Nu; zvn)?>kND#1T{FKoZ?G=3)>&BAa%-aXIcky~$jX0V9#;!*Qlrfsis+|sz7D1KqqDFA zjDH2R>77vhHT!7F(QhdP+nNdAKoY*DGv_kJL^AUWe4cW)l)aC21KPU~baZyJZlUr& zz&Z>+Yy|rd^0;>B5&T4-Ybr8!CtL$pP7ue7Bj%jqoZxih_;5CGZgYIG``{~QB{~UO z_DA+-b{jaU55vD^C-mqrO(!}c5^aZj)(5%ydqidr{QMC8{C}HnV;9VOY)Y!Kx5a** zSEZ1oxf%{2vAQv>=|>k$)G@T;$eFN}sW zb{Jf4QP`_C7S8rb@Ev->gW0@?%Y?5}4p-2vS^;IM9(&NFAQ|_E(tI3t$lk!t6laGg z=(9HOCurU)xE+6c05;*Yf(N!8`mr~0Usm9&3ch$cq%tyDp zGx39&45e-gV*q@n0~z6%G=IWgg0*nHw1ZFNnS%!-wVCRT%=$T0+Y#7#H0A%>fSs{X zb2YXKjlrwl0{;{XI|=SW%X}2B^~=^_)^L!8U1>20B7doemi88{d4xq{8%fQErZ^it zp$2Op`4;}{**322ljWHu($dk=o}7otkBr;~hD(F>KQa%W%58W=nCLQzu?4RUK8GN< zobSU`I0OBom2eU|f|tJw9e_62*QP`#cL)4#j@T)~0HtSrQ}kol5Pjr*B$g( zY3vzFz;?L(sMC9)!}OMLX6<&6G=0ZRRtu%?VO-@g%mZ+rWx{znmT{kbj-3jB$U7+h z4}h4ymots$&6X2m?JnQ~1Upoq57wF7X6i$C(VeJC7BOh~?$%Vxzm`tuU_2$~gLLzNoDFri4qM0j61SMU>^tnQiCL^J z3~1q-5*+@5GYCy5`ecjP4csr>CA@dMrMzyucHE2HF(5GHa%;KMFOaKWNSQNT#la~g3H{?YPFgy(binlpKr`sQ;}h} zp%$~K=XzD+Y4Wvg94W@^FwWYF`b#FFdm*JIR5NdHKfS(bt$iB2ApIPU;WaE}EN0&3 zUF9BO_Gdm3qzb19-wPHA%S2q+M#+513h8%6E%=(<#Wjis$4iP9ij9inj@#s1`7xP~ z{HkNL!Ys0hvSf+!XaCnXZx;_0_7R-oy75B=bNEm3G~Gd;_A6p48+?ho_I~zS>t6CZ z&L}!SD97eqiJ2)psCZW(JZc7RkggTxN1PHV{P}^ikcrFaJ9BbE$yi- zNZ(lYE!Yb)p7F(DB|L|A&K7PASYab1T_nL0u_RV@SGK|NgThDN>p$QHm;sbGW(O z4(L0Iq3a(F=E*nH4%7OEehn_r5M8fk)jX>_Q#n)9Pg7p@qik&1^|BMidx{SfJS$jJ zFs`7w;8nrEB5UEYl8lm*rN>Gg%hr@Nl%Fr3p=qt@tl6W1^{y(i_DW3&*s^zYg}T{# zH~kLm18CX2XAbO>wyY_HCoh(_Nw^4Ht&1WzX^EslHb%ZyDN!y^Gt^qw4A&>_Z9KNQ zPIEQ7mbqT_sPM3Pd--JgJn}i^y~2B+pV@b*SE<)(@15QQJ^uAr?osG5+g!Ic3mp(1+R`jfJ zM*i0P*xcW_8*|6zdgi^!Rpso-$%BsiL7p-1QAz8P|8Nbqlogj{Ykq6$s;*X@2VwA* zc9~XG|E{je^w`|X7Gs-?DT^NS38gR{HUDJcFo{-TQ6wuEPJvGTVB3!K@bqZ#4DcG_ z?d`4c$@TH@Px4Fijqr;L_#JR0$Tv7RLyhRDhmq@g`M)==N?I0k+v<} znm#0ba(YF&EMscwh}2I>SCSYhbh0AlezG(@GQBuMo>`b<%ehz-UG%l+VDX0vbH(bi z1EsE&5tXf~-&MV<^RMp%ruI<=pZOIeKa#ti>m)iWjFosxx;wf!X`TObj!|D$kMOMa z%<@|9b=dEOUt~amKQExdzenKxfIclQwdfHZ9&sS@ab$fGWO7lyXW?#*! z$y=R2y!du;>+%8RhSHX$8#U847pmJ-@2;<}&%pe3HhVG0D7r0LhMK$t`u2N@CyL?D zDqll@O1Bhc^0j1k^7-VONvh%@e|pA8CtOH;op?AUCUs&) zMf#XDMVc+SXL4xDq?9S?d1<_?8Cf5Sb`<}vn5ubKbFHRSdr-TgeoWm|@UPcHvvri= z&UBLwm#tE@QTaJrRXfzLozJ+wb?xc4+%?;ElG|$UU*5F=!GT@E8p8HQOo$j5Q626c zvLUzt>t3@11_!#lk~Xiw%Glt%V3vSykg!kOb;)Zb4-8nI!p#Z* zn)~}%d|Z6Xl+u)}jAt2jnJ@9>m-%nT(hRqpBN8@Y)e!Jg~T)Bo2Wv}a60UG-?`D*;5y0mwujnN=n?A9L9B1)n3<%8p9e3jn9og$Vu?0eXy=X7ch(y$mxdtL@S|JUg+xU>gDF-rgQi3(7L~L zpY1l!?Uws~_xYa7Jy&=?@ec6a>wCvJx+NzyWMwPqpnkL2Ujsj79`ssoGtu~oYlb8GlgK497Yf3pZd}Dp*2m_jukyB z`j?z3IgXhaJjH(Kqff9Tng3EvRDaeaRy*NzA>pWUysTWI zjBw^VUsM;WxvmbbUDZR>tJE&)pXw&{a5u9n<$lg1&Fh0#fmfPWI=m$kukW7TUW2@r zc;EH@h#!xrK}TRg6j}v&r@grwT{FyLsFH`6iL+ zwf>F1uKs5I_UgCQKALdN)S?GPce6WZUrEhOjY(;rVoFh@zRG%&^(l9E?w(Xx`fjtTjBE6+C2 zc9|MQwE*A60^Z{_-ZT3R<33B*Tlb{?NWF9I;@TNi(N&X6&XxG)OY$4DLbA7J4a(Y? zxji#Dw?1c0-o!jM@{rZVSBrUNlgjQ^9IY5qO;*`zQfgEU@`mZ4m%3xW+D%J}rHK4Y z=21VXCvXGz1AC-B_Fs*ICMF&|;Z2yYEEX*n#Y^fXJ7s-k1@e3H(K1S!Chae~EqNgs z487wHa5|UDW8|}x-ITE|&t3YvySg{HwRZRQFuC_}8|7B&%u*kLXQZ!+Qf^c&R=KG& zoqs5Elrx=PJN+ZwDOCwt2rh!6R8QZcpO_z-_Z!j;@%10;2h@zOk!v^_V@XNL8r+8| z`MLQ~dAz*X{5|=13%3;Vi@OvnN+*}jt(Z}978StE+K}3$hVKpHMrC6QkjB3nFB%zU zmHC}znWdiO+1g>hupAql!qlwS1GF2 zlqZ%amEJF1SURuNr!=P|rgVAfBltYelv+v$RR}BASFWtAulZav2zwP)HSTDfXgqIR zYIeeomKSE)nqYOO#!>sxt%^slE);tPQ=rmv#9k2s41(FvoxVc9VHbNEn?(QnH2)m` z3O|!?=Ii+S1$RX|MA_n8@fzt_X@b01ep~Tfk?gq5 zQR3)~YU!zhmIo+y$}h{m$nMK#O55OGA0qJ*If?ANF8srwfgS)eCI-%MKj=DZ8uJ?C z>qQN{>eO`~YfskRslHPkQq{9+hvt~ZS2IXs)ZEuxsk&LU2fHDTXg_OJ4bp}*U9IjK z>fRBCIR-A~YfCUor~$5#hg$VCxEu$e1uw!U*qJ#66FncM5kxMiQkkoWqeK;}n$;Tp zXco7IvmN^=m-09BH}LmiYM#yC$XmusLI?H_>omw%&sY*{pj^v6!F|quz#k}b7bQw6 zBu+ASSwH!3Y%YB)|0FvrYb%eE&yX#|GaW6h!=$Yk6Zi|*W;}-7k9`z-W|Oc#_6PQD zdQxUvJIsPw7&{mXbq%`d;G(y#?^1siyCII&AFm$?Hgpp9vvtyk>XUS-x@nYnfK;so%l)4KmFn^lH7}ukVhYc^udY z3&95113JSr^q>2)qd{hD!G1&>Cu%Uqx&ob`0+WZ8&~V%ZW$z8TWc#5tyvV$TzKjc; z<^Eu7Ugq}T3;DB!=Y_LHBSfPSQys({?5;a6>L(l_3=wq1^zo0NR-hHU#_aVE?;EcW zdN?_lTF=oj_O^xFlvaT?-u%X#VPfFNd(%1S_ah8mhDF$^H4k4c4gKIS?_!kT{OJX) zc@<`<@2&CHnb5)cqd)i*9o?JI5jVTxpD|LP3JGF(qodpd{DH^lC8whwEN04?Q=l7M z0D9(CFbR)9p{PPFIv+|f3ViQz*hShEJh>7&9h9Ic^hE5W9t}@NG_l3n7X;^o3gLT`Q>zKmz* zdO}Yyp4FeFXRw)Vz>_Jm72EzJ50W#XaN3HkQDZIrfHbi|H5Fz$W!jCMe7nKrjWxxa z|C&=Q@s@?Q4K{B(&mIre+!u7QNp#WIU{_){^pv>hSKo2?;qV-vs5g3zYVbIVK<->m z&LP*~>`8@xU>;^)Y_b#-&)b-5WJ4b~0KD#bATiG;$Ak6x%=Q!%f|pPyU9-Kw|30R2 zs3=^SKcGK7gHo{q`zue24vG{KH_2J)E@>~>C|OVW0C^jkuk0}PQ1wA?$|9+eynv?c z7If1w(5;W-cIDF0uWE7q?_p=tbWj<)p=UcC{>%Wp(`Jsp0$ayQv8OH^Ozpv#^Rci$ z(8nsZs<0zG8~X}3W0&qN^jr&@_zsUiXqyGy&2TV6!@z>*h0oXpT!!V~l?=t4>JGRH z%g8mP8bq&8mKw`RYnF}uJ=pMmH5B4$Mb__==Anr!E&U6h&PL&0#1 z-U$uA2=k*-y9c_ySDD z3-ft}Ltlr9m{G-p;olOf)=kjV^aDA_8P|0PRJh~8ifx5Gg~tRp1ye*bL`HD(-$+hK z?umbj+lf8I!_X@l0{sZVbL3s&ZsE4%jOBEP6XrDg9$Us1v!_CDy#O28mqM4E0CL3+ zOgnBsXDhU;F<%-Ea?C9#Z0n%^T#TuG&n7h{9&ymi@3Zg0_no&N0Es89=`qM8ZJX}m zX&r@Ukp^dekhQP%q2(U-W#6>)#bkIa=;H&xX?4OrR4cR;lQ2CWZ|sgKaVP8%i8U<& zpM0lvlXWz7*&Mo&I*n;ew!>qGg$}XUy1WeZ4i`+8CON#pTxdn}>?a6K<1yzrgt^&%M4>`jV4s8?g^RJ< z`3JPuQP9*-R1q~9tlc%_SaOJEzC~(gn^!_N_6l24o;1E_oM4!U%}LhA{f51U>4v#* z)MsIfXN@5Unj)>qY+7brYqgR#vK2fC1(@OW#tcl(bY>pJ?g%GF2awz%93nB(+XLd! zc(6=Lz?HK=^-{_E%exJ2%qHm`#V*CqEP4Ze?zAXXqb`}_yr=b?}aPV{Jg3aP2n1=13 z7P)}AjvJUSLfTAOK!hJ@8;6~@-?1&e7uf_I^B;H$wwn&a0UK>pVRx7mdofn)Vs&x4 z)w)PsxK6KouPfDY^`G={`VNg#8VQ5Sa1l)I;l?oIPSa^qcZIx1Txy9b|ZZ$&pn zjAEj~E|)1f%NN6GNXWI)Cg}xu+U7}?Nh-ye;z^>uqO*c^0xoi(26hR17+8>#FtaMd z{6_+x-YMH%Z0qh~>qO3kyJi)+9`(R`=z{*5YO!p(fvNM*&C_4gUvB)^IKt?UoyTfZ8&ebZHAI_R zSVve{;2%y#O*$FWvfx++}vLp7-yQA_Gp zf}>8NN!H!c*|G_4h03`6Hl`|BlpKjZPd7NCukuIvkJuxnNQ&wk!pAjtU{*x0J7fW(a)X0bY+UFo8z?hL48(5sCVOBnU1VQ zU!)EC;_kK7*vB~0yx82_KFI#B!|kXZS2m7_lbnm3&77ycQ1C7PfumfI?+=?uYHi*XH+&CY3iQk{>aBY}d zJ@7hj3~vaNkxIv}H%)!|_V76GYZJ%r<9HRZPd42x3_2866~z4 zxV?bAx_y_utG&Gax2>|JljS{p?3J~}wX2af$RZfBJkl1E#C9T$q`HTD0GB`$HYr*u z`XFQo%YnpTQ&fR`T8q3EcgZvLncB+J|X262Yc#R`1~d#|J5C7 zp4Q>Lu)z%u(_tr4Jd^P~{)jwihe%ntBql`fMKfdN@XRlW^u|z@5ee}!-dUr-T&%1v zr?%?~>qhFrIHe!b{fX4gc;r|o!t=CAH%<4=P{OzsZ|i?>pX%=D>v-mP;@IVQ;0QQK z=iiP3j`sF?_TP5i?z4ZiNA39>c6d_yTIO0PLyBR&y1kmh32O@SR66OhSnt256y{8~ zS%MoAyBm89r-dbSJ81F;d~dyzy=&kxwfp||4f8MYj}Lqe%z!6)b+}O2kNZ}g=;KH} zoOfnMBWUKiqitgcVuO%NI*DIV5%yMWE_ziu_6E9aBVj%Yu`Q5HIm;$;6WM6&3V!7` z@Lu>Ia+tSaO_+~7(w}Hxn04oMrF0qEm&nl^z#F(IJPF<4rJ7?&w5B_sI8$6T;0yl4 zl^4G(zGvLfxcSZ%&Oy$oBhgXU(Zw;$anWAfk>5VwKHXZ=N}4Vi`)Dkh1?U#JrCRc1 zp^|t6S?o=*gLv;ui+sa9EIv3WXbsHtukfn8Kiu)2ZJv)FHT*^$1A7Cb;1#}voZgN| zZLpvQMM{C3-Y0iFIra4&BN zr^6b2EYv^pKHQLFxVgxf9sxtnPVOQtNXwLm`+B-2N4;MCTh&IrPi55f(P-edD}3V1^aG$b;m7xHTx-BBgbcZ)X^0F@~?5b;{)*)S7%oxbmBKTM>*rIzbt2rEsdo1 zfTjaDSo;Yhxdz>#&PZn50<(2c?00lRxKj9azz}@lf8ZCu7nuT+(@Nh99~o#As2S`M zY!H4OI)(1_Z9K2rqrWg5&z_A^C3!0N&JU=E)QSIi*60NfAb%5mrF>Ex_WTM?-EH{u ze1Dj|w#635KEju_E_^Xm08fcg{`>w*;jWQfUL%CWy3%_jHga*&|A^Z z=o)TURac+U4bh*nIIMp;BKFme?e=~dFDr0)qM z5|ZMMIDf$nbXNaW-x;pZ5OszY$syDYWMLYE6RPHpv3Emhq0inzzP~*eJ@wo--J3o8 zJ-vLJd`EmEeSdiydiQ!MH01yCO8yuAl;DWqa%2@BvVU-U;9B2|l;a7Rl3kJ_E<`gT z8yxwHV1HKwi8>E|9>a{GDO-$fig#K6kSVk(P&BX)cB=wxF-`+l!~=9FE+f6t81BZK zxOr6tlm8;R4p!6fN6>gQ^;4w-2d?p#@@0D;dPaHf=RVIJmzO{9gZq`ceqc&q3sSo+aTfb2Xv8^^4K&C` zk`_t-jq)nFIGCMkaE@PteQgEv&4HX}88#A|1=r8H;I<$U)CUbP_O-?z74eK)%q@YT zTw<%nQjy{G#F}wB*jz{O9gylN1LpWJWCKH*i<%4iE&7(`Mdn+U!j`9CJnY7=T8gjh z8kjsbxexZN4^vmAwo4wIyfmSF!aB!NJlBGbiq3(~@%DlCW5&nE5S|W?=r{Bj*&`iB z3cWz2M5GNew)w$5cpoeRlg+A7$v}MI9vpOgVG%s+zwPga-_mX3;)6ys>UzCm}@_!F}Z=o^{>01Kbf|i?9y!geqXNzXlPzIWw3MF%uYsJgU~v-Ei8t!MI#M zNB_ul-82blh;Q-H_=5=>6P~;Fx{~7;#4m{J7AM%Q+BA-)j(qXu;#)Z_&b8*#=2X2( zKMr@*G)#2*N)@FU!cL(czRQidEcSbtiF6N+4QBd0pmS~VK5}1oH^e*nR`7Z7BD{;E z!$-o-XxZpLk#3QKxF61lE{mq|X1+N%;v&fUdZaC1p;1>4#+)_CXs?X05h{8kB8C$q zN6-R&6*v$$0e8CS6Md~iMM5nx&zOgfe5+Ve>^dv61JL!Y1j1ht@ViHVbDF3rsOhHb zpfe+heFUt#b@q*Rmp#vx8qdc)PJWU+EbU0zytK|~my_QopHI$977}+R_Dm?A@V~^g zBr5q;lFMmx)-q2tuRxZ)1J0an(0dsOp0q6Gmzzp`Fb5qLTOT@#Q`FkfPwXGN;T~8O z&#l5iIyejNng+p1!7G8^fvKS-q2f^;XnmNy;5{A??I2&ymTq7QkcElCO!%t~!QH$# zay7z7@<)5)EZzk_=l=zs25R_S{w>}E-V<<@t_YkAY?hshDC_l)h^I>xH5NFLd(Nodk z$mkq^V|Nj_9+e|Z@FHMrMvVMvVf2|@&! zmK(@_-iYo(GeHx53g7V?IJ;f&D!%n!@bexPM%I%a!X3<;lHDd-$W6#w78r#&W4_RW z;HBW=@RKkR^F`zNTKp(+hjQU0p@0j=Q1;Y1cj6M$U{@m4l6EH^XJrAa*1+jpbq`*ix*HD+QWV zQ?@?l*@xJE-0D~`Is)(MEzzu~Gx9K;6p99K2lTTg4mW z``Me=$74Ux&$!XbBXj?etdCS-1yF&DqQU!tPk!0o z6rO4!uqxp6$N4>8r|+hJm;a9cmVcgak?&pLUf@Ykg1x;^urge5mobHW3-eDle}#9m z@!T6stLi8nl>^{t6hd411{lCoFsnL)|JhRK}z;Gv;d6Qr2;f&W=sao6an-v1VH9S%a45);HGM)=Id6Y{Tqnuz7;{ zF6J-o^po^6v0E($&Rw3$tk%M!bA(z)EhRI^^GL>S!klv}`a;d5{?Zfv48NCsjAnaH zb|=`KE8tPh3x~qH;US+MS{Zr}+#TE+NDtHtwGQ1yioQBbb+_=xX3S8c(Ra}mX!}3J zJ46#J3)9KtSX>!XqITRw4E?p8e&ewXZ@We3Lasq?TOXq z$hJSVuf?0+V9&7MvYYLTY%45BEX%>28f~IY`HglXXRsN^8)_T2qsLQQT~)moev|(^ zC5Mm;uLa&{51b?4pcFnb%{p+)c@HWqba4e<$VRI@SBj2G_10#q5+q!Pkgz9-y|L&5d_ zfNsGB7&-c&3wR5Li_^RXea?a6d#*Wuj{AdujWgcg$md_<2M7!tnhoV%a%&{{NI3c& zI*V=@TxVBJ^Gv%;`%THVch>ff$M#}Q%2^;T+gTVV`BRR;j)l&APLFe}vw;1y&1AV@ z-eIa}>SY*XNHUxOYonlUzxs>%J9>*p&=)%*G!WMb@nS!ACA%H`qA{Uz;c&1*=q%D; zTyRjx7Ho$p;Ub)8wXhR@4KItP#P)MHxr6Y?;!6R4TTy8^sL4EN4nsi|KLlRODNM>c zOY>m>N*7n~Rnf$mh(^w7_I9j&EC3EnESwoW8yFi<1?WH*_+4xJ3;ApMH~Fo>tHDRX zZlV0q710`a29LvD=CycS$`2;P1vD@!Aa`61{iS65N|u;kn)le(*#|p%I~?(s;*Pnh z;6CGYB_$qC7@0IMab-e@gf)rkL@FW8b=GNg-p8G_vSp!JhVSsOuAFWd?)qEs{N06= zvsz}QW0*751z&{3XLon37<)E4AyyAF78Tl8&%;9^TSLoXG*5vOuzENUUKB}(@#!Es z^v}_1yDprBHQ*ZGSST$x#F^+wEQf8U1!h*cIL#T+9=I558l4}>7p@Z81(WwLZ)NX3 zcP;njyvccu-GRIeaLyikQoJ91mwXoj<%8`)Pw;kX5Wa?7Re3hbP7)HulgbfdJ}hxR zR2S6n^y+TtTNv`0N0>L;n%S?!--#cdxFNB7N|Th?shv`bfaljUO`SF|byrGGa{FXg zQn$ost{?H2RSb4(xPFxRv zjg$#_@SeOKo)Bsgz7yIV{yRJ_VvpqFG?X75v_b4}obzvTYQ7Pg5LV0^^24^&2MqpH zF!LLUON8zC=N01mutj2JqjjUxBDXQSX%@`!(}A)6JeZoR`f7o#)z{O^ot+nUw{^eu zJo6L|Fo8*-?V(YTr;)wU;;~?eksFv94~v`+{t?<5S{Z&B+#I?W zxDxylECoCFw(y^!zr)9)UYv}VfQIsx+av51>!6D~N;oA97MJ5`a0*>`EmGwNkQy$| zEd+z`pV*=3oA7mflGtFUz$}~~PJ*B|-`mo=##7XL#1rpJ^pf5So&o+L{-MF*K{8Z1 z^b)Oj67T6YY(uV!SOpyJKAU6nJ#~#qXq}Xr{37*x zYWK7aX?^pJ$k#mIr?eZX{ZliN7bcHQYMYqns^dzF|0C{}eV5H|er0NC=&!$`-LF~1 zTtS9>7}-j>EH8lraV}@){=t4=VB|%_94-@%1;z$Tf=j0f-U@CCOb*rxuEtxUb@*|J zjBJkPfDu-MpD#2K1+g~#GdtmjxdR)+BVrC_+i|cLZIotWi?&-N#Ugkvjz{ZgHn=MB zvBBZZp}&Jw0xNw3y$POj?%$p!p8nqMo~rJfd1JioVT?9;InP5+2k;JCgf@p7h0liT za6^%{o+(P=HR(3liFT_`X_}zNSI2V8$~aCr*2Yos`lP1G&r|)WfqY5%I~F`uuu}nD z0d0X@`91kh=6B_@q_s@mlT%$wjD@7e1$d!wGR-Yx+#@W1fGuo`aZe}rdZL+trn z)M)yerhu+E+KTrrNj7cVsQA+fsfqiN^HP4~-%+4&!MX+iE*xKEQIX?C5(`f)bhc1- zp+^M`1>Yhqcp$lWa{q(|u0QS1tV_)n^WTOWIsq(}s?;1Z3_7`tz}OeW^`rE&Z18sWlK!_z{7|FK^M4y6lo z=#AbSZw0U5?ch7=yXjl%e-xlXeZmgBMGnGy+JNsXmXfwf)8!KAXAGibxC&G0iRjNP zq7GAEv1`fzXJxijT3QCu(+bRv8pmcv$AcPa4h-`b^%eFub!X;=a%$$h&Q`LvXSK^5 zlT{$=OV(dmC9;QP1#@h<-Q0cL!@Ylc(=my<5osD7jK1F{I5K{b7pd{8QtIaVr3R}d z+w#V~-9ft&5~QU4$^T1fntC?h`258RwkcS*(7-}73m+?dt1uHPe=~D*%7|!K9_Ha?-;ff z{qg&e9e5hNixkTFNbl&c*eCWf-(NT+)dOSbK5+`&*dQ}oHAmyukhMa0X)rENlz@E#o$S7=Evi2PNa=Pyscyra3Ja$?!tv(9AR`E~kN zplUSw&tN$GPE~V zFh4P$bc}Om<1=zKF`76S`LaLKys6<-DlMUara+MbJM&k~|1e*%d|%VzQ>r9ybGclT z$DD=w0nqBY5(B}2g>lnxK;AUM9VaYy>0&QVVVmt`3YfuEV< zOdP(KYw$c>i#b_+ZaeFWPLBjavqNhGLH`0nX<9Wlq-@MlYbg*@Vh?>C_c_{uVRRL>>1Q+r(`pZkS<#eTu&5Zd> z?MxTJ=lf#+ZlC1r?CcXaE{=_#9q*5S2>0}8*Iic+m*N`lI*0t$=D4WykbQuCsx534 z%-hTt45JL)_2u-{b@#QS@N2n_Owr%y$re`XE3_|j;nJ{ozAqM+O2L%$pKEL&ToJ37Axs;vCu@PH z@fh@gyXI%+A@($T5$AJtfwg-Es9X^)4!jeh3G6Y3%t)z8Y`GF0XU6W3)Y32zB8O zkA{mz+F@V#FmyjO6}#R>$T;vY5Z}d~ZAElg)X565R$L*@%ZK?bFhU8SN)03nlILL= z`h_mpX7WEH&{bqHKEXQG6z;1Gsh3b$SkGO@OeCG17##-&L;1*>P-duc&=zbBze0EH zafW-^dd8yz74gRVs`);8uYfn28~h#|5UL;A7C90*5qlB)#4X}Vf_JbM_y1quN|Fz22hpigdO2l zU{;QZG>EK*w|Y)wVPqE4Ltmo*i_T_GvB!|-IRJj=82ADUpb;D*v&a$H1W#c8WLAM4 z(gQ5O!^p!81Ji0F`uR`boLUdoN<@4wUdDW*JXZo<+`gA0SQ=-^q`WKX^$H_zby`ky)V| zuXBPyvCurz+`?+Kj(fX=h~pFwX3jeO8lhw%($NMDRBX(3bf`5_I~z$ zmL$tBLyjQ|o`(jT&6aScmWCIqHHcd*Usce98FduwnTz1;6pnf#f8fdUIg}JW9NHOr zf&11iq{+rcY}mM8L(i{6tR}~@>0p;6ArrF!t>aV>=REK-J5)u`_iv@%tzHK*c1O*A zFwOo#3wtuNgV_WkogTf_e{t@8Ehb9uV4WPp&F1=J-j<5p=A_Va%+)6bHh}ed8T8;P z{$zhKf0nPKzq7wUAnYF&ObV_H`hvs4W5a#00iA{%kCE5$)zR^-21*}?pZR{wu@@kR zQQuJ9@X{ohDC=nJX3X`QJE}XVIirQIg(Er_l4xMHBl5NRvGCj9Cb_!&c1^jaAzZiPv(V={(VX(p>;gHU-?F z9@;p}UY39*RSP?-p~#aC6XpvX?#_?F>D&lz=eA&aP#4JXC;I;MiC(CCe2p-XPsHZo zwm&f_1O|m_hfaX&5Q=0*USYq=U`|^TJnDVmQlsRjEC9s%U>b)#-ypEbC!(tx(m1p(@L}}04{NCa zdXrngSy-v$f+$lOE$fO%JFXQDAPe^p7UA0B3jtPHF&~WR7T9E$3)5ll`7G6uFTnjZ z9T}c>a4t@QV_UKP@R@rNdlzfZ&c#IIJo_Bx+o#yQUB%vF0$f@xkX25jt@KFn&=25y z*Ft+=+t;uLsV2&p2^LH}W1_LR;j-S3{Ay`kJ6(TJE9PsiYlegUHVhdsE7+P>zzUm7 zSI7CaHnjw#ndRtqcR&ZeCQQORa626ZuU>1VJJK#B%vkT0c=-Fiz=OCOnYDk3B=U!n zh2+{_;0bI;V}62Cn!Hc^0|VSRvKv_y-u8yzM~p_h-Uq+MG-5RI4;TXv<$3Z)OcnnS zIJprupOQJWUy|J>H8XXnD?988ui9U+CJKEpvewbf5xjI zPNfGyEYFZ;ylB~OZD#Fdt!F%B_^m6aU#5D&v;>Wz48BoT%r$nQ%BY5n%Us1Ox4r^wYHIFD3~kvz)h+AAJ0nv zOaI=m%UIXA%E;<+buOJ*m!*2HTBEvz4ZeXnjbu{)jc#b)pjkb>7dQg{7|h?cL0g{lx2qHhP9aOsLP%( zz%?emlWjNNYHkZ*4k0~=Oti6^ai*cZkw9|pthuQ9nWm;@gnE)X7i{WYplZwPKU_oh zF8h$%3R2_*{tc!~K4gU5!aY8SobE5)%})_$ioZcWJBA*uqTOvOzN z%~z4rYhq5f9Je&aGmkVqgqVGwWrew$`MP1BVX3Z!ZjR=-dJ6TGED7EQ4Sv@}zMB9; z5_=CbjGM?_Zw+4xUGp)%guGC0i_AoHa?Aa`_kG!qyzk9_jQv^jSG$ZCzguPcGnA~k zSyOV{*#|QRW{%CglxfIam0Jm(fV*%M*3vZ7?8S38DQ<+bsbi|Ws->l+0P@lOjrWYd z&2ug79BUl;!Hb`iIz07K!Z_C%+cjH93u~^8EcGjv&rS+hyxK>jg{1JP)kx=jJR+6YIa$Oyj@Cd-?)~L%NN+9q2xQ zogvN#`#OZPd3Ej}R}p8!^`VO4bU3o!dh2_gxdU_RWmeDZ`8(}*#UJ0li$D6KrT696 zA@p@487DJZXI0J;a#!T;#U1UdXN{+rKi&5}d@r(tYDlZlr#)jXZi#o4boiZS=XdOV zi`p()Z=)Ym!M52}-Jy3ZjMuw{CSOdkC20~x^dgGsd+4ibUuf2V-zbwovOc(5DWEo8 z1d%Jh@<<*a^5Q8Wz`qE-zy`+?I3DR9?ahwEj&l*rm7n>a_#SMQZip+9@fZRYL_0Ve zztHRG59&giVaBeeEjGXH8#)TBY-4TJ?0xM%^mDeE%9%1v|CpznYguAOlrPZfudIKKAO?{gyK3UgndQwU)7tmd@Mg;q6HolUgXz=bB>u%lgRp)0n6`rF{nG zqfCJ{h3Dy1wN5hw-`BH5ePSc_&niBFn*@S*fym9sc2;3y@Ia_z>9Jwhi6kQrUyn1f zwYc(}6KvoxGf|bUEvo%$03*zrV~tpTSrW`mO!F+4Ebr};?3HYHt);NP+-#%m-!Pj$ zh+Oo)*fmTb3sVz8tTBN6HX8)IbhaXQGIB5SC0IIiz<0v;EiXH-cFy6PPMPT$&dj|T zaakL)*5`c6o|JtdyIo$2duiUby#6^&U_ZH)Q^K9-?&BNcy97?;2e7Qt`8eUB`kZEo zCDn4mw$66R(cD?uxy-@YFCxKp)Lt0Ig1VNSmU-3+*6Q}1_DS(tSMm7Iaq~^*jFhH= zrUghsk3eJ^1Vdk zfcwuutHqXWsAyaP!saWg2_3{;;1@rPFUB2W-E0m!HMS$RH%i6gks#@h9jxDL_AQ2= zg2_FR(=jI{r;IzA*WKO8{l8o?Z=<`d=ULu{ynT3PU&x)7+b&PYE$2=0E)AXxW?>J1 zpIyeS!{jjsj4dZf?ybNxXl|ZlN;Ow7e>LAU_XC5!hIxv)kNK|IZ2N#cbkzRLcH8#I z@Ie0<+>(bN<_b9TpN2v4vTBHWjB1n0r+T7#N?ihp+D3iA$#1+^K|I7w;yU8aUXz{8 zzKTvp_I7(z%T?w~!Wh1bNQ+a!N-V7!jM>g7}UoCT-M zV0T%!EB9#5x$MW;?(BEj`*Ql_gtHQ}i^3@}CvRikzwVvxDxRvI4DW645r1QU(NK@j zd1P7!vAx-L;#IK<*@Y~oVb$A>qOq)Pr}egdr9IvG+nFD;t`c^YeUhcU^{Bap`2=#_ z&#jGZ--SnnX2`sLIIN7SfH!CMAXE)|&T|6ewPIrd;nMdvI;s5TN zi=Evy&tdFl+WBiB2e=#4&b@*Cft``!QMEEmCYe0?j&{Co2>2m6=!*2i{CT_Om}N1z ziX}~TO+ia*tH$xg?udUB*T=Eh(bCb*F&)p+py91yg?5^@HAu~6HTg6#O;gP{Z4q5j zZDVas^)yu>asXKj8N;9GeB29l4fRK6t2g#SKagjOLuPs;x1SpcCZ16^%kSmC@MwWb zvvDKiz{9Dgouj=3Z^$%Dyrq!knfaW#tEDnB6`M?oF=VJ^yl1Fvd;mUC5O>?B@J9Ki z>rzFo2p1Pgj#LDba-Tnn3`lc-X`kKK(_bi1BsejU-5CmsvZ)#2(8Pghz z!RiG`rX$QI@s<*n59ZNk($>V*&9T-|*S^}8j`pA(ZOJ(EMN>z3UjAcM?tyn^yndSg zi@|Hy45s&35GtRluBsTyLiLr~$qrD)SuP*{n5)YThG%6OSj$~_l0VKhQ7!zu1>TBLMVx#IEq&ifh!js|99suu!pFQ42)9)}#w1x+DMIdIDl z=!fV@T^1(er?pG;E%n=sXN+!34eJL-DVTanJH9x-`tlhL$9_gc4(InBuESH%QIER6h4n489>fEND>)bUB;5)q^<;a@%g zp5|+w18erAxJT@%6j7ejLzso?%IY$p{ZI=dqKaXYg{bm&9$MW$vSSihY>M$Zau z3I7>b=N}W;9{3rwV{-m86biSB=-@Qm3vTS32p4%CX%=Z4?GcSG++b^MH*EFonYIDQ&S;Gv4aW?5 zhPDPX*wAhCS;oqyN2V$GmNqigHO?`<1POWx_7g90yKjTJ<8YxGGB0cJdsB@Uq=ukD zew4RJ@5Gw&O(mb$K$s@{DeRL=DszzKtw+1)J#ZjIaW^ZhZKKVPe9~DszRx3znnx@n zFHq0O_hb>uM2;XQfb2I@Cgs}v5B?wcbb5j0IVyZ3+z;RFL}ZL)dIW~POv?{Jm5^g8_P-)r;Ko7FI~U>fuX>^wDyrJ`Co ztQ^3cxudim@5D;VO?e-8l!aJ@sCJdL6kF|h<_MRZg{iK@OrhJ!Af=ssxS!5TV!oL;jfi}Nf*ojTT zIiZ-C&iCY3VTOJ-+7X@FCs9+Vb&y7WKQnkL81+x{*YdyiZ$u~K8(08(bc^+YQ~p_) z#XStJ4LywHf~$HfJd&Ty)BGK-r8re&mt(hW6J)r(XGR4X+L zwUrI$^bd4(brZA?bRA4#!xzn3?Ok|vlJ#wMG0=z!y+z+jw@+J4{Y-sVw@+tO&jtmv zuzI6vGxLL*0M=(CF!xuYDK?z?MW$1o=nn7=Tp?Sao3(^qNtGf~u|-})6=9N?&tQX+ z=qUC?4zdgoz&n{Hn4nBoeI+&#<3K{!F@@=q)LH5aGe$KZU67x<>(B5_4C%tv(OT*NR@|zv9(|v0p#U0aOzd@Z8P|!gfeGJWr9Ms&H3$lP z#JjL3X{kJ_y!L|T1b)WlH94Bj+7VidwvgsDh`b*)CABx0+w>vT1objaV~qw3&?@L= zIaH)-7Uoj_qob4;?evlKXrv2|(wCWq%nlfkJk2i9-_uSCH#Ac;;_4O16T zX_&M01ty>RuIduloEzvROgVY3bQJzUuee7ri>>7k^kH&3*MhGH9@RkZdF+8ON9x5+ z$IfO*?2Ax{uN!iQ_M^$0g*+J>E5*e{e}=0>YDTMZYuTc3KKzn;O3RT9F9bGf8F{DB zRpF`an!C(bevPn20Kcy7vDn4C3F}dV58?+DUwbW46UQq3L)oU`7EUTCGd5#k8ZD}*k1#*5zI(r|xj5Z#-b8oeszfnLB$ey*6{p#PvE+)e%odb?@FJf)R< zUpcHYq04icoU1CWYOAiTKCXJFVhlO@TF4ok)&$f}-E94TmYRp;eySGE^cz)Wn9IyR zYF^_}jiKH#8`brh1TZe=6Gw=b${R4DACTktHQc{UHT7A(0((pxth`s;(&y0JaBK1z z`6jX_++LgxpU_6MN|1g558ogil`_%e_C@DK|017Ig_Wn$T6k&xfCp-oSU}7oCs1RR zn)p=CAga^TsESfqFfd&z%xl;#U6-%woSdOS+G&>uF&iKU5T@g5)@2va~_e zt2Sr`GfxQ}mnR%IJU2w;BEmC4AevYwnjT9F#Qti;sLYKFAvBQB>MxuA)oi7A3+?6Q z=1=BD%y`m7o@H8Fwwk`lN2Ly`{-B0$VY+a0g%-%y9cF(-y@Zwd%Cw^%NAtyY(xp^! z(o1ZTTJT_!Qr+b@{Il44?zOt4R)}2*6_o~1g>_3*uhGW$sN%KvBrRMg-Q75JElXMof- zGCn$1^I1EQn-CdG98}qKyO>L{n*1AN9A+w4l)|tF<&v>Iy$(Ldo?wPP#`9w645906JNW_Rr@_p%+ zJXP){uTtD(p5ow}i7m9*>N((tr0O0SUh*xY$>ct@#7tJ|b9<$_`e&LM=;+ka{nVv$ z7WT8Ms%C?@i~p!hpfYGZY347B6POCrOd(lXMNmWl#-4@J5~aA@MyM;yk|WATack@~ z7r@42I;U8bwU3g!D`rUpy=eohQdMgqzh^{GUvz) zrkmz3RR&dwuA_UR&o4<_A$>FR0lK*|R??CW(EhpuO2!GJ#oSwR36F?nbT>52pJO^; zQg^3132l{2DmAs1jqvTz^ZgWE9j2+6%E4_82ZRrbk(ez_#tD8i_M9K&p&%;^mbzlQ zvxHnO6;SSzU%4@? zUFl$`#Ki_h_K^{~Ehfl}G*K=>SD<8AEq)4}`1$f$@}5+XlOh5Bs%8Q6CF~A!ObBSR z6M{>*M>#aNR9EFO(j9uTdM!~<9zvakjWV6O2ZHoAjYcz0sX(k$yh|axfjaz!m`mm0bKMs98iiPd1WI%8t1rlja)wlnd9HdRZsmp%cbN=k4>2WN zH+D{6NFNtk7&yjwH9w^d+$iCW(n*y-{bHB%Ds?~ApRo_IxAb?)6T8oDSASGL7d~-S z=#}cBIziQs9nJSQ7BR*tOXPdXWF?m|X^IfT#aZ%cs;n_r`yu9IpBws`?8?7F4l`Dp zgfo_#sEAMCan(OWrs5)(5#^{l%o^&Aaz$=P)Mgf|;;2$`EY?fBp{uKT0taG*`l&jq zNPH84AoFXNQYQkVB2~>-O#K5*z4>W_E=$@JUBFIK4ruq&wYlR$LDgucnXp9IiutcU zHa(WkbW@iX$8dj1O^9Rk7or;fRNSJz%9KO)rz?}F{!J42r_Yj3s?V!VzzubX(BrNc zR?bir>9^=2F40{y6l7nA4$Dc*KQu2_k4%j%WI8gf(H;GYwudCXkpEL(3ZVH8Pt_kYPut=1uJzm3}4t{(UH_g)mEyc;ul)U4XA;z3*d<^4inx|H&r)r zGxS84^9A%t+Wpvdzoi$cD@vIhLA}D+dYQbF?o0jWlsiK*q1dE&(I~9Uc8Pg ziyPKxd9qXrId+w9mu`4;Xt4e8e7~9(-FX zz)kEH=LuJZ!yxMazR6Bu4ka}&5((rtM;)0!?HyB<44 zY$L8ndD0?uTV}xO*;X9E*OBkQo2ipKp#^h{NFpW+jl|V313U!BW{vnn8c6LR{~#H% z3SEmi&vZxg@g5V=Y*0TT2&yD*S0kyvXalp5UI{A9Tjq;OmQtyiZq~qGoE7TTf%OB6?K_eM{NAh z5<;v}Z)MiQ$JJiVX&h2AuO;fiCEAtz1RM57rVA|-{i)%q0?cDrI@{1^!73_Dtm6|T zhB-hD5Oxb`Z~|`j{e#dzH1+TFqnC9I1}vVBV=tkOWVbfxNTLGN00@H zbzGF&PhVw@qY;x|?xh?9PrsG0Lzu7d%3`s)@RiW; z>!ys5YvG?-6P==q$c?om?!zu&ChN%WL{|E&6d^w=S7B`Is&t1XYL<*&u?RyUbwkK6 z3{^IfUF4g>LB4?4Q7NVrkbdH?T4j-_k@~~qF+rTdQ^fzMnv|qaa6nwcd1tb8N%YZ& zmkmsjMg7l1)jyrD;S_r5JaW`$~SIHi`^y6Wc4jsLsR*^;`QC<`IsC7hJP_bI!+uVTMN0_O~^ebg4wpSmO_rwF)Bqb|}WCip*1{1qT z0-wmm$|PzLorGh0;YpQlnb80zp3JI!Wdw?1Pqza_yv z(uPne)sQPMF6QDym(7!$=%{wvP)wd*cjXgJwYUy$*Q9hBP(KUaI$?CeS%Im0h8A&%%cr3 zmDCXa<}WC(h(~lcdIdu=)4-m2jlORw-C5mkeOTwv=jl~O$#Bb*Voo(3G`_*Ev#tHP zt+nN$xsCOX)o2@GU25!U>SgjF4H`i2U(#@^~>{;^m5ISFC9 z1^IcxYtZ)UMao61vZ<^WXUpl~E0IuaV{}(=V`xrvU1TrP#rXnV1Nr>TeC2)f{YK9S zcO$w^Zg)o2frE3pAVHP1|pHVt4~q zR+`ad^nkfRVV|Qzc5|n*uCr)-AD1qEOx#yT73VW+U2A7^GxHYHU#6jY1B`Sd46Ah} z{a@$-EQB@5gM8RSVk$95Tqs7cTkgmHkKGeCg?*86u;*Qi?uyNgdAYTGS#Anj3VW|s zLLPFu*V&Kq2l>2MLYzkZO^>2lP_2+8YpQ9k5$G;-ZR{tu;yYJfsRwV}aAglHZDWLj z!g}^4$8syV6Okv8y-4i83mozH^^Xp;^7Zz-D;+o^7h_v*UoH ze4;sNLTdihZ%KM^EHsyo?52prbM zF{dBR(OfE$Vy|IaeaktyzQP+!vik`0V(+oZz8_r<&XSQ`9Ba$vaVaogucGsVUs?w# zSTnN$S(yq(PVhEy#GvFnAAAl9i^Mi~B2jAzCj|Fx)wi7Azdd z#rC(i|4hgl{*0XbR!@HK6STt?XL&Q{WvtCe&it5BKV$Fju6c3pet~EH37|V3qT=An zdrlrk%5kRtl+LNHsVW8=-%86X69FD~Fv4W0xyZfl?_y4?%78Qe(tgl@xv#8VdZ#V?RXDi?3IU1+Hf zAP?h{@t^;8G%}uD>7Vpe%)wLOqdpalkCqQ>!e_8&n(Mdw*LlZ+aka^t&-2M`$t|3B zCTDrh;9r_w?S7~KKJ&BY&o4ih{altcFRM}(l~pY7bYA07lTcjjW^A3jP)?(Ek|)&> z^+jZ9Hk_EvHIu+Z-Xg zdgl9#c^T>qGHXCq?d*A319J4ash*0SgZ|V0MiFhaA+}e&@n=ymOoo9aH$iLGHU~?$ zjiZjEPTZh4N7B5clPOPAn6wgUQ&X3wyiK$v6;8UE_=hXbwKJ|@yzKbs$goYc*SC$a zU9!vqyQ{3hqnoVz#580C!bxVxt(2?SO^yfErZZQCE5Kf0|6>644i^VC@Hc4Il|zNV zBbym*0cPL~b~YS%@1@^T6lbMm<{P$i|KhfEnw|=-=SUcqXEN9D-%?C_>N6SxtuW(1 zFMk(ZQfY1gD~Hd8YX=qt?)&cgz97p~%)JuyjFo6UQ|?ze$8&b%{J)~}0I%u(!}wWu z-`tzKvSmsn#4KVKp;nEUe|t3cR+JhoYR2BG_9{VbA&AvRQG3@)BC_t@9xRa`SX^8%s~iU1TV|^se+C5B?OKhNRxT*rBnK2Z|7y0&|bpM zHpFFv3pN6N@t?rI_92aTFusy-FS@~p?e4{v-?a@MzmCpY$cx%w`@`n83AWz0S+>X4 ze5=9!(3WnO+x_+rcALxX>WAFC4^X`q2O0*?ghq!Fxe?qy;!1HUQjk9&&w2$k=xvbA zIvnYw;mUMn9d&p0c;t1KYb&(>gpUmmgnPns3|$Pj3_lrEc<+8To-wL%9lbW_jK9NU zVlV`dxA9gdg96eBeczrie^^U(E%h};rg9oQAcLh7q%+_TI7a5cIdp~G4A$UD(ApMb z@5zA5s1&9MWBKL$HFi52LeHKPoQX83mcb3kW$6j;eI2k&H~F^XDO-vR%wIh(-H+Y% zkuP-2UEjS2Uav}5vFo#&@_gkQ;mUQbgFb7p^N4eWv;03+i({{&uXC#Ns-wRn3cKw6 z@LSGs40c?1ehasHWA_?lI=u#0^<7{@pb$Lu{~>*LEAn6Ofbn;lE}+{=`$(HAauki! zk5!|!o3%#$A>AtjYd8?GA)+_(hq}hJj5!kPiB;4x)>?*qfoAdT<7dV7j`PLcjuWGk zW3EPBiYhX_Ff})>O1Q3(6|0^eyO*) z_a4#});kX&8M4Zm>3D0;cI4rX=;0WSzjk+?clL&>Ho>*SMR+#4U$~#SJ0k})78y;o zK|`Gs{2|yiI39QBi@*t5km=UL%9jtjID}o7WZ?^IQV4?qYRPl zBXbRH;AN}UwS^|VvHG2AI`VYqVIScJN%24aU=cFmN&}w2eBW4K7ic{O!_W81{hNEc z>zd2xrrnEO7hH9a^Qm`Ea+;7N))1_S+3tbJWZCI$>R0>k24bLd7{YFZ`!O4PZ2DxnGxngWmE}$C7X6wMm*bLqV4jR)39;5dhGSG%QH^6t^)EVcfuy1#` z9D^Kc$1vv_r_(8S-FM|9$1vbF;)?9$8|b?bI1?Dle$CpzY}`VuAqwcnG$pl36pF@* zLFz&3h1%ZQ5&9+i-rzT!jrcpF71&AT(FM`r$ab0>Jt+F`s7Fzcz^X`yOpIKQ?6T&@ z!N#BUbM!5=3ED=`&wj7SQY1)vNsiFR>4!u5wen?lcm>w}T#`WAuZdLHR{)A_CZHGUO8QdlV1 zg;HUWFcBx!SHcQ>&UNwLoeHc8Oz{8Uzvunp)gnQ4yXO@0gaz>Jj<~uxyF0_+T3dyh zcf0MlZ4FNAGmh^ZL1%y0LHBoVwO8)l?7ff7RiAGjlsPhx7TuhZ-;X@?Fe-)WhBK#$ z+$%c{r_q(L^&>M)2kYfLv*b|e8iKtZn z6whG3?hGy=7D#zgQbN8!F7+cg9ZSXeLK{I1Ze|*C z`_>@SX9mvsATrW-237=WeD(Z`K`S4R`f;xN4>##Pi`+DivxU2pJH!3X)eISTJD{z7 ziX5eh?xpUj$TA(`?F>i7M{j5UOx#_6`r8Dj2FD<29nDL~%nEESc=27qtNv5CF03Rr zBgws#Xbz{Cle!0Tvz&$1s!42kZ7Jxs9Zmu}pvHobSth z@>1o$%53#F>N(JWKSll;7ap#A7JfC{AMOkP0*(3x>!LeXF2mSKEM&I|o2ndlOo ztDWbN+A<4jukEgG?$L1Vrg)S-vo{ag!^KEK8;fV+-r(WjUUnDG&;Gmu8Id{o2@hhX znMGGpN8vGHB}Nd37fY|o9?4SW$?|%Nx{4;q_U;7Dn;ky+CE%Tmffl*HvY)cHG6(L; z0m>LY=@M@-qL}Ym8sbrPp z1S2q8CH;^b-%C;(ZvQ-{kogv0cadq_1R1JzF@YNkz4%&?dlw<2U&Ordcl00EISD%a z(NH(6gR)MEB&x~W74|RoXy_KY;=v(3YK$j-r+*oE^EzBXXM6>|>Aw2DSI9N$j=aYo zp{4v6>4&xboNp%1!mfc~fv16+foagM4`HXV{nMKx(O%n%;Cg>7v*wN1w7l@59 zlg$ulp)o&`pTNanuAKts`UuXxrkyO^34Hj=w28?8$+Za6?WZ{F5|}8aE;F58MoZ}@R4HgXli(rT zfY;iV7y^#svE0X|zj z{=8Pa2>L)3CV?Y`Z&80F2s4BmcrGTO-q8t-P&G^tWa3~UpKl2j(IwoqG{_?3#eSk5 zUme6EunF8y{;a|L^*3TX-sk!FGf`p>5Dboq=i!3Q#}4EJd?us5zCbWB}PZ4hQ5s5jh?Z9#CDQSU^+9O!1x(}yFdwL**VEV z$x3DjQ;ajYBPh#1)6?i*kSqT$)PLKtgZmjglfAeiUWs9Z5_-@fIHkK`U%ij#@j3p+ zE#xve1M<-L^7vgi>5C6M2l);`ynwbweqv6Qm zuMHynPwY{o8d;!$hVBOJ;g{g8e9xccXMtvY7I_3(v0A7RNbwV@i~oEvh3J8oK!3AA z5V2+LFLoqkL>Asf3T~E(l#!Z?{n2asHNBe7p+|uizn>mM&qp>!Bj|;XQ6KQ{cF_Ml z`{a^G%p2%GhDlA*eb9^ck@b)*lMa*)fgAs}WT#}Sbh)$v*g3D^%n4z;_BAt!8I2v} z8}O(zp%?uLS4|?mmjjuHDGe|M9<>n>hsmeGi=W<;qRkodxT8lAGv4TE;!@g!n5&~&EQ@_J9wFE#I3@P zrX5cFdfaJt2=e~tfgs%lGu5x~Uo_{lkc!fdo5_`Po5ehF5jvt@1-aM+d%qN7kl0FW zMRX^BCC1>M-b)6_srWQ2#D2t4>{yiKE_}L5(n7w5)80?v2(?3Vj}LDFtJd`Mh0~`Sn;d) ze*AP~jy}U{OyekS1HAHgSt)i}A41pJmfV=ogJ4V4-u;n*co?^HR*SG> zgO-2_yskJ_*n%BuYv?n!f_dLdsK-s@to&Fpg={Ep1#!qFR3bxcl5m$8LpH~=*^j5d zd!iY&j?|FlWExQj#Z?n&eaQvTZu;|^i74hVW#DIUfAP(+duF-TV5cA8MqvW{EB}~( zDy*gw$a#cAv_NlkgLz0L5=w0UaQ%dC1~bVYr~>Y3s2S9EPpB;V9Cd&UC$ABiWFA#5 z56BM-i@9?=6nuEneMi~JEn<@3WmAP@c}w|WE+N#$=l1_7T_q#M2K-&P1PhpLQl2;< zwn68SNj4#d`4&J6xRP;+@3@~m`+e_Z#d0gvkGzK`a2x1_OC-6{`Rof!KSl=oNHb93CiU+OOGXR7^UI0o6l<#vLn)HiexbogU%%1jYzf=>Ty zZoPt#M{|*(N?sKEkeO5iX(p`{ibT6)vTPPr2nFa(aRQvSl~fO+nJ5!q(@UgY$tn6S zP5>!YMqiiRmL~A|Y#Q~RL60L_&d*?vkzQsY9QFhFcs7EN(CeXT8ptJu%DHXgI7Mgq zA$V23fYS24QJ0`ycW-lu?>a-$7M521>A*q>s2y*27u-o#>)T=@3aO)1CjsrjrtSIL=E8 zPRF*W{+|VaubG1-pl zN6g`G`O8B8;v^p~^kf~vG>}LRktvuC-9?(}x6mEE<73%|ftH~!@%7@7C0>yQI8YVPQItwNV4b{ZZ)q$s={k3fw?m?E=_B$8aWB-K zlhC)QL@Pe3?f1^X$gbXSx z%Z3Vs1gH^z5T67`gkBLQDh)gCZhRPCvkZGj#ErgJ`KI_XHi3BUioFZzE|+SXBIF5sD8@f@T$hV#uD&HY3qHLIK z<;l(}&WIPeTA>T<3nYgegSIRtlp3;%lc`+EEApB**FRP=Q(8|r!Ocdm_<@dOF3KLr zFJjw~OOz8+70r|nQM=rd5O5HvWmm*!gi0Dte+Z=tS*kaRwZ0dg*~BCUbTBY>=JVra zccnBjP5drIvrEA(-5}`sR>4uB@#vx7pdOrz4E~FFlHbR<5zg4Dj=}iAJ+{A?PaY9= z!gD{3pr{t89*=;Slp$Q^j|v6iW=z1JvxULJ;7M*6(z;p(5BjpWfT*UIlLv$I18G4% zcv84XJR{Y@pMGBuwJwv#rUWF!e7YIYOHjl4#8SU9r^Uzop^%U5E=~~MV}tXa>O{vt ztv<;&Gx!TtKWi$7>>WRs z8z)R7c=|Q<7D{#C>Kly%n|6am@C#n2bMxE@d3ugfRPZgQKC@mT<{z zl8`Ar<0h~hQT4p%Zo;>ez^BhoqaXzz@e#kEs579%&IdG=*R<}_Te(+Mr0_Kpch~~Xh0tdkE zlaRSY0jkuEzHj_(6!ldK@;KKZu$+~v2vw>$iJt^*}kGgBcf<-Ty; z_*f!^Yz8lRZLW7{A)CjoA##?CODqBO_?OU>0)*uDy5(KrxE}Z_#Cd< z^V0i<_>=5JB*TEe!k@{m=Q80d`HD;C9)-q-rU~aoCpn$?3IER;csQT2cS1)&=DI*k z5~l|e0%Y*JP=Pc|+Ag#u7~tm%E^0Tu3f)a9-<`i4SQw{z1Gw@pP07rQ|HcuZgGk*yM%}6qfaIv_3SaWCt zJ&w62nIvf^W(yKjC#NM@k}hNhxl$i*;b-{3U0eOqq$Difrq4O(7k6A(tqoSA?x;gQeIE&mv zJs}ukDSRYLu{V8$?#vCJ$yCgGlZngXD>{q0!Q5mD&}V7*T%4{e#gWtobar>B7wB65 zqM(AqtVSu^=H`b)sHAha8g2qt6l@)Q%DqLEH<}YdbJ%MB0-qq1@m^6)&Vip|C9xm1 z&=#^GZ{g<>Zs96&auwnaL=|w&Ec=n0$*&hU{kSL-WzlUP6uKu?z^+!Yv7P5y?tz}HB$ z3Zk#$F#i~f=Z71rBlg2cqLM3s;0&;1b>xJ($xp z7wdricvCchd+8+1=pACkA!1kZ6FPwA#Cfg}uK6j@=zZWTxd5Dat#OAp6zWh@$Q?qy zs3XIPb3!wuXr+rYz^5q{ax?6OT=!%fY)CE_VZi#&l-W%puuys>3^>onS)1|H_QgfFiEnk83-t!(9w^UU65Un zDsVbQG3zl0`A>m*4Q}BV_zBifjhIxX5D9B9#1xQ-Z-}#nrlLvI3Y$WsSPOdfC75!& zfKT%*GP!SHvN1T=2V3IoV6<<9PlI}90VrA>gH51%$qFsTw74ZZn0@M-i7m=?|HY6r zbk|ev$@QNFBcpX-2KLlPeUxvczj2^8`jdK4y9Gc?ne0(}Uiz~9XTd&6gJ#4TBH7E> zwHEMFp#@Yn@9_SN7VBZgbXPbd86;gSPmwmvx&*A|_iD+5pNk}=-&jnQrBXL@Fu zpnDX~8b%nqMr23KH+3_W7?QxfkVlL_7SI4)zV5WiT7I(mqvp@`7EAQd`*B$6V48$TnjaUVG5--pJA@`It^G^Cz&17T|? zc0~;_Gj9{T7B~vOVKQih%FwppbMRf#0!;%qeH(lqy=lJHjwX(2pgk#^W=C7wFSZu; zyS9mzv6gB}p;cyyN3!ajnn?4n=JS=Al`CuR*6g$|z@K1k-F!9P-SBY^5}S%oG2bmz zeO8reE@;-6hMPXe?1|kI@2#~dVP--};({bq(&NPONy;Q9acN>rd||vS)*dq;dPuY{ zs#~D*rn8l-PddaygbWj!UhKQjLTDC8`u6zRA=|VC z*e-|u%XIX;!Cd=*e^%gr;2|`xa4>O0k&W7yFXoGZ5wU(%}>m8E0$HPE7O*p|1`WL zyVOuBlx!)9_`Lk{-kR$*O6yR|LF-i8aZhK@Ygd8ms>knH1TXe^`aAju#UF}PQ+w0e zT3NM%wUbg`rnXD_s`jvy_{1}bf5d-?-xlSF>>PPDGAX)2bY67RXm#XQNCdS;evX(E zksa1AY=QKhl$Gq4TmT~Lyz^b~rMm7rEskvG@3t~qTiZG-4gPjP)sCv^Upjp$`CRdNP3im6 zl+VRwpG)7C+RI0M$*Or!t+my%ZFaaFeSO!w*L@oQKbSVIry{5+@;v#=un3JVx-@EG z!jOdZsqa&%)OWRSr>so*DcO^JGHy!TKVUrZk^hVGMqG<97`=uGhR+5@_e=Ot%@R!) z#X!Y(m=WH>^x_Kk`HPV+Qw=t9Bxd|O{qOw^gS!HY{ZWC=q0- z%+9+YKSCxoOL~A`Y*T$yeN;xNZmSNc=3sAgSN2Tim$m^k>9eF5l+?%Yk453EUkA-- zF7!#Gz*)80-`Lk$A6VDdEUFGrl*rj%^(~J!NZ(rfz)Q&h?tq`?21@ zdQH+((r4HCvrcj9oz&I|R6>hd*|k>1&5oNESr~alw^kQ~PHeGaxZ*kzeve~1sYa^w zWiXuna^GdSzRP8khY`i)59?5uY=7)24>|4 zutiF9y>(i_kr`~AXg!11Sz7+O{PO36pLdn!mCh;srSxt|RY}{A?LT@-@0EJWD$BNi zF8qAB@?vERbC!9e{VV%D?2xt4C0B^i#Ajq8XX`ubGvX9+y%O^h|4P4<-Y;`(W@Nqh zb?0XMl#!GAV`@_*m48YoO!y^gN>rDKK@p=2a|}bnriIOeX5*-Gr!oVz=~3)Fym&6o zhUR0pGspR_HOXeRzP8>%Vy_$|w7U+`vClILG**fCGStuwyNMI=Z{y?leO}#cX71F6XcFe?ecj z$+y~9-zjyDz;j{%a+n%c_dvFPx2nmN(<|?lUo8JnuKTj&%YrXm%3GH|M_zgDiVhW1 ztF}}Pw)Cv>{5S9}M3|AxGw3*hzq zgI&jZWR^T5pOPu^o^qWkOZA6#x^|#`i2kI052&$k^b^7dh8L>tsuV~QJ1RaCYhy>S z9r<7{-51?E9KSnCt*5Ow%;A=4<_X}4b*|c5vA$wLMSewP<+I9yiqjR3@poOdP*sX# zuktEIwaQ#tv)8=eya(*D9~?a$`JgY=1~cfh?2s%cyifSg(GQ}nDYsIx)9a@HSa)+> zSAC|z*o?0-TBS})y`OwBIVmnB&KdDG!mHEjleCH2)!1V>e`UW@?MHa*a~6IV>jZrL37;i49m7VZcPL zHmk=DcB8wG`-0tT&$P*GqpUlut1aCuoy=X#+br9V{MN%V-4bP4YhGi1VSQ#@Y5CKF zWCH61>nL2wa`1F>?Sq_I&U~=iQrY@!h`di${P&F0Muh(zeK7h({IU2Q$!C(2(=yT? z)~=}CBsnelc>KKh-O*>F6HS9nZ&7dgG!BhPo2ebG`9>pCMX1)QPN|YHI~gp^mL4Dr zkS&oVPC*XaN|451A=Ba?m*2G!`p!en+0L)s6Wov71@6PRmb^ZjPv&R*OTa?A=P&a& z4`>2tE?CkYmGbyy4wBn_3}*YiU(2|RDt+jYy&px zK2&W3;k7(t-wBq$Zu?@#OUDP>e%o9}H^)=(b!E;NByO*FM!A~15}gUoYxckFS8y$p zHovupt*dRM?MGXN!(*T5JmJg_90?HEf4*e`OjTG1O`j-NWPVJ3%1vaAFcMo^D1*Gf9}_>|&n44`pDA=`A?hqtPX< z#>77fbNzZ?alHv}fmMOukqdm$X9nS}r+)&-Q_22(e<8TM@4*zB@9P0gPPVJQYo?=v zV~f>ky<%Q$ZeVen&mo`do#%|_XE13073UL2k&ApnBhxg|FVG97mJ!<``$YZ~@h(Dc z)Em?Eb{(e~sNIG1zy+Fdnzs6-`kBU|MkaD|#JHGFY z*%=V$CfG?w8L~L~`p$Y+BD1X_<{!i16MDsjm<(JmcN7y9GZn2AS7l$xDfvTmSnXv& zQ1`y4{)eo4J7(A|sU^feA_Y}cI=cRA{CI2xeq$F0-UXH+1M`8CaP_nfv!1UxUNgIL zSY_ZdRlcHpT)DbpQN?+1BOch++uC^7d-I4##0+_vY!Ye$4*iVWU^27^J@_ZXK|`8> zGMMxo^f9JVWAlia5n<6(^o!V{*nps4zt(Uyaps)rPSwxBJ6TXO zvL?T#Yt1tAEAtIolKlzPSC4$}eXrROTtC`My^tP}Hc*{bZPJX^G}Jr_D?}Rj6wPAI zQdJL?MEOQhAS2+|rKK&AI&_s@L@y=rUcyWC2|e_4)OS67KlrA)Cc4(xmf7l78>{om z-S!>x$&|mHl;)QS|LDz&OYo=>;+G<^0{c}C9 z|0?_+?J3zf2?{QTr=$?<8+)8^KGn6f(YdZIeMNqh!0 zfj?=6Y2HW^Wdn$6u?_rI%aE^s)_%wSjU`|{T>YWiUR7Mx7(!vF3(>t}uE!6Jk4X$9tVsTnd?&RgwSCI5 z@y%Gm!7-wCZgP^x?xS z7IVw${?#SO1RY^MVm@x3X-)^bx0XHCp6wdzDux5*C3^Ou;Lj{)L^=<3^FFnxzNB5H z?Wp~L%w!MpO6!FuYEm_GlpU1$@&b8|bcD2+_R#gIN2CSY`tI1~Ik9i9jrqbeC~WJ2 z9@)><$~ND8#T;LiT9s50Suwdhq5R)3%8JbDrPV)J>RKj(6ch>mW-lxvh))feR1omY3&nzYk!Pj!u46L~DAPRx$jWwF22Y90S?{J!|# zVlrcXGdWCB!?%X4umW`p@Ke*NVbpP9y3jV14%TPeKowHYLtqQHa5r#ocNc>#mF;Sd VY)7r*xm{%+VxR6j<-CCF`_, + `_. + + Args: + frame_rate (int): The frame rate per second of the video. Default: 30. + sample_rate (int): The sample rate for audio sampling. Default: 16000. + num_mels (int): Number of channels of the melspectrogram. Default: 80. + fft_size (int): fft_size / sample_rate is window size. Default: 1280. + hop_size (int): hop_size / sample_rate is step size. Default: 320. + """ + + def __init__(self, + frame_rate=30, + sample_rate=16000, + num_mels=80, + fft_size=1280, + hop_size=320): + self.frame_rate = frame_rate + self.sample_rate = sample_rate + self.silence_threshold = SILENCE_THRESHOLD + self.num_mels = num_mels + self.fmin = FMIN + self.fmax = FMAX + self.fft_size = fft_size + self.hop_size = hop_size + self.frame_shift_ms = FRAME_SHIFT_MS + self.min_level_db = MIN_LEVEL_DB + self.ref_level_db = REF_LEVEL_DB + self.rescaling = RESCALING + self.rescaling_max = RESCALING_MAX + self.allow_clipping_in_normalization = ALLOW_CLIPPING_IN_NORMALIZATION + self.log_scale_min = LOG_SCALE_MIN + self.norm_audio = NORM_AUDIO + + def load_wav(self, path): + """Load an audio file into numpy array.""" + return librosa.core.load(path, sr=self.sample_rate)[0] + + def audio_normalize(self, samples, desired_rms=0.1, eps=1e-4): + """RMS normalize the audio data.""" + rms = np.maximum(eps, np.sqrt(np.mean(samples**2))) + samples = samples * (desired_rms / rms) + return samples + + def generate_spectrogram_magphase(self, audio, with_phase=False): + """Separate a complex-valued spectrogram D into its magnitude (S) + + and phase (P) components, so that D = S * P. + + Args: + audio (np.ndarray): The input audio signal. + with_phase (bool): Determines whether to output the + phase components. Default: False. + + Returns: + np.ndarray: magnitude and phase component of the complex-valued + spectrogram. + """ + spectro = librosa.core.stft( + audio, + hop_length=self.get_hop_size(), + n_fft=self.fft_size, + center=True) + spectro_mag, spectro_phase = librosa.core.magphase(spectro) + spectro_mag = np.expand_dims(spectro_mag, axis=0) + if with_phase: + spectro_phase = np.expand_dims(np.angle(spectro_phase), axis=0) + return spectro_mag, spectro_phase + else: + return spectro_mag + + def save_wav(self, wav, path): + """Save the wav to disk.""" + # 32767 = (2 ^ 15 - 1) maximum of int16 + wav *= 32767 / max(0.01, np.max(np.abs(wav))) + wavfile.write(path, self.sample_rate, wav.astype(np.int16)) + + def trim(self, quantized): + """Trim the audio wavfile.""" + start, end = self.start_and_end_indices(quantized, + self.silence_threshold) + return quantized[start:end] + + def adjust_time_resolution(self, quantized, mel): + """Adjust time resolution by repeating features. + + Args: + quantized (ndarray): (T,) + mel (ndarray): (N, D) + + Returns: + tuple: Tuple of (T,) and (T, D) + """ + assert quantized.ndim == 1 + assert mel.ndim == 2 + + upsample_factor = quantized.size // mel.shape[0] + mel = np.repeat(mel, upsample_factor, axis=0) + n_pad = quantized.size - mel.shape[0] + if n_pad != 0: + assert n_pad > 0 + mel = np.pad( + mel, [(0, n_pad), (0, 0)], mode='constant', constant_values=0) + + # trim + start, end = self.start_and_end_indices(quantized, + self.silence_threshold) + + return quantized[start:end], mel[start:end, :] + + def start_and_end_indices(self, quantized, silence_threshold=2): + """Trim the audio file when reaches the silence threshold.""" + for start in range(quantized.size): + if abs(quantized[start] - 127) > silence_threshold: + break + for end in range(quantized.size - 1, 1, -1): + if abs(quantized[end] - 127) > silence_threshold: + break + + assert abs(quantized[start] - 127) > silence_threshold + assert abs(quantized[end] - 127) > silence_threshold + + return start, end + + def melspectrogram(self, y): + """Generate the melspectrogram.""" + D = self._lws_processor().stft(y).T + S = self._amp_to_db(self._linear_to_mel(np.abs(D))) - self.ref_level_db + if not self.allow_clipping_in_normalization: + assert S.max() <= 0 and S.min() - self.min_level_db >= 0 + return self._normalize(S) + + def get_hop_size(self): + """Calculate the hop size.""" + hop_size = self.hop_size + if hop_size is None: + assert self.frame_shift_ms is not None + hop_size = int(self.frame_shift_ms / 1000 * self.sample_rate) + return hop_size + + def _lws_processor(self): + """Perform local weighted sum. + + Please refer to `_. + """ + return lws.lws(self.fft_size, self.get_hop_size(), mode='speech') + + def lws_num_frames(self, length, fsize, fshift): + """Compute number of time frames of lws spectrogram. + + Please refer to `_. + """ + pad = (fsize - fshift) + if length % fshift == 0: + M = (length + pad * 2 - fsize) // fshift + 1 + else: + M = (length + pad * 2 - fsize) // fshift + 2 + return M + + def lws_pad_lr(self, x, fsize, fshift): + """Compute left and right padding lws internally uses. + + Please refer to `_. + """ + M = self.lws_num_frames(len(x), fsize, fshift) + pad = (fsize - fshift) + T = len(x) + 2 * pad + r = (M - 1) * fshift + fsize - T + return pad, pad + r + + def _linear_to_mel(self, spectrogram): + """Warp linear scale spectrograms to the mel scale. + + Please refer to `_ + """ + global _mel_basis + _mel_basis = self._build_mel_basis() + return np.dot(_mel_basis, spectrogram) + + def _build_mel_basis(self): + """Build mel filters. + + Please refer to `_ + """ + assert self.fmax <= self.sample_rate // 2 + return librosa.filters.mel( + self.sample_rate, + self.fft_size, + fmin=self.fmin, + fmax=self.fmax, + n_mels=self.num_mels) + + def _amp_to_db(self, x): + min_level = np.exp(self.min_level_db / 20 * np.log(10)) + return 20 * np.log10(np.maximum(min_level, x)) + + def _db_to_amp(self, x): + return np.power(10.0, x * 0.05) + + def _normalize(self, S): + return np.clip((S - self.min_level_db) / -self.min_level_db, 0, 1) + + def _denormalize(self, S): + return (np.clip(S, 0, 1) * -self.min_level_db) + self.min_level_db + + def read_audio(self, audio_path): + wav = self.load_wav(audio_path) + if self.norm_audio: + wav = self.audio_normalize(wav) + else: + wav = wav / np.abs(wav).max() + + return wav + + def audio_to_spectrogram(self, wav): + if self.melspectrogram: + spectrogram = self.melspectrogram(wav).astype(np.float32).T + else: + spectrogram = self.generate_spectrogram_magphase(wav) + return spectrogram + + +def extract_audio_feature(wav_path, audio_tools, mel_out_dir): + file_name, _ = osp.splitext(osp.basename(wav_path)) + # Write the spectrograms to disk: + mel_filename = os.path.join(mel_out_dir, file_name + '.npy') + if not os.path.exists(mel_filename): + try: + wav = audio_tools.read_audio(wav_path) + + spectrogram = audio_tools.audio_to_spectrogram(wav) + + np.save( + mel_filename, + spectrogram.astype(np.float32), + allow_pickle=False) + + except BaseException: + print(f'Read audio [{wav_path}] failed.') + + +if __name__ == '__main__': + audio_tools = AudioTools( + fft_size=512, hop_size=256) # window_size:32ms hop_size:16ms + + parser = argparse.ArgumentParser() + parser.add_argument('audio_home_path', type=str) + parser.add_argument('spectrogram_save_path', type=str) + parser.add_argument('--level', type=int, default=1) + parser.add_argument('--ext', default='.m4a') + parser.add_argument('--num-workers', type=int, default=4) + parser.add_argument('--part', type=str, default='1/1') + args = parser.parse_args() + + mmcv.makedir_or_exist(args.spectrogram_save_path) + + files = glob.glob( + osp.join(args.audio_home_path, '*/' * args.level, '*' + args.ext)) + print(f'found {len(files)} files.') + files = sorted(files) + if args.part is not None: + [this_part, num_parts] = [int(i) for i in args.part.split('/')] + part_len = len(files) // num_parts + + p = Pool(args.num_workers) + for file in files[part_len * (this_part - 1):( + part_len * this_part) if this_part != num_parts else len(files)]: + p.apply_async( + extract_audio_feature, + args=(file, audio_tools, args.spectrogram_save_path)) + p.close() + p.join() diff --git a/tools/data/extract_audio.py b/tools/data/extract_audio.py new file mode 100644 index 0000000000..1840bc4884 --- /dev/null +++ b/tools/data/extract_audio.py @@ -0,0 +1,61 @@ +import argparse +import glob +import os +import os.path as osp +from multiprocessing import Pool + +import mmcv + + +def extract_audio_wav(line): + """Extract the audio wave from video streams using FFMPEG.""" + video_id, _ = osp.splitext(osp.basename(line)) + video_dir = osp.dirname(line) + video_rel_dir = osp.relpath(video_dir, args.root) + dst_dir = osp.join(args.dst_root, video_rel_dir) + os.popen(f'mkdir -p {dst_dir}') + try: + if osp.exists(f'{dst_dir}/{video_id}.wav'): + return + cmd = f'ffmpeg -i ./{line} -map 0:a -y {dst_dir}/{video_id}.wav' + os.popen(cmd) + except BaseException: + with open('extract_wav_err_file.txt', 'a+') as f: + f.write(f'{line}\n') + + +def parse_args(): + parser = argparse.ArgumentParser(description='Extract audios') + parser.add_argument('root', type=str, help='source video directory') + parser.add_argument('dst_root', type=str, help='output audio directory') + parser.add_argument( + '--level', type=int, default=2, help='directory level of data') + parser.add_argument( + '--ext', + type=str, + default='mp4', + choices=['avi', 'mp4', 'webm'], + help='video file extensions') + parser.add_argument( + '--num-worker', type=int, default=8, help='number of workers') + args = parser.parse_args() + + return args + + +if __name__ == '__main__': + args = parse_args() + + mmcv.mkdir_or_exist(args.out_dir) + + print('Reading videos from folder: ', args.src_dir) + print('Extension of videos: ', args.ext) + fullpath_list = glob.glob(args.src_dir + '/*' * args.level + '.' + + args.ext) + done_fullpath_list = glob.glob(args.out_dir + '/*' * args.level + '.wav') + print('Total number of videos found: ', len(fullpath_list)) + print('Total number of videos extracted finished: ', + len(done_fullpath_list)) + + pool = Pool(args.num_worker) + pool.map(extract_audio_wav, fullpath_list)